Datasets:
Update dataset card
Browse files- README.md +7 -7
- docs/schema/README.md +1 -1
- docs/schema/agent_session.md +3 -3
- docs/schema/agent_session_log_entry.md +2 -2
- docs/schema/agent_task.md +2 -2
- docs/schema/pull_request.md +1 -1
- docs/schema/pull_request_timeline_event.md +2 -2
- docs/schema/repository.md +1 -1
- docs/schema/user.md +1 -1
- docs/schema/workflow_run.md +1 -1
README.md
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> [Dataset releases](https://huggingface.co/datasets/risenlab/agentlogs#releases) | [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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AgentLogs is a dataset of activity
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This dataset is described in:
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> 📄 Jonan Richards, Kosei Horikawa, Youmei Fan, Yutaro Kashiwa, and Mairieli Wessel (2026), *AgentLogs: A Dataset for Opening the Black Box of
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## Dataset
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| | # Records | Size | Table | Content |
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| --- | ---: | ---: | --- | --- |
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| **Repositories**<br><small>− 2.18% with agent tasks</small> | 1,861,300<br><small>- 40,565</small> | 462.7 MB | [`repositories`](docs/schema/repository.md) | Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics). |
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| **Agent tasks**<br><small>− 97.20% with sessions</small> | 363,624<br><small>- 353,432</small> | 83.7 MB | [`agent_tasks`](docs/schema/agent_task.md) | Agent
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| **Agent sessions**<br><small>− 98.24% with session logs</small> | 635,886<br><small>- 624,668</small> | 243.1 MB | [`agent_sessions`](docs/schema/agent_session.md) |
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| **Log entries**<br><small>− >99.99% parsed</small> | 75,631,136<br><small>- 75,630,896</small> | 63.0 GB | [`agent_session_logs`](docs/schema/agent_session_log_entry.md) | Session log events (including messages, usage details, tool calls for file edits, git, and GitHub issues, PRs, comments, CI). |
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| **Users**<br><small>− 4.40% with tasks or sessions</small> | 857,428<br><small>- 37,714</small> | 211.5 MB | [`users`](docs/schema/user.md) | Users, organizations, and bots related to the other tables (GitHub id, login slug, and creation date). |
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| **Pull requests**<br><small>− 99.82% with timeline events</small> | 317,878<br><small>- 317,297</small> | 483.9 MB | [`pull_requests`](docs/schema/pull_request.md) | Pull requests worked on in agent tasks and sessions (GitHub id, number, state, and branches). |
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| **Pull request timeline events** | 9,070,939 | 327.4 MB | [`pull_request_timelines`](docs/schema/pull_request_timeline_event.md) | Timeline events for
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| **Workflow runs** | 554,496 | 83.3 MB | [`workflow_runs`](docs/schema/workflow_run.md) | GitHub Actions runs that executed agent
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| **Total** | **89,292,687** | **64.9 GB** | | |
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See the [schema reference](docs/schema/README.md) for field-level documentation of each table.
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```bibtex
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@misc{richards2026AgentLogsDatasetOpening,
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title = {{AgentLogs: A Dataset for Opening the Black Box of
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author = {Richards, Jonan and Horikawa, Kosei and Fan, Youmei and Kashiwa, Yutaro and Wessel, Mairieli},
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year = 2026,
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month = aug,
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>
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> [Dataset releases](https://huggingface.co/datasets/risenlab/agentlogs#releases) | [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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AgentLogs is a dataset of activity on [GitHub's cloud agent platform](https://github.com/features/copilot/agents): repository metadata, agent tasks, sessions, session logs (messages, tool calls, usage details, etc.), and user records.
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This dataset is described in:
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> 📄 Jonan Richards, Kosei Horikawa, Youmei Fan, Yutaro Kashiwa, and Mairieli Wessel (2026), *AgentLogs: A Dataset for Opening the Black Box of Cloud Agents on GitHub*. arXiv: [2608.29204](https://arxiv.org/abs/2608.29204) (preprint).
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## Dataset
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| | # Records | Size | Table | Content |
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| --- | ---: | ---: | --- | --- |
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| **Repositories**<br><small>− 2.18% with agent tasks</small> | 1,861,300<br><small>- 40,565</small> | 462.7 MB | [`repositories`](docs/schema/repository.md) | Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics). |
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| **Agent tasks**<br><small>− 97.20% with sessions</small> | 363,624<br><small>- 353,432</small> | 83.7 MB | [`agent_tasks`](docs/schema/agent_task.md) | Agent assignments on a repository (metadata including name, request, state, creator, timestamps, branch/PR identifiers). |
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| **Agent sessions**<br><small>− 98.24% with session logs</small> | 635,886<br><small>- 624,668</small> | 243.1 MB | [`agent_sessions`](docs/schema/agent_session.md) | Executions of an agent on a task (metadata including model, prompt, outcome, usage, workflow run, and branch/PR identifier for that session). |
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| **Log entries**<br><small>− >99.99% parsed</small> | 75,631,136<br><small>- 75,630,896</small> | 63.0 GB | [`agent_session_logs`](docs/schema/agent_session_log_entry.md) | Session log events (including messages, usage details, tool calls for file edits, git, and GitHub issues, PRs, comments, CI). |
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| **Users**<br><small>− 4.40% with tasks or sessions</small> | 857,428<br><small>- 37,714</small> | 211.5 MB | [`users`](docs/schema/user.md) | Users, organizations, and bots related to the other tables (GitHub id, login slug, and creation date). |
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| **Pull requests**<br><small>− 99.82% with timeline events</small> | 317,878<br><small>- 317,297</small> | 483.9 MB | [`pull_requests`](docs/schema/pull_request.md) | Pull requests worked on in agent tasks and sessions (GitHub id, number, state, and branches). |
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| **Pull request timeline events** | 9,070,939 | 327.4 MB | [`pull_request_timelines`](docs/schema/pull_request_timeline_event.md) | Timeline events for a pull request (actor, label, commit, and message). |
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| **Workflow runs** | 554,496 | 83.3 MB | [`workflow_runs`](docs/schema/workflow_run.md) | GitHub Actions workflow runs that executed an agent session (status, head commit, and triggering user/bot). |
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| **Total** | **89,292,687** | **64.9 GB** | | |
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See the [schema reference](docs/schema/README.md) for field-level documentation of each table.
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```bibtex
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@misc{richards2026AgentLogsDatasetOpening,
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title = {{AgentLogs: A Dataset for Opening the Black Box of Cloud Agents on GitHub}},
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author = {Richards, Jonan and Horikawa, Kosei and Fan, Youmei and Kashiwa, Yutaro and Wessel, Mairieli},
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year = 2026,
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month = aug,
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docs/schema/README.md
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| `pull_request_timelines` | [Pull Request Timeline Event](pull_request_timeline_event.md) |
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| `workflow_runs` | [Workflow Run](workflow_run.md) |
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Generated from [schema definitions](https://github.com/risenlab/agentlogs/tree/v1.0.
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| `pull_request_timelines` | [Pull Request Timeline Event](pull_request_timeline_event.md) |
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| `workflow_runs` | [Workflow Run](workflow_run.md) |
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Generated from [schema definitions](https://github.com/risenlab/agentlogs/tree/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema).
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docs/schema/agent_session.md
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>
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<tr><th align="left">Parquet table</th><td><code>agent_sessions</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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| <code>task</code> | [Agent Task](agent_task.md) | <code>sessions</code> | |
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| <code>user</code> | [User](user.md) | <code>sessions</code> | |
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| <code>pull_request_artifact</code> (optional) | [Pull Request](pull_request.md) | <code>created_by_sessions</code> | Pull request worked on in this session. Often also listed on the parent task ([pull request artifacts](./agent_task.md)). May be missing when the task still lists the pull request. |
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| <code>workflow_run</code> (optional) | [Workflow Run](workflow_run.md) | <code>session</code> | Actions run that executed this session. |
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## Fields
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>Execution of an agent on a task.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>agent_sessions</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session.py#L26"><code>agentlogs/schema/types/agent_session.py</code></a></td></tr>
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</table>
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## Data sources
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| <code>task</code> | [Agent Task](agent_task.md) | <code>sessions</code> | |
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| <code>user</code> | [User](user.md) | <code>sessions</code> | |
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| <code>pull_request_artifact</code> (optional) | [Pull Request](pull_request.md) | <code>created_by_sessions</code> | Pull request worked on in this session. Often also listed on the parent task ([pull request artifacts](./agent_task.md)). May be missing when the task still lists the pull request. |
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| <code>workflow_run</code> (optional) | [Workflow Run](workflow_run.md) | <code>session</code> | GitHub Actions workflow run that executed this session. |
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## Fields
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docs/schema/agent_session_log_entry.md
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>
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<tr><th align="left">Parquet table</th><td><code>agent_session_logs</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>One entry in the log of a session.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>agent_session_logs</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session_log.py#L9"><code>agentlogs/schema/types/agent_session_log.py</code></a></td></tr>
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</table>
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## Data sources
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>
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<tr><th align="left">Parquet table</th><td><code>agent_tasks</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>Agent assignment on a repository.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>agent_tasks</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_task.py#L44"><code>agentlogs/schema/types/agent_task.py</code></a></td></tr>
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub pull request collected from a task or session.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>pull_requests</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub pull request collected from a task or session.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>pull_requests</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L74"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
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</table>
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## Data sources
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>One event from a
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<tr><th align="left">Parquet table</th><td><code>pull_request_timelines</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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> [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
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<table>
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<tr><th align="left">Description</th><td>One event from a pull request timeline.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>pull_request_timelines</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L32"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub repository.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>repositories</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub repository.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>repositories</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/repository.py#L17"><code>agentlogs/schema/types/repository.py</code></a></td></tr>
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub user, organization, or bot.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>users</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub user, organization, or bot.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>users</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/user.py#L17"><code>agentlogs/schema/types/user.py</code></a></td></tr>
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub Actions workflow run.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>workflow_runs</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.
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</table>
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## Data sources
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<table>
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<tr><th align="left">Description</th><td>GitHub Actions workflow run.</td></tr>
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<tr><th align="left">Parquet table</th><td><code>workflow_runs</code></td></tr>
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<tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/workflow_run.py#L16"><code>agentlogs/schema/types/workflow_run.py</code></a></td></tr>
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</table>
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## Data sources
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