{
  "id": 160353,
  "title": "Bug in the dataset",
  "url": "/competitions/global-wheat-detection/discussion/160353",
  "author_name": "",
  "post_date": "2020-06-21T00:27:42.614937Z",
  "votes": 66,
  "comment_count": 19,
  "views": 0,
  "content": "<p>Hidden away within thousands of bounding boxes is this little guy labelled as a wheat head! I got a kick out of it so I thought I'd share my pun here 😆 \n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F846065%2Fa159201f34069317bf3d83f1a807096c%2Fhidden.png?generation=1592699182430748&amp;alt=media\" alt=\"\"></p>",
  "messages": [
    {
      "id": "894955",
      "postDate": "06/21/2020 00:27:42",
      "content": "<p>Hidden away within thousands of bounding boxes is this little guy labelled as a wheat head! I got a kick out of it so I thought I'd share my pun here 😆 \n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F846065%2Fa159201f34069317bf3d83f1a807096c%2Fhidden.png?generation=1592699182430748&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "Hidden away within thousands of bounding boxes is this little guy labelled as a wheat head! I got a kick out of it so I thought I'd share my pun here 😆 \n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F846065%2Fa159201f34069317bf3d83f1a807096c%2Fhidden.png?generation=1592699182430748&amp;alt=media)",
      "votes": null
    },
    {
      "id": "894957",
      "postDate": "06/21/2020 00:30:59",
      "content": "<p>Not the first bug but wow this one is the best  x))  </p>",
      "rawMarkdown": "Not the first bug but wow this one is the best  x))",
      "votes": null
    },
    {
      "id": "895052",
      "postDate": "06/21/2020 04:24:53",
      "content": "<p>How did you managed to spot this?</p>",
      "rawMarkdown": "How did you managed to spot this?",
      "votes": null
    },
    {
      "id": "895075",
      "postDate": "06/21/2020 04:57:28",
      "content": "<p>I've spent a good bit of time comparing my predictions to the ground truth in an effort to improve my model. I've actually come across another ladybug though it wasn't labelled.</p>",
      "rawMarkdown": "I've spent a good bit of time comparing my predictions to the ground truth in an effort to improve my model. I've actually come across another ladybug though it wasn't labelled.",
      "votes": null
    },
    {
      "id": "895216",
      "postDate": "06/21/2020 07:22:13",
      "content": "<p>can you mention the image ids of such misclassified images</p>",
      "rawMarkdown": "can you mention the image ids of such misclassified images",
      "votes": null
    },
    {
      "id": "895237",
      "postDate": "06/21/2020 07:38:00",
      "content": "<p>Unfortunately I don't remember the specific ids with the ladybugs. But I wouldn't worry about that too much, there are much bigger issues with the dataset (as shown <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/159578\">here</a>, <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/150781\">here</a>, <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/157009\">here</a>, and other threads too).</p>",
      "rawMarkdown": "Unfortunately I don't remember the specific ids with the ladybugs. But I wouldn't worry about that too much, there are much bigger issues with the dataset (as shown [here](https://www.kaggle.com/c/global-wheat-detection/discussion/159578), [here](https://www.kaggle.com/c/global-wheat-detection/discussion/150781), [here](https://www.kaggle.com/c/global-wheat-detection/discussion/157009), and other threads too).",
      "votes": null
    },
    {
      "id": "895240",
      "postDate": "06/21/2020 07:41:24",
      "content": "<p>Buggiest \"bug\" ive ever seen!!</p>",
      "rawMarkdown": "Buggiest \"bug\" ive ever seen!!",
      "votes": null
    },
    {
      "id": "895484",
      "postDate": "06/21/2020 11:49:01",
      "content": "<p>Shocking fact: Ladybug is not a bug :)</p>",
      "rawMarkdown": "Shocking fact: Ladybug is not a bug :)",
      "votes": null
    },
    {
      "id": "896953",
      "postDate": "06/22/2020 14:35:51",
      "content": "<p>Whoo :) </p>\n\n<p>Nice one ! could you share the image id :) ?</p>",
      "rawMarkdown": "Whoo :) \n\nNice one ! could you share the image id :) ?",
      "votes": null
    },
    {
      "id": "897296",
      "postDate": "06/22/2020 18:58:19",
      "content": "<p>The majority of that species (Lady Bug) are generally considered useful insects. Some have undesired effects; such as Epilachninae.They are minor agricultural pests, eating the leaves of various crops, if their numbers increase when their enemies are few. In such situations, they can do a major crop damage. <a href=\"https://en.wikipedia.org/wiki/Coccinellidae\">https://en.wikipedia.org/wiki/Coccinellidae</a>  </p>",
      "rawMarkdown": "The majority of that species (Lady Bug) are generally considered useful insects. Some have undesired effects; such as Epilachninae.They are minor agricultural pests, eating the leaves of various crops, if their numbers increase when their enemies are few. In such situations, they can do a major crop damage. https://en.wikipedia.org/wiki/Coccinellidae",
      "votes": null
    },
    {
      "id": "901021",
      "postDate": "06/25/2020 07:55:00",
      "content": "<p>Quite interesting! Great to see something unique in the feed. Keep up the good work! 👍 \nOutlier detection and handling is a very crucial sept of ML. Do not miss it!</p>\n\n<p>You might find my notebook on <a href=\"https://www.kaggle.com/navinmundhra/data-pre-processing-advanced-outlier-handling\">advanced Outlier Handling</a> helpful. It involves a lot of visualizations, analysis, and hard work I put in for days to make sure I am providing sound and fundamental concepts. A bit of support would be appreciated if you enjoy it or you could let me know in the comments if you have some suggestions or criticism for me! :)</p>\n\n<p>I have recently also tried getting into Audio Processing and Classification for the competition <a href=\"https://www.kaggle.com/c/birdsong-recognition\">Cornell Birdcall Identification</a>. Do check out <a href=\"https://www.kaggle.com/navinmundhra/birdcall-extensive-audio-representn-extractn\">my extensive work on Audio feature extraction in my notebook</a>.</p>\n\n<p><a href=\"https://www.kaggle.com/navinmundhra/notebooks\">My notebooks</a>.  Thank you.</p>",
      "rawMarkdown": "Quite interesting! Great to see something unique in the feed. Keep up the good work! 👍 \nOutlier detection and handling is a very crucial sept of ML. Do not miss it!\n\nYou might find my notebook on [advanced Outlier Handling](https://www.kaggle.com/navinmundhra/data-pre-processing-advanced-outlier-handling) helpful. It involves a lot of visualizations, analysis, and hard work I put in for days to make sure I am providing sound and fundamental concepts. A bit of support would be appreciated if you enjoy it or you could let me know in the comments if you have some suggestions or criticism for me! :)\n\nI have recently also tried getting into Audio Processing and Classification for the competition [Cornell Birdcall Identification](https://www.kaggle.com/c/birdsong-recognition). Do check out [my extensive work on Audio feature extraction in my notebook](https://www.kaggle.com/navinmundhra/birdcall-extensive-audio-representn-extractn).\n\n[My notebooks](https://www.kaggle.com/navinmundhra/notebooks).  Thank you.",
      "votes": null
    },
    {
      "id": "901416",
      "postDate": "06/25/2020 13:09:40",
      "content": "<p>What a bug , bugs pun incoming </p>",
      "rawMarkdown": "What a bug , bugs pun incoming",
      "votes": null
    },
    {
      "id": "905899",
      "postDate": "06/28/2020 23:18:30",
      "content": "<p><img src=\"https://img.memecdn.com/its-not-a-bug_o_843284.webp\" alt=\"feature\"></p>",
      "rawMarkdown": "![feature](https://img.memecdn.com/its-not-a-bug_o_843284.webp)",
      "votes": null
    },
    {
      "id": "912533",
      "postDate": "07/02/2020 14:51:05",
      "content": "<p>I also found a \"tough\" sample, like this one\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1705102%2F30e69e1764785c318be236fb846c3935%2F4e6c05213.png?generation=1593701462212813&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "I also found a \"tough\" sample, like this one\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1705102%2F30e69e1764785c318be236fb846c3935%2F4e6c05213.png?generation=1593701462212813&amp;alt=media)",
      "votes": null
    },
    {
      "id": "912550",
      "postDate": "07/02/2020 15:04:00",
      "content": "<p>I've met this one while checking the data. It is chocking too but the funniest part is that the wheat head is labeled x))</p>",
      "rawMarkdown": "I've met this one while checking the data. It is chocking too but the funniest part is that the wheat head is labeled x))",
      "votes": null
    },
    {
      "id": "939419",
      "postDate": "07/22/2020 08:29:49",
      "content": "<p>Was looking at the images when I saw this ladybug and remembered this thread, the image id is c01a58fdb</p>",
      "rawMarkdown": "Was looking at the images when I saw this ladybug and remembered this thread, the image id is c01a58fdb",
      "votes": null
    },
    {
      "id": "1012553",
      "postDate": "09/16/2020 06:45:06",
      "content": "<p>Hey Matthew I was just checking out your refined dataset and saw that there were 1392 images of different sizes. I initially thought you had pieced the original images back together but there are way too many images for that to be the case, can you please give me a quick description of the dataset?</p>",
      "rawMarkdown": "Hey Matthew I was just checking out your refined dataset and saw that there were 1392 images of different sizes. I initially thought you had pieced the original images back together but there are way too many images for that to be the case, can you please give me a quick description of the dataset?",
      "votes": null
    },
    {
      "id": "1012582",
      "postDate": "09/16/2020 07:02:23",
      "content": "<p>I did stitch the original images back together minus some cases where no matches were found.</p>",
      "rawMarkdown": "I did stitch the original images back together minus some cases where no matches were found.",
      "votes": null
    },
    {
      "id": "1015149",
      "postDate": "09/18/2020 01:54:51",
      "content": "<p>Thanks for your fast reply! So you didn't normalise the size of the bbxs?</p>",
      "rawMarkdown": "Thanks for your fast reply! So you didn't normalise the size of the bbxs?",
      "votes": null
    },
    {
      "id": "1015393",
      "postDate": "09/18/2020 06:49:48",
      "content": "<p>I don't think they are, but I provide the image width and height so it shouldn't be hard.</p>",
      "rawMarkdown": "I don't think they are, but I provide the image width and height so it shouldn't be hard.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1012553,
      "author_name": "kaelanlockhart",
      "author_url": "",
      "post_date": "09/16/2020 06:45:06",
      "content": "<p>Hey Matthew I was just checking out your refined dataset and saw that there were 1392 images of different sizes. I initially thought you had pieced the original images back together but there are way too many images for that to be the case, can you please give me a quick description of the dataset?</p>",
      "votes": null,
      "replies": [
        {
          "id": 1012582,
          "author_name": "matthewmasters",
          "author_url": "",
          "post_date": "09/16/2020 07:02:23",
          "content": "<p>I did stitch the original images back together minus some cases where no matches were found.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1015149,
          "author_name": "kaelanlockhart",
          "author_url": "",
          "post_date": "09/18/2020 01:54:51",
          "content": "<p>Thanks for your fast reply! So you didn't normalise the size of the bbxs?</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1015393,
          "author_name": "matthewmasters",
          "author_url": "",
          "post_date": "09/18/2020 06:49:48",
          "content": "<p>I don't think they are, but I provide the image width and height so it shouldn't be hard.</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 894957,
      "author_name": "ffares",
      "author_url": "",
      "post_date": "06/21/2020 00:30:59",
      "content": "<p>Not the first bug but wow this one is the best  x))  </p>",
      "votes": null,
      "replies": [
        {
          "id": 895240,
          "author_name": "kyoshioka47",
          "author_url": "",
          "post_date": "06/21/2020 07:41:24",
          "content": "<p>Buggiest \"bug\" ive ever seen!!</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 895052,
      "author_name": "harshris21",
      "author_url": "",
      "post_date": "06/21/2020 04:24:53",
      "content": "<p>How did you managed to spot this?</p>",
      "votes": null,
      "replies": [
        {
          "id": 895075,
          "author_name": "matthewmasters",
          "author_url": "",
          "post_date": "06/21/2020 04:57:28",
          "content": "<p>I've spent a good bit of time comparing my predictions to the ground truth in an effort to improve my model. I've actually come across another ladybug though it wasn't labelled.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 895216,
          "author_name": "harshris21",
          "author_url": "",
          "post_date": "06/21/2020 07:22:13",
          "content": "<p>can you mention the image ids of such misclassified images</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 895237,
          "author_name": "matthewmasters",
          "author_url": "",
          "post_date": "06/21/2020 07:38:00",
          "content": "<p>Unfortunately I don't remember the specific ids with the ladybugs. But I wouldn't worry about that too much, there are much bigger issues with the dataset (as shown <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/159578\">here</a>, <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/150781\">here</a>, <a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/157009\">here</a>, and other threads too).</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 939419,
          "author_name": "maxjon",
          "author_url": "",
          "post_date": "07/22/2020 08:29:49",
          "content": "<p>Was looking at the images when I saw this ladybug and remembered this thread, the image id is c01a58fdb</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 895484,
      "author_name": "valanm",
      "author_url": "",
      "post_date": "06/21/2020 11:49:01",
      "content": "<p>Shocking fact: Ladybug is not a bug :)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 896953,
      "author_name": "bendvd",
      "author_url": "",
      "post_date": "06/22/2020 14:35:51",
      "content": "<p>Whoo :) </p>\n\n<p>Nice one ! could you share the image id :) ?</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 897296,
      "author_name": "mpwolke",
      "author_url": "",
      "post_date": "06/22/2020 18:58:19",
      "content": "<p>The majority of that species (Lady Bug) are generally considered useful insects. Some have undesired effects; such as Epilachninae.They are minor agricultural pests, eating the leaves of various crops, if their numbers increase when their enemies are few. In such situations, they can do a major crop damage. <a href=\"https://en.wikipedia.org/wiki/Coccinellidae\">https://en.wikipedia.org/wiki/Coccinellidae</a>  </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 901021,
      "author_name": "navinmundhra",
      "author_url": "",
      "post_date": "06/25/2020 07:55:00",
      "content": "<p>Quite interesting! Great to see something unique in the feed. Keep up the good work! 👍 \nOutlier detection and handling is a very crucial sept of ML. Do not miss it!</p>\n\n<p>You might find my notebook on <a href=\"https://www.kaggle.com/navinmundhra/data-pre-processing-advanced-outlier-handling\">advanced Outlier Handling</a> helpful. It involves a lot of visualizations, analysis, and hard work I put in for days to make sure I am providing sound and fundamental concepts. A bit of support would be appreciated if you enjoy it or you could let me know in the comments if you have some suggestions or criticism for me! :)</p>\n\n<p>I have recently also tried getting into Audio Processing and Classification for the competition <a href=\"https://www.kaggle.com/c/birdsong-recognition\">Cornell Birdcall Identification</a>. Do check out <a href=\"https://www.kaggle.com/navinmundhra/birdcall-extensive-audio-representn-extractn\">my extensive work on Audio feature extraction in my notebook</a>.</p>\n\n<p><a href=\"https://www.kaggle.com/navinmundhra/notebooks\">My notebooks</a>.  Thank you.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 901416,
      "author_name": "yash612",
      "author_url": "",
      "post_date": "06/25/2020 13:09:40",
      "content": "<p>What a bug , bugs pun incoming </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 905899,
      "author_name": "carlolepelaars",
      "author_url": "",
      "post_date": "06/28/2020 23:18:30",
      "content": "<p><img src=\"https://img.memecdn.com/its-not-a-bug_o_843284.webp\" alt=\"feature\"></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 912533,
      "author_name": "guizengyou",
      "author_url": "",
      "post_date": "07/02/2020 14:51:05",
      "content": "<p>I also found a \"tough\" sample, like this one\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1705102%2F30e69e1764785c318be236fb846c3935%2F4e6c05213.png?generation=1593701462212813&amp;alt=media\" alt=\"\"></p>",
      "votes": null,
      "replies": [
        {
          "id": 912550,
          "author_name": "ffares",
          "author_url": "",
          "post_date": "07/02/2020 15:04:00",
          "content": "<p>I've met this one while checking the data. It is chocking too but the funniest part is that the wheat head is labeled x))</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "894955": "Hidden away within thousands of bounding boxes is this little guy labelled as a wheat head! I got a kick out of it so I thought I'd share my pun here 😆 \n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F846065%2Fa159201f34069317bf3d83f1a807096c%2Fhidden.png?generation=1592699182430748&amp;alt=media)",
    "894957": "Not the first bug but wow this one is the best  x))",
    "895052": "How did you managed to spot this?",
    "895075": "I've spent a good bit of time comparing my predictions to the ground truth in an effort to improve my model. I've actually come across another ladybug though it wasn't labelled.",
    "895216": "can you mention the image ids of such misclassified images",
    "895237": "Unfortunately I don't remember the specific ids with the ladybugs. But I wouldn't worry about that too much, there are much bigger issues with the dataset (as shown [here](https://www.kaggle.com/c/global-wheat-detection/discussion/159578), [here](https://www.kaggle.com/c/global-wheat-detection/discussion/150781), [here](https://www.kaggle.com/c/global-wheat-detection/discussion/157009), and other threads too).",
    "895240": "Buggiest \"bug\" ive ever seen!!",
    "895484": "Shocking fact: Ladybug is not a bug :)",
    "896953": "Whoo :) \n\nNice one ! could you share the image id :) ?",
    "897296": "The majority of that species (Lady Bug) are generally considered useful insects. Some have undesired effects; such as Epilachninae.They are minor agricultural pests, eating the leaves of various crops, if their numbers increase when their enemies are few. In such situations, they can do a major crop damage. https://en.wikipedia.org/wiki/Coccinellidae",
    "901021": "Quite interesting! Great to see something unique in the feed. Keep up the good work! 👍 \nOutlier detection and handling is a very crucial sept of ML. Do not miss it!\n\nYou might find my notebook on [advanced Outlier Handling](https://www.kaggle.com/navinmundhra/data-pre-processing-advanced-outlier-handling) helpful. It involves a lot of visualizations, analysis, and hard work I put in for days to make sure I am providing sound and fundamental concepts. A bit of support would be appreciated if you enjoy it or you could let me know in the comments if you have some suggestions or criticism for me! :)\n\nI have recently also tried getting into Audio Processing and Classification for the competition [Cornell Birdcall Identification](https://www.kaggle.com/c/birdsong-recognition). Do check out [my extensive work on Audio feature extraction in my notebook](https://www.kaggle.com/navinmundhra/birdcall-extensive-audio-representn-extractn).\n\n[My notebooks](https://www.kaggle.com/navinmundhra/notebooks).  Thank you.",
    "901416": "What a bug , bugs pun incoming",
    "905899": "![feature](https://img.memecdn.com/its-not-a-bug_o_843284.webp)",
    "912533": "I also found a \"tough\" sample, like this one\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1705102%2F30e69e1764785c318be236fb846c3935%2F4e6c05213.png?generation=1593701462212813&amp;alt=media)",
    "912550": "I've met this one while checking the data. It is chocking too but the funniest part is that the wheat head is labeled x))",
    "939419": "Was looking at the images when I saw this ladybug and remembered this thread, the image id is c01a58fdb",
    "1012553": "Hey Matthew I was just checking out your refined dataset and saw that there were 1392 images of different sizes. I initially thought you had pieced the original images back together but there are way too many images for that to be the case, can you please give me a quick description of the dataset?",
    "1012582": "I did stitch the original images back together minus some cases where no matches were found.",
    "1015149": "Thanks for your fast reply! So you didn't normalise the size of the bbxs?",
    "1015393": "I don't think they are, but I provide the image width and height so it shouldn't be hard."
  },
  "source": "meta"
}