Approximate and phonetic matching of strings.

These details have not been verified by PyPI

Project links

Development Status
- 5 - Production/Stable
Intended Audience
- Developers
License
- OSI Approved :: MIT License
Operating System
- OS Independent
Programming Language

Project description

Overview

jellyfish is a library for approximate & phonetic matching of strings.

Source: https://github.com/jamesturk/jellyfish

Documentation: https://jamesturk.github.io/jellyfish/

Issues: https://github.com/jamesturk/jellyfish/issues

Test Rust

Included Algorithms

String comparison:

Levenshtein Distance
Damerau-Levenshtein Distance
Jaccard Index
Jaro Distance
Jaro-Winkler Distance
Match Rating Approach Comparison
Hamming Distance

Phonetic encoding:

American Soundex
Metaphone
NYSIIS (New York State Identification and Intelligence System)
Match Rating Codex

Example Usage

>>> import jellyfish
>>> jellyfish.levenshtein_distance('jellyfish', 'smellyfish')
2
>>> jellyfish.jaro_similarity('jellyfish', 'smellyfish')
0.89629629629629637
>>> jellyfish.damerau_levenshtein_distance('jellyfish', 'jellyfihs')
1

>>> jellyfish.metaphone('Jellyfish')
'JLFX'
>>> jellyfish.soundex('Jellyfish')
'J412'
>>> jellyfish.nysiis('Jellyfish')
'JALYF'
>>> jellyfish.match_rating_codex('Jellyfish')
'JLLFSH'

Project details

These details have not been verified by PyPI

Project links

Development Status
- 5 - Production/Stable
Intended Audience
- Developers
License
- OSI Approved :: MIT License
Operating System
- OS Independent
Programming Language

Release history Release notifications | RSS feed

This version

1.1.0

Jul 28, 2024

1.0.4

May 28, 2024

1.0.3

Nov 17, 2023

1.0.1

Sep 18, 2023

1.0.0

Jun 23, 2023

0.11.2

Apr 2, 2023

0.11.1

Mar 31, 2023

0.11.0

Mar 27, 2023

0.11.0a4 pre-release

Mar 27, 2023

0.11.0a3 pre-release

Mar 26, 2023

0.11.0a1 pre-release

Mar 25, 2023

0.10.0

Mar 25, 2023

0.9.0

Jan 7, 2022

0.8.9

Oct 26, 2021

0.8.8

Aug 17, 2021

0.8.7

Aug 16, 2021

0.8.4

Aug 4, 2021

0.8.2

May 21, 2020

0.8.1 yanked

May 21, 2020

Reason this release was yanked:

broken C extension

0.8.0 yanked

May 21, 2020

Reason this release was yanked:

broken backwards-compat shim

0.7.2

Jun 5, 2019

0.7.1

Jan 11, 2019

0.6.1

Apr 16, 2018

0.6.0

Apr 7, 2018

0.5.6

Jun 23, 2016

0.5.5

Jun 21, 2016

0.5.4

May 13, 2016

0.5.3

Mar 15, 2016

0.5.2

Feb 3, 2016

0.5.1

Jul 13, 2015

0.5.0

Apr 23, 2015

0.4.0

Mar 27, 2015

0.3.4

Feb 4, 2015

0.3.3

Nov 20, 2014

0.3.2

Aug 11, 2014

0.3.1

Jul 16, 2014

0.3.0

Jul 15, 2014

0.2.2

Mar 15, 2014

0.2.1

Feb 3, 2014

0.2.0

Jan 26, 2012

0.1.2

Sep 16, 2010

0.1.1

Sep 16, 2010

0.1

Sep 16, 2010

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BLAKE2b-256	`67dbd166a55444bfea3460bc477af96defcdf84b2b045a225c90fa379bcdf0e9`

Hashes for jellyfish-1.1.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`54effec80c7a5013bea8e2ea6cd87fdd35a2c5b35f86ccf69ec33f4212245f25`
MD5	`0712fea272e89bbe21d28979891a75ee`
BLAKE2b-256	`2ee44d87b377af913633c45a3b65ea2a2113d0acf4194748f8d16c20a4989fb1`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`f747f34071e1558151b342a2bf96b813e04b5384024ba7c50f3c907fbaab484f`
MD5	`cee9da290c577b3d7a273f1d2904bf0b`
BLAKE2b-256	`58fb27100ab65aa426cdf5af04ca129f884ee36f8051c61c0909c1b06516c8f4`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`065a59ab0d02969d45e5ab4b0315ed6f5977a4eb8eaef24f2589e25b85822d18`
MD5	`f9942208f6ecfefc02503206e0cbc1fc`
BLAKE2b-256	`f401627ccddd0695bf539ddd559fb78d40551482f5c8b9cc952571313c864812`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`84ea543d05e6b7a7a704d45ebd9c753e2425da01fc5000ddc149031be541c4d5`
MD5	`e2e9bf64932124e9f9ca7cee0a350945`
BLAKE2b-256	`f5924a946bbb94da71a141daf9c15080a4e5227ec7040820f516f91c5d5dc387`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`4e17885647f3a0faf1518cf6b319865b2e84439cfc16a3ea14468513c0fba227`
MD5	`d5bae8ac556c31392de286a47530a2e0`
BLAKE2b-256	`4647c211ff62b8bcd28059403867b6c7280d1cbf8e949f455ad05cd08870196a`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`bcc2cb1f007ddfad2f9175a8c1f934a8a0a6cc73187e2339fe1a4b3fd90b263e`
MD5	`52beefa6605f4ea47cd9d435ed4d726b`
BLAKE2b-256	`ea635baf9b46e212659ddba605cdcb61adb6a1934701e0f7805344a844122fc6`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`b868da3186306efb48fbd8a8dee0a742a5c8bc9c4c74aa5003914a8600435ba8`
MD5	`e8600d420aa01d28659a76ed5a313a44`
BLAKE2b-256	`29cd447370d4ae1f7c5c80729a7f1e25dcac6a9a30eec0ac1ec7a6e2085391bf`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`b2512ab6a1625a168796faaa159e1d1b8847cb3d0cc2b1b09ae77ff0623e7d10`
MD5	`83af399cb2503d7c638a0a77d732bb68`
BLAKE2b-256	`a9bf0d610dbc026f0899899022087d698b0e156df349d5ae239de97b37788499`

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`ca252e6088c6afe5f8138ce9f557157ad0329f0610914ba50729c641d57cd662`
MD5	`4302fb2498a0749954ffa668573738e3`
BLAKE2b-256	`08b67347ddc9d1d54a24bf28279b19bfa601f2ae04bdf3fffd1342b443c4c52e`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`e447e3807c73aeda7b592919c105bf98ce0297a228aff68aafe4fe70a39b9a78`
MD5	`d6e5b7030bbada864b16af2de07d1837`
BLAKE2b-256	`d576aedb9d7d1f7c74b30a728db6392cff3fc477cfd54b15b3d2754108e4114a`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`6662152bf510cc7daef18965dd80cfa98710b479bda87a3170c86c4e0a6dc1ab`
MD5	`47d2d36df58719425f64c79421e330d6`
BLAKE2b-256	`50b7ba4421923edda0f8ba1f0668eb2319490e8d912e5befbd7d0b00ceabf057`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`d977a1e0fa3814d517b16d58a39a16e449bbd900b966dd921e770d0fd67bfa45`
MD5	`45bdbc127d9dcf9ba98fd5fa1901fd22`
BLAKE2b-256	`81ece6a3df3aa748d40ef689dd7e9a60d4011342e0054041325f3239f2e9a784`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`b5c34d12730d912bafab9f6daaa7fb2c6fa6afc0a8fc2c4cdc017df485d8d843`
MD5	`a58d28945f0542aa2ce3cd41d06ba5b5`
BLAKE2b-256	`9b4ed03fc4823e3745f30b7e8f98a1d0c3dbad623baff6fae4423793c9c4138f`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b557b8e1fdad4a36f467ee44f5532a4a13e5300b93b2b5e70ff75d0d16458132`
MD5	`4621c99a222eff0e7688c86f5036713f`
BLAKE2b-256	`a133446b70b5e2f1bea7e792b2fb586f16ee23323a4449a89a08c9ba7e133ddb`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`1a4678a2623cc83fde7ff683ba78d308edf7e54a1c81dd295cdf525761b9fcc1`
MD5	`720f77669b4b2fae9a5d3f9e045c47f7`
BLAKE2b-256	`8483d8ca22d3707eda1ccf5dd60ef1878d850448744522692eb74016ff25781d`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`c01cdf0d52d07e07fb0dfa2b3c03ca3b5a07088f08b38b06376ed228d842e501`
MD5	`18432f12d4e3659372d961cbdec29c29`
BLAKE2b-256	`320420d2014fe1dcdbda01ef16f91e2158511773976fcafb6e8a3f7d24b53efb`

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`1a90889fdb96ca27fc176e19a472c736e044d7190c924d9b7cfb0444881f921c`
MD5	`c88de72e9ac737684ec657312d4368f6`
BLAKE2b-256	`ee463e0eadc8fda56befff46a71fbc89ddd65d97c2865b8489ca082901b78b77`

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`b460f0bbde533f6f8624c1d7439e7f511b227ca18a58781e7f38f21961bd3f09`
MD5	`502fe05004df79b50cadcd36998b6d06`
BLAKE2b-256	`0dc27c7a0f167daf4e9135d2786500a348adb8e8c9c733ea4a5a9b425f4fc593`

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`3f978bc430bbed4df3c10b2a66be7b5bddd09e6c2856c7a17fa2298fb193d4d4`
MD5	`0b2f1ee0845849f7eadccef7300c8bf9`
BLAKE2b-256	`81d93f29446d86e6ae6e0faff0507b9e49571ce165d4b86e759cd35f2794cebe`

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`af74156301a0ff05a22e8cf46250678e23fa447279ba6dffbf9feff01128f51d`
MD5	`8e029eaa88860b258e33f62f2797f7c5`
BLAKE2b-256	`a76a69daa1863a7d9d03fa314cd3e2f22fd0516d57a54facdf391962802ac962`

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`3cb5088436ce1fdabcb46aed3a3cc215f0432313596f4e5abe5300ed833b697c`
MD5	`e42347dcf4cc17ee55055519585eb96e`
BLAKE2b-256	`5f7b76a4f5ef9fdcbe9f4a4e9fc07f79128c3b3c1ab9df3d66a4782c221403fa`

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`937b657aacba8fe8482ebc5fea5ba1aee987ecb9da0f037bfb8a1a9045d05746`
MD5	`6378acaed3c1882147eaa9f9e85e3538`
BLAKE2b-256	`792754eada80f74fac303cd041efab5c5631b554f062a5f4aeca5f29179d1dce`

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`889edab0fb2a29d29c148c9327752df525c9bdaef03eef01d1bd9c1f90b47ebf`
MD5	`a36dec43aee4f08ba5bcb6efee97911f`
BLAKE2b-256	`60d87a78797c851e45a3f7cac93d80ec8e49bc33e84193597e450a4079b93708`

Hashes for jellyfish-1.1.0-cp313-cp313-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`57d005cc5daa4d0a8d88341d86b1dce24e3f1d7721da75326c0b7af598a4f58c`
MD5	`a4a5eacb3c09f9f4ca8fb76f1c2bdcc1`
BLAKE2b-256	`09a195dfec8afa9a2bd895b62a53ef60dfec675bf34ed1f9bd1dae537ca8422b`

Hashes for jellyfish-1.1.0-cp313-cp313-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp313-cp313-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`5d510b04e2a39f27aef391ca18bf527ec5d9a2438a63731b87faada83996cb92`
MD5	`5c3359e6e2559223f06a6e5ad037af97`
BLAKE2b-256	`e29b6560e605a057ebb81af8edc1b98923340f8bcf3ebcdfe81ee954f9a66de5`

Hashes for jellyfish-1.1.0-cp312-none-win_amd64.whl

Hashes for jellyfish-1.1.0-cp312-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`2b928bad2887c662783a4d9b5828ed1fa0e943f680589f7fc002c456fc02e184`
MD5	`270ba0c6189826e356315709ffdb10ed`
BLAKE2b-256	`dea507ee2c08dcf970284e6412c9b8cb7f79222fc9e2aaf9b3c45837d8e2173b`

Hashes for jellyfish-1.1.0-cp312-none-win32.whl

Hashes for jellyfish-1.1.0-cp312-none-win32.whl
Algorithm	Hash digest
SHA256	`e512c99941a257541ffd9f75c7a5c4689de0206841b72f1eb015599d17fed2c3`
MD5	`00cefed1bc92f8154fd101427efc2add`
BLAKE2b-256	`4e9c37c1701ac56c978043239430b69845900632b485573259eac6de015a2ea7`

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`2fcaefebe9d67f282d89d3a66646b77184a42b3eca2771636789b2dc1288c003`
MD5	`99b4729223fc7d63162533c0512108bd`
BLAKE2b-256	`70253a3a39df1c3b28d1e6c0f1693047dec7450d5406ec2c516ac93e35883af5`

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`684c2093fa0d68a91146e15a1e9ca859259b19d3bc36ec4d60948d86751f744e`
MD5	`21db08a7581b6fc1f1fe013cd2d5dc2c`
BLAKE2b-256	`965de37ff36554871d02c9248d3f7837479b0c8f6e92cdeee4e6b017f10e39de`

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`936df26c10ca6cd6b4f0fb97753087354c568e2129c197cbb4e0f0172db7511f`
MD5	`0e6fd693aff71600e804dae5e3fe485c`
BLAKE2b-256	`33dd6a0e7023e0c0aaa1b5a55665062f35bc204cf8dba33816787f383416d23d`

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`e9d4002d01252f18eb26f28b66f6c9ce0696221804d8769553c5912b2f221a18`
MD5	`44934bead82ad02b785dbc4066f48636`
BLAKE2b-256	`1c4191ff9bbf83389fba009de3896ae5f44292242990e53bdbece106eceb33ad`

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`e41677ec860454da5977c698fc64fed73b4054a92c5c62ba7d1af535f8082ac7`
MD5	`f89550b44eab4b0e85fc678a4f61a41f`
BLAKE2b-256	`4ef3ae1d6e474e2ab6a04abf244450424b62c196eb3597885cb7b90d858b3b06`

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`87dc2a82c45b773a579fb695a5956a54106c1187f27c9ccee8508726d2e59cfc`
MD5	`b0c8ca2a119e7aea6c1f2f6053af592a`
BLAKE2b-256	`575133fcb48d9a6415838305e2fd787935e086c5bca732987f79c94ba8c696ce`

Hashes for jellyfish-1.1.0-cp312-cp312-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`e250dc1074d730a03c96ac9dfce44716cf45e0e2825cbddaf32a015cdf9cf594`
MD5	`e7a5033cd6014ac0068d334e88704a46`
BLAKE2b-256	`ccb0cb8bfd5e1a19ff73826971a7656ca59b88e6ae2e5b1d07b7e458a3290c88`

Hashes for jellyfish-1.1.0-cp312-cp312-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`828a7000d369cbd4d812b88510c01fdab20b73dc54c63cdbe03bdff67ab362d0`
MD5	`eba5c8b327be687687abbada391199d0`
BLAKE2b-256	`db6b5d66bf5be9ed7b6cb030d111cc4bc4d6d61f19ea6ca4d90c4c6e5bc65382`

Hashes for jellyfish-1.1.0-cp311-none-win_amd64.whl

Hashes for jellyfish-1.1.0-cp311-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`95dfe61eabf360a92e6d76d1c4dbafa29bcb3f70e2ad7354de2661141fcce038`
MD5	`9a2db12760ab7d84ce3af211ebd2d30f`
BLAKE2b-256	`cd76a077eee8a50c522121ba74b6a6dff6987f1a7333992219251987fe0db850`

Hashes for jellyfish-1.1.0-cp311-none-win32.whl

Hashes for jellyfish-1.1.0-cp311-none-win32.whl
Algorithm	Hash digest
SHA256	`cc16a60a42f1541ad9c13c72c797107388227f01189aa3c0ec7ee9b939e57ea8`
MD5	`6e1bed498eac17525afa211898464502`
BLAKE2b-256	`dd9b556bb5aff966e003441b15b66fe3638a85d70ff66b0be777852d6b71613f`

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`bd5c335f8d762447691dc0572f4eaf0cfdfbfffb6dce740341425ab1b32134ff`
MD5	`63ea7198395324bd08b1757ccb90983a`
BLAKE2b-256	`7e2a3dd192bb8b731c7618797a1abb24f485f341f4d5d13441a01ddd028d2c33`

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`273fdc362ccdb09259eec9bc4abdc2467d9a54bd94d05ae22e71423dd1357255`
MD5	`743a3c4d02e83cea686b7127661bcf87`
BLAKE2b-256	`e708f4472b5f7c2063b63904b95ccc57b5213ca1cfeab4ec7ec7dd3f556a0c7f`

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`759172602343115f910d7c63b39239051e32425115bc31ab4dafdaf6177f880c`
MD5	`83b54912ef94e22bc9c70fe963a5f196`
BLAKE2b-256	`ae49a94610285aa756f80844c926ccd51cf0d1b83a7ea00cb56efeb3b96f0606`

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`33ebb6e9647d5d52f4d461a163449f6d1c73f1a80ccbe98bb17efac0062a6423`
MD5	`7982b828f1ede6c9f432b171cf01eb78`
BLAKE2b-256	`6ed22055b8b6d1f4e432e40cfa44ae3e315e36e4eddb989eed4db7a53bff51e3`

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`0fa7450c3217724b73099cb18ee594926fcbc1cc4d9964350f31a4c1dc267b35`
MD5	`8d86d24292ea9a20acf59b03f12e74f8`
BLAKE2b-256	`82feff9dcf224c4fbb12cf7b6c6ec6f4fc2975f1dcf49a605ef4edd334e170c8`

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`0a4b526ed2080b97431454075c46c19baddc944e95cc605248e32a2a07be231e`
MD5	`b615606c7fcac250c79ef68270519f59`
BLAKE2b-256	`a23889f737cfa3c9716c583a5aac018b136d69322706cb34d3fca2c741e90533`

Hashes for jellyfish-1.1.0-cp311-cp311-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`61a382ba8a3d3cd0bd50029062d54d3a0726679be248789fef6a3901eee47a60`
MD5	`727e7d184f785c09070459e018cf1a81`
BLAKE2b-256	`3b0c3df520c610785a83411237eeefbb9ba283eabbee80d2b87b1b93abe5d158`

Hashes for jellyfish-1.1.0-cp311-cp311-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`fed2e4ecf9b4995d2aa771453d0a0fdf47a5e1b13dbd74b98a30cb0070ede30c`
MD5	`5ea9816f155b5ee55b0ab1bae3cbbffd`
BLAKE2b-256	`89e1d80963467a1b4edd79b46f305bbc060dcffbcb7b138e308ecba86d99ffd1`

Hashes for jellyfish-1.1.0-cp310-none-win_amd64.whl

Hashes for jellyfish-1.1.0-cp310-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`017c794b89d827d0306cb056fc5fbd040ff558a90ff0e68a6b60d6e6ba661fe3`
MD5	`ab5337781f7f02048fa54b024415292c`
BLAKE2b-256	`7e101b41958cfef740dfda441e04e725381c7c234a37c1b7da0e768f0d896969`

Hashes for jellyfish-1.1.0-cp310-none-win32.whl

Hashes for jellyfish-1.1.0-cp310-none-win32.whl
Algorithm	Hash digest
SHA256	`84680353261161c627cbdd622ea4243e3d3da75894bfacc2f3fcbbe56e8e59d4`
MD5	`d2a7c6b6fb9070e800f58db793dad0ba`
BLAKE2b-256	`ae23dd2eba6f8a5724bc651db0bd47ac6f69fd996fa77afbb5e7d6babaaf64fc`

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`c42aa02e791d3e5a8fc6a96bec9f64ebbb2afef27b01eca201b56132e3d0c64e`
MD5	`821b4f097b3d0ec27ade3f4caa517838`
BLAKE2b-256	`6fcb978a74aa3ae100c63baaaaab32ffc2ef7328c8af024ccc938f3225a65bf0`

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`5c5ed62b23093b11de130c3fe1b381a2d3bfaf086757fa21341ac6f30a353e92`
MD5	`3966b7b799007b98c76c664429573a9e`
BLAKE2b-256	`c411ca9fd25ba78e29c3610e01b2e4ac7218aa41de64f6d3d205dba9b1c530d1`

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`65e58350618ebb1488246998a7356a8c9a7c839ec3ecfe936df55be6776fc173`
MD5	`2b25902c7305563fcc00e67f13e0ed8b`
BLAKE2b-256	`06028a21858097971c0779952cdf1a5ea1e65585d123c4d00977b6bebc4305d0`

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`24f91daaa515284cdb691b1e01b0f91f9c9e51e685420725a1ded4f54d5376ff`
MD5	`88b7e42e620c2878d7cbcc58905f0bc5`
BLAKE2b-256	`8100861186a78604c03bcd7846e4c3f1eed1af9072769f4a60997adccb846e00`

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`f10fa36491840bda29f2164cc49e61244ea27c5db5a66aaa437724f5626f5610`
MD5	`82be534216d7d0fc6066a9a796452d9c`
BLAKE2b-256	`e35fb85a71bcca1bced0751e9a132604792b73e33b2d51c7b5506b74db1720c5`

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`a87e4a17006f7cdd7027a053aeeaacfb0b3366955e242cd5b74bbf882bafe022`
MD5	`7a4a6cbbf4aac15680a4f71f2542f05f`
BLAKE2b-256	`f3bfba3807e42dd3622523c719cd7fc03576e905a5dc9937c4c7efb04a809724`

Hashes for jellyfish-1.1.0-cp310-cp310-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`623fa58cca9b8e594a46e7b9cf3af629588a202439d97580a153d6af24736a1b`
MD5	`0b5977245e1dd5715bea082fa65a2925`
BLAKE2b-256	`4716fafbbb45fca910df4df2bceea6f99265f59667348230b8775cfdbf1d0415`

Hashes for jellyfish-1.1.0-cp310-cp310-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`feb1fa5838f2bb6dbc9f6d07dabf4b9d91e130b289d72bd70dc33b651667688f`
MD5	`52d62272e35ba91e1860fd1e2de989ed`
BLAKE2b-256	`ce60364265ea5ac6fab5a6f6645c2ad3a0d5c41b1b0ce2b0e5f98ce2cfc67ac2`

Hashes for jellyfish-1.1.0-cp39-none-win_amd64.whl

Hashes for jellyfish-1.1.0-cp39-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`c58988138666b1cd860004c1afc7a09bb402e71e16e1f324be5c5d2b85fdfa3e`
MD5	`0d04ccd647feebad330f2d29311eaf00`
BLAKE2b-256	`ef683c3c1d3ab7e7277fb6316e69009477396a0db574feb82b12e6640b14243e`

Hashes for jellyfish-1.1.0-cp39-none-win32.whl

Hashes for jellyfish-1.1.0-cp39-none-win32.whl
Algorithm	Hash digest
SHA256	`49f2be59573b22d0adb615585ff66ca050198ec1f9f6784eec168bcd8137caf5`
MD5	`7aadc0882608eac7f547c3bef8408c95`
BLAKE2b-256	`38078f6cedf852907500baf6dee4eb51497bf0ef1dcb3612852417e03052cce8`

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`f341d0582ecac0aa73f380056dc8d25d8a60104f94debe8bf3f924a32a11588d`
MD5	`97f8d4046f43ea7dd04a75b008b8611b`
BLAKE2b-256	`7673a975850734327f0a0caeaf079f0b26d16ca65f72302615a7dd25453d4767`

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`cf8d26c3735b5c2764cc53482dec14bb9b794ba829db3cd4c9a29d194a61cada`
MD5	`04077c15c92193029c860885cb546479`
BLAKE2b-256	`85108c4899b695f246c549079b19855d644bc78648b0a16d9f7e87684571c36e`

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`6b438b3d7f970cfd8f77b30b05694537a54c08f3775b35debae45ff5a469f1a5`
MD5	`74465358b6b2369aca35edf883c0840e`
BLAKE2b-256	`3553a7a1a2f9bd82ca451d15875ea350e4fa232b7215c9350aa139b1c55038d5`

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`e4a8fff36462bf1bdaa339d58fadd7e79a63690902e6d7ddd65a84efc3a4cc6d`
MD5	`46dbed6d239159987db896785a37bcef`
BLAKE2b-256	`137a90d4a938a0a914c4d0a84fa9e0d60dc909c375ea6a3b879817b483099d8e`

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`125e9bfd1cc2c053eae3afa04fa142bbc8b3c1290a40a3416271b221f7e6bc87`
MD5	`6c019758e0cece5d4e18a8784d935fca`
BLAKE2b-256	`73e5b137559228ba3d83f1af14e60f8348dab8a7e01df759708288cd16070394`

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`84fa4e72b7754060d352604e07ea89af98403b0436caad443276ae46135b7fd7`
MD5	`938ca6da3410d27c2b1402c626d8bfdb`
BLAKE2b-256	`9ab441cb968baaf411386e18280ff87059c1c0ea11defa4e51a05dc343968f44`

Hashes for jellyfish-1.1.0-cp39-cp39-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`3e59a4c3bf0847dfff44195a4c250bc9e281b1c403f6212534ee36fc7c913dc1`
MD5	`28f4ca71233278a09cb376ae1d78156d`
BLAKE2b-256	`d2bbdd01a1a005b2d71a82d4c709a9a335410e9f91d67ed4e3bdbca4b8ee9cef`

Hashes for jellyfish-1.1.0-cp39-cp39-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`e965241e54f9cb9be6fe8f7a1376b6cc61ff831de017bde9150156771820f669`
MD5	`c65f01d27fd1c1101196114ec286ec49`
BLAKE2b-256	`1072fc8d6c159d7fad7f8563bdd2a4ba5c24839940f5d6480ae3f1416d40b69b`

Hashes for jellyfish-1.1.0-cp38-none-win_amd64.whl

Hashes for jellyfish-1.1.0-cp38-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`755b68920a839f9e2b4813f0990a8dadcc9a24980bb29839f636ab5e36aaa256`
MD5	`99d35819fbceb050cd4be35dbd7a8092`
BLAKE2b-256	`336c55b46eec37e6f6eae85d36909b7942efb1f53bd3093ca49533836b390afd`

Hashes for jellyfish-1.1.0-cp38-none-win32.whl

Hashes for jellyfish-1.1.0-cp38-none-win32.whl
Algorithm	Hash digest
SHA256	`4a5199583a956d313be825972d7c14a0d9e455884acd12c03d05e4272c6c3bb8`
MD5	`a32331b07ec0e334848ddb5659a6a460`
BLAKE2b-256	`978d16d2dde3e9663b702072a6282bb89dab2d84fef5cca71448472478df26d5`

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_x86_64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`b73efda07d52a1583afb8915a5f9feb017d0b60ae6d03071b21cc4f0a8a08ec1`
MD5	`099bd4237c967ad8dd538da2a564639f`
BLAKE2b-256	`d1abc5422729a26d84a0a0d34d98381121454eb3083f5d34838702470b22c7ca`

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_i686.whl

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`8b2faf015e86a9efd5679b3abde83cbd8f3104b9e89445aa76b8481b206b3e67`
MD5	`4dc924d3eae0994ca9f5cda8cebd1a11`
BLAKE2b-256	`1c1e59dadabeed3cfc3091da653ba9fc0930896652e7455f7b1c94876e8f0f4a`

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_aarch64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm	Hash digest
SHA256	`b5fec525f15b39687dbfd75589333df4e6f6d15d3b1e0ada02bf206363dfd2af`
MD5	`156f94cd89625510efca27a31c65b31c`
BLAKE2b-256	`1cb885f174e007830a6c51021917952ebb937a961a6f5dab95ebfb93cac21b91`

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`c0d1e6bac549cc2919b83d0ebe26566404ae3dfef5ef86229d1d826e3aeaba4b`
MD5	`86a033c2f4fffc5adcf20979bb9a4132`
BLAKE2b-256	`6357823509d37edaa4adaf23990e86ebd3d09dcd6abc309f82cf6235998c3449`

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`327496501a44fbdfe0602fdc6a7d4317a7598202f1f652c9c4f0a49529a385cd`
MD5	`b58ae31a308a5fd53cd4e1f701aa7eb4`
BLAKE2b-256	`0d12dde15d42deecff81ae8bb49592ee7da4d935a2e20956c5491a14f6a4594d`

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`04bf33577059afba33227977e4a2c08ccb954eb77c849fde564af3e31ee509d9`
MD5	`58022389275e0831c0d0c8af01b9fa14`
BLAKE2b-256	`1a868bc7cc3701ed7c81017622d46e5c5ce774c02ba41523591f76015318f52e`

Hashes for jellyfish-1.1.0-cp38-cp38-macosx_11_0_arm64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`61cded25b47fe6b4c2ea9478c0a5a7531845218525a1b2627c67907ee9fe9b15`
MD5	`fddae8b4a4b7577971ab6bf7b5f57813`
BLAKE2b-256	`e0c21941f06c8cd97528ab219dcd88a308801ffb391d76dc49057103298bc0df`

Hashes for jellyfish-1.1.0-cp38-cp38-macosx_10_12_x86_64.whl

Hashes for jellyfish-1.1.0-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`7cd4b706cb6c4739846d78a398c67996cb451b09a732a625793cfe8d4f37af1b`
MD5	`aaef3e52a5ae42a4a9d68be1f849a5e2`
BLAKE2b-256	`53695bce4146e309d8ffc6cfd02fb222490f40aed9792722914724864f04e630`