Monthly downloads
849.0K
Weekly downloads
186.3K
GitHub stars
8.0K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
Apache License 2.0
Last Release
1 month ago
First Release
November 25, 2020
Total Releases
154
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
84
Adoption
69
Community
70
Provenance
100
How the maintenance status was determined
Last commit
35 days ago
Monthly downloads
849,047
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
849,047
Stars
7,981
Stars per 1k downloads
9.40
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
26,620
Month daily avg
28,302
Momentum
-5.9%
((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
Apache License 2.0
•
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
35 days ago
Total releases
154
Releases/year
26.1
•
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
89
Monthly downloads
849,047
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
66
Issue Burden
30.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
9.4%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
19.5K
Windows
57
macOS
55
Python Versions
3.12
66.9%
12.9K
3.10
14.9%
2.9K
3.11
13.3%
2.6K
3.13
4.3%
831
3.14
0.7%
132
Top Countries
1.
US
14.4K
US
2.
NL
3.9K
NL
3.
DE
588
DE
4.
IE
388
IE
5.
SG
155
SG
6.
AE
149
AE
7.
GB
132
GB
8.
CA
120
CA
9.
BE
110
BE
10.
IN
78
IN
Weekly Downloads
GitHub Stars
Dependencies
26
- certifi >=2024.7.4
- cryptography >=43.0.1
- deprecation >=2.1.0
- dynaconf >=3.2.4
- fsspec >=2024.9.0
- iterative-telemetry >=0.0.5
- litestar >=2.19.0
- nltk >=3.6.7
- numpy >=1.23.0
- opentelemetry-proto >=1.25.0
- pandas >=1.3.5
- plotly <6,>=5.10.0
- pydantic >=1.10.16
- pyyaml >=6.0.1
- requests >=2.32.0
- rich >=13
- scikit-learn >=1.1.1
- scipy >=1.10.0
- statsmodels >=0.14.0
- typer >=0.3
- typing-inspect >=0.9.0
- ujson >=5.4.0
- urllib3 >=1.26.19
- uuid6 >=2024.7.10
- uvicorn >=0.22.0
- watchdog >=3.0.0
36 optional dependencies
-
alembic>=1.13.0[sql]extra == "sql"
-
evaluate>=0.4.1[llm]extra == "llm"
-
faiss-cpu>=1.8.0[llm]extra == "llm"
-
gcsfs>=2024.9.0[fsspec]extra == "fsspec"
-
gcsfs>=2024.9.0[gcs]extra == "gcs"
-
httpx==0.27.0[dev]extra == "dev"
-
jupyter==1.0.0[dev]extra == "dev"
-
litellm>=1.74.3[llm]extra == "llm"
-
llama-index>=0.10[llm]extra == "llm"
-
mypy==1.1.1[dev]extra == "dev"
-
openai>=1.16.2[llm]extra == "llm"
-
pandas-stubs<3,>=1.3.5[dev]extra == "dev"
-
pillow>=11.3.0[dev]extra == "dev"
-
pip-audit>=2.7.2[dev]extra == "dev"
-
pre-commit==3.5.0[dev]extra == "dev"
-
psycopg2-binary>=2.9.0[sql]extra == "sql"
-
pyspark<4,>=3.4.0[spark]extra == "spark"
-
pytest==7.4.4[dev]extra == "dev"
-
pytest-asyncio==0.23.7[dev]extra == "dev"
-
pytest-html>=4.2.0[dev]extra == "dev"
-
pytest-mock==3.14.0[dev]extra == "dev"
-
ruff==0.3.7[dev]extra == "dev"
-
s3fs>=2024.9.0[fsspec]extra == "fsspec"
-
s3fs>=2024.9.0[s3]extra == "s3"
-
sentence-transformers>=2.7.0[llm]extra == "llm"
-
setuptools==65.5.1[dev]python_version < "3.12" and extra == "dev"
-
sqlalchemy>=2.0.0[sql]extra == "sql"
-
sqlvalidator>=0.0.20[llm]extra == "llm"
-
tracely>=0.2.11[dev]extra == "dev"
-
transformers>=4.39.3[llm]extra == "llm"
-
types-dataclasses==0.6[dev]extra == "dev"
-
types-python-dateutil==2.8.19[dev]extra == "dev"
-
types-pyyaml==6.0.1[dev]extra == "dev"
-
types-requests==2.26.0[dev]extra == "dev"
-
types-ujson>=5.4.0[dev]extra == "dev"
-
wheel==0.38.1[dev]extra == "dev"
Used By
12
- utilsds 1.4K/mo
- mendrift-mcp 472/mo
- mlops-abp 243/mo
- pipelinesds 141/mo
- nexora-prediction 137/mo
- uagf-xai 110/mo
- eni-mlops-content 104/mo
- pmlops 85/mo
- gridsense 65/mo
- zebraops 62/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh