{
  "id": 16272,
  "title": "External Data (Repository)",
  "url": "/competitions/dato-native/discussion/16272",
  "author_name": "",
  "post_date": "2015-09-01T20:27:22.387Z",
  "votes": null,
  "comment_count": 12,
  "views": 2533,
  "content": "<p>As posted <a href=\"https://www.kaggle.com/c/dato-native/forums/t/16154/external-dictionaries/91264#post91264\">here</a>, it seems that a forum topic for each external data will just fill the forum and make it hard to navigate. Post here all your external data, in a single topic, we can gather all together.</p>\n\n<p>I do not have any current external data.</p>",
  "messages": [
    {
      "id": "91268",
      "postDate": "09/01/2015 20:27:22",
      "content": "<p>As posted <a href=\"https://www.kaggle.com/c/dato-native/forums/t/16154/external-dictionaries/91264#post91264\">here</a>, it seems that a forum topic for each external data will just fill the forum and make it hard to navigate. Post here all your external data, in a single topic, we can gather all together.</p>\n\n<p>I do not have any current external data.</p>",
      "rawMarkdown": "As posted [here][1], it seems that a forum topic for each external data will just fill the forum and make it hard to navigate. Post here all your external data, in a single topic, we can gather all together.\r\n\r\nI do not have any current external data.\r\n\r\n\r\n  [1]: https://www.kaggle.com/c/dato-native/forums/t/16154/external-dictionaries/91264#post91264",
      "votes": null
    },
    {
      "id": "91337",
      "postDate": "09/02/2015 13:49:19",
      "content": "<p>I'm using the english <a href=\"http://www.inside-r.org/packages/cran/tm/docs/stopwords\">stopwords</a> from the <a href=\"https://cran.r-project.org/web/packages/tm/index.html\">TM package</a> in R.</p>",
      "rawMarkdown": "I'm using the english [stopwords][1] from the [TM package][2] in R.\r\n\r\n\r\n  [1]: http://www.inside-r.org/packages/cran/tm/docs/stopwords\r\n  [2]: https://cran.r-project.org/web/packages/tm/index.html",
      "votes": null
    },
    {
      "id": "91594",
      "postDate": "09/04/2015 16:53:55",
      "content": "<p>I'm use the  <a href=\"http://www.nltk.org/nltk_data/\">nltk english stopwords</a></p>",
      "rawMarkdown": "I'm use the  [nltk english stopwords][1]\r\n\r\n\r\n  [1]: http://www.nltk.org/nltk_data/",
      "votes": null
    },
    {
      "id": "93767",
      "postDate": "10/01/2015 01:35:43",
      "content": "<p>We use the file-extension-related data from the following sites:</p>\n\n<p>Web Files: <a href=\"http://fileinfo.com/filetypes/web\">http://fileinfo.com/filetypes/web</a></p>\n\n<p>Common Files: <a href=\"http://fileinfo.com/filetypes/common\">http://fileinfo.com/filetypes/common</a></p>",
      "rawMarkdown": "We use the file-extension-related data from the following sites:\r\n\r\nWeb Files: http://fileinfo.com/filetypes/web\r\n\r\nCommon Files: http://fileinfo.com/filetypes/common",
      "votes": null
    },
    {
      "id": "93850",
      "postDate": "10/02/2015 03:53:22",
      "content": "<p>Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?</p>\n\n<p>[quote=Zach;91337]</p>\n\n<p>I'm using the english <a href=\"http://www.inside-r.org/packages/cran/tm/docs/stopwords\">stopwords</a> from the <a href=\"https://cran.r-project.org/web/packages/tm/index.html\">TM package</a> in R.</p>\n\n<p>[/quote]</p>",
      "rawMarkdown": "Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?\r\n\r\n[quote=Zach;91337]\r\n\r\nI'm using the english [stopwords][1] from the [TM package][2] in R.\r\n\r\n\r\n  [1]: http://www.inside-r.org/packages/cran/tm/docs/stopwords\r\n  [2]: https://cran.r-project.org/web/packages/tm/index.html\r\n\r\n[/quote]",
      "votes": null
    },
    {
      "id": "93896",
      "postDate": "10/02/2015 15:12:56",
      "content": "<p>[quote=ask788;93850]</p>\n\n<p>Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?</p>\n\n<p>[/quote]</p>\n\n<p>The TM package is way too slow and memory - hungry for this competition.  You could try the <a href=\"https://github.com/dselivanov/tmlite\">tmlite package</a> , but the dataset may still be too big.</p>\n\n<p>I'm manually pre-processing each file, one at a time, and then manually assembling the pre-processed files into a document-term matrix.</p>\n\n<p>It's slooooooooooow but doesn't run out of RAM.</p>",
      "rawMarkdown": "[quote=ask788;93850]\r\n\r\nHey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?\r\n\r\n[/quote]\r\n\r\nThe TM package is way too slow and memory - hungry for this competition.  You could try the [tmlite package][1] , but the dataset may still be too big.\r\n\r\nI'm manually pre-processing each file, one at a time, and then manually assembling the pre-processed files into a document-term matrix.\r\n\r\nIt's slooooooooooow but doesn't run out of RAM.\r\n\r\n\r\n  [1]: https://github.com/dselivanov/tmlite",
      "votes": null
    },
    {
      "id": "93897",
      "postDate": "10/02/2015 15:21:24",
      "content": "<p>I'm using this list of stopwords: <a href=\"http://www.ranks.nl/stopwords\">http://www.ranks.nl/stopwords</a> (&quot;Default English stopwords list&quot;)</p>",
      "rawMarkdown": "I'm using this list of stopwords: http://www.ranks.nl/stopwords (\"Default English stopwords list\")",
      "votes": null
    },
    {
      "id": "95299",
      "postDate": "10/06/2015 19:35:54",
      "content": "<p>I am using sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS and nltk.corpus.stopwords.</p>",
      "rawMarkdown": "I am using sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS and nltk.corpus.stopwords.",
      "votes": null
    },
    {
      "id": "95311",
      "postDate": "10/06/2015 20:46:22",
      "content": "<p>Already posted, but I am using NLTK stop words as well.</p>",
      "rawMarkdown": "Already posted, but I am using NLTK stop words as well.",
      "votes": null
    },
    {
      "id": "95497",
      "postDate": "10/08/2015 13:41:08",
      "content": "<p><a href=\"https://www.kaggle.com/c/word2vec-nlp-tutorial/data\">https://www.kaggle.com/c/word2vec-nlp-tutorial/data</a> from paper <a href=\"http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf\">http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf</a></p>\n\n<p>and Newsgroups20 <a href=\"http://qwone.com/~jason/20Newsgroups/\">http://qwone.com/~jason/20Newsgroups/</a> via <a href=\"http://scikit-learn.org/stable/datasets/twenty_newsgroups.html\">http://scikit-learn.org/stable/datasets/twenty_newsgroups.html</a></p>",
      "rawMarkdown": "https://www.kaggle.com/c/word2vec-nlp-tutorial/data from paper http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf\r\n\r\nand Newsgroups20 http://qwone.com/~jason/20Newsgroups/ via http://scikit-learn.org/stable/datasets/twenty_newsgroups.html",
      "votes": null
    },
    {
      "id": "95610",
      "postDate": "10/09/2015 19:32:54",
      "content": "<p>I've found it useful to have a list of common HTML tags: <a href=\"http://www.w3schools.com/tags/\">http://www.w3schools.com/tags/</a></p>",
      "rawMarkdown": "I've found it useful to have a list of common HTML tags: http://www.w3schools.com/tags/",
      "votes": null
    },
    {
      "id": "95622",
      "postDate": "10/09/2015 21:48:37",
      "content": "<p>I used attributes from here: <a href=\"https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes\">https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes</a></p>",
      "rawMarkdown": "I used attributes from here: https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes",
      "votes": null
    },
    {
      "id": "95698",
      "postDate": "10/10/2015 17:09:23",
      "content": "<p>I am using english stopwords from nltk package.</p>",
      "rawMarkdown": "I am using english stopwords from nltk package.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 91337,
      "author_name": "zachmayer",
      "author_url": "",
      "post_date": "09/02/2015 13:49:19",
      "content": "<p>I'm using the english <a href=\"http://www.inside-r.org/packages/cran/tm/docs/stopwords\">stopwords</a> from the <a href=\"https://cran.r-project.org/web/packages/tm/index.html\">TM package</a> in R.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 91594,
      "author_name": "chonglinsun",
      "author_url": "",
      "post_date": "09/04/2015 16:53:55",
      "content": "<p>I'm use the  <a href=\"http://www.nltk.org/nltk_data/\">nltk english stopwords</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 93767,
      "author_name": "senbong",
      "author_url": "",
      "post_date": "10/01/2015 01:35:43",
      "content": "<p>We use the file-extension-related data from the following sites:</p>\n\n<p>Web Files: <a href=\"http://fileinfo.com/filetypes/web\">http://fileinfo.com/filetypes/web</a></p>\n\n<p>Common Files: <a href=\"http://fileinfo.com/filetypes/common\">http://fileinfo.com/filetypes/common</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 93850,
      "author_name": "ask788",
      "author_url": "",
      "post_date": "10/02/2015 03:53:22",
      "content": "<p>Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?</p>\n\n<p>[quote=Zach;91337]</p>\n\n<p>I'm using the english <a href=\"http://www.inside-r.org/packages/cran/tm/docs/stopwords\">stopwords</a> from the <a href=\"https://cran.r-project.org/web/packages/tm/index.html\">TM package</a> in R.</p>\n\n<p>[/quote]</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 93896,
      "author_name": "zachmayer",
      "author_url": "",
      "post_date": "10/02/2015 15:12:56",
      "content": "<p>[quote=ask788;93850]</p>\n\n<p>Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?</p>\n\n<p>[/quote]</p>\n\n<p>The TM package is way too slow and memory - hungry for this competition.  You could try the <a href=\"https://github.com/dselivanov/tmlite\">tmlite package</a> , but the dataset may still be too big.</p>\n\n<p>I'm manually pre-processing each file, one at a time, and then manually assembling the pre-processed files into a document-term matrix.</p>\n\n<p>It's slooooooooooow but doesn't run out of RAM.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 93897,
      "author_name": "mortehu",
      "author_url": "",
      "post_date": "10/02/2015 15:21:24",
      "content": "<p>I'm using this list of stopwords: <a href=\"http://www.ranks.nl/stopwords\">http://www.ranks.nl/stopwords</a> (&quot;Default English stopwords list&quot;)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95299,
      "author_name": "tobycheese",
      "author_url": "",
      "post_date": "10/06/2015 19:35:54",
      "content": "<p>I am using sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS and nltk.corpus.stopwords.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95311,
      "author_name": "carloshuertas",
      "author_url": "",
      "post_date": "10/06/2015 20:46:22",
      "content": "<p>Already posted, but I am using NLTK stop words as well.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95497,
      "author_name": "triskelion",
      "author_url": "",
      "post_date": "10/08/2015 13:41:08",
      "content": "<p><a href=\"https://www.kaggle.com/c/word2vec-nlp-tutorial/data\">https://www.kaggle.com/c/word2vec-nlp-tutorial/data</a> from paper <a href=\"http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf\">http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf</a></p>\n\n<p>and Newsgroups20 <a href=\"http://qwone.com/~jason/20Newsgroups/\">http://qwone.com/~jason/20Newsgroups/</a> via <a href=\"http://scikit-learn.org/stable/datasets/twenty_newsgroups.html\">http://scikit-learn.org/stable/datasets/twenty_newsgroups.html</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95610,
      "author_name": "jmaatta",
      "author_url": "",
      "post_date": "10/09/2015 19:32:54",
      "content": "<p>I've found it useful to have a list of common HTML tags: <a href=\"http://www.w3schools.com/tags/\">http://www.w3schools.com/tags/</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95622,
      "author_name": "davidshinn",
      "author_url": "",
      "post_date": "10/09/2015 21:48:37",
      "content": "<p>I used attributes from here: <a href=\"https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes\">https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 95698,
      "author_name": "",
      "author_url": "",
      "post_date": "10/10/2015 17:09:23",
      "content": "<p>I am using english stopwords from nltk package.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "91268": "As posted [here][1], it seems that a forum topic for each external data will just fill the forum and make it hard to navigate. Post here all your external data, in a single topic, we can gather all together.\r\n\r\nI do not have any current external data.\r\n\r\n\r\n  [1]: https://www.kaggle.com/c/dato-native/forums/t/16154/external-dictionaries/91264#post91264",
    "91337": "I'm using the english [stopwords][1] from the [TM package][2] in R.\r\n\r\n\r\n  [1]: http://www.inside-r.org/packages/cran/tm/docs/stopwords\r\n  [2]: https://cran.r-project.org/web/packages/tm/index.html",
    "91594": "I'm use the  [nltk english stopwords][1]\r\n\r\n\r\n  [1]: http://www.nltk.org/nltk_data/",
    "93767": "We use the file-extension-related data from the following sites:\r\n\r\nWeb Files: http://fileinfo.com/filetypes/web\r\n\r\nCommon Files: http://fileinfo.com/filetypes/common",
    "93850": "Hey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?\r\n\r\n[quote=Zach;91337]\r\n\r\nI'm using the english [stopwords][1] from the [TM package][2] in R.\r\n\r\n\r\n  [1]: http://www.inside-r.org/packages/cran/tm/docs/stopwords\r\n  [2]: https://cran.r-project.org/web/packages/tm/index.html\r\n\r\n[/quote]",
    "93896": "[quote=ask788;93850]\r\n\r\nHey Zach, what kind of machine are you using? I'm using tm package in R too on 16GB RAM Mac but have trouble running it on the training set. It's too slow and freezes my computer. How were you able to run it?\r\n\r\n[/quote]\r\n\r\nThe TM package is way too slow and memory - hungry for this competition.  You could try the [tmlite package][1] , but the dataset may still be too big.\r\n\r\nI'm manually pre-processing each file, one at a time, and then manually assembling the pre-processed files into a document-term matrix.\r\n\r\nIt's slooooooooooow but doesn't run out of RAM.\r\n\r\n\r\n  [1]: https://github.com/dselivanov/tmlite",
    "93897": "I'm using this list of stopwords: http://www.ranks.nl/stopwords (\"Default English stopwords list\")",
    "95299": "I am using sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS and nltk.corpus.stopwords.",
    "95311": "Already posted, but I am using NLTK stop words as well.",
    "95497": "https://www.kaggle.com/c/word2vec-nlp-tutorial/data from paper http://ai.stanford.edu/~ang/papers/acl11-WordVectorsSentimentAnalysis.pdf\r\n\r\nand Newsgroups20 http://qwone.com/~jason/20Newsgroups/ via http://scikit-learn.org/stable/datasets/twenty_newsgroups.html",
    "95610": "I've found it useful to have a list of common HTML tags: http://www.w3schools.com/tags/",
    "95622": "I used attributes from here: https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes",
    "95698": "I am using english stopwords from nltk package."
  },
  "source": "meta"
}