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 0.5a0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| ringity-0.5a0.tar.gz | 26.9 MB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ringity-0.5a0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 27.0 MB
Release files / ringity-0.5a0.tar.gz
| Download URL | ringity-0.5a0.tar.gz |
|---|---|
| Size | 26.9 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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twine/6.1.0 CPython/3.13.12
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Transparency logRelease files / ringity-0.5a0-py3-none-any.whl
| Download URL | ringity-0.5a0-py3-none-any.whl |
|---|---|
| Size | 150.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jun 14, 2026.
Transparency log