pandas-dev GitHub Pull Requests Dashboard | GitLights
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pandas-dev GitHub Pull Requests Analytics

GitHub Activity Summary

The pandas-dev GitHub organization exhibited remarkable activity throughout November 2025, underscoring a thriving developer community committed to enhancing the pandas project. A total of 38 pull requests (PRs) were submitted, averaging 0.13 PRs per developer per day. This consistent contribution rate indicates a healthy collaborative environment, vital for fostering innovation and maintaining developer productivity.

Analyzing key performance indicators reveals a positive trend in community engagement. The organization achieved an average of 0.31 reviews per developer per day, marking a 2.87% increase from previous periods. Furthermore, the average comments per developer per day reached 0.18, reflecting vibrant discussions and feedback loops that enhance the overall code contribution analysis.

Despite a slight decline in the average time to merge PRs, which stood at 8.13 hours (a 0.83% decrease), the pandas repository remained a focal point of activity with 33 total reviews and 54 total conversations. The metrics showed 0.9 reviews per PR and 2.0 comments per conversation, indicating a robust dialogue among contributors.

Notably, the latter half of the month saw a spike in activity, with 13 reviews and 8 comments on November 25th, highlighting the dynamic nature of developer contribution trends. Overall, pandas-dev's commitment to community health and collaborative practices is evident, offering valuable insights for those engaged in GitHub monitoring and engineering investment analysis.

Evolution of Pull Requests with EMA and RSI
Comments, Reviews, and Conversations in Pull Requests
Pull Requests by Repository

pandas

67%

pandas-stubs

33%
Conversations, Comments, and Reviews in PR's
Total reviews

0

Total conversations

0

Total comments

0

Developers' Indicators Table in Pull Requests
DeveloperTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
10010068
5000.21.81.928626
100000
200100158
11021.25.42.18205

1 to 5 of 38

Rows per page:

Repositories' Indicators Table in Pull Requests
RepoTotal PRsTotal reviewsTotal conversationsReviews per PRConversations per PRComments per conversationsTime to merge
p
pandas
85631210.71.41.91232
ps
pandas-stubs
41373410.98.31.11117

1 to 2 of 2

Rows per page:

Comparison of Indicators with Average of Other Organizations in Pull Requests
Average PRs per developer per day

0.00

0.08
0.75%
Average reviews per developer per day

0.00

0.08
5.62%
Average comments per developer per day

0.00

0.09
7.44%
Average time to merge PR (hours)

0.00

48.84
-0.6%
Lines of code balance per PR

0.00

988.03
-0.75%
Files changed per PR

0.00

10.47
-0.29%
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