Monthly downloads
8.7M
Weekly downloads
2.1M
GitHub stars
4.5K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
MIT License
Last Release
1 week ago
First Release
November 5, 2018
Total Releases
127
Python Versions
3
3.10
3.11
3.12
3.13
3.14
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
77
Adoption
80
Community
80
Provenance
0
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
8,654,596
•
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
8,654,596
Stars
4,478
Stars per 1k downloads
0.52
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
306,938
Month daily avg
288,487
Momentum
+6.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT 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
10 days ago
Total releases
127
Releases/year
16.0
•
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
231
Monthly downloads
8,654,596
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
85
Issue Burden
86.6
per 1k stars
Discussions
40.6
per 1k stars
Fork Ratio
48.9%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
177.1K
Windows
1.3K
macOS
1.1K
Python Versions
3.12
32.7%
55.7K
3.11
29.9%
50.9K
3.10
24.2%
41.2K
3.13
7.2%
12.2K
3.9
6.1%
10.3K
Top Countries
1.
US
145.6K
US
2.
GB
8.4K
GB
3.
IE
8.4K
IE
4.
DE
5.9K
DE
5.
NL
3.9K
NL
6.
AU
3.4K
AU
7.
SG
1.4K
SG
8.
JP
975
JP
9.
FI
782
FI
10.
CA
762
CA
Weekly Downloads
GitHub Stars
Dependencies
5
- packaging >=20.0
- pydantic
- typeguard
- typing-extensions
- typing-inspect >=0.6.0
62 optional dependencies
-
black[all]extra == "all"
-
dask[modin-dask]extra == "modin-dask"
-
dask[modin]extra == "modin"
-
dask[all]extra == "all"
-
dask[dask]extra == "dask"
-
distributed[all]extra == "all"
-
distributed[modin-dask]extra == "modin-dask"
-
distributed[modin]extra == "modin"
-
distributed[dask]extra == "dask"
-
fastapi[fastapi]extra == "fastapi"
-
fastapi[all]extra == "all"
-
frictionless<=4.40.8[all]extra == "all"
-
frictionless<=4.40.8[frictionless]extra == "frictionless"
-
geopandas[geopandas]extra == "geopandas"
-
geopandas[all]extra == "all"
-
hypothesis>=6.92.7[strategies]extra == "strategies"
-
hypothesis>=6.92.7[all]extra == "all"
-
ibis-framework>=9.0.0[ibis]extra == "ibis"
-
ibis-framework>=9.0.0[all]extra == "all"
-
modin[modin-dask]extra == "modin-dask"
-
modin[modin]extra == "modin"
-
modin[all]extra == "all"
-
modin[modin-ray]extra == "modin-ray"
-
narwhals>=1.26.0[all]extra == "all"
-
narwhals>=1.26.0[narwhals]extra == "narwhals"
-
narwhals>=1.26.0[pyarrow]extra == "pyarrow"
-
numpy>=1.24.4[xarray]extra == "xarray"
-
numpy>=1.24.4[all]extra == "all"
-
numpy>=1.24.4[pandas]extra == "pandas"
-
pandas>=2.1.1[pandas]extra == "pandas"
-
pandas-stubs[mypy]extra == "mypy"
-
pandas-stubs[all]extra == "all"
-
polars>=1.20.0[all]extra == "all"
-
polars>=1.20.0[polars]extra == "polars"
-
pyarrow>=13[pyarrow]extra == "pyarrow"
-
pyarrow>=13[all]extra == "all"
-
pyarrow-hotfix[ibis]extra == "ibis"
-
pyarrow-hotfix[all]extra == "all"
-
pyspark>=3.2.0[pyspark]extra == "pyspark"
-
pyspark>=3.2.0[all]extra == "all"
-
pyyaml>=5.1[io]extra == "io"
-
pyyaml>=5.1[cli]extra == "cli"
-
pyyaml>=5.1[all]extra == "all"
-
ray[all]extra == "all"
-
ray[modin]extra == "modin"
-
ray[modin-ray]extra == "modin-ray"
-
rich[cli]extra == "cli"
-
rich[all]extra == "all"
-
scipy[hypotheses]extra == "hypotheses"
-
scipy[all]extra == "all"
-
scipy-stubs[mypy]python_version >= "3.10" and extra == "mypy"
-
scipy-stubs[all]python_version >= "3.10" and extra == "all"
-
shapely[geopandas]extra == "geopandas"
-
shapely[all]extra == "all"
-
tensordict[all]extra == "all"
-
tensordict[torch]extra == "torch"
-
torch[torch]extra == "torch"
-
torch[all]extra == "all"
-
typer>=0.12.3[cli]extra == "cli"
-
typer>=0.12.3[all]extra == "all"
-
xarray>=2024.10.0[all]extra == "all"
-
xarray>=2024.10.0[xarray]extra == "xarray"
Used By
318
- pandapower 366.1K/mo
- dagster-pandera 127.1K/mo
- ixmp4 33.5K/mo
- flytekitplugins-pandera 31.5K/mo
- genvarloader 26.4K/mo
- hstrat 23.8K/mo
- adapta 21.6K/mo
- seqpro 19.4K/mo
- kolena 19.1K/mo
- everycure-datasets 17.9K/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords