check_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78e35140",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycocotools.coco import COCO\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import os\n",
    "import numpy as np\n",
    "import random\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bb2c3ebf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Annotation file: /mmdetection/mmdetection/data/food_60/annotations/train.json /mmdetection/mmdetection/data/food_60/annotations/val.json\n"
     ]
    }
   ],
   "source": [
    "cocoRoot = \"/mmdetection/mmdetection/data/food_60/\"\n",
    "dataType = ['train', 'val']\n",
    "annFile_train = os.path.join(cocoRoot, f'annotations/{dataType[0]}.json')\n",
    "annFile_val = os.path.join(cocoRoot, f'annotations/{dataType[1]}.json')\n",
    "\n",
    "print(f'Annotation file: {annFile_train}', annFile_val)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e4ef8d33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.79s)\n",
      "creating index...\n",
      "index created!\n",
      "loading annotations into memory...\n",
      "Done (t=0.22s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "coco1=COCO(annotation_file=annFile_train)\n",
    "coco2=COCO(annotation_file=annFile_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8115ae48",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train:--images:29205--cats:60--anns:44457\n"
     ]
    }
   ],
   "source": [
    "print(f\"train:--images:{len(coco1.imgs)}--cats:{len(coco1.cats)}--anns:{len(coco1.anns)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b5e70e07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val:--images:7302--cats:60--anns:11148\n"
     ]
    }
   ],
   "source": [
    "print(f\"val:--images:{len(coco2.imgs)}--cats:{len(coco2.cats)}--anns:{len(coco2.anns)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d45d9725",
   "metadata": {},
   "outputs": [
    {
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       "  'bbox': [880.99968, 561.9996, 118.00063999999998, 92.00015999999994],\n",
       "  'category_id': 45,\n",
       "  'id': 1786,\n",
       "  'image_id': 1173,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[880.99968,\n",
       "    561.9996,\n",
       "    999.00032,\n",
       "    561.9996,\n",
       "    999.00032,\n",
       "    653.9997599999999,\n",
       "    880.99968,\n",
       "    653.9997599999999]]},\n",
       " 1799: {'area': 126945.02423992316,\n",
       "  'bbox': [374.00000000000006,\n",
       "   129.99996000000002,\n",
       "   464.99967999999996,\n",
       "   273.00023999999996],\n",
       "  'category_id': 31,\n",
       "  'id': 1799,\n",
       "  'image_id': 1184,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[374.00000000000006,\n",
       "    129.99996000000002,\n",
       "    838.99968,\n",
       "    129.99996000000002,\n",
       "    838.99968,\n",
       "    403.0002,\n",
       "    374.00000000000006,\n",
       "    403.0002]]},\n",
       " 1810: {'area': 16249.998399897582,\n",
       "  'bbox': [632.9996800000001,\n",
       "   216.00000000000003,\n",
       "   124.9996799999999,\n",
       "   130.00031999999996],\n",
       "  'category_id': 35,\n",
       "  'id': 1810,\n",
       "  'image_id': 1192,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[632.9996800000001,\n",
       "    216.00000000000003,\n",
       "    757.99936,\n",
       "    216.00000000000003,\n",
       "    757.99936,\n",
       "    346.00032,\n",
       "    632.9996800000001,\n",
       "    346.00032]]},\n",
       " 1831: {'area': 39815.889360076806,\n",
       "  'bbox': [531.0003200000001, 87.00011999999998, 236.99968, 167.99976],\n",
       "  'category_id': 33,\n",
       "  'id': 1831,\n",
       "  'image_id': 1206,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[531.0003200000001,\n",
       "    87.00011999999998,\n",
       "    768.0000000000001,\n",
       "    87.00011999999998,\n",
       "    768.0000000000001,\n",
       "    254.99988,\n",
       "    531.0003200000001,\n",
       "    254.99988]]},\n",
       " 1832: {'area': 1511.9913599999977,\n",
       "  'bbox': [461.00032000000004, 3.999960000000001, 35.99999999999994, 41.99976],\n",
       "  'category_id': 33,\n",
       "  'id': 1832,\n",
       "  'image_id': 1206,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[461.00032000000004,\n",
       "    3.999960000000001,\n",
       "    497.00032,\n",
       "    3.999960000000001,\n",
       "    497.00032,\n",
       "    45.99972,\n",
       "    461.00032000000004,\n",
       "    45.99972]]},\n",
       " 1840: {'area': 16905.013279948776,\n",
       "  'bbox': [765.99936, 357.99984, 147.00031999999987, 114.99983999999995],\n",
       "  'category_id': 33,\n",
       "  'id': 1840,\n",
       "  'image_id': 1212,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[765.99936,\n",
       "    357.99984,\n",
       "    912.9996799999999,\n",
       "    357.99984,\n",
       "    912.9996799999999,\n",
       "    472.99967999999996,\n",
       "    765.99936,\n",
       "    472.99967999999996]]},\n",
       " 1859: {'area': 19319.95584000001,\n",
       "  'bbox': [832.9996799999999, 244.9998, 184.0000000000001, 104.99975999999998],\n",
       "  'category_id': 7,\n",
       "  'id': 1859,\n",
       "  'image_id': 1221,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[832.9996799999999,\n",
       "    244.9998,\n",
       "    1016.99968,\n",
       "    244.9998,\n",
       "    1016.99968,\n",
       "    349.99956,\n",
       "    832.9996799999999,\n",
       "    349.99956]]},\n",
       " 1874: {'area': 17544.03263999998,\n",
       "  'bbox': [733.99936, 591.00012, 135.9999999999999, 129.00023999999996],\n",
       "  'category_id': 16,\n",
       "  'id': 1874,\n",
       "  'image_id': 1232,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[733.99936,\n",
       "    591.00012,\n",
       "    869.9993599999999,\n",
       "    591.00012,\n",
       "    869.9993599999999,\n",
       "    720.00036,\n",
       "    733.99936,\n",
       "    720.00036]]},\n",
       " 1875: {'area': 16071.986880000011,\n",
       "  'bbox': [754.9996799999999, 63.999719999999996, 164.0000000000001, 97.99992],\n",
       "  'category_id': 16,\n",
       "  'id': 1875,\n",
       "  'image_id': 1232,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[754.9996799999999,\n",
       "    63.999719999999996,\n",
       "    918.99968,\n",
       "    63.999719999999996,\n",
       "    918.99968,\n",
       "    161.99964,\n",
       "    754.9996799999999,\n",
       "    161.99964]]},\n",
       " 1876: {'area': 30.003440025600238,\n",
       "  'bbox': [192.0, 684.99972, 3.0003200000000163, 10.000080000000025],\n",
       "  'category_id': 16,\n",
       "  'id': 1876,\n",
       "  'image_id': 1232,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[192.0,\n",
       "    684.99972,\n",
       "    195.00032000000002,\n",
       "    684.99972,\n",
       "    195.00032000000002,\n",
       "    694.9998,\n",
       "    192.0,\n",
       "    694.9998]]},\n",
       " 1879: {'area': 54530.989679923216,\n",
       "  'bbox': [458.99968, 169.00019999999998, 248.99968, 219.00024000000005],\n",
       "  'category_id': 33,\n",
       "  'id': 1879,\n",
       "  'image_id': 1234,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[458.99968,\n",
       "    169.00019999999998,\n",
       "    707.99936,\n",
       "    169.00019999999998,\n",
       "    707.99936,\n",
       "    388.00044,\n",
       "    458.99968,\n",
       "    388.00044]]},\n",
       " 1888: {'area': 3659.990399999997,\n",
       "  'bbox': [671.9993599999999, 191.00016000000002, 60.0, 60.99983999999995],\n",
       "  'category_id': 15,\n",
       "  'id': 1888,\n",
       "  'image_id': 1240,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[671.9993599999999,\n",
       "    191.00016000000002,\n",
       "    731.9993599999999,\n",
       "    191.00016000000002,\n",
       "    731.9993599999999,\n",
       "    251.99999999999997,\n",
       "    671.9993599999999,\n",
       "    251.99999999999997]]},\n",
       " 1889: {'area': 2702.9709600768083,\n",
       "  'bbox': [667.0003199999999,\n",
       "   249.00011999999998,\n",
       "   52.999680000000126,\n",
       "   50.99976000000004],\n",
       "  'category_id': 15,\n",
       "  'id': 1889,\n",
       "  'image_id': 1240,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[667.0003199999999,\n",
       "    249.00011999999998,\n",
       "    720.0,\n",
       "    249.00011999999998,\n",
       "    720.0,\n",
       "    299.99988,\n",
       "    667.0003199999999,\n",
       "    299.99988]]},\n",
       " 1893: {'area': 5402.0526400512,\n",
       "  'bbox': [413.00032,\n",
       "   370.99980000000005,\n",
       "   74.00064000000003,\n",
       "   73.00007999999997],\n",
       "  'category_id': 56,\n",
       "  'id': 1893,\n",
       "  'image_id': 1243,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[413.00032,\n",
       "    370.99980000000005,\n",
       "    487.00096,\n",
       "    370.99980000000005,\n",
       "    487.00096,\n",
       "    443.99988,\n",
       "    413.00032,\n",
       "    443.99988]]},\n",
       " 1900: {'area': 17291.957759999987,\n",
       "  'bbox': [870.0, 336.00024, 131.9999999999999, 130.99968],\n",
       "  'category_id': 53,\n",
       "  'id': 1900,\n",
       "  'image_id': 1249,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[870.0,\n",
       "    336.00024,\n",
       "    1001.9999999999999,\n",
       "    336.00024,\n",
       "    1001.9999999999999,\n",
       "    466.99992000000003,\n",
       "    870.0,\n",
       "    466.99992000000003]]},\n",
       " 1906: {'area': 53000.063999999984,\n",
       "  'bbox': [342.00064, 247.99968000000007, 200.0, 265.00031999999993],\n",
       "  'category_id': 25,\n",
       "  'id': 1906,\n",
       "  'image_id': 1253,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[342.00064,\n",
       "    247.99968000000007,\n",
       "    542.00064,\n",
       "    247.99968000000007,\n",
       "    542.00064,\n",
       "    513.0,\n",
       "    342.00064,\n",
       "    513.0]]},\n",
       " 1907: {'area': 28457.075120025595,\n",
       "  'bbox': [614.99968, 122.00004, 143.00032, 199.00007999999997],\n",
       "  'category_id': 25,\n",
       "  'id': 1907,\n",
       "  'image_id': 1253,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[614.99968,\n",
       "    122.00004,\n",
       "    758.0,\n",
       "    122.00004,\n",
       "    758.0,\n",
       "    321.00012,\n",
       "    614.99968,\n",
       "    321.00012]]},\n",
       " 1911: {'area': 24584.982959923185,\n",
       "  'bbox': [496.0, 352.9998, 148.9996799999999, 165.00024000000002],\n",
       "  'category_id': 43,\n",
       "  'id': 1911,\n",
       "  'image_id': 1257,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[496.0,\n",
       "    352.9998,\n",
       "    644.9996799999999,\n",
       "    352.9998,\n",
       "    644.9996799999999,\n",
       "    518.00004,\n",
       "    496.0,\n",
       "    518.00004]]},\n",
       " 1922: {'area': 66351.96287999995,\n",
       "  'bbox': [864.9996800000001,\n",
       "   201.00023999999996,\n",
       "   231.99999999999977,\n",
       "   285.99984000000006],\n",
       "  'category_id': 14,\n",
       "  'id': 1922,\n",
       "  'image_id': 1266,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[864.9996800000001,\n",
       "    201.00023999999996,\n",
       "    1096.99968,\n",
       "    201.00023999999996,\n",
       "    1096.99968,\n",
       "    487.00008,\n",
       "    864.9996800000001,\n",
       "    487.00008]]},\n",
       " 1924: {'area': 16323.907520102428,\n",
       "  'bbox': [727.0003199999999, 98.99999999999999, 76.99968000000013, 211.99968],\n",
       "  'category_id': 22,\n",
       "  'id': 1924,\n",
       "  'image_id': 1268,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[727.0003199999999,\n",
       "    98.99999999999999,\n",
       "    804.0,\n",
       "    98.99999999999999,\n",
       "    804.0,\n",
       "    310.99968,\n",
       "    727.0003199999999,\n",
       "    310.99968]]},\n",
       " 1925: {'area': 20293.056799948798,\n",
       "  'bbox': [504.0, 110.00016, 91.00031999999999, 222.99984],\n",
       "  'category_id': 22,\n",
       "  'id': 1925,\n",
       "  'image_id': 1268,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[504.0,\n",
       "    110.00016,\n",
       "    595.00032,\n",
       "    110.00016,\n",
       "    595.00032,\n",
       "    333.0,\n",
       "    504.0,\n",
       "    333.0]]},\n",
       " 1939: {'area': 53261.93664000001,\n",
       "  'bbox': [395.00032, 40.000319999999995, 268.99968, 198.00000000000003],\n",
       "  'category_id': 2,\n",
       "  'id': 1939,\n",
       "  'image_id': 1280,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[395.00032,\n",
       "    40.000319999999995,\n",
       "    664.0,\n",
       "    40.000319999999995,\n",
       "    664.0,\n",
       "    238.00032000000002,\n",
       "    395.00032,\n",
       "    238.00032000000002]]},\n",
       " 1949: {'area': 10301.951679897596,\n",
       "  'bbox': [869.00032,\n",
       "   537.9998400000001,\n",
       "   101.99936000000002,\n",
       "   101.00015999999994],\n",
       "  'category_id': 49,\n",
       "  'id': 1949,\n",
       "  'image_id': 1287,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[869.00032,\n",
       "    537.9998400000001,\n",
       "    970.99968,\n",
       "    537.9998400000001,\n",
       "    970.99968,\n",
       "    639.0,\n",
       "    869.00032,\n",
       "    639.0]]},\n",
       " 1950: {'area': 12744.069119999984,\n",
       "  'bbox': [684.0, 551.00016, 118.00063999999998, 107.99999999999989],\n",
       "  'category_id': 49,\n",
       "  'id': 1950,\n",
       "  'image_id': 1287,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[684.0,\n",
       "    551.00016,\n",
       "    802.00064,\n",
       "    551.00016,\n",
       "    802.00064,\n",
       "    659.0001599999999,\n",
       "    684.0,\n",
       "    659.0001599999999]]},\n",
       " 1951: {'area': 11008.985119948813,\n",
       "  'bbox': [490.00064000000003,\n",
       "   542.0001599999999,\n",
       "   108.99967999999996,\n",
       "   101.00016000000016],\n",
       "  'category_id': 49,\n",
       "  'id': 1951,\n",
       "  'image_id': 1287,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[490.00064000000003,\n",
       "    542.0001599999999,\n",
       "    599.00032,\n",
       "    542.0001599999999,\n",
       "    599.00032,\n",
       "    643.0003200000001,\n",
       "    490.00064000000003,\n",
       "    643.0003200000001]]},\n",
       " 1952: {'area': 73794.0338399232,\n",
       "  'bbox': [477.99936, 188.00028000000003, 251.00032, 293.99976],\n",
       "  'category_id': 49,\n",
       "  'id': 1952,\n",
       "  'image_id': 1287,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[477.99936,\n",
       "    188.00028000000003,\n",
       "    728.99968,\n",
       "    188.00028000000003,\n",
       "    728.99968,\n",
       "    482.00004,\n",
       "    477.99936,\n",
       "    482.00004]]},\n",
       " 1966: {'area': 59052.17504010245,\n",
       "  'bbox': [494.99967999999996,\n",
       "   457.99992,\n",
       "   399.00032000000004,\n",
       "   148.0003200000001],\n",
       "  'category_id': 18,\n",
       "  'id': 1966,\n",
       "  'image_id': 1295,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[494.99967999999996,\n",
       "    457.99992,\n",
       "    894.0,\n",
       "    457.99992,\n",
       "    894.0,\n",
       "    606.0002400000001,\n",
       "    494.99967999999996,\n",
       "    606.0002400000001]]},\n",
       " 1967: {'area': 6805.9599998976155,\n",
       "  'bbox': [703.00032, 560.0001599999999, 81.99936000000014, 83.00016000000005],\n",
       "  'category_id': 48,\n",
       "  'id': 1967,\n",
       "  'image_id': 1296,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[703.00032,\n",
       "    560.0001599999999,\n",
       "    784.9996800000001,\n",
       "    560.0001599999999,\n",
       "    784.9996800000001,\n",
       "    643.00032,\n",
       "    703.00032,\n",
       "    643.00032]]},\n",
       " 1968: {'area': 9310.029439795187,\n",
       "  'bbox': [854.9996800000001, 535.00032, 98.00063999999986, 94.99968000000001],\n",
       "  'category_id': 48,\n",
       "  'id': 1968,\n",
       "  'image_id': 1296,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[854.9996800000001,\n",
       "    535.00032,\n",
       "    953.00032,\n",
       "    535.00032,\n",
       "    953.00032,\n",
       "    630.0,\n",
       "    854.9996800000001,\n",
       "    630.0]]},\n",
       " 1969: {'area': 5920.045279948797,\n",
       "  'bbox': [1062.0, 518.00004, 74.00063999999998, 79.99991999999997],\n",
       "  'category_id': 48,\n",
       "  'id': 1969,\n",
       "  'image_id': 1296,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[1062.0,\n",
       "    518.00004,\n",
       "    1136.00064,\n",
       "    518.00004,\n",
       "    1136.00064,\n",
       "    597.99996,\n",
       "    1062.0,\n",
       "    597.99996]]},\n",
       " 1977: {'area': 11109.980959948794,\n",
       "  'bbox': [1091.00032, 379.00008, 100.9996799999999, 110.00016000000005],\n",
       "  'category_id': 49,\n",
       "  'id': 1977,\n",
       "  'image_id': 1300,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[1091.00032,\n",
       "    379.00008,\n",
       "    1192.0,\n",
       "    379.00008,\n",
       "    1192.0,\n",
       "    489.0002400000001,\n",
       "    1091.00032,\n",
       "    489.0002400000001]]},\n",
       " 1982: {'area': 26067.916000051202,\n",
       "  'bbox': [403.00032, 154.00007999999997, 132.99968, 195.99984],\n",
       "  'category_id': 13,\n",
       "  'id': 1982,\n",
       "  'image_id': 1304,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[403.00032,\n",
       "    154.00007999999997,\n",
       "    536.0,\n",
       "    154.00007999999997,\n",
       "    536.0,\n",
       "    349.99992,\n",
       "    403.00032,\n",
       "    349.99992]]},\n",
       " 1986: {'area': 45510.095679897604,\n",
       "  'bbox': [552.0, 139.00032000000002, 222.00063999999998, 204.99984000000003],\n",
       "  'category_id': 30,\n",
       "  'id': 1986,\n",
       "  'image_id': 1307,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[552.0,\n",
       "    139.00032000000002,\n",
       "    774.00064,\n",
       "    139.00032000000002,\n",
       "    774.00064,\n",
       "    344.00016000000005,\n",
       "    552.0,\n",
       "    344.00016000000005]]},\n",
       " 1993: {'area': 25667.999999999996,\n",
       "  'bbox': [446.99968, 236.00016000000002, 124.0, 206.99999999999997],\n",
       "  'category_id': 19,\n",
       "  'id': 1993,\n",
       "  'image_id': 1311,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[446.99968,\n",
       "    236.00016000000002,\n",
       "    570.99968,\n",
       "    236.00016000000002,\n",
       "    570.99968,\n",
       "    443.00016,\n",
       "    446.99968,\n",
       "    443.00016]]},\n",
       " 1994: {'area': 18723.980160000003,\n",
       "  'bbox': [1078.0, 213.99984000000003, 124.0, 150.99984000000003],\n",
       "  'category_id': 19,\n",
       "  'id': 1994,\n",
       "  'image_id': 1311,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[1078.0,\n",
       "    213.99984000000003,\n",
       "    1202.0,\n",
       "    213.99984000000003,\n",
       "    1202.0,\n",
       "    364.99968000000007,\n",
       "    1078.0,\n",
       "    364.99968000000007]]},\n",
       " 2002: {'area': 2726.0336001023975,\n",
       "  'bbox': [586.99968,\n",
       "   211.99968000000004,\n",
       "   47.00031999999999,\n",
       "   58.00031999999996],\n",
       "  'category_id': 48,\n",
       "  'id': 2002,\n",
       "  'image_id': 1317,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[586.99968,\n",
       "    211.99968000000004,\n",
       "    634.0,\n",
       "    211.99968000000004,\n",
       "    634.0,\n",
       "    270.0,\n",
       "    586.99968,\n",
       "    270.0]]},\n",
       " 2003: {'area': 3484.0166400000007,\n",
       "  'bbox': [538.0, 205.99992, 52.0, 67.00032000000002],\n",
       "  'category_id': 48,\n",
       "  'id': 2003,\n",
       "  'image_id': 1317,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[538.0,\n",
       "    205.99992,\n",
       "    590.0,\n",
       "    205.99992,\n",
       "    590.0,\n",
       "    273.00024,\n",
       "    538.0,\n",
       "    273.00024]]},\n",
       " 2004: {'area': 157464.99231989763,\n",
       "  'bbox': [870.99968, 12.99959999999999, 384.99968, 409.00032000000004],\n",
       "  'category_id': 43,\n",
       "  'id': 2004,\n",
       "  'image_id': 1318,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[870.99968,\n",
       "    12.99959999999999,\n",
       "    1255.99936,\n",
       "    12.99959999999999,\n",
       "    1255.99936,\n",
       "    421.99992000000003,\n",
       "    870.99968,\n",
       "    421.99992000000003]]},\n",
       " 2005: {'area': 248264.83623997433,\n",
       "  'bbox': [139.99999999999997,\n",
       "   44.00028000000003,\n",
       "   404.9996799999999,\n",
       "   613.00008],\n",
       "  'category_id': 43,\n",
       "  'id': 2005,\n",
       "  'image_id': 1318,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[139.99999999999997,\n",
       "    44.00028000000003,\n",
       "    544.9996799999999,\n",
       "    44.00028000000003,\n",
       "    544.9996799999999,\n",
       "    657.00036,\n",
       "    139.99999999999997,\n",
       "    657.00036]]},\n",
       " 2015: {'area': 26468.96911994881,\n",
       "  'bbox': [582.9996799999999,\n",
       "   394.99992,\n",
       "   152.99968000000013,\n",
       "   173.00015999999994],\n",
       "  'category_id': 17,\n",
       "  'id': 2015,\n",
       "  'image_id': 1327,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[582.9996799999999,\n",
       "    394.99992,\n",
       "    735.99936,\n",
       "    394.99992,\n",
       "    735.99936,\n",
       "    568.0000799999999,\n",
       "    582.9996799999999,\n",
       "    568.0000799999999]]},\n",
       " 2016: {'area': 9499.993919999984,\n",
       "  'bbox': [820.0006400000001,\n",
       "   324.00036,\n",
       "   75.99999999999989,\n",
       "   124.99991999999997],\n",
       "  'category_id': 17,\n",
       "  'id': 2016,\n",
       "  'image_id': 1327,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[820.0006400000001,\n",
       "    324.00036,\n",
       "    896.00064,\n",
       "    324.00036,\n",
       "    896.00064,\n",
       "    449.00028,\n",
       "    820.0006400000001,\n",
       "    449.00028]]},\n",
       " 2017: {'area': 17201.88048015359,\n",
       "  'bbox': [435.00032000000004,\n",
       "   295.00019999999995,\n",
       "   121.99935999999997,\n",
       "   140.99975999999998],\n",
       "  'category_id': 34,\n",
       "  'id': 2017,\n",
       "  'image_id': 1328,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[435.00032000000004,\n",
       "    295.00019999999995,\n",
       "    556.99968,\n",
       "    295.00019999999995,\n",
       "    556.99968,\n",
       "    435.99995999999993,\n",
       "    435.00032000000004,\n",
       "    435.99995999999993]]},\n",
       " 2018: {'area': 11040.022079999982,\n",
       "  'bbox': [582.0, 331.0002, 91.99999999999989, 120.00023999999996],\n",
       "  'category_id': 34,\n",
       "  'id': 2018,\n",
       "  'image_id': 1328,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[582.0,\n",
       "    331.0002,\n",
       "    673.9999999999999,\n",
       "    331.0002,\n",
       "    673.9999999999999,\n",
       "    451.00043999999997,\n",
       "    582.0,\n",
       "    451.00043999999997]]},\n",
       " 2036: {'area': 31520.019679948797,\n",
       "  'bbox': [533.00032, 190.9998, 394.0006400000001, 79.99991999999997],\n",
       "  'category_id': 35,\n",
       "  'id': 2036,\n",
       "  'image_id': 1340,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[533.00032,\n",
       "    190.9998,\n",
       "    927.0009600000001,\n",
       "    190.9998,\n",
       "    927.0009600000001,\n",
       "    270.99971999999997,\n",
       "    533.00032,\n",
       "    270.99971999999997]]},\n",
       " 2044: {'area': 26234.9095200768,\n",
       "  'bbox': [620.99968, 126.00035999999999, 164.99968, 158.99975999999998],\n",
       "  'category_id': 11,\n",
       "  'id': 2044,\n",
       "  'image_id': 1345,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[620.99968,\n",
       "    126.00035999999999,\n",
       "    785.99936,\n",
       "    126.00035999999999,\n",
       "    785.99936,\n",
       "    285.00012,\n",
       "    620.99968,\n",
       "    285.00012]]},\n",
       " 2051: {'area': 7425.031679999995,\n",
       "  'bbox': [561.99936, 356.99976, 75.00031999999999, 98.99999999999994],\n",
       "  'category_id': 16,\n",
       "  'id': 2051,\n",
       "  'image_id': 1351,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[561.99936,\n",
       "    356.99976,\n",
       "    636.99968,\n",
       "    356.99976,\n",
       "    636.99968,\n",
       "    455.9997599999999,\n",
       "    561.99936,\n",
       "    455.9997599999999]]},\n",
       " 2063: {'area': 34254.9857599488,\n",
       "  'bbox': [416.99968, 133.99992000000003, 220.99968, 155.00016],\n",
       "  'category_id': 23,\n",
       "  'id': 2063,\n",
       "  'image_id': 1358,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[416.99968,\n",
       "    133.99992000000003,\n",
       "    637.99936,\n",
       "    133.99992000000003,\n",
       "    637.99936,\n",
       "    289.00008,\n",
       "    416.99968,\n",
       "    289.00008]]},\n",
       " 2087: {'area': 128163.02807992317,\n",
       "  'bbox': [325.00032000000004, 343.9998, 359.00031999999993, 356.99976],\n",
       "  'category_id': 8,\n",
       "  'id': 2087,\n",
       "  'image_id': 1374,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[325.00032000000004,\n",
       "    343.9998,\n",
       "    684.00064,\n",
       "    343.9998,\n",
       "    684.00064,\n",
       "    700.99956,\n",
       "    325.00032000000004,\n",
       "    700.99956]]},\n",
       " 2089: {'area': 10900.008000000002,\n",
       "  'bbox': [894.0, 378.99972, 100.0, 109.00008000000003],\n",
       "  'category_id': 53,\n",
       "  'id': 2089,\n",
       "  'image_id': 1376,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[894.0,\n",
       "    378.99972,\n",
       "    994.0,\n",
       "    378.99972,\n",
       "    994.0,\n",
       "    487.99980000000005,\n",
       "    894.0,\n",
       "    487.99980000000005]]},\n",
       " 2093: {'area': 7416.023039999998,\n",
       "  'bbox': [636.0, 94.99968, 72.0, 103.00031999999997],\n",
       "  'category_id': 56,\n",
       "  'id': 2093,\n",
       "  'image_id': 1380,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[636.0,\n",
       "    94.99968,\n",
       "    708.0,\n",
       "    94.99968,\n",
       "    708.0,\n",
       "    197.99999999999997,\n",
       "    636.0,\n",
       "    197.99999999999997]]},\n",
       " 2094: {'area': 11076.0669600768,\n",
       "  'bbox': [402.0, 223.99955999999997, 71.00031999999999, 156.00024000000002],\n",
       "  'category_id': 56,\n",
       "  'id': 2094,\n",
       "  'image_id': 1380,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[402.0,\n",
       "    223.99955999999997,\n",
       "    473.00032,\n",
       "    223.99955999999997,\n",
       "    473.00032,\n",
       "    379.9998,\n",
       "    402.0,\n",
       "    379.9998]]},\n",
       " 2100: {'area': 50000.1680001024,\n",
       "  'bbox': [602.0, 91.00008, 250.00063999999998, 200.00016000000002],\n",
       "  'category_id': 13,\n",
       "  'id': 2100,\n",
       "  'image_id': 1383,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[602.0,\n",
       "    91.00008,\n",
       "    852.00064,\n",
       "    91.00008,\n",
       "    852.00064,\n",
       "    291.00024,\n",
       "    602.0,\n",
       "    291.00024]]},\n",
       " 2101: {'area': 4127.984640000001,\n",
       "  'bbox': [496.0, 13.000320000000002, 48.0, 85.99968000000001],\n",
       "  'category_id': 13,\n",
       "  'id': 2101,\n",
       "  'image_id': 1383,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[496.0,\n",
       "    13.000320000000002,\n",
       "    544.0,\n",
       "    13.000320000000002,\n",
       "    544.0,\n",
       "    99.00000000000001,\n",
       "    496.0,\n",
       "    99.00000000000001]]},\n",
       " 2116: {'area': 5580.000000000007,\n",
       "  'bbox': [850.99968,\n",
       "   60.999840000000006,\n",
       "   124.00000000000011,\n",
       "   45.000000000000014],\n",
       "  'category_id': 25,\n",
       "  'id': 2116,\n",
       "  'image_id': 1394,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[850.99968,\n",
       "    60.999840000000006,\n",
       "    974.9996800000001,\n",
       "    60.999840000000006,\n",
       "    974.9996800000001,\n",
       "    105.99984000000002,\n",
       "    850.99968,\n",
       "    105.99984000000002]]},\n",
       " 2117: {'area': 54243.118079999986,\n",
       "  'bbox': [200.0, 319.99968000000007, 147.00032, 368.99999999999994],\n",
       "  'category_id': 25,\n",
       "  'id': 2117,\n",
       "  'image_id': 1394,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[200.0,\n",
       "    319.99968000000007,\n",
       "    347.00032,\n",
       "    319.99968000000007,\n",
       "    347.00032,\n",
       "    688.99968,\n",
       "    200.0,\n",
       "    688.99968]]},\n",
       " 2122: {'area': 86211.1658400768,\n",
       "  'bbox': [605.00032, 80.99964, 279.00032, 309.00024],\n",
       "  'category_id': 30,\n",
       "  'id': 2122,\n",
       "  'image_id': 1397,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[605.00032,\n",
       "    80.99964,\n",
       "    884.00064,\n",
       "    80.99964,\n",
       "    884.00064,\n",
       "    389.99988,\n",
       "    605.00032,\n",
       "    389.99988]]},\n",
       " 2129: {'area': 92465.68528005121,\n",
       "  'bbox': [506.0, 33.00011999999998, 197.99936000000002, 466.99992000000003],\n",
       "  'category_id': 22,\n",
       "  'id': 2129,\n",
       "  'image_id': 1401,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[506.0,\n",
       "    33.00011999999998,\n",
       "    703.99936,\n",
       "    33.00011999999998,\n",
       "    703.99936,\n",
       "    500.00004,\n",
       "    506.0,\n",
       "    500.00004]]},\n",
       " 2130: {'area': 71808.04224000001,\n",
       "  'bbox': [803.00032, 1.9997999999999916, 176.0, 408.00024],\n",
       "  'category_id': 22,\n",
       "  'id': 2130,\n",
       "  'image_id': 1401,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[803.00032,\n",
       "    1.9997999999999916,\n",
       "    979.00032,\n",
       "    1.9997999999999916,\n",
       "    979.00032,\n",
       "    410.00004,\n",
       "    803.00032,\n",
       "    410.00004]]},\n",
       " 2132: {'area': 10005.022879948781,\n",
       "  'bbox': [842.9996800000001,\n",
       "   363.00024,\n",
       "   87.00031999999987,\n",
       "   114.99983999999995],\n",
       "  'category_id': 6,\n",
       "  'id': 2132,\n",
       "  'image_id': 1403,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[842.9996800000001,\n",
       "    363.00024,\n",
       "    930.0,\n",
       "    363.00024,\n",
       "    930.0,\n",
       "    478.00007999999997,\n",
       "    842.9996800000001,\n",
       "    478.00007999999997]]},\n",
       " 2133: {'area': 45239.819680051165,\n",
       "  'bbox': [818.0, 363.99996000000004, 173.9993599999999, 259.9999199999999],\n",
       "  'category_id': 2,\n",
       "  'id': 2133,\n",
       "  'image_id': 1404,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[818.0,\n",
       "    363.99996000000004,\n",
       "    991.9993599999999,\n",
       "    363.99996000000004,\n",
       "    991.9993599999999,\n",
       "    623.99988,\n",
       "    818.0,\n",
       "    623.99988]]},\n",
       " 2160: {'area': 5100.016319999997,\n",
       "  'bbox': [826.0, 298.9998, 68.0, 75.00023999999996],\n",
       "  'category_id': 53,\n",
       "  'id': 2160,\n",
       "  'image_id': 1421,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[826.0,\n",
       "    298.9998,\n",
       "    894.0,\n",
       "    298.9998,\n",
       "    894.0,\n",
       "    374.00003999999996,\n",
       "    826.0,\n",
       "    374.00003999999996]]},\n",
       " 2165: {'area': 34779.925040025584,\n",
       "  'bbox': [752.00064, 375.00012, 184.9996799999999, 187.99992000000003],\n",
       "  'category_id': 12,\n",
       "  'id': 2165,\n",
       "  'image_id': 1424,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[752.00064,\n",
       "    375.00012,\n",
       "    937.0003199999999,\n",
       "    375.00012,\n",
       "    937.0003199999999,\n",
       "    563.00004,\n",
       "    752.00064,\n",
       "    563.00004]]},\n",
       " 2168: {'area': 48180.14048010243,\n",
       "  'bbox': [991.9999999999999,\n",
       "   326.00016,\n",
       "   219.00032000000022,\n",
       "   220.00031999999993],\n",
       "  'category_id': 19,\n",
       "  'id': 2168,\n",
       "  'image_id': 1426,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[991.9999999999999,\n",
       "    326.00016,\n",
       "    1211.00032,\n",
       "    326.00016,\n",
       "    1211.00032,\n",
       "    546.0004799999999,\n",
       "    991.9999999999999,\n",
       "    546.0004799999999]]},\n",
       " 2185: {'area': 316800.1584,\n",
       "  'bbox': [469.00032, 146.99988, 659.9999999999999, 480.0002400000001],\n",
       "  'category_id': 59,\n",
       "  'id': 2185,\n",
       "  'image_id': 1439,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[469.00032,\n",
       "    146.99988,\n",
       "    1129.0003199999999,\n",
       "    146.99988,\n",
       "    1129.0003199999999,\n",
       "    627.00012,\n",
       "    469.00032,\n",
       "    627.00012]]},\n",
       " 2188: {'area': 13763.982399897615,\n",
       "  'bbox': [743.9999999999999, 96.99984, 92.99968000000013, 148.00031999999996],\n",
       "  'category_id': 31,\n",
       "  'id': 2188,\n",
       "  'image_id': 1442,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[743.9999999999999,\n",
       "    96.99984,\n",
       "    836.99968,\n",
       "    96.99984,\n",
       "    836.99968,\n",
       "    245.00015999999997,\n",
       "    743.9999999999999,\n",
       "    245.00015999999997]]},\n",
       " 2189: {'area': 3080.004479999997,\n",
       "  'bbox': [367.00032, 95.00004000000001, 55.99999999999994, 55.00008],\n",
       "  'category_id': 31,\n",
       "  'id': 2189,\n",
       "  'image_id': 1442,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[367.00032,\n",
       "    95.00004000000001,\n",
       "    423.00031999999993,\n",
       "    95.00004000000001,\n",
       "    423.00031999999993,\n",
       "    150.00012,\n",
       "    367.00032,\n",
       "    150.00012]]},\n",
       " 2190: {'area': 19688.093120102396,\n",
       "  'bbox': [800.99968, 225.0, 107.00031999999999, 184.00032],\n",
       "  'category_id': 42,\n",
       "  'id': 2190,\n",
       "  'image_id': 1443,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[800.99968,\n",
       "    225.0,\n",
       "    908.0,\n",
       "    225.0,\n",
       "    908.0,\n",
       "    409.00032,\n",
       "    800.99968,\n",
       "    409.00032]]},\n",
       " 2191: {'area': 33600.10344007682,\n",
       "  'bbox': [651.9993599999999, 150.00012, 175.0003200000001, 192.00024],\n",
       "  'category_id': 42,\n",
       "  'id': 2191,\n",
       "  'image_id': 1443,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[651.9993599999999,\n",
       "    150.00012,\n",
       "    826.99968,\n",
       "    150.00012,\n",
       "    826.99968,\n",
       "    342.00036,\n",
       "    651.9993599999999,\n",
       "    342.00036]]},\n",
       " 2192: {'area': 42020.916480000014,\n",
       "  'bbox': [133.00032, 318.00024, 160.99968, 261.00000000000006],\n",
       "  'category_id': 42,\n",
       "  'id': 2192,\n",
       "  'image_id': 1443,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[133.00032,\n",
       "    318.00024,\n",
       "    294.0,\n",
       "    318.00024,\n",
       "    294.0,\n",
       "    579.0002400000001,\n",
       "    133.00032,\n",
       "    579.0002400000001]]},\n",
       " 2201: {'area': 18794.990639923213,\n",
       "  'bbox': [801.9993599999999,\n",
       "   206.00028,\n",
       "   179.0003200000001,\n",
       "   104.99976000000001],\n",
       "  'category_id': 23,\n",
       "  'id': 2201,\n",
       "  'image_id': 1451,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[801.9993599999999,\n",
       "    206.00028,\n",
       "    980.99968,\n",
       "    206.00028,\n",
       "    980.99968,\n",
       "    311.00004,\n",
       "    801.9993599999999,\n",
       "    311.00004]]},\n",
       " 2204: {'area': 19019.01967994878,\n",
       "  'bbox': [669.0003200000001,\n",
       "   178.99992,\n",
       "   143.00031999999987,\n",
       "   132.99983999999998],\n",
       "  'category_id': 58,\n",
       "  'id': 2204,\n",
       "  'image_id': 1453,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[669.0003200000001,\n",
       "    178.99992,\n",
       "    812.00064,\n",
       "    178.99992,\n",
       "    812.00064,\n",
       "    311.99976,\n",
       "    669.0003200000001,\n",
       "    311.99976]]},\n",
       " 2206: {'area': 43318.063119974395,\n",
       "  'bbox': [623.0003200000001, 146.99988, 179.00032, 241.99992],\n",
       "  'category_id': 29,\n",
       "  'id': 2206,\n",
       "  'image_id': 1455,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[623.0003200000001,\n",
       "    146.99988,\n",
       "    802.0006400000001,\n",
       "    146.99988,\n",
       "    802.0006400000001,\n",
       "    388.9998,\n",
       "    623.0003200000001,\n",
       "    388.9998]]},\n",
       " 2211: {'area': 53713.82224005119,\n",
       "  'bbox': [568.0006400000001,\n",
       "   311.00003999999996,\n",
       "   213.9993599999999,\n",
       "   250.99992000000003],\n",
       "  'category_id': 30,\n",
       "  'id': 2211,\n",
       "  'image_id': 1458,\n",
       "  'iscrowd': 0,\n",
       "  'segmentation': [[568.0006400000001,\n",
       "    311.00003999999996,\n",
       "    782.0,\n",
       "    311.00003999999996,\n",
       "    782.0,\n",
       "    561.99996,\n",
       "    568.0006400000001,\n",
       "    561.99996]]},\n",
       " 2220: {'area': 51480.12672000001,\n",
       "  'bbox': [562.0, 2.999520000000002, 396.0, 130.00032000000002],\n",
       "  'category_id': 18,\n",
       "  'id': 2220,\n",
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       " 4948: {'area': 15959.966400000005,\n",
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       "    575.99964]]},\n",
       " ...}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coco2.anns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ae2979a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4254 2530 314 147 39 17 1\n",
      "sum:7302\n"
     ]
    }
   ],
   "source": [
    "# 确保每张图有标记\n",
    "ann1, ann2, ann3, ann4, ann5, ann6, ann7 = 0,0,0,0,0,0,0\n",
    "for img in coco2.imgs.values():\n",
    "    idx = img['id']\n",
    "#     print(f'imgid={idx}')\n",
    "    annidx = coco2.getAnnIds(imgIds=idx)\n",
    "    if len(annidx) == 1:\n",
    "        ann1+=1\n",
    "    elif len(annidx) == 2:\n",
    "        ann2+=1\n",
    "    elif len(annidx) == 3:\n",
    "        ann3+=1\n",
    "    elif len(annidx) == 4:\n",
    "        ann4+=1\n",
    "    elif len(annidx) == 5:\n",
    "        ann5+=1\n",
    "    elif len(annidx) == 6:\n",
    "        ann6+=1\n",
    "    elif len(annidx) == 7:\n",
    "        ann7+=1\n",
    "#     for ann in annidx:\n",
    "#         ann_info = coco2.anns[ann]\n",
    "#         ann_info.\n",
    "#     catidx = coco2.getCatIds(imgIds=idx)\n",
    "#     print(annidx)\n",
    "print(ann1, ann2, ann3, ann4, ann5, ann6, ann7)\n",
    "print(f'sum:{ann1+ann2+ ann3+ ann4+ ann5+ ann6+ ann7}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ed4b3246",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 确保每张图有标记\n",
    "ann1, ann2, ann3, ann4, ann5, ann6, ann7, ann8 = 0,0,0,0,0,0,0,0\n",
    "i = set()\n",
    "for img in coco1.imgs.values():\n",
    "    idx = img['id']\n",
    "#     print(f'imgid={idx}')\n",
    "    annidx = coco1.getAnnIds(imgIds=idx)\n",
    "    if len(annidx) == 1:\n",
    "        ann1+=1\n",
    "    elif len(annidx) == 2:\n",
    "        ann2+=1\n",
    "    elif len(annidx) == 3:\n",
    "        ann3+=1\n",
    "    elif len(annidx) == 4:\n",
    "        ann4+=1\n",
    "    elif len(annidx) == 5:\n",
    "        ann5+=1\n",
    "    elif len(annidx) == 6:\n",
    "        ann6+=1\n",
    "    elif len(annidx) == 7:\n",
    "        ann7+=1\n",
    "    elif len(annidx) == 8:\n",
    "        ann8+=1\n",
    "    i.i\n",
    "    if len(annidx) == 0:\n",
    "        print(idx)\n",
    "\n",
    "# print(ann1, ann2, ann3, ann4, ann5, ann6, ann7,ann8)\n",
    "# print(f'sum:{ann1+ann2+ ann3+ ann4+ ann5+ ann6+ ann7+ ann8}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68b855fb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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