{
  "id": 453818,
  "title": "Feature Augmentation 2 - Adding \"fragments of SMILES\" as a feature",
  "url": "/competitions/open-problems-single-cell-perturbations/discussion/453818",
  "author_name": "Mehran Kazeminia",
  "post_date": "2023-11-07T21:21:18.344000",
  "votes": 12,
  "comment_count": 0,
  "views": 0,
  "content": "<p>We speculated that \"fragments of SMILES\" may represent a special feature to counteract the addition of drugs. So we did the same thing and added \"fragments of SMILES\" as a feature to the calculations. Because the results have improved, it has been included in our notebook from version eighth onwards. Please note that accuracy in splitting \"SMILES\" can probably improve the results. Also, because it seemed a little complicated, we tried to explain the matter a little more for the first line.</p>\n<p><a href=\"https://www.kaggle.com/code/mehrankazeminia/3-op2-feature-augmentat-fragments-of-smiles\" target=\"_blank\">[3] OP2 - Feature Augmentat &amp; Fragments of SMILES</a><br>\nAdding \"fragments of SMILES\" as a feature, has been done since version 8.</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Ffb62be501a51428a741c7cb14a83eda3%2Fsm101.png?generation=1699391450612792&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2F8e30d7f5f51c2c15c09d054b6230f02b%2Fsm102.png?generation=1699391560125701&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fe60e746eecf445d0617e1f183bb146e9%2Fsm103.png?generation=1699391761355563&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fdfda8a44cc2459023c87965b74733167%2Fsm104.png?generation=1699391777266882&amp;alt=media\" alt=\"\"></p>",
  "messages": [
    {
      "id": 2516669,
      "postDate": "2023-11-07T21:21:18.343Z",
      "content": "<p>We speculated that \"fragments of SMILES\" may represent a special feature to counteract the addition of drugs. So we did the same thing and added \"fragments of SMILES\" as a feature to the calculations. Because the results have improved, it has been included in our notebook from version eighth onwards. Please note that accuracy in splitting \"SMILES\" can probably improve the results. Also, because it seemed a little complicated, we tried to explain the matter a little more for the first line.</p>\n<p><a href=\"https://www.kaggle.com/code/mehrankazeminia/3-op2-feature-augmentat-fragments-of-smiles\" target=\"_blank\">[3] OP2 - Feature Augmentat &amp; Fragments of SMILES</a><br>\nAdding \"fragments of SMILES\" as a feature, has been done since version 8.</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Ffb62be501a51428a741c7cb14a83eda3%2Fsm101.png?generation=1699391450612792&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2F8e30d7f5f51c2c15c09d054b6230f02b%2Fsm102.png?generation=1699391560125701&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fe60e746eecf445d0617e1f183bb146e9%2Fsm103.png?generation=1699391761355563&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fdfda8a44cc2459023c87965b74733167%2Fsm104.png?generation=1699391777266882&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "We speculated that \"fragments of SMILES\" may represent a special feature to counteract the addition of drugs. So we did the same thing and added \"fragments of SMILES\" as a feature to the calculations. Because the results have improved, it has been included in our notebook from version eighth onwards. Please note that accuracy in splitting \"SMILES\" can probably improve the results. Also, because it seemed a little complicated, we tried to explain the matter a little more for the first line.\n\n[[3] OP2 - Feature Augmentat & Fragments of SMILES](https://www.kaggle.com/code/mehrankazeminia/3-op2-feature-augmentat-fragments-of-smiles)\nAdding \"fragments of SMILES\" as a feature, has been done since version 8.\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Ffb62be501a51428a741c7cb14a83eda3%2Fsm101.png?generation=1699391450612792&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2F8e30d7f5f51c2c15c09d054b6230f02b%2Fsm102.png?generation=1699391560125701&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fe60e746eecf445d0617e1f183bb146e9%2Fsm103.png?generation=1699391761355563&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fdfda8a44cc2459023c87965b74733167%2Fsm104.png?generation=1699391777266882&alt=media)\n",
      "votes": 12
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2516669": "We speculated that \"fragments of SMILES\" may represent a special feature to counteract the addition of drugs. So we did the same thing and added \"fragments of SMILES\" as a feature to the calculations. Because the results have improved, it has been included in our notebook from version eighth onwards. Please note that accuracy in splitting \"SMILES\" can probably improve the results. Also, because it seemed a little complicated, we tried to explain the matter a little more for the first line.\n\n[[3] OP2 - Feature Augmentat & Fragments of SMILES](https://www.kaggle.com/code/mehrankazeminia/3-op2-feature-augmentat-fragments-of-smiles)\nAdding \"fragments of SMILES\" as a feature, has been done since version 8.\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Ffb62be501a51428a741c7cb14a83eda3%2Fsm101.png?generation=1699391450612792&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2F8e30d7f5f51c2c15c09d054b6230f02b%2Fsm102.png?generation=1699391560125701&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fe60e746eecf445d0617e1f183bb146e9%2Fsm103.png?generation=1699391761355563&alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F4288268%2Fdfda8a44cc2459023c87965b74733167%2Fsm104.png?generation=1699391777266882&alt=media)\n"
  }
}