Monthly downloads
78.3K
Weekly downloads
16.7K
GitHub stars
62
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.9
Licence
MIT
Last Release
1 year ago
First Release
November 23, 2020
Total Releases
13
Python Versions
3
3.9
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
40
Popularity
35
Adoption
58
Community
50
Provenance
0
How the maintenance status was determined
Last commit
239 days ago
Monthly downloads
78,321
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
78,321
Stars
62
Stars per 1k downloads
0.79
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
2,389
Month daily avg
2,611
Momentum
-8.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.9
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
•
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
476 days ago
Total releases
13
Releases/year
2.2
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
54
Monthly downloads
78,321
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
48
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
490.9%
contrib / forks
Stale Release
237d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.8K
macOS
143
Windows
24
Python Versions
3.12
45.0%
875
3.10
30.5%
593
3.11
12.3%
240
3.14
8.0%
155
3.13
4.3%
83
Top Countries
1.
US
1.8K
US
2.
SG
122
SG
3.
DE
89
DE
4.
HK
89
HK
5.
CN
45
CN
6.
SE
13
SE
7.
MY
12
MY
8.
JP
9
JP
9.
TH
8
TH
10.
FR
7
FR
Weekly Downloads
GitHub Stars
Dependencies
10
- attrs >=20.2.0
- docrep >=0.3.1
- inflect >=4.1.0
- packaging >=24.2
- pandas >=1.2.0
- requests >=2.24.0
- tqdm >=4.51.0
- typing-extensions >=3.7.4.3
- urllib3 >=1.26.0
- wrapt >=1.12.0
20 optional dependencies
-
attrs>=20.2.0[docs]extra == "docs"
-
docrep>=0.3.1[docs]extra == "docs"
-
inflect>=4.1.0[docs]extra == "docs"
-
networkx>=2.3.0[graph]extra == "graph"
-
packaging>=24.2[docs]extra == "docs"
-
pandas>=1.2.0[docs]extra == "docs"
-
requests>=2.24.0[docs]extra == "docs"
-
sphinx>=4[docs]extra == "docs"
-
sphinx-autodoc-annotation>=1.0.post1[docs]extra == "docs"
-
sphinx-autodoc-typehints>=1.10.3[docs]extra == "docs"
-
sphinx-copybutton>=0.5.2[docs]extra == "docs"
-
sphinx-last-updated-by-git>=0.3.8[docs]extra == "docs"
-
sphinx-paramlinks>=0.6.0[docs]extra == "docs"
-
sphinx-rtd-theme>=3.0.2[docs]extra == "docs"
-
sphinx-toolbox>=3.9.0[docs]extra == "docs"
-
tox>=3.20.1[tests]extra == "tests"
-
tqdm>=4.51.0[docs]extra == "docs"
-
typing-extensions>=3.7.4.3[docs]extra == "docs"
-
urllib3>=1.26.0[docs]extra == "docs"
-
wrapt>=1.12.0[docs]extra == "docs"
Used By
15
- squidpy 73.2K/mo
- nordic 1.4K/mo
- nekomata 1.0K/mo
- tfitpy 802/mo
- bengrn 698/mo
- monkeybread 501/mo
- nichecompass 441/mo
- augusta 375/mo
- scprel 308/mo
- palmettobug 278/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
ARN
Autophagy
BioGRID
BioPAX
CORUM
COSMIC
CPAD
Cancer Gene Census
CancerSEA
Cell Surface Protein Atlas
CellPhoneDB
ComPPI
Compleat
ComplexPortal
DEPOD
DGIdb
DIP
DNA
DisGeNet
DoRothEA
ELM
EMBRACE
Ensembl
Exocarta
GPCRdb
GSEA
Guide to Pharmacology
HGNC
HomoloGene
Human Plasma Membrane Receptome
Human Protein Atlas
ICELLNET