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 Football Charts, 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

Metadata

Release files for penaltyblog 1.13.0

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 1.13.0
File	Size	Uploaded
penaltyblog-1.13.0.tar.gz	1.6 MB	Oct 1, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for penaltyblog 1.13.0
File	Interpreter	ABI	Platform	Reset
penaltyblog-1.13.0-cp315-cp315t-win_amd64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
penaltyblog-1.13.0-cp315-cp315t-win32.whl 2.2 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-32	Details
penaltyblog-1.13.0-cp315-cp315t-musllinux_1_2_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp315-cp315t-musllinux_1_2_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.13.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315t-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315t-macosx_10_15_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 10.15+ x86-64	Details
penaltyblog-1.13.0-cp315-cp315-win_amd64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
penaltyblog-1.13.0-cp315-cp315-win32.whl 2.2 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Windows x86-32	Details
penaltyblog-1.13.0-cp315-cp315-musllinux_1_2_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp315-cp315-musllinux_1_2_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.13.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp315-cp315-macosx_10_15_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.15	CPython 3.15	macOS 10.15+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314t-win_amd64.whl 2.3 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
penaltyblog-1.13.0-cp314-cp314t-win32.whl 2.2 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
penaltyblog-1.13.0-cp314-cp314t-musllinux_1_2_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314t-musllinux_1_2_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.9 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314t-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314t-macosx_10_15_x86_64.whl 2.4 MB Oct 1, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314-win_amd64.whl 2.3 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
penaltyblog-1.13.0-cp314-cp314-win32.whl 2.2 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
penaltyblog-1.13.0-cp314-cp314-musllinux_1_2_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314-musllinux_1_2_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.13.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp314-cp314-macosx_10_15_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
penaltyblog-1.13.0-cp313-cp313-win_amd64.whl 2.2 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
penaltyblog-1.13.0-cp313-cp313-win32.whl 2.1 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
penaltyblog-1.13.0-cp313-cp313-musllinux_1_2_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp313-cp313-musllinux_1_2_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.13.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp313-cp313-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp313-cp313-macosx_10_13_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
penaltyblog-1.13.0-cp312-cp312-win_amd64.whl 2.2 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
penaltyblog-1.13.0-cp312-cp312-win32.whl 2.2 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
penaltyblog-1.13.0-cp312-cp312-musllinux_1_2_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp312-cp312-musllinux_1_2_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.13.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp312-cp312-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp312-cp312-macosx_10_13_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
penaltyblog-1.13.0-cp311-cp311-win_amd64.whl 2.2 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
penaltyblog-1.13.0-cp311-cp311-win32.whl 2.1 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
penaltyblog-1.13.0-cp311-cp311-musllinux_1_2_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp311-cp311-musllinux_1_2_aarch64.whl 5.8 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.9 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
penaltyblog-1.13.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.9 MB Oct 1, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
penaltyblog-1.13.0-cp311-cp311-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp311-cp311-macosx_10_9_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
penaltyblog-1.13.0-cp310-cp310-win_amd64.whl 2.2 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
penaltyblog-1.13.0-cp310-cp310-win32.whl 2.1 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
penaltyblog-1.13.0-cp310-cp310-musllinux_1_2_x86_64.whl 5.8 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
penaltyblog-1.13.0-cp310-cp310-musllinux_1_2_aarch64.whl 5.6 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
penaltyblog-1.13.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 5.7 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
penaltyblog-1.13.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 5.7 MB Oct 1, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
penaltyblog-1.13.0-cp310-cp310-macosx_11_0_arm64.whl 2.3 MB Oct 1, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
penaltyblog-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl 2.3 MB Oct 1, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size: 260.0 MB

Release files / penaltyblog-1.13.0.tar.gz

Download URL	penaltyblog-1.13.0.tar.gz
Size	1.6 MB
Tags	Source
SHA-256 checksum How to use checksums	`99bd28c1c874286263ed240b6d66c75dc24b9ff6bc8c9ce82fc6cee1e4ee1c54`
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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/f9d5b48042721b69a4ffda165c9d3f455344a587/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/36851570107/attempts/1

Artifact

Subject: penaltyblog-1.13.0.tar.gz
SHA-256 checksum: 99bd28c1c874286263ed240b6d66c75dc24b9ff6bc8c9ce82fc6cee1e4ee1c54 Verifying attestations

Release files / penaltyblog-1.13.0-cp315-cp315t-win_amd64.whl

Download URL	penaltyblog-1.13.0-cp315-cp315t-win_amd64.whl
Size	2.3 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/f9d5b48042721b69a4ffda165c9d3f455344a587/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/36851570107/attempts/1

Artifact

Subject: penaltyblog-1.13.0-cp315-cp315t-win_amd64.whl
SHA-256 checksum: 1d26eb465dd7a896b73d41193bb3a7de80695e3ce938af40aaf7fa3636ecf2b7 Verifying attestations

Release files / penaltyblog-1.13.0-cp315-cp315t-win32.whl

Download URL	penaltyblog-1.13.0-cp315-cp315t-win32.whl
Size	2.2 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-32
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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/f9d5b48042721b69a4ffda165c9d3f455344a587/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/36851570107/attempts/1

Artifact

Subject: penaltyblog-1.13.0-cp315-cp315t-win32.whl
SHA-256 checksum: d82f2d7bfb210ce684f444ceababeb7b94b92fe1354106a59e761684c18c6893 Verifying attestations

Release files / penaltyblog-1.13.0-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	penaltyblog-1.13.0-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
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BLAKE2b-256 checksum How to use checksums	`3e3aff1726f90409a86cf0056e7f7f4b11945cd459d172b3f70c118fff4a084b`
Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

Publishing configuration: github.com/martineastwood/penaltyblog/blob/f9d5b48042721b69a4ffda165c9d3f455344a587/.github/workflows/publish.yml
Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/36851570107/attempts/1

Artifact

Subject: penaltyblog-1.13.0-cp315-cp315t-musllinux_1_2_x86_64.whl
SHA-256 checksum: 78d99e20d5c981f9860459509b95199260a247b893672b455d5a2bded03a8c42 Verifying attestations

Release files / penaltyblog-1.13.0-cp315-cp315t-musllinux_1_2_aarch64.whl

Download URL	penaltyblog-1.13.0-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
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BLAKE2b-256 checksum How to use checksums	`c647bb7d3a6cef267eac636456e9207d2298362453c51e11ac9ee0dd5a95b1ac`
Upload date	Oct 1, 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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Artifact

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Release files / penaltyblog-1.13.0-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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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315t-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315t-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

Subject: penaltyblog-1.13.0-cp315-cp315t-macosx_10_15_x86_64.whl
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Release files / penaltyblog-1.13.0-cp315-cp315-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-win32.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp315-cp315-macosx_10_15_x86_64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp314-cp314t-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: ad54aa0f69429bc8e6752d4868a22816169053a8e4925ff98d76cfc679262ac2 Verifying attestations

Release files / penaltyblog-1.13.0-cp314-cp314t-win32.whl

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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: 463f2daeab7db24946c6a30c2ec748a8e25384b0619edb6bf80fa5f9dd48898f Verifying attestations

Release files / penaltyblog-1.13.0-cp314-cp314t-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
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Identity

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Identity

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Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Provenance

Identity

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Artifact

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Identity

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Artifact

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Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Release files / penaltyblog-1.13.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Provenance

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

Subject: penaltyblog-1.13.0-cp313-cp313-musllinux_1_2_x86_64.whl
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Release files / penaltyblog-1.13.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp313-cp313-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp313-cp313-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp312-cp312-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

Subject: penaltyblog-1.13.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: f6ae603a046bb65d6b88bd0b3a4f5d7912735b4796301fdac77a4256598b9d8f Verifying attestations

Release files / penaltyblog-1.13.0-cp312-cp312-win32.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp312-cp312-musllinux_1_2_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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp312-cp312-musllinux_1_2_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: db637513cb04504cdd3edcfea282b851d412bb5e947dd3413296ccb338694429 Verifying attestations

Release files / penaltyblog-1.13.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: 720c30bc78e2c23c06e05964d4425e74a37cf68b18a72209680517e2e1f84d3a Verifying attestations

Release files / penaltyblog-1.13.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp312-cp312-macosx_11_0_arm64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp312-cp312-macosx_10_13_x86_64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

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Artifact

Subject: penaltyblog-1.13.0-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: bef500dcb9afd95658b3d7567c8b3c8bf0002f5a48f942e107c5a08d04afded5 Verifying attestations

Release files / penaltyblog-1.13.0-cp311-cp311-win_amd64.whl

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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

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Publishing logs: github.com/martineastwood/penaltyblog/actions/runs/36851570107/attempts/1

Artifact

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SHA-256 checksum: 55e4000a4296368e24f7d3643114e36b9e365ffe3d5a80c0275d2e1180728a55 Verifying attestations

Release files / penaltyblog-1.13.0-cp311-cp311-win32.whl

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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

Subject: penaltyblog-1.13.0-cp311-cp311-win32.whl
SHA-256 checksum: 3432d900aea35f49d8189db62bec75e6346065e00a49b60370ac07e2cbda7470 Verifying attestations

Release files / penaltyblog-1.13.0-cp311-cp311-musllinux_1_2_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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

Subject: penaltyblog-1.13.0-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / penaltyblog-1.13.0-cp311-cp311-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: 9a002a8f8ec0bbaf08545c9dd91c9fc779039e6429552c8bed945a946d64081f Verifying attestations

Release files / penaltyblog-1.13.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp311-cp311-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp311-cp311-macosx_10_9_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp310-cp310-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp310-cp310-win32.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp310-cp310-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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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Release files / penaltyblog-1.13.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/martineastwood/penaltyblog
Publishing commit: github.com/martineastwood/penaltyblog/tree/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: b3bb15928af083272ea2146caf3fabe11b11aa6ee5cfe35b4e986f0adf2f10fb Verifying attestations

Release files / penaltyblog-1.13.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: fe3fb13593ba2db01963b0a2b6617bc5de8f3dfb882f6567d88e40f777576cfb Verifying attestations

Release files / penaltyblog-1.13.0-cp310-cp310-macosx_11_0_arm64.whl

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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/f9d5b48042721b69a4ffda165c9d3f455344a587

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Artifact

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SHA-256 checksum: f3d83793f7e7c642a6798651889210a51ea3547419879013d14a3aea7bafc61f Verifying attestations

Release files / penaltyblog-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl

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Upload date	Oct 1, 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/f9d5b48042721b69a4ffda165c9d3f455344a587

Workflow

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Artifact

Subject: penaltyblog-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: 36996bf70d4976a606378a0fd408d1038a756fa253dc2bb4dccb4db157191ceb Verifying attestations