{"id":50527319,"url":"https://github.com/miozilla/treebasedmodel","last_synced_at":"2026-06-03T09:02:26.400Z","repository":{"id":356848282,"uuid":"1234317148","full_name":"miozilla/treebasedmodel","owner":"miozilla","description":"treebasedmodel :evergreen_tree::airplane::dancer: : Invistico Airline | Tree-based Modeling, Machine Learning (ML), Predictive, Decision Making, GridSearchCV, sklearn |","archived":false,"fork":false,"pushed_at":"2026-05-10T03:12:25.000Z","size":2005,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-10T04:36:21.454Z","etag":null,"topics":["accuracy","decisiontreeclassifier","exemplar","experience","f1-score","flight","hyperparameter","logistic-regression","matplotlib","model","numpy","pandas","plot-tree","precision","pyplot","recall","seaborn","selection","train-test-split","tuning"],"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/miozilla.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-10T02:56:28.000Z","updated_at":"2026-05-10T03:15:50.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/miozilla/treebasedmodel","commit_stats":null,"previous_names":["miozilla/treebasedmodel"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/miozilla/treebasedmodel","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/miozilla%2Ftreebasedmodel","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/miozilla%2Ftreebasedmodel/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/miozilla%2Ftreebasedmodel/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/miozilla%2Ftreebasedmodel/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/miozilla","download_url":"https://codeload.github.com/miozilla/treebasedmodel/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/miozilla%2Ftreebasedmodel/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33856287,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-03T02:00:06.370Z","response_time":59,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["accuracy","decisiontreeclassifier","exemplar","experience","f1-score","flight","hyperparameter","logistic-regression","matplotlib","model","numpy","pandas","plot-tree","precision","pyplot","recall","seaborn","selection","train-test-split","tuning"],"created_at":"2026-06-03T09:02:25.717Z","updated_at":"2026-06-03T09:02:26.395Z","avatar_url":"https://github.com/miozilla.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# treebasedmodel 🌲✈️💃\ntreebasedmodel : Invistico Airline | Tree-based Modeling, Machine Learning, Predictive, Decision Making, GridSearchCV, sklearn |\n\n\n## Objectives\n* Importing packages \u0026 loading data\n* Exploring data \u0026 completing cleaning process\n* Building decision tree model \n* Tuning hyperparameters using `GridSearchCV`\n* Evaluating decision tree model using confusion matrix \u0026 various other plots\n\n\n## Tree-based Modeling\n\n![treebasedmodel001.png](./media/treebasedmodel001.png)\n\n![treebasedmodel002.png](./media/treebasedmodel002.png)\n\n![treebasedmodel003.png](./media/treebasedmodel003.png)\n\n![treebasedmodel004.png](./media/treebasedmodel004.png)\n\n![treebasedmodel005.png](./media/treebasedmodel005.png)\n\n![treebasedmodel006.png](./media/treebasedmodel006.png)\n\n![treebasedmodel007.png](./media/treebasedmodel007.png)\n\n![treebasedmodel008.png](./media/treebasedmodel008.png)\n\n![treebasedmodel009.png](./media/treebasedmodel009.png)\n\n![treebasedmodel010.png](./media/treebasedmodel010.png)\n\n![treebasedmodel011.png](./media/treebasedmodel011.png)\n\n![treebasedmodel012.png](./media/treebasedmodel012.png)\n\n![treebasedmodel013.png](./media/treebasedmodel013.png)\n\n![treebasedmodel014.png](./media/treebasedmodel014.png)\n\n![treebasedmodel015.png](./media/treebasedmodel015.png)\n\n![treebasedmodel016.png](./media/treebasedmodel016.png)\n\n![treebasedmodel017.png](./media/treebasedmodel017.png)\n\n![treebasedmodel018.png](./media/treebasedmodel018.png)\n\n![treebasedmodel019.png](./media/treebasedmodel019.png)\n\n![treebasedmodel020.png](./media/treebasedmodel020.png)\n\n![treebasedmodel021.png](./media/treebasedmodel021.png)\n\n![treebasedmodel022.png](./media/treebasedmodel022.png)\n\n![treebasedmodel023.png](./media/treebasedmodel023.png)\n\n![treebasedmodel024.png](./media/treebasedmodel024.png)\n\n![treebasedmodel025.png](./media/treebasedmodel025.png)\n\n![treebasedmodel026.png](./media/treebasedmodel026.png)\n\n![treebasedmodel027.png](./media/treebasedmodel027.png)\n\n![treebasedmodel028.png](./media/treebasedmodel028.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmiozilla%2Ftreebasedmodel","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmiozilla%2Ftreebasedmodel","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmiozilla%2Ftreebasedmodel/lists"}