This release is a pre-release and may not be stable for production use.
ringity
ringity is a Python package to analyze various data structures with respect to their ring structure.
Docs: “coming soon”
🚀 Quick Examples
Ring Score of Networks
Calculate ring score as described in [1]:
import ringity as rng
import networkx as nx
G = nx.Graph()
G.add_edges_from([(i%100,(i+1)%100) for i in range(100)])
dgm = rng.pdiagram(G) # constructs a persistence diagram from G
dgm.ring_score() # -> 1
[1]: Paper not available yet.
Ring Score of Point Clouds
Calculate ring score as described in [2]:
import numpy as np
import ringity as rng
t = np.linspace(0, 2*np.pi, 100)
X = np.array((np.cos(t),np.sin(t))).T
rng.ring_score(X) # -> 1
[2]: Paper not available yet.
📦 Install
Install the latest version of ringity:
$ pip install ringity
👋 Used ringity in your work?
Used ringity in a paper, preprint, thesis, talk, or project? We’d love to hear about it!
Let us know by opening an issue: https://github.com/ClusterDuck123/ringity/issues
🐞 Bugs
Please report any bugs that you find here. Or, even better, fork the repository on GitHub and create a pull request. All inputs, suggestions and changes are more than welcome!
📄 License
MIT — see LICENSE.
📚 How to cite
Metadata
Release files for ringity 0.5a1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| ringity-0.5a1.tar.gz | 26.9 MB | With provenance | Details for ringity-0.5a1.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| ringity-0.5a1-py3-none-any.whl | Python 3 | none | any | Details for ringity-0.5a1-py3-none-any.whl |
Total release size: 27.0 MB
Release files / ringity-0.5a1.tar.gz
| Download URL | ringity-0.5a1.tar.gz |
|---|---|
| Size | 26.9 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Download URL | ringity-0.5a1-py3-none-any.whl |
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| Size | 150.4 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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| Uploaded via |
twine/7.0.0 CPython/3.13.14
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Signed by GitHub Actions, verified by PyPI on Oct 19, 2026.
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