{"id":79520,"name":null,"description":"A toolkit for time series machine learning algorithms.","url":"https://github.com/time-series-machine-learning/tsml-py","last_synced_at":"2025-09-08T21:36:53.863Z","repository":{"id":136561565,"uuid":"596998051","full_name":"time-series-machine-learning/tsml-py","owner":"time-series-machine-learning","description":"A toolkit for time series machine learning algorithms.","archived":false,"fork":false,"pushed_at":"2025-08-26T21:24:43.000Z","size":818,"stargazers_count":9,"open_issues_count":1,"forks_count":1,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-08-27T06:12:55.182Z","etag":null,"topics":["data-science","machine-learning","python","scikit-learn","time-series","time-series-classification","time-series-clustering","time-series-regression"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/time-series-machine-learning.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-02-03T11:56:36.000Z","updated_at":"2025-08-26T21:24:46.000Z","dependencies_parsed_at":"2024-03-04T01:42:02.724Z","dependency_job_id":"3cd0d15d-04e8-4098-8b7f-d7ffa1ce31c8","html_url":"https://github.com/time-series-machine-learning/tsml-py","commit_stats":{"total_commits":68,"total_committers":6,"mean_commits":"11.333333333333334","dds":0.4558823529411765,"last_synced_commit":"332fce90448deac76439bc893636f028b6670192"},"previous_names":[],"tags_count":18,"template":false,"template_full_name":null,"purl":"pkg:github/time-series-machine-learning/tsml-py","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274231435,"owners_count":25245625,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-08T02:00:09.813Z","response_time":121,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"time-series-machine-learning","name":"Time Series Machine Learning (tsml)","uuid":"53007053","kind":"organization","description":"Machine learning resources, datasets and tools for time series analysis","email":null,"website":"www.timeseriesclassification.com","location":"Norwich, United Kingdom","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/53007053?v=4","repositories_count":3,"last_synced_at":"2023-03-10T21:21:57.001Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/time-series-machine-learning","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2023-02-14T21:47:36.519Z","updated_at":"2023-03-10T21:21:57.004Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning/repositories"},"packages":[{"id":6348736,"name":"tsml","ecosystem":"pypi","description":"A development sandbox for time series machine learning algorithms which dont fit into aeon.","homepage":null,"licenses":"BSD 3-Clause License\n        \n        Copyright (c) The Time Series Machine Learning (tsml) developers.\n        All rights reserved.\n        \n        Redistribution and use in source and binary forms, with or without\n        modification, are permitted provided that the following conditions are met:\n        \n        1. Redistributions of source code must retain the above copyright notice, this\n           list of conditions and the following disclaimer.\n        \n        2. Redistributions in binary form must reproduce the above copyright notice,\n           this list of conditions and the following disclaimer in the documentation\n           and/or other materials provided with the distribution.\n        \n        3. Neither the name of the copyright holder nor the names of its\n           contributors may be used to endorse or promote products derived from\n           this software without specific prior written permission.\n        \n        THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n        AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n        IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n        DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\n        FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n        DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n        SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n        CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n        OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n        OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n        ","normalized_licenses":["Other"],"repository_url":"https://github.com/time-series-machine-learning/tsml-py","keywords_array":["data-science","machine-learning","scikit-learn","time-series","time-series-classification","time-series-regression","time-series-clustering"],"namespace":null,"versions_count":18,"first_release_published_at":"2023-02-16T14:29:32.000Z","latest_release_published_at":"2025-04-16T14:38:32.000Z","latest_release_number":"0.7.1","last_synced_at":"2025-08-27T12:39:29.643Z","created_at":"2023-02-16T14:47:21.990Z","updated_at":"2025-08-27T13:58:00.728Z","registry_url":"https://pypi.org/project/tsml/","install_command":"pip install tsml --index-url https://pypi.org/simple","documentation_url":"https://tsml.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Intended Audience :: Science/Research","License :: OSI Approved :: BSD License","Operating System :: MacOS","Operating System :: Microsoft :: Windows","Operating System :: POSIX","Operating System :: Unix","Programming Language :: Python","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.11","Programming Language :: Python :: 3.12","Programming Language :: Python :: 3.13","Programming Language :: Python :: 3.9","Topic :: Scientific/Engineering"],"normalized_name":"tsml","project_status":null},"repo_metadata":{"id":136561565,"uuid":"596998051","full_name":"time-series-machine-learning/tsml-py","owner":"time-series-machine-learning","description":"A toolkit for time series machine learning algorithms.","archived":false,"fork":false,"pushed_at":"2025-08-26T21:24:43.000Z","size":818,"stargazers_count":9,"open_issues_count":1,"forks_count":1,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-08-27T06:12:55.182Z","etag":null,"topics":["data-science","machine-learning","python","scikit-learn","time-series","time-series-classification","time-series-clustering","time-series-regression"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/time-series-machine-learning.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-02-03T11:56:36.000Z","updated_at":"2025-08-26T21:24:46.000Z","dependencies_parsed_at":"2024-03-04T01:42:02.724Z","dependency_job_id":"3cd0d15d-04e8-4098-8b7f-d7ffa1ce31c8","html_url":"https://github.com/time-series-machine-learning/tsml-py","commit_stats":{"total_commits":68,"total_committers":6,"mean_commits":"11.333333333333334","dds":0.4558823529411765,"last_synced_commit":"332fce90448deac76439bc893636f028b6670192"},"previous_names":[],"tags_count":18,"template":false,"template_full_name":null,"purl":"pkg:github/time-series-machine-learning/tsml-py","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272337907,"owners_count":24916869,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-27T02:00:09.397Z","response_time":76,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"},"owner_record":{"login":"time-series-machine-learning","name":"Time Series Machine Learning (tsml)","uuid":"53007053","kind":"organization","description":"Machine learning resources, datasets and tools for time series analysis","email":null,"website":"www.timeseriesclassification.com","location":"Norwich, United Kingdom","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/53007053?v=4","repositories_count":3,"last_synced_at":"2023-03-10T21:21:57.001Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/time-series-machine-learning","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2023-02-14T21:47:36.519Z","updated_at":"2023-03-10T21:21:57.004Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/time-series-machine-learning/repositories"},"tags":[{"name":"v0.7.1","sha":"e2c908e968f539682fd99f6ca216c5cf72b38dbc","kind":"commit","published_at":"2025-04-16T14:22:37.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.7.1","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.7.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.7.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.7.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.7.1/manifests"},{"name":"v0.7.0","sha":"fb3328bc5f63b95bd94f723fa63eea685460157c","kind":"commit","published_at":"2025-04-16T12:10:08.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.7.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.7.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.7.0/manifests"},{"name":"v0.6.1","sha":"c850af95ead14ed7bcdfa14ebc0ae5821c5d8abc","kind":"commit","published_at":"2025-01-11T21:19:43.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.6.1","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.6.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.6.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.6.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.6.1/manifests"},{"name":"v0.6.0","sha":"9965bf1d263e9bc74818485f15efd8d6f51df0eb","kind":"commit","published_at":"2025-01-11T18:22:10.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.6.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.6.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.6.0/manifests"},{"name":"v0.5.0","sha":"e566f719f7a84188365dd3f507d5c35af5a89560","kind":"commit","published_at":"2024-11-13T10:12:05.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.5.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.5.0/manifests"},{"name":"v0.4.0","sha":"b10caf48b7a66d1da2357cba847850c5c0c3e12d","kind":"commit","published_at":"2024-04-25T10:05:56.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.4.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.4.0/manifests"},{"name":"v0.3.0","sha":"0bd467349636dceb4799130838b196040c4ded4b","kind":"commit","published_at":"2024-01-09T14:31:58.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.3.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.3.0/manifests"},{"name":"v0.2.1","sha":"3087df50d9636602446d57b8f18c5f0ba5f3ba70","kind":"commit","published_at":"2023-07-22T15:41:15.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.2.1","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.2.1/manifests"},{"name":"v0.2.0","sha":"3cfb4e2301de1d35491ffc43c60c53379ac47263","kind":"commit","published_at":"2023-07-21T13:07:16.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.2.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.2.0/manifests"},{"name":"v0.1.1","sha":"1971749c2101fbd20fad8759337c2097e2bcfc9b","kind":"commit","published_at":"2023-05-18T17:10:43.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.1.1","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.1.1/manifests"},{"name":"v0.1.0","sha":"beffd0ce6e06f6b7b84ac97bd0f3f02c3324f8f8","kind":"commit","published_at":"2023-05-01T22:49:02.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.1.0","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.1.0/manifests"},{"name":"v0.0.7","sha":"1dad889d8100506eb4c595a3f71942f533817d77","kind":"commit","published_at":"2023-04-20T11:45:26.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.7","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.7/manifests"},{"name":"v0.0.6","sha":"3542cc7e2ab8f9b2644345938a29e92a84e9144d","kind":"commit","published_at":"2023-04-17T23:06:29.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.6","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.6/manifests"},{"name":"v0.0.5","sha":"fb4f7ab029c635fe629784dff2e958523b963a36","kind":"commit","published_at":"2023-04-06T15:02:10.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.5","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.5/manifests"},{"name":"v0.0.4","sha":"d0a8c6d323798612f20e2e72a8ab9a77e5dff66f","kind":"commit","published_at":"2023-03-27T18:44:01.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.4","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.4/manifests"},{"name":"v0.0.3","sha":"1092774aa100cbb7ec40162c81b07548df823942","kind":"commit","published_at":"2023-03-05T01:04:38.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.3","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.3/manifests"},{"name":"v0.0.2","sha":"63a0514c6fbd1ee84b1003d68fbabd0d1d4d0470","kind":"commit","published_at":"2023-03-01T17:43:46.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.2","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.2/manifests"},{"name":"v0.0.1","sha":"fe0e361f3486e95cd7cd2398a6850e5c9a51ba0a","kind":"commit","published_at":"2023-02-03T23:35:39.000Z","download_url":"https://codeload.github.com/time-series-machine-learning/tsml-py/tar.gz/v0.0.1","html_url":"https://github.com/time-series-machine-learning/tsml-py/releases/tag/v0.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/time-series-machine-learning/tsml-py@v0.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/tags/v0.0.1/manifests"}]},"repo_metadata_updated_at":"2025-08-27T13:58:00.728Z","dependent_packages_count":1,"downloads":4929,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":15.300296672608827,"dependent_repos_count":30.61104109666564,"dependent_packages_count":6.633233862033089,"stargazers_count":null,"forks_count":null,"average":17.514857210435853},"purl":"pkg:pypi/tsml","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/tsml","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/tsml","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/tsml/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-07-02T22:17:38.486Z","issues_count":7,"pull_requests_count":75,"avg_time_to_close_issue":26071836.666666668,"avg_time_to_close_pull_request":875300.88,"issues_closed_count":6,"pull_requests_closed_count":75,"pull_request_authors_count":4,"issue_authors_count":2,"avg_comments_per_issue":0.2857142857142857,"avg_comments_per_pull_request":1.0666666666666667,"merged_pull_requests_count":42,"bot_issues_count":0,"bot_pull_requests_count":43,"past_year_issues_count":0,"past_year_pull_requests_count":26,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":1083607.3461538462,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":26,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":0.6923076923076923,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":15,"past_year_merged_pull_requests_count":14,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/issues","maintainers":[{"login":"MatthewMiddlehurst","count":37,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MatthewMiddlehurst"}],"active_maintainers":[{"login":"MatthewMiddlehurst","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MatthewMiddlehurst"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tsml/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tsml/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tsml/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tsml/related_packages","maintainers":[{"uuid":"MMiddlehurst","login":"MMiddlehurst","name":null,"email":null,"url":null,"packages_count":4,"html_url":"https://pypi.org/user/MMiddlehurst/","role":null,"created_at":"2023-02-26T08:06:54.460Z","updated_at":"2023-02-26T08:06:54.460Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/MMiddlehurst/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726285,"maintainers_count":308824,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":2046140,"full_name":"time-series-machine-learning/tsml-py","default_branch":"main","committers":[{"name":"Matthew Middlehurst","email":"m.middlehurst@uea.ac.uk","login":null,"count":37},{"name":"Matthew Middlehurst","email":"M.Middlehurst@uea.ac.uk","login":null,"count":15},{"name":"Matthew Middlehurst","email":"pfm15hbu@gmail.com","login":null,"count":10},{"name":"dependabot[bot]","email":"49699333+dependabot[bot]","login":"dependabot[bot]","count":4},{"name":"pre-commit-ci-lite[bot]","email":"117423508+pre-commit-ci-lite[bot]","login":"pre-commit-ci-lite[bot]","count":1},{"name":"tsml-actions-bot[bot]","email":"151061772+tsml-actions-bot[bot]","login":"tsml-actions-bot[bot]","count":1}],"total_commits":68,"total_committers":6,"total_bot_commits":6,"total_bot_committers":3,"mean_commits":11.333333333333334,"dds":0.4558823529411765,"past_year_committers":[{"name":"Matthew Middlehurst","email":"pfm15hbu@gmail.com","login":null,"count":10},{"name":"dependabot[bot]","email":"49699333+dependabot[bot]","login":"dependabot[bot]","count":4},{"name":"Matthew Middlehurst","email":"m.middlehurst@uea.ac.uk","login":null,"count":2},{"name":"pre-commit-ci-lite[bot]","email":"117423508+pre-commit-ci-lite[bot]","login":"pre-commit-ci-lite[bot]","count":1},{"name":"tsml-actions-bot[bot]","email":"151061772+tsml-actions-bot[bot]","login":"tsml-actions-bot[bot]","count":1}],"past_year_total_commits":18,"past_year_total_committers":5,"past_year_total_bot_commits":6,"past_year_total_bot_committers":3,"past_year_mean_commits":3.6,"past_year_dds":0.4444444444444444,"last_synced_at":"2024-10-09T09:26:22.198Z","last_synced_commit":"332fce90448deac76439bc893636f028b6670192","created_at":"2024-10-02T09:05:02.057Z","updated_at":"2024-10-09T09:26:22.199Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-26T00:00:11.761Z","repositories_count":5479765,"commits_count":853308191,"contributors_count":31095157,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"time-series-machine-learning/tsml-py","html_url":"https://github.com/time-series-machine-learning/tsml-py","last_synced_at":"2025-09-01T05:02:04.115Z","status":null,"issues_count":7,"pull_requests_count":99,"avg_time_to_close_issue":2217410.5,"avg_time_to_close_pull_request":776397.5760869565,"issues_closed_count":2,"pull_requests_closed_count":92,"pull_request_authors_count":4,"issue_authors_count":2,"avg_comments_per_issue":0.2857142857142857,"avg_comments_per_pull_request":1.0808080808080809,"merged_pull_requests_count":48,"bot_issues_count":0,"bot_pull_requests_count":62,"past_year_issues_count":0,"past_year_pull_requests_count":28,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":1114181.956521739,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":23,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":0.25,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":17,"past_year_merged_pull_requests_count":17,"created_at":"2024-10-02T09:05:02.354Z","updated_at":"2025-09-03T05:23:28.827Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/time-series-machine-learning%2Ftsml-py/issues","issue_labels_count":{"enhancement":2,"dependencies":2,"maintenance":2,"bug":1,"documentation":1,"testing":1},"pull_request_labels_count":{"maintenance":81,"dependencies":69,"full pre-commit":7,"testing":5,"sweep":3,"bug":2,"no changelog":1},"issue_author_associations_count":{"MEMBER":4,"CONTRIBUTOR":2,"NONE":1},"pull_request_author_associations_count":{"CONTRIBUTOR":72,"MEMBER":46,"NONE":10},"issue_authors":{"MatthewMiddlehurst":4,"dependabot[bot]":2,"Sandy4321":1},"pull_request_authors":{"dependabot[bot]":69,"MatthewMiddlehurst":46,"tsml-actions-bot[bot]":7,"sweep-ai[bot]":6},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10077562,"issues_count":31305350,"pull_requests_count":95961714,"authors_count":10691973,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{"dependencies":1,"maintenance":1},"past_year_pull_request_labels_count":{"maintenance":21,"dependencies":18,"full pre-commit":3},"past_year_issue_author_associations_count":{"CONTRIBUTOR":1},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":21,"MEMBER":14},"past_year_issue_authors":{"dependabot[bot]":1},"past_year_pull_request_authors":{"dependabot[bot]":18,"MatthewMiddlehurst":14,"tsml-actions-bot[bot]":3},"maintainers":[{"login":"MatthewMiddlehurst","count":50,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MatthewMiddlehurst"}],"active_maintainers":[{"login":"MatthewMiddlehurst","count":14,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MatthewMiddlehurst"}]},"events":{"total":{"CreateEvent":25,"IssuesEvent":4,"ReleaseEvent":4,"WatchEvent":2,"DeleteEvent":17,"IssueCommentEvent":10,"PushEvent":36,"PullRequestReviewEvent":1,"PullRequestEvent":37},"last_year":{"CreateEvent":25,"IssuesEvent":4,"ReleaseEvent":4,"WatchEvent":2,"DeleteEvent":17,"IssueCommentEvent":10,"PushEvent":36,"PullRequestReviewEvent":1,"PullRequestEvent":37}},"keywords":["data-science","machine-learning","python","scikit-learn","time-series","time-series-classification","time-series-clustering","time-series-regression"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/pr_opened.yml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:09.823Z","updated_at":"2024-01-09T02:23:09.823Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/.github/workflows/pr_opened.yml","dependencies":[{"id":15509197752,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509197753,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":15509197754,"package_name":"actions/create-github-app-token","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pre_commit.yml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:10.747Z","updated_at":"2024-01-09T02:23:10.747Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/.github/workflows/pre_commit.yml","dependencies":[{"id":15509197802,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509197803,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":15509197804,"package_name":"tj-actions/changed-files","ecosystem":"actions","requirements":"v41.0.1","direct":true,"kind":"composite","optional":false},{"id":15509197857,"package_name":"pre-commit/action","ecosystem":"actions","requirements":"v3.0.0","direct":true,"kind":"composite","optional":false},{"id":15509197914,"package_name":"pre-commit-ci/lite-action","ecosystem":"actions","requirements":"v1.0.1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/precommit_autoupdate.yml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:12.384Z","updated_at":"2024-01-09T02:23:12.384Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/.github/workflows/precommit_autoupdate.yml","dependencies":[{"id":15509197921,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509197922,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":15509197923,"package_name":"browniebroke/pre-commit-autoupdate-action","ecosystem":"actions","requirements":"v1.0.0","direct":true,"kind":"composite","optional":false},{"id":15509197997,"package_name":"actions/create-github-app-token","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":15509197998,"package_name":"peter-evans/create-pull-request","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/release.yml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:14.365Z","updated_at":"2024-01-09T02:23:14.365Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/.github/workflows/release.yml","dependencies":[{"id":15509198069,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509198070,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":15509198071,"package_name":"pre-commit/action","ecosystem":"actions","requirements":"v3.0.0","direct":true,"kind":"composite","optional":false},{"id":15509198072,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509198476,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509198550,"package_name":"nick-fields/retry","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":15509198648,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"release/v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/tests.yml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:16.630Z","updated_at":"2024-01-09T02:23:16.630Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/.github/workflows/tests.yml","dependencies":[{"id":15509198760,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15509198761,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":15509198762,"package_name":"nick-fields/retry","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":15509198763,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2024-01-09T02:23:17.538Z","updated_at":"2024-01-09T02:23:17.538Z","repository_link":"https://github.com/time-series-machine-learning/tsml-py/blob/main/pyproject.toml","dependencies":[{"id":15509198774,"package_name":"numba","ecosystem":"pypi","requirements":"\u003e=0.55.0","direct":true,"kind":"runtime","optional":false},{"id":15509198790,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.21.0","direct":true,"kind":"runtime","optional":false},{"id":15509198791,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.5.3","direct":true,"kind":"runtime","optional":false},{"id":15509198792,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":15509198793,"package_name":"packaging","ecosystem":"pypi","requirements":"\u003e=20.0","direct":true,"kind":"runtime","optional":false}]}],"score":12.597641648446228,"created_at":"2025-09-08T20:58:21.103Z","updated_at":"2025-10-07T08:28:12.447Z","avatar_url":"https://github.com/time-series-machine-learning.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":4929,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["benchmarking","interactive","projection","sequences","genomics","observability","autograding","hacking","shellcodes","archival"],"project_url":"https://science.ecosyste.ms/api/v1/projects/79520","html_url":"https://science.ecosyste.ms/projects/79520"}