pandas-dev GitHub Pull Requests Analytics
GitHub Activity Summary
The pandas-dev organization on GitHub demonstrated significant activity during August 2025, with a total of 127 pull requests (PRs) across its repositories, primarily concentrated in the pandas repository, which accounted for 86 PRs, and the pandas-stubs repository, contributing 41 PRs. This surge in PRs reflects a healthy engagement from contributors, with an average of 0.14 PRs per developer per day, indicating a 0.75% increase from previous periods.
In terms of review dynamics, the organization recorded a total of 102 reviews, with an average of 0.52 reviews per developer per day, marking a notable 5.5% rise. The average time to merge a PR was approximately 19.67 hours, which shows a slight decrease in efficiency compared to earlier months. The lines of code per PR averaged at 244.76, suggesting a consistent level of code investment across the contributions.
Contributor patterns reveal a diverse group of developers, with notable activity from individuals like jbrockmendel (19 PRs) and cmp0xff (11 PRs). The overall engagement metrics, including 463 total conversations and 362 comments, highlight a collaborative environment within the pandas-dev community. These insights into contributor behavior and pull request metrics provide a comprehensive overview of the organization’s GitHub analytics, showcasing its commitment to continuous improvement and community engagement.
- Pull request metrics
- Developer contribution trends
- Engineering investment analysis
pandas
pandas-stubs
Total reviews
268
Total conversations
768
Total comments
1.063
| Developer | Total PRs | Total reviews | Total conversations | Reviews per PR | Conversations per PR | Comments per conversations | Time to merge |
|---|---|---|---|---|---|---|---|
| 3 | 0 | 0 | 1 | 2.7 | 2.6 | 4858 | |
| 8 | 0 | 0 | 0.1 | 1.1 | 1.9 | 28626 | |
| 1 | 0 | 0 | 0 | 0 | 0 | ||
| 3 | 0 | 3 | 0.7 | 1.7 | 2.2 | 3872 | |
| 2 | 0 | 0 | 1 | 0 | 0 | 158 |
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Rows per page:
Average PRs per developer per day
0.05
0.08
-0.38%
Average reviews per developer per day
0.28
0.08
2.5%
Average comments per developer per day
0.29
0.09
2.22%
Average time to merge PR (hours)
12.72
48.84
-0.74%
Lines of code balance per PR
26,412.49
988.03
25.73%
Files changed per PR
99.12