pandas-dev GitHub Commits Analytics
GitHub Activity Summary
In November 2025, the pandas-dev organization exhibited a dynamic development journey, marked by impressive GitHub analytics that reveal significant repository insights. The main repository, pandas, recorded a total of 112 commits, averaging 4.1 commits per day. This consistent activity underscores a robust commitment to enhancing the library's core functionalities.
Throughout the month, the organization saw a net gain of 4,472 lines in its codebase, with 12,070 lines added and 7,598 lines deleted. This positive balance, with a ratio of 1.59 lines added to deleted, highlights a healthy engineering investment analysis, showcasing a blend of innovation and maintenance.
Despite these achievements, developer contribution trends revealed some challenges, with an average of 0.1 commits per developer per day. Notably, standout contributors like cmp0xff made a significant impact, leading with 10 commits and averaging 482.4 additions per commit. This emphasizes the importance of individual contributions within the broader community.
While the average commit message length increased to 118.07 characters, indicating improved communication, metrics such as files changed per commit and lines added per commit showed a downward trend. This suggests an opportunity for the pandas-dev community to refine their pull request metrics and enhance overall commit quality.
In conclusion, the pandas-dev organization remains a vibrant player in the open-source ecosystem, with a compelling narrative of growth and areas for potential improvement, making it a valuable case study for those interested in GitHub repository insights.
pandas
pandas-stubs
Lines added
14.677
Lines deleted
11.222
Lines balance
3.455
| Developer | Total commits | Commits by day | Additions per commit | Deletions per commit | Files changed per commit | Message size per commit |
|---|---|---|---|---|---|---|
| 1 | 0 | 40 | 7 | 1 | 40 | |
| 1 | 0 | 17 | 2 | 3 | 149 | |
| 2 | 0.1 | 2.5 | 2.5 | 1.5 | 41.5 | |
| 11 | 0.4 | 617.5 | 124.4 | 8 | 411.3 | |
| 4 | 0.1 | 4.8 | 4.8 | 2.8 | 185.8 |
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Average commit message size
162.48
68.59
0%
ratio added/deleted lines of code
1.31
1.72
-0.24%
Commits per developer per day
0.11
0.22
-0.5%
files changed per commit
7.06
8.32
-0.15%
lines added per developer
137.17
494.02
-0.72%
lines deleted per developer
104.88