| --- |
| dataset_info: |
| features: |
| - name: url |
| dtype: string |
| - name: repository_url |
| dtype: string |
| - name: labels_url |
| dtype: string |
| - name: comments_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: number |
| dtype: int64 |
| - name: title |
| dtype: string |
| - name: user |
| struct: |
| - name: login |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: avatar_url |
| dtype: string |
| - name: gravatar_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: followers_url |
| dtype: string |
| - name: following_url |
| dtype: string |
| - name: gists_url |
| dtype: string |
| - name: starred_url |
| dtype: string |
| - name: subscriptions_url |
| dtype: string |
| - name: organizations_url |
| dtype: string |
| - name: repos_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: received_events_url |
| dtype: string |
| - name: type |
| dtype: string |
| - name: user_view_type |
| dtype: string |
| - name: site_admin |
| dtype: bool |
| - name: labels |
| list: |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: name |
| dtype: string |
| - name: color |
| dtype: string |
| - name: default |
| dtype: bool |
| - name: description |
| dtype: string |
| - name: state |
| dtype: string |
| - name: locked |
| dtype: bool |
| - name: assignee |
| struct: |
| - name: login |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: avatar_url |
| dtype: string |
| - name: gravatar_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: followers_url |
| dtype: string |
| - name: following_url |
| dtype: string |
| - name: gists_url |
| dtype: string |
| - name: starred_url |
| dtype: string |
| - name: subscriptions_url |
| dtype: string |
| - name: organizations_url |
| dtype: string |
| - name: repos_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: received_events_url |
| dtype: string |
| - name: type |
| dtype: string |
| - name: user_view_type |
| dtype: string |
| - name: site_admin |
| dtype: bool |
| - name: assignees |
| list: |
| - name: login |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: avatar_url |
| dtype: string |
| - name: gravatar_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: followers_url |
| dtype: string |
| - name: following_url |
| dtype: string |
| - name: gists_url |
| dtype: string |
| - name: starred_url |
| dtype: string |
| - name: subscriptions_url |
| dtype: string |
| - name: organizations_url |
| dtype: string |
| - name: repos_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: received_events_url |
| dtype: string |
| - name: type |
| dtype: string |
| - name: user_view_type |
| dtype: string |
| - name: site_admin |
| dtype: bool |
| - name: milestone |
| struct: |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: labels_url |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: number |
| dtype: int64 |
| - name: title |
| dtype: string |
| - name: description |
| dtype: string |
| - name: creator |
| struct: |
| - name: login |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: avatar_url |
| dtype: string |
| - name: gravatar_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: followers_url |
| dtype: string |
| - name: following_url |
| dtype: string |
| - name: gists_url |
| dtype: string |
| - name: starred_url |
| dtype: string |
| - name: subscriptions_url |
| dtype: string |
| - name: organizations_url |
| dtype: string |
| - name: repos_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: received_events_url |
| dtype: string |
| - name: type |
| dtype: string |
| - name: user_view_type |
| dtype: string |
| - name: site_admin |
| dtype: bool |
| - name: open_issues |
| dtype: int64 |
| - name: closed_issues |
| dtype: int64 |
| - name: state |
| dtype: string |
| - name: created_at |
| dtype: timestamp[s] |
| - name: updated_at |
| dtype: timestamp[s] |
| - name: due_on |
| dtype: timestamp[s] |
| - name: closed_at |
| dtype: timestamp[s] |
| - name: comments |
| sequence: string |
| - name: created_at |
| dtype: timestamp[s] |
| - name: updated_at |
| dtype: timestamp[s] |
| - name: closed_at |
| dtype: timestamp[s] |
| - name: author_association |
| dtype: string |
| - name: type |
| dtype: 'null' |
| - name: sub_issues_summary |
| struct: |
| - name: total |
| dtype: int64 |
| - name: completed |
| dtype: int64 |
| - name: percent_completed |
| dtype: int64 |
| - name: active_lock_reason |
| dtype: 'null' |
| - name: body |
| dtype: string |
| - name: closed_by |
| struct: |
| - name: login |
| dtype: string |
| - name: id |
| dtype: int64 |
| - name: node_id |
| dtype: string |
| - name: avatar_url |
| dtype: string |
| - name: gravatar_id |
| dtype: string |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: followers_url |
| dtype: string |
| - name: following_url |
| dtype: string |
| - name: gists_url |
| dtype: string |
| - name: starred_url |
| dtype: string |
| - name: subscriptions_url |
| dtype: string |
| - name: organizations_url |
| dtype: string |
| - name: repos_url |
| dtype: string |
| - name: events_url |
| dtype: string |
| - name: received_events_url |
| dtype: string |
| - name: type |
| dtype: string |
| - name: user_view_type |
| dtype: string |
| - name: site_admin |
| dtype: bool |
| - name: reactions |
| struct: |
| - name: url |
| dtype: string |
| - name: total_count |
| dtype: int64 |
| - name: '+1' |
| dtype: int64 |
| - name: '-1' |
| dtype: int64 |
| - name: laugh |
| dtype: int64 |
| - name: hooray |
| dtype: int64 |
| - name: confused |
| dtype: int64 |
| - name: heart |
| dtype: int64 |
| - name: rocket |
| dtype: int64 |
| - name: eyes |
| dtype: int64 |
| - name: timeline_url |
| dtype: string |
| - name: performed_via_github_app |
| dtype: 'null' |
| - name: state_reason |
| dtype: string |
| - name: draft |
| dtype: bool |
| - name: pull_request |
| struct: |
| - name: url |
| dtype: string |
| - name: html_url |
| dtype: string |
| - name: diff_url |
| dtype: string |
| - name: patch_url |
| dtype: string |
| - name: merged_at |
| dtype: timestamp[s] |
| - name: is_pull_request |
| dtype: bool |
| splits: |
| - name: train |
| num_bytes: 4025942 |
| num_examples: 923 |
| download_size: 590516 |
| dataset_size: 4025942 |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-* |
| --- |
| Graphitti Issues and Pull Requests |
| Dataset Summary |
|
|
| 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: |
|
|
| Issue/PR metadata: title, body, state (open/closed/merged), labels, milestone, timestamps, author, etc. |
| |
| Comments: discussion threads associated with each issue or PR. |
| |
| Pull request-specific details: lines changed, commits, merged status, etc. |
| |
| Use Cases: |
|
|
| Researchers can analyze open-source development practices, bug triaging, and collaboration dynamics. |
| |
| 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. |
| |
| Supported Tasks and Leaderboards |
|
|
| Potential tasks include: |
|
|
| Issue Classification / Triage |
| Classifying issues by type (bug, enhancement, question, etc.) or priority. |
| |
| Topic Modeling |
| Discovering common themes or recurring issues in the project. |
| |
| Summarization |
| Summarizing multi-turn issue or pull request discussions. |
| |
| Sentiment Analysis |
| Analyzing the tone of contributors’ messages (helpful, frustrated, neutral, etc.). |
| |
| Pull Request Analysis |
| Examining typical code contribution patterns or changes over time. |
| |
| There are no official leaderboards associated with this dataset. |
| Languages |
|
|
| Most text in this dataset is English, as GitHub issues and pull requests are typically written in English. |
| Additionally, code snippets or references may appear in C++ (the Graphitti project’s primary language). |
| Dataset Structure |
|
|
| Each row in this dataset corresponds to either an Issue or a Pull Request from the Graphitti repository. Key fields include: |
|
|
| id: The numerical GitHub ID. |
| |
| type: Indicates issue or pull_request. |
| |
| title: Title of the issue or PR. |
| |
| body: Main description text. |
| |
| state: For example, open, closed, merged. |
| |
| user: GitHub user metadata (e.g., username, user ID). |
| |
| comments: A sequence of comments (string text). |
| |
| created_at, updated_at, closed_at: Timestamps in ISO format. |
| |
| Additional fields like labels, milestone, reactions, etc. |
| |
| Splits: |
| 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. |
| Dataset Creation |
| Curation Rationale |
|
|
| 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: |
|
|
| Common bugs, feature requests, or usage patterns. |
| |
| Developer collaboration and communication. |
| |
| Code quality and testing practices in real-world open-source projects. |
| |
| Source Data |
|
|
| Repository: UWB-Biocomputing/Graphitti on GitHub |
| |
| 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. |
| |
| Annotations |
|
|
| No additional manual annotations: The labels, states, and statuses are those used in the original GitHub repository. |
| |
| Who are the annotators?: All metadata and labels are generated by GitHub or by Graphitti’s contributors. |
| |
| Considerations for Using the Data |
| Social Impact |
|
|
| Can facilitate research on open-source community practices, academic software projects, and HPC (high-performance computing) collaboration patterns. |
| |
| Offers an educational perspective on real-world software engineering processes. |
| |
| Potential Risks and Ethical Considerations |
|
|
| Personal Data: |
| |
| 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. |
| |
| Users may inadvertently share personal information within issue discussions. |
| |
| Code Snippets: |
| |
| 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. |
| |
| Toxic or Sensitive Language: |
| |
| 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. |
| |
| GitHub Terms of Service: |
| |
| This dataset is derived from content hosted on GitHub. Users should adhere to GitHub’s TOS regarding data usage and redistribution. |
| |
| Discussion of Biases |
|
|
| The content reflects a specific project’s topics (high-speed graph simulation), so it may not generalize to other domains. |
| |
| Language usage, patterns of communication, and culture are shaped by a small academic open-source community. |
| |
| Additional Information |
| Dataset Curators |
|
|
| UW Bothell CS Team (and community contributors). |
| If you contributed to Graphitti’s issues or pull requests, you may be represented in the dataset. |
| Licensing Information |
|
|
| Data License: GitHub repository data is generally subject to GitHub Terms of Service. |
| |
| Code License: Graphitti’s source code is licensed under [ADD LICENSE HERE] (e.g., MIT, BSD, GPL?). |
| |
| If you redistribute code snippets, confirm it aligns with the project’s open-source license. |
| |
| Citation Information |
|
|
| If you use this dataset, please cite: |
| <pre lang="markdown"> ```bibtex @misc{graphitti_issues_prs_2025, title = {Graphitti Issues and Pull Requests}, author = {UW Bothell CS Team}, howpublished = {Hugging Face, https://huggingface.co/datasets/YOUR_DATASET_SLUG}, year = {2025} } ``` </pre> |
|
|
| Contributions |
|
|
| Special thanks to: |
|
|
| Justin Madison for dataset creation and curation. |
| |
| Graphitti Maintainers and UW Bothell for hosting the original codebase and issue discussions. |
