Monthly downloads
4.4K
Weekly downloads
1.0K
GitHub stars
233
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.11
Licence
Apache-2.0 AND MIT
Last Release
1 month ago
First Release
March 24, 2023
Total Releases
22
Python Versions
3
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
80
Popularity
48
Adoption
36
Community
40
Provenance
100
How the maintenance status was determined
Last commit
37 days ago
Monthly downloads
4,376
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
4,376
Stars
233
Stars per 1k downloads
53.24
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
147
Month daily avg
146
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
>=3.11
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-2.0 AND 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
37 days ago
Total releases
22
Releases/year
6.2
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
19
Monthly downloads
4,376
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
50
Issue Burden
34.3
per 1k stars
Discussions
25.8
per 1k stars
Fork Ratio
61.3%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
51
Python Versions
3.12
48.0%
24
3.10
20.0%
10
3.11
18.0%
9
3.13
12.0%
6
3.14
2.0%
1
Top Countries
1.
US
50
US
2.
KR
5
KR
3.
HK
2
HK
4.
SE
2
SE
5.
CN
1
CN
6.
GB
1
GB
7.
ID
1
ID
8.
IN
1
IN
9.
KW
1
KW
10.
MX
1
MX
Weekly Downloads
GitHub Stars
Dependencies
17
- datamol >=0.13.0
- filelock >=3.13
- fsspec >=2024.3
- joblib >=1.3
- loguru >=0.7
-
numpy
<2,>=1.26
platform_system == "Darwin" and platform_machine == "x86_64"
- packaging >=23.2
- pandas >=2.2
- platformdirs >=4
- pmapper >=1.1
- pydantic >=2.7
- pyyaml >=6
- rdkit >=2024.9.1
- scikit-learn >=1.6
- scipy >=1.11
-
torch
<2.3,>=2.2.2
platform_system == "Darwin" and platform_machine == "x86_64"
- tqdm >=4.66
53 optional dependencies
-
black>=25[dev]extra == "dev"
-
build>=1.2[dev]extra == "dev"
-
fcd-torch>=1.0.7[fcd]extra == "fcd"
-
fcd-torch>=1.0.7[all]extra == "all"
-
gcsfs>=2024.3[all]extra == "all"
-
gcsfs>=2024.3[cloud]extra == "cloud"
-
h5py>=3.10[cache]extra == "cache"
-
h5py>=3.10[all]extra == "all"
-
h5py>=3.10[test]extra == "test"
-
huggingface-hub>=0.34[transformer]extra == "transformer"
-
huggingface-hub>=0.34[all]extra == "all"
-
ipywidgets>=8.1[viz]extra == "viz"
-
ipywidgets>=8.1[all]extra == "all"
-
markdown-include>=0.8.1[docs]extra == "docs"
-
matplotlib>=3.8[viz]extra == "viz"
-
matplotlib>=3.8[test]extra == "test"
-
matplotlib>=3.8[all]extra == "all"
-
mdx-truly-sane-lists>=1.3[docs]extra == "docs"
-
mike>=2[docs]extra == "docs"
-
mkdocs>=1.6[docs]extra == "docs"
-
mkdocs-jupyter>=0.25[docs]extra == "docs"
-
mkdocs-material>=9.5[docs]extra == "docs"
-
mkdocs-material-extensions>=1.3[docs]extra == "docs"
-
mkdocstrings>=0.30[docs]extra == "docs"
-
mordredcommunity>=2.0.7[mordred]extra == "mordred"
-
mordredcommunity>=2.0.7[test]extra == "test"
-
mordredcommunity>=2.0.7[all]extra == "all"
-
nglview>=3.1[viz]extra == "viz"
-
nglview>=3.1[all]extra == "all"
-
pre-commit>=4[dev]extra == "dev"
-
pyarrow>=15[test]extra == "test"
-
pyarrow>=15[cache]extra == "cache"
-
pyarrow>=15[all]extra == "all"
-
pytest>=8[test]extra == "test"
-
pytest-cov>=6[test]extra == "test"
-
pytest-timeout>=2.3[test]extra == "test"
-
pytest-xdist>=3.6[test]extra == "test"
-
ruff>=0.11[dev]extra == "dev"
-
s3fs>=2024.3[cloud]extra == "cloud"
-
s3fs>=2024.3[all]extra == "all"
-
safetensors>=0.6[all]extra == "all"
-
safetensors>=0.6[transformer]extra == "transformer"
-
selfies>=2.1[transformer]extra == "transformer"
-
selfies>=2.1[all]extra == "all"
-
selfies>=2.1[selfies]extra == "selfies"
-
selfies>=2.1[test]extra == "test"
-
sentencepiece>=0.2[all]extra == "all"
-
sentencepiece>=0.2[transformer]extra == "transformer"
-
torch-geometric>=2.6[pyg]extra == "pyg"
-
torch-geometric>=2.6[all]extra == "all"
-
transformers<5,>=4.57[all](platform_system == "Darwin" and platform_machine == "x86_64") and extra == "all"
-
transformers<5,>=4.57[transformer](platform_system == "Darwin" and platform_machine == "x86_64") and extra == "transformer"
-
twine>=6[dev]extra == "dev"
Used By
8
- qsarmil 779/mo
- qsarcons 711/mo
- chemdescriptors 485/mo
- chemical-descriptors 114/mo
- smilesfeaturizer 104/mo
- chembl-regressor 72/mo
- concise-dti 56/mo
- pollychem 50/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh