{
  "id": 98931,
  "title": "대회 Data 관련 질문드립니다.",
  "url": "/competitions/2019-3rd-ml-month-with-kakr/discussion/98931",
  "author_name": "",
  "post_date": "2019-07-07T16:48:51.211621300Z",
  "votes": 12,
  "comment_count": 2,
  "views": 0,
  "content": "<p>주어진 이미지 데이터 중에 같은 이미지여도 다른 class가 부여된 경우가 있는 것 같습니다.\n이미지를 해시값으로 변환 후 비교하여 아래 리스트를 출력하였으며, 이미지 출력시에도 같은 이미지로 보여집니다. test셋의 경우, class를 확인할 수 없어 공백으로 표기하였습니다.\n확인해주시면 감사하겠습니다!</p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F2696399%2F611816f24a4dd53be00dcf600393c318%2Fcar.JPG?generation=1562517880718221&amp;alt=media\" alt=\"'train_00290.jpg', 'train_06527.jpg' 비교, 'train_00357.jpg', 'train_00722.jpg' 비교\"></p>\n\n<p><code>\nImages :  ['train_00290.jpg', 'train_06527.jpg']\nClass :  [14, 19]\nImages :  ['train_00357.jpg', 'train_00722.jpg']\nClass :  [84, 83]\nImages :  ['train_00986.jpg', 'test_01094.jpg']\nClass :  [124, ' ']\nImages :  ['train_01066.jpg', 'test_02591.jpg']\nClass :  [36, ' ']\nImages :  ['train_01130.jpg', 'test_04971.jpg']\nClass :  [13, ' ']\nImages :  ['train_01207.jpg', 'train_06938.jpg']\nClass :  [119, 119]\nImages :  ['train_01887.jpg', 'train_04852.jpg']\nClass :  [43, 42]\nImages :  ['train_01941.jpg', 'train_04920.jpg']\nClass :  [84, 83]\nImages :  ['train_02109.jpg', 'test_01071.jpg']\nClass :  [19, ' ']\nImages :  ['train_02234.jpg', 'train_04285.jpg']\nClass :  [71, 64]\nImages :  ['train_02240.jpg', 'train_08032.jpg']\nClass :  [17, 16]\nImages :  ['train_02265.jpg', 'test_05262.jpg']\nClass :  [2, ' ']\nImages :  ['train_02301.jpg', 'train_03606.jpg']\nClass :  [43, 44]\nImages :  ['train_02543.jpg', 'train_09631.jpg']\nClass :  [13, 14]\nImages :  ['train_02554.jpg', 'train_06900.jpg']\nClass :  [64, 71]\nImages :  ['train_02817.jpg', 'train_03322.jpg']\nClass :  [75, 69]\nImages :  ['train_03390.jpg', 'test_00165.jpg']\nClass :  [46, ' ']\nImages :  ['train_03493.jpg', 'train_08113.jpg']\nClass :  [71, 64]\nImages :  ['train_03942.jpg', 'test_05726.jpg']\nClass :  [17, ' ']\nImages :  ['train_04998.jpg', 'test_00643.jpg']\nClass :  [16, ' ']\nImages :  ['train_05618.jpg', 'train_06757.jpg']\nClass :  [177, 176]\nImages :  ['train_05629.jpg', 'test_04206.jpg']\nClass :  [84, ' ']\nImages :  ['train_06139.jpg', 'test_03436.jpg']\nClass :  [95, ' ']\nImages :  ['train_06397.jpg', 'test_03387.jpg']\nClass :  [14, ' ']\nImages :  ['train_06499.jpg', 'train_07871.jpg']\nClass :  [64, 71]\nImages :  ['train_07467.jpg', 'test_01646.jpg']\nClass :  [189, ' ']\nImages :  ['train_08078.jpg', 'test_05655.jpg']\nClass :  [179, ' ']\nImages :  ['train_08369.jpg', 'test_02160.jpg']\nClass :  [17, ' ']\nImages :  ['train_08426.jpg', 'train_09196.jpg']\nClass :  [147, 145]\nImages :  ['train_08520.jpg', 'test_03341.jpg']\nClass :  [11, ' ']\nImages :  ['train_08651.jpg', 'test_03930.jpg']\nClass :  [84, ' ']\nImages :  ['train_08817.jpg', 'train_09887.jpg']\nClass :  [46, 45]\nImages :  ['train_09676.jpg', 'test_03881.jpg']\nClass :  [36, ' ']\nImages :  ['train_09951.jpg', 'test_05524.jpg']\nClass :  [71, ' ']\nImages :  ['test_00370.jpg', 'test_01884.jpg']\nClass :  [' ', ' ']\nImages :  ['test_00506.jpg', 'test_01682.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01052.jpg', 'test_02036.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01084.jpg', 'test_04709.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01421.jpg', 'test_04889.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01543.jpg', 'test_03888.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01629.jpg', 'test_04048.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01681.jpg', 'test_02494.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01778.jpg', 'test_02455.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01938.jpg', 'test_02115.jpg']\nClass :  [' ', ' ']\nImages :  ['test_04148.jpg', 'test_05995.jpg']\nClass :  [' ', ' ']\nTotal :  45\n</code></p>",
  "messages": [
    {
      "id": "570004",
      "postDate": "07/07/2019 16:48:51",
      "content": "<p>주어진 이미지 데이터 중에 같은 이미지여도 다른 class가 부여된 경우가 있는 것 같습니다.\n이미지를 해시값으로 변환 후 비교하여 아래 리스트를 출력하였으며, 이미지 출력시에도 같은 이미지로 보여집니다. test셋의 경우, class를 확인할 수 없어 공백으로 표기하였습니다.\n확인해주시면 감사하겠습니다!</p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F2696399%2F611816f24a4dd53be00dcf600393c318%2Fcar.JPG?generation=1562517880718221&amp;alt=media\" alt=\"'train_00290.jpg', 'train_06527.jpg' 비교, 'train_00357.jpg', 'train_00722.jpg' 비교\"></p>\n\n<p><code>\nImages :  ['train_00290.jpg', 'train_06527.jpg']\nClass :  [14, 19]\nImages :  ['train_00357.jpg', 'train_00722.jpg']\nClass :  [84, 83]\nImages :  ['train_00986.jpg', 'test_01094.jpg']\nClass :  [124, ' ']\nImages :  ['train_01066.jpg', 'test_02591.jpg']\nClass :  [36, ' ']\nImages :  ['train_01130.jpg', 'test_04971.jpg']\nClass :  [13, ' ']\nImages :  ['train_01207.jpg', 'train_06938.jpg']\nClass :  [119, 119]\nImages :  ['train_01887.jpg', 'train_04852.jpg']\nClass :  [43, 42]\nImages :  ['train_01941.jpg', 'train_04920.jpg']\nClass :  [84, 83]\nImages :  ['train_02109.jpg', 'test_01071.jpg']\nClass :  [19, ' ']\nImages :  ['train_02234.jpg', 'train_04285.jpg']\nClass :  [71, 64]\nImages :  ['train_02240.jpg', 'train_08032.jpg']\nClass :  [17, 16]\nImages :  ['train_02265.jpg', 'test_05262.jpg']\nClass :  [2, ' ']\nImages :  ['train_02301.jpg', 'train_03606.jpg']\nClass :  [43, 44]\nImages :  ['train_02543.jpg', 'train_09631.jpg']\nClass :  [13, 14]\nImages :  ['train_02554.jpg', 'train_06900.jpg']\nClass :  [64, 71]\nImages :  ['train_02817.jpg', 'train_03322.jpg']\nClass :  [75, 69]\nImages :  ['train_03390.jpg', 'test_00165.jpg']\nClass :  [46, ' ']\nImages :  ['train_03493.jpg', 'train_08113.jpg']\nClass :  [71, 64]\nImages :  ['train_03942.jpg', 'test_05726.jpg']\nClass :  [17, ' ']\nImages :  ['train_04998.jpg', 'test_00643.jpg']\nClass :  [16, ' ']\nImages :  ['train_05618.jpg', 'train_06757.jpg']\nClass :  [177, 176]\nImages :  ['train_05629.jpg', 'test_04206.jpg']\nClass :  [84, ' ']\nImages :  ['train_06139.jpg', 'test_03436.jpg']\nClass :  [95, ' ']\nImages :  ['train_06397.jpg', 'test_03387.jpg']\nClass :  [14, ' ']\nImages :  ['train_06499.jpg', 'train_07871.jpg']\nClass :  [64, 71]\nImages :  ['train_07467.jpg', 'test_01646.jpg']\nClass :  [189, ' ']\nImages :  ['train_08078.jpg', 'test_05655.jpg']\nClass :  [179, ' ']\nImages :  ['train_08369.jpg', 'test_02160.jpg']\nClass :  [17, ' ']\nImages :  ['train_08426.jpg', 'train_09196.jpg']\nClass :  [147, 145]\nImages :  ['train_08520.jpg', 'test_03341.jpg']\nClass :  [11, ' ']\nImages :  ['train_08651.jpg', 'test_03930.jpg']\nClass :  [84, ' ']\nImages :  ['train_08817.jpg', 'train_09887.jpg']\nClass :  [46, 45]\nImages :  ['train_09676.jpg', 'test_03881.jpg']\nClass :  [36, ' ']\nImages :  ['train_09951.jpg', 'test_05524.jpg']\nClass :  [71, ' ']\nImages :  ['test_00370.jpg', 'test_01884.jpg']\nClass :  [' ', ' ']\nImages :  ['test_00506.jpg', 'test_01682.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01052.jpg', 'test_02036.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01084.jpg', 'test_04709.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01421.jpg', 'test_04889.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01543.jpg', 'test_03888.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01629.jpg', 'test_04048.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01681.jpg', 'test_02494.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01778.jpg', 'test_02455.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01938.jpg', 'test_02115.jpg']\nClass :  [' ', ' ']\nImages :  ['test_04148.jpg', 'test_05995.jpg']\nClass :  [' ', ' ']\nTotal :  45\n</code></p>",
      "rawMarkdown": "주어진 이미지 데이터 중에 같은 이미지여도 다른 class가 부여된 경우가 있는 것 같습니다.\n이미지를 해시값으로 변환 후 비교하여 아래 리스트를 출력하였으며, 이미지 출력시에도 같은 이미지로 보여집니다. test셋의 경우, class를 확인할 수 없어 공백으로 표기하였습니다.\n확인해주시면 감사하겠습니다!\n\n!['train_00290.jpg', 'train_06527.jpg' 비교, 'train_00357.jpg', 'train_00722.jpg' 비교](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F2696399%2F611816f24a4dd53be00dcf600393c318%2Fcar.JPG?generation=1562517880718221&amp;alt=media)\n\n```\nImages :  ['train_00290.jpg', 'train_06527.jpg']\nClass :  [14, 19]\nImages :  ['train_00357.jpg', 'train_00722.jpg']\nClass :  [84, 83]\nImages :  ['train_00986.jpg', 'test_01094.jpg']\nClass :  [124, ' ']\nImages :  ['train_01066.jpg', 'test_02591.jpg']\nClass :  [36, ' ']\nImages :  ['train_01130.jpg', 'test_04971.jpg']\nClass :  [13, ' ']\nImages :  ['train_01207.jpg', 'train_06938.jpg']\nClass :  [119, 119]\nImages :  ['train_01887.jpg', 'train_04852.jpg']\nClass :  [43, 42]\nImages :  ['train_01941.jpg', 'train_04920.jpg']\nClass :  [84, 83]\nImages :  ['train_02109.jpg', 'test_01071.jpg']\nClass :  [19, ' ']\nImages :  ['train_02234.jpg', 'train_04285.jpg']\nClass :  [71, 64]\nImages :  ['train_02240.jpg', 'train_08032.jpg']\nClass :  [17, 16]\nImages :  ['train_02265.jpg', 'test_05262.jpg']\nClass :  [2, ' ']\nImages :  ['train_02301.jpg', 'train_03606.jpg']\nClass :  [43, 44]\nImages :  ['train_02543.jpg', 'train_09631.jpg']\nClass :  [13, 14]\nImages :  ['train_02554.jpg', 'train_06900.jpg']\nClass :  [64, 71]\nImages :  ['train_02817.jpg', 'train_03322.jpg']\nClass :  [75, 69]\nImages :  ['train_03390.jpg', 'test_00165.jpg']\nClass :  [46, ' ']\nImages :  ['train_03493.jpg', 'train_08113.jpg']\nClass :  [71, 64]\nImages :  ['train_03942.jpg', 'test_05726.jpg']\nClass :  [17, ' ']\nImages :  ['train_04998.jpg', 'test_00643.jpg']\nClass :  [16, ' ']\nImages :  ['train_05618.jpg', 'train_06757.jpg']\nClass :  [177, 176]\nImages :  ['train_05629.jpg', 'test_04206.jpg']\nClass :  [84, ' ']\nImages :  ['train_06139.jpg', 'test_03436.jpg']\nClass :  [95, ' ']\nImages :  ['train_06397.jpg', 'test_03387.jpg']\nClass :  [14, ' ']\nImages :  ['train_06499.jpg', 'train_07871.jpg']\nClass :  [64, 71]\nImages :  ['train_07467.jpg', 'test_01646.jpg']\nClass :  [189, ' ']\nImages :  ['train_08078.jpg', 'test_05655.jpg']\nClass :  [179, ' ']\nImages :  ['train_08369.jpg', 'test_02160.jpg']\nClass :  [17, ' ']\nImages :  ['train_08426.jpg', 'train_09196.jpg']\nClass :  [147, 145]\nImages :  ['train_08520.jpg', 'test_03341.jpg']\nClass :  [11, ' ']\nImages :  ['train_08651.jpg', 'test_03930.jpg']\nClass :  [84, ' ']\nImages :  ['train_08817.jpg', 'train_09887.jpg']\nClass :  [46, 45]\nImages :  ['train_09676.jpg', 'test_03881.jpg']\nClass :  [36, ' ']\nImages :  ['train_09951.jpg', 'test_05524.jpg']\nClass :  [71, ' ']\nImages :  ['test_00370.jpg', 'test_01884.jpg']\nClass :  [' ', ' ']\nImages :  ['test_00506.jpg', 'test_01682.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01052.jpg', 'test_02036.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01084.jpg', 'test_04709.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01421.jpg', 'test_04889.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01543.jpg', 'test_03888.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01629.jpg', 'test_04048.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01681.jpg', 'test_02494.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01778.jpg', 'test_02455.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01938.jpg', 'test_02115.jpg']\nClass :  [' ', ' ']\nImages :  ['test_04148.jpg', 'test_05995.jpg']\nClass :  [' ', ' ']\nTotal :  45\n```",
      "votes": null
    },
    {
      "id": "570008",
      "postDate": "07/07/2019 16:50:48",
      "content": "<p>관련 커널은 업로드 후 링크 첨부하도록 하겠습니다~</p>",
      "rawMarkdown": "관련 커널은 업로드 후 링크 첨부하도록 하겠습니다~",
      "votes": null
    },
    {
      "id": "570510",
      "postDate": "07/08/2019 11:53:04",
      "content": "<p>헐.. 바로 확인해보겠습니다 ㅠㅠ</p>",
      "rawMarkdown": "헐.. 바로 확인해보겠습니다 ㅠㅠ",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 570008,
      "author_name": "namepen",
      "author_url": "",
      "post_date": "07/07/2019 16:50:48",
      "content": "<p>관련 커널은 업로드 후 링크 첨부하도록 하겠습니다~</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 570510,
      "author_name": "fulrose",
      "author_url": "",
      "post_date": "07/08/2019 11:53:04",
      "content": "<p>헐.. 바로 확인해보겠습니다 ㅠㅠ</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "570004": "주어진 이미지 데이터 중에 같은 이미지여도 다른 class가 부여된 경우가 있는 것 같습니다.\n이미지를 해시값으로 변환 후 비교하여 아래 리스트를 출력하였으며, 이미지 출력시에도 같은 이미지로 보여집니다. test셋의 경우, class를 확인할 수 없어 공백으로 표기하였습니다.\n확인해주시면 감사하겠습니다!\n\n!['train_00290.jpg', 'train_06527.jpg' 비교, 'train_00357.jpg', 'train_00722.jpg' 비교](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F2696399%2F611816f24a4dd53be00dcf600393c318%2Fcar.JPG?generation=1562517880718221&amp;alt=media)\n\n```\nImages :  ['train_00290.jpg', 'train_06527.jpg']\nClass :  [14, 19]\nImages :  ['train_00357.jpg', 'train_00722.jpg']\nClass :  [84, 83]\nImages :  ['train_00986.jpg', 'test_01094.jpg']\nClass :  [124, ' ']\nImages :  ['train_01066.jpg', 'test_02591.jpg']\nClass :  [36, ' ']\nImages :  ['train_01130.jpg', 'test_04971.jpg']\nClass :  [13, ' ']\nImages :  ['train_01207.jpg', 'train_06938.jpg']\nClass :  [119, 119]\nImages :  ['train_01887.jpg', 'train_04852.jpg']\nClass :  [43, 42]\nImages :  ['train_01941.jpg', 'train_04920.jpg']\nClass :  [84, 83]\nImages :  ['train_02109.jpg', 'test_01071.jpg']\nClass :  [19, ' ']\nImages :  ['train_02234.jpg', 'train_04285.jpg']\nClass :  [71, 64]\nImages :  ['train_02240.jpg', 'train_08032.jpg']\nClass :  [17, 16]\nImages :  ['train_02265.jpg', 'test_05262.jpg']\nClass :  [2, ' ']\nImages :  ['train_02301.jpg', 'train_03606.jpg']\nClass :  [43, 44]\nImages :  ['train_02543.jpg', 'train_09631.jpg']\nClass :  [13, 14]\nImages :  ['train_02554.jpg', 'train_06900.jpg']\nClass :  [64, 71]\nImages :  ['train_02817.jpg', 'train_03322.jpg']\nClass :  [75, 69]\nImages :  ['train_03390.jpg', 'test_00165.jpg']\nClass :  [46, ' ']\nImages :  ['train_03493.jpg', 'train_08113.jpg']\nClass :  [71, 64]\nImages :  ['train_03942.jpg', 'test_05726.jpg']\nClass :  [17, ' ']\nImages :  ['train_04998.jpg', 'test_00643.jpg']\nClass :  [16, ' ']\nImages :  ['train_05618.jpg', 'train_06757.jpg']\nClass :  [177, 176]\nImages :  ['train_05629.jpg', 'test_04206.jpg']\nClass :  [84, ' ']\nImages :  ['train_06139.jpg', 'test_03436.jpg']\nClass :  [95, ' ']\nImages :  ['train_06397.jpg', 'test_03387.jpg']\nClass :  [14, ' ']\nImages :  ['train_06499.jpg', 'train_07871.jpg']\nClass :  [64, 71]\nImages :  ['train_07467.jpg', 'test_01646.jpg']\nClass :  [189, ' ']\nImages :  ['train_08078.jpg', 'test_05655.jpg']\nClass :  [179, ' ']\nImages :  ['train_08369.jpg', 'test_02160.jpg']\nClass :  [17, ' ']\nImages :  ['train_08426.jpg', 'train_09196.jpg']\nClass :  [147, 145]\nImages :  ['train_08520.jpg', 'test_03341.jpg']\nClass :  [11, ' ']\nImages :  ['train_08651.jpg', 'test_03930.jpg']\nClass :  [84, ' ']\nImages :  ['train_08817.jpg', 'train_09887.jpg']\nClass :  [46, 45]\nImages :  ['train_09676.jpg', 'test_03881.jpg']\nClass :  [36, ' ']\nImages :  ['train_09951.jpg', 'test_05524.jpg']\nClass :  [71, ' ']\nImages :  ['test_00370.jpg', 'test_01884.jpg']\nClass :  [' ', ' ']\nImages :  ['test_00506.jpg', 'test_01682.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01052.jpg', 'test_02036.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01084.jpg', 'test_04709.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01421.jpg', 'test_04889.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01543.jpg', 'test_03888.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01629.jpg', 'test_04048.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01681.jpg', 'test_02494.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01778.jpg', 'test_02455.jpg']\nClass :  [' ', ' ']\nImages :  ['test_01938.jpg', 'test_02115.jpg']\nClass :  [' ', ' ']\nImages :  ['test_04148.jpg', 'test_05995.jpg']\nClass :  [' ', ' ']\nTotal :  45\n```",
    "570008": "관련 커널은 업로드 후 링크 첨부하도록 하겠습니다~",
    "570510": "헐.. 바로 확인해보겠습니다 ㅠㅠ"
  },
  "source": "meta"
}