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Project description

CKmeans: Optimal Univariate Clustering

Ckmeans clustering is an improvement on 1-dimensional (univariate) heuristic-based clustering approaches such as Jenks. The algorithm was developed by Haizhou Wang and Mingzhou Song (2011) as a dynamic programming approach to the problem of clustering numeric data into groups with the least within-group sum-of-squared-deviations.

Minimizing the difference within groups – what Wang & Song refer to as withinss, or within sum-of-squares – means that groups are optimally homogenous within and the data is split into representative groups. This is very useful for visualization, where one may wish to represent a continuous variable in discrete colour or style groups. This function can provide groups that emphasize differences between data.

Being a dynamic approach, this algorithm is based on two matrices that store incrementally-computed values for squared deviations and backtracking indexes.

Unlike the original implementation, this implementation does not include any code to automatically determine the optimal number of clusters: this information needs to be explicitly provided. It does provide the roundbreaks method to aid labelling, however.

Implementation

This library uses the ckmeans Rust crate, by the same author.

Example

from ckmeans import ckmeans


data = [1.0, 2.0, 3.0, 4.0, 100.0, 101.0, 102.0, 103.0]
clusters = 2
result = ckmeans(data, clusters)
assert result == [[1.0, 2.0, 3.0, 4.0], [100.0, 101.0, 102.0, 103.0]]

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0.2.5

Mar 29, 2024

0.2.3

Mar 28, 2024

This version

0.2.2

Mar 28, 2024

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Algorithm	Hash digest
SHA256	`027730e1715868b1ef546e25c4eee7163c73e48f51b43547db3f13be1e62a94b`
MD5	`dde70007bfbef353fb812e1ca3bb2221`
BLAKE2b-256	`8eb8b18401cce57252cbd1cd292c2c79313173f9d3bd97d0c1f00b749327b89b`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`ff144d6cca062c427c4ead5674d85fe37714684ee0852e6d5b42fd9eb18d56c7`
MD5	`1965c3d6e8fcac8b89d689700b701eed`
BLAKE2b-256	`d450715db77fc31df94fd1b942f9f7eb00058a68f1511bcf05ba55f0c4ccb933`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`c033b3a58821f911c51e4d096e50abf72417a234f3fd1ffa3c7e6907eb3bc0ed`
MD5	`223319a4976a45cd3d10ff37d5d4872f`
BLAKE2b-256	`1bfb779883be64899cd7a915761adf41ef1c3b012abc3f19cae2ceb8e098e4a2`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`3042fa4b9b3d1d9c4bb4a3624e5c96862889b39231fd8ae27b86e9686c31e6fb`
MD5	`deeb2429bba7f7150be224afb653653c`
BLAKE2b-256	`666e909a379ff172f5fb525572e7ce8376da52b9af8116ffd18dfd471dfce858`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`152c0e56d29f5117997e18b782c17f23078d85fc920f30e4c3e639d1b3b6d383`
MD5	`7d639b20974dbbd8b7034e10bf8ec578`
BLAKE2b-256	`f67468d9f6b40f2bbeaf68ecd9e2869ca9117cd1d1545cf5819c40941484428b`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`8d15dca4b30d00ea84668d597bb5f753a8e8aeada3e80761c439f8b63b919da4`
MD5	`6caa2d8e53d64dd6be6e268356e0cc53`
BLAKE2b-256	`e7f9fd3dc79bb52287acd8f40c656b039ad5e79a50689b85e927cf21c842744a`

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`5488d2692a05cb9081c85ddfc3b46bd22bd2c40a7154fc29ca2ed2754256e49a`
MD5	`62e7f75d2f61b1cdb17faf80f4dcbbb3`
BLAKE2b-256	`9a36d4b0c07a3fa0241fd86daa3b7d889c138e475b7c250ff0a8b3d38e2ea57d`

Hashes for ckmeans-0.2.2-cp312-none-win_amd64.whl

Hashes for ckmeans-0.2.2-cp312-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`482a8a84feef64c1babf4d469c3ce112a18e1d7ea7bf133beb6c48f70e807aeb`
MD5	`f1de6de3ca64d05462fabc414135102c`
BLAKE2b-256	`fc2bafb7cb94329fcd4cfb33f78549f2500eff20c9cacbaf7d938c5d4d6c36c1`

Hashes for ckmeans-0.2.2-cp312-none-win32.whl

Hashes for ckmeans-0.2.2-cp312-none-win32.whl
Algorithm	Hash digest
SHA256	`1b94416adf26ff67899e6cae443ca4ad2e3a52d38f00efe75be806255429471c`
MD5	`9c27a83e027cf629b7f240e316046e44`
BLAKE2b-256	`69d034ddd2d45b955d0337fa16504dc119a7ad4b03b674a040608d3adcfcb481`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`6af2a2f837b85a4c46ef147e8a5e4c80affa529f00f7c9cc0990c6b01f64237d`
MD5	`56e45fd8967aed27dc5bd3e08a229d37`
BLAKE2b-256	`98806ede6915e5d01413749774016c7d5c64af076d3c2a28cff79f32ec721e07`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`5e718d2784fdc5f3dc0efdcc02f08f28a38b26b7963042ab6d3f01512a23a2e1`
MD5	`ea2f1a06e9220eef9baac49db3f34f04`
BLAKE2b-256	`457d8ee440fa0d3ac1b30119611baa120a5fdb38bfcb750fe233382d1ef709fb`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`39f5ae7d06e36ec55ca308f6df5a17174c8732bd7f6249e6a65b62095f20a9d6`
MD5	`33aa3100df94a5eaf83f5f8f7c6f278f`
BLAKE2b-256	`3fe6fd7d397b5f0baad6dcb440c50032738b1bcb705d9539e5bc1ce6d55570f5`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b374fab714bdeb8a41d5e33b288781470a572f7a9da8bf6297327da3d5dac06c`
MD5	`c52f4f2ae807caabec39d7b2c7f3d5dc`
BLAKE2b-256	`72274575074bebf66980b176c238c1ef6919f39ce25dbfb29ec174e97c8d5d53`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`65b2910b5fcc816688dc4718bf3cbf868128f93a8c7aabc06576ea071620cac8`
MD5	`1649fda70f6bd4200a6e193c721c13ca`
BLAKE2b-256	`9c760da295d574ebf409ee6e6068cbe40551b17fcd49b8f5928176794fab23e8`

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`d0251aa1d137f12ca3256ad9132da0c88ac1f0de5345cf23ad21314b9d2369af`
MD5	`a2ef76271aadc779516cef1996a3f2ac`
BLAKE2b-256	`68806217b3b4416db85089a2c2b100c2a21b1fbb9e71b1ac777e655b48b42296`

Hashes for ckmeans-0.2.2-cp312-cp312-macosx_11_0_arm64.whl

Hashes for ckmeans-0.2.2-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`e6055ddb42527bf9b6118daf35421a29c7f3e065475e49f9ecf36f84126965ee`
MD5	`920566fdfcbdc38a9b4a526b31d2005c`
BLAKE2b-256	`77bb57845d70afcc9567363f891343bde224d979ab54e4e9b5567dfc7f21b599`

Hashes for ckmeans-0.2.2-cp312-cp312-macosx_10_12_x86_64.whl

Hashes for ckmeans-0.2.2-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`a4e5353342cdb7298995253e996142fa57915993ee231b014a3b7a321acdc864`
MD5	`d28dcd3ebe83d3877fa1ce6115907a0d`
BLAKE2b-256	`d2f146a3a3066c520112dcd850449c9e368b8a2aa68255e68508edf8f3352495`

Hashes for ckmeans-0.2.2-cp311-none-win_amd64.whl

Hashes for ckmeans-0.2.2-cp311-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`771eddcd1a6569254e5b8c3fca468d24a808e63860d27dfe3fa57233ec7fecab`
MD5	`56d951cd60811503703df5ce136de713`
BLAKE2b-256	`7ca2455bfb89307ca7132db4d598f10be0069e8d538ce989e2d86fcff02b9024`

Hashes for ckmeans-0.2.2-cp311-none-win32.whl

Hashes for ckmeans-0.2.2-cp311-none-win32.whl
Algorithm	Hash digest
SHA256	`5c79f51ff8db495a43a01ec2b224ba1662acea677fb16015b8fd6b1044925f5c`
MD5	`d3aa3bf46959c0b154f0bf5a06b921fa`
BLAKE2b-256	`7c8ec6107e03d6df7b1f102b5df4cfc54e010a35eaad6ec41e01b4e44c7c096a`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`eaa9a80844eb63e5d1330d604794cbaf4807621544c00ad4bd22b5766b512989`
MD5	`e5cc709fa53998fd03803b55b35e6b58`
BLAKE2b-256	`deb622bdcdc0ab803a44c4c020f2c13458440c1635cadfd254f177660ab55d9a`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`87ed42afe44b5ec27569b29f0d3c1907cd1ce046b5c97e3aa6a459f8ce3bee61`
MD5	`a7a9823fa902806fe7ba7f00c00040c3`
BLAKE2b-256	`926e7bca80b4fd56e121157ce0043f4899a74f853e39dad09f632df26a75d143`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`3abf3cfed43c460e0611dbccf83011280c62d90c07928f3519f2f7d8b221af25`
MD5	`10b089c68ecd5ac86168a535df64a0c3`
BLAKE2b-256	`a873c3b167d6aa192730800856005b141c9c291eec570109b22bf20c627a0b35`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`ba40dcf5d624e2de328a1b18f70ef2c09959c92c6f982c9f20043f6c472dc3ff`
MD5	`ccb13152d871eaa9dac790621c20eaeb`
BLAKE2b-256	`e39b599318356df3d0b294014bb4bf21f3cfbc83c546fada2e8acea7c035fe30`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`0e11afbbf33e91b56e9360ae96285ec6c01bbc5fed398d7f18267fce8e65d12c`
MD5	`42357780bdc7555276e78a49f9292310`
BLAKE2b-256	`a86a2add489ed7f1fb79c9e20b3b3d7c64a888c7348d8f106b12101a0159671a`

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`78984ae8fd89ce49092a59e009e4b5f4ada4ecbf11d89da1d7f09f532d404541`
MD5	`9c3dd2922b00beabc01e6044743f0abc`
BLAKE2b-256	`b917a73225998765cc96c45166504a1543d3e4695b1818f23169a09c28466bea`

Hashes for ckmeans-0.2.2-cp311-cp311-macosx_11_0_arm64.whl

Hashes for ckmeans-0.2.2-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`daea29ebfc63599db25dd92c0921cce27c78a2a0d9ace61996c64b0bda58ccf1`
MD5	`d0ceb9e5d183069fa31c0bc96947586f`
BLAKE2b-256	`77ddba3cb9fedd0918a22e80fa493a87acfa3649ad2f9cbdb6dd4e294f4c24dc`

Hashes for ckmeans-0.2.2-cp311-cp311-macosx_10_12_x86_64.whl

Hashes for ckmeans-0.2.2-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`e088c26b564ece2d39b2c8ffde75506174c5dc4c03fc9ea6a7897c154e86b1a3`
MD5	`88b31b16455dd5e8b96fe0c6cd1fa5a5`
BLAKE2b-256	`f80b98ca86c0bd07447c291003110a58d8586806e7ede4308f75476d6f8afb04`

Hashes for ckmeans-0.2.2-cp310-none-win_amd64.whl

Hashes for ckmeans-0.2.2-cp310-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`bb1a27fdde9ed5b37d81d19846b042020c0c348f68777d8f6c193d4cc90541d1`
MD5	`24923ec57281962b24ade3e4a86039b1`
BLAKE2b-256	`7b96fc0acab9c68a2aeba1d44aa4354b2024d17284eea391b5b542c1e7aaa30a`

Hashes for ckmeans-0.2.2-cp310-none-win32.whl

Hashes for ckmeans-0.2.2-cp310-none-win32.whl
Algorithm	Hash digest
SHA256	`478a7b0e14102e44461841ae635656c7326f01e4c1ed9f516ba05b90768508ec`
MD5	`c88a5b0d50a02daa75b698ab316d0c03`
BLAKE2b-256	`ab2038caa243919c588d334a3932047bc8d58d1f89a017d91e1a14fe0a7466da`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`db85f073b1d135d7560c2a89f809af89404ceb877d82c7e4ae368b1d3c711ac3`
MD5	`ec2327c9b61b9e625a72902af67beacc`
BLAKE2b-256	`bd151e5737584130e2698e40a466bef2e4463faacaadb8a4a33cacfb56349a1c`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`45d39f589969fad85557b6ae3a3d28155a76502197ef73b7617f08a74d5caf62`
MD5	`d7baedd50aaea328b4a715c627086cd9`
BLAKE2b-256	`91f3553935731c1afb52f9a1fda5d44ffb954f51e5ff5c1b29776c957038b8cc`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`9eadb3e71709bb3a1a96d1533c3b4c0cbd8d59f7219500435831462f498b5bad`
MD5	`ecb2d8261429135c4dcc1ee59289897e`
BLAKE2b-256	`a03b84221f3025217130001e0c39b317eb3c2a97b3ca04abf2a02936596a8aac`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`fbc5d55dc780521a34d84c21f4e8790dcba4d0a817794823a226ce96ac5fe133`
MD5	`6e3380764f6c847d0ff3dd4d5221568f`
BLAKE2b-256	`f986d26007e184ad4674890fbf72c06a103a7a3ec560218ffde691bf23c6d75e`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`cc831bfc1909b2e32e956752be80d11db4448fd4183f808e46b6e137596b745c`
MD5	`3d9a339fe654676c81fa4897050c97d4`
BLAKE2b-256	`727665a48e49959d6a115b8a113bcc1bcc941e978abbb66c85a6fedc9cba79a5`

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`5c3ad98ca4075a8e45606e5eb89e311f93572ff40dbaff0bec20b2aa8619830c`
MD5	`217119570ee9f864985991ec99fbef85`
BLAKE2b-256	`3b80bef97ef90d4a3287d7592013cfd86f42bce7dc8ccaf3680081037632ffa1`

Hashes for ckmeans-0.2.2-cp310-cp310-macosx_11_0_arm64.whl

Hashes for ckmeans-0.2.2-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`2116bbfe4fb69220392fabbff662e936747bd2a0ba831e89cc7e33ceb9778528`
MD5	`4bc6bac66673d8736893b9fdd03ec516`
BLAKE2b-256	`b35cd7a090f5a7ef1fd648f0ccf216e99dc6945c0ec2f1032f7820440b0515be`

Hashes for ckmeans-0.2.2-cp310-cp310-macosx_10_12_x86_64.whl

Hashes for ckmeans-0.2.2-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`02193fa140c192b5189dc474309e96c4187c845786485a979449da5e14385bbe`
MD5	`bdecc5331df466f29efba783c752f9bf`
BLAKE2b-256	`c4da0c5cc66c4e53d5164275aa7eff3113ea1f69b292734da6ae8ca34359129d`

Hashes for ckmeans-0.2.2-cp39-none-win_amd64.whl

Hashes for ckmeans-0.2.2-cp39-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`60a170015ee49df91ea76ef84639210518d648de9da8cee3dc5dfc2bb65ca0ac`
MD5	`23312652febfee0691c92204f2c9770b`
BLAKE2b-256	`cb10f3a0cf420b546b6d267177ce29cd75103595af83863c76b8aadd4e7323a8`

Hashes for ckmeans-0.2.2-cp39-none-win32.whl

Hashes for ckmeans-0.2.2-cp39-none-win32.whl
Algorithm	Hash digest
SHA256	`b1810ddf10a1299049903fb60a295ab542401e372903342f1a5a28d67b97840f`
MD5	`82ae32d7745945e525d605ca876e66a0`
BLAKE2b-256	`0044f9d72e27796c71dc8aa17a410aebaaaa6e66cbe2f6ef8b40000d3a0f37f7`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`e4c3442c28996ea943ee51f699d73b14a6eede016a427651983d1d5b627efa59`
MD5	`25a2daf86c18153b326f971a29df5e13`
BLAKE2b-256	`6f97ff1d4afc568f59666cccdf9ba2f245e71c672677442538f82965ddd8af0f`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`bbb433c93257774b1e218167147af63b00cda029b3544e04f9da533931576f1e`
MD5	`99cc311cc587abec34a3986233b47793`
BLAKE2b-256	`da9d92c1032efa3d95f9dc9230e2b70449b581c81a93deed5765383c731cf428`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`c968809037945f513b87ac4f2580210d9ab09a4fb07cd8c503d26207f246201c`
MD5	`f4526bb18c8e035fec1b46ae091f3450`
BLAKE2b-256	`c8e901f434ca508bf77e00020b4fe5b1cb056e4d45ceed94bfdbda0506d98615`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`2884ab3818a2e8760b0cefdf6481bba4e2ba7c4c3014add7e524193548bbfae4`
MD5	`d205a95a203febfb707341ddd98c28bd`
BLAKE2b-256	`66ff1d01b8e9e0a010a854fac13d1d7c79d2c3236baf1e5ee657c40580b0045c`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`5a45fd8c7af9cdf2562660b3e37de2efe69fc602c9731e7433dd10bc4941aa57`
MD5	`89080710db6cee1068eebe850ee125fb`
BLAKE2b-256	`e158536b1952fb7be3e9debb340a7858b9645ab3f8ec6ce00d486c4448d7eaf6`

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`3deda42a7f859cf29502b5bcc106e9cecf0dc6976ce643a08995189a3e6c5069`
MD5	`e8ac0fa1cf8ab85e2b42e2d279c56315`
BLAKE2b-256	`c7edbe487bf34e0507c525a4325aa4c0044a4d9ee516519db7f858b2e1a89eac`

Hashes for ckmeans-0.2.2-cp38-none-win_amd64.whl

Hashes for ckmeans-0.2.2-cp38-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`80afd47906baba24248838fb915dabd06627709d91d3e1b879e75c45e5fb0122`
MD5	`d54565bfafd5ca5e509d78115dc0dc4a`
BLAKE2b-256	`47e8bdc82d2fc916f83029fc21a73e031a73c208824e4283b9ffb78c3c07be79`

Hashes for ckmeans-0.2.2-cp38-none-win32.whl

Hashes for ckmeans-0.2.2-cp38-none-win32.whl
Algorithm	Hash digest
SHA256	`654e43c531ff92d617a3276686f6a4ca3a601406c67617630498356fe873aa8b`
MD5	`76a4db24c91bc0272bd354003b4635d9`
BLAKE2b-256	`534073c5c3c3dd3d1a2ff00026b0874f472e25d14686ffc415f38f0bf61b5781`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`82a80eca7dc8d41f7b892be891952eacebc331b00b06949cd12a431526eb28a3`
MD5	`8ca50e9921314e78728aa5fea3b67502`
BLAKE2b-256	`6f734a15f378ac836be9e0464fdbdcef26cc3fa81514a5b46e57094c68b2a53e`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`0a737eb3631cbc2dc9a88055d1a31b4a9ac7b9e6f6b6af4d5393e515b610fafa`
MD5	`6213973651cdfcc1ba32819e3d48a750`
BLAKE2b-256	`ded006b90dbfeb9b03023b30fa70c76f53cb9b30b3efd5e303b9fbc17e3193a0`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`04b4f4da80ef08f78da1c20311cdb4276a7a0baea05226aba64b4c2a44ee5a01`
MD5	`d447f54f44af06527f7f3e22ab36f286`
BLAKE2b-256	`7e3f6c111e70f596c1ec7d09ec889c561ec2b7b2249b477e66c658a68410fc38`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`90176ed3e92f31cf5ccc056bd498d601f862d0b4f5d0d0900323e981a53c9ba4`
MD5	`c673ff5442fa0600b974beed527e79e6`
BLAKE2b-256	`c98d08b9ad1b1d9f220bef5e0f6737fa66581a1e0be5c8425c0395f54f46c2d8`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`c69eaad5e7499d89208c0bda7d7a5ce608dc0fe6774ae3337a48a16dd36efe6a`
MD5	`18bec72d912e28270b1e6f679687a5fa`
BLAKE2b-256	`0ee82ed74eb788233f6c206f32046b099471f5852814a1ef650ea569d02fd792`

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for ckmeans-0.2.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`71c4b1cf2ffb52c577c7c8e707027aee9fd54e1aa7c9c260d1780741542fda49`
MD5	`d3cb360a910e6eff7bd9777fbd2dc761`
BLAKE2b-256	`4c36c5ed37c872e5d2b6d7b3dc7a108f5abee586a7643cf99a96d85b9ec5d342`