pandas-dev GitHub Pull Requests Analytics

The pandas-dev GitHub organization has showcased impressive repository activity in January 2026, reflecting robust community engagement and project health metrics. The organization recorded a total of 234 pull requests (PRs) in its main repository, pandas, along with 31 PRs in pandas-stubs, underscoring a steady influx of contributions.

• Average PRs per Developer per Day: 0.16 – a consistent contribution rate with a 1% increase from previous periods.
• Average Reviews per Developer per Day: 0.8 – representing a 9% increase, highlighting active engagement in code reviews essential for maintaining quality.
• Total Reviews: Achieved 217 reviews, reinforcing collaborative dynamics within the community.
• Total Conversations: With 293 conversations, discussions around code and features reveal a vibrant environment for knowledge sharing.

Despite a decrease in average time to merge PRs (now at 23.07 hours) and a reduction in lines of code per PR, overall activity levels remain strong, evidenced by 385 comments. This suggests that while individual PRs may be smaller, the community is actively iterating on contributions.

Notably, the pandas repository features 0.8 reviews per PR and 0.7 conversations per PR, indicating thorough scrutiny and dialogue. In contrast, pandas-stubs stands out with 3.9 conversations per PR, showcasing deep engagement in discussions about type hints and stubs.

In summary, the pandas-dev organization exemplifies a thriving open-source project, characterized by consistent contributions and collaborative reviews. These insights into pull request metrics, developer contribution trends, and overall engineering investment analysis make it an appealing destination for developers seeking to engage with a dynamic community.