PyRank
fermga

tnfr

Python research framework for coherent patterns on graph-coupled networks: nodal dynamics, structural operators, diagnostics and scoped mathematical studies.
PyPI GitHub
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Download Stats Citation Documentation Issues Releases Zenodo
Monthly downloads
1.9K
Weekly downloads
100
GitHub stars
2

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

Package Information

Latest Version
0.0.3.8
Requires Python
>=3.10
Licence
MIT
Last Release
2 weeks ago
Author
F. F. Martinez Gamo
First Release
June 15, 2025
Total Releases
34
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

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
6
Adoption
32
Community
0
Provenance
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
1,900
• 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
1,900
Stars
2
Stars per 1k downloads
1.05
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
14
Month daily avg
63
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum 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
>=3.10
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
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
19 days ago
Total releases
34
Releases/year
25.4
• 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
1
Monthly downloads
1,900
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
5
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 1

Python Versions

3.13
100.0% 1

Top Countries

1. SG SG
6
2. DE DE
2
3. US US
2

Weekly Downloads

GitHub Stars

Dependencies

5
43 optional dependencies
  • bandit<2.0,>=1.7[security]
    extra == "security"
  • black<26,>=23[dev-minimal]
    extra == "dev-minimal"
  • build<2,>=1[release]
    extra == "release"
  • flake8<8,>=5[test-quality]
    extra == "test-quality"
  • flake8-pyproject<2.0,>=1.2[test-quality]
    extra == "test-quality"
  • hypothesis<7,>=6[test-property]
    extra == "test-property"
  • hypothesis-networkx<1.0,>=0.3[test-property]
    extra == "test-property"
  • jax<1.0,>=0.4[compute-jax]
    extra == "compute-jax"
  • jax<1.0,>=0.4[jax]
    extra == "jax"
  • matplotlib<4.0,>=3.7[dev-full]
    extra == "dev-full"
  • matplotlib<4.0,>=3.7[test-all]
    extra == "test-all"
  • matplotlib<4.0,>=3.7[viz]
    extra == "viz"
  • matplotlib<4.0,>=3.7[viz-basic]
    extra == "viz-basic"
  • mkdocs<2,>=1.6[docs]
    extra == "docs"
  • mkdocs-material<10,>=9.4[docs]
    extra == "docs"
  • mypy<2.0,>=1.8[typecheck]
    extra == "typecheck"
  • mypy<2.0,>=1.8[dev-minimal]
    extra == "dev-minimal"
  • networkx-stubs>=0.0.1[typecheck]
    extra == "typecheck"
  • orjson<4,>=3[orjson]
    extra == "orjson"
  • orjson<4,>=3[serialization]
    extra == "serialization"
  • pip-audit<3.0,>=2.7[security]
    extra == "security"
  • pydocstyle<7,>=6[test-quality]
    extra == "test-quality"
  • pymdown-extensions<11,>=10[docs]
    extra == "docs"
  • pyright<1.2.0,>=1.1.350[typecheck]
    extra == "typecheck"
  • pytest<10,>=7.4[test-unit]
    extra == "test-unit"
  • pytest-benchmark<6,>=4[test-performance]
    extra == "test-performance"
  • pytest-cov<8,>=4[test-unit]
    extra == "test-unit"
  • pytest-timeout<3,>=2[test-unit]
    extra == "test-unit"
  • pytest-xdist<4,>=3[test-parallel]
    extra == "test-parallel"
  • pyyaml<7.0,>=6.0[serialization]
    extra == "serialization"
  • pyyaml<7.0,>=6.0[yaml]
    extra == "yaml"
  • rdata==1.1.0[research-data]
    python_version >= "3.11" and extra == "research-data"
  • sympy>=1.10[test-all]
    extra == "test-all"
  • sympy<2.0,>=1.12[viz-basic]
    extra == "viz-basic"
  • tnfr[dev-full]
    extra == "dev-full"
  • tnfr[dev-minimal]
    extra == "dev-minimal"
  • tnfr[test]
    extra == "test"
  • tnfr[test-all]
    extra == "test-all"
  • torch<3.0,>=2.1[compute-torch]
    extra == "compute-torch"
  • torch<3.0,>=2.1[torch]
    extra == "torch"
  • twine<8,>=6[release]
    extra == "release"
  • types-cachetools>=6.0.0.0[typecheck]
    extra == "typecheck"
  • vulture<3,>=2[test-quality]
    extra == "test-quality"

Used By

0
Not used by any tracked packages