{"id":18757507,"url":"https://github.com/mahboobehad/ocausal","last_synced_at":"2026-04-14T00:01:55.261Z","repository":{"id":49847528,"uuid":"231867287","full_name":"mahboobehad/ocausal","owner":"mahboobehad","description":"Outlier Causal Relations","archived":false,"fork":false,"pushed_at":"2022-06-22T00:03:26.000Z","size":307,"stargazers_count":1,"open_issues_count":2,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-10-22T01:41:33.298Z","etag":null,"topics":["causality-analysis","datamining","networkx","notebook","numpy","outlier-detection","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mahboobehad.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":"2020-01-05T04:30:57.000Z","updated_at":"2025-02-04T18:08:07.000Z","dependencies_parsed_at":"2022-07-30T07:38:07.322Z","dependency_job_id":null,"html_url":"https://github.com/mahboobehad/ocausal","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/mahboobehad/ocausal","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mahboobehad%2Focausal","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mahboobehad%2Focausal/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mahboobehad%2Focausal/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mahboobehad%2Focausal/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mahboobehad","download_url":"https://codeload.github.com/mahboobehad/ocausal/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mahboobehad%2Focausal/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31776013,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-13T20:17:16.280Z","status":"ssl_error","status_checked_at":"2026-04-13T20:17:08.216Z","response_time":93,"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":["causality-analysis","datamining","networkx","notebook","numpy","outlier-detection","python"],"created_at":"2024-11-07T17:42:43.436Z","updated_at":"2026-04-14T00:01:53.218Z","avatar_url":"https://github.com/mahboobehad.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ocausal\nStream outlier causality relation detecotor.\n\nOcausal implements a framework provided by a paper titled [Discovering spatio-temporal causal interactions in traffic data streams](https://dl.acm.org/doi/10.1145/2020408.2020571). Although the mentioned paper is concerned with vehicle traffic data, this project is capable of handling outliers of any kind of time frame streams linked to graph-based datasets. \n\n\n#### Note\n* Some of the tests rely on random data, rerun in case of failure.\n\n#### How it works\n![how](asset/how.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmahboobehad%2Focausal","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmahboobehad%2Focausal","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmahboobehad%2Focausal/lists"}