pandas-dev Developers Analytics
GitHub Activity Summary
The pandas-dev organization on GitHub exhibited dynamic repository activity throughout August 2025, characterized by a diverse contributor base and notable engagement metrics. During this period, the organization recorded a total of 89 commits, with an average of 2.87 additions per commit and 1.76 deletions per commit. This indicates a healthy balance of code enhancements and maintenance efforts, reflective of a robust engineering investment analysis.
The pull request (PR) dynamics were particularly noteworthy, with contributors generating a total of 72 PRs. The average time to merge these PRs was approximately 8,000 seconds, showcasing a moderately efficient review process. Contributor patterns revealed that a small number of developers were responsible for a significant portion of the activity; for instance, one developer alone accounted for 11 commits and 11 PRs, indicating strong individual contributions within the collaborative framework of the organization.
In terms of engagement, the organization facilitated 156 total reviews and 268 conversations, highlighting active discussions surrounding code changes. The average number of reviews per PR stood at 0.94, while conversations per PR averaged 3.7, illustrating a commitment to thorough code reviews and community involvement.
Overall, the analysis of pandas-dev's GitHub activity offers valuable insights into their collaborative approach, emphasizing the importance of both individual and collective contributions in driving project success. Such insights are crucial for understanding the evolving landscape of open-source development.
| Developer | Total commits | Commits by day | Additions per commit | Deletions per commit | Files changed per commit | Message size per commit | Total PRs | Total reviews | Total conversations | Reviews per PR | Conversations per PR | Comments per conversations | Time to merge |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 0 | 54.7 | 6.7 | 2 | 50 | 3 | 0 | 0 | 1 | 2.7 | 2.6 | 4858 | |
| 1 | 0 | 17 | 2 | 3 | 149 | 8 | 0 | 0 | 0.1 | 1.1 | 1.9 | 28626 | |
| 3 | 0 | 31 | 30 | 1 | 69.7 | 3 | 0 | 3 | 0.7 | 1.7 | 2.2 | 3872 | |
| 2 | 0 | 2.5 | 2.5 | 1.5 | 41.5 | 2 | 0 | 0 | 1 | 0 | 0 | 158 | |
| 1 | 0 | 17 | 0 | 2 | 52 | 1 | 0 | 0 | 0 | 3 | 1.3 | 17901 | |
| 2 | 0 | 1 | 84.5 | 6 | 132 | 2 | 0 | 0 | 0.5 | 0 | 0 | 1888 | |
| 15 | 0.2 | 555.7 | 97.9 | 8.1 | 423.2 | 15 | 0 | 9 | 1.2 | 6 | 2.3 | 8853 | |
| 1 | 0 | 1 | 1 | 1 | 64 | 1 | 0 | 0 | 1 | 0 | 0 | 242 | |
| 2 | 0 | 384.5 | 187.5 | 4.5 | 113.5 | 3 | 1 | 0 | 0.3 | 3.3 | 3.2 | 4272 | |
| 9 | 0.1 | 4 | 4.1 | 2.4 | 192.9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| 1 | 0 | 11 | 11 | 3 | 77 | 1 | 0 | 0 | 1 | 0 | 0 | 252 | |
| 16 | 0.2 | 39.4 | 28.9 | 5.9 | 64.4 | 17 | 61 | 297 | 0.8 | 0.8 | 1.9 | 9576 | |
| 1 | 0 | 21 | 2 | 3 | 65 | 1 | 0 | 0 | 1 | 0 | 0 | 2399 | |
| 1 | 0 | 19 | 4 | 3 | 315 | 2 | 0 | 0 | 0.5 | 1 | 2 | 28539 | |
| 1 | 0 | 223 | 358 | 15 | 207 | 2 | 0 | 1 | 1 | 1.5 | 1.3 | 8836 | |
| 1 | 0 | 14 | 3 | 3 | 61 | 1 | 0 | 0 | 1 | 2 | 2 | 3214 | |
| 1 | 0 | 1 | 1 | 1 | 38 | 1 | 0 | 0 | 1 | 0 | 0 | 577 | |
| 6 | 0.1 | 270.8 | 174.5 | 7.7 | 148.5 | 7 | 0 | 7 | 0.9 | 6.3 | 1.6 | 3434 | |
| 2 | 0 | 15 | 5 | 4.5 | 110 | 1 | 0 | 0 | 1 | 1 | 2 | 10330 | |
| 1 | 0 | 9 | 0 | 1 | 139 | 1 | 0 | 0 | 1 | 4 | 1 | 17716 |
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