{"id":26907110,"url":"https://github.com/munas-git/fake-news-detection","last_synced_at":"2026-04-18T00:31:44.024Z","repository":{"id":122525946,"uuid":"585935984","full_name":"munas-git/Fake-news-detection","owner":"munas-git","description":"A fake/real news detection system using Sklearn, Django, JavaScript, HTML \u0026 CSS","archived":false,"fork":false,"pushed_at":"2023-08-14T09:20:40.000Z","size":12195,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-27T16:50:54.779Z","etag":null,"topics":["artificial-intelligence","data-analysis","data-science","decision-tree-classifier","django","fake-news-detection","machine-learning","natural-language-processing","nlp-machine-learning","webapp"],"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/munas-git.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":"2023-01-06T13:47:21.000Z","updated_at":"2025-01-15T14:12:46.000Z","dependencies_parsed_at":"2023-08-18T00:46:35.957Z","dependency_job_id":null,"html_url":"https://github.com/munas-git/Fake-news-detection","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/munas-git/Fake-news-detection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/munas-git%2FFake-news-detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/munas-git%2FFake-news-detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/munas-git%2FFake-news-detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/munas-git%2FFake-news-detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/munas-git","download_url":"https://codeload.github.com/munas-git/Fake-news-detection/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/munas-git%2FFake-news-detection/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31951255,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-17T17:29:20.459Z","status":"ssl_error","status_checked_at":"2026-04-17T17:28:47.801Z","response_time":62,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["artificial-intelligence","data-analysis","data-science","decision-tree-classifier","django","fake-news-detection","machine-learning","natural-language-processing","nlp-machine-learning","webapp"],"created_at":"2025-04-01T11:37:44.999Z","updated_at":"2026-04-18T00:31:43.993Z","avatar_url":"https://github.com/munas-git.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"##### Project Status: Completed.\n# Project Title: Fake News Detection Systsem.\n\n## Project Description.\n\u003cp\u003e This AI system is capable fo classify news into two broad categories: Real and Fake news. The data was gotten from \u003ca href= \"https://www.kaggle.com/datasets/clmentbisaillon/fake-and-real-news-dataset\"\u003eKaggle\u003c/a\u003e. Some of the steps involved in the model training include:   \n  \n  \u003e Download and unzip \"news-transformer\" \u003ca href= \"https://drive.google.com/file/d/1FUKDizSk7PxkBcIiMwcdp2GsErr_9OnP/view?usp=sharing\"\u003ehere\u003c/a\u003e\n  \n- Turning texts into lower case.\n- Removal of numbers.\n- Removal of symbols, special characters and white spaces.\n- Removal of stopwords (english).\n- stemming of words.\n- Text transformation using TF-IDF Vectorizer.\n\n### Tools and Libraries Used\n- re\n- CSS\n- HTML\n- NLTK\n- Pickle\n- Django\n- Seaborn\n- Matplotlib\n- JavaScript\n- Scikit-learn\n- Pandas (Python)\n- Visual Studio Code (IDE)\n\n## Demo of System\n\nhttps://user-images.githubusercontent.com/78413685/211159873-7cfb4e48-b94d-4de7-a90b-beb528d9d064.mp4\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmunas-git%2Ffake-news-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmunas-git%2Ffake-news-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmunas-git%2Ffake-news-detection/lists"}