Penalty Blog

penaltyblog: Football Data & Modelling Made Easy

penaltyblog is a production-ready Python package designed for football (soccer) analytics, providing powerful tools from pena.lt/y/blog for data analysis, outcome modelling, and betting insights. Optimized with Cython, penaltyblog delivers high-performance modelling to power faster, efficient predictions.

Features

🔄 Streamline JSON Workflows with MatchFlow: Process nested football data using a lazy, streaming pipeline built for JSON. Filter, select, flatten, join, group, and summarize large datasets without loading everything into memory.
🔌 Connect to Professional APIs: Seamlessly stream and filter data directly from industry leaders, like StatsBomb and Opta. Query matches, events, and stats using lazy loading without handling massive JSON dumps.
📊 Model Matches Efficiently: High-performance implementations of Poisson, Bivariate Poisson, Dixon-Coles, and other advanced statistical models, optimized with Cython for rapid analysis.
🧠 Advanced Bayesian Modelling: Full posterior distributions for match outcomes using MCMC sampling. Includes Hierarchical Bayesian models to automatically learn league-wide variances and handle parameter uncertainty.
⚽ Scrape Data: Collect match statistics from sources like Understat, Club Elo, and Fantasy Premier League.
💰 Bet Smarter: Precisely estimate probabilities for Asian handicaps, over/under totals, match outcomes, and more.
🏆 Rank Teams: Evaluate team strengths with sophisticated methods including Elo, Massey, Colley, and Pi ratings.
📈 Decode Bookmaker Odds: Accurately extract implied probabilities by removing bookmaker margins (overrounds).
🎯 Fantasy Football Optimisation: Mathematically optimize your fantasy football squad to maximize performance.
🎨 Visualize with Style: Create publication-ready pitch visualizations and data flow diagrams with customizable themes, supporting multiple data providers and flexible layouts.

Take your football analytics and betting strategy to the next level with penaltyblog 🚀

Installation

pip install penaltyblog

Agent Support

If you are using a coding agent such as Claude Code, Cursor, or Copilot, the repository includes a skill file at .claude/skills/penaltyblog/SKILL.md that gives your agent full context about the penaltyblog API. The file is self-contained and covers all public modules — no additional files are needed.

🚀 Quick Start - Try it Now!

Run these examples directly in your browser (no installation required):

Example	Description	Colab
Predict Soccer Match Results	Build a match prediction model from scratch
Process Soccer Data the Easy Way	Lazy processing of football data using Matchflow
Calculate Massey Ratings	Calculate teams' attack and defense strengths
Use Pi Ratings	Like Elo ratings, but better
Create Interactive Charts	Create your own interactive football vizualisations
Work Directly With Statsbomb Data	Connect directly to Statsbomb's API, including their free open data sets
Calculate Implied Probabilities	Calculate implied probabilities from bookmaker's odds
Calculate Expected Threat (xT)	Calculate xT from event data

Documentation

Learn more about how to utilize penaltyblog by exploring the official documentation and detailed examples:

Why Penaltyblog?

Unlike many football analytics resources that are academic, one-off, or hard to scale, penaltyblog is designed from the ground up to be production-ready, performance-optimized, and practically useful.

It combines advanced statistical models (including Bayesian and Hierarchical Bayesian variants), efficient implementations (via Cython), and real-world workflows, from scraping public data to modelling outcomes and optimising fantasy teams.

The project is maintained by Martin Eastwood, a data scientist focused on the intersection of high-performance computing and sports analytics. penaltyblog aims to provide the community with a robust, audited foundation for advanced modeling.

Community & Contributions

I am always interested in seeing how penaltyblog is being applied in research and industry. If you have feedback, bug reports, or want to collaborate on new features, feel free to:

Open an Issue here
Get in touch here

Release files for penaltyblog 1.12.2

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

Source distribution (sdist)

Source distribution for penaltyblog 1.12.2
File	Size	Uploaded
penaltyblog-1.12.2.tar.gz	1.6 MB	Sep 13, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for penaltyblog 1.12.2
File	Interpreter	ABI	Platform	Reset
penaltyblog-1.12.2-cp315-cp315t-win_amd64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
penaltyblog-1.12.2-cp315-cp315t-win32.whl 2.2 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-32	Details
penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.12.2-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315t-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315t-macosx_10_15_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 10.15+ x86-64	Details
penaltyblog-1.12.2-cp315-cp315-win_amd64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
penaltyblog-1.12.2-cp315-cp315-win32.whl 2.1 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Windows x86-32	Details
penaltyblog-1.12.2-cp315-cp315-musllinux_1_2_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp315-cp315-musllinux_1_2_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.12.2-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp315-cp315-macosx_10_15_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.15	CPython 3.15	macOS 10.15+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314t-win_amd64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
penaltyblog-1.12.2-cp314-cp314t-win32.whl 2.2 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
penaltyblog-1.12.2-cp314-cp314t-musllinux_1_2_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314t-musllinux_1_2_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.9 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314t-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314t-macosx_10_15_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314-win_amd64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
penaltyblog-1.12.2-cp314-cp314-win32.whl 2.1 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
penaltyblog-1.12.2-cp314-cp314-musllinux_1_2_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314-musllinux_1_2_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.12.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp314-cp314-macosx_10_15_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
penaltyblog-1.12.2-cp313-cp313-win_amd64.whl 2.2 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
penaltyblog-1.12.2-cp313-cp313-win32.whl 2.1 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
penaltyblog-1.12.2-cp313-cp313-musllinux_1_2_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp313-cp313-musllinux_1_2_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.12.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
penaltyblog-1.12.2-cp313-cp313-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp313-cp313-macosx_10_13_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
penaltyblog-1.12.2-cp312-cp312-win_amd64.whl 2.2 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
penaltyblog-1.12.2-cp312-cp312-win32.whl 2.1 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
penaltyblog-1.12.2-cp312-cp312-musllinux_1_2_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp312-cp312-musllinux_1_2_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.12.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp312-cp312-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp312-cp312-macosx_10_13_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
penaltyblog-1.12.2-cp311-cp311-win_amd64.whl 2.2 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
penaltyblog-1.12.2-cp311-cp311-win32.whl 2.1 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
penaltyblog-1.12.2-cp311-cp311-musllinux_1_2_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp311-cp311-musllinux_1_2_aarch64.whl 5.8 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.12.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.9 MB Sep 13, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp311-cp311-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp311-cp311-macosx_10_9_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
penaltyblog-1.12.2-cp310-cp310-win_amd64.whl 2.2 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
penaltyblog-1.12.2-cp310-cp310-win32.whl 2.1 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
penaltyblog-1.12.2-cp310-cp310-musllinux_1_2_x86_64.whl 5.8 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
penaltyblog-1.12.2-cp310-cp310-musllinux_1_2_aarch64.whl 5.6 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
penaltyblog-1.12.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.7 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.12.2-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.7 MB Sep 13, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.12.2-cp310-cp310-macosx_11_0_arm64.whl 2.3 MB Sep 13, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
penaltyblog-1.12.2-cp310-cp310-macosx_10_9_x86_64.whl 2.3 MB Sep 13, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size:259.9 MB

Release files / penaltyblog-1.12.2.tar.gz

Download URL	penaltyblog-1.12.2.tar.gz
Size	1.6 MB
Tags	Source
SHA-256 checksum How to use checksums	`dccc5309789b5b397ba77a67b2483121810ecd7afbca13df9b286c8c62e743d1`
BLAKE2b-256 checksum How to use checksums	`c3672c3cf618b9ca65917a3316020443354feb4220af51cd725f80137843bb6f`
Upload date	Sep 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/7f5dc89ecc8b69631947e1a87958055d54faba4a/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/34762738908/attempts/1

Artifact

Subject: penaltyblog-1.12.2.tar.gz
SHA-256 checksum: dccc5309789b5b397ba77a67b2483121810ecd7afbca13df9b286c8c62e743d1 Verifying attestations

Release files / penaltyblog-1.12.2-cp315-cp315t-win_amd64.whl

Download URL	penaltyblog-1.12.2-cp315-cp315t-win_amd64.whl
Size	2.3 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`2e403da14a4aebaf038cb3ab6ec6a7721c328838d9ec9b1ee8fe4b7a96487f35`
BLAKE2b-256 checksum How to use checksums	`7f5f72496af76a95b1472db152e733a8df0c76ad2a6bfcc6e2810a551894dc6c`
Upload date	Sep 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/7f5dc89ecc8b69631947e1a87958055d54faba4a/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/34762738908/attempts/1

Artifact

Subject: penaltyblog-1.12.2-cp315-cp315t-win_amd64.whl
SHA-256 checksum: 2e403da14a4aebaf038cb3ab6ec6a7721c328838d9ec9b1ee8fe4b7a96487f35 Verifying attestations

Release files / penaltyblog-1.12.2-cp315-cp315t-win32.whl

Download URL	penaltyblog-1.12.2-cp315-cp315t-win32.whl
Size	2.2 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-32
SHA-256 checksum How to use checksums	`4734d7e6d7a4a163fe5a8ce080344c6efc7812f5b887eb67c3f19352a248e991`
BLAKE2b-256 checksum How to use checksums	`c67b3e7d39093bfd5e6834799e09a1216f54f669931c8967281e8f3cff6f6aeb`
Upload date	Sep 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/7f5dc89ecc8b69631947e1a87958055d54faba4a/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/34762738908/attempts/1

Artifact

Subject: penaltyblog-1.12.2-cp315-cp315t-win32.whl
SHA-256 checksum: 4734d7e6d7a4a163fe5a8ce080344c6efc7812f5b887eb67c3f19352a248e991 Verifying attestations

Release files / penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_x86_64.whl
Size	5.8 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`bb0ac3671312b833fa030b94b4e25c3a0afae7208935fdbe67512136ffa2159b`
BLAKE2b-256 checksum How to use checksums	`795f10d9adaa41fc20b59190d295409a63f1bbe74bf6722715bb6687b26b3b88`
Upload date	Sep 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/7f5dc89ecc8b69631947e1a87958055d54faba4a/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/34762738908/attempts/1

Artifact

Subject: penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_x86_64.whl
SHA-256 checksum: bb0ac3671312b833fa030b94b4e25c3a0afae7208935fdbe67512136ffa2159b Verifying attestations

Release files / penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_aarch64.whl

Download URL	penaltyblog-1.12.2-cp315-cp315t-musllinux_1_2_aarch64.whl
Size	5.7 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`a57ec96a7e21ef562f06bb277545efe28e64234319823846d03032733c2a3312`
BLAKE2b-256 checksum How to use checksums	`51847fe7d5ab5498cc6c932196ad972d4d5d5bd5e1a78d7ba9ef3b8ebb1c067c`
Upload date	Sep 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Release files / penaltyblog-1.12.2-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Release files / penaltyblog-1.12.2-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Artifact

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Identity

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Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp315-cp315-macosx_10_15_x86_64.whl

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Provenance

Identity

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Release files / penaltyblog-1.12.2-cp314-cp314t-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Release files / penaltyblog-1.12.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Release files / penaltyblog-1.12.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp314-cp314-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp314-cp314-macosx_10_15_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp313-cp313-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Release files / penaltyblog-1.12.2-cp313-cp313-win32.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
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Identity

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Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Identity

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Identity

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Release files / penaltyblog-1.12.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
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Provenance

Identity

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Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Provenance

Identity

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Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp312-cp312-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp312-cp312-macosx_10_13_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Release files / penaltyblog-1.12.2-cp311-cp311-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Release files / penaltyblog-1.12.2-cp311-cp311-musllinux_1_2_aarch64.whl

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Release files / penaltyblog-1.12.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp310-cp310-musllinux_1_2_aarch64.whl

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Release files / penaltyblog-1.12.2-cp310-cp310-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

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Release files / penaltyblog-1.12.2-cp310-cp310-macosx_10_9_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/7f5dc89ecc8b69631947e1a87958055d54faba4a

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Artifact

Subject: penaltyblog-1.12.2-cp310-cp310-macosx_10_9_x86_64.whl
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