{"id":37707008,"url":"https://github.com/energyinpython/objective-weights-for-mcda","last_synced_at":"2026-01-16T13:09:46.066Z","repository":{"id":57447610,"uuid":"471501818","full_name":"energyinpython/objective-weights-for-mcda","owner":"energyinpython","description":null,"archived":false,"fork":false,"pushed_at":"2022-05-08T16:18:08.000Z","size":158,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-25T08:24:03.596Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/energyinpython.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":"2022-03-18T20:05:15.000Z","updated_at":"2022-12-06T06:56:07.000Z","dependencies_parsed_at":"2022-09-26T17:30:47.601Z","dependency_job_id":null,"html_url":"https://github.com/energyinpython/objective-weights-for-mcda","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/energyinpython/objective-weights-for-mcda","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/energyinpython%2Fobjective-weights-for-mcda","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/energyinpython%2Fobjective-weights-for-mcda/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/energyinpython%2Fobjective-weights-for-mcda/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/energyinpython%2Fobjective-weights-for-mcda/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/energyinpython","download_url":"https://codeload.github.com/energyinpython/objective-weights-for-mcda/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/energyinpython%2Fobjective-weights-for-mcda/sbom","scorecard":{"id":377093,"data":{"date":"2025-08-11","repo":{"name":"github.com/energyinpython/objective-weights-for-mcda","commit":"3e6e21104da507394fc521b617b9dda43ed3deec"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3,"checks":[{"name":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"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":"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":"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":"Code-Review","score":0,"reason":"Found 0/25 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":"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":"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":"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":"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":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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: MIT 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"}}]},"last_synced_at":"2025-08-18T14:30:49.526Z","repository_id":57447610,"created_at":"2025-08-18T14:30:49.526Z","updated_at":"2025-08-18T14:30:49.526Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28478939,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-16T11:59:17.896Z","status":"ssl_error","status_checked_at":"2026-01-16T11:55:55.838Z","response_time":107,"last_error":"SSL_read: 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":[],"created_at":"2026-01-16T13:09:45.807Z","updated_at":"2026-01-16T13:09:46.058Z","avatar_url":"https://github.com/energyinpython.png","language":"Python","readme":"# objective-weights-for-mcda\n\nThis is Python 3 library dedicated for multi-criteria decision analysis with criteria weights determined by objective weighting methods.\nThe documentation is provided [here](https://objective-weights-for-mcda.readthedocs.io/en/latest/)\n\nThis library is a project that is currently under active development. Recently other MCDA methods have been added, namely COPRAS, ARAS, \nand PROMETHEE II. More methods will be added soon. Other interesting libraries by this author include pyrepo-mcda (focused on MCDA methods \nbased on reference objects and distance metrics for MCDA methods), objective-weighting (focused on objective criteria weighting methods for MCDA), \nand distance-metrics-mcda (focused on distance metrics for MCDA).\n\n# Installation\nDownloading and installation of `objective-weights-mcda` package can be done with using pip\n\n```\npip install objective-weights-mcda\n```\n\n# Methods\n`mcda_methods` includes:\n- `vikor` with VIKOR method\n\nOther modules include:\n- `additions` include `rank_preference` method for ranking alternatives according to MCDA score\n\n- `correlations` include: \n\t- Spearman rank correlation coefficient `spearman`, \n\t- Weighted Spearman rank correlation coefficient `weighted_spearman`,\n\t- Pearson correlation coefficient `pearson_coeff`\n\t\n- `normalizations` with methods for decision matrix normalization:\n\t- `linear_normalization` - Linear normalization,\n\t- `minmax_normalization` - Minimum- Maximum normalization,\n\t- `max_normalization` - Maximum normalization,\n\t- `sum_normalization` - Sum normalization,\n\t- `vector_normalization` - Vector normalization\n\t\n- `weighting_methods` include 11 objective weighting methods for determination of criteria weights (significance) without decision-maker involvement:\n\t- `equal_weighting` - Equal weighting method\n\t- `entropy_weighting` - Entropy weighting method\n\t- `std_weighting` - Standard deviation weighting method\n\t- `critic_weighting` - CRITIC weighting method\n\t- `gini_weighting` - Gini coefficient-based weighting method\n\t- `merec_weighting` - MEREC weighting method\n\t- `stat_var_weighting` - Statistical variance weighting method\n\t- `cilos_weighting` - CILOS weighting method\n\t- `idocriw_weighting` - IDOCRIW weighting method\n\t- `angle_weighting` - Angle weighting method\n\t- `coeff_var_weighting` - Coefficient of variation weighting method\n\t\nExamples of usage of `objective_weights_mcda` are provided on [GitHub](https://github.com/energyinpython/objective-weights-for-mcda) in [examples](https://github.com/energyinpython/objective-weights-for-mcda/tree/main/examples)\n\n## License\nThis package called `objective-weights-mcda` was created by Aleksandra Bączkiewicz. It is licensed under the terms of the MIT license.\n\n## Note\nThis project is under active development.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fenergyinpython%2Fobjective-weights-for-mcda","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fenergyinpython%2Fobjective-weights-for-mcda","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fenergyinpython%2Fobjective-weights-for-mcda/lists"}