pandas-dev GitHub Commits Analytics

In January 2026, the pandas-dev organization demonstrated a vibrant and dynamic code repository activity, particularly in their flagship repository, pandas. The organization recorded an impressive total of 201 commits, averaging 6.9 commits per day. This consistent level of engagement highlights a robust development culture that is essential for maintaining high-quality open-source software.

Analyzing the commit behavior, the organization added 26,647 lines while deleting 11,431 lines, resulting in a net gain of 15,216 lines. This favorable ratio of 2.33 lines added for every line deleted indicates a strong focus on enhancing features and improving functionality, essential for attracting new users and contributors.

Despite this positive momentum, the metric for commits per developer per day dipped to 0.17, suggesting a need to boost collaboration and active participation among the developer community. The standout contributions from the pandas-stubs repository, which recorded 29 commits, showcased an average of 220.2 additions per commit, emphasizing significant enhancements in type safety.

Top contributor tuhinsharma121 led the way with 65 commits, averaging 2.2 commits per day, showcasing the vital role of individual dedication in fostering a thriving open-source ecosystem. Overall, this analysis of open source metrics for the pandas-dev organization reflects a healthy investment in engineering and a commitment to community-driven development.