{"id":24662362,"url":"https://github.com/cudavailable/association-rule-mining","last_synced_at":"2025-03-21T07:26:03.618Z","repository":{"id":261377913,"uuid":"884135449","full_name":"cudavailable/Association-rule-mining","owner":"cudavailable","description":"A simple implementation of Apriori algotithem and mining strong association rules on supermarket shopping dataset","archived":false,"fork":false,"pushed_at":"2024-11-07T05:23:10.000Z","size":403,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-26T04:14:03.034Z","etag":null,"topics":["apriori-algorithm","data-mine"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cudavailable.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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}},"created_at":"2024-11-06T07:56:04.000Z","updated_at":"2024-11-07T05:23:14.000Z","dependencies_parsed_at":"2024-11-06T08:38:42.671Z","dependency_job_id":"6622c273-01b0-4f67-b672-2c83a16e5837","html_url":"https://github.com/cudavailable/Association-rule-mining","commit_stats":null,"previous_names":["cudavailable/association-rule-mining"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cudavailable%2FAssociation-rule-mining","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cudavailable%2FAssociation-rule-mining/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cudavailable%2FAssociation-rule-mining/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cudavailable%2FAssociation-rule-mining/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cudavailable","download_url":"https://codeload.github.com/cudavailable/Association-rule-mining/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244754663,"owners_count":20504744,"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","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":["apriori-algorithm","data-mine"],"created_at":"2025-01-26T04:14:05.920Z","updated_at":"2025-03-21T07:26:03.599Z","avatar_url":"https://github.com/cudavailable.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## File Descriptions:\n- Apriori.py : loads dataset and mines strong association rules based on Apriori  \n- logger.py : definition of a class 'Logger'  \n- Datebase : dataset (e.g. supermarket shopping dataset)  \n- log : includes a series of log files keeping the result of Apriori under different experimental configurations  \n\n## Conclusions:\n1. Min_Conf remains unchanged. The larger Min_Sup is, the fewer frequent itemsets are mined, and the running time of the Apriori algorithm is relatively reduced.\n2. Min_Sup remains unchanged. The larger Min_Conf is, the fewer strong association rules are mined. There is no specific change pattern in the running time of the Apriori algorithm.\n3. When Min_Sup=0.3，Min_Conf=0.95, we still have:  \n        - 1  ['常温熟食类', '进口食品'] -\u003e ['饮料']   Conf=0.969957   Sup=0.302949  \n        - 2  ['散装休闲食品', '进口食品'] -\u003e ['饮料']   Conf=0.950207   Sup=0.306971  \n        - 3  ['常温熟食类', '散装休闲食品'] -\u003e ['饮料']   Conf=0.951020   Sup=0.312332  \n\n## Reference:\nhttps://github.com/ZbWeR/Association-rule-mining  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcudavailable%2Fassociation-rule-mining","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcudavailable%2Fassociation-rule-mining","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcudavailable%2Fassociation-rule-mining/lists"}