Skip to main content

Sematic similarity calculations for ontologies implemented in Rust.

Project description

semsimian

Semsimian is a package to provide fast semantic similarity calculations for ontologies. It is a Rust library with a Python interface.

This includes implementation of Jaccard and Resnik similarity of terms in an ontology, as well as a method to calculate the similarity of two sets of terms (so-called termset similarity). Other methods will be added in the future.

Semsimian is currently integrated into OAK and the Monarch app to provide fast semantic similarity calculations.

Rust Installation

  • cargo add semsimian

Python Installation

  • Set up your virtual environment of choice.
  • cd semsimian (home directory of this project)
  • pip install maturin
  • maturin develop
  • python
Python 3.9.16 (main, Jan 11 2023, 10:02:19) 
[Clang 14.0.6 ] :: Anaconda, Inc. on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> from semsimian import Semsimian
>>> s = Semsimian([('banana', 'is_a', 'fruit'), ('cherry', 'is_a', 'fruit')])
>>> s.jaccard_similarity('banana', 'cherry')

This should yield a value of 1.0.

Releases

As of version 0.2.11, the semsimian source is released on GitHub, with a corresponding set of Python wheels released to PyPi and a corresponding release in crates.io.

Project details


Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

semsimian-0.2.15-cp312-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.12 Windows x86-64

semsimian-0.2.15-cp312-cp312-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ x86-64

semsimian-0.2.15-cp312-cp312-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ ARM64

semsimian-0.2.15-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

semsimian-0.2.15-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ARM64

semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.12 macOS 10.12+ x86-64

semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.0 MB view details)

Uploaded CPython 3.12 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64

semsimian-0.2.15-cp311-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.11 Windows x86-64

semsimian-0.2.15-cp311-cp311-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ x86-64

semsimian-0.2.15-cp311-cp311-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ ARM64

semsimian-0.2.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

semsimian-0.2.15-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.11 macOS 10.12+ x86-64

semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.0 MB view details)

Uploaded CPython 3.11 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64

semsimian-0.2.15-cp310-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.10 Windows x86-64

semsimian-0.2.15-cp310-cp310-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ x86-64

semsimian-0.2.15-cp310-cp310-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ ARM64

semsimian-0.2.15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

semsimian-0.2.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.10 macOS 10.12+ x86-64

semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.0 MB view details)

Uploaded CPython 3.10 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64

semsimian-0.2.15-cp39-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.9 Windows x86-64

semsimian-0.2.15-cp39-cp39-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ x86-64

semsimian-0.2.15-cp39-cp39-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ ARM64

semsimian-0.2.15-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

semsimian-0.2.15-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.9 macOS 10.12+ x86-64

semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.0 MB view details)

Uploaded CPython 3.9 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64

semsimian-0.2.15-cp38-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.8 Windows x86-64

semsimian-0.2.15-cp38-cp38-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ x86-64

semsimian-0.2.15-cp38-cp38-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ ARM64

semsimian-0.2.15-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

semsimian-0.2.15-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.8 macOS 10.12+ x86-64

semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.0 MB view details)

Uploaded CPython 3.8 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64

File details

Details for the file semsimian-0.2.15-cp312-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-none-win_amd64.whl
Algorithm Hash digest
SHA256 921b11acce6c6bfa33c0b9e250ded0493c040e3dea1d480b3c2cf5170a1f0cee
MD5 546fb5f8574869a475138a5c794db8bd
BLAKE2b-256 15c5d322534751c0056f95abc096717cc1185e3f6496d30747cc8bd978e995a7

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 76525a68656c96cc78501dd2659751760c41596523299301cc7e7d24d08bd5f2
MD5 66b523f2788f6f7eabb83786be26c17d
BLAKE2b-256 e3629a13515f8e8efaf827a385cfa8f9f353d98a13a5b66daf09b425d7efaac3

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 119e31772b7698ea4cec7df003c09c78399db8a7a373a77bae8a3fca9b6b69a5
MD5 d027ed6c43bc6a2a4718386da16b9a13
BLAKE2b-256 8c0192a551b62dba807b8f93fb3217d3ff848a18f4a2ef1d703e5f4b56ebfb10

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 336f373981d1a052815c18c84ddfc222e79919b17a1de9f74c286e059a8baeca
MD5 a564863960519812c4412df0b19f701b
BLAKE2b-256 eaca99ead070ea71cd63b2f991b5f2757e7597bd16938e27aa8786af29a7b507

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8d91d095a7dca4a5616edd8873ba7c843d1f0d66c8a9b72fb5f6c52c0152af84
MD5 a431ddf5fd8ab479d5e206798b82ca4c
BLAKE2b-256 35a1388326724382ab57b2b2113251ac4e9363ab213490655c00f41debe4a6e5

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 74f6283e773913697186f44e21868c720339bae201debfced85a7e0c3f1cbcc8
MD5 53fe5de242fa598a3caf776c5b994a8f
BLAKE2b-256 1a2c358b2a7dd6daa72759ee176db96c5ffec4aa8b0342736c85c313b021d7e2

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 139cf0a4f38d34e0a93222278c3fa270e96977b2bf9aa11d8851d7cfd7dd6c4e
MD5 10916eafba365a6632666b9b17691490
BLAKE2b-256 a5dc736792b866afaf3e6f4c82a3473a280f0350e5b8796fa4d122754b8d6142

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-none-win_amd64.whl
Algorithm Hash digest
SHA256 9c846bb6bdaef42451412b4fc5b6be2e696692f8f43da2dd0bf833070115c054
MD5 978a5a2efb81a7bfb81008b4419b466d
BLAKE2b-256 395bbe114e144294d8b2dcf360b61fdeaaf6eb6f730803f08ab48d9f06f4cc3f

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 2f844f76d8d8a5c7f824440aad75626e3f16c245a7019066dbc5d0cd81225237
MD5 6d880f02bf94ad9739b096d37edf2b00
BLAKE2b-256 cf0946029380463a35a50f0d8655256c214a9c9ea86a3563883227ad1e9c15d3

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 007ed1751dc06d3fecd76e7184bd5f364736516ed095babd4b68a843f15aa1a8
MD5 ab0b93ecc9dedad64ecdd1dffab9f4d8
BLAKE2b-256 fa4ccb6dda84ffd1025263a87cf352474fb7c59f210625706d317e9ff6772900

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1afeeae6b5c606da1a51d46faf13521bd721dba5eb9e5dbec7be15088a99e823
MD5 a5fee6579223b4eea13ed56aee8253ec
BLAKE2b-256 bca8be4e0190f0b63eee8558a1fffdf8f27fe5403593072eb7f73301689d3992

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 719759a9b3eedeb4faa7837a8125cecce45dc5699dd66dda4673bfae8173ffce
MD5 61a1a5a1f7cce5d271e4706495ac95f1
BLAKE2b-256 0e20b4a666c5ae3d940dcd99d58c0e41ac074c349f233675bec003877cb0fa05

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 3bc0a6d82ebd15151a75eaf66ff7be5e69dece0e71c5d586233bae4d5e5d6a05
MD5 c066188064e9f8c85f3d8201f0af208f
BLAKE2b-256 ebfe94b78c3002b3b679b3a337aac962af4842e36655f59f2590a5dd71bb2eda

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 7f87d78e6a4f649f91450d14af2070e7d93d136640aef9148adbc88b89991980
MD5 2ae3fdb638704043faed028d9000a50f
BLAKE2b-256 daa7917b5be97ed38b90cd72c2df8d9c3211821fe257a0aa59eb4305c2dd0f6d

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-none-win_amd64.whl
Algorithm Hash digest
SHA256 60c8b794ec15a53f5a1a3d729068f64cb48a349c0e6fc280b5ea7efce23034a2
MD5 572ef03e82c215f9f89125a86a2df1d3
BLAKE2b-256 080d58000625ce810252d4f2323ba105c5490defdcb616c73455a327a8774321

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 1799185b18f12755a841c9c38e1b1ced95127cd018007477d9a3cb0c0fed1d02
MD5 9f3acb4c8efcc34606cee8dddbb3f636
BLAKE2b-256 10bdbfdf993f993965a2f932311fe45001783c5f02fd7c5da64c112ae366a279

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 f55703fc99121ee86e7f26afc2ec5f7a42e45e16266852aea21df48205270ad2
MD5 a0301a7f95cee3b2c998d82d8eb91a3b
BLAKE2b-256 894cc1f7216d669fae07f489dc0cbf06d869ba236a3a8667a407271496b3d16b

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f1397b2a3136afbe86664277116144c2ac463fec333cba0af62fb130965a84fe
MD5 402b3d1b697b3b0631030962f41af1bd
BLAKE2b-256 438f93ef9aee14e8b49e890d01feaf0cc6bb05776fc0e003a09b3234820061ab

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 008d85e3ddca6224016e14868b30ca4f489354eac77a0bba3764c1c4e18e7f43
MD5 fef56d23c4196099fcb40a0c0b2e127c
BLAKE2b-256 8ed4362dcd39ddf5d5e527eb38936de529f74eaa7d57696a213efa63bcbb5fe6

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 4e3e302f7d3a456b055d1bde4e6e3a01705353779446b32dd8c01eaf1a88419f
MD5 84bcce6640bbd523b07775a56aa3655d
BLAKE2b-256 b5dc94f00d864bcff4e483d66e587a8d558be789a48913e96262b5d44bf8794c

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 7ecdda0c76d85110da83e842be93c5cd4d7093f1fa6ee0c024ae50712c4e2c7b
MD5 1f46e815f5fbbb1f2d04fb41266aa062
BLAKE2b-256 ea5bfc17a7f55639e55e76e791cfcdeffa74438b5bd9dc75576ffc648a2b1958

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-none-win_amd64.whl
Algorithm Hash digest
SHA256 aaaa6334e53fff8dc44470d4dd1f4fc61ef804cd4cb43d7bf4c5897a1d59174f
MD5 28da10e9c07c2815dcf8ac13c52ac529
BLAKE2b-256 7b339182d4c33601096782c30565c27614d46732d111b0e25d0e1a55375f7b5a

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 b0f99eb1e193c43e796792734eace9e3ce25b915d42d3fb83661524ef0adc36d
MD5 531be3291062dfa7567fc4c2a913d381
BLAKE2b-256 5c4bc86320419944ea1d91cc35ad37a13b108bdce07fc19d547b49ba57b17a29

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b0cccdbc5a5b1b75aa6f8789251a00bfcdceb52e15b6b297c27d3247e366ae77
MD5 17bcd9aa2dbee565c3b88d75c6471945
BLAKE2b-256 68027b09f4cd941288fb20baa51e1167288e41a5f2947e0a15651d446dedf7a7

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b0019d6af552d69ccd7395783d8f3c7fb7ba564e1a1101317c6cb5827e7c6c62
MD5 c13a1c18e15f5d2bb263a262ed9f140f
BLAKE2b-256 d63a534afbe963c5c7c4c7972f58c7e36275692d54d5fb007b3dff30df85e4b9

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 2a07dd055f2ede32adb0a4614ef3913f163b4856631b7d362242ddcc20b57333
MD5 6af70e1525f3369591e1846f3dd13ba0
BLAKE2b-256 218731adc52bb8b1141ed00164a430760df1c22185824c2848e2b213205f5db5

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 74609f766bb62a95e1e97d99fb0929bb67a5d3a9f4af3cce295bbf0c6aa83f31
MD5 baa73826c5f3f320ecfada69d62ac084
BLAKE2b-256 0a88ddb0c208c07781e8606dbdcb6b40742b042eb9069a5ee4232a3f34606a98

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 468456dd56150e2ef858864f547f545e807db2280372382493fe19bd756ab4f3
MD5 1108400fd1a85d5c853f9ca9adfd3143
BLAKE2b-256 a0c142bcf85504baefb4a9aacb9160fe4efa84cab6256ee97d6b28c2810e02ee

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-none-win_amd64.whl
Algorithm Hash digest
SHA256 41d94ed2c36129c22048213c56722373d2e8e3f7e6a8fdc6d6fd78124caa4d91
MD5 08b60e4e7b4ac91fe53a469285f970f8
BLAKE2b-256 e735751fd5ff4b0aa01abd2368703d938e476bfce133cdfad1b843013ce47d4a

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 c6d00e0c1a8034ee9dd634869a7fc53b88759da154cb3df05aac532a0e647d8c
MD5 ee21dcf0194eaa4e411456717ae68eac
BLAKE2b-256 dc8cdfd6a7d6aa78d8d2eb5dee31ea1690d0308d1703c750baf2e10ce690303c

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 5fdda8cb5b694153b1665f7539c73227d8545f93b176286b68965696c7d8115b
MD5 6076eb2a642574d7997ca644a225ba8e
BLAKE2b-256 d865fe106d228b42d34359e4c5cb2a9c610ab9bda1be9f21b82cd2f6abaede85

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a22612a59ef1865883a7feff52accdbcf8951b0b3d50e3fbe33419b3157fde34
MD5 2daa06d8ab832ab237ac9a6ba6499d76
BLAKE2b-256 6feef800c123c66410b1f387009612753546ccf50fea12b1adb0646fcf1bde9b

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a0a3e45d9408ab0f060cf213f912d9a55b7df2168aa754ab7e777d9a1505079f
MD5 89e0584b627bb7b90c82d098fb64748d
BLAKE2b-256 b462f4e3d189649b51a2d3a5082408d75164905f4a0af3466d846b06c4a7af60

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 375818b9159fddcd6031cd1cdf806676c1b688dd683c753e885074c03351294a
MD5 bf4075608e27a6574a2aefc1b8e92153
BLAKE2b-256 604a47791267984658263c0c2b17dcbd105287ebfee037adac5848e4fee586f3

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.15-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 81d91cc009b58c602840677549727a9b0c9802c353f9849599a510c756ca5ab2
MD5 e4f418328e7266c1e9f387b36556fd8b
BLAKE2b-256 91cf5439aee1fc6f5b6adcdb90c0d48e7e65484e6742518e7cf6c8b6e8218503

See more details on using hashes here.

Provenance

Supported by

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