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-0.2.14rc2-cp312-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.12 Windows x86-64

semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ x86-64

semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ ARM64

semsimian-0.2.14rc2-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-0.2.14rc2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ARM64

semsimian-0.2.14rc2-cp312-cp312-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.12 macOS 10.12+ x86-64

semsimian-0.2.14rc2-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-0.2.14rc2-cp311-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.11 Windows x86-64

semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ x86-64

semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ ARM64

semsimian-0.2.14rc2-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-0.2.14rc2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

semsimian-0.2.14rc2-cp311-cp311-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.11 macOS 10.12+ x86-64

semsimian-0.2.14rc2-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-0.2.14rc2-cp310-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.10 Windows x86-64

semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ x86-64

semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ ARM64

semsimian-0.2.14rc2-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-0.2.14rc2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

semsimian-0.2.14rc2-cp310-cp310-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.10 macOS 10.12+ x86-64

semsimian-0.2.14rc2-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-0.2.14rc2-cp39-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.9 Windows x86-64

semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ x86-64

semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ ARM64

semsimian-0.2.14rc2-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-0.2.14rc2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

semsimian-0.2.14rc2-cp39-cp39-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.9 macOS 10.12+ x86-64

semsimian-0.2.14rc2-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-0.2.14rc2-cp38-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.8 Windows x86-64

semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ x86-64

semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ ARM64

semsimian-0.2.14rc2-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-0.2.14rc2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

semsimian-0.2.14rc2-cp38-cp38-macosx_10_12_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.8 macOS 10.12+ x86-64

semsimian-0.2.14rc2-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-0.2.14rc2-cp312-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-none-win_amd64.whl
Algorithm Hash digest
SHA256 4215f019a5b78136ae32fed0f91119e8f32949fe1ab897b69b5f72b102e5b024
MD5 bd3bf265b0bfd31db83384432d596421
BLAKE2b-256 1e592229a6fd26f8da159674f1ef6d4fabfe37b78498d3d3b8a18c0b5ff046d1

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 de17b90b01dba894ade861ee6ca5f993c69598dac1ee4e3913f7e01a1e10919e
MD5 ee11e555279e1c8492df8a1f8beb8b78
BLAKE2b-256 074ff7b80d9a691328b9fd5abb76d1baab874a972e2e3ee91a6e75bc506718d1

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 55f2d40dea75788f93f8748d3c9f59ec5e7e8a49d6b2c6699f84b3173bd79709
MD5 a5a4b90a6731d770f65d9a85af63517c
BLAKE2b-256 9f7ea97d6e3fe0f8b3093d9634444a4a8812fcec12535f84249ad3ccfc1353f8

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 107968e72bc26527f1123138f936ec5b07a7fa70c7348c034bf97e588ae7cae0
MD5 f5727bfb3d25ac755b09e91631ddb06d
BLAKE2b-256 d7dd1724923669e6e8126963fbd20f85ae2194a9f3d3655dcc1337d23df607fa

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 37bc69c4831d1fe43177b6186aa59ce24de6db7173aac4f54081c2266e690583
MD5 d532fbd30753ef0971f6340ad3c86c3a
BLAKE2b-256 2e0b628cf7b8450c11ae409f1c6a51fe54564d7a43187c51a8ef128dda056a85

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 6e01df772518bcad512bdba705b83c607103e4ba8796277bae5b559ebb1ab427
MD5 733dad04e9ed4d98e30ba62a28cdca19
BLAKE2b-256 92f40272acc14e9d6c2379ea931b3b835e6d83b5ee114286be3d3fb6a102f9e9

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 4a2e08f378016caeb55354b1c0784700796fd1ba8b747ce6cb954f0ea58ff3e7
MD5 cd1f954ca3c9c9e027c812d49ebbe62e
BLAKE2b-256 887ca9e85dbe8522c3fe8567d6e83108a336629e2d7c91a77109874d3d34861b

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-none-win_amd64.whl
Algorithm Hash digest
SHA256 3e74c1ed2783ae5b8f90fcda00f71ecd54625f11037f12267a0fb299ec94ba44
MD5 69ad63993a11e541213b2805751950d2
BLAKE2b-256 6f00960606b7e065abe581bf37000aa92801c668f26b0b02152eb161c0244a32

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 51e87465e2358aa4e49987cf6d1645a0215fa0932ad122c1a830e262ba753159
MD5 033ccf0ac581c9c59731f400b99f8520
BLAKE2b-256 a7ca6985fb5deb871efa67ea0076b24e30db23ee703eb5500ebef20ad102eb61

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 bf49b4554021c3241cdd61504aed37155aa556f30c7e5f13dc9b28b582e159be
MD5 d2b9f0d06071de4d5ad854f0d2422003
BLAKE2b-256 6c7bb7977b032a3a81d835193c6fa090f2df7f64e5607f4017cfbe3512148cf5

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b21d4c9a40c35eb017d080b4074adf99fc4613ad2af08be292b8aa5ec6a7126c
MD5 3991806d25922db4d05df35217a367c9
BLAKE2b-256 23935be03f3438540a0f0946b996e181c07ee5387bbbf098616df230ca7ec514

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 b85d1dc74e3ce108b15d2cec35a2d9ac5678880494cee7e35fa2ded0af4a03f8
MD5 81f4b979759d92c391415c7f6cb52f1b
BLAKE2b-256 2ab8ff5f4e4f428d7b2a4c8c9f256f6bbf2183e999ec24d0157af90007e8a32d

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 f4c8e2efaa3f9bea97af21d4d25ee66c7c022616641a836a744569a4ec12524b
MD5 a8d58e206cf2dde94f31d1e7e5e1c239
BLAKE2b-256 c4249832ab4a2aacb196f83b0eddeda70c57df521a9ad603499464e190366af7

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 cca37b64b49407f12078981b4bb6e8a8b310510bfbf68d9dac6a5eee70a510ee
MD5 02b415d0f7dc20ebf4ca9557536d70cc
BLAKE2b-256 f25e35a16a02738b844f1eaa5f3834d6265b9e9a6185084dec1b1864e76fa3a9

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-none-win_amd64.whl
Algorithm Hash digest
SHA256 2741dcc70f3d9933187ed93dae67ba1ef463649a99812ca026e70030640f6171
MD5 112c15b2b596aae4ccbf6fcf9196b74f
BLAKE2b-256 a4f4f4944a1625082e376294759115c6e9f1e39e799f53b5d2a2bbed895556f6

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 96cd0b8b9cb4e2a25db571d49e67a1c3e82474941a183cadcd04e5ac317dc72f
MD5 5dec8db280dfcb3edb8476cfd554754c
BLAKE2b-256 a44a4f19988cc2058357fc2a924352e4c4d05add756d20be03198d68941a54c2

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 38343651e9a1f867128f3fdc9c15c2141891e1be5e9f3e2631fcae58b1071fd6
MD5 d9af57d606ab221794e69a83428348f0
BLAKE2b-256 94efc9eeb9459dc2a382c5b5ba5091d53a8af12cd86b6fa93f7a1f6698011b49

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 919b79fc1a7ddfa96cc391ac3dfa93c484490b64fbeac223d02fc106eb0903b2
MD5 78ec2699c8539bf1f6746a158db19ea3
BLAKE2b-256 462df1d8aa9f9611f13c113890bf8f1963931650d84d20ac2eac7da43b0c39f1

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1616f117ce71f9606e201a41d67600a3281859022eebf9025823eb8ff54153be
MD5 31b90f1ee576e19bee716246297e50c3
BLAKE2b-256 81ccabfc9536543d9c24b7715feb2b0dd60f4383a28cb354391dae43f84b2988

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 815e243ecf4c8daddfc6188364922e9a28cf57aaaef288ec153990e837104e0b
MD5 8b10f30fd991f36303efe31a96cd0906
BLAKE2b-256 3cc5ed6bf54c52cce629f2738fe602318433e24afbbc9431de59b1133bb79cc2

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 92aa4518f4c2be11ad514c546b005de4104719633474fc8fa9a614c26743a32e
MD5 fdf5df0fbbc225068d00fba6ac5d2dff
BLAKE2b-256 9dd7b9e1e4a8a617aad0f9b0531f504571f9de9871e2470bda9107bbb591f41f

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-none-win_amd64.whl
Algorithm Hash digest
SHA256 1251121ca67983f33488a5d571653da8be7869f08ef199fbd6e5db8d8b219a2e
MD5 6a07d5b1bd167c992530742e6bce252c
BLAKE2b-256 f207bdc6462a5658a9229a15f5ff8b8edcd3b6e997fbddac7944793e0edcbee4

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 0b64504e3f55654f3cb0feb67078368f986ae5634b6fc3110ddfe18d4da80b18
MD5 fd9de64214daaa078afa1f7d4dc66204
BLAKE2b-256 7f45617c8c0166c208eadc51b5cd71c472f6f599c0b900b19ea3244784b45b10

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 77f07e8d4115d65e7d51cf334683de48ac2c398f36dc6bb1d320379e50815656
MD5 cb1ff369e78db825c45750b0dfd9dafd
BLAKE2b-256 ec1e3f1b8e4e95decdece3300fd08021d7c83ffdb1b55df84e7b52d5cbf7c84a

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5d82cde1233d9f027cf91684800bb20fc2fa40b76a36f85033ab5d6c73961354
MD5 6a685c6f2bce7694d761ca84248b93a5
BLAKE2b-256 5c338bfb1f014d2ce8d4e2cfbe05bcc2645c54b76e7226a9c4c03778597af8ab

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 d267c2a685991fc025f32673a6efac2309bd69a89cefb24e11d7927cc15fe83d
MD5 07fe1467c9c3af55699c70052b0ba6ff
BLAKE2b-256 dbbe9910371e357db64996140b0ed1299891b7efedb27c3327c49fc1e0fe8c4f

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 09b3c8d23848f21059c4421a795734e9c06fd4be78fe8032ea9911d1d33516ee
MD5 72258d7f1f99a5ede0d4d52b1687d658
BLAKE2b-256 22f7f32d6592865e6b10d46a31128b68492091b1598ef6adccc966ae5cc2ab1c

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 909aef9ecf98a1f05223e84077ef19f94d82db346fb2c8be268a2dcf184a6da9
MD5 bf8f455967989df41643657af7707577
BLAKE2b-256 d83acbae754f25b7d82da0f5640745f4ecb43abb357016c770d075e5fd574b9d

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-none-win_amd64.whl
Algorithm Hash digest
SHA256 bca08a169416b5e5bc9162beb60797f32c477e8d32b3f5bf7bf81f3829eafe8f
MD5 06de2e85bfac2ca5cf6b62d276372fd5
BLAKE2b-256 42741beba1497aff4a217f3808fdbd54a866ec491e3c40049eecf10828ab310d

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 7d11b04bde0e39aec9774915e625397814581d9ddf429541a4968eb86b4d9a3b
MD5 8c3824e3826919828c96ff44882b2239
BLAKE2b-256 9df2f334a9d676882555f6df514fe535e40ee951dffeb018743e05e3c325e3b6

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 d8251fe9a3b40b34532f86d330f5a1aac5a948c223dcc2b26e0cb00922cd1615
MD5 e58f7525aea7f7e304281b345ae6f4be
BLAKE2b-256 be41e515b6bfe09b9ee8d77f7a83a611575d8057ba2a08ec684706eb5e621993

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 739c96299fc2fa0a3538f878d40287926eadb9e8d5ef2e81843dccbdb4a1ace0
MD5 d9e41e930686112d54998eccf8b4b46e
BLAKE2b-256 245111a284c15b433e8f35f1e7fefde3ff2716ef4293ff3d074ab4e6f867a3b1

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 92b4202f80f04215660b062f6a90bbd935671dfb80beb8a356e8a7b59583eb7d
MD5 143f7b9f468c60b2136d2703ca092b78
BLAKE2b-256 c911f6e4cfb5d272610f6d2dfe9bc3a01aaaa5f2a959d82de37e52a5601760b7

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 46be0dde14fafb8eab63b364dea340b59b4c8d6cb624ce0986f447be7340b7c5
MD5 e235ad4f0c778d18d1a05d3e4fabe105
BLAKE2b-256 bcbe63463c7d70bbc3e8d88710a93c12189a7a4a9322c2da2488cf6161ef138e

See more details on using hashes here.

Provenance

File details

Details for the file semsimian-0.2.14rc2-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.14rc2-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 2c55d604350aa2023be9ae11459a938580f9620d15c542a9a80b60a4d36725a7
MD5 a5509252f889b279d8c6504055c7a995
BLAKE2b-256 8d1727a0bd5201480f8dab95d8f51dc74230d7c5aa4b313e7c4b5aeeaf412eb7

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