{"id":16778726,"url":"https://github.com/ritvik19/news-classifier","last_synced_at":"2025-03-16T19:41:29.557Z","repository":{"id":104587589,"uuid":"179725472","full_name":"Ritvik19/News-Classifier","owner":"Ritvik19","description":null,"archived":false,"fork":false,"pushed_at":"2020-10-20T03:38:22.000Z","size":83657,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-23T06:14:50.430Z","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/Ritvik19.png","metadata":{"files":{"readme":"README.md","changelog":"NewsScraping.py","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":"2019-04-05T17:22:50.000Z","updated_at":"2023-05-27T00:20:00.000Z","dependencies_parsed_at":null,"dependency_job_id":"69fedcca-fc4b-4a7b-a6d5-f9360a80c187","html_url":"https://github.com/Ritvik19/News-Classifier","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ritvik19%2FNews-Classifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ritvik19%2FNews-Classifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ritvik19%2FNews-Classifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ritvik19%2FNews-Classifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ritvik19","download_url":"https://codeload.github.com/Ritvik19/News-Classifier/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243922278,"owners_count":20369376,"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":[],"created_at":"2024-10-13T07:28:31.924Z","updated_at":"2025-03-16T19:41:29.534Z","avatar_url":"https://github.com/Ritvik19.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# News-Classifier\n\nTag News Articles with Categories to which they might belong using Machine Learning\n___\n\n### Data Preprocessing\n\n* URLs are removed from the text\n* Text is lowercased\n* Contractions are expanded\n* Punctuations are removed from the text\n* Digits are removed\n* Extra white spaces are removed from the text\n* Stop words are removed\n* TFIDF Vectors are created (1grams)\n\n### Approach\n\nModels Trained on manually scraped data from\n* Inshorts\n* ANI\n* India TV\n* Janta Ka Reporter\n* OpIndia\n* PostCard News\n* Swarajya\n* TFIPost\n* TheWeek\n* TheWire \n  \nand a dataset available on [Kaggle](https://www.kaggle.com/rmisra/news-category-dataset)\n\nas a multi label problem using TFIDF vectors as features\n\nThis approach tags news articles as the following 9 tags:\n\n    National, Sports, World, Politics, Technology, Entertainment, Business, Lifestyle, Hatke\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fritvik19%2Fnews-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fritvik19%2Fnews-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fritvik19%2Fnews-classifier/lists"}