LAVASET: Latent Variable Stochastic Ensemble of Trees. An ensemble method for correlated datasets with spatial, spectral, and temporal dependencies
Project description
LAVASET
LAVASET (Latent Variable Stochastic Ensemble of Trees) is a Python package designed for ensemble learning in datasets with complex spatial, spectral, and temporal dependencies. It leverages advanced machine learning techniques to provide robust predictions, making it ideal for applications in remote sensing, time-series analysis, and beyond.
Features
- Efficient Handling of Correlated Data: Optimized for datasets where traditional models struggle.
- Cython-Powered Performance: Critical computations are implemented in Cython for efficiency.
- Cross-Platform Compatibility: Tested and deployable across Linux, macOS, and Windows.
Installation
You can install LAVASET directly from PyPI:
pip install lavaset
Requirements
- Python >= 3.7
- NumPy
- pandas
- scikit-learn
- scipy
- Cython
- joblib
Cython and NumPy are incorporated as build dependencies for LAVASET and are pre-installed before the package setup. If you encounter any issues during installation, especially regarding Cython or NumPy, consider installing these packages manually before proceeding with the LAVASET installation.
Contributing
Contributions to LAVASET are welcome! Please refer to the contributing guidelines for more information.
License
LAVASET is released under the MIT License. See the LICENSE file for more details.
Contact
For questions or feedback, please contact Melpi Kasapi at mk218@ic.ac.uk.
Visit our GitHub repository for more information and updates.
Project details
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Source Distributions
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Hashes for LAVASET-0.1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Hashes for LAVASET-0.1.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
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MD5 | 267b26f0c254c3c739cf22b396bc8e89 |
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MD5 | 68611ac1ccbe472457eb62e6cae602d8 |
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MD5 | 0a7a443f36f960a88a4935b66da93e0f |
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Hashes for LAVASET-0.1.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
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Hashes for LAVASET-0.1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
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MD5 | eb12f7bf4fa8e748111208a87d5bfe38 |
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MD5 | b148e19ff1a15d86497262b2ef4a1732 |
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Hashes for LAVASET-0.1.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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MD5 | 8dad762d5e300be1b2f3e49531945a3f |
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MD5 | 32c7043066e18c8c9e7da7f39b275596 |
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MD5 | e3a50f99b358557c08b5ab64f0f316e7 |
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MD5 | fe4b92bf93508bd43f7b23771fc73447 |
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Algorithm | Hash digest | |
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MD5 | ee2eaa1290a5c95ef706fb3b7e2eeb97 |
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SHA256 | 935d20e18b3ecced42e1c55b5e2dcb804b50469f6b6d0c4af6065f7070b13704 |
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MD5 | 9b4405ca93af7f896d949793559f92f8 |
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BLAKE2b-256 | 28248a50a11eb2f3d6547ce1127152ec08de67eb0dc26c1521071ab9cb270273 |
Hashes for LAVASET-0.1.0-cp312-cp312-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
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MD5 | 03983e86d49fdf36fdd5169dfbb1f100 |
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BLAKE2b-256 | ee8a4f8d2f5968a8b5c309de950eb5d1fe49d20a49b010e7abcd30aa261643ae |
Hashes for LAVASET-0.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 849fccb25b22932344387ef1cf835a5220deb9eb2cabc30de5c83d0f85fcc268 |
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MD5 | 706f88e6dfa1035d1be62f44ff2c01ff |
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Hashes for LAVASET-0.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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SHA256 | bb8fcf41c9cd565cbf81c468712139bdf267820ddf540da7c3b557cbcf432047 |
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MD5 | 748c20408676f50f91a228bfd43585e3 |
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Hashes for LAVASET-0.1.0-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | ed0705c570a3ce7a63c3e898a4132a0188433bea0743774086076452f9356e94 |
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MD5 | c4228e39e89daaf7a1302862e556c679 |
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BLAKE2b-256 | 58df0f9cfc586dfb0ea810ce5fba1456ae4882504b71795900728dc09c1c1f87 |
Hashes for LAVASET-0.1.0-cp311-cp311-win_arm64.whl
Algorithm | Hash digest | |
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SHA256 | 44592ba963115f859f6e22937b5e6da50a972bc07bcecfd2000a650e0f776f3b |
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MD5 | fa39294ab1f45244b16420f3681acd4d |
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BLAKE2b-256 | 7f9a6d10fa6ac7af84978fcc00ab6ec1f9be2c489fbcae9c7f171d2c278ea1db |
Hashes for LAVASET-0.1.0-cp311-cp311-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | 4778e645f2cc71182c0d2e1697eb28827ab0c0d46c0db0354a39e83e297a0fc3 |
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MD5 | 53e88bdddba5c6fa9a26eb974f831a14 |
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BLAKE2b-256 | a38440b9c4a1648820a898905bb2fa45cc0f5f1eeb236b4f83403d0f9e48bf33 |
Hashes for LAVASET-0.1.0-cp311-cp311-win32.whl
Algorithm | Hash digest | |
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MD5 | a943972972743fef64ce44aa4c2a0145 |
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BLAKE2b-256 | 5a56a02a09772f8da8d34717fa840c723562f301d92200e45f0bc9e292826a70 |
Hashes for LAVASET-0.1.0-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 6df6af96f9ab537f74af8743c103e61b82d24b6cc88e12f35ce6f00e0ba45d73 |
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MD5 | fb9760033e11cf09f1019d9978ab18e6 |
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BLAKE2b-256 | f26e3ccd5328bab556154a86290027503f78406b725f9e967596a1ced80bbb81 |
Hashes for LAVASET-0.1.0-cp311-cp311-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
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SHA256 | 584e1d7b08e853741a6a506916673f7c149532759b2b4417f44461319a0b099b |
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MD5 | b87917751a8cba49cb9a27f5a2800371 |
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BLAKE2b-256 | 888e41e3f663524b85adf76f8b3b86a7bb93fac25a8c04883b426b571c890faa |
Hashes for LAVASET-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | c22db736514f8355a418a2609e244b401b244f94b30db9693c1c0919cf8644f1 |
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MD5 | cae09c824c38b6e07e0dfae949af8f5f |
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BLAKE2b-256 | e4d25df12509c0afb5908304f7f4f19f0fd317beee5c66e1244100fc3bc8e984 |
Hashes for LAVASET-0.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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SHA256 | 02838760dce3cffaba063565999a22f3d498331fb9e73c4938b509d7c0d51d85 |
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MD5 | 4f1f80194e681e71838ae2d6d547c691 |
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BLAKE2b-256 | e63e4d539899a7908be628863bc41e9680a7f23685b12cf8029f4cbae18e90f6 |
Hashes for LAVASET-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 02cefc7b926f3ca181339cf053e3be137248c17df74e57a05c2ad264063ac52a |
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MD5 | 9adcffb471a67ce3e829f29bb4c70fde |
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BLAKE2b-256 | 39962939a4930061d40661b94295bdfcfe5df6e277bd9b3a050dedebc16f02d1 |
Hashes for LAVASET-0.1.0-cp310-cp310-win_arm64.whl
Algorithm | Hash digest | |
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SHA256 | 8e535822dac2f2648cc9b688ed5bf95c625bc0f6b69460434d9f276cf1404cef |
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MD5 | 4f7ee18a6a56ad0241c60ef43268f583 |
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BLAKE2b-256 | f4616027e83ff51644b175ddd24efef1e014849a0055761f0edb48755a0e421d |
Hashes for LAVASET-0.1.0-cp310-cp310-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | e954135d283632b1d80f813c4e99c6bed28f6407bba8b046c9d6b2aba5efbbc2 |
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MD5 | 69387506ec59e06688ff0edb4377e387 |
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Hashes for LAVASET-0.1.0-cp310-cp310-win32.whl
Algorithm | Hash digest | |
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SHA256 | 8a5e2a3e81727428cdedaa6d1121e546f4c803143023d8f86122320cfa304f35 |
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MD5 | 7df12d89e21336f4e64f48801c11fd8a |
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BLAKE2b-256 | 117ed7f3cc092aa17ee996b8fa319bb633409c1b1a7f3f264dc3d3c5e64e09cb |
Hashes for LAVASET-0.1.0-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 257c781b47378bf0745397ec5a8a3c64fd862af96426e671087442eef8d6a20c |
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MD5 | 3c2950866440335f3398c95151732988 |
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BLAKE2b-256 | c516c114930cdb5282ca199cf2abc952036d92209f7edd222da6c4a9fd4958d4 |
Hashes for LAVASET-0.1.0-cp310-cp310-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
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SHA256 | 77aab1769575368977bc5345ca7c8c06d8cc741c2f773a0a8ba19f72ae9c280f |
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MD5 | c85e8837851cb5f3606166816b22d30d |
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Hashes for LAVASET-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 451d3a79f58df27b044a10b33f465ee5cf52c4da27ef3d66032ded4d5fa8ef06 |
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MD5 | 08b3439f0888232c39e4cb47d7754307 |
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BLAKE2b-256 | c05b7be33cc5ff4173d86764c7be84473c1c62d47485b31b94a2307ae0b646cf |
Hashes for LAVASET-0.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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SHA256 | 729f122beafaa9efe8c0cb6c5b29d63cad9e5894a408e0111a398e538e855a1e |
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MD5 | f21cdfde2f6c44e10b2eabdc92cce958 |
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BLAKE2b-256 | 13532d590c0af35aaabbb5c5020a048c46b01188c3cb76dc4e9f0fb5238d9b68 |
Hashes for LAVASET-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | d6c6b01d70b3cfe14fccb3a14938e57c9564373ea45f15f33a84f445e14919b6 |
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MD5 | 852bf38503b32717e0a2204fa59efd25 |
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BLAKE2b-256 | 6a9afebd7c27aef6889df67fb28722cd3748c167d64ade0a08f59bfd4bd678a4 |
Hashes for LAVASET-0.1.0-cp39-cp39-win_arm64.whl
Algorithm | Hash digest | |
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SHA256 | edd419a8348878391c80be29b76ef1b1982501fe11f2a00a44415eb869588b6c |
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MD5 | da487eadbe9cdc99f1a525319868a6d0 |
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BLAKE2b-256 | 5a1bbe38b4dee50d1e46beb528c278e7d38672f6a9b8d45013f5e5ef767a09e5 |
Hashes for LAVASET-0.1.0-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | e9aaea09594b4b3173ebc4e1ff9f185c3ef6eb29f1e32502539856d0e78973e1 |
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MD5 | 2b92b2aedc0435869d12891d9d165ead |
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BLAKE2b-256 | 12ccc032846e06e043e097f46483557be473d34f773cc4802b48942d4cdc2955 |
Hashes for LAVASET-0.1.0-cp39-cp39-win32.whl
Algorithm | Hash digest | |
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SHA256 | b14615a7201e68cf0ac3639e0f57fa86c0e403726dfe4d02915ca6d4508711fd |
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MD5 | d307428627c575f8af28a50d8ec6f735 |
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BLAKE2b-256 | bd9a098a2aac32e613af30dc82f1d94bebb094635cfaa585c5910890078621b4 |
Hashes for LAVASET-0.1.0-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 280b642bc3511ae6f0bd18b44124fb2c82e698fa977bcf76cfd775efcda88552 |
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MD5 | fd3ccb2e01a645ef0733aabd7eb454ec |
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BLAKE2b-256 | e9972a060d91521a6a1d3bbafb3fbee773931f0264c3f85962933ca5997dcc11 |
Hashes for LAVASET-0.1.0-cp39-cp39-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
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SHA256 | 31ba14db70b2b6d71e177e60748631ff50af2232916e099622d82071df39510a |
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MD5 | 2a7c8f79461598065eb6734ae99aacf6 |
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BLAKE2b-256 | 5e30bfd888a95a84c8721c03aead509ab65a469aa8a40e4c076909c1b3cb5641 |
Hashes for LAVASET-0.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | ce68dfd261afb7986a743482e47473e43c6768d8eaf10d76296514a0efbbaa9f |
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MD5 | ae786f27a6481645e3a15a1ab2be4588 |
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BLAKE2b-256 | 5747fc29736f812656d522a13640ae6dd72c753a654cc2f132c4d4bb82ca3a9c |
Hashes for LAVASET-0.1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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SHA256 | 461b1c2c19a18400e9f269f42cdca0ce4cd081cb5c8cb5e26a15e3dffb7a1a1e |
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MD5 | bf7698dd62509adc0b16d78248ddfe3b |
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BLAKE2b-256 | 1c73fd0862f7ae73d1ed74b270b2eabee97e55829c18b2dc697fc7d7b8e8fe64 |
Hashes for LAVASET-0.1.0-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a4d7d3f71fb91da0fa16b2076001c8d8feb509e301a98eb49c66a1c00f64e639 |
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MD5 | 8534c27f8475a3472e663992a1ad1e1c |
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BLAKE2b-256 | 678ce1688e8fe8146f41201479b500c95642bf5438a68771bcf3abe187e1a518 |
Hashes for LAVASET-0.1.0-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f7574e05cc3ce94dfc1b922eeecc16200568b53ae1acae5000206ac9787114c1 |
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MD5 | 0e0bfda2a1811afadc4047f810640341 |
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BLAKE2b-256 | 32755705cd4e0044dd9bc7bbad87d24bb5cb1ae2ae0f1f48e3a5f19fed7da78d |
Hashes for LAVASET-0.1.0-cp38-cp38-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f356d30b8822a2193dc90aeb61a76ec7e1e99faa6b0626aa2e705038db662ff6 |
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MD5 | c80578182e633e887cada165a794abfb |
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BLAKE2b-256 | aaa240af1d4f766996afdf77e612b7d20d1c3b83a87aae9196c2603597a50735 |
Hashes for LAVASET-0.1.0-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 47740fb8cfefd9da10712e51a7c728bdd2c9097ed1ee336f5a75b6697003b0b5 |
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MD5 | a6c026020b5d0c7c669778dae11d304d |
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BLAKE2b-256 | 97b2e31df9ded3bb7efe8f6b073b785d437f2aa7c5973a40fbc4855d2f30e1b8 |
Hashes for LAVASET-0.1.0-cp38-cp38-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f27f657e5a26809156a0c7012d80622b2ac79fc4b245e1706906ecd6c9eac8be |
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MD5 | e4ec573d3a35db2d0c372a3eb388df6b |
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BLAKE2b-256 | 13f611fa558a0e23cd344d1ec78b4d6a4d0fc5ed44f2db5d94f67cac23ec3715 |
Hashes for LAVASET-0.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 195649d72e23f56d912286065eb990a46bec4a8c7928ea6cb5acfd61cca700dd |
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MD5 | 5adea341dd36ed09c191bcecc576aa71 |
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BLAKE2b-256 | 90ec7edb5a8ab397ef898f95e1207294c6bb6df744a03f13cbbeeb74689d99a7 |
Hashes for LAVASET-0.1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 61c32d311a45623e74660440e59d238bccad42a55f0d88c6a57fdb13cd752a87 |
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MD5 | 0b8ec1823703ac681798a8bc23cdcc5f |
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BLAKE2b-256 | bd247bae86f42e11d7cc6bcc1a0e58b6dc5870dbc17d28036a73f1f7632b1b21 |
Hashes for LAVASET-0.1.0-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b9ec55ffb284d56f78002fd813b99dfd3b3a2ad9902a4e33000d8628173ea68d |
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MD5 | 63499a2ce469281641ab74a854667544 |
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BLAKE2b-256 | 16250a256d16981a93af418fa504155a3ee9bd46147e2aea5703d2c369b24a6e |
Hashes for LAVASET-0.1.0-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d1ac4f36359aa3ae101afcd40da693eb6b6904738a3a3353b82cabc788e34451 |
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MD5 | 6cfa1359698f35d7ffbe8f5c74a22d41 |
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BLAKE2b-256 | 603345556c9ddf152e810dec75d0e6a9d262404cae9adf594a6d51f2f5b1dba2 |
Hashes for LAVASET-0.1.0-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d9f2a58c0f6573d707108fbd62b00c1879fecf8245cb3edc22d5a2a24e15018a |
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MD5 | 31b464b4f271e08958ec85231e560432 |
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BLAKE2b-256 | f89e74a94a28da44dc9051b854fc41417e51966df60ccb68a83522210a5455cb |
Hashes for LAVASET-0.1.0-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f9533067c574dca6948ec97d19c066bb8f645bf6fb791aebe8de654069a8f570 |
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MD5 | 4ce237aa69e8c13d445fc3675f5c43f6 |
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BLAKE2b-256 | fe3f61a61eafca81c036b15889c212db2b90f55eac0a45ae05f7acfe4d1bb70e |
Hashes for LAVASET-0.1.0-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7f43b46491699e5c7dc0a77b7f08d875ebdcca3a0deec370e64ac9332986d8a3 |
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MD5 | 80a09f30c642c402afb03aab03ddb97e |
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BLAKE2b-256 | 1c6c95197fd8aa37276827ef611b9b817c75682ee6101f8b78513518b9f59ab5 |
Hashes for LAVASET-0.1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2fa107d24320b5cd94dbf66813663bdf2352c0f97f8db41670d704e2637091e3 |
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MD5 | a693df98f6c5a2b5ce944e14f042072a |
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BLAKE2b-256 | 2f9a47db82d04a0ceee0ac6a3b4c902be190542a4bfb6795a8685627665d4286 |
Hashes for LAVASET-0.1.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c07bc2f7315e263f9cbab4ec9b010ed1375d27f5f20b958880dff05b37f56465 |
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MD5 | 2e4b109d5b56be19b149596042e45f29 |
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BLAKE2b-256 | 5a726e93c75c3f79394cc27fae2cb973c769eac41370e13ca5b1539021507d76 |
Hashes for LAVASET-0.1.0-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a3024284e4485b7ca43bd73694d3de6f8c4c711403a5c99069d4f531e4a0e117 |
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MD5 | f37054bcc22cbce7cc2c1f32bfca2e7c |
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BLAKE2b-256 | 6266969668242c24159e3c22d3361bd80cb5996ccbae1dbe53981e1da61ad6f6 |