PyRank
pandas-dev

pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
PyPI GitHub Verified repo
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

pandas has 771.3M monthly downloads and 49K GitHub stars. Version 3.0.4 supports Python 3.11+, first published in 2009.

It is actively maintained under a permissive license, last released in Jun 2026.

It is built on top of numpy, python-dateutil and tzdata. It is used by 53,330 tracked packages, including datasets, databricks-sql-connector and awswrangler.

GitHub topics include data-analysis, pandas and flexible.

Shared Repository
This package shares its GitHub repository (pandas-dev/pandas) with 3 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
23.6M
Week
176.7M
Month
771.3M
Stars
49.1K
Forks
20.1K
Issues
2.8K
Version
3.0.4

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
95
Adoption
70
Community
100
Provenance
100
How the maintenance status was determined
Last commit
1 days ago
Monthly downloads
771,277,314
• Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
771,277,314
Stars
49,143
Stars per 1k downloads
0.06
• Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
25,246,853
Month daily avg
25,709,244
Momentum
-1.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD 3-Clause License
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
8 days ago
Total releases
139
Releases/year
8.4
Rapid
Last release within 365 days and > 12 releases/year
• Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
3,758
Monthly downloads
771,277,314
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
80
 
Issue Burden
57.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
18.7%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 18.2M
Windows 367.1K
macOS 152.4K

Python Versions

3.11
29.8% 4.9M
3.12
27.5% 4.5M
3.13
15.7% 2.6M
3.9
13.9% 2.3M
3.10
13.1% 2.1M

Top Countries

1. US US
13.6M
2. SG SG
788.7K
3. IN IN
669.8K
4. IE IE
607.5K
5. DE DE
581.3K
6. HK HK
500.2K
7. NL NL
314.2K
8. GB GB
232.8K
9. JP JP
215.0K
10. CA CA
176.1K

Dependencies

3
79 optional dependencies

Used By

53330
View all 53330 dependents
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
BSD 3-Clause License
First Release
December 25, 2009
Last Release
1 week ago
Last Commit
2 days ago
Latest Version
3.0.4
Total Releases
139
Contributors
3,758
Open PRs
220
Archived
No
Python Versions
3 3.11 3.12 3.13 3.14
Wheels
cp26 cp27 cp310 cp311 cp312 cp313 cp314 cp32 cp33 cp34 cp35 cp36 cp37 cp38 cp39
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links