{
  "id": 75556,
  "title": "PLAsTiCC-2018 Summary. All write-up and kernels with techniques for stellar light curve classification",
  "url": "/competitions/PLAsTiCC-2018/discussion/75556",
  "author_name": "",
  "post_date": "2018-12-23T07:24:40.391851900Z",
  "votes": 22,
  "comment_count": 3,
  "views": 0,
  "content": "<p>The competition is over. Write-ups are written(?). A brief summary for future archaeologists.</p>\n\n<h2>Firstly put in together all write-up</h2>\n\n<ul>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033\">1 place</a> by <a href=\"https://www.kaggle.com/kyleboone\">Kyle Boone</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059\">2 place</a> by <a href=\"https://www.kaggle.com/zerrxy\">Mike</a> &amp; <a href=\"https://www.kaggle.com/psilogram\">Silogram</a></li>\n<li>3 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75116\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75131\">part 2</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75222\">part 3</a>, <a href=\"https://www.kaggle.com/yuval6967/3rd-place-cnn\">CNN solution kernel</a>, <a href=\"https://www.kaggle.com/nyanpn/salt-2-feature-part-of-3rd-place-solution\">Light Curve fit kernel</a>) by team <strong>Major Tom</strong> (<a href=\"https://www.kaggle.com/mamasinkgs\">mamasinkgs</a>, <a href=\"https://www.kaggle.com/nyanpn\">nyanpn</a>, <a href=\"https://www.kaggle.com/yuval6967\">yuval6967</a>). </li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75011\">4 place</a>  by <a href=\"https://www.kaggle.com/divrikwicky\">Ahmet Erdem</a></li>\n<li>5 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75050\">part 2</a>) by team <strong>SKZ Lost in Translation</strong> (<a href=\"https://www.kaggle.com/cpmpml\">CPMP</a>, <a href=\"https://www.kaggle.com/sevensteven\">sevensteven</a>, <a href=\"https://www.kaggle.com/khyeh0719\">khyeh0719</a>, <a href=\"https://www.kaggle.com/marcuslin\">marcuslin</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75061\">6 place</a> by  <a href=\"https://www.kaggle.com/stefanstefanov\">Stefan Stefanov</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75316\">9 place</a> by team <strong>Three Musketeers</strong> (<a href=\"https://www.kaggle.com/naka2ka\">ynktk</a>, <a href=\"https://www.kaggle.com/meaninglesslives\">Siddhartha</a>, <a href=\"https://www.kaggle.com/agarreta\">Albert Garreta</a>). Additionally like DenseNet NN <a href=\"https://www.kaggle.com/meaninglesslives/a-slightly-better-nn-arch-and-some-tricks\">kernel</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75174\">11 place</a> by <a href=\"https://www.kaggle.com/chenshaomeng\">Simon Chen</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75237\">12 place</a> by team <strong>Go Spartans!</strong> (<a href=\"https://www.kaggle.com/strideradu\">Strideradu</a>, <a href=\"https://www.kaggle.com/lucaskg\">lucaskg</a>, <a href=\"https://www.kaggle.com/xietian6578\">tianx</a>, <a href=\"https://www.kaggle.com/zuoweijian\">ZuoVJ</a>, <a href=\"https://www.kaggle.com/lfcpeng17\">Daniel Bi</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75134\">13 place</a> by team <strong>Day meets Night</strong> (<a href=\"https://www.kaggle.com/mithrillion\">Mithrillion</a>,  <a href=\"https://www.kaggle.com/sergeyzlobin\">Sergey Zlobin</a>, <a href=\"https://www.kaggle.com/blondinka\">Blonde</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75167\">19 place</a> by team <strong>Stardust Crusaders★ミ</strong> (<a href=\"https://www.kaggle.com/guchio3\">guchio3</a>,  <a href=\"https://www.kaggle.com/pacocat\">Jun Ernesto Okumura</a>, <a href=\"https://www.kaggle.com/onodera\">ONODERA</a>, <a href=\"https://www.kaggle.com/mtfall\">Takuya Akiyama</a>, <a href=\"https://www.kaggle.com/kenmatsu4\">kenmatsu4</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75262\">20 place</a> by <a href=\"https://www.kaggle.com/titericz\">Giba</a></li>\n<li>21 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75140\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75156\">part2</a>) by team <strong>Ground Control To</strong> (<a href=\"https://www.kaggle.com/brandenkmurray\">Branden Murray</a>, <a href=\"https://www.kaggle.com/takuok\">takuoko</a>, <a href=\"https://www.kaggle.com/fatihozturk\">fatihöztürk</a>, <a href=\"https://www.kaggle.com/andrew60909\">Shuo-Jen, Chang</a></li>\n<li><a href=\"https://www.kaggle.com/jimpsull/plasticc-path-and-lessons-learned\">65 place</a> by <a href=\"https://www.kaggle.com/jimpsull\">Jim Sullivan</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/74829#441330\">149 place</a> by <a href=\"https://www.kaggle.com/sdoria\">S D</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\">757 place</a> by <a href=\"https://www.kaggle.com/jbuchner\">JohannesBuchner</a>\n<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\">https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712</a></li>\n</ul>\n\n<h2>Further, note some kernel with good data processing examples (by <a href=\"https://www.kaggle.com/mithrillion\">Mithrillion</a>)</h2>\n\n<ul>\n<li><a href=\"https://www.kaggle.com/mithrillion/all-classes-light-curve-characteristics-updated\">All Classes Light Curve Characteristics (updated)</a>  </li>\n<li><a href=\"https://www.kaggle.com/mithrillion/strategies-for-flux-time-series-preprocessing\">Strategies for Flux Time Series Preprocessing</a></li>\n</ul>",
  "messages": [
    {
      "id": "444105",
      "postDate": "12/23/2018 07:24:40",
      "content": "<p>The competition is over. Write-ups are written(?). A brief summary for future archaeologists.</p>\n\n<h2>Firstly put in together all write-up</h2>\n\n<ul>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033\">1 place</a> by <a href=\"https://www.kaggle.com/kyleboone\">Kyle Boone</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059\">2 place</a> by <a href=\"https://www.kaggle.com/zerrxy\">Mike</a> &amp; <a href=\"https://www.kaggle.com/psilogram\">Silogram</a></li>\n<li>3 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75116\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75131\">part 2</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75222\">part 3</a>, <a href=\"https://www.kaggle.com/yuval6967/3rd-place-cnn\">CNN solution kernel</a>, <a href=\"https://www.kaggle.com/nyanpn/salt-2-feature-part-of-3rd-place-solution\">Light Curve fit kernel</a>) by team <strong>Major Tom</strong> (<a href=\"https://www.kaggle.com/mamasinkgs\">mamasinkgs</a>, <a href=\"https://www.kaggle.com/nyanpn\">nyanpn</a>, <a href=\"https://www.kaggle.com/yuval6967\">yuval6967</a>). </li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75011\">4 place</a>  by <a href=\"https://www.kaggle.com/divrikwicky\">Ahmet Erdem</a></li>\n<li>5 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75050\">part 2</a>) by team <strong>SKZ Lost in Translation</strong> (<a href=\"https://www.kaggle.com/cpmpml\">CPMP</a>, <a href=\"https://www.kaggle.com/sevensteven\">sevensteven</a>, <a href=\"https://www.kaggle.com/khyeh0719\">khyeh0719</a>, <a href=\"https://www.kaggle.com/marcuslin\">marcuslin</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75061\">6 place</a> by  <a href=\"https://www.kaggle.com/stefanstefanov\">Stefan Stefanov</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75316\">9 place</a> by team <strong>Three Musketeers</strong> (<a href=\"https://www.kaggle.com/naka2ka\">ynktk</a>, <a href=\"https://www.kaggle.com/meaninglesslives\">Siddhartha</a>, <a href=\"https://www.kaggle.com/agarreta\">Albert Garreta</a>). Additionally like DenseNet NN <a href=\"https://www.kaggle.com/meaninglesslives/a-slightly-better-nn-arch-and-some-tricks\">kernel</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75174\">11 place</a> by <a href=\"https://www.kaggle.com/chenshaomeng\">Simon Chen</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75237\">12 place</a> by team <strong>Go Spartans!</strong> (<a href=\"https://www.kaggle.com/strideradu\">Strideradu</a>, <a href=\"https://www.kaggle.com/lucaskg\">lucaskg</a>, <a href=\"https://www.kaggle.com/xietian6578\">tianx</a>, <a href=\"https://www.kaggle.com/zuoweijian\">ZuoVJ</a>, <a href=\"https://www.kaggle.com/lfcpeng17\">Daniel Bi</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75134\">13 place</a> by team <strong>Day meets Night</strong> (<a href=\"https://www.kaggle.com/mithrillion\">Mithrillion</a>,  <a href=\"https://www.kaggle.com/sergeyzlobin\">Sergey Zlobin</a>, <a href=\"https://www.kaggle.com/blondinka\">Blonde</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75167\">19 place</a> by team <strong>Stardust Crusaders★ミ</strong> (<a href=\"https://www.kaggle.com/guchio3\">guchio3</a>,  <a href=\"https://www.kaggle.com/pacocat\">Jun Ernesto Okumura</a>, <a href=\"https://www.kaggle.com/onodera\">ONODERA</a>, <a href=\"https://www.kaggle.com/mtfall\">Takuya Akiyama</a>, <a href=\"https://www.kaggle.com/kenmatsu4\">kenmatsu4</a>)</li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75262\">20 place</a> by <a href=\"https://www.kaggle.com/titericz\">Giba</a></li>\n<li>21 place (<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75140\">part 1</a>, <a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75156\">part2</a>) by team <strong>Ground Control To</strong> (<a href=\"https://www.kaggle.com/brandenkmurray\">Branden Murray</a>, <a href=\"https://www.kaggle.com/takuok\">takuoko</a>, <a href=\"https://www.kaggle.com/fatihozturk\">fatihöztürk</a>, <a href=\"https://www.kaggle.com/andrew60909\">Shuo-Jen, Chang</a></li>\n<li><a href=\"https://www.kaggle.com/jimpsull/plasticc-path-and-lessons-learned\">65 place</a> by <a href=\"https://www.kaggle.com/jimpsull\">Jim Sullivan</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/74829#441330\">149 place</a> by <a href=\"https://www.kaggle.com/sdoria\">S D</a></li>\n<li><a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\">757 place</a> by <a href=\"https://www.kaggle.com/jbuchner\">JohannesBuchner</a>\n<a href=\"https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\">https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712</a></li>\n</ul>\n\n<h2>Further, note some kernel with good data processing examples (by <a href=\"https://www.kaggle.com/mithrillion\">Mithrillion</a>)</h2>\n\n<ul>\n<li><a href=\"https://www.kaggle.com/mithrillion/all-classes-light-curve-characteristics-updated\">All Classes Light Curve Characteristics (updated)</a>  </li>\n<li><a href=\"https://www.kaggle.com/mithrillion/strategies-for-flux-time-series-preprocessing\">Strategies for Flux Time Series Preprocessing</a></li>\n</ul>",
      "rawMarkdown": "The competition is over. Write-ups are written(?). A brief summary for future archaeologists.\n\n## Firstly put in together all write-up\n\n - [1 place][1] by [Kyle Boone][2]\n - [2 place][3] by [Mike][4] &amp; [Silogram][5]\n - 3 place ([part 1][6], [part 2][7], [part 3][8], [CNN solution kernel][9], [Light Curve fit kernel][10]) by team **Major Tom** ([mamasinkgs][11], [nyanpn][12], [yuval6967][13]). \n - [4 place][14]  by [Ahmet Erdem][15]\n - 5 place ([part 1][16], [part 2][17]) by team **SKZ Lost in Translation** ([CPMP][18], [sevensteven][19], [khyeh0719][20], [marcuslin][21])\n - [6 place][22] by  [Stefan Stefanov][23]\n - [9 place][24] by team **Three Musketeers** ([ynktk][25], [Siddhartha][26], [Albert Garreta][27]). Additionally like DenseNet NN [kernel][28].\n - [11 place][29] by [Simon Chen][30]\n - [12 place][31] by team **Go Spartans!** ([Strideradu][32], [lucaskg][33], [tianx][34], [ZuoVJ][35], [Daniel Bi][36])\n - [13 place][37] by team **Day meets Night** ([Mithrillion][38],  [Sergey Zlobin][39], [Blonde][40])\n - [19 place][41] by team **Stardust Crusaders★ミ** ([guchio3][42],  [Jun Ernesto Okumura][43], [ONODERA][44], [Takuya Akiyama][45], [kenmatsu4][46])\n - [20 place][47] by [Giba][48]\n - 21 place ([part 1][49], [part2][50]) by team **Ground Control To** ([Branden Murray][51], [takuoko][52], [fatihöztürk][53], [Shuo-Jen, Chang][54]\n - [65 place][55] by [Jim Sullivan][56]\n - [149 place][57] by [S D][58]\n - [757 place][59] by [JohannesBuchner][60]\nhttps://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\n\n## Further, note some kernel with good data processing examples (by [Mithrillion][61])\n\n - [All Classes Light Curve Characteristics (updated)][62]  \n - [Strategies for Flux Time Series Preprocessing][63]\n\n  [1]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033\n  [2]: https://www.kaggle.com/kyleboone\n  [3]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059\n  [4]: https://www.kaggle.com/zerrxy\n  [5]: https://www.kaggle.com/psilogram\n  [6]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75116\n  [7]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75131\n  [8]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75222\n  [9]: https://www.kaggle.com/yuval6967/3rd-place-cnn\n  [10]: https://www.kaggle.com/nyanpn/salt-2-feature-part-of-3rd-place-solution\n  [11]: https://www.kaggle.com/mamasinkgs\n  [12]: https://www.kaggle.com/nyanpn\n  [13]: https://www.kaggle.com/yuval6967\n  [14]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75011\n  [15]: https://www.kaggle.com/divrikwicky\n  [16]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040\n  [17]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75050\n  [18]: https://www.kaggle.com/cpmpml\n  [19]: https://www.kaggle.com/sevensteven\n  [20]: https://www.kaggle.com/khyeh0719\n  [21]: https://www.kaggle.com/marcuslin\n  [22]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75061\n  [23]: https://www.kaggle.com/stefanstefanov\n  [24]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75316\n  [25]: https://www.kaggle.com/naka2ka\n  [26]: https://www.kaggle.com/meaninglesslives\n  [27]: https://www.kaggle.com/agarreta\n  [28]: https://www.kaggle.com/meaninglesslives/a-slightly-better-nn-arch-and-some-tricks\n  [29]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75174\n  [30]: https://www.kaggle.com/chenshaomeng\n  [31]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75237\n  [32]: https://www.kaggle.com/strideradu\n  [33]: https://www.kaggle.com/lucaskg\n  [34]: https://www.kaggle.com/xietian6578\n  [35]: https://www.kaggle.com/zuoweijian\n  [36]: https://www.kaggle.com/lfcpeng17\n  [37]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75134\n  [38]: https://www.kaggle.com/mithrillion\n  [39]: https://www.kaggle.com/sergeyzlobin\n  [40]: https://www.kaggle.com/blondinka\n  [41]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75167\n  [42]: https://www.kaggle.com/guchio3\n  [43]: https://www.kaggle.com/pacocat\n  [44]: https://www.kaggle.com/onodera\n  [45]: https://www.kaggle.com/mtfall\n  [46]: https://www.kaggle.com/kenmatsu4\n  [47]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75262\n  [48]: https://www.kaggle.com/titericz\n  [49]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75140\n  [50]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75156\n  [51]: https://www.kaggle.com/brandenkmurray\n  [52]: https://www.kaggle.com/takuok\n  [53]: https://www.kaggle.com/fatihozturk\n  [54]: https://www.kaggle.com/andrew60909\n  [55]: https://www.kaggle.com/jimpsull/plasticc-path-and-lessons-learned\n  [56]: https://www.kaggle.com/jimpsull\n  [57]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/74829#441330\n  [58]: https://www.kaggle.com/sdoria\n  [59]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\n  [60]: https://www.kaggle.com/jbuchner\n  [61]: https://www.kaggle.com/mithrillion\n  [62]: https://www.kaggle.com/mithrillion/all-classes-light-curve-characteristics-updated\n  [63]: https://www.kaggle.com/mithrillion/strategies-for-flux-time-series-preprocessing",
      "votes": null
    },
    {
      "id": "444199",
      "postDate": "12/23/2018 14:03:56",
      "content": "<p>Thanks. This is really helpful.</p>",
      "rawMarkdown": "Thanks. This is really helpful.",
      "votes": null
    },
    {
      "id": "444241",
      "postDate": "12/23/2018 16:18:47",
      "content": "<p>We still lack NN model description from team 2 ;)</p>",
      "rawMarkdown": "We still lack NN model description from team 2 ;)",
      "votes": null
    },
    {
      "id": "447988",
      "postDate": "12/31/2018 01:53:46",
      "content": "<p>You can now add NN from Mike</p>",
      "rawMarkdown": "You can now add NN from Mike",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 444199,
      "author_name": "longyin2",
      "author_url": "",
      "post_date": "12/23/2018 14:03:56",
      "content": "<p>Thanks. This is really helpful.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 444241,
      "author_name": "cpmpml",
      "author_url": "",
      "post_date": "12/23/2018 16:18:47",
      "content": "<p>We still lack NN model description from team 2 ;)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 447988,
      "author_name": "blondinka",
      "author_url": "",
      "post_date": "12/31/2018 01:53:46",
      "content": "<p>You can now add NN from Mike</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "444105": "The competition is over. Write-ups are written(?). A brief summary for future archaeologists.\n\n## Firstly put in together all write-up\n\n - [1 place][1] by [Kyle Boone][2]\n - [2 place][3] by [Mike][4] &amp; [Silogram][5]\n - 3 place ([part 1][6], [part 2][7], [part 3][8], [CNN solution kernel][9], [Light Curve fit kernel][10]) by team **Major Tom** ([mamasinkgs][11], [nyanpn][12], [yuval6967][13]). \n - [4 place][14]  by [Ahmet Erdem][15]\n - 5 place ([part 1][16], [part 2][17]) by team **SKZ Lost in Translation** ([CPMP][18], [sevensteven][19], [khyeh0719][20], [marcuslin][21])\n - [6 place][22] by  [Stefan Stefanov][23]\n - [9 place][24] by team **Three Musketeers** ([ynktk][25], [Siddhartha][26], [Albert Garreta][27]). Additionally like DenseNet NN [kernel][28].\n - [11 place][29] by [Simon Chen][30]\n - [12 place][31] by team **Go Spartans!** ([Strideradu][32], [lucaskg][33], [tianx][34], [ZuoVJ][35], [Daniel Bi][36])\n - [13 place][37] by team **Day meets Night** ([Mithrillion][38],  [Sergey Zlobin][39], [Blonde][40])\n - [19 place][41] by team **Stardust Crusaders★ミ** ([guchio3][42],  [Jun Ernesto Okumura][43], [ONODERA][44], [Takuya Akiyama][45], [kenmatsu4][46])\n - [20 place][47] by [Giba][48]\n - 21 place ([part 1][49], [part2][50]) by team **Ground Control To** ([Branden Murray][51], [takuoko][52], [fatihöztürk][53], [Shuo-Jen, Chang][54]\n - [65 place][55] by [Jim Sullivan][56]\n - [149 place][57] by [S D][58]\n - [757 place][59] by [JohannesBuchner][60]\nhttps://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\n\n## Further, note some kernel with good data processing examples (by [Mithrillion][61])\n\n - [All Classes Light Curve Characteristics (updated)][62]  \n - [Strategies for Flux Time Series Preprocessing][63]\n\n  [1]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033\n  [2]: https://www.kaggle.com/kyleboone\n  [3]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059\n  [4]: https://www.kaggle.com/zerrxy\n  [5]: https://www.kaggle.com/psilogram\n  [6]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75116\n  [7]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75131\n  [8]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75222\n  [9]: https://www.kaggle.com/yuval6967/3rd-place-cnn\n  [10]: https://www.kaggle.com/nyanpn/salt-2-feature-part-of-3rd-place-solution\n  [11]: https://www.kaggle.com/mamasinkgs\n  [12]: https://www.kaggle.com/nyanpn\n  [13]: https://www.kaggle.com/yuval6967\n  [14]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75011\n  [15]: https://www.kaggle.com/divrikwicky\n  [16]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040\n  [17]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75050\n  [18]: https://www.kaggle.com/cpmpml\n  [19]: https://www.kaggle.com/sevensteven\n  [20]: https://www.kaggle.com/khyeh0719\n  [21]: https://www.kaggle.com/marcuslin\n  [22]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75061\n  [23]: https://www.kaggle.com/stefanstefanov\n  [24]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75316\n  [25]: https://www.kaggle.com/naka2ka\n  [26]: https://www.kaggle.com/meaninglesslives\n  [27]: https://www.kaggle.com/agarreta\n  [28]: https://www.kaggle.com/meaninglesslives/a-slightly-better-nn-arch-and-some-tricks\n  [29]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75174\n  [30]: https://www.kaggle.com/chenshaomeng\n  [31]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75237\n  [32]: https://www.kaggle.com/strideradu\n  [33]: https://www.kaggle.com/lucaskg\n  [34]: https://www.kaggle.com/xietian6578\n  [35]: https://www.kaggle.com/zuoweijian\n  [36]: https://www.kaggle.com/lfcpeng17\n  [37]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75134\n  [38]: https://www.kaggle.com/mithrillion\n  [39]: https://www.kaggle.com/sergeyzlobin\n  [40]: https://www.kaggle.com/blondinka\n  [41]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75167\n  [42]: https://www.kaggle.com/guchio3\n  [43]: https://www.kaggle.com/pacocat\n  [44]: https://www.kaggle.com/onodera\n  [45]: https://www.kaggle.com/mtfall\n  [46]: https://www.kaggle.com/kenmatsu4\n  [47]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75262\n  [48]: https://www.kaggle.com/titericz\n  [49]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75140\n  [50]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75156\n  [51]: https://www.kaggle.com/brandenkmurray\n  [52]: https://www.kaggle.com/takuok\n  [53]: https://www.kaggle.com/fatihozturk\n  [54]: https://www.kaggle.com/andrew60909\n  [55]: https://www.kaggle.com/jimpsull/plasticc-path-and-lessons-learned\n  [56]: https://www.kaggle.com/jimpsull\n  [57]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/74829#441330\n  [58]: https://www.kaggle.com/sdoria\n  [59]: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/70712\n  [60]: https://www.kaggle.com/jbuchner\n  [61]: https://www.kaggle.com/mithrillion\n  [62]: https://www.kaggle.com/mithrillion/all-classes-light-curve-characteristics-updated\n  [63]: https://www.kaggle.com/mithrillion/strategies-for-flux-time-series-preprocessing",
    "444199": "Thanks. This is really helpful.",
    "444241": "We still lack NN model description from team 2 ;)",
    "447988": "You can now add NN from Mike"
  },
  "source": "meta"
}