diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index 49d0ead04..cf9967c7b 100755 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -30,7 +30,7 @@ extra_css: - cinder/css/font-awesome-4.0.3.css - cinder/css/highlight.css -copyright: Copyright © 2014-2020 Sebastian Raschka +copyright: Copyright © 2014-2022 Sebastian Raschka google_analytics: ['UA-38457794-2', 'rasbt.github.io/mlxtend/'] nav: diff --git a/docs/sources/CHANGELOG.md b/docs/sources/CHANGELOG.md index eb2dd86a5..28da085f2 100755 --- a/docs/sources/CHANGELOG.md +++ b/docs/sources/CHANGELOG.md @@ -7,15 +7,14 @@ The CHANGELOG for the current development version is available at --- -### Version 0.21.0 (TBD) +### Version 0.21.0 (09/17/2022) -#### New Features and Enhancements ##### Downloads -- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.20.0.zip) +- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.21.0.zip) -- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.20.0.tar.gz) +- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.21.0.tar.gz) @@ -34,9 +33,8 @@ The CHANGELOG for the current development version is available at -### Version 0.20.0 +### Version 0.20.0 (05/26/2022) -#### New Features and Enhancements ##### Downloads diff --git a/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_17_0.png b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_17_0.png index 3edb14a10..0c8bc650a 100644 Binary files a/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_17_0.png and b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_17_0.png differ diff --git a/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_23_0.png 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b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_35_0.png differ diff --git a/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_52_0.png b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_52_0.png new file mode 100644 index 000000000..3395068ec Binary files /dev/null and b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_52_0.png differ diff --git a/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_57_0.png b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_57_0.png new file mode 100644 index 000000000..8460580ca Binary files /dev/null and b/docs/sources/user_guide/evaluate/feature_importance_permutation_files/feature_importance_permutation_57_0.png differ diff --git a/docs/sources/user_guide/feature_selection/ExhaustiveFeatureSelector_files/ExhaustiveFeatureSelector_22_0.png b/docs/sources/user_guide/feature_selection/ExhaustiveFeatureSelector_files/ExhaustiveFeatureSelector_22_0.png new file mode 100644 index 000000000..fc1b58753 Binary files /dev/null and b/docs/sources/user_guide/feature_selection/ExhaustiveFeatureSelector_files/ExhaustiveFeatureSelector_22_0.png differ diff --git a/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_49_1.png b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_49_1.png new file mode 100644 index 000000000..cb6a906b6 Binary files /dev/null and b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_49_1.png differ diff --git a/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_52_0.png b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_52_0.png new file mode 100644 index 000000000..7e6214295 Binary files /dev/null and b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_52_0.png differ diff --git a/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_74_1.png b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_74_1.png new file mode 100644 index 000000000..8200ed3e4 Binary files /dev/null and b/docs/sources/user_guide/feature_selection/SequentialFeatureSelector_files/SequentialFeatureSelector_74_1.png differ diff --git a/mlxtend/__init__.py b/mlxtend/__init__.py index 1ccb4384a..81e27e063 100644 --- a/mlxtend/__init__.py +++ b/mlxtend/__init__.py @@ -4,4 +4,4 @@ # # License: BSD 3 clause -__version__ = "0.21.0dev" +__version__ = "0.21.0" diff --git a/requirements.lock b/requirements.lock new file mode 100644 index 000000000..211e97581 --- /dev/null +++ b/requirements.lock @@ -0,0 +1,289 @@ +# +# This file is autogenerated by pip-compile with python 3.9 +# To update, run: +# +# pip-compile --generate-hashes --output-file=requirements.lock requirements.txt +# +cycler==0.11.0 \ + --hash=sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3 \ + --hash=sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f + # via matplotlib +fonttools==4.34.4 \ + --hash=sha256:9a1c52488045cd6c6491fd07711a380f932466e317cb8e016fc4e99dc7eac2f0 \ + --hash=sha256:d73f25b283cd8033367451122aa868a23de0734757a01984e4b30b18b9050c72 + # via matplotlib +joblib==1.1.0 \ + --hash=sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35 \ + --hash=sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6 + # via + # -r requirements.txt + # scikit-learn +kiwisolver==1.4.4 \ + --hash=sha256:02f79693ec433cb4b5f51694e8477ae83b3205768a6fb48ffba60549080e295b \ + --hash=sha256:03baab2d6b4a54ddbb43bba1a3a2d1627e82d205c5cf8f4c924dc49284b87166 \ + --hash=sha256:1041feb4cda8708ce73bb4dcb9ce1ccf49d553bf87c3954bdfa46f0c3f77252c \ + --hash=sha256:10ee06759482c78bdb864f4109886dff7b8a56529bc1609d4f1112b93fe6423c \ + --hash=sha256:1d1573129aa0fd901076e2bfb4275a35f5b7aa60fbfb984499d661ec950320b0 \ + --hash=sha256:2e407cb4bd5a13984a6c2c0fe1845e4e41e96f183e5e5cd4d77a857d9693494c \ + --hash=sha256:2f5e60fabb7343a836360c4f0919b8cd0d6dbf08ad2ca6b9cf90bf0c76a3c4f6 \ + --hash=sha256:3fe20f63c9ecee44560d0e7f116b3a747a5d7203376abeea292ab3152334d004 \ + --hash=sha256:41dae968a94b1ef1897cb322b39360a0812661dba7c682aa45098eb8e193dbdf \ + --hash=sha256:4ea39b0ccc4f5d803e3337dd46bcce60b702be4d86fd0b3d7531ef10fd99a1ac \ + --hash=sha256:5bce61af018b0cb2055e0e72e7d65290d822d3feee430b7b8203d8a855e78766 \ + --hash=sha256:62ac9cc684da4cf1778d07a89bf5f81b35834cb96ca523d3a7fb32509380cbf6 \ + --hash=sha256:7577c1987baa3adc4b3c62c33bd1118c3ef5c8ddef36f0f2c950ae0b199e100d \ + --hash=sha256:75facbe9606748f43428fc91a43edb46c7ff68889b91fa31f53b58894503a191 \ + --hash=sha256:787518a6789009c159453da4d6b683f468ef7a65bbde796bcea803ccf191058d \ + --hash=sha256:7c43e1e1206cd421cd92e6b3280d4385d41d7166b3ed577ac20444b6995a445f \ + --hash=sha256:841293b17ad704d70c578f1f0013c890e219952169ce8a24ebc063eecf775454 \ + --hash=sha256:8c808594c88a025d4e322d5bb549282c93c8e1ba71b790f539567932722d7bd8 \ + --hash=sha256:8ed58b8acf29798b036d347791141767ccf65eee7f26bde03a71c944449e53de \ + --hash=sha256:91672bacaa030f92fc2f43b620d7b337fd9a5af28b0d6ed3f77afc43c4a64b5a \ + --hash=sha256:968f44fdbf6dd757d12920d63b566eeb4d5b395fd2d00d29d7ef00a00582aac9 \ + --hash=sha256:a553dadda40fef6bfa1456dc4be49b113aa92c2a9a9e8711e955618cd69622e3 \ + --hash=sha256:a68b62a02953b9841730db7797422f983935aeefceb1679f0fc85cbfbd311c32 \ + --hash=sha256:abbe9fa13da955feb8202e215c4018f4bb57469b1b78c7a4c5c7b93001699938 \ + --hash=sha256:ad881edc7ccb9d65b0224f4e4d05a1e85cf62d73aab798943df6d48ab0cd79a1 \ + --hash=sha256:b428ef021242344340460fa4c9185d0b1f66fbdbfecc6c63eff4b7c29fad429d \ + --hash=sha256:b533558eae785e33e8c148a8d9921692a9fe5aa516efbdff8606e7d87b9d5824 \ + --hash=sha256:ba59c92039ec0a66103b1d5fe588fa546373587a7d68f5c96f743c3396afc04b \ + --hash=sha256:bc8d3bd6c72b2dd9decf16ce70e20abcb3274ba01b4e1c96031e0c4067d1e7cd \ + --hash=sha256:c79ebe8f3676a4c6630fd3f777f3cfecf9289666c84e775a67d1d358578dc2e3 \ + --hash=sha256:c97528e64cb9ebeff9701e7938653a9951922f2a38bd847787d4a8e498cc83ae \ + --hash=sha256:d0611a0a2a518464c05ddd5a3a1a0e856ccc10e67079bb17f265ad19ab3c7597 \ + --hash=sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955 \ + --hash=sha256:da152d8cdcab0e56e4f45eb08b9aea6455845ec83172092f09b0e077ece2cf7a \ + --hash=sha256:da7e547706e69e45d95e116e6939488d62174e033b763ab1496b4c29b76fabea \ + --hash=sha256:db5283d90da4174865d520e7366801a93777201e91e79bacbac6e6927cbceede \ + --hash=sha256:e92a513161077b53447160b9bd8f522edfbed4bd9759e4c18ab05d7ef7e49408 \ + --hash=sha256:ecb1fa0db7bf4cff9dac752abb19505a233c7f16684c5826d1f11ebd9472b871 \ + --hash=sha256:efda5fc8cc1c61e4f639b8067d118e742b812c930f708e6667a5ce0d13499e29 \ + --hash=sha256:f0a71d85ecdd570ded8ac3d1c0f480842f49a40beb423bb8014539a9f32a5897 \ + --hash=sha256:f4f270de01dd3e129a72efad823da90cc4d6aafb64c410c9033aba70db9f1ff0 \ + --hash=sha256:f8ad8285b01b0d4695102546b342b493b3ccc6781fc28c8c6a1bb63e95d22f09 \ + --hash=sha256:f9f39e2f049db33a908319cf46624a569b36983c7c78318e9726a4cb8923b26c + # via matplotlib +matplotlib==3.5.2 \ + --hash=sha256:03bbb3f5f78836855e127b5dab228d99551ad0642918ccbf3067fcd52ac7ac5e \ + --hash=sha256:24173c23d1bcbaed5bf47b8785d27933a1ac26a5d772200a0f3e0e38f471b001 \ + --hash=sha256:2a0967d4156adbd0d46db06bc1a877f0370bce28d10206a5071f9ecd6dc60b79 \ + --hash=sha256:2e8bda1088b941ead50caabd682601bece983cadb2283cafff56e8fcddbf7d7f \ + --hash=sha256:31fbc2af27ebb820763f077ec7adc79b5a031c2f3f7af446bd7909674cd59460 \ + --hash=sha256:364e6bca34edc10a96aa3b1d7cd76eb2eea19a4097198c1b19e89bee47ed5781 \ + --hash=sha256:3d8e129af95b156b41cb3be0d9a7512cc6d73e2b2109f82108f566dbabdbf377 \ + --hash=sha256:44c6436868186564450df8fd2fc20ed9daaef5caad699aa04069e87099f9b5a8 \ + --hash=sha256:48cf850ce14fa18067f2d9e0d646763681948487a8080ec0af2686468b4607a2 \ + --hash=sha256:49a5938ed6ef9dda560f26ea930a2baae11ea99e1c2080c8714341ecfda72a89 \ + --hash=sha256:4a05f2b37222319753a5d43c0a4fd97ed4ff15ab502113e3f2625c26728040cf \ + --hash=sha256:4a44cdfdb9d1b2f18b1e7d315eb3843abb097869cd1ef89cfce6a488cd1b5182 \ + --hash=sha256:4fa28ca76ac5c2b2d54bc058b3dad8e22ee85d26d1ee1b116a6fd4d2277b6a04 \ + --hash=sha256:5844cea45d804174bf0fac219b4ab50774e504bef477fc10f8f730ce2d623441 \ + --hash=sha256:5a32ea6e12e80dedaca2d4795d9ed40f97bfa56e6011e14f31502fdd528b9c89 \ + --hash=sha256:6c623b355d605a81c661546af7f24414165a8a2022cddbe7380a31a4170fa2e9 \ + --hash=sha256:751d3815b555dcd6187ad35b21736dc12ce6925fc3fa363bbc6dc0f86f16484f \ + --hash=sha256:75c406c527a3aa07638689586343f4b344fcc7ab1f79c396699eb550cd2b91f7 \ + --hash=sha256:77157be0fc4469cbfb901270c205e7d8adb3607af23cef8bd11419600647ceed \ + --hash=sha256:7d7705022df2c42bb02937a2a824f4ec3cca915700dd80dc23916af47ff05f1a \ + --hash=sha256:7f409716119fa39b03da3d9602bd9b41142fab7a0568758cd136cd80b1bf36c8 \ + --hash=sha256:9480842d5aadb6e754f0b8f4ebeb73065ac8be1855baa93cd082e46e770591e9 \ + --hash=sha256:9776e1a10636ee5f06ca8efe0122c6de57ffe7e8c843e0fb6e001e9d9256ec95 \ + --hash=sha256:a91426ae910819383d337ba0dc7971c7cefdaa38599868476d94389a329e599b \ + --hash=sha256:b4fedaa5a9aa9ce14001541812849ed1713112651295fdddd640ea6620e6cf98 \ + --hash=sha256:b6c63cd01cad0ea8704f1fd586e9dc5777ccedcd42f63cbbaa3eae8dd41172a1 \ + --hash=sha256:b8d3f4e71e26307e8c120b72c16671d70c5cd08ae412355c11254aa8254fb87f \ + --hash=sha256:c4b82c2ae6d305fcbeb0eb9c93df2602ebd2f174f6e8c8a5d92f9445baa0c1d3 \ + --hash=sha256:c772264631e5ae61f0bd41313bbe48e1b9bcc95b974033e1118c9caa1a84d5c6 \ + --hash=sha256:c87973ddec10812bddc6c286b88fdd654a666080fbe846a1f7a3b4ba7b11ab78 \ + --hash=sha256:e2b696699386766ef171a259d72b203a3c75d99d03ec383b97fc2054f52e15cf \ + --hash=sha256:ea75df8e567743207e2b479ba3d8843537be1c146d4b1e3e395319a4e1a77fe9 \ + --hash=sha256:ebc27ad11df3c1661f4677a7762e57a8a91dd41b466c3605e90717c9a5f90c82 \ + --hash=sha256:ee0b8e586ac07f83bb2950717e66cb305e2859baf6f00a9c39cc576e0ce9629c \ + --hash=sha256:ee175a571e692fc8ae8e41ac353c0e07259113f4cb063b0ec769eff9717e84bb + # via -r requirements.txt +numpy==1.23.1 \ + --hash=sha256:1408c3527a74a0209c781ac82bde2182b0f0bf54dea6e6a363fe0cc4488a7ce7 \ + --hash=sha256:173f28921b15d341afadf6c3898a34f20a0569e4ad5435297ba262ee8941e77b \ + --hash=sha256:1865fdf51446839ca3fffaab172461f2b781163f6f395f1aed256b1ddc253622 \ + --hash=sha256:3119daed207e9410eaf57dcf9591fdc68045f60483d94956bee0bfdcba790953 \ + --hash=sha256:35590b9c33c0f1c9732b3231bb6a72d1e4f77872390c47d50a615686ae7ed3fd \ + --hash=sha256:37e5ebebb0eb54c5b4a9b04e6f3018e16b8ef257d26c8945925ba8105008e645 \ + --hash=sha256:37ece2bd095e9781a7156852e43d18044fd0d742934833335599c583618181b9 \ + --hash=sha256:3ab67966c8d45d55a2bdf40701536af6443763907086c0a6d1232688e27e5447 \ + --hash=sha256:47f10ab202fe4d8495ff484b5561c65dd59177949ca07975663f4494f7269e3e \ + --hash=sha256:55df0f7483b822855af67e38fb3a526e787adf189383b4934305565d71c4b148 \ + --hash=sha256:5d732d17b8a9061540a10fda5bfeabca5785700ab5469a5e9b93aca5e2d3a5fb \ + --hash=sha256:68b69f52e6545af010b76516f5daaef6173e73353e3295c5cb9f96c35d755641 \ + --hash=sha256:7e8229f3687cdadba2c4faef39204feb51ef7c1a9b669247d49a24f3e2e1617c \ + --hash=sha256:8002574a6b46ac3b5739a003b5233376aeac5163e5dcd43dd7ad062f3e186129 \ + --hash=sha256:876f60de09734fbcb4e27a97c9a286b51284df1326b1ac5f1bf0ad3678236b22 \ + --hash=sha256:9ce242162015b7e88092dccd0e854548c0926b75c7924a3495e02c6067aba1f5 \ + --hash=sha256:a35c4e64dfca659fe4d0f1421fc0f05b8ed1ca8c46fb73d9e5a7f175f85696bb \ + --hash=sha256:aeba539285dcf0a1ba755945865ec61240ede5432df41d6e29fab305f4384db2 \ + --hash=sha256:b15c3f1ed08df4980e02cc79ee058b788a3d0bef2fb3c9ca90bb8cbd5b8a3a04 \ + --hash=sha256:c2f91f88230042a130ceb1b496932aa717dcbd665350beb821534c5c7e15881c \ + --hash=sha256:d748ef349bfef2e1194b59da37ed5a29c19ea8d7e6342019921ba2ba4fd8b624 \ + --hash=sha256:e0d7447679ae9a7124385ccf0ea990bb85bb869cef217e2ea6c844b6a6855073 + # via + # -r requirements.txt + # matplotlib + # pandas + # scikit-learn + # scipy +packaging==21.3 \ + --hash=sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb \ + --hash=sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522 + # via matplotlib +pandas==1.4.3 \ + --hash=sha256:07238a58d7cbc8a004855ade7b75bbd22c0db4b0ffccc721556bab8a095515f6 \ + --hash=sha256:0daf876dba6c622154b2e6741f29e87161f844e64f84801554f879d27ba63c0d \ + --hash=sha256:16ad23db55efcc93fa878f7837267973b61ea85d244fc5ff0ccbcfa5638706c5 \ + --hash=sha256:1d9382f72a4f0e93909feece6fef5500e838ce1c355a581b3d8f259839f2ea76 \ + --hash=sha256:24ea75f47bbd5574675dae21d51779a4948715416413b30614c1e8b480909f81 \ + --hash=sha256:2893e923472a5e090c2d5e8db83e8f907364ec048572084c7d10ef93546be6d1 \ + --hash=sha256:2ff7788468e75917574f080cd4681b27e1a7bf36461fe968b49a87b5a54d007c \ + --hash=sha256:41fc406e374590a3d492325b889a2686b31e7a7780bec83db2512988550dadbf \ + --hash=sha256:48350592665ea3cbcd07efc8c12ff12d89be09cd47231c7925e3b8afada9d50d \ + --hash=sha256:605d572126eb4ab2eadf5c59d5d69f0608df2bf7bcad5c5880a47a20a0699e3e \ + --hash=sha256:6dfbf16b1ea4f4d0ee11084d9c026340514d1d30270eaa82a9f1297b6c8ecbf0 \ + --hash=sha256:6f803320c9da732cc79210d7e8cc5c8019aad512589c910c66529eb1b1818230 \ + --hash=sha256:721a3dd2f06ef942f83a819c0f3f6a648b2830b191a72bbe9451bcd49c3bd42e \ + --hash=sha256:755679c49460bd0d2f837ab99f0a26948e68fa0718b7e42afbabd074d945bf84 \ + --hash=sha256:78b00429161ccb0da252229bcda8010b445c4bf924e721265bec5a6e96a92e92 \ + --hash=sha256:958a0588149190c22cdebbc0797e01972950c927a11a900fe6c2296f207b1d6f \ + --hash=sha256:a3924692160e3d847e18702bb048dc38e0e13411d2b503fecb1adf0fcf950ba4 \ + --hash=sha256:d51674ed8e2551ef7773820ef5dab9322be0828629f2cbf8d1fc31a0c4fed640 \ + --hash=sha256:d5ebc990bd34f4ac3c73a2724c2dcc9ee7bf1ce6cf08e87bb25c6ad33507e318 \ + --hash=sha256:d6c0106415ff1a10c326c49bc5dd9ea8b9897a6ca0c8688eb9c30ddec49535ef \ + --hash=sha256:e48fbb64165cda451c06a0f9e4c7a16b534fcabd32546d531b3c240ce2844112 + # via -r requirements.txt +pillow==9.2.0 \ + --hash=sha256:0030fdbd926fb85844b8b92e2f9449ba89607231d3dd597a21ae72dc7fe26927 \ + --hash=sha256:030e3460861488e249731c3e7ab59b07c7853838ff3b8e16aac9561bb345da14 \ + --hash=sha256:0ed2c4ef2451de908c90436d6e8092e13a43992f1860275b4d8082667fbb2ffc \ + --hash=sha256:136659638f61a251e8ed3b331fc6ccd124590eeff539de57c5f80ef3a9594e58 \ + --hash=sha256:13b725463f32df1bfeacbf3dd197fb358ae8ebcd8c5548faa75126ea425ccb60 \ + --hash=sha256:1536ad017a9f789430fb6b8be8bf99d2f214c76502becc196c6f2d9a75b01b76 \ + --hash=sha256:15928f824870535c85dbf949c09d6ae7d3d6ac2d6efec80f3227f73eefba741c \ + --hash=sha256:17d4cafe22f050b46d983b71c707162d63d796a1235cdf8b9d7a112e97b15bac \ + --hash=sha256:1802f34298f5ba11d55e5bb09c31997dc0c6aed919658dfdf0198a2fe75d5490 \ + --hash=sha256:1cc1d2451e8a3b4bfdb9caf745b58e6c7a77d2e469159b0d527a4554d73694d1 \ + --hash=sha256:1fd6f5e3c0e4697fa7eb45b6e93996299f3feee73a3175fa451f49a74d092b9f \ + --hash=sha256:254164c57bab4b459f14c64e93df11eff5ded575192c294a0c49270f22c5d93d \ + --hash=sha256:2ad0d4df0f5ef2247e27fc790d5c9b5a0af8ade9ba340db4a73bb1a4a3e5fb4f \ + --hash=sha256:2c58b24e3a63efd22554c676d81b0e57f80e0a7d3a5874a7e14ce90ec40d3069 \ + --hash=sha256:2d33a11f601213dcd5718109c09a52c2a1c893e7461f0be2d6febc2879ec2402 \ + --hash=sha256:337a74fd2f291c607d220c793a8135273c4c2ab001b03e601c36766005f36885 \ + --hash=sha256:37ff6b522a26d0538b753f0b4e8e164fdada12db6c6f00f62145d732d8a3152e \ + --hash=sha256:3d1f14f5f691f55e1b47f824ca4fdcb4b19b4323fe43cc7bb105988cad7496be \ + --hash=sha256:408673ed75594933714482501fe97e055a42996087eeca7e5d06e33218d05aa8 \ + --hash=sha256:4134d3f1ba5f15027ff5c04296f13328fecd46921424084516bdb1b2548e66ff \ + --hash=sha256:4ad2f835e0ad81d1689f1b7e3fbac7b01bb8777d5a985c8962bedee0cc6d43da \ + --hash=sha256:50dff9cc21826d2977ef2d2a205504034e3a4563ca6f5db739b0d1026658e004 \ + --hash=sha256:510cef4a3f401c246cfd8227b300828715dd055463cdca6176c2e4036df8bd4f \ + --hash=sha256:5aed7dde98403cd91d86a1115c78d8145c83078e864c1de1064f52e6feb61b20 \ + --hash=sha256:69bd1a15d7ba3694631e00df8de65a8cb031911ca11f44929c97fe05eb9b6c1d \ + --hash=sha256:6bf088c1ce160f50ea40764f825ec9b72ed9da25346216b91361eef8ad1b8f8c \ + --hash=sha256:6e8c66f70fb539301e064f6478d7453e820d8a2c631da948a23384865cd95544 \ + --hash=sha256:727dd1389bc5cb9827cbd1f9d40d2c2a1a0c9b32dd2261db522d22a604a6eec9 \ + --hash=sha256:74a04183e6e64930b667d321524e3c5361094bb4af9083db5c301db64cd341f3 \ + --hash=sha256:75e636fd3e0fb872693f23ccb8a5ff2cd578801251f3a4f6854c6a5d437d3c04 \ + --hash=sha256:7761afe0126d046974a01e030ae7529ed0ca6a196de3ec6937c11df0df1bc91c \ + --hash=sha256:7888310f6214f19ab2b6df90f3f06afa3df7ef7355fc025e78a3044737fab1f5 \ + --hash=sha256:7b0554af24df2bf96618dac71ddada02420f946be943b181108cac55a7a2dcd4 \ + --hash=sha256:7c7b502bc34f6e32ba022b4a209638f9e097d7a9098104ae420eb8186217ebbb \ + --hash=sha256:808add66ea764ed97d44dda1ac4f2cfec4c1867d9efb16a33d158be79f32b8a4 \ + --hash=sha256:831e648102c82f152e14c1a0938689dbb22480c548c8d4b8b248b3e50967b88c \ + --hash=sha256:93689632949aff41199090eff5474f3990b6823404e45d66a5d44304e9cdc467 \ + --hash=sha256:96b5e6874431df16aee0c1ba237574cb6dff1dcb173798faa6a9d8b399a05d0e \ + --hash=sha256:9a54614049a18a2d6fe156e68e188da02a046a4a93cf24f373bffd977e943421 \ + --hash=sha256:a138441e95562b3c078746a22f8fca8ff1c22c014f856278bdbdd89ca36cff1b \ + --hash=sha256:a647c0d4478b995c5e54615a2e5360ccedd2f85e70ab57fbe817ca613d5e63b8 \ + --hash=sha256:a9c9bc489f8ab30906d7a85afac4b4944a572a7432e00698a7239f44a44e6efb \ + --hash=sha256:ad2277b185ebce47a63f4dc6302e30f05762b688f8dc3de55dbae4651872cdf3 \ + --hash=sha256:b6d5e92df2b77665e07ddb2e4dbd6d644b78e4c0d2e9272a852627cdba0d75cf \ + --hash=sha256:bc431b065722a5ad1dfb4df354fb9333b7a582a5ee39a90e6ffff688d72f27a1 \ + --hash=sha256:bdd0de2d64688ecae88dd8935012c4a72681e5df632af903a1dca8c5e7aa871a \ + --hash=sha256:c79698d4cd9318d9481d89a77e2d3fcaeff5486be641e60a4b49f3d2ecca4e28 \ + --hash=sha256:cb6259196a589123d755380b65127ddc60f4c64b21fc3bb46ce3a6ea663659b0 \ + --hash=sha256:d5b87da55a08acb586bad5c3aa3b86505f559b84f39035b233d5bf844b0834b1 \ + --hash=sha256:dcd7b9c7139dc8258d164b55696ecd16c04607f1cc33ba7af86613881ffe4ac8 \ + --hash=sha256:dfe4c1fedfde4e2fbc009d5ad420647f7730d719786388b7de0999bf32c0d9fd \ + --hash=sha256:ea98f633d45f7e815db648fd7ff0f19e328302ac36427343e4432c84432e7ff4 \ + --hash=sha256:ec52c351b35ca269cb1f8069d610fc45c5bd38c3e91f9ab4cbbf0aebc136d9c8 \ + --hash=sha256:eef7592281f7c174d3d6cbfbb7ee5984a671fcd77e3fc78e973d492e9bf0eb3f \ + --hash=sha256:f07f1f00e22b231dd3d9b9208692042e29792d6bd4f6639415d2f23158a80013 \ + --hash=sha256:f3fac744f9b540148fa7715a435d2283b71f68bfb6d4aae24482a890aed18b59 \ + --hash=sha256:fa768eff5f9f958270b081bb33581b4b569faabf8774726b283edb06617101dc \ + --hash=sha256:fac2d65901fb0fdf20363fbd345c01958a742f2dc62a8dd4495af66e3ff502a4 + # via matplotlib +pyparsing==3.0.9 \ + --hash=sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb \ + --hash=sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc + # via + # matplotlib + # packaging +python-dateutil==2.8.2 \ + --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \ + --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9 + # via + # matplotlib + # pandas +pytz==2022.1 \ + --hash=sha256:1e760e2fe6a8163bc0b3d9a19c4f84342afa0a2affebfaa84b01b978a02ecaa7 \ + --hash=sha256:e68985985296d9a66a881eb3193b0906246245294a881e7c8afe623866ac6a5c + # via pandas +scikit-learn==1.1.1 \ + --hash=sha256:0403ad13f283e27d43b0ad875f187ec7f5d964903d92d1ed06c51439560ecea0 \ + --hash=sha256:102f51797cd8944bf44a038d106848ddf2804f2c1edf7aea45fba81a4fdc4d80 \ + --hash=sha256:22145b60fef02e597a8e7f061ebc7c51739215f11ce7fcd2ca9af22c31aa9f86 \ + --hash=sha256:33cf061ed0b79d647a3e4c3f6c52c412172836718a7cd4d11c1318d083300133 \ + --hash=sha256:3be10d8d325821ca366d4fe7083d87c40768f842f54371a9c908d97c45da16fc \ + --hash=sha256:3e77b71e8e644f86c8b5be7f1c285ef597de4c384961389ee3e9ca36c445b256 \ + --hash=sha256:45c0f6ae523353f1d99b85469d746f9c497410adff5ba8b24423705b6956a86e \ + --hash=sha256:47464c110eaa9ed9d1fe108cb403510878c3d3a40f110618d2a19b2190a3e35c \ + --hash=sha256:542ccd2592fe7ad31f5c85fed3a3deb3e252383960a85e4b49a629353fffaba4 \ + --hash=sha256:723cdb278b1fa57a55f68945bc4e501a2f12abe82f76e8d21e1806cbdbef6fc5 \ + --hash=sha256:8fe80df08f5b9cee5dd008eccc672e543976198d790c07e5337f7dfb67eaac05 \ + --hash=sha256:8ff56d07b9507fbe07ca0f4e5c8f3e171f74a429f998da03e308166251316b34 \ + --hash=sha256:b2db720e13e697d912a87c1a51194e6fb085dc6d8323caa5ca51369ca6948f78 \ + --hash=sha256:b928869072366dc138762fe0929e7dc88413f8a469aebc6a64adc10a9226180c \ + --hash=sha256:c2dad2bfc502344b869d4a3f4aa7271b2a5f4fe41f7328f404844c51612e2c58 \ + --hash=sha256:e851f8874398dcd50d1e174e810e9331563d189356e945b3271c0e19ee6f4d6f \ + --hash=sha256:e9d228ced1214d67904f26fb820c8abbea12b2889cd4aa8cda20a4ca0ed781c1 \ + --hash=sha256:f2d5b5d6e87d482e17696a7bfa03fe9515fdfe27e462a4ad37f3d7774a5e2fd6 + # via -r requirements.txt +scipy==1.8.1 \ + --hash=sha256:02b567e722d62bddd4ac253dafb01ce7ed8742cf8031aea030a41414b86c1125 \ + --hash=sha256:1166514aa3bbf04cb5941027c6e294a000bba0cf00f5cdac6c77f2dad479b434 \ + --hash=sha256:1da52b45ce1a24a4a22db6c157c38b39885a990a566748fc904ec9f03ed8c6ba \ + --hash=sha256:23b22fbeef3807966ea42d8163322366dd89da9bebdc075da7034cee3a1441ca \ + --hash=sha256:28d2cab0c6ac5aa131cc5071a3a1d8e1366dad82288d9ec2ca44df78fb50e649 \ + --hash=sha256:2ef0fbc8bcf102c1998c1f16f15befe7cffba90895d6e84861cd6c6a33fb54f6 \ + --hash=sha256:3b69b90c9419884efeffaac2c38376d6ef566e6e730a231e15722b0ab58f0328 \ + --hash=sha256:4b93ec6f4c3c4d041b26b5f179a6aab8f5045423117ae7a45ba9710301d7e462 \ + --hash=sha256:4e53a55f6a4f22de01ffe1d2f016e30adedb67a699a310cdcac312806807ca81 \ + --hash=sha256:6311e3ae9cc75f77c33076cb2794fb0606f14c8f1b1c9ff8ce6005ba2c283621 \ + --hash=sha256:65b77f20202599c51eb2771d11a6b899b97989159b7975e9b5259594f1d35ef4 \ + --hash=sha256:6cc6b33139eb63f30725d5f7fa175763dc2df6a8f38ddf8df971f7c345b652dc \ + --hash=sha256:70de2f11bf64ca9921fda018864c78af7147025e467ce9f4a11bc877266900a6 \ + --hash=sha256:70ebc84134cf0c504ce6a5f12d6db92cb2a8a53a49437a6bb4edca0bc101f11c \ + --hash=sha256:83606129247e7610b58d0e1e93d2c5133959e9cf93555d3c27e536892f1ba1f2 \ + --hash=sha256:93d07494a8900d55492401917a119948ed330b8c3f1d700e0b904a578f10ead4 \ + --hash=sha256:9c4e3ae8a716c8b3151e16c05edb1daf4cb4d866caa385e861556aff41300c14 \ + --hash=sha256:9dd4012ac599a1e7eb63c114d1eee1bcfc6dc75a29b589ff0ad0bb3d9412034f \ + --hash=sha256:9e3fb1b0e896f14a85aa9a28d5f755daaeeb54c897b746df7a55ccb02b340f33 \ + --hash=sha256:a0aa8220b89b2e3748a2836fbfa116194378910f1a6e78e4675a095bcd2c762d \ + --hash=sha256:d3b3c8924252caaffc54d4a99f1360aeec001e61267595561089f8b5900821bb \ + --hash=sha256:e013aed00ed776d790be4cb32826adb72799c61e318676172495383ba4570aa4 \ + --hash=sha256:f3e7a8867f307e3359cc0ed2c63b61a1e33a19080f92fe377bc7d49f646f2ec1 + # via + # -r requirements.txt + # scikit-learn +six==1.16.0 \ + --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \ + --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254 + # via python-dateutil +threadpoolctl==3.1.0 \ + --hash=sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b \ + --hash=sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380 + # via scikit-learn