Monthly downloads
1.1M
Weekly downloads
186.9K
GitHub stars *
10.1K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
Requires Python
<3.15,>=3.10
Licence
BSD 3-Clause License
Last Release
3 weeks ago
First Release
March 21, 2019
Total Releases
104
Python Versions
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
86
Adoption
60
Community
90
Provenance
100
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
1,083,836
• 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
1,083,836
Stars
10,066
Stars per 1k downloads
9.29
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
26,695
Month daily avg
36,128
Momentum
-26.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.15,>=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 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
23 days ago
Total releases
104
Releases/year
13.7
• 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
679
Monthly downloads
1,083,836
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
99
 
Issue Burden
141.2
per 1k stars
Discussions
41.3
per 1k stars
Fork Ratio
27.9%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 17.0K
Windows 132
macOS 54

Python Versions

3.12
41.1% 6.8K
3.10
38.2% 6.4K
3.11
11.7% 2.0K
3.13
5.1% 845
3.9
3.9% 651

Top Countries

1. US US
10.1K
2. IE IE
2.6K
3. IN IN
2.2K
4. GB GB
763
5. NL NL
517
6. JP JP
281
7. BR BR
265
8. SG SG
197
9. DE DE
95
10. CN CN
53

Weekly Downloads

GitHub Stars *

Dependencies

7
104 optional dependencies
  • accelerate[dl]
    extra == "dl"
  • arch<9.1,>=5.6[forecasting]
    python_version < "3.13" and extra == "forecasting"
  • backoff[dev]
    extra == "dev"
  • boto3[mlflow-tests]
    extra == "mlflow-tests"
  • botocore[mlflow-tests]
    extra == "mlflow-tests"
  • catboost[compatibility-tests]
    python_version < "3.13" and extra == "compatibility-tests"
  • cloudpickle[all-extras]
    extra == "all-extras"
  • dtaidistance<2.5[alignment]
    python_version < "3.13" and extra == "alignment"
  • dtw-python<1.8,>=1.3[alignment]
    python_version < "3.13" and extra == "alignment"
  • dtw-python[notebooks]
    extra == "notebooks"
  • einops>0.7.0[dl]
    python_version < "3.12" and extra == "dl"
  • gluonts>=0.14.3[dl]
    python_version < "3.12" and extra == "dl"
  • hmmlearn<0.4,>=0.2.7[detection]
    python_version < "3.13" and extra == "detection"
  • holidays[all-extras]
    extra == "all-extras"
  • holidays<0.59,>=0.29[transformations]
    python_version < "3.13" and extra == "transformations"
  • httpx[dev]
    extra == "dev"
  • huggingface-hub>=0.23.0[dl]
    python_version < "3.12" and extra == "dl"
  • huggingface-hub[datasets]
    extra == "datasets"
  • hydra-core[dl]
    python_version < "3.13" and extra == "dl"
  • jupyter[docs]
    extra == "docs"
  • jupyter[binder]
    extra == "binder"
  • lightning<2.7,>=2.0[dl]
    (sys_platform != "darwin" or python_version < "3.13") and extra == "dl"
  • lightning<2.7,>=2.0[notebooks]
    extra == "notebooks"
  • matplotlib[notebooks]
    extra == "notebooks"
  • matplotlib!=3.9.1,>=3.3.2[all-extras]
    extra == "all-extras"
  • mlflow<3.0[mlflow2]
    extra == "mlflow2"
  • mlflow<4.0[mlflow]
    extra == "mlflow"
  • mlflow<4.0[mlflow-tests]
    extra == "mlflow-tests"
  • moto[mlflow-tests]
    extra == "mlflow-tests"
  • mrseql<0.0.3[cython-extras]
    extra == "cython-extras"
  • mrsqm[cython-extras]
    python_version < "3.11" and extra == "cython-extras"
  • myst-parser[docs]
    extra == "docs"
  • nbsphinx>=0.8.6[docs]
    extra == "docs"
  • networkx<3.7[clustering]
    extra == "clustering"
  • neuralforecast>=1.6.4[dl]
    python_version < "3.12" and extra == "dl"
  • numba<0.68,>=0.53[detection]
    extra == "detection"
  • numba<0.68,>=0.53[alignment]
    extra == "alignment"
  • numba<0.68,>=0.53[all-extras]
    extra == "all-extras"
  • numba<0.68,>=0.53[classification]
    extra == "classification"
  • numba<0.68,>=0.53[clustering]
    extra == "clustering"
  • numba<0.63[cython-extras]
    python_version < "3.14" and extra == "cython-extras"
  • numba<0.68[notebooks]
    extra == "notebooks"
  • numba<0.68,>=0.53[regression]
    extra == "regression"
  • numba<0.68,>=0.53[transformations]
    extra == "transformations"
  • numpy<2.0.0[numpy1]
    extra == "numpy1"
  • numpydoc[docs]
    extra == "docs"
  • pandas<2.0.0[pandas1]
    extra == "pandas1"
  • peft<0.14.0,>=0.10.0[dl]
    python_version < "3.12" and extra == "dl"
  • pmdarima!=1.8.1,<2.2,>=1.8[forecasting]
    extra == "forecasting"
  • pmdarima[notebooks]
    extra == "notebooks"
  • polars<2.0,>=0.20[all-extras]
    extra == "all-extras"
  • pre-commit[dev]
    extra == "dev"
  • prophet<1.4,>=1.2[forecasting]
    python_version < "3.13" and extra == "forecasting"
  • prophet[notebooks]
    extra == "notebooks"
  • pycatch22<0.4.6,>=0.4[transformations]
    python_version < "3.13" and extra == "transformations"
  • pydata-sphinx-theme[docs]
    extra == "docs"
  • pyod<1.2,>=0.8[detection]
    python_version < "3.12" and extra == "detection"
  • pytest[dev]
    extra == "dev"
  • pytest<9.2,>=7.4[tests]
    extra == "tests"
  • pytest-randomly<5.1,>=3.15[tests]
    extra == "tests"
  • pytest-randomly[dev]
    extra == "dev"
  • pytest-timeout<2.5,>=2.1[tests]
    extra == "tests"
  • pytest-timeout[dev]
    extra == "dev"
  • pytest-xdist[dev]
    extra == "dev"
  • pytest-xdist<3.9,>=3.3[tests]
    extra == "tests"
  • pytorch-forecasting[notebooks]
    extra == "notebooks"
  • pytorch-forecasting>=1.8.0[dl]
    ((sys_platform != "darwin" or python_version != "3.13") and python_version < "3.14") and extra == "dl"
  • rdata[datasets]
    extra == "datasets"
  • requests[datasets]
    extra == "datasets"
  • seaborn>=0.11[all-extras]
    extra == "all-extras"
  • seaborn[notebooks]
    extra == "notebooks"
  • seasonal<0.4,>=0.3.1[param-est]
    python_version < "3.13" and extra == "param-est"
  • simdkalman[transformations]
    extra == "transformations"
  • skforecast<0.19,>=0.12.1[forecasting]
    python_version < "3.14" and extra == "forecasting"
  • skpro<2.16.0,>=2[all-extras]
    extra == "all-extras"
  • skpro<2.16.0,>=2[forecasting]
    extra == "forecasting"
  • skpro>=2[notebooks]
    extra == "notebooks"
  • skpro>=2[skpro]
    extra == "skpro"
  • sphinx!=7.2.0,<9.0.0[docs]
    extra == "docs"
  • sphinx-copybutton[docs]
    extra == "docs"
  • sphinx-design<0.7.0[docs]
    extra == "docs"
  • sphinx-gallery<0.22.0[docs]
    extra == "docs"
  • sphinx-issues<7.0.0[docs]
    extra == "docs"
  • statsforecast<2.1.0,>=1.0.0[forecasting]
    python_version < "3.13" and extra == "forecasting"
  • statsforecast[notebooks]
    extra == "notebooks"
  • statsmodels>=0.12.1[all-extras]
    extra == "all-extras"
  • statsmodels<0.16,>=0.12.1[forecasting]
    python_version < "3.15" and extra == "forecasting"
  • statsmodels<0.16,>=0.12.1[param-est]
    python_version < "3.15" and extra == "param-est"
  • statsmodels<0.16,>=0.12.1[transformations]
    python_version < "3.15" and extra == "transformations"
  • tabulate[docs]
    extra == "docs"
  • tensorflow<2.20,>=2.15[classification]
    python_version < "3.13" and extra == "classification"
  • tensorflow<2.20,>=2.15[dl]
    python_version < "3.13" and extra == "dl"
  • tensorflow<2.20,>=2.15[networks]
    python_version < "3.13" and extra == "networks"
  • tensorflow<2.20,>=2.15[regression]
    python_version < "3.13" and extra == "regression"
  • torch[dl]
    (sys_platform != "darwin" or python_version < "3.13") and extra == "dl"
  • torch[notebooks]
    extra == "notebooks"
  • torchmetrics[dl]
    python_version < "3.13" and extra == "dl"
  • tqdm[dl]
    extra == "dl"
  • transformers<4.41.0[dl]
    python_version < "3.13" and extra == "dl"
  • ts2vg<1.3[clustering]
    (python_version < "3.13" and platform_machine != "aarch64") and extra == "clustering"
  • tsfresh<0.22,>=0.17[classification]
    python_version < "3.12" and extra == "classification"
  • tsfresh<0.22,>=0.17[transformations]
    python_version < "3.12" and extra == "transformations"
  • tslearn!=0.6.0,<0.7.0,>=0.5.2[clustering]
    python_version < "3.12" and extra == "clustering"
  • wheel[dev]
    extra == "dev"

Used By

77
View all 77 dependents