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-0.2.13-cp312-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.12 Windows x86-64

semsimian-0.2.13-cp312-cp312-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ x86-64

semsimian-0.2.13-cp312-cp312-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ ARM64

semsimian-0.2.13-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

semsimian-0.2.13-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ARM64

semsimian-0.2.13-cp312-cp312-macosx_10_12_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.12 macOS 10.12+ x86-64

semsimian-0.2.13-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-0.2.13-cp311-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.11 Windows x86-64

semsimian-0.2.13-cp311-cp311-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ x86-64

semsimian-0.2.13-cp311-cp311-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ ARM64

semsimian-0.2.13-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

semsimian-0.2.13-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

semsimian-0.2.13-cp311-cp311-macosx_10_12_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.11 macOS 10.12+ x86-64

semsimian-0.2.13-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-0.2.13-cp310-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.10 Windows x86-64

semsimian-0.2.13-cp310-cp310-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ x86-64

semsimian-0.2.13-cp310-cp310-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ ARM64

semsimian-0.2.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

semsimian-0.2.13-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

semsimian-0.2.13-cp310-cp310-macosx_10_12_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.10 macOS 10.12+ x86-64

semsimian-0.2.13-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-0.2.13-cp39-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.9 Windows x86-64

semsimian-0.2.13-cp39-cp39-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ x86-64

semsimian-0.2.13-cp39-cp39-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ ARM64

semsimian-0.2.13-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

semsimian-0.2.13-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

semsimian-0.2.13-cp39-cp39-macosx_10_12_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.9 macOS 10.12+ x86-64

semsimian-0.2.13-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-0.2.13-cp38-none-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.8 Windows x86-64

semsimian-0.2.13-cp38-cp38-musllinux_1_2_x86_64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ x86-64

semsimian-0.2.13-cp38-cp38-musllinux_1_2_aarch64.whl (2.1 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ ARM64

semsimian-0.2.13-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

semsimian-0.2.13-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

semsimian-0.2.13-cp38-cp38-macosx_10_12_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.8 macOS 10.12+ x86-64

semsimian-0.2.13-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-0.2.13-cp312-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-none-win_amd64.whl
Algorithm Hash digest
SHA256 6aa60e95a6db252fa7c19c0cb0ed27053e70cedd67516486d8ddfbfd5439b633
MD5 6f7cf89bf9b8f919d45cd52c05a2b62a
BLAKE2b-256 9bff1fff24e77a1ea7bdbcf8b3b98e510f86302144c5d253e63ddd0b0fcd0c71

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 89967703890aa380f2fae7548d1802890edf2f5dec99a1c93f952692e030a4fd
MD5 04457efe28e37ddb40a317bf4a2f1012
BLAKE2b-256 d38a55d6cec5cb7e705a3f9f161e2326ccbd1ab8f6bda82a1ca7810dc003c40c

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 8c2153761fff03815b9a953a71a15b8444860af801489f2e55bfdd8c5044461c
MD5 ecd040b1266c835a119179b14caebfd8
BLAKE2b-256 025eaffc7c61a6fe490bd4da9e46829c2ad60ab97ef78c437f0dc7b9b4fe3683

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c2a091f6a1ba54ae3c22bdd557d2fc8a85b37d09a7dde04f420bcb249b82e341
MD5 214ac44aa03287758dbb80707620f409
BLAKE2b-256 ff871de5fbb7d955968edec391404d702fbf78c327239ddaa2a799324f40a7cf

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 fff9a04b34b281206815a462177d188f2c6821e22ac3d63353e246a7e4c08f7e
MD5 ee9eeb6de3de2571a11ffea1cc40abdf
BLAKE2b-256 404dd702018ea8c170adad3815acfc79667ae193b57d50f129f92a5db44f3915

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 812cf8257a4e77aec036790c33dc1d4abdfdec4424ece71cbadab36625f13b9a
MD5 af8affb776e35a9f9cb9800f954b42ec
BLAKE2b-256 e04600774cec7a2cff1637eac66060ac33228af3273ec52a2834a5c3168a3138

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 587b77602403bb80ac8920c0db04880babb868703665bc0d548a7d5d7fe59f19
MD5 ec7c534b38117b201f34603447827b88
BLAKE2b-256 009b8fde8b9a4da4b2eb8161169f629844ee71d2d0aee81a2ac5d5ef1ac686a9

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-none-win_amd64.whl
Algorithm Hash digest
SHA256 4d3a24d7089f2c1563c027b2bf22a868fe241e9fa32ad6ad80d9977a2bd72de8
MD5 3cbd84f57ee634de2668b60f836411d7
BLAKE2b-256 fec0a95264badd43a03a38476fd158f2a6ec04bf5bf504f0b1e346b7c010192c

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 3a3217f3f8bc19a2d760bb2494ee8536837b8e75d6432b8bc07d0642d8efef51
MD5 03b76dda79f43c87921d96fc6b85824b
BLAKE2b-256 453aaf4b6b587bd47f07048eb08c5e1635891ce732efbb7426c8a0aeb55c7c72

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 aac8ccadb190c52f4ea49c72e5a19fbdffce12c074a68aba5f43702059d1ac50
MD5 281e0fbdc25f24842798caec369591e3
BLAKE2b-256 e9617d35ea3e3908496c36892b678ac6d195bb83d832fe26b5f21ccefa6a69e5

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 be7dd32221551b568f003cf75cddfd8ed6f5902e0278dc13e0a558599faa3316
MD5 ddbcead3a22a4fc2ec845aa29fafca9b
BLAKE2b-256 eabb6f826e38d7cd7695ef815da18c6d2b6351779a1b4b56c9d023e038dc77ef

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 dc60f61e3d804257e612a567195309a5d460b5b616a88fb6b167624b665811c1
MD5 88375b5c0d095c21c80d36027b1c2583
BLAKE2b-256 cc1b9bdcba38a1edad585757ea32498c772da39e4d3fb466908b5ebc33ab6d79

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 74ad10a7bc6f9ee8b65b04725b1aeb6308f4a4fda000409d010b1baa5ef066ae
MD5 2758d9245a22b01c3e55d6bc5af0eddb
BLAKE2b-256 bfb053a831dc0beca039dd6f622447e547d5276ffa6c4ba844d03135694ed64a

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 9efd16b6306e53a86db94c896970b2466d7b62ee8249d733e4e2eadc25a5aafa
MD5 683f49a9dffd423e31efb10eeb234ae6
BLAKE2b-256 238a08ac6d752eeff8c8f825bf4ba5177081ea150a7c38e41282101ac726cb9a

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-none-win_amd64.whl
Algorithm Hash digest
SHA256 65157616584f134559090dddd7dd3ce12e7b08782dcd8fd4031b0a59dd52e076
MD5 2416046f6fe7977850c264cbc1e1352a
BLAKE2b-256 128dffde62ac197bf9d39804eed0db13d8bac7bef0b77a47aa8a2c26fcaea032

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f47bf27f54b7226f795633366d0217c0cf640bbaf0a21b9e5bd7ee562d5c9a42
MD5 833efead87f37a79497f5d7f5836622f
BLAKE2b-256 f2d8ce02a583047d58be754b69af672b19cdc9b5da83c4307df331a75617dcf0

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 fb7573f397f681e660144f2d8caed0dd6f18626519144b142b215f6fea110a4e
MD5 0d05d4f594fd7d6cb29807e409e8fb66
BLAKE2b-256 48f2e5997452c792e915aff9a4b33318100a4e19e9a480596400f9eb3ae5ef78

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f69c84b55f53baed192d6d463e07290f4a2c8066666099bc09c425b7ab52bad5
MD5 a9c839e6feff61414b79df85f611f41a
BLAKE2b-256 85f59150db3cec7ac833db1be9ffd101e169e280c2c242ac820132b44d762aaf

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 981da80284bd72c4dcc8c4f5f2c6a5c55f83c59b7b9c5362ffc25a1896c41496
MD5 c5518bb76dfc9d535273f513d08c3d46
BLAKE2b-256 c9c896a5caee334cd1a84f0ca07861027e4296ec4a8ad3d4a5668cd634109dba

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 37933f826145cb44bfcd3dd550023fd6834c12c7b51e39a5f74255daf9fe1037
MD5 9a11262815ac2049bc36ddc53621839f
BLAKE2b-256 93a2030cc3ae6536717f8cd0b50e80ae6edc2e5fed05aefc45756e6b9057ea0c

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 0cae647709461a8b32dbe4b8fdf3d0c3af4f159a508fd2761f6f359dbb8a5047
MD5 7c636fa8b4d6062b7662c5ada776171b
BLAKE2b-256 439798d1357451a63235e15ba1d872589e6276fd81a74fc5d011827045f52e29

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-none-win_amd64.whl
Algorithm Hash digest
SHA256 e597c45a456512b8260a990c89c00f37aa773bab94de4b4e9826081fe8feacae
MD5 a889c557f13414b3412ef86eb41e6349
BLAKE2b-256 4a4da89df1e8761a165ce729efa4b1044b8f730e3309febec492dc15af329f2b

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6fd0fb9a4a2b1f8a8231e5278e6b4b3ca6148c26fe6627caaf3b9f90de62c550
MD5 ab4231d79d6fa5ffa86f33695be26567
BLAKE2b-256 bf28fee51fcd5dcaa4aac6ab73049529b483de7ee6e4ddbafd99e4256ee008d9

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 e09e40663ae3a8e588042081a889e5d731f7d525d255287c264bfba55941e5de
MD5 94e6ba1c75ef2e9a13346814c962278e
BLAKE2b-256 cf583454154c139e7dc71c5a01a7068e58819d882f6d956273d93e86faa95060

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2b78a2433a63643101f5491e6c96be5d2978cbb920551817bb3cb8ebe118618f
MD5 a066d7ef4910e2812e0bd0b8094df8a6
BLAKE2b-256 346603acdd5705fe3a26bd6cdf067f28fcfdff6f65d341ddfe35b7ebde99028b

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1a0e25ad658c63ff88012d91cdf0496e3abb75138891838b75a2b58dd0044399
MD5 66d60278087e0b88a3bfafcb8a9e1097
BLAKE2b-256 7404fd22629eea444d0b28ffd466208042a332aac37a5fb0876bd1c07f98b034

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 31ebb7242291f41207b97a04969f73832a8bc9055025add8d21be9a3cb323f4a
MD5 616c5366d39a4c3e2165b8d78a867d8a
BLAKE2b-256 fd4b410741cabeabdca547e5eb7be7ad2136b433dc10b8e251075ebd7a1dc391

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 1536672d9d9cce13f11321be32d2b8472afa7abde4f5de98e5fa7cf21deb60f9
MD5 f93bfdf28d7fbbe24514ae749d1f6131
BLAKE2b-256 996a3d79bdb80ab1c7de4e1d467f89346a6bad8f609f1393398bcbe1d061a0a7

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-none-win_amd64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-none-win_amd64.whl
Algorithm Hash digest
SHA256 0aac7281cb363a6c37efd4e5aed8557dfb3581ce312cb6307044e268fceb726f
MD5 4e20df6af49ca6b5370a4e846ceb2423
BLAKE2b-256 d45593bc11b659d3cf25520c159c2279d492e0cd3d703608f527dad32d4b10bf

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a07e31cb823014a6e1ee5677a108990f163dccbea26741a5bd44546a36e14757
MD5 8d41283ffddacba49ce6d78c3fa17f70
BLAKE2b-256 03840966a4b81a80971146decdfce5227c35fd10fb9f74d7b4ee570bf89af1ec

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 5ce834fc650b1a5a2a6273e2864973c711f6d19ac3e2075fcbe3cea528c199f2
MD5 89c15ef449f093c62e5cd01d03ec646b
BLAKE2b-256 f713098eda80f1c341688d4dd5f32764f71fb56ba94f4d4af404b55435623637

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f719191a8f21cda9748c7b0ebe1d24f1ca7d273a0cb073390dfee0bff8edc329
MD5 ce0a9e474efd0f88cdfb18a7cb30a5f7
BLAKE2b-256 34219e0513071df6aad19dbe818626b6028996bbf5b8f677685da0b5e63841c5

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 16b86a3f4bafb357ebb4fe624acbf4c30d0d4e2a565f448a4117333f5cd92766
MD5 8dd43289fc25b7e790a5d2679e62a6ec
BLAKE2b-256 4a83f9a1d3c3e3ff221b136a84a638822b333be1cf4d3a542a84ee13c6718833

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 3bf5cbc9cd08caa55e86bc6b8157e7b1ca1c455647f9ed6c25251f6f84c8041e
MD5 0cfdea3112b51af40979bacd5ca93a65
BLAKE2b-256 75442611956ae186d3f470deda7cdec026c2461fc9d9f544e545c400f6182cec

See more details on using hashes here.

File details

Details for the file semsimian-0.2.13-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for semsimian-0.2.13-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 04a43e56a5ffbb32ac83215b86a3a04ae3b0e37002eaa1024a0d18a86247b2ef
MD5 1706912c0160febc371e3dfa09f874fa
BLAKE2b-256 aac5a13f225a4293642042f4a861d910bd82b48b4fdcfec915f62b8a0b0fbc78

See more details on using hashes here.

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