{"id":34109578,"url":"https://github.com/vivekmahato/mlots","last_synced_at":"2026-04-08T12:02:26.681Z","repository":{"id":62577505,"uuid":"336876232","full_name":"vivekmahato/mlots","owner":"vivekmahato","description":"mlots is python package that provides Machine Learning tools for Time-Series Classification.","archived":false,"fork":false,"pushed_at":"2022-09-13T11:47:36.000Z","size":2977,"stargazers_count":11,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-07-05T14:30:45.898Z","etag":null,"topics":["approximate-nearest-neighbor-search","classification","dtw","machine-learning","minirocket","nearest-neighbors","time-series"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/vivekmahato.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}},"created_at":"2021-02-07T19:54:36.000Z","updated_at":"2023-07-29T13:04:53.000Z","dependencies_parsed_at":"2022-11-03T19:17:40.916Z","dependency_job_id":null,"html_url":"https://github.com/vivekmahato/mlots","commit_stats":null,"previous_names":[],"tags_count":9,"template":false,"template_full_name":null,"purl":"pkg:github/vivekmahato/mlots","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vivekmahato%2Fmlots","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vivekmahato%2Fmlots/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vivekmahato%2Fmlots/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vivekmahato%2Fmlots/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vivekmahato","download_url":"https://codeload.github.com/vivekmahato/mlots/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vivekmahato%2Fmlots/sbom","scorecard":{"id":924525,"data":{"date":"2025-08-11","repo":{"name":"github.com/vivekmahato/mlots","commit":"c94fdc701ab778c37a52ddb0f9d96c6989e9b5b8"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":1.7,"checks":[{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Code-Review","score":0,"reason":"Found 0/28 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":0,"reason":"14 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-29gw-9793-fvw7","Warn: Project is vulnerable to: PYSEC-2015-24 / GHSA-4vwq-x64q-j4cj","Warn: Project is vulnerable to: PYSEC-2017-46 / GHSA-66gw-5xpf-gfp5","Warn: Project is vulnerable to: PYSEC-2015-25 / GHSA-92mr-v722-f48m","Warn: Project is vulnerable to: PYSEC-2022-12 / GHSA-pq7m-3gw7-gq5x","Warn: Project is vulnerable to: PYSEC-2017-47","Warn: Project is vulnerable to: PYSEC-2023-117 / GHSA-mrwq-x4v8-fh7p","Warn: Project is vulnerable to: GHSA-xwc8-rf6m-xr86","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: GHSA-jxfp-4rvq-9h9m","Warn: Project is vulnerable to: PYSEC-2025-49 / GHSA-5rjg-fvgr-3xxf","Warn: Project is vulnerable to: GHSA-cx63-2mw6-8hw5","Warn: Project is vulnerable to: PYSEC-2022-43012 / GHSA-r9hx-vwmv-q579","Warn: Project is vulnerable to: GHSA-g7vv-2v7x-gj9p"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 2 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-25T09:45:20.584Z","repository_id":62577505,"created_at":"2025-08-25T09:45:20.584Z","updated_at":"2025-08-25T09:45:20.584Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31554110,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-08T10:21:54.569Z","status":"ssl_error","status_checked_at":"2026-04-08T10:21:38.171Z","response_time":54,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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"}},"keywords":["approximate-nearest-neighbor-search","classification","dtw","machine-learning","minirocket","nearest-neighbors","time-series"],"created_at":"2025-12-14T18:34:36.810Z","updated_at":"2026-04-08T12:02:26.653Z","avatar_url":"https://github.com/vivekmahato.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"right\"\u003e\n\u003cimg src=\"docs/source/images/mlots_logo2_300x300.png\" width=\"80\" /\u003e\n\u003c/p\u003e\n\n# Machine Learning On Time-Series (```MLOTS```)\n\n![](docs/source/images/signal.gif)  \n[![Build Status](https://travis-ci.com/vivekmahato/mlots.svg?branch=main)](https://travis-ci.com/vivekmahato/mlots)\n[![codecov](https://codecov.io/gh/vivekmahato/mlots/branch/main/graph/badge.svg?token=YRbBDwzetb)](https://codecov.io/gh/vivekmahato/mlots)\n[![PyPI pyversions](https://img.shields.io/pypi/pyversions/mlots.svg)](https://pypi.python.org/pypi/mlots/)\n[![Documentation Status](https://readthedocs.org/projects/mlots/badge/?version=latest)](http://mlots.readthedocs.io/?badge=latest)\n[![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)\n![GitHub last commit](https://img.shields.io/github/last-commit/vivekmahato/mlots?color=red\u0026style=plastic)\n[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/mistermahato.svg?style=social\u0026label=Follow)](https://twitter.com/mistermahato)\n\n```mlots``` provides Machine Learning tools for Time-Series Classification. This package builds on (and hence depends\non) ```scikit-learn```, ```numpy```, ```tslearn```, ```annoy```, and ```hnswlib``` libraries.\n\nIt can be installed as a python package from the [PyPI](https://pypi.org/project/mlots/) repository.\n\n## Installation\n\nInstall ```mlots``` by running:\n\n   \u003cpre\u003e\u003ccode class=\"python\"\u003epip install mlots\n\u003c/code\u003e\u003c/pre\u003e\n\nAfter installation, it can be imported to a ```python``` environment to be employed.\n\n   \u003cpre\u003e\u003ccode class=\"python\"\u003eimport mlots\n\u003c/code\u003e\u003c/pre\u003e\n\n## Documentation\nThe documentation is hosted at [readthedocs](https://mlots.readthedocs.io/). Examples of using ```mlots``` models are present in the [Getting Started](https://mlots.readthedocs.io/en/latest/#getting-started) section of the documentation.\n\n## Contribute\n\n- Issue Tracker: https://github.com/vivekmahato/mlots/issues\n- Source Code: https://github.com/vivekmahato/mlots\n\n## Support\n\nIf you are having issues, please let us know.\n\n## License\n\nThe project is licensed under the BSD 3-Clause license.\n\n## Acknowledgements\n\nWe thank Angus Dempster et al. for sharing (open-sourcing) the code for ROCKET and MINIROCKET.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvivekmahato%2Fmlots","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvivekmahato%2Fmlots","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvivekmahato%2Fmlots/lists"}