{"id":19030997,"url":"https://github.com/rahulb813/overdraft-conjecture","last_synced_at":"2025-10-13T12:25:42.329Z","repository":{"id":207974716,"uuid":"720539701","full_name":"rahulb813/overdraft-conjecture","owner":"rahulb813","description":"An SVM based prediction model to predict bank loan status","archived":false,"fork":false,"pushed_at":"2023-11-18T20:01:34.000Z","size":154,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-21T20:23:17.453Z","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":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/rahulb813.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2023-11-18T19:44:15.000Z","updated_at":"2023-11-18T19:46:17.000Z","dependencies_parsed_at":"2023-11-18T20:44:53.718Z","dependency_job_id":null,"html_url":"https://github.com/rahulb813/overdraft-conjecture","commit_stats":null,"previous_names":["rahulb813/overdraft-conjecture"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/rahulb813/overdraft-conjecture","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rahulb813%2Foverdraft-conjecture","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rahulb813%2Foverdraft-conjecture/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rahulb813%2Foverdraft-conjecture/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rahulb813%2Foverdraft-conjecture/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rahulb813","download_url":"https://codeload.github.com/rahulb813/overdraft-conjecture/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rahulb813%2Foverdraft-conjecture/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279015048,"owners_count":26085643,"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","status":"online","status_checked_at":"2025-10-13T02:00:06.723Z","response_time":61,"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":"2024-11-08T21:20:48.547Z","updated_at":"2025-10-13T12:25:42.302Z","avatar_url":"https://github.com/rahulb813.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# OverDraft Conjecture\n\n## Introduction\n\n-   An SVM based ML model that's trained with a dataset with 600+ values.\n-   Predicts yes/no prediction status for bank loans.\n\n## Intuition\n\nThe use of SVM is done because the final output predicted by this model\nis supposed to be a binary value which results that the loan confirmation is real or fake.\n\n## Technologies Used\n\n-   Python\n-   sklearn\n-   numpy\n-   seaborn\n\n## Dataset\n\nA single [`dataset.csv`](https://www.kaggle.com/datasets/ninzaami/loan-predication/) dataset obtained from [Kaggle](https://wwww.kaggle.com) is used\n\n## Testing\n\nThe model is trained with 80% and tested with 20% of the [`train.csv`](https://www.kaggle.com/c/fake-news/data) dataset and the accuracy of the model was 79% and 83% respectively.\n\n## Deployment\n\nA live version of the [`main.ipynb`](https://github.com/rahulb813/veracious-prophecy/blob/main/main.ipynb) is uploaded at [Google Drive](https://drive.google.com/drive/folders/1Dc3zftve6CMrDUYRBGGlmaVQ3w-pfdku?usp=sharing).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frahulb813%2Foverdraft-conjecture","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frahulb813%2Foverdraft-conjecture","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frahulb813%2Foverdraft-conjecture/lists"}