add notebook sample
Browse files- exploration.ipynb +880 -0
exploration.ipynb
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| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 1,
|
| 6 |
+
"metadata": {},
|
| 7 |
+
"outputs": [],
|
| 8 |
+
"source": [
|
| 9 |
+
"import pandas as pd\n",
|
| 10 |
+
"\n",
|
| 11 |
+
"df = pd.read_parquet('object_annotations.parquet')"
|
| 12 |
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| 67 |
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| 68 |
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| 69 |
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| 78 |
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| 79 |
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| 80 |
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| 85 |
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| 86 |
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|
| 87 |
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" </tr>\n",
|
| 88 |
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" <tr>\n",
|
| 89 |
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" <th>3</th>\n",
|
| 90 |
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" <td>446.0</td>\n",
|
| 91 |
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" <td>85.0</td>\n",
|
| 92 |
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| 93 |
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|
| 99 |
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" </tr>\n",
|
| 100 |
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|
| 101 |
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| 103 |
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| 104 |
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| 106 |
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| 110 |
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" <td>oxford-iiit-pet/images/Abyssinian_94.jpg</td>\n",
|
| 111 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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| 134 |
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|
| 135 |
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|
| 136 |
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" <tr>\n",
|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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" </tr>\n",
|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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" <td>0.0</td>\n",
|
| 152 |
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" <td>396.0</td>\n",
|
| 153 |
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|
| 154 |
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" <td>0.938</td>\n",
|
| 155 |
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|
| 156 |
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" <td>VL</td>\n",
|
| 157 |
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|
| 158 |
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|
| 159 |
+
" </tr>\n",
|
| 160 |
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" <tr>\n",
|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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" col_x row_y width height confidence label source \\\n",
|
| 191 |
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"0 459.0 97.0 29.0 34.0 0.888 human face VL \n",
|
| 192 |
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"1 431.0 115.0 31.0 41.0 0.864 human face VL \n",
|
| 193 |
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"2 160.0 76.0 63.0 79.0 0.377 human face VL \n",
|
| 194 |
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"3 446.0 85.0 173.0 203.0 0.379 human face VL \n",
|
| 195 |
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"4 -0.0 223.0 163.0 277.0 0.822 human face VL \n",
|
| 196 |
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"... ... ... ... ... ... ... ... \n",
|
| 197 |
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"14323 0.0 66.0 320.0 262.0 0.924 dog VL \n",
|
| 198 |
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"14324 156.0 366.0 179.0 134.0 0.693 log VL \n",
|
| 199 |
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|
| 200 |
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|
| 201 |
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"14327 137.0 79.0 216.0 152.0 0.974 dog VL \n",
|
| 202 |
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"\n",
|
| 203 |
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|
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"0 a man with a white shirt and a black tie \n",
|
| 205 |
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|
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|
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|
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"... ... \n",
|
| 210 |
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"14324 a bird sitting on a rock next to a stream \n",
|
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"14325 a small black and brown puppy is being held by... \n",
|
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"14326 a small brown dog is being held by a person \n",
|
| 214 |
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"14327 a small black and gray dog standing in the grass \n",
|
| 215 |
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|
| 216 |
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" filename \n",
|
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"0 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 218 |
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"1 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 219 |
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|
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|
| 221 |
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"4 oxford-iiit-pet/images/Abyssinian_94.jpg \n",
|
| 222 |
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"... ... \n",
|
| 223 |
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"14323 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 224 |
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"14324 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 225 |
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"14325 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
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|
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"14327 oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n",
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"\n",
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| 296 |
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| 298 |
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| 299 |
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| 301 |
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| 306 |
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| 307 |
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" <tr>\n",
|
| 308 |
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" <th>3</th>\n",
|
| 309 |
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" <td>446.0</td>\n",
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| 310 |
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" <td>85.0</td>\n",
|
| 311 |
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" <td>173.0</td>\n",
|
| 312 |
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" <td>203.0</td>\n",
|
| 313 |
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" <td>0.379</td>\n",
|
| 314 |
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" <td>human face</td>\n",
|
| 315 |
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" <td>oxford-iiit-pet/images/Abyssinian_24.jpg</td>\n",
|
| 316 |
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" </tr>\n",
|
| 317 |
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" <tr>\n",
|
| 318 |
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| 319 |
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" <td>-0.0</td>\n",
|
| 320 |
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" <td>223.0</td>\n",
|
| 321 |
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| 322 |
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| 323 |
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| 324 |
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| 325 |
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| 339 |
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| 340 |
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| 341 |
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|
| 342 |
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|
| 343 |
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|
| 344 |
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|
| 345 |
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" <td>oxford-iiit-pet/images/yorkshire_terrier_97.jpg</td>\n",
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| 346 |
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| 347 |
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" <tr>\n",
|
| 348 |
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" <th>14324</th>\n",
|
| 349 |
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" <td>156.0</td>\n",
|
| 350 |
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| 351 |
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" <td>179.0</td>\n",
|
| 352 |
+
" <td>134.0</td>\n",
|
| 353 |
+
" <td>0.693</td>\n",
|
| 354 |
+
" <td>log</td>\n",
|
| 355 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_97.jpg</td>\n",
|
| 356 |
+
" </tr>\n",
|
| 357 |
+
" <tr>\n",
|
| 358 |
+
" <th>14325</th>\n",
|
| 359 |
+
" <td>2.0</td>\n",
|
| 360 |
+
" <td>0.0</td>\n",
|
| 361 |
+
" <td>396.0</td>\n",
|
| 362 |
+
" <td>374.0</td>\n",
|
| 363 |
+
" <td>0.938</td>\n",
|
| 364 |
+
" <td>dog</td>\n",
|
| 365 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_58.jpg</td>\n",
|
| 366 |
+
" </tr>\n",
|
| 367 |
+
" <tr>\n",
|
| 368 |
+
" <th>14326</th>\n",
|
| 369 |
+
" <td>0.0</td>\n",
|
| 370 |
+
" <td>224.0</td>\n",
|
| 371 |
+
" <td>230.0</td>\n",
|
| 372 |
+
" <td>151.0</td>\n",
|
| 373 |
+
" <td>0.310</td>\n",
|
| 374 |
+
" <td>person</td>\n",
|
| 375 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_58.jpg</td>\n",
|
| 376 |
+
" </tr>\n",
|
| 377 |
+
" <tr>\n",
|
| 378 |
+
" <th>14327</th>\n",
|
| 379 |
+
" <td>137.0</td>\n",
|
| 380 |
+
" <td>79.0</td>\n",
|
| 381 |
+
" <td>216.0</td>\n",
|
| 382 |
+
" <td>152.0</td>\n",
|
| 383 |
+
" <td>0.974</td>\n",
|
| 384 |
+
" <td>dog</td>\n",
|
| 385 |
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" <td>oxford-iiit-pet/images/yorkshire_terrier_6.jpg</td>\n",
|
| 386 |
+
" </tr>\n",
|
| 387 |
+
" </tbody>\n",
|
| 388 |
+
"</table>\n",
|
| 389 |
+
"<p>14328 rows × 7 columns</p>\n",
|
| 390 |
+
"</div>"
|
| 391 |
+
],
|
| 392 |
+
"text/plain": [
|
| 393 |
+
" col_x row_y width height confidence label \\\n",
|
| 394 |
+
"0 459.0 97.0 29.0 34.0 0.888 human face \n",
|
| 395 |
+
"1 431.0 115.0 31.0 41.0 0.864 human face \n",
|
| 396 |
+
"2 160.0 76.0 63.0 79.0 0.377 human face \n",
|
| 397 |
+
"3 446.0 85.0 173.0 203.0 0.379 human face \n",
|
| 398 |
+
"4 -0.0 223.0 163.0 277.0 0.822 human face \n",
|
| 399 |
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"... ... ... ... ... ... ... \n",
|
| 400 |
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"14323 0.0 66.0 320.0 262.0 0.924 dog \n",
|
| 401 |
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"14324 156.0 366.0 179.0 134.0 0.693 log \n",
|
| 402 |
+
"14325 2.0 0.0 396.0 374.0 0.938 dog \n",
|
| 403 |
+
"14326 0.0 224.0 230.0 151.0 0.310 person \n",
|
| 404 |
+
"14327 137.0 79.0 216.0 152.0 0.974 dog \n",
|
| 405 |
+
"\n",
|
| 406 |
+
" filename \n",
|
| 407 |
+
"0 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 408 |
+
"1 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 409 |
+
"2 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 410 |
+
"3 oxford-iiit-pet/images/Abyssinian_24.jpg \n",
|
| 411 |
+
"4 oxford-iiit-pet/images/Abyssinian_94.jpg \n",
|
| 412 |
+
"... ... \n",
|
| 413 |
+
"14323 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 414 |
+
"14324 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 415 |
+
"14325 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
| 416 |
+
"14326 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
| 417 |
+
"14327 oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n",
|
| 418 |
+
"\n",
|
| 419 |
+
"[14328 rows x 7 columns]"
|
| 420 |
+
]
|
| 421 |
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},
|
| 422 |
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|
| 423 |
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"metadata": {},
|
| 424 |
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|
| 425 |
+
}
|
| 426 |
+
],
|
| 427 |
+
"source": [
|
| 428 |
+
"df = df.drop(columns=['source', 'caption'])\n",
|
| 429 |
+
"df"
|
| 430 |
+
]
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"cell_type": "code",
|
| 434 |
+
"execution_count": 4,
|
| 435 |
+
"metadata": {},
|
| 436 |
+
"outputs": [
|
| 437 |
+
{
|
| 438 |
+
"data": {
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| 439 |
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| 440 |
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| 452 |
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| 453 |
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|
| 454 |
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"<table border=\"1\" class=\"dataframe\">\n",
|
| 455 |
+
" <thead>\n",
|
| 456 |
+
" <tr style=\"text-align: right;\">\n",
|
| 457 |
+
" <th></th>\n",
|
| 458 |
+
" <th>x_top_left</th>\n",
|
| 459 |
+
" <th>y_top_left</th>\n",
|
| 460 |
+
" <th>width</th>\n",
|
| 461 |
+
" <th>height</th>\n",
|
| 462 |
+
" <th>confidence</th>\n",
|
| 463 |
+
" <th>label</th>\n",
|
| 464 |
+
" <th>filename</th>\n",
|
| 465 |
+
" </tr>\n",
|
| 466 |
+
" </thead>\n",
|
| 467 |
+
" <tbody>\n",
|
| 468 |
+
" <tr>\n",
|
| 469 |
+
" <th>0</th>\n",
|
| 470 |
+
" <td>459.0</td>\n",
|
| 471 |
+
" <td>97.0</td>\n",
|
| 472 |
+
" <td>29.0</td>\n",
|
| 473 |
+
" <td>34.0</td>\n",
|
| 474 |
+
" <td>0.888</td>\n",
|
| 475 |
+
" <td>human face</td>\n",
|
| 476 |
+
" <td>oxford-iiit-pet/images/Abyssinian_149.jpg</td>\n",
|
| 477 |
+
" </tr>\n",
|
| 478 |
+
" <tr>\n",
|
| 479 |
+
" <th>1</th>\n",
|
| 480 |
+
" <td>431.0</td>\n",
|
| 481 |
+
" <td>115.0</td>\n",
|
| 482 |
+
" <td>31.0</td>\n",
|
| 483 |
+
" <td>41.0</td>\n",
|
| 484 |
+
" <td>0.864</td>\n",
|
| 485 |
+
" <td>human face</td>\n",
|
| 486 |
+
" <td>oxford-iiit-pet/images/Abyssinian_149.jpg</td>\n",
|
| 487 |
+
" </tr>\n",
|
| 488 |
+
" <tr>\n",
|
| 489 |
+
" <th>2</th>\n",
|
| 490 |
+
" <td>160.0</td>\n",
|
| 491 |
+
" <td>76.0</td>\n",
|
| 492 |
+
" <td>63.0</td>\n",
|
| 493 |
+
" <td>79.0</td>\n",
|
| 494 |
+
" <td>0.377</td>\n",
|
| 495 |
+
" <td>human face</td>\n",
|
| 496 |
+
" <td>oxford-iiit-pet/images/Abyssinian_149.jpg</td>\n",
|
| 497 |
+
" </tr>\n",
|
| 498 |
+
" <tr>\n",
|
| 499 |
+
" <th>3</th>\n",
|
| 500 |
+
" <td>446.0</td>\n",
|
| 501 |
+
" <td>85.0</td>\n",
|
| 502 |
+
" <td>173.0</td>\n",
|
| 503 |
+
" <td>203.0</td>\n",
|
| 504 |
+
" <td>0.379</td>\n",
|
| 505 |
+
" <td>human face</td>\n",
|
| 506 |
+
" <td>oxford-iiit-pet/images/Abyssinian_24.jpg</td>\n",
|
| 507 |
+
" </tr>\n",
|
| 508 |
+
" <tr>\n",
|
| 509 |
+
" <th>4</th>\n",
|
| 510 |
+
" <td>-0.0</td>\n",
|
| 511 |
+
" <td>223.0</td>\n",
|
| 512 |
+
" <td>163.0</td>\n",
|
| 513 |
+
" <td>277.0</td>\n",
|
| 514 |
+
" <td>0.822</td>\n",
|
| 515 |
+
" <td>human face</td>\n",
|
| 516 |
+
" <td>oxford-iiit-pet/images/Abyssinian_94.jpg</td>\n",
|
| 517 |
+
" </tr>\n",
|
| 518 |
+
" <tr>\n",
|
| 519 |
+
" <th>...</th>\n",
|
| 520 |
+
" <td>...</td>\n",
|
| 521 |
+
" <td>...</td>\n",
|
| 522 |
+
" <td>...</td>\n",
|
| 523 |
+
" <td>...</td>\n",
|
| 524 |
+
" <td>...</td>\n",
|
| 525 |
+
" <td>...</td>\n",
|
| 526 |
+
" <td>...</td>\n",
|
| 527 |
+
" </tr>\n",
|
| 528 |
+
" <tr>\n",
|
| 529 |
+
" <th>14323</th>\n",
|
| 530 |
+
" <td>0.0</td>\n",
|
| 531 |
+
" <td>66.0</td>\n",
|
| 532 |
+
" <td>320.0</td>\n",
|
| 533 |
+
" <td>262.0</td>\n",
|
| 534 |
+
" <td>0.924</td>\n",
|
| 535 |
+
" <td>dog</td>\n",
|
| 536 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_97.jpg</td>\n",
|
| 537 |
+
" </tr>\n",
|
| 538 |
+
" <tr>\n",
|
| 539 |
+
" <th>14324</th>\n",
|
| 540 |
+
" <td>156.0</td>\n",
|
| 541 |
+
" <td>366.0</td>\n",
|
| 542 |
+
" <td>179.0</td>\n",
|
| 543 |
+
" <td>134.0</td>\n",
|
| 544 |
+
" <td>0.693</td>\n",
|
| 545 |
+
" <td>log</td>\n",
|
| 546 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_97.jpg</td>\n",
|
| 547 |
+
" </tr>\n",
|
| 548 |
+
" <tr>\n",
|
| 549 |
+
" <th>14325</th>\n",
|
| 550 |
+
" <td>2.0</td>\n",
|
| 551 |
+
" <td>0.0</td>\n",
|
| 552 |
+
" <td>396.0</td>\n",
|
| 553 |
+
" <td>374.0</td>\n",
|
| 554 |
+
" <td>0.938</td>\n",
|
| 555 |
+
" <td>dog</td>\n",
|
| 556 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_58.jpg</td>\n",
|
| 557 |
+
" </tr>\n",
|
| 558 |
+
" <tr>\n",
|
| 559 |
+
" <th>14326</th>\n",
|
| 560 |
+
" <td>0.0</td>\n",
|
| 561 |
+
" <td>224.0</td>\n",
|
| 562 |
+
" <td>230.0</td>\n",
|
| 563 |
+
" <td>151.0</td>\n",
|
| 564 |
+
" <td>0.310</td>\n",
|
| 565 |
+
" <td>person</td>\n",
|
| 566 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_58.jpg</td>\n",
|
| 567 |
+
" </tr>\n",
|
| 568 |
+
" <tr>\n",
|
| 569 |
+
" <th>14327</th>\n",
|
| 570 |
+
" <td>137.0</td>\n",
|
| 571 |
+
" <td>79.0</td>\n",
|
| 572 |
+
" <td>216.0</td>\n",
|
| 573 |
+
" <td>152.0</td>\n",
|
| 574 |
+
" <td>0.974</td>\n",
|
| 575 |
+
" <td>dog</td>\n",
|
| 576 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_6.jpg</td>\n",
|
| 577 |
+
" </tr>\n",
|
| 578 |
+
" </tbody>\n",
|
| 579 |
+
"</table>\n",
|
| 580 |
+
"<p>14328 rows × 7 columns</p>\n",
|
| 581 |
+
"</div>"
|
| 582 |
+
],
|
| 583 |
+
"text/plain": [
|
| 584 |
+
" x_top_left y_top_left width height confidence label \\\n",
|
| 585 |
+
"0 459.0 97.0 29.0 34.0 0.888 human face \n",
|
| 586 |
+
"1 431.0 115.0 31.0 41.0 0.864 human face \n",
|
| 587 |
+
"2 160.0 76.0 63.0 79.0 0.377 human face \n",
|
| 588 |
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"3 446.0 85.0 173.0 203.0 0.379 human face \n",
|
| 589 |
+
"4 -0.0 223.0 163.0 277.0 0.822 human face \n",
|
| 590 |
+
"... ... ... ... ... ... ... \n",
|
| 591 |
+
"14323 0.0 66.0 320.0 262.0 0.924 dog \n",
|
| 592 |
+
"14324 156.0 366.0 179.0 134.0 0.693 log \n",
|
| 593 |
+
"14325 2.0 0.0 396.0 374.0 0.938 dog \n",
|
| 594 |
+
"14326 0.0 224.0 230.0 151.0 0.310 person \n",
|
| 595 |
+
"14327 137.0 79.0 216.0 152.0 0.974 dog \n",
|
| 596 |
+
"\n",
|
| 597 |
+
" filename \n",
|
| 598 |
+
"0 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 599 |
+
"1 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 600 |
+
"2 oxford-iiit-pet/images/Abyssinian_149.jpg \n",
|
| 601 |
+
"3 oxford-iiit-pet/images/Abyssinian_24.jpg \n",
|
| 602 |
+
"4 oxford-iiit-pet/images/Abyssinian_94.jpg \n",
|
| 603 |
+
"... ... \n",
|
| 604 |
+
"14323 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 605 |
+
"14324 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 606 |
+
"14325 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
| 607 |
+
"14326 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
| 608 |
+
"14327 oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n",
|
| 609 |
+
"\n",
|
| 610 |
+
"[14328 rows x 7 columns]"
|
| 611 |
+
]
|
| 612 |
+
},
|
| 613 |
+
"execution_count": 4,
|
| 614 |
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"metadata": {},
|
| 615 |
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"output_type": "execute_result"
|
| 616 |
+
}
|
| 617 |
+
],
|
| 618 |
+
"source": [
|
| 619 |
+
"df = df.rename(columns={'col_x': 'x_top_left', 'row_y': 'y_top_left'})\n",
|
| 620 |
+
"df"
|
| 621 |
+
]
|
| 622 |
+
},
|
| 623 |
+
{
|
| 624 |
+
"cell_type": "code",
|
| 625 |
+
"execution_count": 5,
|
| 626 |
+
"metadata": {},
|
| 627 |
+
"outputs": [
|
| 628 |
+
{
|
| 629 |
+
"data": {
|
| 630 |
+
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| 631 |
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| 632 |
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"<style scoped>\n",
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| 633 |
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|
| 634 |
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|
| 635 |
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" }\n",
|
| 636 |
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"\n",
|
| 637 |
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" .dataframe tbody tr th {\n",
|
| 638 |
+
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|
| 639 |
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" }\n",
|
| 640 |
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"\n",
|
| 641 |
+
" .dataframe thead th {\n",
|
| 642 |
+
" text-align: right;\n",
|
| 643 |
+
" }\n",
|
| 644 |
+
"</style>\n",
|
| 645 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 646 |
+
" <thead>\n",
|
| 647 |
+
" <tr style=\"text-align: right;\">\n",
|
| 648 |
+
" <th></th>\n",
|
| 649 |
+
" <th>video</th>\n",
|
| 650 |
+
" <th>frame_timestamp</th>\n",
|
| 651 |
+
" <th>filename</th>\n",
|
| 652 |
+
" <th>caption</th>\n",
|
| 653 |
+
" <th>ann_index</th>\n",
|
| 654 |
+
" <th>label</th>\n",
|
| 655 |
+
" <th>class_id</th>\n",
|
| 656 |
+
" <th>vl_label</th>\n",
|
| 657 |
+
" <th>vl_class_id</th>\n",
|
| 658 |
+
" </tr>\n",
|
| 659 |
+
" </thead>\n",
|
| 660 |
+
" <tbody>\n",
|
| 661 |
+
" <tr>\n",
|
| 662 |
+
" <th>0</th>\n",
|
| 663 |
+
" <td>None</td>\n",
|
| 664 |
+
" <td>NaN</td>\n",
|
| 665 |
+
" <td>oxford-iiit-pet/images/Abyssinian_144.jpg</td>\n",
|
| 666 |
+
" <td>a cat standing on a wooden floor next to a glass</td>\n",
|
| 667 |
+
" <td>49.0</td>\n",
|
| 668 |
+
" <td>[cat]</td>\n",
|
| 669 |
+
" <td>[1]</td>\n",
|
| 670 |
+
" <td>None</td>\n",
|
| 671 |
+
" <td>None</td>\n",
|
| 672 |
+
" </tr>\n",
|
| 673 |
+
" <tr>\n",
|
| 674 |
+
" <th>1</th>\n",
|
| 675 |
+
" <td>None</td>\n",
|
| 676 |
+
" <td>NaN</td>\n",
|
| 677 |
+
" <td>oxford-iiit-pet/images/Abyssinian_10.jpg</td>\n",
|
| 678 |
+
" <td>a cat laying on a bed</td>\n",
|
| 679 |
+
" <td>11.0</td>\n",
|
| 680 |
+
" <td>[cat]</td>\n",
|
| 681 |
+
" <td>[1]</td>\n",
|
| 682 |
+
" <td>None</td>\n",
|
| 683 |
+
" <td>None</td>\n",
|
| 684 |
+
" </tr>\n",
|
| 685 |
+
" <tr>\n",
|
| 686 |
+
" <th>2</th>\n",
|
| 687 |
+
" <td>None</td>\n",
|
| 688 |
+
" <td>NaN</td>\n",
|
| 689 |
+
" <td>oxford-iiit-pet/images/Abyssinian_155.jpg</td>\n",
|
| 690 |
+
" <td>a cat yawning on a couch</td>\n",
|
| 691 |
+
" <td>1856.0</td>\n",
|
| 692 |
+
" <td>[cat]</td>\n",
|
| 693 |
+
" <td>[1]</td>\n",
|
| 694 |
+
" <td>None</td>\n",
|
| 695 |
+
" <td>None</td>\n",
|
| 696 |
+
" </tr>\n",
|
| 697 |
+
" <tr>\n",
|
| 698 |
+
" <th>3</th>\n",
|
| 699 |
+
" <td>None</td>\n",
|
| 700 |
+
" <td>NaN</td>\n",
|
| 701 |
+
" <td>oxford-iiit-pet/images/Abyssinian_101.jpg</td>\n",
|
| 702 |
+
" <td>a cat with green eyes is laying on a green bla...</td>\n",
|
| 703 |
+
" <td>2.0</td>\n",
|
| 704 |
+
" <td>[cat]</td>\n",
|
| 705 |
+
" <td>[1]</td>\n",
|
| 706 |
+
" <td>None</td>\n",
|
| 707 |
+
" <td>None</td>\n",
|
| 708 |
+
" </tr>\n",
|
| 709 |
+
" <tr>\n",
|
| 710 |
+
" <th>4</th>\n",
|
| 711 |
+
" <td>None</td>\n",
|
| 712 |
+
" <td>NaN</td>\n",
|
| 713 |
+
" <td>oxford-iiit-pet/images/Abyssinian_156.jpg</td>\n",
|
| 714 |
+
" <td>a cat is sitting on a couch</td>\n",
|
| 715 |
+
" <td>1857.0</td>\n",
|
| 716 |
+
" <td>[cat]</td>\n",
|
| 717 |
+
" <td>[1]</td>\n",
|
| 718 |
+
" <td>None</td>\n",
|
| 719 |
+
" <td>None</td>\n",
|
| 720 |
+
" </tr>\n",
|
| 721 |
+
" <tr>\n",
|
| 722 |
+
" <th>...</th>\n",
|
| 723 |
+
" <td>...</td>\n",
|
| 724 |
+
" <td>...</td>\n",
|
| 725 |
+
" <td>...</td>\n",
|
| 726 |
+
" <td>...</td>\n",
|
| 727 |
+
" <td>...</td>\n",
|
| 728 |
+
" <td>...</td>\n",
|
| 729 |
+
" <td>...</td>\n",
|
| 730 |
+
" <td>...</td>\n",
|
| 731 |
+
" <td>...</td>\n",
|
| 732 |
+
" </tr>\n",
|
| 733 |
+
" <tr>\n",
|
| 734 |
+
" <th>7304</th>\n",
|
| 735 |
+
" <td>None</td>\n",
|
| 736 |
+
" <td>NaN</td>\n",
|
| 737 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_99.jpg</td>\n",
|
| 738 |
+
" <td>a small dog standing on a sidewalk</td>\n",
|
| 739 |
+
" <td>7348.0</td>\n",
|
| 740 |
+
" <td>[dog]</td>\n",
|
| 741 |
+
" <td>[2]</td>\n",
|
| 742 |
+
" <td>None</td>\n",
|
| 743 |
+
" <td>None</td>\n",
|
| 744 |
+
" </tr>\n",
|
| 745 |
+
" <tr>\n",
|
| 746 |
+
" <th>7305</th>\n",
|
| 747 |
+
" <td>None</td>\n",
|
| 748 |
+
" <td>NaN</td>\n",
|
| 749 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_56.jpg</td>\n",
|
| 750 |
+
" <td>a small dog is standing in the grass</td>\n",
|
| 751 |
+
" <td>7301.0</td>\n",
|
| 752 |
+
" <td>[dog]</td>\n",
|
| 753 |
+
" <td>[2]</td>\n",
|
| 754 |
+
" <td>None</td>\n",
|
| 755 |
+
" <td>None</td>\n",
|
| 756 |
+
" </tr>\n",
|
| 757 |
+
" <tr>\n",
|
| 758 |
+
" <th>7306</th>\n",
|
| 759 |
+
" <td>None</td>\n",
|
| 760 |
+
" <td>NaN</td>\n",
|
| 761 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_97.jpg</td>\n",
|
| 762 |
+
" <td>a small dog is standing on a rock</td>\n",
|
| 763 |
+
" <td>7346.0</td>\n",
|
| 764 |
+
" <td>[dog]</td>\n",
|
| 765 |
+
" <td>[2]</td>\n",
|
| 766 |
+
" <td>None</td>\n",
|
| 767 |
+
" <td>None</td>\n",
|
| 768 |
+
" </tr>\n",
|
| 769 |
+
" <tr>\n",
|
| 770 |
+
" <th>7307</th>\n",
|
| 771 |
+
" <td>None</td>\n",
|
| 772 |
+
" <td>NaN</td>\n",
|
| 773 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_58.jpg</td>\n",
|
| 774 |
+
" <td>a small black and brown puppy is being held by...</td>\n",
|
| 775 |
+
" <td>7303.0</td>\n",
|
| 776 |
+
" <td>[dog]</td>\n",
|
| 777 |
+
" <td>[2]</td>\n",
|
| 778 |
+
" <td>None</td>\n",
|
| 779 |
+
" <td>None</td>\n",
|
| 780 |
+
" </tr>\n",
|
| 781 |
+
" <tr>\n",
|
| 782 |
+
" <th>7308</th>\n",
|
| 783 |
+
" <td>None</td>\n",
|
| 784 |
+
" <td>NaN</td>\n",
|
| 785 |
+
" <td>oxford-iiit-pet/images/yorkshire_terrier_6.jpg</td>\n",
|
| 786 |
+
" <td>a small black and gray dog standing in the grass</td>\n",
|
| 787 |
+
" <td>7316.0</td>\n",
|
| 788 |
+
" <td>[dog]</td>\n",
|
| 789 |
+
" <td>[2]</td>\n",
|
| 790 |
+
" <td>None</td>\n",
|
| 791 |
+
" <td>None</td>\n",
|
| 792 |
+
" </tr>\n",
|
| 793 |
+
" </tbody>\n",
|
| 794 |
+
"</table>\n",
|
| 795 |
+
"<p>7309 rows × 9 columns</p>\n",
|
| 796 |
+
"</div>"
|
| 797 |
+
],
|
| 798 |
+
"text/plain": [
|
| 799 |
+
" video frame_timestamp filename \\\n",
|
| 800 |
+
"0 None NaN oxford-iiit-pet/images/Abyssinian_144.jpg \n",
|
| 801 |
+
"1 None NaN oxford-iiit-pet/images/Abyssinian_10.jpg \n",
|
| 802 |
+
"2 None NaN oxford-iiit-pet/images/Abyssinian_155.jpg \n",
|
| 803 |
+
"3 None NaN oxford-iiit-pet/images/Abyssinian_101.jpg \n",
|
| 804 |
+
"4 None NaN oxford-iiit-pet/images/Abyssinian_156.jpg \n",
|
| 805 |
+
"... ... ... ... \n",
|
| 806 |
+
"7304 None NaN oxford-iiit-pet/images/yorkshire_terrier_99.jpg \n",
|
| 807 |
+
"7305 None NaN oxford-iiit-pet/images/yorkshire_terrier_56.jpg \n",
|
| 808 |
+
"7306 None NaN oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n",
|
| 809 |
+
"7307 None NaN oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n",
|
| 810 |
+
"7308 None NaN oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n",
|
| 811 |
+
"\n",
|
| 812 |
+
" caption ann_index label \\\n",
|
| 813 |
+
"0 a cat standing on a wooden floor next to a glass 49.0 [cat] \n",
|
| 814 |
+
"1 a cat laying on a bed 11.0 [cat] \n",
|
| 815 |
+
"2 a cat yawning on a couch 1856.0 [cat] \n",
|
| 816 |
+
"3 a cat with green eyes is laying on a green bla... 2.0 [cat] \n",
|
| 817 |
+
"4 a cat is sitting on a couch 1857.0 [cat] \n",
|
| 818 |
+
"... ... ... ... \n",
|
| 819 |
+
"7304 a small dog standing on a sidewalk 7348.0 [dog] \n",
|
| 820 |
+
"7305 a small dog is standing in the grass 7301.0 [dog] \n",
|
| 821 |
+
"7306 a small dog is standing on a rock 7346.0 [dog] \n",
|
| 822 |
+
"7307 a small black and brown puppy is being held by... 7303.0 [dog] \n",
|
| 823 |
+
"7308 a small black and gray dog standing in the grass 7316.0 [dog] \n",
|
| 824 |
+
"\n",
|
| 825 |
+
" class_id vl_label vl_class_id \n",
|
| 826 |
+
"0 [1] None None \n",
|
| 827 |
+
"1 [1] None None \n",
|
| 828 |
+
"2 [1] None None \n",
|
| 829 |
+
"3 [1] None None \n",
|
| 830 |
+
"4 [1] None None \n",
|
| 831 |
+
"... ... ... ... \n",
|
| 832 |
+
"7304 [2] None None \n",
|
| 833 |
+
"7305 [2] None None \n",
|
| 834 |
+
"7306 [2] None None \n",
|
| 835 |
+
"7307 [2] None None \n",
|
| 836 |
+
"7308 [2] None None \n",
|
| 837 |
+
"\n",
|
| 838 |
+
"[7309 rows x 9 columns]"
|
| 839 |
+
]
|
| 840 |
+
},
|
| 841 |
+
"execution_count": 5,
|
| 842 |
+
"metadata": {},
|
| 843 |
+
"output_type": "execute_result"
|
| 844 |
+
}
|
| 845 |
+
],
|
| 846 |
+
"source": [
|
| 847 |
+
"df = pd.read_parquet('image_annotations.parquet')\n",
|
| 848 |
+
"df"
|
| 849 |
+
]
|
| 850 |
+
},
|
| 851 |
+
{
|
| 852 |
+
"cell_type": "code",
|
| 853 |
+
"execution_count": null,
|
| 854 |
+
"metadata": {},
|
| 855 |
+
"outputs": [],
|
| 856 |
+
"source": []
|
| 857 |
+
}
|
| 858 |
+
],
|
| 859 |
+
"metadata": {
|
| 860 |
+
"kernelspec": {
|
| 861 |
+
"display_name": "Python 3",
|
| 862 |
+
"language": "python",
|
| 863 |
+
"name": "python3"
|
| 864 |
+
},
|
| 865 |
+
"language_info": {
|
| 866 |
+
"codemirror_mode": {
|
| 867 |
+
"name": "ipython",
|
| 868 |
+
"version": 3
|
| 869 |
+
},
|
| 870 |
+
"file_extension": ".py",
|
| 871 |
+
"mimetype": "text/x-python",
|
| 872 |
+
"name": "python",
|
| 873 |
+
"nbconvert_exporter": "python",
|
| 874 |
+
"pygments_lexer": "ipython3",
|
| 875 |
+
"version": "3.10.12"
|
| 876 |
+
}
|
| 877 |
+
},
|
| 878 |
+
"nbformat": 4,
|
| 879 |
+
"nbformat_minor": 2
|
| 880 |
+
}
|