Simple utility to compute MSA summary statistics

Project description

MSAStats

A simple utility to compute multiple sequence alignment statistics.

Example usage:

import msastats

# To calculate based on a list of string sequences:
msastats.calculate_msa_stats(["AA-A","AA-A","A--A"])

# To calculate based on a fasta msa file:
msastats.calculate_fasta_stats("/path/to/file.fasta")

# Get a list of the summary statistics names:
msastats.stats_names()

Project details

Release history Release notifications | RSS feed

This version

26.4.2

Apr 9, 2026

25.11.1

Nov 17, 2025

24.7.0

Jun 18, 2024

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

msastats-26.4.2.tar.gz (4.4 kB view details)

Uploaded Apr 9, 2026 Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

msastats-26.4.2-cp312-cp312-win_amd64.whl (256.8 kB view details)

Uploaded Apr 9, 2026 CPython 3.12Windows x86-64

msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl (606.2 kB view details)

Uploaded Apr 9, 2026 CPython 3.12musllinux: musl 1.1+ x86-64

msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (83.4 kB view details)

Uploaded Apr 9, 2026 CPython 3.12manylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl (54.8 kB view details)

Uploaded Apr 9, 2026 CPython 3.12macOS 11.0+ ARM64

msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl (58.5 kB view details)

Uploaded Apr 9, 2026 CPython 3.12macOS 10.9+ x86-64

msastats-26.4.2-cp311-cp311-win_amd64.whl (256.4 kB view details)

Uploaded Apr 9, 2026 CPython 3.11Windows x86-64

msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl (606.9 kB view details)

Uploaded Apr 9, 2026 CPython 3.11musllinux: musl 1.1+ x86-64

msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (83.8 kB view details)

Uploaded Apr 9, 2026 CPython 3.11manylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl (55.5 kB view details)

Uploaded Apr 9, 2026 CPython 3.11macOS 11.0+ ARM64

msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl (59.0 kB view details)

Uploaded Apr 9, 2026 CPython 3.11macOS 10.9+ x86-64

msastats-26.4.2-cp310-cp310-win_amd64.whl (255.3 kB view details)

Uploaded Apr 9, 2026 CPython 3.10Windows x86-64

msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl (605.8 kB view details)

Uploaded Apr 9, 2026 CPython 3.10musllinux: musl 1.1+ x86-64

msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.2 kB view details)

Uploaded Apr 9, 2026 CPython 3.10manylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl (54.2 kB view details)

Uploaded Apr 9, 2026 CPython 3.10macOS 11.0+ ARM64

msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl (57.6 kB view details)

Uploaded Apr 9, 2026 CPython 3.10macOS 10.9+ x86-64

msastats-26.4.2-cp39-cp39-win_amd64.whl (255.7 kB view details)

Uploaded Apr 9, 2026 CPython 3.9Windows x86-64

msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl (605.7 kB view details)

Uploaded Apr 9, 2026 CPython 3.9musllinux: musl 1.1+ x86-64

msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.3 kB view details)

Uploaded Apr 9, 2026 CPython 3.9manylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl (54.4 kB view details)

Uploaded Apr 9, 2026 CPython 3.9macOS 11.0+ ARM64

msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl (57.7 kB view details)

Uploaded Apr 9, 2026 CPython 3.9macOS 10.9+ x86-64

msastats-26.4.2-cp38-cp38-win_amd64.whl (271.7 kB view details)

Uploaded Apr 9, 2026 CPython 3.8Windows x86-64

msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl (605.6 kB view details)

Uploaded Apr 9, 2026 CPython 3.8musllinux: musl 1.1+ x86-64

msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.1 kB view details)

Uploaded Apr 9, 2026 CPython 3.8manylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl (54.1 kB view details)

Uploaded Apr 9, 2026 CPython 3.8macOS 11.0+ ARM64

msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl (57.5 kB view details)

Uploaded Apr 9, 2026 CPython 3.8macOS 10.9+ x86-64

msastats-26.4.2-cp37-cp37m-win_amd64.whl (272.3 kB view details)

Uploaded Apr 9, 2026 CPython 3.7mWindows x86-64

msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl (607.2 kB view details)

Uploaded Apr 9, 2026 CPython 3.7mmusllinux: musl 1.1+ x86-64

msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.8 kB view details)

Uploaded Apr 9, 2026 CPython 3.7mmanylinux: glibc 2.17+ x86-64

msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl (57.6 kB view details)

Uploaded Apr 9, 2026 CPython 3.7mmacOS 10.9+ x86-64

File details

Details for the file msastats-26.4.2.tar.gz.

File metadata

Download URL: msastats-26.4.2.tar.gz
Upload date: Apr 9, 2026
Size: 4.4 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2.tar.gz
Algorithm	Hash digest
SHA256	`4800819e261d3efee665f3e4d987aba5864435cb0d3778abdf67abf14be19f4d`
MD5	`44897187033c19fb8fffc4e281fb50ce`
BLAKE2b-256	`38755769b06087fcf1b33da91e836323a64bcc75dfb20b64481e50351a6cb1dc`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2.tar.gz:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2.tar.gz
- Subject digest: 4800819e261d3efee665f3e4d987aba5864435cb0d3778abdf67abf14be19f4d
- Sigstore transparency entry: 1261945429
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp312-cp312-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp312-cp312-win_amd64.whl
Upload date: Apr 9, 2026
Size: 256.8 kB
Tags: CPython 3.12, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp312-cp312-win_amd64.whl
Algorithm	Hash digest
SHA256	`0ab7cc5748fa7b8b35aeb119576f286949579cd0b610ecaf11e97ca6fcf4a371`
MD5	`0b3a5777d302ba6edf186baa835fdb51`
BLAKE2b-256	`b98edeaf0c6bc9e42885871e6e07aabddd8c83f20f20f8af702946af7d8889d8`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp312-cp312-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp312-cp312-win_amd64.whl
- Subject digest: 0ab7cc5748fa7b8b35aeb119576f286949579cd0b610ecaf11e97ca6fcf4a371
- Sigstore transparency entry: 1261945481
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 606.2 kB
Tags: CPython 3.12, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`cde583da9219c2d68b850a7ee53f21910b25426ed9dac143bd78e6413bb2f14d`
MD5	`eaa83861cde4ebb72b142a0482ce086b`
BLAKE2b-256	`8c01ba20b3b7805e5612c44d5da826c7b8af9a99526da0b5ba86b01f56555ba5`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp312-cp312-musllinux_1_1_x86_64.whl
- Subject digest: cde583da9219c2d68b850a7ee53f21910b25426ed9dac143bd78e6413bb2f14d
- Sigstore transparency entry: 1261945444
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 83.4 kB
Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`64f87e228f5a081aec18776dd82f582e3a74fad1c228c4b5cb4d9ee9934d85b8`
MD5	`c564e0a30d7d7193f6173e8ea199b65f`
BLAKE2b-256	`48e8ef42b67f9ed81970482cc567c516817cdbf59349f4088ee2cffe6ab9beda`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 64f87e228f5a081aec18776dd82f582e3a74fad1c228c4b5cb4d9ee9934d85b8
- Sigstore transparency entry: 1261945501
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

Download URL: msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl
Upload date: Apr 9, 2026
Size: 54.8 kB
Tags: CPython 3.12, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`29fe19ee011fc9e0b49e2cc0fe6e169b632a1e0c5094a553e6f5051816d545dd`
MD5	`5f110a0c46796573b0551f448a07d9df`
BLAKE2b-256	`a3e45f292e02bfdf6f966c1b4b8bcdeea068ef0cec3a46d7c93af0e5bd37a840`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp312-cp312-macosx_11_0_arm64.whl
- Subject digest: 29fe19ee011fc9e0b49e2cc0fe6e169b632a1e0c5094a553e6f5051816d545dd
- Sigstore transparency entry: 1261945456
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 58.5 kB
Tags: CPython 3.12, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`bc5d1e847478b1bb329140d4bb7493ac27d6702d6e8b6a76c6a0beaa8e506396`
MD5	`5270573c8e3442aa6fbdf1d3eb074efc`
BLAKE2b-256	`a8ae1d752eb9e4835cac40eded5a63534581028ffe9f930c30ce31df8d476e68`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp312-cp312-macosx_10_9_x86_64.whl
- Subject digest: bc5d1e847478b1bb329140d4bb7493ac27d6702d6e8b6a76c6a0beaa8e506396
- Sigstore transparency entry: 1261945463
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp311-cp311-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp311-cp311-win_amd64.whl
Upload date: Apr 9, 2026
Size: 256.4 kB
Tags: CPython 3.11, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp311-cp311-win_amd64.whl
Algorithm	Hash digest
SHA256	`1aa9cd957b468f9351af935b48956d9f59ed5a2aeb970f13aa8006550d7bb67e`
MD5	`4cb19b7f2b6ee24bffa2ee4102df7c12`
BLAKE2b-256	`53a4d50664c061b3d50ba1cae762ebe02e320bcf12706071b2bfcced6936c563`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp311-cp311-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp311-cp311-win_amd64.whl
- Subject digest: 1aa9cd957b468f9351af935b48956d9f59ed5a2aeb970f13aa8006550d7bb67e
- Sigstore transparency entry: 1261945509
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 606.9 kB
Tags: CPython 3.11, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`1d9403637a657bc52f8f55072d5964bd4c987aedfd6215b894f9e6d611051f1b`
MD5	`dbeb197923e2cbc24076d93b1e16c66e`
BLAKE2b-256	`fd9f4afb9df15e9a4d49224dd36270077fbe6a3ffb321aadba576e7783bc35fa`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp311-cp311-musllinux_1_1_x86_64.whl
- Subject digest: 1d9403637a657bc52f8f55072d5964bd4c987aedfd6215b894f9e6d611051f1b
- Sigstore transparency entry: 1261945540
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 83.8 kB
Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`85407074bfd0302173d04f386de8a5e1097c53b28c2c6e3fa23622741ab50013`
MD5	`7b140df8a32264992d96b588ce4ca933`
BLAKE2b-256	`2708cffa6e04f793e99136da575147bab1e3fee0fbedfa3fb0d594b5d60c365c`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 85407074bfd0302173d04f386de8a5e1097c53b28c2c6e3fa23622741ab50013
- Sigstore transparency entry: 1261945609
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

Download URL: msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl
Upload date: Apr 9, 2026
Size: 55.5 kB
Tags: CPython 3.11, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`7a9f0cd9ce7b362c752f662a6da0731fd0034e65982eeded14ae00247db065e7`
MD5	`25dd6638ea58a31118796308d1d76dcd`
BLAKE2b-256	`9077eb9503a6035438d20632d22fe87ce9f1abcaecd1e728b96841c89f765613`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp311-cp311-macosx_11_0_arm64.whl
- Subject digest: 7a9f0cd9ce7b362c752f662a6da0731fd0034e65982eeded14ae00247db065e7
- Sigstore transparency entry: 1261945472
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 59.0 kB
Tags: CPython 3.11, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`15361211ea37e127e56cd38d93e791e00df0c7a3bb4762e97981c771769fc528`
MD5	`d2166abbba05d762384857de4c4b20fc`
BLAKE2b-256	`72fedc4624913752697307f5d52212b857f83bedbf78362a09c817aad889e667`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp311-cp311-macosx_10_9_x86_64.whl
- Subject digest: 15361211ea37e127e56cd38d93e791e00df0c7a3bb4762e97981c771769fc528
- Sigstore transparency entry: 1261945564
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp310-cp310-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp310-cp310-win_amd64.whl
Upload date: Apr 9, 2026
Size: 255.3 kB
Tags: CPython 3.10, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`20c61111cd0aaeca63f9306256c87310625aca87726f0a3d783dee7a8c01bc65`
MD5	`f97e0718de8e1c4dfd6a6f2576cd2ae1`
BLAKE2b-256	`756fd0b3ff459f4788a13fe7a91fe07aad1f301bf70d4dff359c8664ed2d7301`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp310-cp310-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp310-cp310-win_amd64.whl
- Subject digest: 20c61111cd0aaeca63f9306256c87310625aca87726f0a3d783dee7a8c01bc65
- Sigstore transparency entry: 1261945493
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 605.8 kB
Tags: CPython 3.10, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`80de2eefe0ec78d8f931f0ea577ca0be0fac63dc24c14966c04970d9749f769c`
MD5	`578ee3e76459093da9c2892b541dfe22`
BLAKE2b-256	`ed3e69e38ba5fc3e4e43352f5aa05579dcbdce66fa1d414e302b4121c3d74a20`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp310-cp310-musllinux_1_1_x86_64.whl
- Subject digest: 80de2eefe0ec78d8f931f0ea577ca0be0fac63dc24c14966c04970d9749f769c
- Sigstore transparency entry: 1261945576
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 82.2 kB
Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`af0daf27c6004db33d58d35c4c18ff8595a26d3151c5ded2dba8d4ed4cf11577`
MD5	`ab433999e62d5830ffd21a8835d02c7a`
BLAKE2b-256	`09cd0c7602f300a60153b7a3d08d2e9b6c97e251fc1ed49b13c6307c3d01223b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: af0daf27c6004db33d58d35c4c18ff8595a26d3151c5ded2dba8d4ed4cf11577
- Sigstore transparency entry: 1261945517
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

Download URL: msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl
Upload date: Apr 9, 2026
Size: 54.2 kB
Tags: CPython 3.10, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`dfe32969bdd7b76b61099f0d82037ee7b8aabb2554f514778ba8d476fae7f46d`
MD5	`0f3ba69e055b2ef24338867b3edf3983`
BLAKE2b-256	`ac923b1ffe21f83a2677064bd018e8d33c1c946e7f07a1b4e36ca2be482f90b7`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp310-cp310-macosx_11_0_arm64.whl
- Subject digest: dfe32969bdd7b76b61099f0d82037ee7b8aabb2554f514778ba8d476fae7f46d
- Sigstore transparency entry: 1261945585
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 57.6 kB
Tags: CPython 3.10, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`307fb5b926c1ac31e92fce36e703587be0af2734ac05caeda0eb33f83886d2ba`
MD5	`bea83e9764b21abed9979c336d674f74`
BLAKE2b-256	`3362d15983668e6d5273ddc3b3cebf2ebdcbbf9a89baf439b28f024fd163868c`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp310-cp310-macosx_10_9_x86_64.whl
- Subject digest: 307fb5b926c1ac31e92fce36e703587be0af2734ac05caeda0eb33f83886d2ba
- Sigstore transparency entry: 1261945593
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp39-cp39-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp39-cp39-win_amd64.whl
Upload date: Apr 9, 2026
Size: 255.7 kB
Tags: CPython 3.9, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`858bf2a79960226861abb9894e134d1d79913b43e8568bbb32e6fd9a6efc1e71`
MD5	`d3c6023b43c24c2fb1b087d04d044aff`
BLAKE2b-256	`694075d703347737f86be776a123ab7b0ff3d3e22ef9687ce8d3ccd7ac65f2ff`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp39-cp39-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp39-cp39-win_amd64.whl
- Subject digest: 858bf2a79960226861abb9894e134d1d79913b43e8568bbb32e6fd9a6efc1e71
- Sigstore transparency entry: 1261945549
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 605.7 kB
Tags: CPython 3.9, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`bb658021894cd467fc72810d9c88f1a77470869a00f3ccd052b37585e9f3f2fd`
MD5	`202ead08d16ff2275ab7723dc7375e8a`
BLAKE2b-256	`706f0583693e221a45ec6c3f65ba58059e4d98e04bb963ae08a0382beb712d1c`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp39-cp39-musllinux_1_1_x86_64.whl
- Subject digest: bb658021894cd467fc72810d9c88f1a77470869a00f3ccd052b37585e9f3f2fd
- Sigstore transparency entry: 1261945488
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 82.3 kB
Tags: CPython 3.9, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`10984e501f181e837b39727b7ffe5af9fe1efb61a0d8e1cb1823470a9aff7172`
MD5	`b436b1500a65809ccb26a3913383fef8`
BLAKE2b-256	`4cad73fdc41b29d42fd106c1e9f028dce2a4ee45487bd01885e954002d4a5316`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 10984e501f181e837b39727b7ffe5af9fe1efb61a0d8e1cb1823470a9aff7172
- Sigstore transparency entry: 1261945524
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

Download URL: msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl
Upload date: Apr 9, 2026
Size: 54.4 kB
Tags: CPython 3.9, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`8a72ebcac71520378f3afbd9c75f4680f34f11fd798395f85643f13c801b0be5`
MD5	`6460fcacb91f5e143d4bf8bb155dcce4`
BLAKE2b-256	`ff6188f082dd40c99c367433ea2ad7869bd50301eafe8854b4d8152c10f2344e`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp39-cp39-macosx_11_0_arm64.whl
- Subject digest: 8a72ebcac71520378f3afbd9c75f4680f34f11fd798395f85643f13c801b0be5
- Sigstore transparency entry: 1261945599
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 57.7 kB
Tags: CPython 3.9, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`7468d3aadf018cba80a7bf973e3be0e5fd5c9dcd14588f79c6b2907b88281e83`
MD5	`c01650294a762416365e58bdeca1d38d`
BLAKE2b-256	`17b04f482068e20ce10ca47e3e08f2bd2e499c15c5b648bf4080d6fd2c2b41df`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp39-cp39-macosx_10_9_x86_64.whl
- Subject digest: 7468d3aadf018cba80a7bf973e3be0e5fd5c9dcd14588f79c6b2907b88281e83
- Sigstore transparency entry: 1261945516
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp38-cp38-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp38-cp38-win_amd64.whl
Upload date: Apr 9, 2026
Size: 271.7 kB
Tags: CPython 3.8, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`da4d45f316d3fc1e19eb6b8108e2c17043a6022cde863dbaa3985e803e03a9f2`
MD5	`2323fc7bfc1a5e0859a9f9ca3369a57d`
BLAKE2b-256	`fedbb869d19995ed9fab066a27a5ad7b13bbc05a98b82a86d2188d75d86dd687`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp38-cp38-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp38-cp38-win_amd64.whl
- Subject digest: da4d45f316d3fc1e19eb6b8108e2c17043a6022cde863dbaa3985e803e03a9f2
- Sigstore transparency entry: 1261945580
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 605.6 kB
Tags: CPython 3.8, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`aeb0ef0a15dacd751605a87303c0d968cca6f8c8c704ab1fd98c17c9a3aaf698`
MD5	`89c409400efba72ce17aa8ff65767cc6`
BLAKE2b-256	`b1a70b9e36fdc9c2d0ffdd698b99bc0c66c46df33c667971ad30f8ce7a4b051e`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp38-cp38-musllinux_1_1_x86_64.whl
- Subject digest: aeb0ef0a15dacd751605a87303c0d968cca6f8c8c704ab1fd98c17c9a3aaf698
- Sigstore transparency entry: 1261945546
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 82.1 kB
Tags: CPython 3.8, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`5053e842b58167a84049269f120d4e94efc41b7e6aa7d3ffe6daeb2a04e25bf9`
MD5	`3bd9e76e068708ae0e7d0384b93188e6`
BLAKE2b-256	`40cfebb2f32e379c4d3a1038146320eb227fd38bf153ed6e383612381b80f21d`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 5053e842b58167a84049269f120d4e94efc41b7e6aa7d3ffe6daeb2a04e25bf9
- Sigstore transparency entry: 1261945535
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

Download URL: msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl
Upload date: Apr 9, 2026
Size: 54.1 kB
Tags: CPython 3.8, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`4ac99f631404477db4af65351d7d9faa38730f1a47983c04ff341a26fba2061e`
MD5	`be68ff34b947c42bddf38b3a0a09a159`
BLAKE2b-256	`47100864ae19c7ebd8d5bbb1f026c80159faabcf2d3a93a823a9b8bf5c68f7cc`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp38-cp38-macosx_11_0_arm64.whl
- Subject digest: 4ac99f631404477db4af65351d7d9faa38730f1a47983c04ff341a26fba2061e
- Sigstore transparency entry: 1261945554
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 57.5 kB
Tags: CPython 3.8, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`8de316ad717c79ae517d4455aad534227adb9e76f70114ed16b54d4fedb4d62b`
MD5	`de5f43a0d139fd4e2104ce5d67d5a1e3`
BLAKE2b-256	`4e2aab5f30141b255588b8af16b511ca1f3a6e61f63c8a468746bd3bfdf56cb1`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp38-cp38-macosx_10_9_x86_64.whl
- Subject digest: 8de316ad717c79ae517d4455aad534227adb9e76f70114ed16b54d4fedb4d62b
- Sigstore transparency entry: 1261945570
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp37-cp37m-win_amd64.whl.

File metadata

Download URL: msastats-26.4.2-cp37-cp37m-win_amd64.whl
Upload date: Apr 9, 2026
Size: 272.3 kB
Tags: CPython 3.7m, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`97aedab27d14566952e2537aad3ccd43d730f8441a2f654e2d477b21513cf0bc`
MD5	`18b44e05733eb2d370267628ce9d6d27`
BLAKE2b-256	`da4d8545934892881d80c3a66f228d08320f601b4ee537691cf8e7cf7c013a5f`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp37-cp37m-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp37-cp37m-win_amd64.whl
- Subject digest: 97aedab27d14566952e2537aad3ccd43d730f8441a2f654e2d477b21513cf0bc
- Sigstore transparency entry: 1261945449
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl
Upload date: Apr 9, 2026
Size: 607.2 kB
Tags: CPython 3.7m, musllinux: musl 1.1+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`f29cc15ee8b2008532dbe5053efd66c3c20d35a178b1ee56ebb7f2c2fd44b60c`
MD5	`ec1f964a69696863f5e533a07e023e86`
BLAKE2b-256	`bba02b3967047cd4f2ea22feda424b1a7d39cc7264da9379895959c136daad38`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp37-cp37m-musllinux_1_1_x86_64.whl
- Subject digest: f29cc15ee8b2008532dbe5053efd66c3c20d35a178b1ee56ebb7f2c2fd44b60c
- Sigstore transparency entry: 1261945435
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Apr 9, 2026
Size: 82.8 kB
Tags: CPython 3.7m, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`54ca3a0c1384bba089032510ca928fa6e6f8c703c61da9a41ec8c8a7190733e3`
MD5	`5c25d1e568333971cf32b4b02c56c938`
BLAKE2b-256	`24d620b5cfa30de940454173602e4e51d1fb11cdecdd5f0e56a4a3716e3c0434`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 54ca3a0c1384bba089032510ca928fa6e6f8c703c61da9a41ec8c8a7190733e3
- Sigstore transparency entry: 1261945557
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

File details

Details for the file msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

Download URL: msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl
Upload date: Apr 9, 2026
Size: 57.6 kB
Tags: CPython 3.7m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`0364503ec17358b6ca8641dfd0e1b4d327f763130a80b6fbae346f74dd679218`
MD5	`81bcb0cac533233bbe82fb325259fa72`
BLAKE2b-256	`c13df82a88a73d0a9a62058e9a0ab489f6403fa6c2b7ab0ec3ad99cf9845151c`

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: msastats-26.4.2-cp37-cp37m-macosx_10_9_x86_64.whl
- Subject digest: 0364503ec17358b6ca8641dfd0e1b4d327f763130a80b6fbae346f74dd679218
- Sigstore transparency entry: 1261945612
- Sigstore integration time: Apr 9, 2026
Source repository:
- Permalink: elyawy/MSAStats@8be43617c985db06ac83363bb53cbb5572a59692
- Branch / Tag: refs/heads/main
- Owner: https://github.com/elyawy
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build_wheels.yml@8be43617c985db06ac83363bb53cbb5572a59692
- Trigger Event: push

msastats 26.4.2

Navigation

Verified details

Maintainers

Unverified details

Meta

Project description

MSAStats

Example usage:

Project details

Verified details

Maintainers

Unverified details

Meta

Release history Release notifications | RSS feed

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata