Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
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
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Downloads by OS
Python Versions
Top Countries
Weekly Downloads
GitHub Stars
Dependencies
- click <9,>=8.3.3
- jsonschema <5.0,>=4.26.0
- numpy <3.0,>=2.2.6
- pandas <3.0,>=1.3
- polars <2,>=1.42.1
- pyarrow <26,>=25.0.0
- pydantic <3,>=2.13.4
- scikit-learn <2.0,>=1.7.2
- scipy <1.17,>=1.16.3
- typer <1.0,>=0.9
- typing-extensions >=4.16.0
- xarray <2025.0,>=0.19
47 optional dependencies
-
bandit<2.0,>=1.9.4[dev]extra == "dev"
-
basedpyright<2.0,>=1.39.9[dev]extra == "dev"
-
defusedxml<1.0,>=0.7.1[ci]extra == "ci"
-
defusedxml<1.0,>=0.7.1[ecosystem]extra == "ecosystem"
-
docutils<1,>=0.23[ci]extra == "ci"
-
duckdb<2,>=1.5.4[experimental]extra == "experimental"
-
fastapi<1.0,>=0.139.2[ci]extra == "ci"
-
fastapi<1.0,>=0.139.2[web]extra == "web"
-
griffe<2.0,>=1.14.0[docs]extra == "docs"
-
httpx<1.0,>=0.28.1[ci]extra == "ci"
-
httpx<1.0,>=0.28.1[web]extra == "web"
-
hypothesis<7.0,>=6.157.0[ci]extra == "ci"
-
ipykernel<8,>=7.3.0[dev]extra == "dev"
-
jax<0.8,>=0.7.1[ci]extra == "ci"
-
jax<0.8,>=0.7.1[jax]extra == "jax"
-
jupyterlab<5.0,>=4.6.2[dev]extra == "dev"
-
matplotlib<4.0,>=3.4[ci]extra == "ci"
-
matplotlib<4,>=3.11.1[plotting]extra == "plotting"
-
maturin<2.0,>=1.9[ci]extra == "ci"
-
maturin<2.0,>=1.9[dev]extra == "dev"
-
msgspec<1,>=0.21.1[experimental]extra == "experimental"
-
mutmut==3.6.0[dev]extra == "dev"
-
nox<2027,>=2026.7.11[dev]extra == "dev"
-
openpyxl<4.0,>=3.1.5[excel]extra == "excel"
-
orjson<4,>=3.11.9[experimental]extra == "experimental"
-
pre-commit<5.0,>=4.6.0[dev]extra == "dev"
-
psutil<8.0,>=5.9[ci]extra == "ci"
-
psutil<8.0,>=5.9[performance]extra == "performance"
-
pytest<10.0,>=9.1.1[ci]extra == "ci"
-
pytest-benchmark<6.0,>=5.2.3[ci]extra == "ci"
-
pytest-cov<8.0,>=7.1.0[ci]extra == "ci"
-
pytest-integration<0.3,>=0.2.3[ci]extra == "ci"
-
pytest-xdist<4.0,>=3.8.0[ci]extra == "ci"
-
pyyaml<7.0,>=6.0.3[ci]extra == "ci"
-
rfc8785<0.2,>=0.1[ci]extra == "ci"
-
ruff<0.16.0,>=0.15.22[dev]extra == "dev"
-
scalene<3.0,>=2.3.0[dev]extra == "dev"
-
seaborn<1,>=0.13.2[plotting]extra == "plotting"
-
tomli<3.0,>=2.4.1[dev]extra == "dev"
-
tomli<3.0,>=2.4.1[ci]extra == "ci"
-
torch<3.0,>=2.13.0[deep-learning]extra == "deep-learning"
-
tox<5.0,>=4.57.0[dev]extra == "dev"
-
ty<1.0,>=0.0.61[dev]extra == "dev"
-
types-requests>=2.33.0.20260712[dev]extra == "dev"
-
types-setuptools>=83.0.0.20260716[dev]extra == "dev"
-
uvicorn<1.0,>=0.51.0[web]extra == "web"
-
vulture<3.0,>=2.16[dev]extra == "dev"