{
  "id": 409624,
  "title": "Exploring file size patterns of the data",
  "url": "/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409624",
  "author_name": "SSS",
  "post_date": "2023-05-11T23:39:54.570000",
  "votes": 13,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Dear all,</p>\n<p>I ran a simple bash script to analyze the train dataset folder. The script walked through the files in the dataset and collected file sizes. After collecting this metadata, I found an interesting pattern in the data (mb not) that I wanted to share with you all.</p>\n<p>In total, I identified <strong>57</strong> records of <code>human_individual_masks.npy</code> files that had the exact same size as <code>band_{}.npy</code> files. Most of those masks are blank:</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2Fe736d4a036fe8ac76485380c7bd71f3e%2Frec_3528549774485167627.png?generation=1683848300543927&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F330e944cd197fb6a4a920b065dcdec08%2Fhm_3528549774485167627.png?generation=1683848319676525&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F16ddf1ddcb9d419de6d0e091ca219261%2Frec_8656707129988451421.png?generation=1683848352746919&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F957f0f7ecaa1f7b8fb344011ad9bc3dc%2Fhm_8656707129988451421.png?generation=1683848373031425&amp;alt=media\" alt=\"\"></p>\n<p>The <strong>output file</strong> can be found <a href=\"https://www.kaggle.com/datasets/sergiosaharovskiy/train-file-sizes-google-identify-contrails\" target=\"_blank\">here</a> along with the bash script and the python preprocessing code.</p>\n<p>Also I tried to explore these newly obtained meta records with the <strong>train_metadata.json</strong>:</p>\n<p><a href=\"https://www.kaggle.com/code/sergiosaharovskiy/google-contrails-2023-eda-and-submission\" target=\"_blank\">Check this out</a></p>",
  "messages": [
    {
      "id": 2255694,
      "postDate": "2023-05-11T23:39:54.570Z",
      "content": "<p>Dear all,</p>\n<p>I ran a simple bash script to analyze the train dataset folder. The script walked through the files in the dataset and collected file sizes. After collecting this metadata, I found an interesting pattern in the data (mb not) that I wanted to share with you all.</p>\n<p>In total, I identified <strong>57</strong> records of <code>human_individual_masks.npy</code> files that had the exact same size as <code>band_{}.npy</code> files. Most of those masks are blank:</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2Fe736d4a036fe8ac76485380c7bd71f3e%2Frec_3528549774485167627.png?generation=1683848300543927&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F330e944cd197fb6a4a920b065dcdec08%2Fhm_3528549774485167627.png?generation=1683848319676525&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F16ddf1ddcb9d419de6d0e091ca219261%2Frec_8656707129988451421.png?generation=1683848352746919&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F957f0f7ecaa1f7b8fb344011ad9bc3dc%2Fhm_8656707129988451421.png?generation=1683848373031425&amp;alt=media\" alt=\"\"></p>\n<p>The <strong>output file</strong> can be found <a href=\"https://www.kaggle.com/datasets/sergiosaharovskiy/train-file-sizes-google-identify-contrails\" target=\"_blank\">here</a> along with the bash script and the python preprocessing code.</p>\n<p>Also I tried to explore these newly obtained meta records with the <strong>train_metadata.json</strong>:</p>\n<p><a href=\"https://www.kaggle.com/code/sergiosaharovskiy/google-contrails-2023-eda-and-submission\" target=\"_blank\">Check this out</a></p>",
      "rawMarkdown": "Dear all,\n\nI ran a simple bash script to analyze the train dataset folder. The script walked through the files in the dataset and collected file sizes. After collecting this metadata, I found an interesting pattern in the data (mb not) that I wanted to share with you all.\n\nIn total, I identified **57** records of `human_individual_masks.npy` files that had the exact same size as `band_{}.npy` files. Most of those masks are blank:\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2Fe736d4a036fe8ac76485380c7bd71f3e%2Frec_3528549774485167627.png?generation=1683848300543927&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F330e944cd197fb6a4a920b065dcdec08%2Fhm_3528549774485167627.png?generation=1683848319676525&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F16ddf1ddcb9d419de6d0e091ca219261%2Frec_8656707129988451421.png?generation=1683848352746919&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F957f0f7ecaa1f7b8fb344011ad9bc3dc%2Fhm_8656707129988451421.png?generation=1683848373031425&alt=media)\n\nThe **output file** can be found [here](https://www.kaggle.com/datasets/sergiosaharovskiy/train-file-sizes-google-identify-contrails) along with the bash script and the python preprocessing code.\n\nAlso I tried to explore these newly obtained meta records with the **train_metadata.json**:\n\n[Check this out](https://www.kaggle.com/code/sergiosaharovskiy/google-contrails-2023-eda-and-submission)",
      "votes": 12
    },
    {
      "id": 2257063,
      "postDate": "2023-05-13T01:27:01.623Z",
      "content": "<p>Cool stuff!</p>",
      "rawMarkdown": "Cool stuff!",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 2257063,
      "author_name": "Aryan Garg",
      "author_url": "",
      "post_date": "2023-05-13T01:27:01.623000",
      "content": "<p>Cool stuff!</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2255694": "Dear all,\n\nI ran a simple bash script to analyze the train dataset folder. The script walked through the files in the dataset and collected file sizes. After collecting this metadata, I found an interesting pattern in the data (mb not) that I wanted to share with you all.\n\nIn total, I identified **57** records of `human_individual_masks.npy` files that had the exact same size as `band_{}.npy` files. Most of those masks are blank:\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2Fe736d4a036fe8ac76485380c7bd71f3e%2Frec_3528549774485167627.png?generation=1683848300543927&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F330e944cd197fb6a4a920b065dcdec08%2Fhm_3528549774485167627.png?generation=1683848319676525&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F16ddf1ddcb9d419de6d0e091ca219261%2Frec_8656707129988451421.png?generation=1683848352746919&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6259210%2F957f0f7ecaa1f7b8fb344011ad9bc3dc%2Fhm_8656707129988451421.png?generation=1683848373031425&alt=media)\n\nThe **output file** can be found [here](https://www.kaggle.com/datasets/sergiosaharovskiy/train-file-sizes-google-identify-contrails) along with the bash script and the python preprocessing code.\n\nAlso I tried to explore these newly obtained meta records with the **train_metadata.json**:\n\n[Check this out](https://www.kaggle.com/code/sergiosaharovskiy/google-contrails-2023-eda-and-submission)",
    "2257063": "Cool stuff!"
  }
}