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README.md
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@@ -353,3 +353,155 @@ configs:
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- split: train
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path: data/train-*
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- split: train
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path: data/train-*
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---
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+
Graphitti Issues and Pull Requests
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Dataset Summary
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This dataset contains issues, pull requests, and their associated comments from the UW Bothell Graphitti Project, a high-speed graph simulator. It includes metadata such as:
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Issue/PR metadata: title, body, state (open/closed/merged), labels, milestone, timestamps, author, etc.
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Comments: discussion threads associated with each issue or PR.
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Pull request-specific details: lines changed, commits, merged status, etc.
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Use Cases:
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Researchers can analyze open-source development practices, bug triaging, and collaboration dynamics.
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Machine learning tasks like text classification (by label, severity, or topic), summarization (of long discussion threads), or sentiment analysis are all possible with these data.
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Supported Tasks and Leaderboards
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Potential tasks include:
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Issue Classification / Triage
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Classifying issues by type (bug, enhancement, question, etc.) or priority.
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Topic Modeling
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Discovering common themes or recurring issues in the project.
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Summarization
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Summarizing multi-turn issue or pull request discussions.
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Sentiment Analysis
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Analyzing the tone of contributors’ messages (helpful, frustrated, neutral, etc.).
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Pull Request Analysis
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Examining typical code contribution patterns or changes over time.
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There are no official leaderboards associated with this dataset.
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Languages
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Most text in this dataset is English, as GitHub issues and pull requests are typically written in English.
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Additionally, code snippets or references may appear in C++ (the Graphitti project’s primary language).
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Dataset Structure
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Each row in this dataset corresponds to either an Issue or a Pull Request from the Graphitti repository. Key fields include:
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id: The numerical GitHub ID.
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type: Indicates issue or pull_request.
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title: Title of the issue or PR.
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body: Main description text.
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state: For example, open, closed, merged.
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user: GitHub user metadata (e.g., username, user ID).
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comments: A sequence of comments (string text).
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created_at, updated_at, closed_at: Timestamps in ISO format.
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Additional fields like labels, milestone, reactions, etc.
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Splits:
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According to the YAML front matter, the dataset is currently organized into a single train split containing 923 examples (issues/PRs). Users can choose to create validation/test splits as needed.
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Dataset Creation
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Curation Rationale
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The Graphitti project is a significant academic and open-source effort at UW Bothell, focusing on high-speed graph simulation. Collecting issues and pull requests offers insight into:
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Common bugs, feature requests, or usage patterns.
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Developer collaboration and communication.
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Code quality and testing practices in real-world open-source projects.
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Source Data
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Repository: UWB-Biocomputing/Graphitti on GitHub
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Collection Method: The dataset was extracted via GitHub’s REST API (e.g., issues and pulls endpoints), capturing all available public issues and pull requests, along with their comment threads.
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Annotations
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No additional manual annotations: The labels, states, and statuses are those used in the original GitHub repository.
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Who are the annotators?: All metadata and labels are generated by GitHub or by Graphitti’s contributors.
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Considerations for Using the Data
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Social Impact
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Can facilitate research on open-source community practices, academic software projects, and HPC (high-performance computing) collaboration patterns.
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Offers an educational perspective on real-world software engineering processes.
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Potential Risks and Ethical Considerations
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Personal Data:
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GitHub usernames (and potentially user profiles, if included) could be considered personal data. While publicly available, re-publishing them in new contexts might raise privacy questions.
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Users may inadvertently share personal information within issue discussions.
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Code Snippets:
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Issues or PRs may contain code under specific licenses (Graphitti is presumably under an open-source license). Ensure compliance with the original project’s license when reusing the code.
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Toxic or Sensitive Language:
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While not likely in an academic project, some discussions could contain rude or offensive language. Screening is recommended if you plan to use it for moderation or sentiment tasks.
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GitHub Terms of Service:
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This dataset is derived from content hosted on GitHub. Users should adhere to GitHub’s TOS regarding data usage and redistribution.
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Discussion of Biases
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The content reflects a specific project’s topics (high-speed graph simulation), so it may not generalize to other domains.
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Language usage, patterns of communication, and culture are shaped by a small academic open-source community.
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Additional Information
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Dataset Curators
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UW Bothell CS Team (and community contributors).
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If you contributed to Graphitti’s issues or pull requests, you may be represented in the dataset.
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Licensing Information
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Data License: GitHub repository data is generally subject to GitHub Terms of Service.
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Code License: Graphitti’s source code is licensed under [ADD LICENSE HERE] (e.g., MIT, BSD, GPL?).
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If you redistribute code snippets, confirm it aligns with the project’s open-source license.
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Citation Information
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If you use this dataset, please cite:
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@misc{graphitti_issues_prs_2025,
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title = {Graphitti Issues and Pull Requests},
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author = {UW Bothell CS Team},
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howpublished = {Hugging Face, https://huggingface.co/datasets/<your_dataset_slug>},
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year = {2025}
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}
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Contributions
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Special thanks to:
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Justin Madison for dataset creation and curation.
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Graphitti Maintainers and UW Bothell for hosting the original codebase and issue discussions.
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