Chromium Conversations

Benjamin S. Meyers; Nuthan Munaiah; Emily Prud'hommeaux; Andrew Meneely; Cecilia O. Alm; Josephine Wolff; Pradeep K. Murukannaiah

doi:10.5281/zenodo.2590548

July 20, 2018 Dataset Open Access

Chromium Conversations

Benjamin S. Meyers; Nuthan Munaiah; Emily Prud'hommeaux; Andrew Meneely; Cecilia O. Alm; Josephine Wolff; Pradeep K. Murukannaiah

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    <dct:title>Chromium Conversations</dct:title>
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    <dcat:keyword>Software Engineering</dcat:keyword>
    <dcat:keyword>Natural Language Processing</dcat:keyword>
    <dcat:keyword>Chromium</dcat:keyword>
    <dcat:keyword>Feedback</dcat:keyword>
    <dcat:keyword>NLP</dcat:keyword>
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    <dct:description>&lt;p&gt;This dataset was released as part of the following publication.&lt;/p&gt; &lt;ul&gt; &lt;li&gt;Benjamin S. Meyers, Nuthan Munaiah, Emily Prud&amp;#39;hommeaux, Andrew Meneely, Cecilia O. Alm, Josephine Wolff, and Pradeep Murukannaiah. &lt;strong&gt;A Dataset for Identifying Actionable Feedback in Collaborative Software Development.&lt;/strong&gt; Proceedings of the 2018 Meeting for the Association for Computational Linguistics (ACL). Melbourne, Australia. http://www.aclweb.org/anthology/P18-2021&lt;/li&gt; &lt;/ul&gt; &lt;p&gt;&lt;strong&gt;Files:&lt;/strong&gt;&lt;/p&gt; &lt;pre&gt;&lt;code&gt;chromium_conversations.csv&lt;/code&gt;&lt;/pre&gt; &lt;p&gt;This is the full dataset containing over 1.5 million comments posted by developers reviewing proposed code changes. The dataset also includes the values we calculated for all nine linguistic features (described in Section 4 of the paper cited above).&lt;/p&gt; &lt;pre&gt;&lt;code&gt;chromium_conversations_annotations.csv&lt;/code&gt;&lt;/pre&gt; &lt;p&gt;This dataset is a subset of the &lt;strong&gt;chromium_conversations.csv&lt;/strong&gt;&amp;nbsp;dataset. It contains the data used in the classification experiment outlined in Section 5 of the paper cited above (2,994 comments automatically identified as acted-upon and 800 comments manually identified as not (known-to-be) acted-upon).&lt;/p&gt; &lt;p&gt;&lt;strong&gt;CSV Fields:&lt;/strong&gt;&lt;/p&gt; &lt;ul&gt; &lt;li&gt;&lt;strong&gt;Organizational:&lt;/strong&gt; &lt;ul&gt; &lt;li&gt;&lt;em&gt;review_id:&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;&lt;/em&gt;Unique identifier of a code review in the Chromium project. The URL https://codereview.chromium.org/&amp;lt;review_id&amp;gt; may be used to access the review online&lt;/li&gt; &lt;li&gt;&lt;em&gt;patchset_id:&lt;/em&gt;&amp;nbsp;Unique identifier of a code review patchset (i.e., collection of changes to the source code) associated with a review&lt;/li&gt; &lt;li&gt;&lt;em&gt;patch_id:&lt;/em&gt;&amp;nbsp;Unique identifier of a code review patch (i.e., individual change to the source code) associated with a patchset&lt;/li&gt; &lt;li&gt;&lt;em&gt;file_path:&amp;nbsp;&lt;/em&gt;The path to the file being modified in the patch&lt;/li&gt; &lt;li&gt;&lt;em&gt;line_number:&amp;nbsp;&lt;/em&gt;The line number in the file at which the comment was posted&lt;/li&gt; &lt;li&gt;&lt;em&gt;posted_timestamp:&amp;nbsp;&lt;/em&gt;The timestamp indicating when the comment was posted&lt;/li&gt; &lt;li&gt;&lt;em&gt;author_email:&lt;/em&gt;&amp;nbsp;The (de-identified) author of the comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;author_type:&amp;nbsp;&lt;/em&gt;The role of the author (i.e., reviewer or developer)&lt;/li&gt; &lt;/ul&gt; &lt;/li&gt; &lt;li&gt;&lt;strong&gt;Natural Language:&lt;/strong&gt; &lt;ul&gt; &lt;li&gt;&lt;em&gt;text:&lt;/em&gt;&amp;nbsp;The raw natural language text of the code review comment&lt;/li&gt; &lt;/ul&gt; &lt;/li&gt; &lt;li&gt;&lt;strong&gt;Linguistic Metrics:&lt;/strong&gt; &lt;ul&gt; &lt;li&gt;&lt;em&gt;yngve:&amp;nbsp;&lt;/em&gt;The maximum Yngve score of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;frazier:&amp;nbsp;&lt;/em&gt;The maximum Frazier score of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;pdensity:&amp;nbsp;&lt;/em&gt;The Propositional Density score of the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;cdensity:&lt;/em&gt;&amp;nbsp;The Content Density score of the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;pct_neg_tokens:&amp;nbsp;&lt;/em&gt;Ratio (percentage) of total number of tokens in negative sentences to the total number of tokens in all sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;pct_neu_tokens:&amp;nbsp;&lt;/em&gt;Ratio (percentage) of total number of tokens in neutral sentences to the total number of tokens in all sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;pct_pos_tokens:&amp;nbsp;&lt;/em&gt;Ratio (percentage) of total number of tokens in positive sentences to the total number of tokens in all sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;pct_nne_tokens:&amp;nbsp;&lt;/em&gt;Ratio (percentage) of total number of tokens in non-neutral sentences to the total number of tokens in all sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;min_politeness:&lt;/em&gt;&amp;nbsp;Minimum of the politeness of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;max_politeness:&amp;nbsp;&lt;/em&gt;Maximum of the politeness of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;min_formality:&amp;nbsp;&lt;/em&gt;Minimum of the formality of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;max_formality:&amp;nbsp;&lt;/em&gt;Maximum of the formality of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;num_tokens:&amp;nbsp;&lt;/em&gt;Total number of tokens in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;num_sentences:&amp;nbsp;&lt;/em&gt;Total number of sentences in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;has_doxastic:&amp;nbsp;&lt;/em&gt;Binary indicator of presence of a sentence with doxastic uncertainty in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;has_epistemic:&amp;nbsp;&lt;/em&gt;Binary indicator of presence of a sentence with epistemic uncertainty in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;has_conditional:&amp;nbsp;&lt;/em&gt;Binary indicator of presence of a sentence with conditional uncertainty in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;has_investigative:&amp;nbsp;&lt;/em&gt;Binary indicator of presence of a sentence with investigative uncertainty in the code review comment&lt;/li&gt; &lt;li&gt;&lt;em&gt;has_uncertainty:&amp;nbsp;&lt;/em&gt;Binary indicator of presence of a sentence with any uncertainty in the code review comment&lt;/li&gt; &lt;/ul&gt; &lt;/li&gt; &lt;li&gt;&lt;strong&gt;Classification:&lt;/strong&gt; &lt;ul&gt; &lt;li&gt;&lt;em&gt;comment_type:&amp;nbsp;&lt;/em&gt;Manual annotation of the type of code review comment between acted-upon and not (known to be) acted-upon&lt;/li&gt; &lt;/ul&gt; &lt;/li&gt; &lt;/ul&gt;</dct:description>
    <dct:description>Whenever possible, we would appreciate it if you cite both the paper that released this work and the DOI for this dataset. Thank you!</dct:description>
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Views	469	469
Downloads	453	454
Data volume	191.7 GB	192.9 GB
Unique views	427	427
Unique downloads	338	339

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Publication date:

July 20, 2018

DOI:

Keyword(s):

Software Engineering Natural Language Processing Chromium Feedback NLP Natural Language

Meeting:

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL), Melbourne, Australia, 15-20, July 2018

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Communities:

Rochester Institute of Technology

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Creative Commons Attribution 4.0 International

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Version 1.0.0 10.5281/zenodo.2590548

Jul 20, 2018

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