{"id":25020868,"url":"https://github.com/abhigyan126/similaritymap","last_synced_at":"2025-10-18T02:18:38.685Z","repository":{"id":258254993,"uuid":"873562202","full_name":"Abhigyan126/SimilarityMAP","owner":"Abhigyan126","description":"This application calculates document similarities using BERT embeddings. It reads text files from a folder, computes pairwise similarities, and generates a heat-map to visualise the results. The similarity matrix can be saved as a CSV file, and the heat-map as an image.","archived":false,"fork":false,"pushed_at":"2024-10-16T11:52:31.000Z","size":19,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-05T12:18:00.216Z","etag":null,"topics":["bert-embeddings","cosine-similarity","embeddings","plagarism-detection"],"latest_commit_sha":null,"homepage":"","language":"Python","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/Abhigyan126.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":"2024-10-16T11:28:29.000Z","updated_at":"2024-10-16T11:53:56.000Z","dependencies_parsed_at":"2024-10-18T06:54:16.279Z","dependency_job_id":null,"html_url":"https://github.com/Abhigyan126/SimilarityMAP","commit_stats":null,"previous_names":["abhigyan126/similaritymap"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abhigyan126%2FSimilarityMAP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abhigyan126%2FSimilarityMAP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abhigyan126%2FSimilarityMAP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abhigyan126%2FSimilarityMAP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Abhigyan126","download_url":"https://codeload.github.com/Abhigyan126/SimilarityMAP/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246304441,"owners_count":20755906,"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":["bert-embeddings","cosine-similarity","embeddings","plagarism-detection"],"created_at":"2025-02-05T12:18:02.541Z","updated_at":"2025-10-18T02:18:33.646Z","avatar_url":"https://github.com/Abhigyan126.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"### **SimilarityMAP**  \nThis application calculates document similarities using BERT embeddings. It reads text files from a folder, computes pairwise similarities, and generates a heatmap for visualizing the results. The similarity matrix can be saved as a CSV file, and the heatmap as an image.\n\n---\n\n### **Files**:  \n- **App.py**: A Tkinter application that requires a folder with text files. It creates a similarity heatmap for all the text files.  \n- **get_map.py**: A non-GUI application that performs the same task as `App.py`.\n\n---\n\n### **Screenshots**  \n\u003cp align='center'\u003e\n\u003cimg width=\"1112\" alt=\"Screenshot 2024-10-16 at 5 02 33 PM\" src=\"https://github.com/user-attachments/assets/6bc8a56b-4667-49bc-a610-92c2a158f094\"\u003e\n\u003c/p\u003e\n\n---\n\n### **Usage**  \n- Can be used to **automatically grade** documents by identifying the best match and comparing similarity.  \n  - **Limitation**: Only provides deviation information, not whether the content is correct.\n  \n- Can also be used to **detect copied content and plagiarism**.  \n  - **Limitation**: Only identifies plagiarism within the scope of the provided text context.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabhigyan126%2Fsimilaritymap","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabhigyan126%2Fsimilaritymap","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabhigyan126%2Fsimilaritymap/lists"}