{
  "id": 107760,
  "title": "Good Luck to all 👍",
  "url": "/competitions/aptos2019-blindness-detection/discussion/107760",
  "author_name": "cyberia",
  "post_date": "2019-09-06T14:01:21.016000",
  "votes": 9,
  "comment_count": 25,
  "views": 0,
  "content": "<p>So it is the last day. I hope y'all enjoyed working on this challenge, diagnosing retinal conditions for patients at risk before it could get worse truly can have a better impact on the society. Once this technology is mature enough and has cleared the approval roadblocks from governments it might be a milestone achieved in AI and could save so many lives.</p>\n\n<p>A short flashback:</p>\n\n<p>Top 3 most voted/commented notebooks are:\n- <a href=\"https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping\">https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping</a> by Neuron Engineer <a href=\"https://www.kaggle.com/ratthachat\">https://www.kaggle.com/ratthachat</a>\n- <a href=\"https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter\">https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter</a> by ilovescience <a href=\"https://www.kaggle.com/tanlikesmath\">https://www.kaggle.com/tanlikesmath</a>\n- <a href=\"https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta\">https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta</a> by Abhishek <a href=\"https://www.kaggle.com/abhishek\">https://www.kaggle.com/abhishek</a>\n- Neuron Engineer and Abhishek's kernels above are most commented as well the third most commented is <a href=\"https://www.kaggle.com/drhabib/starter-kernel-for-0-79\">https://www.kaggle.com/drhabib/starter-kernel-for-0-79</a> by DrHB <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a></p>\n\n<p>Top 3 most voted/commented discussion topics are:\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603</a> by <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905</a> by <a href=\"https://www.kaggle.com/yiheng\">https://www.kaggle.com/yiheng</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852</a> <a href=\"https://www.kaggle.com/troymann\">https://www.kaggle.com/troymann</a>\n- Most commented <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462</a> by Abhishek <a href=\"https://www.kaggle.com/abhishek\">https://www.kaggle.com/abhishek</a>\n- Same topic as 1st above by <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051</a> by <a href=\"https://www.kaggle.com/hirune924\">https://www.kaggle.com/hirune924</a></p>\n\n<p>I wish all the participants best of luck.</p>\n\n<p>Keep Learning.</p>\n\n<p>Note: This is a brief list. There are other really good kernels/topics feel free to mention.</p>",
  "messages": [
    {
      "id": 619719,
      "postDate": "2019-09-06T14:01:21.017Z",
      "content": "<p>So it is the last day. I hope y'all enjoyed working on this challenge, diagnosing retinal conditions for patients at risk before it could get worse truly can have a better impact on the society. Once this technology is mature enough and has cleared the approval roadblocks from governments it might be a milestone achieved in AI and could save so many lives.</p>\n\n<p>A short flashback:</p>\n\n<p>Top 3 most voted/commented notebooks are:\n- <a href=\"https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping\">https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping</a> by Neuron Engineer <a href=\"https://www.kaggle.com/ratthachat\">https://www.kaggle.com/ratthachat</a>\n- <a href=\"https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter\">https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter</a> by ilovescience <a href=\"https://www.kaggle.com/tanlikesmath\">https://www.kaggle.com/tanlikesmath</a>\n- <a href=\"https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta\">https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta</a> by Abhishek <a href=\"https://www.kaggle.com/abhishek\">https://www.kaggle.com/abhishek</a>\n- Neuron Engineer and Abhishek's kernels above are most commented as well the third most commented is <a href=\"https://www.kaggle.com/drhabib/starter-kernel-for-0-79\">https://www.kaggle.com/drhabib/starter-kernel-for-0-79</a> by DrHB <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a></p>\n\n<p>Top 3 most voted/commented discussion topics are:\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603</a> by <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905</a> by <a href=\"https://www.kaggle.com/yiheng\">https://www.kaggle.com/yiheng</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852</a> <a href=\"https://www.kaggle.com/troymann\">https://www.kaggle.com/troymann</a>\n- Most commented <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462</a> by Abhishek <a href=\"https://www.kaggle.com/abhishek\">https://www.kaggle.com/abhishek</a>\n- Same topic as 1st above by <a href=\"https://www.kaggle.com/drhabib\">https://www.kaggle.com/drhabib</a>\n- <a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051</a> by <a href=\"https://www.kaggle.com/hirune924\">https://www.kaggle.com/hirune924</a></p>\n\n<p>I wish all the participants best of luck.</p>\n\n<p>Keep Learning.</p>\n\n<p>Note: This is a brief list. There are other really good kernels/topics feel free to mention.</p>",
      "rawMarkdown": "So it is the last day. I hope y'all enjoyed working on this challenge, diagnosing retinal conditions for patients at risk before it could get worse truly can have a better impact on the society. Once this technology is mature enough and has cleared the approval roadblocks from governments it might be a milestone achieved in AI and could save so many lives.\n\nA short flashback:\n\nTop 3 most voted/commented notebooks are:\n- https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping by Neuron Engineer https://www.kaggle.com/ratthachat\n- https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter by ilovescience https://www.kaggle.com/tanlikesmath\n- https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta by Abhishek https://www.kaggle.com/abhishek\n- Neuron Engineer and Abhishek's kernels above are most commented as well the third most commented is https://www.kaggle.com/drhabib/starter-kernel-for-0-79 by DrHB https://www.kaggle.com/drhabib\n\n\nTop 3 most voted/commented discussion topics are:\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603 by https://www.kaggle.com/drhabib\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905 by https://www.kaggle.com/yiheng\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852 https://www.kaggle.com/troymann\n- Most commented https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462 by Abhishek https://www.kaggle.com/abhishek\n- Same topic as 1st above by https://www.kaggle.com/drhabib\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051 by https://www.kaggle.com/hirune924\n\nI wish all the participants best of luck.\n\nKeep Learning.\n\nNote: This is a brief list. There are other really good kernels/topics feel free to mention.",
      "votes": 7
    },
    {
      "id": 619739,
      "postDate": "2019-09-06T14:25:28.390Z",
      "content": "<p>Thank for creating this topic. </p>\n\n<p>This competition was super fun. I would like to thank all participants for creating wholesome, friendly, helpful, open and  respectful environment.  It doesn't matter what are Private standings tomorrow I feel like we all learned a lot =) </p>\n\n<p>Good luck to all! </p>",
      "rawMarkdown": "Thank for creating this topic. \n\nThis competition was super fun. I would like to thank all participants for creating wholesome, friendly, helpful, open and  respectful environment.  It doesn't matter what are Private standings tomorrow I feel like we all learned a lot =) \n\nGood luck to all! ",
      "votes": 6,
      "replies": [
        {
          "id": 619751,
          "postDate": "2019-09-06T14:41:16.157Z",
          "rawMarkdown": "",
          "votes": 2,
          "isDeleted": true
        },
        {
          "id": 619755,
          "postDate": "2019-09-06T14:44:59.983Z",
          "content": "<p>Thats awesome congrasts =)</p>\n\n<p>P.S  Also the real learning starts after competition ends  =) </p>",
          "rawMarkdown": "Thats awesome congrasts =)\n\nP.S  Also the real learning starts after competition ends  =) ",
          "votes": 1
        },
        {
          "id": 619763,
          "postDate": "2019-09-06T14:50:06.607Z",
          "rawMarkdown": "",
          "votes": 1,
          "isDeleted": true
        },
        {
          "id": 619767,
          "postDate": "2019-09-06T14:54:38.623Z",
          "content": "<p>After competition is over you can see scores of all your submissions, you will find out which one overfitted which one generalized better =) Also top teams start putting out there solution out, so you can go back and analyze there solutions and compares to yours = )  </p>",
          "rawMarkdown": "After competition is over you can see scores of all your submissions, you will find out which one overfitted which one generalized better =) Also top teams start putting out there solution out, so you can go back and analyze there solutions and compares to yours = )  ",
          "votes": 3
        },
        {
          "id": 619771,
          "postDate": "2019-09-06T14:58:14.897Z",
          "content": "<p>First time doing image stuff, so definitely learned a lot. In the end, it has been a bit exhausting though. </p>",
          "rawMarkdown": "First time doing image stuff, so definitely learned a lot. In the end, it has been a bit exhausting though. ",
          "votes": 4
        },
        {
          "id": 619776,
          "postDate": "2019-09-06T15:02:39.303Z",
          "content": "<blockquote>\n  <p>Thank for creating this topic.</p>\n</blockquote>\n\n<p>You're welcome.</p>\n\n<p><a href=\"/drhabib\">@drhabib</a> . Off topic but interesting reads (after all we all are science explorers). I noticed your display pic is it from the movie <code>Arrival</code>? If yes I found this sci-fi movie to be highly underrated I really love the science behind it. If you are interested in this kinda stuff \n- <a href=\"https://www.newscientist.com/article/mg21428675.400-time-flows-uphill-for-remote-papua-new-guinea-tribe/\">https://www.newscientist.com/article/mg21428675.400-time-flows-uphill-for-remote-papua-new-guinea-tribe/</a> \n- <a href=\"https://www.pnas.org/content/104/19/7780\">https://www.pnas.org/content/104/19/7780</a>\n- <a href=\"https://www.newscientist.com/article/2075667-happy-talk-how-your-language-shapes-your-brain-and-personality/\">https://www.newscientist.com/article/2075667-happy-talk-how-your-language-shapes-your-brain-and-personality/</a> The language you speak not only affects your brain's structure, it influences how you see the world and who you are. And as for bilingual brains...</p>\n\n<p>Linguistics has some super cool areas of research, language is such an integral part of being human.</p>\n\n<p><img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTDjcJxRVzK4wgVY15JcUtQVgkzs70vaBeiu5AJqqrRDejZP9gr\" alt=\"\"></p>",
          "rawMarkdown": "&gt; Thank for creating this topic.\n\nYou're welcome.\n\n@drhabib . Off topic but interesting reads (after all we all are science explorers). I noticed your display pic is it from the movie `Arrival`? If yes I found this sci-fi movie to be highly underrated I really love the science behind it. If you are interested in this kinda stuff \n- https://www.newscientist.com/article/mg21428675.400-time-flows-uphill-for-remote-papua-new-guinea-tribe/ \n- https://www.pnas.org/content/104/19/7780\n- https://www.newscientist.com/article/2075667-happy-talk-how-your-language-shapes-your-brain-and-personality/ The language you speak not only affects your brain's structure, it influences how you see the world and who you are. And as for bilingual brains...\n\nLinguistics has some super cool areas of research, language is such an integral part of being human.\n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTDjcJxRVzK4wgVY15JcUtQVgkzs70vaBeiu5AJqqrRDejZP9gr)",
          "votes": 1
        },
        {
          "id": 619779,
          "postDate": "2019-09-06T15:06:29.977Z",
          "content": "<p>Yes its arrival! And also its my favorite move as well!  = ) </p>",
          "rawMarkdown": "Yes its arrival! And also its my favorite move as well!  = ) "
        },
        {
          "id": 619780,
          "postDate": "2019-09-06T15:08:07.523Z",
          "rawMarkdown": "",
          "votes": 2,
          "isDeleted": true
        },
        {
          "id": 619791,
          "postDate": "2019-09-06T15:17:12.117Z",
          "content": "<p>LOL your weekend started early</p>",
          "rawMarkdown": "LOL your weekend started early",
          "votes": 1
        },
        {
          "id": 619834,
          "postDate": "2019-09-06T16:28:29.827Z",
          "content": "<p>Hey guys, thanks for the movie suggestion, I'll watch Arrival after the competition. :p </p>",
          "rawMarkdown": "Hey guys, thanks for the movie suggestion, I'll watch Arrival after the competition. :p ",
          "votes": 3
        },
        {
          "id": 619843,
          "postDate": "2019-09-06T16:46:52.603Z",
          "content": "<p><a href=\"/drhabib\">@drhabib</a> Thanks for your great kernel, it was really helpful during this competition.  BTW I like Arrival, watched it twice, nice movie :) </p>",
          "rawMarkdown": "@drhabib Thanks for your great kernel, it was really helpful during this competition.  BTW I like Arrival, watched it twice, nice movie :) ",
          "votes": 1
        },
        {
          "id": 620063,
          "postDate": "2019-09-07T00:38:27.423Z",
          "content": "<p>Yes, I feel the same way. Thank you for all the great sharings.</p>",
          "rawMarkdown": "Yes, I feel the same way. Thank you for all the great sharings.",
          "votes": 1
        }
      ]
    },
    {
      "id": 620199,
      "postDate": "2019-09-07T06:20:57.527Z",
      "content": "<p>Happy Kaggling!</p>",
      "rawMarkdown": "Happy Kaggling!",
      "votes": 1
    },
    {
      "id": 620073,
      "postDate": "2019-09-07T01:21:17.933Z",
      "content": "<p>Good Luck Everyone! This competition was a great learning curve for me. I really hope that there are no last-minute extensions by the way.</p>",
      "rawMarkdown": "Good Luck Everyone! This competition was a great learning curve for me. I really hope that there are no last-minute extensions by the way.",
      "votes": 1
    },
    {
      "id": 619828,
      "postDate": "2019-09-06T16:19:02.077Z",
      "content": "<p>Thank you for your post. \nI came here because I was taking the online fast.ai course. I learned a bunch, but I have a lot more to learn. \nI loved this competition because it might do some good in the world and that was exciting to be a part of. </p>",
      "rawMarkdown": "Thank you for your post. \nI came here because I was taking the online fast.ai course. I learned a bunch, but I have a lot more to learn. \nI loved this competition because it might do some good in the world and that was exciting to be a part of. ",
      "votes": 1
    },
    {
      "id": 620135,
      "postDate": "2019-09-07T05:08:41.710Z",
      "content": "<p>Hey Guys, It was a great learning experience for me being my first competition. Fingers crossed, for the results.</p>",
      "rawMarkdown": "Hey Guys, It was a great learning experience for me being my first competition. Fingers crossed, for the results.",
      "votes": 2
    },
    {
      "id": 620051,
      "postDate": "2019-09-07T00:15:28.983Z",
      "content": "<p>Thanks for sharing. \nI had learned a lot from this competition. \nThanks to everyone for sharing their ideas in discussion and public kernel. </p>",
      "rawMarkdown": "Thanks for sharing. \nI had learned a lot from this competition. \nThanks to everyone for sharing their ideas in discussion and public kernel. ",
      "votes": 2
    },
    {
      "id": 620573,
      "postDate": "2019-09-07T17:31:15.843Z",
      "content": "<p>Good luck😄 </p>",
      "rawMarkdown": "Good luck😄 "
    },
    {
      "id": 620544,
      "postDate": "2019-09-07T16:36:48.537Z",
      "content": "<p>Thanks and all the best! Definitely a great learning curve.</p>",
      "rawMarkdown": "Thanks and all the best! Definitely a great learning curve."
    },
    {
      "id": 620337,
      "postDate": "2019-09-07T10:51:50.013Z",
      "content": "<p>Good luck :)</p>",
      "rawMarkdown": "Good luck :)"
    },
    {
      "id": 619874,
      "postDate": "2019-09-06T17:23:19.280Z",
      "rawMarkdown": "",
      "votes": 1,
      "isDeleted": true
    },
    {
      "id": 619913,
      "postDate": "2019-09-06T18:49:17.740Z",
      "content": "<p>Thanks.</p>",
      "rawMarkdown": "Thanks.",
      "votes": 1
    },
    {
      "id": 619757,
      "postDate": "2019-09-06T14:48:20.350Z",
      "content": "<p>Thanks and good luck!</p>",
      "rawMarkdown": "Thanks and good luck!",
      "votes": 1
    },
    {
      "id": 620318,
      "postDate": "2019-09-07T09:59:31.147Z",
      "content": "<p>Thanks and good luck to all :)</p>",
      "rawMarkdown": "Thanks and good luck to all :)"
    }
  ],
  "comments": [
    {
      "id": 619739,
      "author_name": "DrHB",
      "author_url": "",
      "post_date": "2019-09-06T14:25:28.390000",
      "content": "<p>Thank for creating this topic. </p>\n\n<p>This competition was super fun. I would like to thank all participants for creating wholesome, friendly, helpful, open and  respectful environment.  It doesn't matter what are Private standings tomorrow I feel like we all learned a lot =) </p>\n\n<p>Good luck to all! </p>",
      "votes": 6,
      "replies": [
        {
          "id": 619751,
          "author_name": "",
          "author_url": "",
          "post_date": "2019-09-06T14:41:16.157000",
          "content": "",
          "votes": 2,
          "replies": []
        },
        {
          "id": 619755,
          "author_name": "DrHB",
          "author_url": "",
          "post_date": "2019-09-06T14:44:59.983000",
          "content": "<p>Thats awesome congrasts =)</p>\n\n<p>P.S  Also the real learning starts after competition ends  =) </p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 619763,
          "author_name": "",
          "author_url": "",
          "post_date": "2019-09-06T14:50:06.607000",
          "content": "",
          "votes": 1,
          "replies": []
        },
        {
          "id": 619767,
          "author_name": "DrHB",
          "author_url": "",
          "post_date": "2019-09-06T14:54:38.623000",
          "content": "<p>After competition is over you can see scores of all your submissions, you will find out which one overfitted which one generalized better =) Also top teams start putting out there solution out, so you can go back and analyze there solutions and compares to yours = )  </p>",
          "votes": 3,
          "replies": []
        },
        {
          "id": 619771,
          "author_name": "Psi",
          "author_url": "",
          "post_date": "2019-09-06T14:58:14.897000",
          "content": "<p>First time doing image stuff, so definitely learned a lot. In the end, it has been a bit exhausting though. </p>",
          "votes": 4,
          "replies": []
        },
        {
          "id": 619776,
          "author_name": "cyberia",
          "author_url": "",
          "post_date": "2019-09-06T15:02:39.303000",
          "content": "<blockquote>\n  <p>Thank for creating this topic.</p>\n</blockquote>\n\n<p>You're welcome.</p>\n\n<p><a href=\"/drhabib\">@drhabib</a> . Off topic but interesting reads (after all we all are science explorers). I noticed your display pic is it from the movie <code>Arrival</code>? If yes I found this sci-fi movie to be highly underrated I really love the science behind it. If you are interested in this kinda stuff \n- <a href=\"https://www.newscientist.com/article/mg21428675.400-time-flows-uphill-for-remote-papua-new-guinea-tribe/\">https://www.newscientist.com/article/mg21428675.400-time-flows-uphill-for-remote-papua-new-guinea-tribe/</a> \n- <a href=\"https://www.pnas.org/content/104/19/7780\">https://www.pnas.org/content/104/19/7780</a>\n- <a href=\"https://www.newscientist.com/article/2075667-happy-talk-how-your-language-shapes-your-brain-and-personality/\">https://www.newscientist.com/article/2075667-happy-talk-how-your-language-shapes-your-brain-and-personality/</a> The language you speak not only affects your brain's structure, it influences how you see the world and who you are. And as for bilingual brains...</p>\n\n<p>Linguistics has some super cool areas of research, language is such an integral part of being human.</p>\n\n<p><img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTDjcJxRVzK4wgVY15JcUtQVgkzs70vaBeiu5AJqqrRDejZP9gr\" alt=\"\"></p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 619779,
          "author_name": "DrHB",
          "author_url": "",
          "post_date": "2019-09-06T15:06:29.977000",
          "content": "<p>Yes its arrival! And also its my favorite move as well!  = ) </p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 619780,
          "author_name": "",
          "author_url": "",
          "post_date": "2019-09-06T15:08:07.523000",
          "content": "",
          "votes": 2,
          "replies": []
        },
        {
          "id": 619791,
          "author_name": "cyberia",
          "author_url": "",
          "post_date": "2019-09-06T15:17:12.117000",
          "content": "<p>LOL your weekend started early</p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 619834,
          "author_name": "Rishabh Agrahari",
          "author_url": "",
          "post_date": "2019-09-06T16:28:29.827000",
          "content": "<p>Hey guys, thanks for the movie suggestion, I'll watch Arrival after the competition. :p </p>",
          "votes": 3,
          "replies": []
        },
        {
          "id": 619843,
          "author_name": "Anna Novikova",
          "author_url": "",
          "post_date": "2019-09-06T16:46:52.603000",
          "content": "<p><a href=\"/drhabib\">@drhabib</a> Thanks for your great kernel, it was really helpful during this competition.  BTW I like Arrival, watched it twice, nice movie :) </p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 620063,
          "author_name": "NxM",
          "author_url": "",
          "post_date": "2019-09-07T00:38:27.423000",
          "content": "<p>Yes, I feel the same way. Thank you for all the great sharings.</p>",
          "votes": 1,
          "replies": []
        }
      ]
    },
    {
      "id": 620199,
      "author_name": "Naruhiko Nakanishi",
      "author_url": "",
      "post_date": "2019-09-07T06:20:57.527000",
      "content": "<p>Happy Kaggling!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 620073,
      "author_name": "Abhinand",
      "author_url": "",
      "post_date": "2019-09-07T01:21:17.933000",
      "content": "<p>Good Luck Everyone! This competition was a great learning curve for me. I really hope that there are no last-minute extensions by the way.</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 619828,
      "author_name": "Chrisfs",
      "author_url": "",
      "post_date": "2019-09-06T16:19:02.077000",
      "content": "<p>Thank you for your post. \nI came here because I was taking the online fast.ai course. I learned a bunch, but I have a lot more to learn. \nI loved this competition because it might do some good in the world and that was exciting to be a part of. </p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 620135,
      "author_name": "Arnav Chavan",
      "author_url": "",
      "post_date": "2019-09-07T05:08:41.710000",
      "content": "<p>Hey Guys, It was a great learning experience for me being my first competition. Fingers crossed, for the results.</p>",
      "votes": 2,
      "replies": []
    },
    {
      "id": 620051,
      "author_name": "Chanhu",
      "author_url": "",
      "post_date": "2019-09-07T00:15:28.983000",
      "content": "<p>Thanks for sharing. \nI had learned a lot from this competition. \nThanks to everyone for sharing their ideas in discussion and public kernel. </p>",
      "votes": 2,
      "replies": []
    },
    {
      "id": 620573,
      "author_name": "jionie",
      "author_url": "",
      "post_date": "2019-09-07T17:31:15.843000",
      "content": "<p>Good luck😄 </p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 620544,
      "author_name": "Yi Quan Tan",
      "author_url": "",
      "post_date": "2019-09-07T16:36:48.537000",
      "content": "<p>Thanks and all the best! Definitely a great learning curve.</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 620337,
      "author_name": "Noah Weber",
      "author_url": "",
      "post_date": "2019-09-07T10:51:50.013000",
      "content": "<p>Good luck :)</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 619874,
      "author_name": "",
      "author_url": "",
      "post_date": "2019-09-06T17:23:19.280000",
      "content": "",
      "votes": 1,
      "replies": []
    },
    {
      "id": 619913,
      "author_name": "Rashidul H",
      "author_url": "",
      "post_date": "2019-09-06T18:49:17.740000",
      "content": "<p>Thanks.</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 619757,
      "author_name": "Anna Novikova",
      "author_url": "",
      "post_date": "2019-09-06T14:48:20.350000",
      "content": "<p>Thanks and good luck!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 620318,
      "author_name": "Filemon",
      "author_url": "",
      "post_date": "2019-09-07T09:59:31.147000",
      "content": "<p>Thanks and good luck to all :)</p>",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "619719": "So it is the last day. I hope y'all enjoyed working on this challenge, diagnosing retinal conditions for patients at risk before it could get worse truly can have a better impact on the society. Once this technology is mature enough and has cleared the approval roadblocks from governments it might be a milestone achieved in AI and could save so many lives.\n\nA short flashback:\n\nTop 3 most voted/commented notebooks are:\n- https://www.kaggle.com/ratthachat/aptos-updatedv14-preprocessing-ben-s-cropping by Neuron Engineer https://www.kaggle.com/ratthachat\n- https://www.kaggle.com/tanlikesmath/intro-aptos-diabetic-retinopathy-eda-starter by ilovescience https://www.kaggle.com/tanlikesmath\n- https://www.kaggle.com/abhishek/pytorch-inference-kernel-lazy-tta by Abhishek https://www.kaggle.com/abhishek\n- Neuron Engineer and Abhishek's kernels above are most commented as well the third most commented is https://www.kaggle.com/drhabib/starter-kernel-for-0-79 by DrHB https://www.kaggle.com/drhabib\n\n\nTop 3 most voted/commented discussion topics are:\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/99353#latest-608603 by https://www.kaggle.com/drhabib\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97612#latest-608905 by https://www.kaggle.com/yiheng\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/98161#latest-576852 https://www.kaggle.com/troymann\n- Most commented https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/97860#latest-607462 by Abhishek https://www.kaggle.com/abhishek\n- Same topic as 1st above by https://www.kaggle.com/drhabib\n- https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/106155#latest-618051 by https://www.kaggle.com/hirune924\n\nI wish all the participants best of luck.\n\nKeep Learning.\n\nNote: This is a brief list. There are other really good kernels/topics feel free to mention.",
    "619739": "Thank for creating this topic. \n\nThis competition was super fun. I would like to thank all participants for creating wholesome, friendly, helpful, open and  respectful environment.  It doesn't matter what are Private standings tomorrow I feel like we all learned a lot =) \n\nGood luck to all! ",
    "620199": "Happy Kaggling!",
    "620073": "Good Luck Everyone! This competition was a great learning curve for me. I really hope that there are no last-minute extensions by the way.",
    "619828": "Thank you for your post. \nI came here because I was taking the online fast.ai course. I learned a bunch, but I have a lot more to learn. \nI loved this competition because it might do some good in the world and that was exciting to be a part of. ",
    "620135": "Hey Guys, It was a great learning experience for me being my first competition. Fingers crossed, for the results.",
    "620051": "Thanks for sharing. \nI had learned a lot from this competition. \nThanks to everyone for sharing their ideas in discussion and public kernel. ",
    "620573": "Good luck😄 ",
    "620544": "Thanks and all the best! Definitely a great learning curve.",
    "620337": "Good luck :)",
    "619874": "",
    "619913": "Thanks.",
    "619757": "Thanks and good luck!",
    "620318": "Thanks and good luck to all :)"
  }
}