{"id":25131784,"url":"https://github.com/reshmaaiman/liver-patient-prediction","last_synced_at":"2026-04-16T10:36:03.390Z","repository":{"id":275799205,"uuid":"927222559","full_name":"ReshmaAiman/Liver-Patient-Prediction","owner":"ReshmaAiman","description":"Liver Disease Prediction","archived":false,"fork":false,"pushed_at":"2025-02-04T16:10:51.000Z","size":1412,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-04T17:23:49.464Z","etag":null,"topics":["data","data-science","data-visualization","dataanalysis","jupyter-notebook","numpy","pandas","python","seaborn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/ReshmaAiman.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":"2025-02-04T15:55:57.000Z","updated_at":"2025-02-04T16:13:03.000Z","dependencies_parsed_at":"2025-02-04T17:34:04.393Z","dependency_job_id":null,"html_url":"https://github.com/ReshmaAiman/Liver-Patient-Prediction","commit_stats":null,"previous_names":["reshmaaiman/liver-patient-prediction"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FLiver-Patient-Prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FLiver-Patient-Prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FLiver-Patient-Prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FLiver-Patient-Prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ReshmaAiman","download_url":"https://codeload.github.com/ReshmaAiman/Liver-Patient-Prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246911498,"owners_count":20853657,"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":["data","data-science","data-visualization","dataanalysis","jupyter-notebook","numpy","pandas","python","seaborn"],"created_at":"2025-02-08T14:14:30.191Z","updated_at":"2026-04-16T10:36:03.262Z","avatar_url":"https://github.com/ReshmaAiman.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Liver-Patient-Prediction\n### Creating a predictive model with implementation of different classifier on Liver Patient dataset to predict the liver diseases.\n### For EDA performed the Univariate, Bivariate and Multivariate analysis.\n### After preprocessing, confirmed that there is no high correlation between each columns.\n### After noticed that the data is imbalanced, tried with oversampling and tried checking with different models to get the best model.\n### Random Forest - training accuracy -\u003e 100% and testing accuracy -\u003e 82%\n### Decision Tree - training accuracy -\u003e 95% and testing accuracy -\u003e 77%\n### SVM - training accuracy -\u003e 100% and testing accuracy -\u003e 92%\n### Logistic Regression - training accuracy -\u003e 71% and testing accuracy -\u003e 75%\n### We notice that SVM gives the best results.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Freshmaaiman%2Fliver-patient-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Freshmaaiman%2Fliver-patient-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Freshmaaiman%2Fliver-patient-prediction/lists"}