fastcluster

Fast hierarchical clustering routines for R and Python.

Project description

This library provides Python functions for hierarchical clustering. It generates hierarchical clusters from distance matrices or from vector data.

This module is intended to replace the functions

    linkage, single, complete, average, weighted, centroid, median, ward

in the module scipy.cluster.hierarchy with the same functionality but much faster algorithms. Moreover, the function linkage_vector provides memory-efficient clustering for vector data.

The interface is very similar to MATLAB's Statistics Toolbox API to make code easier to port from MATLAB to Python/NumPy. The core implementation of this library is in C++ for efficiency.

User manual: fastcluster.pdf.

The “Yule” distance function changed in fastcluster version 1.2.0. This is following a change in SciPy 1.6.3. It is recommended to use fastcluster version 1.1.x together with SciPy versions before 1.6.3 and fastcluster 1.2.x with SciPy ≥1.6.3.

The fastcluster package is considered stable and will undergo few changes from now on. If some years from now there have not been any updates, this does not necessarily mean that the package is unmaintained but maybe it just was not necessary to correct anything. Of course, please still report potential bugs and incompatibilities to daniel@danifold.net. You may also use my GitHub repository for bug reports, pull requests etc.

Note that PyPI and my GitHub repository host the source code for the Python interface only. The archive with both the R and the Python interface is available on CRAN and the GitHub repository “cran/fastcluster”. Even though I appear as the author also of this second GitHub repository, this is just an automatic, read-only mirror of the CRAN archive, so please do not attempt to report bugs or contact me via this repository.

Installation files for Windows are provided on PyPI and on Christoph Gohlke's web page.

Christoph Dalitz wrote a pure C++ interface to fastcluster.

Reference: Daniel Müllner, fastcluster: Fast Hierarchical, Agglomerative Clustering Routines for R and Python, Journal of Statistical Software, 53 (2013), no. 9, 1–18, https://doi.org/10.18637/jss.v053.i09.

Project details

Release history Release notifications | RSS feed

This version

1.2.6

Feb 27, 2022

1.2.5

Feb 26, 2022

1.2.4

Aug 22, 2021

1.2.3

May 25, 2021

1.2.2

May 24, 2021

1.2.1

May 24, 2021

1.2.0

May 23, 2021

1.1.28

Feb 3, 2021

1.1.27

Jan 21, 2021

1.1.26

Dec 31, 2019

1.1.25

May 31, 2018

1.1.24

Aug 20, 2017

1.1.23

Mar 28, 2017

1.1.22

Dec 7, 2016

1.1.21

Sep 19, 2016

1.1.20

Jul 19, 2015

1.1.18

Jul 16, 2015

1.1.17

Jul 3, 2015

1.1.13

Dec 17, 2013

1.1.12

Dec 10, 2013

1.1.11

May 24, 2013

1.1.9

Mar 15, 2013

1.1.8

Jan 19, 2013

1.1.7

Sep 20, 2012

1.1.6

Aug 23, 2012

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MD5	`871897f402ebda90811529efe40c3e66`
BLAKE2b-256	`9123b98b7c8c51141e45de9c64345f8837ba874812e8f1d323727daa7614e5a1`

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_11_0_arm64.whl

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`8bac5cf64691060cf86b0752dd385ef1eccff6d24bdb8b60691cf8cbf0e4f9ef`
MD5	`5c718148aecab653789da05e154ef215`
BLAKE2b-256	`28bca6f3c7d76c8d83e0258fd5f0ac6d7eaf95b9925e004a90383cfe6ef2b665`

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_10_9_x86_64.whl

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`6a7c7f51a6d2f5ab58b1d85e9d0af2af9600ec13bb43bc6aafc9085d2c4ccd93`
MD5	`d6e559acdf39a0c482842d35cba46108`
BLAKE2b-256	`0482ce9970726a4107d326e6de65094017a260aee3282995222ddf7bfeb2f8fd`

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_10_9_universal2.whl

Hashes for fastcluster-1.2.6-cp39-cp39-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`a085e7e13f1afc517358981b2b7ed774dc9abf95f2be0da9a495d9e6b58c4409`
MD5	`8101e18c83d0179b2ac4094674e6bc8a`
BLAKE2b-256	`0c060d8a1eb095e8d1777a7ab975729d4c6071e5e9370ae8359454f3cd630c16`

Hashes for fastcluster-1.2.6-cp38-cp38-win_amd64.whl

Hashes for fastcluster-1.2.6-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`a952a84453123db0c2336b9a9c86162e99ad0b897bae8213107c055a64effd41`
MD5	`e4ed52ca6c093f86001739b1a57a508c`
BLAKE2b-256	`46a9479d43af24e10635101fef9b45fcd9bb6fa7f8aca48a8f265c37c47071c1`

Hashes for fastcluster-1.2.6-cp38-cp38-win32.whl

Hashes for fastcluster-1.2.6-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`ffdb00782cd63bbf2c45bb048897531e868326dff5081ab9b752d294b0426c1d`
MD5	`092d4bd587ca0cf36e978b79f9fcab59`
BLAKE2b-256	`49f581ca2a21ccf19107739ed30c263fdb9bb8a091107ba585ae70327877d4c5`

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`11748a4e245c745030e9ddd8c2c37e378f8ad8bd8e869d954c84ff674495499f`
MD5	`d0f01837c90b2f27c97fc485b98204e6`
BLAKE2b-256	`4dd4f778681bc40302d23040e6c6590a30408a9e3a6bb8b65f036bf43f8e2f5e`

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`aa4a4c01c5fbec3623e92bc33a9f712ca416ce93255c402f5c904ac4b890ac3c`
MD5	`36237aad28c71383032ec0945dce6823`
BLAKE2b-256	`b6ead7a4f4b4f14584d4585dd54b0d2ff9e7624d22693c923619675ecb382178`

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for fastcluster-1.2.6-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`7254f81dc71cd29ef6f2d9747cf97ff907b569c9ef9d9760352391be5b57118c`
MD5	`677178e217a68cf230719dfff0e3614b`
BLAKE2b-256	`f6237b95da9ebf24294f9747ceb908c0cbeaf5b6df57a878f0882418cad23dc2`

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_11_0_arm64.whl

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`6e51db0067e65687a5c46f00a11843d0bb15ca759e8a1767eebac8c4f6e3f4df`
MD5	`5ef218e314154cd627912973d661fc60`
BLAKE2b-256	`dae9d9b9fddcf6ac3dd1466f1839c939ed8badbcf8e86ac0d2b2b88f2d129a2f`

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_10_9_x86_64.whl

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`0bb54283b4d5ec96f167c7fd31921f169226c1261637434fdae7a69ee3c69573`
MD5	`1557a88d2168401333f61935c18c0bac`
BLAKE2b-256	`3d75695daa6c2ad2ccacfa19f57cb93750c6e6c984b14cfa6fc47ea4e6f06b67`

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_10_9_universal2.whl

Hashes for fastcluster-1.2.6-cp38-cp38-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`a5ceb39379327316d34613f7c16c06d7a3816aa38f4437b5e8433aa1bf149e2c`
MD5	`8debb1ff995978322d270c60f408eeb8`
BLAKE2b-256	`2b40adf82f45fc6470f41e27626c4aaf0cf8ab3401089c9e3d81df02068fb2a8`

Hashes for fastcluster-1.2.6-cp37-cp37m-win_amd64.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`03f8efe6435a7b947fa4a420676942d0267dac0d323ec5ead50f1856cc7cf96f`
MD5	`bef78487d0be91ef60b3ceec20b90742`
BLAKE2b-256	`078e95cdf428abcb4a7bb4fc57d7f7c0bdc1b66801cfa0f33240e6cc8a18c8d2`

Hashes for fastcluster-1.2.6-cp37-cp37m-win32.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`58958a0333e3dfbad198394e9b7dd6254de0a3e622019b057288405b2a4a6bba`
MD5	`85239905b0b2fa0119f042bc66cd8682`
BLAKE2b-256	`127048a40d7bdd66e688bfbb541668ff8317e588461ed37a47de1fa06f175f1b`

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`06df1d97edca68b2ffa43d81c3b5f4e4147bc12ab241c6585fadcdeb0bfa23ca`
MD5	`10e9827979693af772a2528ed9417c99`
BLAKE2b-256	`ae439855d75971c28d00a68607c82a58a5cb09496e52ec64cb00739dea97baec`

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`4093d5454bcbe48b30e32da5db43056a08889480a96e4555f28c1f7004fc5323`
MD5	`2ff06a564be145855268f698213fb038`
BLAKE2b-256	`7d337a8c57ee0e0a5df23fccce6058cebfebcc37d762744d24a7c273c9b518a3`

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`ab9337b0a6a9b07b6f86fc724972d1ad729c890e2f539c1b33271c2f1f00af8b`
MD5	`352141400ed1d9e7174d218412e8331f`
BLAKE2b-256	`5f755531f536f3fa448a3c50f41d2f84fb4264b4628acfca9fca0ed5d5c19659`

Hashes for fastcluster-1.2.6-cp37-cp37m-macosx_10_9_x86_64.whl

Hashes for fastcluster-1.2.6-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`c61be0bad81a21ee3e5bef91469fdd11968f33d41d142c656accba9b2992babe`
MD5	`afa334abe9643eab86af701322e50a7e`
BLAKE2b-256	`09ee8c4c236672a19af9cdcc74d427be0ba77471fdfdc97e55c1fc63c35c685c`

Hashes for fastcluster-1.2.6-cp36-cp36m-win_amd64.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
SHA256	`8d3c9eab8e69cb36dcdd64c8b3200e008aedf88e34d39e01ae6af98a9605ad18`
MD5	`f293993a2e0e03f710414b92dbfc0835`
BLAKE2b-256	`1ad4f7039cd68a860690fe17698ba61c06474da0ce9cab0ce7fc38d64bd2acc2`

Hashes for fastcluster-1.2.6-cp36-cp36m-win32.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-win32.whl
Algorithm	Hash digest
SHA256	`86a1ad972e83ba48144884fa849f87626346308b650002157123aee67d3b16fe`
MD5	`972d3fd203f128278fa745cc3dfd5d68`
BLAKE2b-256	`f98f3790c9c0a4d2ae0bba94194325eca5e404611d68a4aeac43c72a031a00c4`

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`cb27c13225f5f77f3c5986a27ca27277cce7db12844330cf535019cd38021257`
MD5	`92f478f5ab64e3d5b36c9284e74fcdaa`
BLAKE2b-256	`5ff828d952013f3142d9b17e35f8c8dabe50b49c95513757c2afe6c75580a958`

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`c12224da0b1f2f9d2b3d715dc82ecb1a3a33b990606f97da075cc46bc6d9576f`
MD5	`d306f92567f4fdbc5f235cf850a04876`
BLAKE2b-256	`17a3dc6a5d830204c94707bcd909af711ac6376158430de8536b6b5b530ba1c6`

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`5fe543b6d45da27e84e5af6248722475b88943d8ef40d835cbabbb0ba5ee786b`
MD5	`69c16580abd78491a77aba15e80d7eb8`
BLAKE2b-256	`bbe57a2ae5a587d9bb709eb58498695f16caa61c989fa13b3d9d2dd1bce83668`

Hashes for fastcluster-1.2.6-cp36-cp36m-macosx_10_9_x86_64.whl

Hashes for fastcluster-1.2.6-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`cf5acfe1156849279ebd44a8d1fbcbe8b8e21334f7538eda782ae31e7dade9e2`
MD5	`54343f41fe9b64d7fd37d152cf6d572b`
BLAKE2b-256	`7e96b97adb20cfdf6ee5649b62c59ded3f5467f8cd88a4084f72bf1697b1180e`