banlad-coco-id-fix.ipynb

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   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "import os\n"
   ]
  },
  {
   "cell_type": "code",
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   "id": "b05ab209",
   "metadata": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/newspaperlayoutfinal/kaggle/working/badlad2/image/modified_coco.json\r\n"
     ]
    }
   ],
   "source": [
    "!ls /kaggle/input/newspaperlayoutfinal/kaggle/working/badlad2/image/*.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8aff7636",
   "metadata": {
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    },
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   "outputs": [],
   "source": [
    "import json\n",
    "data = json.load(open(r'/kaggle/input/newspaperlayoutfinal/kaggle/working/badlad2/image/modified_coco.json'))"
   ]
  },
  {
   "cell_type": "code",
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   "id": "e3ab0bfc",
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    },
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   },
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "paths_img = glob('/kaggle/input/newspaperlayoutfinal/kaggle/working/badlad2/image/*.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cf49901e",
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      "text/plain": [
       "1313"
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    "len(paths_img)"
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   "cell_type": "code",
   "execution_count": 6,
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    {
     "data": {
      "text/plain": [
       "'image_102_jpg.rf.775aab73d9c5482919ff4d6c3dd7fe81.jpg'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "os.path.basename(paths_img[0])"
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   "id": "011016b3",
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   "source": [
    "filenames = [os.path.basename(p) for p in paths_img]"
   ]
  },
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    {
     "data": {
      "text/plain": [
       "['image_102_jpg.rf.775aab73d9c5482919ff4d6c3dd7fe81.jpg',\n",
       " 'image_429_png.rf.2111c70b4d35b470b9498b44d48ebc53.jpg',\n",
       " 'image_37_png.rf.734410434905dd2cb51ce5d891a8e15b.jpg']"
      ]
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     "execution_count": 8,
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    "filenames[:3]"
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   "id": "78afb2ff",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['images', 'annotations', 'info', 'licenses', 'categories'])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
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    {
     "data": {
      "text/plain": [
       "[{'id': 0,\n",
       "  'license': 1,\n",
       "  'file_name': 'image_42_jpg.rf.1b2747e6a493ba9bbf6c189f47c9004e.jpg',\n",
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       "  'width': 3072,\n",
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       " {'id': 1,\n",
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       "  'file_name': 'image_69_jpg.rf.1df642ec28cf0807b6580d1ca6140ac4.jpg',\n",
       "  'height': 4080,\n",
       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'},\n",
       " {'id': 2,\n",
       "  'license': 1,\n",
       "  'file_name': 'image_77_jpg.rf.3e357d3367971b3874e937d894aef0de.jpg',\n",
       "  'height': 4080,\n",
       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['images'][:3]"
   ]
  },
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    {
     "data": {
      "text/plain": [
       "[{'id': 0,\n",
       "  'image_id': 0,\n",
       "  'category_id': 0,\n",
       "  'bbox': [710, 236, 883.2, 427.125],\n",
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       "    401.625]],\n",
       "  'iscrowd': 0},\n",
       " {'id': 2,\n",
       "  'image_id': 0,\n",
       "  'category_id': 1,\n",
       "  'bbox': [1690, 2843, 9.6, 19.125],\n",
       "  'area': 183.6,\n",
       "  'segmentation': [[1694.4,\n",
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       "  'iscrowd': 0}]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['annotations'][:3]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 12,
   "id": "f23b4b11",
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    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "filename_map = { flname: '{:06d}.jpg'.format(i) for i, flname in enumerate(filenames)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8d8ec46",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from shutil import copy\n",
    "from copy import deepcopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e235007e",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
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   "outputs": [],
   "source": [
    "data_new = deepcopy(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "789f3e22",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "for item in data_new['images']:\n",
    "    item['file_name'] = filename_map[item['file_name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': 0,\n",
       "  'license': 1,\n",
       "  'file_name': 'image_42_jpg.rf.1b2747e6a493ba9bbf6c189f47c9004e.jpg',\n",
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       " {'id': 2,\n",
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       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'}]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
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    }
   ],
   "source": [
    "data['images'][:3]"
   ]
  },
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    {
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       "  'height': 4080,\n",
       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'},\n",
       " {'id': 1,\n",
       "  'license': 1,\n",
       "  'file_name': '001076.jpg',\n",
       "  'height': 4080,\n",
       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'},\n",
       " {'id': 2,\n",
       "  'license': 1,\n",
       "  'file_name': '000458.jpg',\n",
       "  'height': 4080,\n",
       "  'width': 3072,\n",
       "  'date_captured': '2024-03-14T14:49:22+00:00'}]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new['images'][:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4cd4066c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-10T12:56:47.537494Z",
     "iopub.status.busy": "2024-04-10T12:56:47.537122Z",
     "iopub.status.idle": "2024-04-10T12:56:48.573175Z",
     "shell.execute_reply": "2024-04-10T12:56:48.572004Z"
    },
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     "end_time": "2024-04-10T12:56:48.575534",
     "exception": false,
     "start_time": "2024-04-10T12:56:47.529460",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "!mkdir 'image'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c262f422",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-10T12:56:48.591016Z",
     "iopub.status.busy": "2024-04-10T12:56:48.590333Z",
     "iopub.status.idle": "2024-04-10T12:57:36.564556Z",
     "shell.execute_reply": "2024-04-10T12:57:36.563600Z"
    },
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     "exception": false,
     "start_time": "2024-04-10T12:56:48.582322",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "for p in paths_img:\n",
    "    src = p\n",
    "    flname = os.path.basename(src)\n",
    "    dst = os.path.join('image', filename_map[flname])\n",
    "    copy(src, dst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eb8d5865",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-10T12:57:36.581261Z",
     "iopub.status.busy": "2024-04-10T12:57:36.580850Z",
     "iopub.status.idle": "2024-04-10T12:57:37.618670Z",
     "shell.execute_reply": "2024-04-10T12:57:37.617459Z"
    },
    "papermill": {
     "duration": 1.04796,
     "end_time": "2024-04-10T12:57:37.621412",
     "exception": false,
     "start_time": "2024-04-10T12:57:36.573452",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1313\r\n"
     ]
    }
   ],
   "source": [
    "!ls image | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fcd5005a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-10T12:57:37.637110Z",
     "iopub.status.busy": "2024-04-10T12:57:37.636722Z",
     "iopub.status.idle": "2024-04-10T12:57:37.643545Z",
     "shell.execute_reply": "2024-04-10T12:57:37.642841Z"
    },
    "papermill": {
     "duration": 0.017191,
     "end_time": "2024-04-10T12:57:37.645698",
     "exception": false,
     "start_time": "2024-04-10T12:57:37.628507",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "json.dump(filename_map,open('filename_map.json','w'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "595f1ac3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-10T12:57:37.660708Z",
     "iopub.status.busy": "2024-04-10T12:57:37.659802Z",
     "iopub.status.idle": "2024-04-10T12:57:58.174261Z",
     "shell.execute_reply": "2024-04-10T12:57:58.173337Z"
    },
    "papermill": {
     "duration": 20.524309,
     "end_time": "2024-04-10T12:57:58.176584",
     "exception": false,
     "start_time": "2024-04-10T12:57:37.652275",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "json.dump(data_new,open('modified_coco_renamed_image.json','w'))"
   ]
  }
 ],
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  "kaggle": {
   "accelerator": "none",
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   "dockerImageVersionId": 30684,
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