{
  "id": 145740,
  "title": "Top private LB solutions",
  "url": "/competitions/deepfake-detection-challenge/discussion/145740",
  "author_name": "Yassine Alouini",
  "post_date": "2020-04-24T10:34:51.411000",
  "votes": 16,
  "comment_count": 15,
  "views": 0,
  "content": "<p>Since the private results are out, here is a list of the top solutions: </p>\n\n<ul>\n<li><strong>1st place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721</a></li>\n<li><strong>3d place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158</a></li>\n<li><strong>5th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364</a></li>\n<li><strong>12th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822</a></li>\n<li><strong>27th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965</a></li>\n<li><strong>37th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732</a></li>\n<li><strong>41st place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841</a></li>\n<li><strong>44th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720</a></li>\n<li><strong>47th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303</a></li>\n<li><strong>67th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626</a></li>\n<li><strong>79th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840</a></li>\n<li><strong>180th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864</a></li>\n</ul>\n\n<p><strong>Notebooks</strong>: </p>\n\n<ul>\n<li><strong>5th place</strong>: <a href=\"https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix\">https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix</a></li>\n<li><strong>79th place</strong>: <a href=\"https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\">https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip</a></li>\n<li><strong>96th place</strong>: <a href=\"https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble\">https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble</a></li>\n</ul>\n\n<p><strong>Github</strong>:</p>\n\n<ul>\n<li><strong>1st place</strong>: <a href=\"https://github.com/selimsef/dfdc_deepfake_challenge\">https://github.com/selimsef/dfdc_deepfake_challenge</a></li>\n<li><strong>5th place</strong>: <a href=\"https://github.com/jphdotam/DFDC\">https://github.com/jphdotam/DFDC</a></li>\n</ul>\n\n<p>I will keep this list updated. Please let me know if I am miss some in the comment. Enjoy! </p>",
  "messages": [
    {
      "id": 819069,
      "postDate": "2020-04-24T10:34:51.410Z",
      "content": "<p>Since the private results are out, here is a list of the top solutions: </p>\n\n<ul>\n<li><strong>1st place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721</a></li>\n<li><strong>3d place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158</a></li>\n<li><strong>5th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364</a></li>\n<li><strong>12th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822</a></li>\n<li><strong>27th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965</a></li>\n<li><strong>37th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732</a></li>\n<li><strong>41st place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841</a></li>\n<li><strong>44th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720</a></li>\n<li><strong>47th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303</a></li>\n<li><strong>67th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626</a></li>\n<li><strong>79th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840</a></li>\n<li><strong>180th place</strong>: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864</a></li>\n</ul>\n\n<p><strong>Notebooks</strong>: </p>\n\n<ul>\n<li><strong>5th place</strong>: <a href=\"https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix\">https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix</a></li>\n<li><strong>79th place</strong>: <a href=\"https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\">https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip</a></li>\n<li><strong>96th place</strong>: <a href=\"https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble\">https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble</a></li>\n</ul>\n\n<p><strong>Github</strong>:</p>\n\n<ul>\n<li><strong>1st place</strong>: <a href=\"https://github.com/selimsef/dfdc_deepfake_challenge\">https://github.com/selimsef/dfdc_deepfake_challenge</a></li>\n<li><strong>5th place</strong>: <a href=\"https://github.com/jphdotam/DFDC\">https://github.com/jphdotam/DFDC</a></li>\n</ul>\n\n<p>I will keep this list updated. Please let me know if I am miss some in the comment. Enjoy! </p>",
      "rawMarkdown": "Since the private results are out, here is a list of the top solutions: \n\n- **1st place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721\n- **3d place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158\n- **5th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\n- **12th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822\n- **27th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965\n- **37th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732\n- **41st place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841\n- **44th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720\n- **47th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\n- **67th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626\n- **79th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\n- **180th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864\n\n**Notebooks**: \n\n- **5th place**: https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix\n- **79th place**: https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\n- **96th place**: https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble\n\n**Github**:\n\n- **1st place**: https://github.com/selimsef/dfdc_deepfake_challenge\n- **5th place**: https://github.com/jphdotam/DFDC\n\nI will keep this list updated. Please let me know if I am miss some in the comment. Enjoy! \n",
      "votes": 16
    },
    {
      "id": 825244,
      "postDate": "2020-04-28T21:50:38.353Z",
      "content": "<p>Don't hold your breath... As the rules of this competition were stricter than usual and prizes were larger than usual, i would expect top solution not to publish before they pass the examination of the code. They wouldn't want someone to point violation of the rules that might go un noticed. </p>",
      "rawMarkdown": "Don't hold your breath... As the rules of this competition were stricter than usual and prizes were larger than usual, i would expect top solution not to publish before they pass the examination of the code. They wouldn't want someone to point violation of the rules that might go un noticed. ",
      "votes": 3
    },
    {
      "id": 883567,
      "postDate": "2020-06-12T18:30:11.173Z",
      "content": "<p>[UPDATE] Few place changes after the finalization: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925</a>. \nAgain, congratulations to all the participants.</p>",
      "rawMarkdown": "[UPDATE] Few place changes after the finalization: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925. \nAgain, congratulations to all the participants.",
      "votes": 1
    },
    {
      "id": 823295,
      "postDate": "2020-04-27T14:43:00.467Z",
      "content": "<p>Any news on the top solution?</p>",
      "rawMarkdown": "Any news on the top solution?",
      "votes": 1,
      "replies": [
        {
          "id": 823925,
          "postDate": "2020-04-28T03:05:56.080Z",
          "content": "<p>Still waiting as well. :D</p>",
          "rawMarkdown": "Still waiting as well. :D"
        },
        {
          "id": 883569,
          "postDate": "2020-06-12T18:30:32.177Z",
          "content": "<p>Now, it is listed!</p>",
          "rawMarkdown": "Now, it is listed!"
        }
      ]
    },
    {
      "id": 819417,
      "postDate": "2020-04-24T15:25:15.940Z",
      "content": "<p>Nice! Thank you for making this overview!</p>",
      "rawMarkdown": "Nice! Thank you for making this overview!",
      "votes": 1,
      "replies": [
        {
          "id": 819484,
          "postDate": "2020-04-24T16:13:22.030Z",
          "content": "<p>You are welcome. If you add your solution, I will make sure to list it as well. 💪 </p>",
          "rawMarkdown": "You are welcome. If you add your solution, I will make sure to list it as well. 💪 ",
          "votes": 1
        },
        {
          "id": 819605,
          "postDate": "2020-04-24T17:50:58.513Z",
          "content": "<p>Hi, also <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364</a> thanks!</p>",
          "rawMarkdown": "Hi, also https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364 thanks!",
          "votes": 2
        },
        {
          "id": 819608,
          "postDate": "2020-04-24T17:52:03.750Z",
          "content": "<p>👍 I wrote a piece on our solution and shared the Kaggle kernel.</p>\n\n<p>81st place solution write-up:\n<a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840</a></p>\n\n<p>81st place notebook:\n<a href=\"https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\">https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip</a></p>",
          "rawMarkdown": "👍 I wrote a piece on our solution and shared the Kaggle kernel.\n\n81st place solution write-up:\nhttps://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\n\n81st place notebook:\nhttps://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip"
        },
        {
          "id": 819613,
          "postDate": "2020-04-24T17:55:55.250Z",
          "content": "<p>Done! <a href=\"/jamesphoward\">@jamesphoward</a> where can I upvote a second time. ;)</p>",
          "rawMarkdown": "Done! @jamesphoward where can I upvote a second time. ;)",
          "votes": 1
        }
      ]
    },
    {
      "id": 825024,
      "postDate": "2020-04-28T18:23:11.463Z",
      "content": "<p>[Update] Few places have changed and have been updated (probably some solutions have been disqualified). </p>",
      "rawMarkdown": "[Update] Few places have changed and have been updated (probably some solutions have been disqualified). "
    },
    {
      "id": 824714,
      "postDate": "2020-04-28T14:51:11.507Z",
      "content": "<p><a href=\"/yassinealouini\">@yassinealouini</a> You can add (place 47th) <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303</a></p>",
      "rawMarkdown": "@yassinealouini You can add (place 47th) https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303",
      "replies": [
        {
          "id": 825020,
          "postDate": "2020-04-28T18:19:53.173Z",
          "content": "<p>Done!</p>",
          "rawMarkdown": "Done!"
        }
      ]
    },
    {
      "id": 819551,
      "postDate": "2020-04-24T17:00:25.513Z",
      "content": "<p>Thanks for sharing!! It is a really nice work. I am gonna do public solutions.</p>",
      "rawMarkdown": "Thanks for sharing!! It is a really nice work. I am gonna do public solutions.",
      "votes": 1,
      "isDeleted": true
    },
    {
      "id": 819072,
      "postDate": "2020-04-24T10:37:41.180Z",
      "content": "<p>Thanks man, great idea :)</p>",
      "rawMarkdown": "Thanks man, great idea :)",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 825244,
      "author_name": "Moshel",
      "author_url": "",
      "post_date": "2020-04-28T21:50:38.353000",
      "content": "<p>Don't hold your breath... As the rules of this competition were stricter than usual and prizes were larger than usual, i would expect top solution not to publish before they pass the examination of the code. They wouldn't want someone to point violation of the rules that might go un noticed. </p>",
      "votes": 3,
      "replies": []
    },
    {
      "id": 883567,
      "author_name": "Yassine Alouini",
      "author_url": "",
      "post_date": "2020-06-12T18:30:11.173000",
      "content": "<p>[UPDATE] Few place changes after the finalization: <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925</a>. \nAgain, congratulations to all the participants.</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 823295,
      "author_name": "Clément P.",
      "author_url": "",
      "post_date": "2020-04-27T14:43:00.467000",
      "content": "<p>Any news on the top solution?</p>",
      "votes": 1,
      "replies": [
        {
          "id": 823925,
          "author_name": "Yassine Alouini",
          "author_url": "",
          "post_date": "2020-04-28T03:05:56.080000",
          "content": "<p>Still waiting as well. :D</p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 883569,
          "author_name": "Yassine Alouini",
          "author_url": "",
          "post_date": "2020-06-12T18:30:32.177000",
          "content": "<p>Now, it is listed!</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 819417,
      "author_name": "Carlo",
      "author_url": "",
      "post_date": "2020-04-24T15:25:15.940000",
      "content": "<p>Nice! Thank you for making this overview!</p>",
      "votes": 1,
      "replies": [
        {
          "id": 819484,
          "author_name": "Yassine Alouini",
          "author_url": "",
          "post_date": "2020-04-24T16:13:22.030000",
          "content": "<p>You are welcome. If you add your solution, I will make sure to list it as well. 💪 </p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 819605,
          "author_name": "James Howard",
          "author_url": "",
          "post_date": "2020-04-24T17:50:58.513000",
          "content": "<p>Hi, also <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364</a> thanks!</p>",
          "votes": 2,
          "replies": []
        },
        {
          "id": 819608,
          "author_name": "Carlo",
          "author_url": "",
          "post_date": "2020-04-24T17:52:03.750000",
          "content": "<p>👍 I wrote a piece on our solution and shared the Kaggle kernel.</p>\n\n<p>81st place solution write-up:\n<a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840</a></p>\n\n<p>81st place notebook:\n<a href=\"https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\">https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip</a></p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 819613,
          "author_name": "Yassine Alouini",
          "author_url": "",
          "post_date": "2020-04-24T17:55:55.250000",
          "content": "<p>Done! <a href=\"/jamesphoward\">@jamesphoward</a> where can I upvote a second time. ;)</p>",
          "votes": 1,
          "replies": []
        }
      ]
    },
    {
      "id": 825024,
      "author_name": "Yassine Alouini",
      "author_url": "",
      "post_date": "2020-04-28T18:23:11.463000",
      "content": "<p>[Update] Few places have changed and have been updated (probably some solutions have been disqualified). </p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 824714,
      "author_name": "MPWARE",
      "author_url": "",
      "post_date": "2020-04-28T14:51:11.507000",
      "content": "<p><a href=\"/yassinealouini\">@yassinealouini</a> You can add (place 47th) <a href=\"https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\">https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303</a></p>",
      "votes": 0,
      "replies": [
        {
          "id": 825020,
          "author_name": "Yassine Alouini",
          "author_url": "",
          "post_date": "2020-04-28T18:19:53.173000",
          "content": "<p>Done!</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 819551,
      "author_name": "",
      "author_url": "",
      "post_date": "2020-04-24T17:00:25.513000",
      "content": "<p>Thanks for sharing!! It is a really nice work. I am gonna do public solutions.</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 819072,
      "author_name": "Alberto Maria Falletta",
      "author_url": "",
      "post_date": "2020-04-24T10:37:41.180000",
      "content": "<p>Thanks man, great idea :)</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "819069": "Since the private results are out, here is a list of the top solutions: \n\n- **1st place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145721\n- **3d place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/158158\n- **5th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140364\n- **12th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145822\n- **27th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145965\n- **37th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145732\n- **41st place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145841\n- **44th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145720\n- **47th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303\n- **67th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145626\n- **79th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/145840\n- **180th place**: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/146864\n\n**Notebooks**: \n\n- **5th place**: https://www.kaggle.com/vaillant/dfdc-3d-2d-inc-cutmix-with-3d-model-fix\n- **79th place**: https://www.kaggle.com/carlolepelaars/efficientnet2xb5-b6200-b6finetuned-b4-2xres-01clip\n- **96th place**: https://www.kaggle.com/debanga/96th-rank-inference-19-model-ensemble\n\n**Github**:\n\n- **1st place**: https://github.com/selimsef/dfdc_deepfake_challenge\n- **5th place**: https://github.com/jphdotam/DFDC\n\nI will keep this list updated. Please let me know if I am miss some in the comment. Enjoy! \n",
    "825244": "Don't hold your breath... As the rules of this competition were stricter than usual and prizes were larger than usual, i would expect top solution not to publish before they pass the examination of the code. They wouldn't want someone to point violation of the rules that might go un noticed. ",
    "883567": "[UPDATE] Few place changes after the finalization: https://www.kaggle.com/c/deepfake-detection-challenge/discussion/157925. \nAgain, congratulations to all the participants.",
    "823295": "Any news on the top solution?",
    "819417": "Nice! Thank you for making this overview!",
    "825024": "[Update] Few places have changed and have been updated (probably some solutions have been disqualified). ",
    "824714": "@yassinealouini You can add (place 47th) https://www.kaggle.com/c/deepfake-detection-challenge/discussion/140303",
    "819551": "Thanks for sharing!! It is a really nice work. I am gonna do public solutions.",
    "819072": "Thanks man, great idea :)"
  }
}