Monthly downloads
10.1K
Weekly downloads
6.4K
GitHub stars
204
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.14,>=3.10
Licence
BSD-3-Clause
Last Release
11 months ago
First Release
March 21, 2019
Total Releases
74
Python Versions
3
3.10
3.11
3.12
3.13
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
Package Risks
- No releases in 316 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
50
Adoption
80
Community
80
Provenance
100
How the maintenance status was determined
Last commit
15 days ago
Monthly downloads
10,098
•
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
10,098
Stars
204
Stars per 1k downloads
20.20
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
917
Month daily avg
337
Momentum
+172.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
<3.14,>=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
BSD-3-Clause
•
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
331 days ago
Total releases
74
Releases/year
9.8
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
26
Monthly downloads
10,098
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
82
Issue Burden
166.7
per 1k stars
Discussions
83.3
per 1k stars
Fork Ratio
40.0%
contrib / forks
Stale Release
316d
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
22
macOS
1
Python Versions
3.10
47.8%
11
3.11
43.5%
10
3.12
4.3%
1
3.9
4.3%
1
Top Countries
1.
US
78
US
2.
SG
12
SG
3.
IE
6
IE
4.
FR
3
FR
5.
DE
2
DE
6.
GB
2
GB
7.
HK
2
HK
8.
IN
2
IN
9.
NO
2
NO
10.
TW
2
TW
Weekly Downloads
GitHub Stars
Dependencies
27
- attrs
- boost-histogram
- colorama
- colored
- colorlog
- deprecated
- dill
- dotmap
- frozendict
- hist
- iminuit >=2.3
- jacobi
- numdifftools
- numpy >=1.16
- ordered-set
- pandas
- pydantic >=2.0.0
- pyyaml
- scipy >=1.2
- tabulate
- tensorflow <3.0,>=2.16.2
- tensorflow-probability <1.0,>=0.24
- texttable
- uhi
- uproot >=4
- xxhash
- zfit-interface
215 optional dependencies
-
arviz>=0.14.0[alldev]extra == "alldev"
-
arviz>=0.14.0[bayes]extra == "bayes"
-
arviz>=0.14.0[dev]extra == "dev"
-
arviz>=0.14.0[all]extra == "all"
-
arviz>=0.14.0[test]extra == "test"
-
arviz>=0.14.0[doc]extra == "doc"
-
arviz>=0.14.0[tests]extra == "tests"
-
arviz>=0.14.0[docs]extra == "docs"
-
asdf<4.0.0[tests]extra == "tests"
-
asdf<4.0.0[all]extra == "all"
-
asdf<4.0.0[alldev]extra == "alldev"
-
asdf<4.0.0[test]extra == "test"
-
asdf<4.0.0[hs3]extra == "hs3"
-
asdf<4.0.0[docs]extra == "docs"
-
asdf<4.0.0[doc]extra == "doc"
-
asdf<4.0.0[dev]extra == "dev"
-
awkward-pandas[dev]extra == "dev"
-
awkward-pandas[docs]extra == "docs"
-
awkward-pandas[all]extra == "all"
-
awkward-pandas[test]extra == "test"
-
awkward-pandas[uproot]extra == "uproot"
-
awkward-pandas[tests]extra == "tests"
-
awkward-pandas[doc]extra == "doc"
-
awkward-pandas[alldev]extra == "alldev"
-
coverage>=4.5.1[test]extra == "test"
-
coverage>=4.5.1[alldev]extra == "alldev"
-
coverage>=4.5.1[dev]extra == "dev"
-
coverage>=4.5.1[tests]extra == "tests"
-
coverage-lcov[test]extra == "test"
-
coverage-lcov[alldev]extra == "alldev"
-
coverage-lcov[dev]extra == "dev"
-
coverage-lcov[tests]extra == "tests"
-
emcee>=3.0.0[dev]extra == "dev"
-
emcee>=3.0.0[doc]extra == "doc"
-
emcee>=3.0.0[docs]extra == "docs"
-
emcee>=3.0.0[emcee]extra == "emcee"
-
emcee>=3.0.0[test]extra == "test"
-
emcee>=3.0.0[tests]extra == "tests"
-
emcee>=3.0.0[all]extra == "all"
-
emcee>=3.0.0[alldev]extra == "alldev"
-
emcee>=3.0.0[bayes]extra == "bayes"
-
ipyopt>=0.12[docs]sys_platform == "linux" and extra == "docs"
-
ipyopt>=0.12[all]sys_platform == "linux" and extra == "all"
-
ipyopt>=0.12[alldev]sys_platform == "linux" and extra == "alldev"
-
ipyopt>=0.12[dev]sys_platform == "linux" and extra == "dev"
-
ipyopt>=0.12[doc]sys_platform == "linux" and extra == "doc"
-
ipyopt>=0.12[tests]sys_platform == "linux" and extra == "tests"
-
ipyopt>=0.12[test]sys_platform == "linux" and extra == "test"
-
ipyopt>=0.12[ipyopt]sys_platform == "linux" and extra == "ipyopt"
-
jax[alldev]sys_platform != "win32" and extra == "alldev"
-
jax[tests]sys_platform != "win32" and extra == "tests"
-
jax[test]sys_platform != "win32" and extra == "test"
-
jax[dev]sys_platform != "win32" and extra == "dev"
-
jaxlib[test]sys_platform != "win32" and extra == "test"
-
jaxlib[alldev]sys_platform != "win32" and extra == "alldev"
-
jaxlib[dev]sys_platform != "win32" and extra == "dev"
-
jaxlib[tests]sys_platform != "win32" and extra == "tests"
-
jinja2[alldev]extra == "alldev"
-
jinja2[docs]extra == "docs"
-
jinja2[doc]extra == "doc"
-
jinja2[dev]extra == "dev"
-
jupyter-sphinx[doc]extra == "doc"
-
jupyter-sphinx[alldev]extra == "alldev"
-
jupyter-sphinx[dev]extra == "dev"
-
jupyter-sphinx[docs]extra == "docs"
-
matplotlib[tests]extra == "tests"
-
matplotlib[all]extra == "all"
-
matplotlib[alldev]extra == "alldev"
-
matplotlib[dev]extra == "dev"
-
matplotlib[doc]extra == "doc"
-
matplotlib[docs]extra == "docs"
-
matplotlib[plot]extra == "plot"
-
matplotlib[test]extra == "test"
-
mplhep[plot]extra == "plot"
-
mplhep[test]extra == "test"
-
mplhep[tests]extra == "tests"
-
mplhep[docs]extra == "docs"
-
mplhep[doc]extra == "doc"
-
mplhep[dev]extra == "dev"
-
mplhep[alldev]extra == "alldev"
-
mplhep[all]extra == "all"
-
myst-nb[docs]extra == "docs"
-
myst-nb[doc]extra == "doc"
-
myst-nb[dev]extra == "dev"
-
myst-nb[alldev]extra == "alldev"
-
nlopt>=2.7.1[tests](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "tests"
-
nlopt>=2.7.1[doc](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "doc"
-
nlopt>=2.7.1[nlopt](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "nlopt"
-
nlopt>=2.7.1[docs](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "docs"
-
nlopt>=2.7.1[test](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "test"
-
nlopt>=2.7.1[dev](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "dev"
-
nlopt>=2.7.1[alldev](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "alldev"
-
nlopt>=2.7.1[all](sys_platform == "linux" or sys_platform == "darwin" and platform_machine != "arm64" or sys_platform == "win32") and extra == "all"
-
numba-stats[test]extra == "test"
-
numba-stats[alldev]extra == "alldev"
-
numba-stats[dev]extra == "dev"
-
numba-stats[tests]extra == "tests"
-
pip>=9.0.1[alldev]extra == "alldev"
-
pip>=9.0.1[dev]extra == "dev"
-
pre-commit[dev]extra == "dev"
-
pre-commit[alldev]extra == "alldev"
-
pydata-sphinx-theme>=0.9[docs]extra == "docs"
-
pydata-sphinx-theme>=0.9[alldev]extra == "alldev"
-
pydata-sphinx-theme>=0.9[dev]extra == "dev"
-
pydata-sphinx-theme>=0.9[doc]extra == "doc"
-
pygit2[dev]extra == "dev"
-
pygit2[alldev]extra == "alldev"
-
pygit2[docs]extra == "docs"
-
pygit2[doc]extra == "doc"
-
pyhf>=0.7.0[test]extra == "test"
-
pyhf>=0.7.0[tests]extra == "tests"
-
pyhf>=0.7.0[alldev]extra == "alldev"
-
pyhf>=0.7.0[dev]extra == "dev"
-
pytest>=3.4.2[tests]extra == "tests"
-
pytest>=3.4.2[test]extra == "test"
-
pytest>=3.4.2[alldev]extra == "alldev"
-
pytest>=3.4.2[dev]extra == "dev"
-
pytest-benchmark[test]extra == "test"
-
pytest-benchmark[alldev]extra == "alldev"
-
pytest-benchmark[dev]extra == "dev"
-
pytest-benchmark[tests]extra == "tests"
-
pytest-cases[dev]extra == "dev"
-
pytest-cases[tests]extra == "tests"
-
pytest-cases[alldev]extra == "alldev"
-
pytest-cases[test]extra == "test"
-
pytest-helpers-namespace[tests]extra == "tests"
-
pytest-helpers-namespace[alldev]extra == "alldev"
-
pytest-helpers-namespace[dev]extra == "dev"
-
pytest-helpers-namespace[test]extra == "test"
-
pytest-ordering[alldev]extra == "alldev"
-
pytest-ordering[dev]extra == "dev"
-
pytest-ordering[tests]extra == "tests"
-
pytest-ordering[test]extra == "test"
-
pytest-randomly[dev]extra == "dev"
-
pytest-randomly[tests]extra == "tests"
-
pytest-randomly[alldev]extra == "alldev"
-
pytest-randomly[test]extra == "test"
-
pytest-rerunfailures>=6[test]extra == "test"
-
pytest-rerunfailures>=6[tests]extra == "tests"
-
pytest-rerunfailures>=6[dev]extra == "dev"
-
pytest-rerunfailures>=6[alldev]extra == "alldev"
-
pytest-runner>=2.11.1[tests]extra == "tests"
-
pytest-runner>=2.11.1[test]extra == "test"
-
pytest-runner>=2.11.1[dev]extra == "dev"
-
pytest-runner>=2.11.1[alldev]extra == "alldev"
-
pytest-timeout>=1[alldev]extra == "alldev"
-
pytest-timeout>=1[dev]extra == "dev"
-
pytest-timeout>=1[test]extra == "test"
-
pytest-timeout>=1[tests]extra == "tests"
-
pytest-xdist[dev]extra == "dev"
-
pytest-xdist[test]extra == "test"
-
pytest-xdist[tests]extra == "tests"
-
pytest-xdist[alldev]extra == "alldev"
-
pyyaml[alldev]extra == "alldev"
-
pyyaml[test]extra == "test"
-
pyyaml[tests]extra == "tests"
-
pyyaml[dev]extra == "dev"
-
ray[dev]extra == "dev"
-
ray[doc]extra == "doc"
-
ray[docs]extra == "docs"
-
ray[alldev]extra == "alldev"
-
scikit-hep-testdata[test]extra == "test"
-
scikit-hep-testdata[tests]extra == "tests"
-
scikit-hep-testdata[alldev]extra == "alldev"
-
scikit-hep-testdata[dev]extra == "dev"
-
scikit-image[dev]extra == "dev"
-
scikit-image[tests]extra == "tests"
-
scikit-image[alldev]extra == "alldev"
-
scikit-image[test]extra == "test"
-
setupext-janitor[alldev]extra == "alldev"
-
setupext-janitor[dev]extra == "dev"
-
sphinx>=5.0.0[alldev]extra == "alldev"
-
sphinx>=5.0.0[docs]extra == "docs"
-
sphinx>=5.0.0[doc]extra == "doc"
-
sphinx>=5.0.0[dev]extra == "dev"
-
sphinx-autodoc-typehints[docs]extra == "docs"
-
sphinx-autodoc-typehints[doc]extra == "doc"
-
sphinx-autodoc-typehints[dev]extra == "dev"
-
sphinx-autodoc-typehints[alldev]extra == "alldev"
-
sphinx-copybutton[dev]extra == "dev"
-
sphinx-copybutton[alldev]extra == "alldev"
-
sphinx-copybutton[doc]extra == "doc"
-
sphinx-copybutton[docs]extra == "docs"
-
sphinx-panels[alldev]extra == "alldev"
-
sphinx-panels[dev]extra == "dev"
-
sphinx-panels[docs]extra == "docs"
-
sphinx-panels[doc]extra == "doc"
-
sphinx-togglebutton[doc]extra == "doc"
-
sphinx-togglebutton[alldev]extra == "alldev"
-
sphinx-togglebutton[dev]extra == "dev"
-
sphinx-togglebutton[docs]extra == "docs"
-
sphinxcontrib-applehelp>1.0.8[docs]extra == "docs"
-
sphinxcontrib-applehelp>1.0.8[alldev]extra == "alldev"
-
sphinxcontrib-applehelp>1.0.8[dev]extra == "dev"
-
sphinxcontrib-applehelp>1.0.8[doc]extra == "doc"
-
sphinxcontrib-bibtex[alldev]extra == "alldev"
-
sphinxcontrib-bibtex[docs]extra == "docs"
-
sphinxcontrib-bibtex[doc]extra == "doc"
-
sphinxcontrib-bibtex[dev]extra == "dev"
-
sphinxcontrib-youtube>=1.0.0[docs]extra == "docs"
-
sphinxcontrib-youtube>=1.0.0[dev]extra == "dev"
-
sphinxcontrib-youtube>=1.0.0[doc]extra == "doc"
-
sphinxcontrib-youtube>=1.0.0[alldev]extra == "alldev"
-
tqdm[alldev]extra == "alldev"
-
tqdm[dev]extra == "dev"
-
tqdm[doc]extra == "doc"
-
tqdm[docs]extra == "docs"
-
twine>=1.10.0[dev]extra == "dev"
-
twine>=1.10.0[alldev]extra == "alldev"
-
wheel>=0.29.0[dev]extra == "dev"
-
wheel>=0.29.0[alldev]extra == "alldev"
-
zfit-physics>=0.6.0[docs]extra == "docs"
-
zfit-physics>=0.6.0[alldev]extra == "alldev"
-
zfit-physics>=0.6.0[dev]extra == "dev"
-
zfit-physics>=0.6.0[doc]extra == "doc"
Used By
10
- rk-extractor 2.3K/mo
- rx-tools 526/mo
- rx-hqm 512/mo
- rx-scripts 469/mo
- zfit-physics 426/mo
- flarefly 392/mo
- rx-combinatorial 325/mo
- rx-phsp-cmb 78/mo
- zfit-astro 49/mo
- mzfit 34/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords