{
  "id": 56418,
  "title": "Correct me if I'm wrong...",
  "url": "/competitions/avito-demand-prediction/discussion/56418",
  "author_name": "",
  "post_date": "2018-05-09T14:22:54.282832900Z",
  "votes": 30,
  "comment_count": 6,
  "views": 0,
  "content": "<p>I'm wondering how features are presented to Avito's user. So I checked some ads in Avito's website.\n<a href=\"https://www.avito.ru/kazan/zapchasti_i_aksessuary/usilitel_dlya_radiostantsiy_sibi_diapazona_200_vt_742345681\">This</a> is one example, I made some marks about the features on the website.\n<img src=\"http://tuchang-1253208593.costj.myqcloud.com/1525875377382.jpg\" alt=\"example\"></p>\n\n<p>Considering the website layout, the image has huge impact on final deal_prob. Maybe I should speed more time on image feature.</p>",
  "messages": [
    {
      "id": "326296",
      "postDate": "05/09/2018 14:22:54",
      "content": "<p>I'm wondering how features are presented to Avito's user. So I checked some ads in Avito's website.\n<a href=\"https://www.avito.ru/kazan/zapchasti_i_aksessuary/usilitel_dlya_radiostantsiy_sibi_diapazona_200_vt_742345681\">This</a> is one example, I made some marks about the features on the website.\n<img src=\"http://tuchang-1253208593.costj.myqcloud.com/1525875377382.jpg\" alt=\"example\"></p>\n\n<p>Considering the website layout, the image has huge impact on final deal_prob. Maybe I should speed more time on image feature.</p>",
      "rawMarkdown": "I'm wondering how features are presented to Avito's user. So I checked some ads in Avito's website.\n[This](https://www.avito.ru/kazan/zapchasti_i_aksessuary/usilitel_dlya_radiostantsiy_sibi_diapazona_200_vt_742345681) is one example, I made some marks about the features on the website.\n![example][1]\n\n\n  [1]: http://tuchang-1253208593.costj.myqcloud.com/1525875377382.jpg\n\n\nConsidering the website layout, the image has huge impact on final deal_prob. Maybe I should speed more time on image feature.",
      "votes": null
    },
    {
      "id": "326303",
      "postDate": "05/09/2018 14:34:11",
      "content": "<p>Agree.</p>\n\n<p>So I feel important feature is how is now the photo is related to the title/description. </p>\n\n<p>This kernel provided similar insight. </p>\n\n<p><a href=\"https://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906\">https://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906</a></p>",
      "rawMarkdown": "Agree.\n\nSo I feel important feature is how is now the photo is related to the title/description. \n\nThis kernel provided similar insight. \n\nhttps://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906",
      "votes": null
    },
    {
      "id": "326446",
      "postDate": "05/09/2018 18:19:48",
      "content": "<p>Totally Agree. Here is my latest kernel on the similar insights. </p>\n\n<p><a href=\"https://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality\">https://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality</a></p>",
      "rawMarkdown": "Totally Agree. Here is my latest kernel on the similar insights. \n\nhttps://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality",
      "votes": null
    },
    {
      "id": "326565",
      "postDate": "05/09/2018 23:30:57",
      "content": "<p>I think we need more information for image top 1. and some images are missing in train and test. </p>",
      "rawMarkdown": "I think we need more information for image top 1. and some images are missing in train and test.",
      "votes": null
    },
    {
      "id": "326582",
      "postDate": "05/10/2018 01:25:26",
      "content": "<p>Thanks Liu. Very helpful for us.</p>",
      "rawMarkdown": "Thanks Liu. Very helpful for us.",
      "votes": null
    },
    {
      "id": "327618",
      "postDate": "05/12/2018 02:16:33",
      "content": "<p>That seems to be the case... Picture, title and price are the reason for the number of views. I wonder if the details in the ad help to seal the deal...logically, it should be the final step.</p>",
      "rawMarkdown": "That seems to be the case... Picture, title and price are the reason for the number of views. I wonder if the details in the ad help to seal the deal...logically, it should be the final step.",
      "votes": null
    },
    {
      "id": "341776",
      "postDate": "06/12/2018 08:39:37",
      "content": "<p>Yes,the images  is important,but the Information density of images is low, the compute will be expensive. </p>",
      "rawMarkdown": "Yes,the images  is important,but the Information density of images is low, the compute will be expensive.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 326303,
      "author_name": "kelvinksau",
      "author_url": "",
      "post_date": "05/09/2018 14:34:11",
      "content": "<p>Agree.</p>\n\n<p>So I feel important feature is how is now the photo is related to the title/description. </p>\n\n<p>This kernel provided similar insight. </p>\n\n<p><a href=\"https://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906\">https://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 326446,
      "author_name": "shivamb",
      "author_url": "",
      "post_date": "05/09/2018 18:19:48",
      "content": "<p>Totally Agree. Here is my latest kernel on the similar insights. </p>\n\n<p><a href=\"https://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality\">https://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 326565,
      "author_name": "konohayui",
      "author_url": "",
      "post_date": "05/09/2018 23:30:57",
      "content": "<p>I think we need more information for image top 1. and some images are missing in train and test. </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 326582,
      "author_name": "classtag",
      "author_url": "",
      "post_date": "05/10/2018 01:25:26",
      "content": "<p>Thanks Liu. Very helpful for us.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 327618,
      "author_name": "lucian18",
      "author_url": "",
      "post_date": "05/12/2018 02:16:33",
      "content": "<p>That seems to be the case... Picture, title and price are the reason for the number of views. I wonder if the details in the ad help to seal the deal...logically, it should be the final step.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 341776,
      "author_name": "gaoxiaoning",
      "author_url": "",
      "post_date": "06/12/2018 08:39:37",
      "content": "<p>Yes,the images  is important,but the Information density of images is low, the compute will be expensive. </p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "326296": "I'm wondering how features are presented to Avito's user. So I checked some ads in Avito's website.\n[This](https://www.avito.ru/kazan/zapchasti_i_aksessuary/usilitel_dlya_radiostantsiy_sibi_diapazona_200_vt_742345681) is one example, I made some marks about the features on the website.\n![example][1]\n\n\n  [1]: http://tuchang-1253208593.costj.myqcloud.com/1525875377382.jpg\n\n\nConsidering the website layout, the image has huge impact on final deal_prob. Maybe I should speed more time on image feature.",
    "326303": "Agree.\n\nSo I feel important feature is how is now the photo is related to the title/description. \n\nThis kernel provided similar insight. \n\nhttps://www.kaggle.com/wesamelshamy/ad-image-recognition-and-quality-scoring?scriptVersionId=3477906",
    "326446": "Totally Agree. Here is my latest kernel on the similar insights. \n\nhttps://www.kaggle.com/shivamb/avito-ideas-for-image-features-and-image-quality",
    "326565": "I think we need more information for image top 1. and some images are missing in train and test.",
    "326582": "Thanks Liu. Very helpful for us.",
    "327618": "That seems to be the case... Picture, title and price are the reason for the number of views. I wonder if the details in the ad help to seal the deal...logically, it should be the final step.",
    "341776": "Yes,the images  is important,but the Information density of images is low, the compute will be expensive."
  },
  "source": "meta"
}