pandas-dev Activity Analytics

The pandas-dev GitHub organization exemplifies robust project health and active development, key indicators for successful open-source initiatives. In 2025, the organization recorded a total of 1,863 commits and 2,011 pull requests, showcasing a high level of engagement among contributors.

• Commit Activity: Commit activity has steadily increased, peaking in November 2025 with 204 commits, reflecting a 3% increase in developer engagement.
• Pull Requests: The organization maintained an average of 120 pull requests per month, with a notable peak of 216 PRs in October 2025. However, a decrease to 38 PRs in November indicates potential areas for improvement in contribution consistency.
• Community Interaction: With 6,162 comments logged, averaging over 385 comments per month, the high level of discourse underscores a vibrant community vital for collaborative development.

Analysis of development focus reveals strong efforts in fixes and maintenance (1,040 contributions) alongside new development (476 contributions). This balance ensures both stability and innovation, appealing to developers seeking reliable tools.

Contributor engagement is also noteworthy, with top contributors such as jorisvandenbossche leading with 158 commits and mroeschke excelling in code reviews with 1,047 review counts. These metrics highlight a strong quality control mechanism and a committed community.

In conclusion, pandas-dev not only meets but exceeds the expectations for open-source projects. Its quantifiable metrics and growth patterns position it as a leader in data analysis libraries, making it an essential resource for developers and organizations. This commitment to continuous improvement and community engagement ensures that pandas remains a critical tool in the Python ecosystem for years to come.