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Sentiment analysis in Galaxy with IMDB movie review dataset

Kaivan Kamali


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  <identifier identifierType="DOI">10.5281/zenodo.4477881</identifier>
  <creators>
    <creator>
      <creatorName>Kaivan Kamali</creatorName>
      <affiliation>Penn State University</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Sentiment analysis in Galaxy with IMDB movie review dataset</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2021</publicationYear>
  <subjects>
    <subject>IMDB</subject>
    <subject>Sentiment Analysis</subject>
    <subject>Movie reviews</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2021-01-28</date>
  </dates>
  <language>en</language>
  <resourceType resourceTypeGeneral="Dataset"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/4477881</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.4477880</relatedIdentifier>
  </relatedIdentifiers>
  <version>1.0</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;IMDB movie review sentiment classification dataset (Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. (2011).&amp;nbsp;Learning Word Vectors for Sentiment Analysis.&amp;nbsp;The 49th Annual Meeting of the Association for Computational Linguistics (ACL 2011)). For more information&amp;nbsp;please refer to:&amp;nbsp;https://ai.stanford.edu/~amaas/data/sentiment/&lt;br&gt;
&lt;br&gt;
The IMDB dataset was modified as follows to prepare it for use in a Galaxy Training Tutorial (https://training.galaxyproject.org/):&lt;br&gt;
&lt;br&gt;
The top 50 words are excluded (mostly stop words). Included&amp;nbsp;the next 10,000 top words. Reviews are limited to&amp;nbsp;500 words max (Longer reviews trimmed and shorter reviews are padded). 25,000 reviews are used for training and testing each. Files are&amp;nbsp;in tsv (tab separated value) format to be consumed by Galaxy (www.usegalaxy.org).&amp;nbsp;&lt;/p&gt;</description>
    <description descriptionType="Other">Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. (2011). Learning Word Vectors for Sentiment Analysis. The 49th Annual Meeting of the Association for Computational Linguistics (ACL 2011). For more information please refer to: https://ai.stanford.edu/~amaas/data/sentiment/</description>
  </descriptions>
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