{
  "id": 77952,
  "title": " Why purchase_amount has many values ​​less than 0",
  "url": "/competitions/elo-merchant-category-recommendation/discussion/77952",
  "author_name": "",
  "post_date": "2019-01-18T02:14:31.863666500Z",
  "votes": 3,
  "comment_count": 5,
  "views": 0,
  "content": "<p>Why does purchase_amount have many values ​​less than 0, and purchase_amount is less than 0 and greater than 0 represents two different transaction states? What is the difference between greater than 0 and less than 0, is the problem of creating fake data? Who can answer me, thank you</p>",
  "messages": [
    {
      "id": "457738",
      "postDate": "01/18/2019 02:14:31",
      "content": "<p>Why does purchase_amount have many values ​​less than 0, and purchase_amount is less than 0 and greater than 0 represents two different transaction states? What is the difference between greater than 0 and less than 0, is the problem of creating fake data? Who can answer me, thank you</p>",
      "rawMarkdown": "Why does purchase_amount have many values ​​less than 0, and purchase_amount is less than 0 and greater than 0 represents two different transaction states? What is the difference between greater than 0 and less than 0, is the problem of creating fake data? Who can answer me, thank you",
      "votes": null
    },
    {
      "id": "457743",
      "postDate": "01/18/2019 02:28:36",
      "content": "<p>Probably because the purchase amount is actually a standard normalized purchase amount.. the zeros and negatives here have another interpretation, they all become positive numbers when \"unnormalized\"</p>",
      "rawMarkdown": "Probably because the purchase amount is actually a standard normalized purchase amount.. the zeros and negatives here have another interpretation, they all become positive numbers when \"unnormalized\"",
      "votes": null
    },
    {
      "id": "457758",
      "postDate": "01/18/2019 03:46:27",
      "content": "<p>As you said, is the meaning of the purchase_amount feature meaningless? I still don't understand.</p>",
      "rawMarkdown": "As you said, is the meaning of the purchase_amount feature meaningless? I still don't understand.",
      "votes": null
    },
    {
      "id": "458209",
      "postDate": "01/19/2019 04:53:22",
      "content": "<p>If the ’purchase_amount’ is negative or positive, the distribution of 'installments' will be somewhat different.\nI do not know if it is useful, but I am thinking of trying these feature engineering.</p>",
      "rawMarkdown": "If the ’purchase_amount’ is negative or positive, the distribution of 'installments' will be somewhat different.\nI do not know if it is useful, but I am thinking of trying these feature engineering.",
      "votes": null
    },
    {
      "id": "458291",
      "postDate": "01/19/2019 09:07:29",
      "content": "<p>I am confused with this problem too.</p>",
      "rawMarkdown": "I am confused with this problem too.",
      "votes": null
    },
    {
      "id": "459030",
      "postDate": "01/21/2019 03:44:55",
      "content": "<p>I think that positive and negative values ​​have specific business meanings. You can also find that by creating features.</p>",
      "rawMarkdown": "I think that positive and negative values ​​have specific business meanings. You can also find that by creating features.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 457743,
      "author_name": "camaradaancap",
      "author_url": "",
      "post_date": "01/18/2019 02:28:36",
      "content": "<p>Probably because the purchase amount is actually a standard normalized purchase amount.. the zeros and negatives here have another interpretation, they all become positive numbers when \"unnormalized\"</p>",
      "votes": null,
      "replies": [
        {
          "id": 457758,
          "author_name": "banfenqian",
          "author_url": "",
          "post_date": "01/18/2019 03:46:27",
          "content": "<p>As you said, is the meaning of the purchase_amount feature meaningless? I still don't understand.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 458209,
          "author_name": "hatunina",
          "author_url": "",
          "post_date": "01/19/2019 04:53:22",
          "content": "<p>If the ’purchase_amount’ is negative or positive, the distribution of 'installments' will be somewhat different.\nI do not know if it is useful, but I am thinking of trying these feature engineering.</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 458291,
      "author_name": "longyin2",
      "author_url": "",
      "post_date": "01/19/2019 09:07:29",
      "content": "<p>I am confused with this problem too.</p>",
      "votes": null,
      "replies": [
        {
          "id": 459030,
          "author_name": "banfenqian",
          "author_url": "",
          "post_date": "01/21/2019 03:44:55",
          "content": "<p>I think that positive and negative values ​​have specific business meanings. You can also find that by creating features.</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "457738": "Why does purchase_amount have many values ​​less than 0, and purchase_amount is less than 0 and greater than 0 represents two different transaction states? What is the difference between greater than 0 and less than 0, is the problem of creating fake data? Who can answer me, thank you",
    "457743": "Probably because the purchase amount is actually a standard normalized purchase amount.. the zeros and negatives here have another interpretation, they all become positive numbers when \"unnormalized\"",
    "457758": "As you said, is the meaning of the purchase_amount feature meaningless? I still don't understand.",
    "458209": "If the ’purchase_amount’ is negative or positive, the distribution of 'installments' will be somewhat different.\nI do not know if it is useful, but I am thinking of trying these feature engineering.",
    "458291": "I am confused with this problem too.",
    "459030": "I think that positive and negative values ​​have specific business meanings. You can also find that by creating features."
  },
  "source": "meta"
}