process_mask.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process JSON to Mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import cv2\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Reading the JSON file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'info': {'year': '2023', 'version': '4', 'description': 'Exported from roboflow.com', 'contributor': '', 'url': 'https://public.roboflow.com/object-detection/undefined', 'date_created': '2023-12-02T16:16:28+00:00'}, 'licenses': [{'id': 1, 'url': 'https://creativecommons.org/licenses/by/4.0/', 'name': 'CC BY 4.0'}], 'categories': [{'id': 0, 'name': 'braces', 'supercategory': 'none'}, {'id': 1, 'name': 'braces', 'supercategory': 'braces'}], 'images': [{'id': 0, 'license': 1, 'file_name': '251_jpg.rf.1ad6dc1472cc578ab57487d8e804c0a1.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 1, 'license': 1, 'file_name': '91_jpg.rf.6f9188e95b998fd153eef0824d65f328.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 2, 'license': 1, 'file_name': '159_jpg.rf.8384925a873a4cfee0d57e63a6ac5f21.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 3, 'license': 1, 'file_name': 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146.737, 286.667], 'area': 42064.668, 'segmentation': [[525.808, 229.333, 544.621, 237.333, 586.008, 174.667, 584.127, 93.333, 577.543, 16, 546.502, 0, 473.133, 2.667, 439.271, 212, 445.855, 286.667, 507.937, 258.667, 525.808, 229.333]], 'iscrowd': 0}, {'id': 57, 'image_id': 32, 'category_id': 1, 'bbox': [126, 273, 124.162, 362.667], 'area': 45029.512, 'segmentation': [[243.621, 442.667, 244.562, 393.333, 234.215, 316, 212.581, 284, 174.956, 273.333, 131.687, 290.667, 126.044, 322.667, 187.184, 633.333, 246.443, 636, 250.206, 577.333, 243.621, 442.667]], 'iscrowd': 0}, {'id': 58, 'image_id': 33, 'category_id': 1, 'bbox': [90, 18, 291.03, 234.622], 'area': 68282.107, 'segmentation': [[193.953, 31.457, 181.614, 90.778, 157.851, 127.014, 136.514, 146.12, 90.178, 225.183, 115.157, 248.815, 176.147, 252.725, 324.825, 249.867, 352.146, 218.646, 375, 159.153, 357.39, 132.178, 381.208, 26.54, 295.68, 19.456, 208.788, 18.103, 193.953, 31.457]], 'iscrowd': 0}, {'id': 59, 'image_id': 33, 'category_id': 1, 'bbox': [0, 9, 183.655, 236.286], 'area': 43395.003, 'segmentation': [[2.678, 167.141, 0.14, 245.132, 74.168, 240.704, 106.278, 200.701, 125.07, 145.917, 158.613, 97.971, 183.795, 24.803, 158.711, 22.897, 94.855, 8.847, 36.319, 40.087, 2.678, 103.135, 2.678, 167.141]], 'iscrowd': 0}, {'id': 60, 'image_id': 34, 'category_id': 1, 'bbox': [99, 4, 112.264, 344.186], 'area': 38639.754, 'segmentation': [[200, 153.488, 198.113, 91.694, 199.528, 21.927, 207.547, 3.987, 171.226, 6.645, 149.528, 7.973, 135.377, 77.076, 128.774, 148.837, 122.17, 156.146, 111.792, 211.296, 99.057, 273.754, 101.415, 300.997, 108.019, 318.937, 146.226, 348.173, 165.566, 347.508, 197.642, 335.548, 210.377, 312.292, 211.321, 277.076, 209.434, 227.907, 199.528, 187.375, 200, 153.488]], 'iscrowd': 0}, {'id': 61, 'image_id': 34, 'category_id': 1, 'bbox': [208, 3, 106.132, 360.133], 'area': 38221.651, 'segmentation': [[296.698, 88.372, 287.264, 26.578, 282.547, 8.638, 259.434, 3.322, 253.774, 17.276, 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126.168, 327.333], 'area': 41299.066, 'segmentation': [[104.206, 310.667, 78.972, 320, 63.084, 338.667, 56.075, 374, 66.355, 417.333, 71.495, 447.333, 84.112, 470.667, 90.187, 512, 93.925, 542.667, 97.664, 605.333, 98.131, 638, 160.28, 636.667, 161.682, 577.333, 165.421, 536.667, 165.421, 477.333, 176.636, 466.667, 182.243, 455.333, 182.243, 345.333, 164.953, 333.333, 146.729, 331.333, 117.29, 315.333, 104.206, 310.667]], 'iscrowd': 0}, {'id': 65, 'image_id': 36, 'category_id': 1, 'bbox': [350, 325, 189.252, 311.333], 'area': 58920.561, 'segmentation': [[425.701, 636.667, 467.29, 636, 515.421, 636, 538.785, 629.333, 519.626, 536.667, 516.822, 485.333, 516.355, 454.667, 507.009, 442, 515.421, 400, 512.15, 349.333, 504.673, 332, 486.916, 330, 460.28, 325.333, 446.729, 325.333, 427.103, 329.333, 397.664, 326.667, 378.505, 344.667, 364.953, 344.667, 349.533, 349.333, 351.402, 382.667, 360.748, 468, 376.636, 507.333, 407.009, 578.667, 425.701, 636.667]], 'iscrowd': 0}]}\n"
     ]
    }
   ],
   "source": [
    "file = open(\"dataset_aug/test/mask.json\", \"r\")\n",
    "data = json.load(file)\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dir = \"dataset_aug/test/Images\"\n",
    "mask_dir = \"dataset_aug/test/Mask\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Images and Annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = data[\"images\"]\n",
    "annots = data[\"annotations\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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113.333, 171.698, 155.333, 163.208, 205.333, 157.547, 238, 163.208, 264, 183.491, 277.333, 212.264, 271.333, 243.868, 276.667, 285.849, 270.667, 311.321, 238.667, 309.434, 178, 304.245, 137.333, 297.17, 103.333, 294.34, 60]], 'iscrowd': 0}, {'id': 43, 'image_id': 23, 'category_id': 1, 'bbox': [465, 253, 128.302, 384], 'area': 49267.924, 'segmentation': [[499.528, 264, 483.962, 281.333, 482.547, 314.667, 479.717, 394.667, 486.792, 407.333, 481.604, 472.667, 471.698, 547.333, 465.094, 635.333, 488.679, 636.667, 514.623, 635.333, 532.075, 570, 555.66, 470.667, 566.038, 434, 567.925, 404, 581.132, 354, 593.396, 276.667, 583.019, 265.333, 561.321, 252.667, 534.906, 262.667, 518.868, 258.667, 499.528, 264]], 'iscrowd': 0}, {'id': 44, 'image_id': 24, 'category_id': 1, 'bbox': [174, 325, 359.693, 309.342], 'area': 111268.265, 'segmentation': [[238.799, 400.276, 260.335, 440.727, 229.715, 480.542, 174.384, 544.492, 195.387, 596.175, 265.496, 599.941, 301.028, 550.271, 328.172, 497.189, 330.885, 520.964, 329.113, 573.868, 335.633, 633.284, 388.034, 634.446, 412.081, 589.319, 456.02, 519.207, 492.323, 439.644, 529.742, 403.903, 534.077, 363.349, 490.875, 345.481, 438.258, 338.585, 405.465, 333.776, 367.167, 335.145, 309.957, 325.103, 275.812, 343.399, 250.277, 357.551, 238.799, 400.276]], 'iscrowd': 0}, {'id': 45, 'image_id': 25, 'category_id': 1, 'bbox': [80, 368, 322.086, 269.326], 'area': 86746.082, 'segmentation': [[233.415, 637.185, 273.839, 598.71, 374.246, 486.1, 388.59, 457.009, 401.63, 403.519, 357.294, 386.628, 329.91, 385.689, 301.222, 376.305, 272.535, 380.059, 230.807, 367.859, 168.215, 379.12, 140.831, 386.628, 131.703, 418.534, 138.223, 483.284, 89.976, 556.481, 79.544, 615.601, 101.711, 626.862, 127.791, 636.246, 233.415, 637.185]], 'iscrowd': 0}, {'id': 46, 'image_id': 26, 'category_id': 1, 'bbox': [0, 22, 175.488, 260.97], 'area': 45796.971, 'segmentation': [[0, 278.974, 28.862, 275.195, 86.809, 283.465, 139.892, 275.273, 175.488, 251.889, 140.481, 189.011, 107.744, 144.606, 92.053, 95.05, 71.111, 22.496, 46.382, 35.437, 18.36, 62.922, 0, 106.664, 0, 187.61, 0, 278.974]], 'iscrowd': 0}, {'id': 47, 'image_id': 26, 'category_id': 1, 'bbox': [3, 364, 146.287, 231.659], 'area': 33888.74, 'segmentation': [[50.962, 595.338, 76.734, 541.408, 126.897, 506.893, 149.079, 431.068, 131.626, 383.831, 90.671, 373.14, 34.173, 373.14, 3.469, 363.679, 2.791, 448.54, 3.245, 536.56, 50.962, 595.338]], 'iscrowd': 0}, {'id': 48, 'image_id': 26, 'category_id': 1, 'bbox': [127, 361, 206.687, 278.698], 'area': 57603.354, 'segmentation': [[126.687, 457.87, 146.551, 499.824, 149.106, 519.908, 156.802, 583.109, 163.896, 633.665, 269.837, 640, 278.564, 589.318, 302.127, 512.673, 311.145, 462.864, 333.374, 406.903, 325.251, 364.812, 272.568, 370.523, 226.43, 370.523, 161.301, 364.929, 162.507, 361.302, 132.324, 392.951, 126.687, 457.87]], 'iscrowd': 0}, {'id': 49, 'image_id': 27, 'category_id': 1, 'bbox': [221, 330, 205.452, 310.113], 'area': 63713.278, 'segmentation': [[234.304, 429.05, 255.211, 457.425, 262.551, 500.583, 272.522, 573.975, 295.37, 631.617, 341.618, 640, 327.719, 594.775, 337.449, 566.087, 354.096, 573.904, 388.808, 633.242, 426.703, 633.737, 424.733, 592.45, 404.134, 470.575, 417.563, 433.617, 418.268, 375.492, 389.891, 350.538, 347.014, 334.529, 346.45, 329.887, 304.395, 354.55, 291.224, 341.758, 249.536, 336, 230.153, 355.217, 221.251, 390.283, 234.304, 429.05]], 'iscrowd': 0}, {'id': 50, 'image_id': 28, 'category_id': 1, 'bbox': [231, 321, 211.521, 318.667], 'area': 67404.608, 'segmentation': [[333.641, 326.667, 313.825, 321.333, 291.705, 330.667, 268.664, 336, 252.535, 352.667, 242.857, 401.333, 249.77, 442, 260.829, 476.667, 260.829, 499.333, 248.387, 562, 231.336, 637.333, 299.539, 634, 307.373, 596.667, 324.424, 572.667, 339.631, 568, 342.857, 638.667, 400.461, 640, 404.608, 527.333, 410.138, 486.667, 422.581, 444.667, 442.857, 390, 440.092, 350, 428.571, 332, 388.94, 322.667, 356.682, 329.333, 333.641, 326.667]], 'iscrowd': 0}, {'id': 51, 'image_id': 28, 'category_id': 1, 'bbox': [388, 0, 135.023, 247.333], 'area': 33395.699, 'segmentation': [[486.175, 27.333, 483.871, 4.667, 410.599, 0, 388.018, 3.333, 395.392, 44, 400.922, 82.667, 395.853, 109.333, 393.548, 139.333, 400, 190, 406.912, 229.333, 423.502, 232.667, 455.3, 233.333, 482.949, 247.333, 504.608, 237.333, 523.041, 224, 517.051, 106, 509.217, 72, 493.088, 66.667, 486.175, 27.333]], 'iscrowd': 0}, {'id': 52, 'image_id': 29, 'category_id': 1, 'bbox': [206, 356, 227.701, 278.102], 'area': 63324.021, 'segmentation': [[251.615, 475.547, 238.864, 520.218, 205.544, 619.9, 229.906, 633.143, 314.38, 634.076, 347.923, 566.784, 365.717, 498.017, 387.249, 444.343, 422.265, 417.365, 433.245, 371.586, 410.98, 356.296, 353.671, 355.974, 276.221, 356.389, 248.751, 384.716, 241.775, 434.618, 251.615, 475.547]], 'iscrowd': 0}, {'id': 53, 'image_id': 30, 'category_id': 1, 'bbox': [403, 1, 127.57, 281.605], 'area': 35924.421, 'segmentation': [[504.673, 48.829, 490.654, 0.669, 403.271, 7.358, 407.477, 51.505, 414.019, 104.348, 411.682, 142.475, 412.617, 180.602, 419.159, 204.013, 422.43, 252.843, 442.056, 270.903, 474.299, 282.274, 500, 282.274, 530.841, 246.154, 528.972, 199.331, 523.832, 140.468, 517.757, 96.99, 504.673, 48.829]], 'iscrowd': 0}, {'id': 54, 'image_id': 31, 'category_id': 1, 'bbox': [322, 278, 218.14, 355.853], 'area': 77625.574, 'segmentation': [[321.86, 321.07, 324.651, 366.555, 335.814, 393.311, 361.86, 426.087, 372.558, 458.863, 386.512, 507.023, 408.837, 585.284, 428.372, 633.445, 472.093, 632.107, 520, 633.445, 540, 630.1, 528.837, 582.609, 513.953, 492.308, 507.442, 430.769, 509.767, 397.993, 512.093, 364.548, 504.651, 327.759, 487.907, 294.314, 467.907, 284.95, 450.233, 280.936, 417.209, 281.605, 393.488, 286.288, 376.279, 277.592, 353.023, 281.605, 332.093, 294.314, 321.86, 321.07]], 'iscrowd': 0}, {'id': 55, 'image_id': 32, 'category_id': 1, 'bbox': [280, 0, 172.134, 328], 'area': 56459.964, 'segmentation': [[280.306, 258.667, 285.949, 290.667, 328.277, 328, 367.784, 317.333, 395.062, 310.667, 412.934, 317.333, 444.915, 278.667, 434.568, 190.667, 427.984, 162.667, 426.102, 89.333, 452.44, 0, 332.04, 2.667, 311.346, 78.667, 315.109, 130.667, 302.881, 188, 280.306, 258.667]], 'iscrowd': 0}, {'id': 56, 'image_id': 32, 'category_id': 1, 'bbox': [439, 0, 146.737, 286.667], 'area': 42064.668, 'segmentation': [[525.808, 229.333, 544.621, 237.333, 586.008, 174.667, 584.127, 93.333, 577.543, 16, 546.502, 0, 473.133, 2.667, 439.271, 212, 445.855, 286.667, 507.937, 258.667, 525.808, 229.333]], 'iscrowd': 0}, {'id': 57, 'image_id': 32, 'category_id': 1, 'bbox': [126, 273, 124.162, 362.667], 'area': 45029.512, 'segmentation': [[243.621, 442.667, 244.562, 393.333, 234.215, 316, 212.581, 284, 174.956, 273.333, 131.687, 290.667, 126.044, 322.667, 187.184, 633.333, 246.443, 636, 250.206, 577.333, 243.621, 442.667]], 'iscrowd': 0}, {'id': 58, 'image_id': 33, 'category_id': 1, 'bbox': [90, 18, 291.03, 234.622], 'area': 68282.107, 'segmentation': [[193.953, 31.457, 181.614, 90.778, 157.851, 127.014, 136.514, 146.12, 90.178, 225.183, 115.157, 248.815, 176.147, 252.725, 324.825, 249.867, 352.146, 218.646, 375, 159.153, 357.39, 132.178, 381.208, 26.54, 295.68, 19.456, 208.788, 18.103, 193.953, 31.457]], 'iscrowd': 0}, {'id': 59, 'image_id': 33, 'category_id': 1, 'bbox': [0, 9, 183.655, 236.286], 'area': 43395.003, 'segmentation': [[2.678, 167.141, 0.14, 245.132, 74.168, 240.704, 106.278, 200.701, 125.07, 145.917, 158.613, 97.971, 183.795, 24.803, 158.711, 22.897, 94.855, 8.847, 36.319, 40.087, 2.678, 103.135, 2.678, 167.141]], 'iscrowd': 0}, {'id': 60, 'image_id': 34, 'category_id': 1, 'bbox': [99, 4, 112.264, 344.186], 'area': 38639.754, 'segmentation': [[200, 153.488, 198.113, 91.694, 199.528, 21.927, 207.547, 3.987, 171.226, 6.645, 149.528, 7.973, 135.377, 77.076, 128.774, 148.837, 122.17, 156.146, 111.792, 211.296, 99.057, 273.754, 101.415, 300.997, 108.019, 318.937, 146.226, 348.173, 165.566, 347.508, 197.642, 335.548, 210.377, 312.292, 211.321, 277.076, 209.434, 227.907, 199.528, 187.375, 200, 153.488]], 'iscrowd': 0}, {'id': 61, 'image_id': 34, 'category_id': 1, 'bbox': [208, 3, 106.132, 360.133], 'area': 38221.651, 'segmentation': [[296.698, 88.372, 287.264, 26.578, 282.547, 8.638, 259.434, 3.322, 253.774, 17.276, 250.943, 31.894, 255.189, 101.661, 243.868, 166.113, 238.679, 194.02, 230.189, 200, 221.698, 228.571, 212.736, 255.814, 212.264, 291.03, 208.491, 322.259, 228.302, 338.87, 245.283, 356.811, 265.566, 363.455, 289.151, 351.495, 303.302, 347.508, 311.321, 326.91, 314.623, 262.458, 305.66, 213.953, 305.66, 156.146, 296.698, 88.372]], 'iscrowd': 0}, {'id': 62, 'image_id': 35, 'category_id': 1, 'bbox': [36, 0, 147.861, 218.765], 'area': 32346.762, 'segmentation': [[102.146, 2.975, 46.823, 33.979, 35.591, 106.417, 36.211, 124.803, 36.211, 176.753, 44.119, 209.835, 86.831, 218.765, 169.454, 213.081, 183.452, 149.045, 172.701, 117.169, 165.203, 0, 102.146, 2.975]], 'iscrowd': 0}, {'id': 63, 'image_id': 35, 'category_id': 1, 'bbox': [9, 260, 110.695, 272.242], 'area': 30135.921, 'segmentation': [[119.614, 503.265, 99.721, 356.861, 105.588, 275.207, 8.919, 259.732, 23.774, 531.974, 86.754, 528.256, 119.614, 503.265]], 'iscrowd': 0}, {'id': 64, 'image_id': 36, 'category_id': 1, 'bbox': [56, 311, 126.168, 327.333], 'area': 41299.066, 'segmentation': [[104.206, 310.667, 78.972, 320, 63.084, 338.667, 56.075, 374, 66.355, 417.333, 71.495, 447.333, 84.112, 470.667, 90.187, 512, 93.925, 542.667, 97.664, 605.333, 98.131, 638, 160.28, 636.667, 161.682, 577.333, 165.421, 536.667, 165.421, 477.333, 176.636, 466.667, 182.243, 455.333, 182.243, 345.333, 164.953, 333.333, 146.729, 331.333, 117.29, 315.333, 104.206, 310.667]], 'iscrowd': 0}, {'id': 65, 'image_id': 36, 'category_id': 1, 'bbox': [350, 325, 189.252, 311.333], 'area': 58920.561, 'segmentation': [[425.701, 636.667, 467.29, 636, 515.421, 636, 538.785, 629.333, 519.626, 536.667, 516.822, 485.333, 516.355, 454.667, 507.009, 442, 515.421, 400, 512.15, 349.333, 504.673, 332, 486.916, 330, 460.28, 325.333, 446.729, 325.333, 427.103, 329.333, 397.664, 326.667, 378.505, 344.667, 364.953, 344.667, 349.533, 349.333, 351.402, 382.667, 360.748, 468, 376.636, 507.333, 407.009, 578.667, 425.701, 636.667]], 'iscrowd': 0}]\n"
     ]
    }
   ],
   "source": [
    "print(images)\n",
    "print(annots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Loop over the data and save the Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for x, y in zip(images, annots):\n",
    "    file = x[\"file_name\"]\n",
    "    h = x[\"height\"]\n",
    "    w = x[\"width\"]\n",
    "    \n",
    "    mask = np.zeros((h, w))\n",
    "    seg = y[\"segmentation\"]\n",
    "    \n",
    "    for points in seg:\n",
    "        contours = []\n",
    "        for i in range(0, len(points), 2):\n",
    "            contours.append((points[i], points[i+1]))\n",
    "            \n",
    "        contours = np.array(contours, dtype=np.int32)\n",
    "        \n",
    "        cv2.drawContours(mask, [contours], -1, 255, -1)\n",
    "    cv2.imwrite(f\"{mask_dir}/{file}\", mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_1, id_2 = 0, 0\n",
    "while id_1 < len(images) or id_2 < len(annots):\n",
    "    file = images[id_1][\"file_name\"]\n",
    "    h = images[id_1][\"height\"]\n",
    "    w = images[id_1][\"width\"]\n",
    "    \n",
    "    mask = np.zeros((h, w))\n",
    "    \n",
    "    while id_2 < len(annots) and images[id_1][\"id\"] == annots[id_2][\"image_id\"]:\n",
    "        contours = []\n",
    "        points = annots[id_2][\"segmentation\"][0]\n",
    "        for i in range(0, len(points), 2):\n",
    "            contours.append((points[i], points[i+1]))\n",
    "            \n",
    "        contours = np.array(contours, dtype=np.int32)\n",
    "        cv2.drawContours(mask, [contours], -1, 255, -1)\n",
    "\n",
    "        id_2 += 1\n",
    "        \n",
    "    cv2.imwrite(f\"{mask_dir}/{file}\", mask)\n",
    "    \n",
    "    id_1 += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 0, 'license': 1, 'file_name': '251_jpg.rf.1ad6dc1472cc578ab57487d8e804c0a1.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 1, 'license': 1, 'file_name': '91_jpg.rf.6f9188e95b998fd153eef0824d65f328.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 2, 'license': 1, 'file_name': '159_jpg.rf.8384925a873a4cfee0d57e63a6ac5f21.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 3, 'license': 1, 'file_name': '362_jpg.rf.2989b51ac6d786663e3163d615788824.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 4, 'license': 1, 'file_name': '66_jpg.rf.09c61d2157fc2cbc244d580f23e65b61.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 5, 'license': 1, 'file_name': '59_jpg.rf.71ae2bc1480f1cd8721fb78596141fc5.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 6, 'license': 1, 'file_name': '151_jpg.rf.3d27acffbbbef7a119010a8d520bbad3.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 7, 'license': 1, 'file_name': '216_jpg.rf.0dcf2dd49de586758e76fa75b395cb28.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 8, 'license': 1, 'file_name': '183_jpg.rf.8e375b901b578d50ffc7a9a82d428a4f.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 9, 'license': 1, 'file_name': '292_jpg.rf.9bba417ad16f06b750a8553ae6cc3c90.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 10, 'license': 1, 'file_name': '147_jpg.rf.48c12fb01aedc02298906d71961b16cd.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 11, 'license': 1, 'file_name': '166_jpg.rf.017bc0cb1b1262d5d51a0196cfb42a4f.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 12, 'license': 1, 'file_name': '225_jpg.rf.16410518b9f3966793e2b73136b002c9.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 13, 'license': 1, 'file_name': '21_jpg.rf.590266298807af39289f5d1f6ffae002.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 14, 'license': 1, 'file_name': '274_jpg.rf.7e2d3839b58737b32c1e44e59e5b6abb.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
      "{'id': 15, 'license': 1, 'file_name': '343_jpg.rf.091197c00c3534630b14b76b74b409e1.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n",
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'2023-12-02T16:16:28+00:00'}, {'id': 30, 'license': 1, 'file_name': '121_jpg.rf.d38fc94b258d67991fba10115cee43fe.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 31, 'license': 1, 'file_name': '81_jpg.rf.e227981fd2d717748d26b1fcbd8fef74.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 32, 'license': 1, 'file_name': '192_jpg.rf.c08e1aa64f99e24fad5345e7dc592f9d.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 33, 'license': 1, 'file_name': '168_jpg.rf.dfa103e54dd1e0e84daf30f27376101b.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 34, 'license': 1, 'file_name': '19_jpg.rf.f7835fd32f9c166836f90f60c1f7409b.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 35, 'license': 1, 'file_name': '157_jpg.rf.e211dc81f14b134a14b85e83d75801e4.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}, {'id': 36, 'license': 1, 'file_name': '109_jpg.rf.d1572b8ca404851ee30b60871180073f.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}]\n",
      "37\n",
      "66\n",
      "{'id': 2, 'license': 1, 'file_name': '159_jpg.rf.8384925a873a4cfee0d57e63a6ac5f21.jpg', 'height': 640, 'width': 640, 'date_captured': '2023-12-02T16:16:28+00:00'}\n"
     ]
    }
   ],
   "source": [
    "for x in images:\n",
    "    print(x)\n",
    "print()\n",
    "for y in annots:\n",
    "    print(y)\n",
    "print()\n",
    "    \n",
    "\n",
    "print(type(images[0]), images)\n",
    "print(len(images))\n",
    "print(len(annots))\n",
    "print(images[2])"
   ]
  }
 ],
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