Python package for systematic assessment of clustering results stability.
Project description
# ClustAssessPy
ClustAssessPy is a lighter Python adaptation of ClustAssess (R). This Python version includes ClustAssess’s main functions, such as calculating all ECS-related metrics and evaluating and plotting clustering stability in the dimensionality reduction, graph building, and graph clustering components.
The package allows for a data-driven assessment of optimal parameter values for dimensionality reduction (e.g. choosing between UMAP and PCA), graph type (e.g., shared-nearest-neighbors vs nearest neighbors), identification of the most stable community detection algorithm (e.g., leiden vs louvain), resolution that produces the most stable partitions.
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| BLAKE2b-256 | 9f8fb7b41543b9c9bb7a9e5760abd52b8bb2a9665291a21bf9e4263e8b20c38e |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | bb9bf2db93d9d624d46a2fe0212d7958cf41e2931183990967389ec7586d871d |
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| MD5 | 80452e1be26b272104d3ad84ba221528 |
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| BLAKE2b-256 | dc7e43ad191234e575ee0c35d09b5ac2aac0efcb7f36df06e8984bf479af9507 |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | d45c1b803a5d4e96678e452babf2c63b761b7ff752d3380446a2db492296af2e |
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| MD5 | 0d3ae5b227ceec384acb906cd0ac099f |
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| BLAKE2b-256 | bfd7a4f22d815741641c719a4f731d14c96d47f43ee74b37782f250acd9d93c1 |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 652e89599c871a9551b3d5fde7aa2371374e91a59f19df9fd3699f6a529872b0 |
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| MD5 | 641b109d34defe6a2318e55cb3367762 |
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| BLAKE2b-256 | 616e6235c5213c4a403764def391a8eff415249d42f6292ae8b1e726f7cffa1b |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | db452eebae89cb12a7f781cd9b87ef01088e267c93c41a894c82d5cf6cf7fca2 |
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| BLAKE2b-256 | 03fb1e4e390854935df79f62ee05cdc47296042914cb5ba7ad0c322320dcc2e7 |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 8ae49a45cb8ad060ca693a75e36bfd276e379d159af2985c4b72bd2901fe344a |
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| MD5 | b572796c0bd124c20aa1c68a50324c2d |
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| BLAKE2b-256 | e24a033a5e733ee82431ec416b551724cee5e74c7b87bae30dde8bb3f8bb2c97 |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3c0e1419bc86ae84055a5360e90c27d4594a5bff9b7fae61b0bb65e6ce21ba8d |
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| MD5 | 4ea05df4c30ebfef142571395c43388e |
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| BLAKE2b-256 | 64ecd870495fda0bb82d10f0b60b1d11462ce6d9541f70c5d5ac5ca0f8289400 |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | e332c82a6dbbc6f556ddb244aec80f495646a64d423ea68adec33a60ea06a8eb |
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| BLAKE2b-256 | e9446d92e0e6d99579d7593640218797764e4ae66898dc03608a10a53d71723c |
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Hashes for ClustAssessPy-1.0.0-cp39-cp39-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | e39de8712e801504685ac9e974ff15b3b7b9643f84ab47666f8e2c524fe89dd0 |
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| MD5 | 9bb0cb9d3228fd9abf27ef6d4bc9db8d |
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| BLAKE2b-256 | 6679e298f288e5e24add1f73e2badbc041beb44da823285d34a70342b2e27102 |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 9e083ef53d7e3d37735662b15bfc368741375eee55e9517ba94bd328ffe731f4 |
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| BLAKE2b-256 | 1ac73bc6280bdbffec9e0cd454d6c2ef6c83096f798614e95df839a2bf5184c6 |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | a8694c97f4ff5c5c1a873e7f812dc1cf9badf9488e073f1ade20cd1c5492d870 |
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| MD5 | 1b4c44472d49c1d0cb2f82a28f5f6e6c |
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| BLAKE2b-256 | 4993d6cb11ef1be8f5b19dff184958aa7e6aedc349c9cf7a73ed4a04605822d5 |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 99616a23efe68f029c2a4c4cf97d7cf6d2eae8abe3186772f2464ae81cfb7c3b |
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| MD5 | 5e7f24e69273d7764adfe83ab2083099 |
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| BLAKE2b-256 | 25b75f97d5418dee0c64f0ad43e7ae7b1735c23eeab250d6f4307f68ac74941e |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | fb98da71efa9771e87c12ee89ca8efd8edcdd07e5b0f53f21a8b2f641e8541c0 |
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| MD5 | d02eddc1194b166b4bfd6689eb60f110 |
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| BLAKE2b-256 | 57480eda86f36fde611539fe4e49b8bab97826e45df97f4cb8fe8f4cb69d12b9 |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 206e312d949c5703a6912807bafa275626c939b4e58ba024ac32483f2e4ef941 |
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| MD5 | 3a4816f83a98bcf997aa646de300c2a5 |
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| BLAKE2b-256 | 8026eb3d8bad198c323054fd7d9bcd75478731100b76e94301b4d29ec76a8d6f |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 70ca6122169644896c1b527c71e4f9dffed0c1f864f9d66abedbdad3c9b41ca1 |
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| MD5 | ba717d329d2c957653702e696d15f675 |
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| BLAKE2b-256 | 7e94757a897fe3c3dd96197715bda828fa62bf1f6c8797c89c9214eb147c5133 |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 22f85a17145f99387c9d9c1fdcf8d6bd4f6f08aba370e0a765e321cca2b8516c |
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| MD5 | a6fe1d69802a8405c38141b9c5bd7076 |
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| BLAKE2b-256 | ac65b37f14d0c25a26eba736409f4a8a884dc7a68b815b8aad00457b991bf0ba |
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Hashes for ClustAssessPy-1.0.0-cp38-cp38-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1e0520fc17b411988c9b1752a28205b8d561c2ca84d429fa5e384bda911b7a13 |
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| MD5 | a44a43d90d52a9c02bd827ef1bb95858 |
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| BLAKE2b-256 | d35028071771025b786ffe2f8905dcc10e5757c1ce3e807610fdd54faa7d7de4 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 5afd4de3321506215618e9a8c3d5b3ae076c90e72432f82ee2c0b82ad6df73ee |
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| MD5 | 45de5a6f30b8bba1c8da9076bb751210 |
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| BLAKE2b-256 | 1d380fc927bdab75818a3a890dbbabed78bf3607302a2c4c9ba49bf7e7ab1c81 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 6685dc9f413c4481a5b9729cd1b5ceaaa9fc00365a1cd9c289a821c913540198 |
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| MD5 | c9543744acdbbf49122625a515497a8f |
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| BLAKE2b-256 | 7b6e19d816514bf4813cf61e4a44800a7706e56fe33725f7dea6f9c7ad981cf3 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 48f97122877cfa250d2e871537c8f2d529f14d53e0de8197785de1f41fc2d3eb |
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| MD5 | fac62dd907ce786912f7a127d6ea365c |
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| BLAKE2b-256 | a54a6929491cf81953f54cbe1225744ada773e5aea0e60e1ddfbb6b1f7c88629 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 4ed76f6e5dd9c2891d37d62eee988f8ae4250885a672a4edb7275f0f8d9ef1b4 |
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| MD5 | d396a268283105999eed71972d343a6a |
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| BLAKE2b-256 | db3203683b730bc5aeebe0c84d4a635cc1d2473c147be9011577efb5f471749b |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 95f6bb03a6a240cdded32dcd16ce5a9b977546fc47bbdb864a7153b4e3fd720b |
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| MD5 | 8daca60f027c7af118ed35d94bd5fb78 |
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| BLAKE2b-256 | 628917478625f71914d4a4ecba9ad695dae31a9148f7d6174e0b76a5905c2186 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | eb5d5c4957583d6213e621b6b6222d49a471db0602ce630180db79f5e5133abd |
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| MD5 | f8b368ddc5a59e6cce9ab4f8602d157b |
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| BLAKE2b-256 | 740843a031836049907b0ebb4183733c1ca23f9ceabe9e220aa2588c7d9c4a42 |
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Hashes for ClustAssessPy-1.0.0-cp37-cp37m-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 8c18c6114c02cde1c4af493a29d60ac99d807e4ba3435f139afccc7599ef85ac |
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| MD5 | 7bd7442c2abb4145378e23fd8f50e990 |
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| BLAKE2b-256 | 62daf05cc7737e9738e69789adf12c3feafd6b3a1a5ce38b9f2f249b62a23d0e |
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Hashes for ClustAssessPy-1.0-pp310-pypy310_pp73-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | ceb9b113c1992482c8091bf4932e8ff176be0d5e680ef4230f1037f8b359c0c9 |
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| MD5 | 884aa1760d053d42305170a1da668849 |
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| BLAKE2b-256 | b4333002bb1e922b3b164df0a1feb8df5522976eb72990e108edbdc97fcedb68 |
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Hashes for ClustAssessPy-1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | bf9567b5641567cfa0af326dbf71a64361310d13b380d0bc7744955cee5a1a5d |
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| MD5 | 816a3748b0ea58e2fb4d5c9fa7d2c6e1 |
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| BLAKE2b-256 | 205b2d599f0321d6e43e776533c6663eef7d9be84de3d88de863e38909c13986 |
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Hashes for ClustAssessPy-1.0-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 5919241dfeccec9576967ee6df9a50e2a998f5cdd326882ca29cfd7e55209af9 |
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| MD5 | a457e558435773f58ea443c01df059d5 |
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| BLAKE2b-256 | 6ca139817075c431aef9b0ebbc18ac62d35052236197efe316fd4e81d97b2573 |
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Hashes for ClustAssessPy-1.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | bb58033dda4d3ccff23c1439584a1769df2e4745229e67192d9cd304d0b0aec7 |
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| MD5 | ce4431eb1192da0525044928091400ce |
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| BLAKE2b-256 | 647a78e433727d79822e46a42b29e15f03ce547ec4f4ecabebb06a9288ab82d5 |
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Hashes for ClustAssessPy-1.0-pp310-pypy310_pp73-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | d0b2719325b1f140f2c7797ff762f4431d77d425cb72ebf618dee3184aac403e |
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| MD5 | 34f572b2eb35e2590198df31814ddd66 |
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| BLAKE2b-256 | fe37ef22ef2dcaad5e767c4f16ebc1c6cf88160e8118b797f2221e473c72354f |
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Hashes for ClustAssessPy-1.0-pp39-pypy39_pp73-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | d056ee8998622be3214ab03bca6d7a7ac56b4111c01e006bc62725fa0d43dde4 |
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| MD5 | 3f39faa5df00d65a46e0ddcef0b6f33e |
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| BLAKE2b-256 | f109cbbd86de4f567ce313576bfb3c8f73ff784888d4b1b427674e1a2b16fd01 |
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Hashes for ClustAssessPy-1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | fa81e45e4ed9d8bb8224b6bbad85c5df3d55a7aad144475922eaea576b056cf4 |
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| MD5 | c272f251d6f60ffaba91f9b00ca815e8 |
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| BLAKE2b-256 | df0cfcb5cf6989287a6d498f5fa3732282c2994da16a98f70423e7406f800a7c |
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Hashes for ClustAssessPy-1.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1a72caa1b74a17963c7e0315f522c42caea72594f2165046aad27c5cea020863 |
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| MD5 | 49a9afb3b41f6f14e3d9885e74f40900 |
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| BLAKE2b-256 | 6e48e7430296348220247a6345466e9e3e0725ecf6c0b48fd53a496d22dbeb51 |
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Hashes for ClustAssessPy-1.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3f3bb60fda1a3397dd143317063db286256775c2c434a952e7b8312b7dbe739f |
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| MD5 | ee5d62c91d3e15f2fcb4b1dd469e0863 |
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| BLAKE2b-256 | f3e73f124ca8b90577f2d2ec86245e80dd72824e8304855f8381a638ac014669 |
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Hashes for ClustAssessPy-1.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | eeec3fceb73d564999b5d3d5f218c67efbc0413ad932203d5562ba47795ebea3 |
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| MD5 | c71bd52865da89126320c00c50ff158b |
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| BLAKE2b-256 | 5527093abf450fc0358664b8888cb9a6be49c3f6cd45210ecd05b46fab19b28f |
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Hashes for ClustAssessPy-1.0-pp38-pypy38_pp73-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | cf0007ad33a1f60c3a866631b0b32fe079cbfbd3352dba6e8b07a69765040b61 |
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| MD5 | 16f8a83481aef9c2f2eb1d3996f60d0c |
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| BLAKE2b-256 | ea2a3846e2a2e186b9c5159a5a75fb9164001cbadbf553dc4970729188d450c7 |
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Hashes for ClustAssessPy-1.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3c3a728718f274fb6d0958102f0fcdf7c836b3cbd646c6a06ea17f18b9a3e9cd |
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| MD5 | 59693e1bb80c94b8cbd533cb21944b91 |
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| BLAKE2b-256 | 6aa7a7ed085cf2c94c8ca7bcd293d6323032d844444943fc58fc3bf3e76f9acc |
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Hashes for ClustAssessPy-1.0-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 17e2c857d01b1070a37466385f5f57d96b321db73ebd942872045b044d85c188 |
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| MD5 | 65adf95df25a2a6fdb0c49837f7c443f |
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| BLAKE2b-256 | 85dabc00af8a87b8a2defa367f242b148356ea499ae033f9234329995ddc7f49 |
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Hashes for ClustAssessPy-1.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | f8c4b1e5fb66c459ac6e6c8331d0421f965e1f79ca19c8a6444b9e115ed79b2c |
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| MD5 | e00a16be000636dadd439d7d549e1d8c |
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| BLAKE2b-256 | bff3b23059ecede31c72b7a316ff27350ed946efaa4b32947776b26c33f29062 |
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Hashes for ClustAssessPy-1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 4e9e0360ac45f341233bc043f37f8552d0e7911c5e0706de98c5e55c6d7f582e |
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| MD5 | 8dbe05ec15833988b08f8a87d0253470 |
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| BLAKE2b-256 | 8ba95e3979a385b99ed0c5352dc0a3586f741b7d2919dfd94ef5559aee9ab223 |
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Hashes for ClustAssessPy-1.0-pp37-pypy37_pp73-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 90c62cb08184d5d8fc94581dea28833f198596f55ccd18d2d9416700dafaf95e |
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| MD5 | 034566c2029a57a6200257d4ca254748 |
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| BLAKE2b-256 | a2ec9d732bfb6f7b587e28c9af0ab8d09ce26a64b31f8ecb1b6ddcd3a495d440 |
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Hashes for ClustAssessPy-1.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | b39032faedeb61b38dec46cb53102aba9d8dbb0de0e63ac140a43758a9363c8d |
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| MD5 | c4488597219f78c72de68110e50cb25f |
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| BLAKE2b-256 | d54631f5f9692da2a40d7500cefda0cbbfc567d8c8ce2f07461342f68cc34faf |
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Hashes for ClustAssessPy-1.0-pp37-pypy37_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1d07793de23f627366f357e17be74ffd6e4c73aee35c892b60313f129d8161eb |
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| MD5 | 518e762d9c1877bfd811919e0dfb9f9e |
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| BLAKE2b-256 | 9c631ee916450d975708ff9e0b208bf5632b0d3e9e2e9a67694c8a58b3eb180c |
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Hashes for ClustAssessPy-1.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | be14939cb6c38b9691121bbd08046113a2e030d1a246d6e4ec549d883a3b4ffd |
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| MD5 | 9e87bef4d6a753bbc68225fbfc3b0388 |
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| BLAKE2b-256 | a75cb71044c583541ab0a3b7ccea9f3ec2aaef2d371a35c23e8cfd37367eb8ea |
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Hashes for ClustAssessPy-1.0-cp312-cp312-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | e5b85e3afca604766370f66eafc89aec58a9d02859f0b1206863938394563792 |
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| MD5 | f7920d0f1f615788cdd063f56e985c6f |
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| BLAKE2b-256 | 8177b4c3a2a8d052ed577edbd4c8fd4b9df8ae867f0b42fc9d408bf093114d3c |
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Hashes for ClustAssessPy-1.0-cp312-cp312-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 56c96b096fd8e8e32ca6803a136768cac54408016c585046b7fbb92467b7294b |
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| MD5 | 16658bbad2350241054ced3f534a02b5 |
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| BLAKE2b-256 | 51d29ae79b7f65af47d6093c6a44e2ab24716d2ca5dbfa24bd2a2b278d05eb38 |
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Hashes for ClustAssessPy-1.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 5e8acdfdb68fc9b2a4829cabb27a1bf564976581b14f6865d6827b3c1a13b8af |
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| MD5 | 3587e1cf6c800881ba016a5db46b1f25 |
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| BLAKE2b-256 | cfecdd2123232f8fa7b4d902673a4220055811cc56d2f476587599c3bec6f059 |
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Hashes for ClustAssessPy-1.0-cp312-cp312-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 78a74faca3f7734f7e441d0315e8632042b5e2436714e6f3253df1abc606cb4f |
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| MD5 | 54e8db12e99596ba5c74a0ddfde3b63a |
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| BLAKE2b-256 | 5d22fd8c49e2e9c75edce9bd5dcfd818689e45dba87d92c0d455944d293bb3f5 |
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Hashes for ClustAssessPy-1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | b907da85b3af225372ba2ca35bd896f618f1f6222af4e47dfe210ed09af02c24 |
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| BLAKE2b-256 | abd8ef04d76d4e91ca209f9973204f3f78a53f5a63b702b2acd6196132ed4b75 |
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Hashes for ClustAssessPy-1.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 309c8a553fa77531d0905903af0f28aa725216e50d0ef7624395f139b6241eca |
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| BLAKE2b-256 | 2780dd4fc79ea5a71dad57e5f4a95d50a1051dea48cfd41aebfbe5210f516cf4 |
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Hashes for ClustAssessPy-1.0-cp312-cp312-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | a403c17ff8dcfb80399cec80ddae05167591dca6fef1507ae5bca51447d80667 |
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| BLAKE2b-256 | e4117ba9ca28f64e4291973a73e1da0954ffdb0021b2b5db8f9c277ec278bc9e |
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Hashes for ClustAssessPy-1.0-cp312-cp312-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1369d84f13c9c0366e42787e1d3aa4f9f3c66257d63685803fd1e3bdf5f37528 |
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| MD5 | 3327c7376366cd1d89442dcd0b308307 |
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| BLAKE2b-256 | 180c85d517edae3d29a8dafc6daeba33923d07260013365529475d7471b2e643 |
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Hashes for ClustAssessPy-1.0-cp311-cp311-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 5ba469d2548d0e7e4090b761fdea8a41dced798ff16311282b32c1945c98065c |
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| MD5 | 1bf0fca344ce6baeb299d46697153ccc |
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Hashes for ClustAssessPy-1.0-cp311-cp311-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1ece45d575e193fc14762dad7aa73f463921edb2ea246099f7f697c4c59d3728 |
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| BLAKE2b-256 | cc3d9e48dee3ae6c8449ac28d14570641f235ff9f4a5b4d69c408005d47ac9db |
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Hashes for ClustAssessPy-1.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 7625a0995f719698f032791e97c6f63379f9f6fe2c13f58d19aac84ef93727cb |
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| MD5 | d723add51b49efa523c1265351932b38 |
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| BLAKE2b-256 | a59195e916681beaa1ef7e8f9c067f09a94507eb56c12452aa9d8b5557edf7ff |
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Hashes for ClustAssessPy-1.0-cp311-cp311-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 6c044e9c7bfa87df2dae3757cda74367d2fea4114b2501a07e79353d14a674c2 |
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| MD5 | e734ae4e623336e12042b4b780168133 |
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| BLAKE2b-256 | f8cd40826a62685b5e2c3ec9b6f4dcadedad4e0b528a296b2f8198d7afae92e3 |
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Hashes for ClustAssessPy-1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 7c2ccaaeceea25cfd5e8be7ff736bc33e73fd91c1dcd667cd5722462ecc87e49 |
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| MD5 | fcefdbdc483bd1fa842f7d1fb443cabd |
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| BLAKE2b-256 | 856060fd9717a7691b8873e5c0d4aca4782b688b861e24d037e34627b3287346 |
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Hashes for ClustAssessPy-1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 11e6fbc80b3222997bd042a638bb151a88af8e6a9d06dd39864a38868e211932 |
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| BLAKE2b-256 | 4766e408542de81d81966d0286c1327b5bee58817bb7667ceecdbc10a1093711 |
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Hashes for ClustAssessPy-1.0-cp311-cp311-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1f5a359dbdb72e054b127608eb421a305d79ba7b1b4df5c145696702888c857a |
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| MD5 | d3e24c7a04f31cfd4d2653ac9a45360c |
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| BLAKE2b-256 | 67963013b0793c86c6df3acafc54da884f9e284caf9c2cf56376ce36ea28f278 |
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Hashes for ClustAssessPy-1.0-cp311-cp311-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 276df4a84bd4e43283f1f3416191c5c9e9725b677d6ffadb6ba8a684e317f14a |
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| MD5 | 7af61b3b3a605202d04894dd41deb28a |
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| BLAKE2b-256 | c003bf6caff1341378363f286bca0f3ff2510b5e71594e9c7f60400e84aa5880 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | db2c03b1104e7fd008ce9b2b5bc54e8940496a94e4c8e0cb148e3e46ec3d80bd |
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| MD5 | c5977a3c3ee305871a0b28e356527e21 |
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| BLAKE2b-256 | 5d18b4fd92542f6323c7e0967c53730baa018dae4e52a7128f2c251e3c555cb1 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 04a41d7e20d0cd7da4cdcef6f16d67453c3817fb5a7ed184be08efedec9ca36a |
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| MD5 | e3e19c11be7c28c74ea5840be6e494e5 |
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| BLAKE2b-256 | adadb840518f5d7676e0499d44eb4c6bf7fa4800c4e41c40df36aa96fa995d44 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 214c0a0155c7799293a5284b11e9f424effe3a699deb55cac68dac269a89503c |
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| MD5 | 09a2980d9d6630fccc50a6f233bc102a |
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| BLAKE2b-256 | c8f846eaf4aefa252dd57153e543eadd6066f87dccfdd92e18b1e1a40a220b22 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 4bdf6ef920c482316b35ab007842c34d0632ea2510a39b1afea23cdb483df509 |
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| MD5 | 1dbc357d75abc645d608fdd91c3fe01d |
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| BLAKE2b-256 | 6b18e5547bbdb527ed1893166734bcadc7c6c66df795f966542f8f9f9692f12a |
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Hashes for ClustAssessPy-1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3269031af888913a0f5a69ef5f9338fab2dc7748a3b923cdc0267e0fe0c7b3f3 |
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| MD5 | d7f8f96b9c78d8cc3a1f2cfe6c5f55fc |
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| BLAKE2b-256 | 4707c9c3a60282b649f7db29d733160411c65e046f1461c74641b2fb0fd4df3f |
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Hashes for ClustAssessPy-1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 15483e46a30209d885057bdcd2c137b451987e42d4df9d662fc7c9813696edab |
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| MD5 | 5f47a68f54f2d480041676483a1b474c |
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| BLAKE2b-256 | abd9eb1868496b76c98157bb76c8dc5c1f53b4d99a02646210c2b39f7bbfa661 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 5138092a62155bd69fdd3b01e213498867f66d9cb83c7970a6ff3db7274ac4cf |
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| MD5 | 35b00efd74d76982999a00be2e250158 |
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| BLAKE2b-256 | ef7c75ff031810a5d9ad8498eca73060f518fd14bb85b1b4b1c7fce2f2fee8b5 |
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Hashes for ClustAssessPy-1.0-cp310-cp310-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | e30a9203ea07065c3fcc6330714f49032e15f81a1dacf17e05a3edd02faa243b |
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| MD5 | a4a5e7419ee1a27ceeb7dd0fa4da3219 |
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| BLAKE2b-256 | 708b073e23ec782823f2dc3e2f71badf9602e2b9967e76437fb311d1c4679a47 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 698f646564bf3789aff4fe39a6bf306c44e4653be4b72344e225d4463cfd26fd |
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| MD5 | 7b96d9e8ba41155ad22980acca1e08ed |
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| BLAKE2b-256 | 36e2ccf1724c2ddeb8f42051c8ad733b3d8174c6f8825f0d3a95a7a6c1411ee5 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | f1ff5540e5922c81c1fa7c2522e365e5f624b3e833014a27b597a3c14375a4e2 |
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| MD5 | e16bd6e514d18e456e076d1244883b46 |
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| BLAKE2b-256 | 914da184db728568fac3caf5e92e0a911a9ee554fa50f08df1f42a4de58c13be |
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Hashes for ClustAssessPy-1.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 983d6c6fac90e77b4442a63fe5b8e0385f05f32406a2a1883b407151fea66077 |
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| MD5 | d5f60bdbde87f14a010a7b70f7faa268 |
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| BLAKE2b-256 | 39c4e36fcea58e95756424a44d11373f002de158221a81e7025ac98115e9ce64 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 9a7d8ca1f953b6f96fd47ef5d4ea4964921738ae464528a459300cec95dee61c |
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| MD5 | 0599fdc791e4a216f6a03df07f02d2d3 |
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| BLAKE2b-256 | cf0693a0f9539b1dab57764dacb63b663e723e470d26819f9ab8ef591c2106c9 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | db1966a8011ba4ef310810a02181ebd00365896613e2c2579556d7663d908b40 |
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| MD5 | 2448225142c6c791764be167f191f46a |
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| BLAKE2b-256 | 8b550d6b20429a99bdb75fc5726caa8acdada45b535aee9a0bcf65f41d55e0c5 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 68c90406ac047d9e39eeacea585f8d4f8d267b6d9640ed2c67c9f3697c37a1e1 |
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| MD5 | cae87cf741ccdbf231bbe5eec58d8fd4 |
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| BLAKE2b-256 | 8cb01e6a0c311d10a70ecf5b18a9f991c67441eeed09b1ccff9256fa128d7d12 |
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Hashes for ClustAssessPy-1.0-cp39-cp39-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | aaf9d09153eab84909048f7af256e721d85b45a593686ebaba0a132370a624c0 |
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| MD5 | efc214c8b45a70cb5cb8d23f235f4f5b |
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| BLAKE2b-256 | cac45cc63953d655dc14994e3404a958d92fbfaa16cca1fc3dad242af945822f |
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Hashes for ClustAssessPy-1.0-cp39-cp39-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | e5082f8c5c85bf76b041df75cdc60383e958466ae407415a2d3ad0c9fb44b647 |
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| MD5 | c8b80820c9dffce8bb141876dd2485ba |
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| BLAKE2b-256 | a95ff055d0fc38caddd82acb9b11b2389127c276eb10e5de6133b13b010d6a90 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 4512a4c6281a9879c9da3426307a739dd06f4d9cb646a878b728f88aba155dbe |
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| MD5 | b96f09e4ed48e31fc1708e6378e85cac |
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| BLAKE2b-256 | 88db6223655d91d8910b123afd731539827cd1b9f2240fe157c7e61752461b2c |
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Hashes for ClustAssessPy-1.0-cp38-cp38-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 6a5b34ef7cc70891d284c7746500079981c9cd3be8e3787e1333f394414238f7 |
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| MD5 | 092db11a12ed7bcf1f6d8a3b1bc1f711 |
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| BLAKE2b-256 | b6989fd10d45c0634ac29536777f4103a3acdcb38124cba61c2f854e127ba0d0 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | f3c26d1f2b87334fce055ccfecf4838fc615bf2af73d2a00cccb442c2ff9fe43 |
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| MD5 | 70f30e08edc2154569fe2586a0357867 |
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| BLAKE2b-256 | fa21d2fcffb66509c323b8bdf781c5f3d23ed8c63d64b40fb5082ffa19d5f062 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 15602eee66c66448b7d1853f4f9663724c4a84688ae618bc06da5be8d1675cc6 |
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| MD5 | 0f5efce47141c057aa27b054778e8c42 |
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| BLAKE2b-256 | 6e6265b95ee8c3200ec0322afedd53ebe7aa539b7ce28f81d3e1d53fdebe9451 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | b33f5fcda1b64f0fd1f7b5c35fc0db5a0405f25aa43a44370bdc65a2ff18a149 |
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| MD5 | 856fc43f9ca248d16c60fb269d486ed3 |
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| BLAKE2b-256 | 42a6a19e48e253494e619c7dd6c71e90e9786013f735e7ab6f34c3cdf0e59ef1 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 59363545127afc8b433facd9a69563a1d31ac36b7bcbc7025076aaeb4a4b737b |
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| MD5 | 05159719a162edd7befc971ce2d496fa |
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| BLAKE2b-256 | e88568a66362b5753453a690ccafce277b42f253e1af455b59e640dc4ff108e7 |
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Hashes for ClustAssessPy-1.0-cp38-cp38-macosx_11_0_arm64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 7fedea8de87681fb9ee9595d41d4974ea3e195112e82f89871de66282056c614 |
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| MD5 | ea9def489b1eaeb0b68a34ef00a1006e |
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| BLAKE2b-256 | 31a4e5bd064fa556a707c8d30acd699e7b1d479c249b1440715d3e45d6bc732b |
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Hashes for ClustAssessPy-1.0-cp38-cp38-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 9bddede1834b510d57767f66281a5bde8a17e3bc6bad859bbcd6711d5ccff3dc |
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| MD5 | bae3a76b998c318e966614e623d1c4e7 |
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| BLAKE2b-256 | 85f72cdd9998291d9e59c76816aacde6264bedcfd929780f0c476b1d17a977e6 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-win_amd64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3a80ad5d8aa427d391b3bc4fe28e00cd3e722aa486aae2980c027013ab20c2d6 |
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| MD5 | 27bb13e749e5d8dcdcbdaf9091aafc0d |
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| BLAKE2b-256 | f61fa6f8f0eddc019c60c9457db8d7c4788e090e2247d75666e2d1fbb806bf14 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-win32.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | c5f43f2f9c18c563f528199ed66e42b885850290f57be80ca89c3776ccacf7ca |
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| MD5 | a84b270126353a84e2c3a0928e80ea3c |
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| BLAKE2b-256 | ccbed3749ccb132aac9f77fdd183cc50d7d8bdb8f10b7d32886a3fc9d08852f0 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-musllinux_1_2_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | dc4c48e778156bc2ce7040a20250303067e7c707325aa6c2ca76ce31eb67258c |
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| MD5 | a83306a6277e3fb819bbb719c1197ecf |
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| BLAKE2b-256 | 0bd24d998f795fb05190e4da4bc5456b033e7aaf8b258f82c474baba0b48af24 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-musllinux_1_2_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 19e2bd360a8880713e11a4c79dc436f7943aba57f2687849e087a00545165c1e |
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| MD5 | 612ef7e75e4d3ab251c4cdc0fe95cdff |
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| BLAKE2b-256 | 440d6b5d039e232226e01ec1d27bcc228196b6550ee093241a152e9d53f237a4 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 92c18a61378966029610402dc41e6dc31b300760513e65721cb347e07fed24b5 |
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| MD5 | 56efd60b4f2a9bd16c84aa9f27944a38 |
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| BLAKE2b-256 | 352a4bf5b4f4ee2d93ad5b5c9d5ff4a60d3000e345e375d5a0d255eee137998d |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1bd565af330fc5fb445f79938c730e635fd54a4b53e28e6777143caee528ba0f |
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| MD5 | 072b1efabb4309d47ce2fbd4c68802ae |
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| BLAKE2b-256 | 158c6ec540ee3490e0a304f503d013d26997d988611a0bf6708b51de5a0bffa7 |
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Hashes for ClustAssessPy-1.0-cp37-cp37m-macosx_10_9_x86_64.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | d7316a1dbc10a84111b09de411160c9d8cf53fa8b15e482de5de608a90678053 |
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| MD5 | 4faf02d3d98f674352594aeaad6500b1 |
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| BLAKE2b-256 | d818c9da04c556132a39e866ae2f305a4ac7d61145f5f8236e255c421eec8774 |
