zedda

Zero-Effort Data Discovery & Analysis

C++17-powered EDA and data cleaning engine for Python.

Guide · API reference · How it works · Contributing · Security

What is Zedda

Zedda profiles, cleans, and validates datasets from a single Python call. Its core is written in C++17 and streams data in constant memory, so it scales from a 900-row CSV to a terabyte-scale Parquet file without changing how you use it.

Installation

pip install --upgrade pip                  # Ensure pip >= 22.3 for abi3 wheel recognition
pip install zedda                          # CSV only — zero native deps
pip install "zedda[parquet]"               # adds Parquet/Arrow/Feather support
pip install "zedda[clean]"                 # adds fuzzy typo detection
pip install "zedda[ai]"                    # adds AI Q&A (zd.ask with Groq/OpenAI)
pip install "zedda[parquet,clean,ai]"      # everything together

Platform support:

Platform	Base install	`[parquet]` extra
Linux x86_64 (manylinux_2_28 / glibc >= 2.28 / musl)	✅ prebuilt wheel	✅ prebuilt pyarrow wheel
Linux ARM64 (aarch64)	✅ prebuilt wheel	✅ prebuilt pyarrow wheel
macOS Intel (x86_64)	✅ prebuilt wheel	✅ prebuilt pyarrow wheel
macOS Apple Silicon (ARM64)	✅ prebuilt wheel	✅ prebuilt pyarrow wheel
Windows x86_64	✅ prebuilt wheel	✅ prebuilt pyarrow wheel
Windows ARM64	✅ prebuilt wheel	⚠️ pyarrow has no win_arm64 wheel — Parquet requires manual build
Python 3.13 free-threaded (cp313t)	⚠️ Not yet supported — use standard Python 3.13

conda users: Zedda is not yet on conda-forge. Install via pip inside your conda environment:
conda activate myenv
pip install zedda

High-Performance Builds (x86-64-v3 / AVX2)

Prebuilt wheels on PyPI support all 64-bit x86 CPUs with runtime AVX2/AVX-512 dispatch in the scanner. For full compiler auto-vectorization across the entire C++ engine on modern CPUs (Intel Haswell+, AMD Zen+):

CMAKE_ARGS="-DZEDDA_TARGET_X86_64_V3=ON -DZEDDA_ENABLE_LTO=ON" pip install --no-binary zedda zedda

How to use

import zedda as zd

zd.profile("data.csv")  # full EDA report in terminal
zd.scan("data.csv")  # silent scan for CI/CD pipelines
zd.compare("train.csv", "test.csv")  # train/test drift detection
zd.fix("data.csv", apply=True)  # generate or apply pandas fix code
zd.ask("data.csv", "any nulls here?")  # plain-English dataset Q&A
zd.ml_ready("data.csv")  # readiness score for ML training
zd.warnings("data.csv")  # list all issues ranked by severity
zd.clean("data.csv", output="clean.csv")  # safe, backed-up auto-clean
zd.merge(["jan.csv", "feb.csv"], "out")  # safely combine multiple files
zd.report("data.csv", output="rep.html")  # export full report to offline HTML

Every function also accepts a pandas DataFrame directly — a file path is never required.

import pandas as pd

df = pd.read_csv("data.csv")
zd.profile(df)

See the full list of available functions in the API reference, and how the underlying engine works in How it works.

Installation from source

git clone https://github.com/Zedda-Labs/Zedda.git --recursive
cd Zedda
# C++17 build tools (cmake, ninja) are required
pip install cmake ninja
pip install -e ".[dev]"
pytest tests/

Enterprise Data Quality FAQ

1. How does ZEDDA prevent false-positive cleaning recommendations?

ZEDDA evaluates statistical distributions across single-pass scans before flagging issues:

ID Columns: Flagged only when cardinality is 100.0% unique across all rows.
Zero-Variance Columns: Flagged only when a single distinct value spans 100.0% of non-null cells.
Outliers: Identified using IQR bounds (1.5 * IQR) combined with skewness thresholds.
Multicollinearity: Evaluated via single-pass Pearson correlation matrices (|r| >= 0.95).

2. Is auto-cleaning (`zd.clean()`) safe for production data ingestion?

Yes. zd.clean() is fully deterministic, atomic, and safe:

Automatic Backup: Creates {filename}.zedda-backup prior to mutating any dataset.
Audit Trail: Outputs {stem}.audit.json containing exact before/after row counts, quality scores, applied transformations, and timing logs.
Rollback Support: Run zd.clean.undo("filename.csv") at any time to instantly restore the original dataset from backup.

3. How does ZEDDA integrate into CI/CD pipelines and orchestrators?

Programmatic Python: Use zd.scan("data.csv") inside Airflow / Prefect tasks to access .to_dict() and .to_json() metadata objects.
CLI Ingestion: Run zedda scan data.csv --json inside GitHub Actions or GitLab CI to pipe structured JSON metadata directly into downstream data warehouse checks.
Air-Gapped Compliance: zd.report() generates completely self-contained HTML files (zero CDN links, zero tracking, zero external network calls) suitable for banking and healthcare environments.

Contributing

Issues and pull requests are welcome. See CONTRIBUTING.md.

License

MIT — see LICENSE.

PyPI · GitHub · Issues · Guide · Architecture · API Docs · Changelog · Releases

Metadata

Release files for zedda 0.4.9

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

Source distribution (sdist)

Source distribution for zedda 0.4.9
File	Size	Uploaded
zedda-0.4.9.tar.gz	1.8 MB	Sep 21, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for zedda 0.4.9
File	Interpreter	ABI	Platform	Reset
zedda-0.4.9-cp314-cp314-win_amd64.whl 464.1 kB Sep 21, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
zedda-0.4.9-cp314-cp314-musllinux_1_2_x86_64.whl 754.2 kB Sep 21, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
zedda-0.4.9-cp314-cp314-musllinux_1_2_aarch64.whl 722.7 kB Sep 21, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
zedda-0.4.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 260.6 kB Sep 21, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
zedda-0.4.9-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 250.2 kB Sep 21, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
zedda-0.4.9-cp314-cp314-macosx_11_0_arm64.whl 253.9 kB Sep 21, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
zedda-0.4.9-cp313-cp313-win_amd64.whl 453.0 kB Sep 21, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
zedda-0.4.9-cp313-cp313-musllinux_1_2_x86_64.whl 754.2 kB Sep 21, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
zedda-0.4.9-cp313-cp313-musllinux_1_2_aarch64.whl 722.0 kB Sep 21, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
zedda-0.4.9-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 260.5 kB Sep 21, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
zedda-0.4.9-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 249.9 kB Sep 21, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
zedda-0.4.9-cp313-cp313-macosx_11_0_arm64.whl 253.8 kB Sep 21, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
zedda-0.4.9-cp312-cp312-win_amd64.whl 453.1 kB Sep 21, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
zedda-0.4.9-cp312-cp312-musllinux_1_2_x86_64.whl 754.2 kB Sep 21, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
zedda-0.4.9-cp312-cp312-musllinux_1_2_aarch64.whl 722.1 kB Sep 21, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
zedda-0.4.9-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 260.6 kB Sep 21, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
zedda-0.4.9-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 250.0 kB Sep 21, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
zedda-0.4.9-cp312-cp312-macosx_11_0_arm64.whl 253.8 kB Sep 21, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
zedda-0.4.9-cp311-cp311-win_amd64.whl 453.6 kB Sep 21, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
zedda-0.4.9-cp311-cp311-musllinux_1_2_x86_64.whl 755.0 kB Sep 21, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
zedda-0.4.9-cp311-cp311-musllinux_1_2_aarch64.whl 723.7 kB Sep 21, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
zedda-0.4.9-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 261.6 kB Sep 21, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
zedda-0.4.9-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 251.0 kB Sep 21, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
zedda-0.4.9-cp311-cp311-macosx_11_0_arm64.whl 254.8 kB Sep 21, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
zedda-0.4.9-cp310-cp310-win_amd64.whl 453.8 kB Sep 21, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
zedda-0.4.9-cp310-cp310-musllinux_1_2_x86_64.whl 755.5 kB Sep 21, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
zedda-0.4.9-cp310-cp310-musllinux_1_2_aarch64.whl 724.1 kB Sep 21, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
zedda-0.4.9-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 262.0 kB Sep 21, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
zedda-0.4.9-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 251.1 kB Sep 21, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
zedda-0.4.9-cp310-cp310-macosx_11_0_arm64.whl 254.9 kB Sep 21, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 15.3 MB

Release files / zedda-0.4.9.tar.gz

Download URL	zedda-0.4.9.tar.gz
Size	1.8 MB
Tags	Source
SHA-256 checksum How to use checksums	`e4156168c62907015d59a83158f9c9827ecf791bb6a2845e69cf9aaca001a31f`
BLAKE2b-256 checksum How to use checksums	`03f3a3a5b76327a79fb4501e43b1befedb289da009d2f5a592a09a9cef589d95`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

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/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9.tar.gz
SHA-256 checksum: e4156168c62907015d59a83158f9c9827ecf791bb6a2845e69cf9aaca001a31f Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-win_amd64.whl

Download URL	zedda-0.4.9-cp314-cp314-win_amd64.whl
Size	464.1 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`0ce6def08cf0814512067f74127c85a3742e56b44be0e938248bc3f2d14605a1`
BLAKE2b-256 checksum How to use checksums	`fde30e5d4d8a6feb53e11a65c3a453c340dcd7e974732e4a42be5183deace853`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-win_amd64.whl
SHA-256 checksum: 0ce6def08cf0814512067f74127c85a3742e56b44be0e938248bc3f2d14605a1 Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	zedda-0.4.9-cp314-cp314-musllinux_1_2_x86_64.whl
Size	754.2 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`75ba0d48d79397e13e096b6c477b773b081c8be8741d828f41c549e725b0add0`
BLAKE2b-256 checksum How to use checksums	`c333dcf8ed1fe85e865535926bc57dc0bc4c3f391c8c3a19e420eed420b656c3`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-musllinux_1_2_x86_64.whl
SHA-256 checksum: 75ba0d48d79397e13e096b6c477b773b081c8be8741d828f41c549e725b0add0 Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	zedda-0.4.9-cp314-cp314-musllinux_1_2_aarch64.whl
Size	722.7 kB
Tags	CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`e85812460441a09c5c202e276c3585be0cb8a04211ea367842c71a3ae20857e3`
BLAKE2b-256 checksum How to use checksums	`ec45180529602ea15452f13aa63e59cb4c059efc44ca1bb8d019b4259b4222bb`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-musllinux_1_2_aarch64.whl
SHA-256 checksum: e85812460441a09c5c202e276c3585be0cb8a04211ea367842c71a3ae20857e3 Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	zedda-0.4.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	260.6 kB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`04309aa9ccee74bfe1548dd4a900e67ebf32e95884d4329e942fca130269c7c9`
BLAKE2b-256 checksum How to use checksums	`523eac82de14c0e02bf7e46c287ed3c2617c3c020065c20a1c7f32825464a907`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 04309aa9ccee74bfe1548dd4a900e67ebf32e95884d4329e942fca130269c7c9 Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	zedda-0.4.9-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	250.2 kB
Tags	CPython 3.14 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`3ec99a3280d491fafdce80caa5cb1d4c47330138864ad6a27cfcd07f516a464f`
BLAKE2b-256 checksum How to use checksums	`ad8dddd5b9aca3abc975d9ca085c2ccf9468627da95466f51aa3bd055d1848b5`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 3ec99a3280d491fafdce80caa5cb1d4c47330138864ad6a27cfcd07f516a464f Verifying attestations

Release files / zedda-0.4.9-cp314-cp314-macosx_11_0_arm64.whl

Download URL	zedda-0.4.9-cp314-cp314-macosx_11_0_arm64.whl
Size	253.9 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d38a709e85a9d435b0f4fe648485aabc24dd3414231c325a68de7246fab583ee`
BLAKE2b-256 checksum How to use checksums	`b80e383ffd066db57ee7970aa694b1bef94e1e32a4dbd043a043fe8d2aa9a16e`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: d38a709e85a9d435b0f4fe648485aabc24dd3414231c325a68de7246fab583ee Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-win_amd64.whl

Download URL	zedda-0.4.9-cp313-cp313-win_amd64.whl
Size	453.0 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`0b8dbd1fc1ce5328fd608242cd9c18966e9b4eca9e76afd91f7cd775989ab530`
BLAKE2b-256 checksum How to use checksums	`4c1e4253b48864bfd5d2564ac6d7478d58b3977688c7e73ec6cbb41f3f62402a`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-win_amd64.whl
SHA-256 checksum: 0b8dbd1fc1ce5328fd608242cd9c18966e9b4eca9e76afd91f7cd775989ab530 Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	zedda-0.4.9-cp313-cp313-musllinux_1_2_x86_64.whl
Size	754.2 kB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`b44c08d5cb7d18a9a281807ae3c18ec875a06e62eb10910718bd1dfc268f1a47`
BLAKE2b-256 checksum How to use checksums	`5b8c8ba9bf8c67632819acb802fc3e2be301ac8bb872d71fcfd0c78fd2b42efd`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-musllinux_1_2_x86_64.whl
SHA-256 checksum: b44c08d5cb7d18a9a281807ae3c18ec875a06e62eb10910718bd1dfc268f1a47 Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	zedda-0.4.9-cp313-cp313-musllinux_1_2_aarch64.whl
Size	722.0 kB
Tags	CPython 3.13 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`13a43b2be64d9e16623f7e3969199a9609b6337bf84d68fdcea680554e9d0253`
BLAKE2b-256 checksum How to use checksums	`877a6bd07e1490c1d7e90cf8af0ac53dbb5c1a915651fd4ac5ace257d41962aa`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-musllinux_1_2_aarch64.whl
SHA-256 checksum: 13a43b2be64d9e16623f7e3969199a9609b6337bf84d68fdcea680554e9d0253 Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	zedda-0.4.9-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	260.5 kB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`826e110a8cdf6adb9e5ec778466018d962ee6d933b4f74b32f1783dff3245921`
BLAKE2b-256 checksum How to use checksums	`476e7342696b6775f5e49d05edc408d8f1c70fac96bfc51107e5ed298e6e7f4b`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 826e110a8cdf6adb9e5ec778466018d962ee6d933b4f74b32f1783dff3245921 Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	zedda-0.4.9-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	249.9 kB
Tags	CPython 3.13 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`3f11d0ad7bd8846321390d50d5f0bf6b10ed325a295919eabbca77419eaeb0dc`
BLAKE2b-256 checksum How to use checksums	`714698e33847fd26836ec0ff7d1296adc5a72dc0dbd80c0e25482a360bd97032`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 3f11d0ad7bd8846321390d50d5f0bf6b10ed325a295919eabbca77419eaeb0dc Verifying attestations

Release files / zedda-0.4.9-cp313-cp313-macosx_11_0_arm64.whl

Download URL	zedda-0.4.9-cp313-cp313-macosx_11_0_arm64.whl
Size	253.8 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b3b28e636eb50b9144eb7a75de48bc390df81184821ad07532994bd4305f1fb2`
BLAKE2b-256 checksum How to use checksums	`25257d2193d93c61bac67212d482672ba86f5c94684362a9fd63fc3e5f192bc8`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: b3b28e636eb50b9144eb7a75de48bc390df81184821ad07532994bd4305f1fb2 Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-win_amd64.whl

Download URL	zedda-0.4.9-cp312-cp312-win_amd64.whl
Size	453.1 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`a9f32a136f2a785c10f491980644da96a52d9132d1a68eecb420daf41b4205ec`
BLAKE2b-256 checksum How to use checksums	`309528f0d1b3bf6e6273f84f06a3e670cac058bbbf078021c6d0d2403f999f28`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-win_amd64.whl
SHA-256 checksum: a9f32a136f2a785c10f491980644da96a52d9132d1a68eecb420daf41b4205ec Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	zedda-0.4.9-cp312-cp312-musllinux_1_2_x86_64.whl
Size	754.2 kB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`27b976e3aceb54fc8ad1b3e53543a9426aea330d62b74b699b30e3ffea4be8c1`
BLAKE2b-256 checksum How to use checksums	`d05e4b154ecd618f011f16c58b77674019df5ffc2a180a4f464f6b487b926b9a`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: 27b976e3aceb54fc8ad1b3e53543a9426aea330d62b74b699b30e3ffea4be8c1 Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	zedda-0.4.9-cp312-cp312-musllinux_1_2_aarch64.whl
Size	722.1 kB
Tags	CPython 3.12 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`3130f2901e26d72f36d62b7898ff7cc1d7db9bd2c115293795f93c8c350bde99`
BLAKE2b-256 checksum How to use checksums	`fd56f78584cd8b5f09321a5012e182847c50d6e7d1f30f6f7b56e35adb7694df`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-musllinux_1_2_aarch64.whl
SHA-256 checksum: 3130f2901e26d72f36d62b7898ff7cc1d7db9bd2c115293795f93c8c350bde99 Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	zedda-0.4.9-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	260.6 kB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`fd1444abe9038230b4919966ba0863f736d779acf6beb2b7300ce8140fb4b0c4`
BLAKE2b-256 checksum How to use checksums	`27bcf400f5b36b1f3a92fc4c4d4f059f8eb716ae7b0b9241ad67c29658c9f043`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: fd1444abe9038230b4919966ba0863f736d779acf6beb2b7300ce8140fb4b0c4 Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	zedda-0.4.9-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	250.0 kB
Tags	CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`5b668c5dd68d51ce172a992ddcae98094ff776577fa2d335a9c9bf96a3ce1927`
BLAKE2b-256 checksum How to use checksums	`72c886903f474fedc4484d225134977032122f895367696976dac50fdb0af85a`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 5b668c5dd68d51ce172a992ddcae98094ff776577fa2d335a9c9bf96a3ce1927 Verifying attestations

Release files / zedda-0.4.9-cp312-cp312-macosx_11_0_arm64.whl

Download URL	zedda-0.4.9-cp312-cp312-macosx_11_0_arm64.whl
Size	253.8 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`83459b688f1b2d1aaad3cc8a4324a17967c16aa151f4b05eb7adbc8a50e42731`
BLAKE2b-256 checksum How to use checksums	`2fd0814c60ce3a3411567c98dee0288db7b81986d51debaf0fc089df2c9fb1e2`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 83459b688f1b2d1aaad3cc8a4324a17967c16aa151f4b05eb7adbc8a50e42731 Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-win_amd64.whl

Download URL	zedda-0.4.9-cp311-cp311-win_amd64.whl
Size	453.6 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`be7212cce1ce300f4d46384d74198270ff9efe4a452e27cfd3681383f2b85669`
BLAKE2b-256 checksum How to use checksums	`4f52afd86528f3a1c502bfb0b1acbc9ea68b98e7549c5a80c8aadb8a15d37734`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-win_amd64.whl
SHA-256 checksum: be7212cce1ce300f4d46384d74198270ff9efe4a452e27cfd3681383f2b85669 Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	zedda-0.4.9-cp311-cp311-musllinux_1_2_x86_64.whl
Size	755.0 kB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`60c8d45d5febfcdd7c280094a4efcdd42f7c2768135722d6f20ba1972bc2aae6`
BLAKE2b-256 checksum How to use checksums	`ae7bae2c9901764bd7f31a18144f427e8d19a3ba03be3fdf5d1b347fcc3c71ea`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: 60c8d45d5febfcdd7c280094a4efcdd42f7c2768135722d6f20ba1972bc2aae6 Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	zedda-0.4.9-cp311-cp311-musllinux_1_2_aarch64.whl
Size	723.7 kB
Tags	CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`14a375a84d3dccf53d2ad85d7845c8b112fbc0a1b9befdc132a4e71024424c2a`
BLAKE2b-256 checksum How to use checksums	`e8fbd266028741b03cbd9d4e51a24067f9841c8c3b6dcd8828ebe00be345de6a`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-musllinux_1_2_aarch64.whl
SHA-256 checksum: 14a375a84d3dccf53d2ad85d7845c8b112fbc0a1b9befdc132a4e71024424c2a Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	zedda-0.4.9-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	261.6 kB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`c72cd65235ab6e7b064c71e200682edc8fa9735b04e6059ce949a89333c65be3`
BLAKE2b-256 checksum How to use checksums	`780e6c49944f0dc56a01964e858941cc1b8442a6226c5aae53b443c1b82ed0a4`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: c72cd65235ab6e7b064c71e200682edc8fa9735b04e6059ce949a89333c65be3 Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	zedda-0.4.9-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	251.0 kB
Tags	CPython 3.11 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`964ec7d2180eb1817e2ac06ad7d7724c3fb455eb97276bba1691233e7d1cdd6d`
BLAKE2b-256 checksum How to use checksums	`8b7fabc81a21ab762980fb2e3fc12eed949553f94aebfeb6d0f1ea3ddec1fc8b`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 964ec7d2180eb1817e2ac06ad7d7724c3fb455eb97276bba1691233e7d1cdd6d Verifying attestations

Release files / zedda-0.4.9-cp311-cp311-macosx_11_0_arm64.whl

Download URL	zedda-0.4.9-cp311-cp311-macosx_11_0_arm64.whl
Size	254.8 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`ac0c352308af97df52a88ef7d67df502ba4debb7adf6e31205c4553c40f366d3`
BLAKE2b-256 checksum How to use checksums	`c58583f7a80e5831b3b568e805b3ed1a70aa9c3942d92b5bef9e12a485e67c97`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: ac0c352308af97df52a88ef7d67df502ba4debb7adf6e31205c4553c40f366d3 Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-win_amd64.whl

Download URL	zedda-0.4.9-cp310-cp310-win_amd64.whl
Size	453.8 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`2183ce5703aa0bb1eed84cb09fd41b23f01ce71ab0080b7b1a5940ff1efa5e89`
BLAKE2b-256 checksum How to use checksums	`f5215d061c7179ffafbd69e1f09ac88340d52ef8a19e6b11967af782b2949d47`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-win_amd64.whl
SHA-256 checksum: 2183ce5703aa0bb1eed84cb09fd41b23f01ce71ab0080b7b1a5940ff1efa5e89 Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	zedda-0.4.9-cp310-cp310-musllinux_1_2_x86_64.whl
Size	755.5 kB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`b56ac9dc3fd3d41c8bccd23bcc865bdb4dfae9958108dc6b99c0af6b4fc10603`
BLAKE2b-256 checksum How to use checksums	`4d65c5e0bda11390f111c49757e849f339b8d316c17b2952f3cb4b80fe9d81da`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: b56ac9dc3fd3d41c8bccd23bcc865bdb4dfae9958108dc6b99c0af6b4fc10603 Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-musllinux_1_2_aarch64.whl

Download URL	zedda-0.4.9-cp310-cp310-musllinux_1_2_aarch64.whl
Size	724.1 kB
Tags	CPython 3.10 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`0d1b6cb6a1faef4b0460a6605b4be41a100316c4a9ce13ba4cb3bfe29d63a707`
BLAKE2b-256 checksum How to use checksums	`1f472e07cfb51f7adeee1736ac94e8fecec10e82d8362a2b20d2c3179db397d9`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-musllinux_1_2_aarch64.whl
SHA-256 checksum: 0d1b6cb6a1faef4b0460a6605b4be41a100316c4a9ce13ba4cb3bfe29d63a707 Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	zedda-0.4.9-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	262.0 kB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`9d8fefe48ccd9ee94407dabe57435c2c0318caec77c2ed95aaa0a6f9b6f02c1c`
BLAKE2b-256 checksum How to use checksums	`12f8092f88f39adf8bd4697ce6e294be6d3a4528534f3136a856509a424bf774`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 9d8fefe48ccd9ee94407dabe57435c2c0318caec77c2ed95aaa0a6f9b6f02c1c Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	zedda-0.4.9-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	251.1 kB
Tags	CPython 3.10 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`44ba95650f7d11cf3bfdad72c2e5c2a088b562b4bd2cef765cae4c59f666ef41`
BLAKE2b-256 checksum How to use checksums	`537d292a29eb4749063ff77dfed22add1fbcec13648f2509491805a98eda7ff7`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 44ba95650f7d11cf3bfdad72c2e5c2a088b562b4bd2cef765cae4c59f666ef41 Verifying attestations

Release files / zedda-0.4.9-cp310-cp310-macosx_11_0_arm64.whl

Download URL	zedda-0.4.9-cp310-cp310-macosx_11_0_arm64.whl
Size	254.9 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`f5dd11c195c5ee094bc77059ca48f049884054b9da4db6ce60e079de8d035047`
BLAKE2b-256 checksum How to use checksums	`856244381f6e3c7802c50eae9c02c0b92ac5b86bfb26d04973b88bf2930b3d95`
Upload date	Sep 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Zedda-Labs/Zedda
Publishing commit: github.com/Zedda-Labs/Zedda/tree/2e24a1e969ca745b63cb9938cbe76a26209d3fe9

Workflow

Publishing configuration: github.com/Zedda-Labs/Zedda/blob/2e24a1e969ca745b63cb9938cbe76a26209d3fe9/.github/workflows/release.yml
Publishing logs: github.com/Zedda-Labs/Zedda/actions/runs/35642084435/attempts/1

Artifact

Subject: zedda-0.4.9-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: f5dd11c195c5ee094bc77059ca48f049884054b9da4db6ce60e079de8d035047 Verifying attestations