Dataset Open Access

Experimental datasets for sentiment analysis and emotion mining - Emotion Mining Toolkit (EMTk)

Fabio Calefato; Filippo Lanubile; Nicole Novielli

Description

Datasets for sentiment analysis and emotion mining, distributed with the Emotion Mining Toolkit (EMTk) Docker container (see https://collab-uniba.github.io/EMTk for more):

  • Stack Overflow - A couple of gold standards of 4,000+ posts, manually annotated for mining both emotions and polarity.
  • Jira - A gold standard of ~4,000 issues, manually annotated for emotions.

Citation

Please, see the references below for the papers to cite. Do not cite this Zenodo upload directly.

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  • F. Calefato, F. Lanubile, and N. Novielli (2017) "Sentiment Polarity Detection for Software Development." Empirical Software Engineering Journal, DOI: 10.1007/s10664-017-9546-9.

  • F. Calefato, F. Lanubile, N. Novielli (2017) "EmoTxt: A Toolkit for Emotion Recognition from Text." In Proc. 7th Affective Computing and Intelligent Interaction (ACII'17), San Antonio, TX, USA, Oct. 23-26, 2017.

  • M. Ortu, A. Murgia, G. Destefanis, P. Tourani, R. Tonelli, M. Marchesi, and B. Adams. 2016. The emotional side of software developers in JIRA. In Proc. of the 13th Int'l Conf. on Mining Software Repositories (MSR '16). ACM, New York, NY, USA, 480-483.

  • N. Novielli, F. Calefato, F. Lanubile (2018) "A Gold Standard for Emotions Annotation in Stack Overflow." In Proc. of the 15th International Conference on Mining Software Repositories (MSR 2018), Gothenburg, Sweden, May 28-29, 2018.

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Publication date:
February 22, 2019
DOI:
10.5281/zenodo.2575509

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Keyword(s):
sentiment emotion polarity sentiment analysis emotion mining Stack Overflow Jira
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Version v1.0 10.5281/zenodo.2575509 Feb 22, 2019
Cite all versions? You can cite all versions by using the DOI 10.5281/zenodo.2575508. This DOI represents all versions, and will always resolve to the latest one. Read more.

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