Ripser.py

Ripser.py is a lean persistent homology package for Python. Building on the blazing fast C++ Ripser package as the core computational engine, Ripser.py provides an intuitive interface for

computing persistence cohomology of sparse and dense data sets,
visualizing persistence diagrams,
computing lowerstar filtrations on images, and
computing representative cochains.

Additionally, through extensive testing and continuous integration, Ripser.py is easy to install on Mac, Linux, and Windows platforms.

To aid your use of the package, we've put together a large set of notebooks that demonstrate many of the features available. Complete documentation about the package can be found at ripser.scikit-tda.org.

If you're looking for the original C++ library, you can find it at Ripser/ripser.

If you're looking for a GPU-accelerated version of Ripser, you can find it at Ripser++

Setup

Ripser.py is available on pypi with wheels for all major platforms. To install, type the following command into your environment:

pip install ripser

Local build

If the above command fails or if you want to develop and contribute to ripser.py, you can build ripser.py locally. To do so, clone this repository. From within the cloned repository, execute pip install . to build locally, or pip install -e . for a local, editable build. Either of the above two commands will install all required dependencies. Explicitly, the dependencies of ripser.py are

Cython,
numpy,
scipy,
scikit-learn,
persim,

and their required dependencies.

Windows users: If you are using a Windows machine, you may also need to install MinGW on your system.

Mac users: Updating your Xcode and Xcode command line tools will probably fix any issues you have with installation.

Optional dependency

Ripser.py when compiled from source can have a steroid¹ shot by replacing the standard unordered_map from the STL by one of the fastest implementation available: robin_hood. Benchmarking of Ripser.py using the robin_hood implementation showed speed-ups up to 30%.

To be able to use robin_hood instead of STL, you only need to clone the repository containing the implementation:

# Run this command at the root of the project
git clone https://github.com/martinus/robin-hood-hashing robinhood

After cloning robinhood with the above command, install ripser.py with

pip install -v .

This will install a local version of ripser.py with verbose output. In the verbose output, you will see confirmation that robinhood was found or not.

¹ The Python package is already compiled with robin_hood by default.

If you are having trouble installing, please let us know!

Usage

The interface is as simple as can be:

import numpy as np
from ripser import ripser
from persim import plot_diagrams

data = np.random.random((100,2))
diagrams = ripser(data)['dgms']
plot_diagrams(diagrams, show=True)

We also supply a Scikit-learn transformer style object if you would prefer to use that:

import numpy as np
from ripser import Rips

rips = Rips()
data = np.random.random((100,2))
diagrams = rips.fit_transform(data)
rips.plot(diagrams)

Contributions

We welcome all kinds of contributions! Please get in touch if you would like to help out. Everything from code to notebooks to examples and documentation are all equally valuable so please don't feel you can't contribute. To contribute please fork the project make your changes and submit a pull request. See scikit-tda's contributing docs for more detailed information. We will do our best to work through any issues with you and get your code merged into the main branch.

If you found a bug, have questions, or are just having trouble with the library, please open an issue in our issue tracker and we'll try to help resolve the concern.

License

Ripser.py is available under an MIT license! The core C++ code is derived from Ripser, which is also available under an MIT license and copyright to Ulrich Bauer. The modifications, Python code, and documentation is copyright to Christopher Tralie and Nathaniel Saul.

Citing

If you use this package, please site the JoSS paper found here and the JACT paper about Ripser found here .

You can use the following bibtex entries:

@article{ctralie2018ripser,
  doi = {10.21105/joss.00925},
  url = {https://doi.org/10.21105/joss.00925},
  year  = {2018},
  month = {Sep},
  publisher = {The Open Journal},
  volume = {3},
  number = {29},
  pages = {925},
  author = {Christopher Tralie and Nathaniel Saul and Rann Bar-On},
  title = {{Ripser.py}: A Lean Persistent Homology Library for Python},
  journal = {The Journal of Open Source Software}
}

@article{Bauer2021Ripser,
    AUTHOR = {Bauer, Ulrich},
     TITLE = {Ripser: efficient computation of {V}ietoris-{R}ips persistence
              barcodes},
   JOURNAL = {J. Appl. Comput. Topol.},
  FJOURNAL = {Journal of Applied and Computational Topology},
    VOLUME = {5},
      YEAR = {2021},
    NUMBER = {3},
     PAGES = {391--423},
      ISSN = {2367-1726},
   MRCLASS = {55N31 (55-04)},
  MRNUMBER = {4298669},
       DOI = {10.1007/s41468-021-00071-5},
       URL = {https://doi.org/10.1007/s41468-021-00071-5},
}

Metadata

Release files for ripser 0.6.15

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ripser 0.6.15
File	Size	Uploaded
ripser-0.6.15.tar.gz	114.7 kB	May 27, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ripser 0.6.15
File	Interpreter	ABI	Platform	Reset
ripser-0.6.15-cp314-cp314t-win_amd64.whl 172.9 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
ripser-0.6.15-cp314-cp314t-win32.whl 164.6 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
ripser-0.6.15-cp314-cp314t-musllinux_1_2_x86_64.whl 1.9 MB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp314-cp314t-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 849.2 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ripser-0.6.15-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 845.1 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp314-cp314t-macosx_11_0_arm64.whl 175.3 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp314-cp314t-macosx_10_15_x86_64.whl 180.4 kB May 27, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
ripser-0.6.15-cp314-cp314-win_amd64.whl 169.0 kB May 27, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ripser-0.6.15-cp314-cp314-win32.whl 161.6 kB May 27, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
ripser-0.6.15-cp314-cp314-musllinux_1_2_x86_64.whl 1.9 MB May 27, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp314-cp314-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 842.1 kB May 27, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 834.1 kB May 27, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp314-cp314-macosx_11_0_arm64.whl 172.3 kB May 27, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp314-cp314-macosx_10_15_x86_64.whl 178.2 kB May 27, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
ripser-0.6.15-cp313-cp313-win_amd64.whl 166.4 kB May 27, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ripser-0.6.15-cp313-cp313-win32.whl 158.8 kB May 27, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
ripser-0.6.15-cp313-cp313-musllinux_1_2_x86_64.whl 1.9 MB May 27, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp313-cp313-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 842.1 kB May 27, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 833.7 kB May 27, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp313-cp313-macosx_11_0_arm64.whl 171.2 kB May 27, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp313-cp313-macosx_10_13_x86_64.whl 177.2 kB May 27, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
ripser-0.6.15-cp312-cp312-win_amd64.whl 166.4 kB May 27, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ripser-0.6.15-cp312-cp312-win32.whl 158.9 kB May 27, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
ripser-0.6.15-cp312-cp312-musllinux_1_2_x86_64.whl 1.9 MB May 27, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp312-cp312-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 843.4 kB May 27, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 834.2 kB May 27, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp312-cp312-macosx_11_0_arm64.whl 171.3 kB May 27, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp312-cp312-macosx_10_13_x86_64.whl 177.2 kB May 27, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
ripser-0.6.15-cp311-cp311-win_amd64.whl 166.0 kB May 27, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ripser-0.6.15-cp311-cp311-win32.whl 158.4 kB May 27, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
ripser-0.6.15-cp311-cp311-musllinux_1_2_x86_64.whl 1.8 MB May 27, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp311-cp311-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 833.8 kB May 27, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 826.7 kB May 27, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp311-cp311-macosx_11_0_arm64.whl 171.2 kB May 27, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp311-cp311-macosx_10_9_x86_64.whl 176.8 kB May 27, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
ripser-0.6.15-cp310-cp310-win_amd64.whl 165.8 kB May 27, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ripser-0.6.15-cp310-cp310-win32.whl 158.5 kB May 27, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
ripser-0.6.15-cp310-cp310-musllinux_1_2_x86_64.whl 1.8 MB May 27, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp310-cp310-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 828.4 kB May 27, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 820.4 kB May 27, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp310-cp310-macosx_11_0_arm64.whl 171.3 kB May 27, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp310-cp310-macosx_10_9_x86_64.whl 177.0 kB May 27, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
ripser-0.6.15-cp39-cp39-win_amd64.whl 166.1 kB May 27, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
ripser-0.6.15-cp39-cp39-win32.whl 158.7 kB May 27, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
ripser-0.6.15-cp39-cp39-musllinux_1_2_x86_64.whl 1.8 MB May 27, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp39-cp39-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 829.7 kB May 27, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 819.7 kB May 27, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp39-cp39-macosx_11_0_arm64.whl 171.6 kB May 27, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp39-cp39-macosx_10_9_x86_64.whl 177.3 kB May 27, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
ripser-0.6.15-cp38-cp38-win_amd64.whl 164.5 kB May 27, 2026	CPython 3.8	CPython 3.8	Windows x86-64	Details
ripser-0.6.15-cp38-cp38-win32.whl 157.3 kB May 27, 2026	CPython 3.8	CPython 3.8	Windows x86-32	Details
ripser-0.6.15-cp38-cp38-musllinux_1_2_x86_64.whl 1.8 MB May 27, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-64	Details
ripser-0.6.15-cp38-cp38-musllinux_1_2_aarch64.whl 1.8 MB May 27, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ ARM64	Details
ripser-0.6.15-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 833.3 kB May 27, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ripser-0.6.15-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 824.5 kB May 27, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ripser-0.6.15-cp38-cp38-macosx_11_0_arm64.whl 170.0 kB May 27, 2026	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
ripser-0.6.15-cp38-cp38-macosx_10_9_x86_64.whl 175.7 kB May 27, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details

Total release size: 48.0 MB

Release files / ripser-0.6.15.tar.gz

Download URL	ripser-0.6.15.tar.gz
Size	114.7 kB
Tags	Source
SHA-256 checksum How to use checksums	`bc0e340f778df0fc6a6e85ac081d2073db1af109a729bc81821af7214da15af4`
BLAKE2b-256 checksum How to use checksums	`043c36632e25429a6f1242c46f11c4a5444a05b0a790b0748fbccbe7b08c3e67`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15.tar.gz
SHA-256 checksum: bc0e340f778df0fc6a6e85ac081d2073db1af109a729bc81821af7214da15af4 Verifying attestations

Release files / ripser-0.6.15-cp314-cp314t-win_amd64.whl

Download URL	ripser-0.6.15-cp314-cp314t-win_amd64.whl
Size	172.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`65a890329c7089e895b85f83ca5afe1101741cbfb892db5efae0d047236a9058`
BLAKE2b-256 checksum How to use checksums	`b58ab4b2822fa985e2752c8208d967d5d0e7907229de54cfee686a48f72072b8`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15-cp314-cp314t-win_amd64.whl
SHA-256 checksum: 65a890329c7089e895b85f83ca5afe1101741cbfb892db5efae0d047236a9058 Verifying attestations

Release files / ripser-0.6.15-cp314-cp314t-win32.whl

Download URL	ripser-0.6.15-cp314-cp314t-win32.whl
Size	164.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-32
SHA-256 checksum How to use checksums	`14374ceb7ad7c91e4c75171b4fdb7f95b14b9d2266b0de6b42335c3f16b982d9`
BLAKE2b-256 checksum How to use checksums	`0f4b5b6f365c8702a63e22423488a17efd5d560f1291c9c89babafec2f45bc6e`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15-cp314-cp314t-win32.whl
SHA-256 checksum: 14374ceb7ad7c91e4c75171b4fdb7f95b14b9d2266b0de6b42335c3f16b982d9 Verifying attestations

Release files / ripser-0.6.15-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	ripser-0.6.15-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	1.9 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`632cf69b16bbe5ddc889342475c80b69b58592e7832cbac16419287ac6b23628`
BLAKE2b-256 checksum How to use checksums	`cdf7e37c185ed23ae88006f313f820edad28e4a2b86da1c927c6e42c02b12874`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp314-cp314t-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

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Release files / ripser-0.6.15-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp314-cp314t-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp314-cp314t-macosx_10_15_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp314-cp314-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp314-cp314-win32.whl

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Provenance

Identity

Publishing platform: GitHub Actions
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Release files / ripser-0.6.15-cp314-cp314-musllinux_1_2_x86_64.whl

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Identity

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Release files / ripser-0.6.15-cp314-cp314-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Release files / ripser-0.6.15-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Provenance

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Release files / ripser-0.6.15-cp314-cp314-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp314-cp314-macosx_10_15_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp313-cp313-win_amd64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp313-cp313-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp313-cp313-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp313-cp313-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp313-cp313-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp313-cp313-macosx_10_13_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp312-cp312-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp312-cp312-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp312-cp312-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp312-cp312-musllinux_1_2_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp312-cp312-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp311-cp311-win_amd64.whl

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Size	166.0 kB
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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp311-cp311-win32.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp311-cp311-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp311-cp311-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp311-cp311-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp311-cp311-macosx_10_9_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp310-cp310-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-musllinux_1_2_aarch64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp310-cp310-macosx_11_0_arm64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

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Release files / ripser-0.6.15-cp310-cp310-macosx_10_9_x86_64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp39-cp39-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp39-cp39-win32.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp39-cp39-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp39-cp39-musllinux_1_2_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
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Artifact

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Release files / ripser-0.6.15-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
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Release files / ripser-0.6.15-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp39-cp39-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp39-cp39-macosx_10_9_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp38-cp38-win_amd64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp38-cp38-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp38-cp38-musllinux_1_2_x86_64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Release files / ripser-0.6.15-cp38-cp38-musllinux_1_2_aarch64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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Release files / ripser-0.6.15-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

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Artifact

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SHA-256 checksum: 51f86a1d47fbbdd18adea46b9cd9d13d6ee09f14ebe03d194ed7442a7759a786 Verifying attestations

Release files / ripser-0.6.15-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 1518d1384dc41048a81f1b28a7542f91c112e9c47ffde12a7800a6105a4526a7 Verifying attestations

Release files / ripser-0.6.15-cp38-cp38-macosx_11_0_arm64.whl

Download URL	ripser-0.6.15-cp38-cp38-macosx_11_0_arm64.whl
Size	170.0 kB
Tags	CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`f31aa5f1b2009dac9fd956fabaca91744e71cf434fd8c74de0758b28525b8df8`
BLAKE2b-256 checksum How to use checksums	`633dd5fcb9700b60f2d77e239445afc84eb2c1d921dbbb67998909606b74c8c4`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15-cp38-cp38-macosx_11_0_arm64.whl
SHA-256 checksum: f31aa5f1b2009dac9fd956fabaca91744e71cf434fd8c74de0758b28525b8df8 Verifying attestations

Release files / ripser-0.6.15-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	ripser-0.6.15-cp38-cp38-macosx_10_9_x86_64.whl
Size	175.7 kB
Tags	CPython 3.8 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`ccfb3ea5cfba705aa4fd85fd81e0903fd5bd7cc1b344075d9cd2f3b5c869e140`
BLAKE2b-256 checksum How to use checksums	`ba61bf9a414b9210b2f76282461f50bad9aa177dfea1a4797a3e762a58d139e8`
Upload date	May 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/scikit-tda/ripser.py
Publishing commit: github.com/scikit-tda/ripser.py/tree/8d611cd31780b2f20c7ba9635c5736858ac91fbc

Workflow

Publishing configuration: github.com/scikit-tda/ripser.py/blob/8d611cd31780b2f20c7ba9635c5736858ac91fbc/.github/workflows/build_and_deploy.yml
Publishing logs: github.com/scikit-tda/ripser.py/actions/runs/26512651337/attempts/1

Artifact

Subject: ripser-0.6.15-cp38-cp38-macosx_10_9_x86_64.whl
SHA-256 checksum: ccfb3ea5cfba705aa4fd85fd81e0903fd5bd7cc1b344075d9cd2f3b5c869e140 Verifying attestations