{"id":19901180,"url":"https://github.com/rooth13/problemset1","last_synced_at":"2026-06-15T09:31:40.370Z","repository":{"id":208003110,"uuid":"720605807","full_name":"rootH13/ProblemSet1","owner":"rootH13","description":"Data 340: Fall 2023","archived":false,"fork":false,"pushed_at":"2023-11-24T03:55:42.000Z","size":2418,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-08T07:41:55.581Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/rootH13.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}},"created_at":"2023-11-19T01:52:44.000Z","updated_at":"2023-11-19T01:54:05.000Z","dependencies_parsed_at":"2023-11-24T04:37:45.392Z","dependency_job_id":null,"html_url":"https://github.com/rootH13/ProblemSet1","commit_stats":null,"previous_names":["rooth13/problemset1"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/rootH13/ProblemSet1","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rootH13%2FProblemSet1","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rootH13%2FProblemSet1/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rootH13%2FProblemSet1/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rootH13%2FProblemSet1/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rootH13","download_url":"https://codeload.github.com/rootH13/ProblemSet1/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rootH13%2FProblemSet1/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34357281,"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":"2026-06-15T02:00:07.085Z","response_time":63,"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":[],"created_at":"2024-11-12T20:14:18.435Z","updated_at":"2026-06-15T09:31:40.347Z","avatar_url":"https://github.com/rootH13.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ProblemSet1\nData 340: Fall 2023\n\nFor Problem Set 1:\nNaive Bayes Model\n-After extracting all of the files from Kaggle, I was able to take some excerpts \n from class notebooks to tokenize words or phrases using different tokenizers\n (spacy, Genshim, and NLTK).\n- I was then able to move onto the Naive Bayes Model. From looking at the files\n  first few columns, there seems to be a disproportionate amount of reviews\n  with two's. As expected, my confusion matrix showed the most density\n  in the two's for sentiment. My model performance, however, was around\n  59% performance (approximately). I will have to keep training it to get\n  better accuracy and performance.\n\nLogistic Regression Model\n-I tried to follow similar logic used in class by using sklearn to output \n performance. My logistic regression model performed so much worse than my\n Naive Bayes model, but still showed the most clustering/density in the two's.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frooth13%2Fproblemset1","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frooth13%2Fproblemset1","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frooth13%2Fproblemset1/lists"}