Highly scalable, extremely fast, easy-to-use embeddable graph database

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adsharma from gravatar.com adsharma

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: MIT
  • Tags graph , database
  • Requires: Python <3.15, >=3.10
  • Provides-Extra: dev
Report project as malware

Project description

Ladybug Logo

Github Actions Badge Ask DeepWiki discord twitter

Ladybug

Ladybug is an embedded graph database built for query speed and scalability. Ladybug is optimized for handling complex analytical workloads on very large databases and provides a set of retrieval features, such as a full text search and vector indices. Our core feature set includes:

  • Flexible Property Graph Data Model and Cypher query language
  • Embeddable, serverless integration into applications
  • Native full text search and vector index
  • Columnar disk-based storage
  • Columnar sparse row-based (CSR) adjacency list/join indices
  • Vectorized and factorized query processor
  • Novel and very fast join algorithms
  • Multi-core query parallelism
  • Serializable ACID transactions
  • Wasm (WebAssembly) bindings for fast, secure execution in the browser

Ladybug is being developed by LadybugDB Developers and is available under a permissive license. So try it out and help us make it better! We welcome your feedback and feature requests.

The database was formerly known as Kuzu.

Installation

Language Installation
Python pip install ladybug
NodeJS npm install @ladybugdb/core
Rust cargo add lbug
Go go get github.com/LadybugDB/go-ladybug
Swift lbug-swift
Java Maven Central
C/C++ precompiled binaries
CLI precompiled binaries

To learn more about installation, see our Installation page.

Getting Started

Refer to our Getting Started page for your first example.

Build from Source

You can build from source using the instructions provided in the developer guide.

Contributing

We welcome contributions to Ladybug. If you are interested in contributing to Ladybug, please read our Contributing Guide.

License

By contributing to Ladybug, you agree that your contributions will be licensed under the MIT License.

Contact

You can contact us at social@ladybugdb.com or join our Discord community.

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adsharma from gravatar.com adsharma

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: MIT
  • Tags graph , database
  • Requires: Python <3.15, >=3.10
  • Provides-Extra: dev

Release history Release notifications | RSS feed

This version

0.18.1

0.18.1.dev20260710 pre-release

0.18.0

0.18.0.dev20260616 pre-release

0.18.0.dev20260613 pre-release

0.18.0.dev20260612 pre-release

0.18.0.dev20260611 pre-release

0.18.0.dev20260610 pre-release

0.17.1

0.17.0

0.17.0.dev20260601 pre-release

0.17.0.dev20260531 pre-release

0.17.0.dev20260530 pre-release

0.17.0.dev20260529 pre-release

0.17.0.dev20260528 pre-release

0.17.0.dev20260527 pre-release

0.17.0.dev20260526 pre-release

0.17.0.dev20260522 pre-release

0.17.0.dev20260520 pre-release

0.17.0.dev20260519 pre-release

0.17.0.dev20260518 pre-release

0.17.0.dev20260517 pre-release

0.17.0.dev20260516 pre-release

0.17.0.dev20260515 pre-release

0.17.0.dev20260514 pre-release

0.16.1

0.16.1.dev20260512 pre-release

0.16.1.dev20260511 pre-release

0.16.0

0.15.4

0.15.3

0.0.2

0.0.1

Download files

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

Source Distribution

ladybug-0.18.1.tar.gz (10.3 MB view details)

Uploaded Source

Built Distributions

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

ladybug-0.18.1-cp314-cp314-win_arm64.whl (8.4 MB view details)

Uploaded CPython 3.14Windows ARM64

ladybug-0.18.1-cp314-cp314-win_amd64.whl (8.7 MB view details)

Uploaded CPython 3.14Windows x86-64

ladybug-0.18.1-cp314-cp314-musllinux_1_2_x86_64.whl (11.3 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

ladybug-0.18.1-cp314-cp314-musllinux_1_2_aarch64.whl (10.7 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

ladybug-0.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (10.9 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.18.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (9.9 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.18.1-cp314-cp314-macosx_15_0_x86_64.whl (7.4 MB view details)

Uploaded CPython 3.14macOS 15.0+ x86-64

ladybug-0.18.1-cp314-cp314-macosx_15_0_arm64.whl (7.2 MB view details)

Uploaded CPython 3.14macOS 15.0+ ARM64

ladybug-0.18.1-cp313-cp313-win_arm64.whl (8.1 MB view details)

Uploaded CPython 3.13Windows ARM64

ladybug-0.18.1-cp313-cp313-win_amd64.whl (8.4 MB view details)

Uploaded CPython 3.13Windows x86-64

ladybug-0.18.1-cp313-cp313-musllinux_1_2_x86_64.whl (11.3 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

ladybug-0.18.1-cp313-cp313-musllinux_1_2_aarch64.whl (10.7 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

ladybug-0.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (10.9 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.18.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (9.9 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.18.1-cp313-cp313-macosx_15_0_x86_64.whl (7.4 MB view details)

Uploaded CPython 3.13macOS 15.0+ x86-64

ladybug-0.18.1-cp313-cp313-macosx_15_0_arm64.whl (7.2 MB view details)

Uploaded CPython 3.13macOS 15.0+ ARM64

ladybug-0.18.1-cp312-cp312-win_arm64.whl (8.1 MB view details)

Uploaded CPython 3.12Windows ARM64

ladybug-0.18.1-cp312-cp312-win_amd64.whl (8.4 MB view details)

Uploaded CPython 3.12Windows x86-64

ladybug-0.18.1-cp312-cp312-musllinux_1_2_x86_64.whl (11.3 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

ladybug-0.18.1-cp312-cp312-musllinux_1_2_aarch64.whl (10.7 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

ladybug-0.18.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (10.9 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.18.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (9.9 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.18.1-cp312-cp312-macosx_15_0_x86_64.whl (7.4 MB view details)

Uploaded CPython 3.12macOS 15.0+ x86-64

ladybug-0.18.1-cp312-cp312-macosx_15_0_arm64.whl (7.2 MB view details)

Uploaded CPython 3.12macOS 15.0+ ARM64

ladybug-0.18.1-cp311-cp311-win_arm64.whl (8.1 MB view details)

Uploaded CPython 3.11Windows ARM64

ladybug-0.18.1-cp311-cp311-win_amd64.whl (8.4 MB view details)

Uploaded CPython 3.11Windows x86-64

ladybug-0.18.1-cp311-cp311-musllinux_1_2_x86_64.whl (11.3 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

ladybug-0.18.1-cp311-cp311-musllinux_1_2_aarch64.whl (10.7 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

ladybug-0.18.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (10.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.18.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (9.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.18.1-cp311-cp311-macosx_15_0_x86_64.whl (7.4 MB view details)

Uploaded CPython 3.11macOS 15.0+ x86-64

ladybug-0.18.1-cp311-cp311-macosx_15_0_arm64.whl (7.2 MB view details)

Uploaded CPython 3.11macOS 15.0+ ARM64

ladybug-0.18.1-cp310-cp310-win_arm64.whl (8.1 MB view details)

Uploaded CPython 3.10Windows ARM64

ladybug-0.18.1-cp310-cp310-win_amd64.whl (8.4 MB view details)

Uploaded CPython 3.10Windows x86-64

ladybug-0.18.1-cp310-cp310-musllinux_1_2_x86_64.whl (11.3 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

ladybug-0.18.1-cp310-cp310-musllinux_1_2_aarch64.whl (10.7 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARM64

ladybug-0.18.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (10.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.18.1-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (9.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.18.1-cp310-cp310-macosx_15_0_x86_64.whl (7.4 MB view details)

Uploaded CPython 3.10macOS 15.0+ x86-64

ladybug-0.18.1-cp310-cp310-macosx_15_0_arm64.whl (7.2 MB view details)

Uploaded CPython 3.10macOS 15.0+ ARM64

File details

Details for the file ladybug-0.18.1.tar.gz.

File metadata

  • Download URL: ladybug-0.18.1.tar.gz
  • Upload date:
  • Size: 10.3 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1.tar.gz
Algorithm Hash digest
SHA256 f9566e4b09a1d8d1a2860bf87daa81d9063abe59ab6c814f45c6190ce3cb5ea8
MD5 1599f2df3d5bf4f41366a496c9766f49
BLAKE2b-256 ce8ff598687c2d6a56f7465ffeaf3a1f32681102b137c1af221803f40a8186b5

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1.tar.gz:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-win_arm64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp314-cp314-win_arm64.whl
  • Upload date:
  • Size: 8.4 MB
  • Tags: CPython 3.14, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-win_arm64.whl
Algorithm Hash digest
SHA256 edb383f670e292f61f5c9759d0f8367849d2270c222e143c53849cd79e226380
MD5 07327b530e80f297c0978076e7b23920
BLAKE2b-256 88243d07a2589f01aae4e517b9b61ebfd125276e5e867301ad6c5cd5f2ec5e25

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-win_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 8.7 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 49ea83010eefcf9f98658d814b8813232dc49e2cdf6e1e60e6878ac4da06cca9
MD5 427e6686a9c135683447d6c6951b361e
BLAKE2b-256 8019498c5fcee513576cd3ef86c7f392134aa1cc2ecc46cbdfbce89090228576

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 4ea19cbcd56eabc40787844c5111acea3bb94cfd74db3f2fb4153f4d81a6b711
MD5 9098bdd6967df0198cfae50a3327b836
BLAKE2b-256 a63e7f228ec85d3e8bb2038679a73cc4cfcd894b49ae54bf39a2069f5ba38fa2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 91652582c248a3cd54c7ca345608d7b29ee7a09878af030559bf3e87ee4ce4b8
MD5 1126eaa288031c1a97ceb86af57c8449
BLAKE2b-256 454bd1ff6846da3e152b2cd608405a4ecc9c6fb37d46f3433a92a109a2d56f86

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 351d033cb82343b80e3bf887e9a6c85bd2929b4bd9ab7b479deacd2e5ac30811
MD5 a2a6b8366322af0b7551b106b3b0fd0c
BLAKE2b-256 5067267b8a0eda9ec048b3ef27f1c0716cd1823a26c51f421d9a364f35b9764e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 f9525353720a5d9afd340ba8a918e6caad98bad00aa505b69d81f08797353765
MD5 bf672ca801d6a3317f6e1498b3d687c4
BLAKE2b-256 c675a3af0d6f60ae44eb8d4648b428e1d1e0d3f6b2b5f02b98fd16c7397c0c8d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-macosx_15_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-macosx_15_0_x86_64.whl
Algorithm Hash digest
SHA256 5d7b5f2ba40f56273ab1862c1ef7dbb8316eceaf1cb2a99d1e6fe34764358edd
MD5 984ead3f9d726dac0b2d539c05b6e627
BLAKE2b-256 9110bbc76476d87058e6d62b24a7f659a104a601a06686c5871b41eefe98299d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp314-cp314-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp314-cp314-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 e29de8a8e4462cbaf0638932ae88acf1014906faf1e176bf1248a50be1f48bed
MD5 25aabb34db5eeddde1f366fc3bd958ee
BLAKE2b-256 32332abc3eb4e47db622df2da3a8ffe7c0321cd05f3b26ee6d84e6691b519532

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp314-cp314-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-win_arm64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp313-cp313-win_arm64.whl
  • Upload date:
  • Size: 8.1 MB
  • Tags: CPython 3.13, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-win_arm64.whl
Algorithm Hash digest
SHA256 e18da6956443306da73afa8ab6248b826f3cbd18e58cd8b75ccb2ed152e98df1
MD5 3be48c2789552417d64ed2ca5bd21045
BLAKE2b-256 65c624fae739f47f94ae969ab61c58cd7ac4404fafa5d9943cedf2925e1efdbb

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-win_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 8.4 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 db0a0fbc8dd996960264bb0460e2c8b93f82808f73554f17c14ee5572f80db5a
MD5 6e333b53d88147b7ea5528c5e9bb9ec3
BLAKE2b-256 e6de011e71430e79e781d7d2fb522f1e02555103e715b393f0443211dcbadba1

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 bfb78cad2e2f117e1c6f7192b5c20771d22fec32b396453a4b9f7fa26d9efe64
MD5 f7178dc2c184b22ccb570a16612ef0f6
BLAKE2b-256 77d5c5a5e939c69f44a36a4189453b14a8ef289cd497ffe1d0c80d38bfb078bb

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b27d86cfa5084161863868b6dc43630f7f92d1add304578bc79bbfbc5b64c3cd
MD5 2922de86aba79bced115bd1301613cf2
BLAKE2b-256 c69ea92e9dd1c24d146c81cc019ba9ea2ba09bd648deda5eef18e75a70465b77

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f56da914290887a28856a619963cf8f4790dd016a05aefc24eca9c7c629f0038
MD5 e98caa89a288f086a7f51ad9fa95bc6e
BLAKE2b-256 b788e5133c98759afb4b999cc586d7b8821d43d45c911a8cc6c5164567a5b228

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6dd802d4fbda4d85f35f6053774c4b32cf0710e6bf4d5530cf675838c04a6d9d
MD5 87e15006c3aae0247b1f0947ca55e53a
BLAKE2b-256 bb73c63af0455da4a1b006c1ed4e87fe8e575e771a5937c77f49a9afb967f41c

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-macosx_15_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-macosx_15_0_x86_64.whl
Algorithm Hash digest
SHA256 0147a7ba0a8cc16cdcbe0e41b6975362b3ac538166bcdcdee8c31f8741289cfb
MD5 6f974be4371bc44b587a81fba09b1655
BLAKE2b-256 2a104637c8aa013cd8f9387577307cd17f1ce5b9edaad07b4281626a742c8f15

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp313-cp313-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp313-cp313-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 a1d32a368d762d8e7f5d20d04b221605480a14d90df160483d21e060d3cf8803
MD5 2bb41fc3d3d7adf511129067578968d3
BLAKE2b-256 1ef64e8aad7a6d6df932df209a47b2043850c331ca5fcf85333a80bf634ec43f

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp313-cp313-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-win_arm64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp312-cp312-win_arm64.whl
  • Upload date:
  • Size: 8.1 MB
  • Tags: CPython 3.12, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-win_arm64.whl
Algorithm Hash digest
SHA256 7368421291cf732e7b58185896b66d4eacfc40ddd8bdf95c98df2fa66e17cbb5
MD5 7d26d0165dcb263b5544c0a48ea529eb
BLAKE2b-256 649f29497fe077a24a64659747dcf9fd54a700f02f3ae7cbae599b59ad9b34c2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-win_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 8.4 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 3bf18f3d68236fe6fedb2b22458d4b4ad3c30c8a09229f0cef39ddeef966b7cc
MD5 9361e177183ee048b3e7702107f2cc96
BLAKE2b-256 20c78414ce3d560d707b43d862478833316398a3d745ce0187601166b9bd4466

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 18f66e104f69af49fdacf9bd58a177dcd07ee3b9f702c867cf1030566a5c92b4
MD5 94934b5733f6f2e6628dba476a5ccee8
BLAKE2b-256 4051a34d5c91512d2c86ecb6a4f7c79a704d2ce18594ee3458299d34e0d13f60

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 c430b7181bce5cd2d22c2c92cbf7940904ccc7c991f22aa76a3a2b33aab01453
MD5 65e9e08a0cc4b0bd44faf1b06fa19d90
BLAKE2b-256 4f7d753fc8def4d4188b706e64a57d77c718b5ee92be43ce68fbd148c94f0dc6

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 7574434a4e0560e5139209b01443c3e7c9e7dd57c35cf817a814d241939433d8
MD5 7e27a2a5dd51cae64f7fd9bb4a048183
BLAKE2b-256 6ef0cb6a778464f38f408b2762f950d84841e3f0b4e08073fb88e57171d9df06

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 cf38bde5d66728615cc4a81a4744fdb79f2a2c78d6e2f46b29661ad4e3b1062e
MD5 79defd7b5d5d8fb65012ec3e55833900
BLAKE2b-256 c62d7504397eb5005323dc1ace2402b6fb6100cf9708fc9ded4cf7af8c231fab

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-macosx_15_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-macosx_15_0_x86_64.whl
Algorithm Hash digest
SHA256 f745206059708ca0e8eba36a22d1d0c7aad8fc9315d04a66a91be221f3dac07c
MD5 dd9515b2b1c5beafd9123af0c2029d50
BLAKE2b-256 13d5e38b295c33e9b77309609959622c89f9d04238b3451971d79aea4888b47b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp312-cp312-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp312-cp312-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 bfa05c167a2898a9c33ee3f7e2c9f26c036c892fe20994a036f3af98812cc14d
MD5 4676249d04537d580372a8679f5f12db
BLAKE2b-256 dd244585b19da4b52f5f9c6ac83bd184079a03450113a9af79f8eb428a9d5135

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp312-cp312-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-win_arm64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp311-cp311-win_arm64.whl
  • Upload date:
  • Size: 8.1 MB
  • Tags: CPython 3.11, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-win_arm64.whl
Algorithm Hash digest
SHA256 4f9344c49df0bfada242614ed0911bdb6167bf2e6c67cc1b2a5ab515961af3a4
MD5 e49f8518e349c07cdf64656c1a0376dc
BLAKE2b-256 a9af31e360a8326fe5b1d2e1d203386e153d55542424146bd6ee1ec2022d5986

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-win_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 8.4 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 3a114691d9b55f21ee224a2f484330686c39905dd5993545c89d869da7f1d634
MD5 b91035255c2f1573c64b2d9e04b9154b
BLAKE2b-256 9097f63e30a5c67019596b7739e109d8db2c1e59e14af79b188d62c42afacd2f

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 e46c5bb3912af058e5ef649f99a30976b12611888931d44a2ae0be5f52e2a450
MD5 a6e6468024f3f974751f27d4abae6a61
BLAKE2b-256 f9bdce5aea3b3c32d503c20555938e2984421200c410714a5b43d5e067265e32

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 3f5c83af4401735e7821ab9f5619aa53c2f88e61af5ee4baeb060d48536c3882
MD5 fe81106dae17139de6b7cf677e5895a4
BLAKE2b-256 1f928b0b7733db7a8bc0b8c2dc6cc82358a8f6620904a70b74615406ad0e576f

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 b28dae2406b057fa464f29aa1b640832b01ca11009fa7fe445da9841dfdf1d66
MD5 8af6a7cbfd4706fb87ab50b8ae7c5ce3
BLAKE2b-256 4b99c1553a6ecdf07754d5fa61771149304335f944640aea360610e7e6669cd5

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 f1b1ec2d2cd75eafa279c209bdda333aa2cfe2adadedc58bd398700991311b95
MD5 307d7d88f057e59366a22c9e5a10bf0f
BLAKE2b-256 4b984c9b5729eb614be86a228e20fe794dfed10f90eecd292f4769b670290b9d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-macosx_15_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-macosx_15_0_x86_64.whl
Algorithm Hash digest
SHA256 f306b3accfd847048678da2d43145976780f09f1f363562d994688ff795b1bb4
MD5 1e7a351b8f139b8751ad452751c19646
BLAKE2b-256 a6c6ef49702b69bf50d6fed2104ccb74c30d26cfa7b085ab9d15f80d9648bb68

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp311-cp311-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp311-cp311-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 98027291d50bcd19547af698e7d1caaa69289b329bd500b4f8d593962124ee24
MD5 4b232b5a873293687bb033a876e5dba7
BLAKE2b-256 4e1aa4afd0972a6c9ceb230fd808ffc55b39eeef4c2f3fbaf05e5e5d750f421a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp311-cp311-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-win_arm64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp310-cp310-win_arm64.whl
  • Upload date:
  • Size: 8.1 MB
  • Tags: CPython 3.10, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-win_arm64.whl
Algorithm Hash digest
SHA256 8045b65c9d437b88d8fca6ae38571935ebe667e5fff143aa2d2aabb2dc401169
MD5 6e0231038e6890e82ea9631fd25e6770
BLAKE2b-256 cce4d6a07373280ef26f07ae83c0e343376e1c10ad50c453604dad6074a7c52d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-win_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: ladybug-0.18.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 8.4 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 d3bb774a2cc9853b6becaed8162f79f603d153a5e8c200d668b7770dbf52fc17
MD5 d04a45f85684f67dd002c56b44a05ef8
BLAKE2b-256 1ffd01f32e91ffb597546d429975341cb9626e4eadeeb29b8ca56c88b61f7199

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 8525728e36efff439f85e121953501a5bfd744da64210aaa5730e1818c0b0f65
MD5 905af6214b181588c92b925d218de785
BLAKE2b-256 4ae310aa41ad3096633be503f37324ab707f444ff3737bcfe3d3e551be15c0bf

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 4c5bdb2f9b26dd2b1b3e7707acb670fe63be873d18f6823ea327a007f83c666b
MD5 8e81c252a66187c607f48e4f29f9fb13
BLAKE2b-256 fa07887a157351623d9532ca248de8185cb50646db88638f3ec5fad5063c9959

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3c5a8c6bb6ceafa229958f74c14075956cacac436ecbbc101d38e81d2f694f43
MD5 d17e16343dc3c84080478aff235eab04
BLAKE2b-256 d3a5bb294bdfad693abca3210d4b4776cbc36b8911e5e2ad096b651cb4b56d85

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 803c808d039ee1bd80b460fa06a853421c4913c37662377227dac106537d1948
MD5 293af1b7e466ead7fe407b993487597a
BLAKE2b-256 3ffe2ff3e8181823f065f5c735805f0d698cd34a092b5d84ca23a2fd9da22916

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-macosx_15_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-macosx_15_0_x86_64.whl
Algorithm Hash digest
SHA256 b7a0f066e07588de3cd3f3179d1f6288b677ac27b0d16c5aa60de2d3083792bc
MD5 f90c9561fd00a8d520e09ac04c3f717b
BLAKE2b-256 fc1fe2721bf893a816754a0f2067b4e8b773a496b6aef94730e4aa672d3136dd

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.18.1-cp310-cp310-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.18.1-cp310-cp310-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 42ba1f0d2317cd9d719ed9ff683d1773ab03b152fa257f339fdbd19df02cd499
MD5 643a38553613d1270c1073cb2cf60567
BLAKE2b-256 e44192be19c6a31cc67dcdfefe72e9320b8ab37a3a4b479dd13e2f8362a3e76e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.18.1-cp310-cp310-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page