{"id":16649012,"url":"https://github.com/jalajthanaki/medical_notes_extractive_summarization","last_synced_at":"2025-04-09T16:51:07.758Z","repository":{"id":81621580,"uuid":"129241544","full_name":"jalajthanaki/medical_notes_extractive_summarization","owner":"jalajthanaki","description":"Extractive summarizationof medical transcriptions","archived":false,"fork":false,"pushed_at":"2018-04-14T11:29:40.000Z","size":13,"stargazers_count":8,"open_issues_count":0,"forks_count":9,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-23T18:54:20.746Z","etag":null,"topics":["extractive-text-summarization","medical-data","ranking-algorithm","summarization","tf-idf-vectorizer"],"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/jalajthanaki.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":"2018-04-12T11:36:31.000Z","updated_at":"2024-09-26T02:44:47.000Z","dependencies_parsed_at":null,"dependency_job_id":"5e932e34-82e2-4027-8a45-972fa7122af2","html_url":"https://github.com/jalajthanaki/medical_notes_extractive_summarization","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/jalajthanaki%2Fmedical_notes_extractive_summarization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jalajthanaki%2Fmedical_notes_extractive_summarization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jalajthanaki%2Fmedical_notes_extractive_summarization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jalajthanaki%2Fmedical_notes_extractive_summarization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jalajthanaki","download_url":"https://codeload.github.com/jalajthanaki/medical_notes_extractive_summarization/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248072790,"owners_count":21043304,"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":["extractive-text-summarization","medical-data","ranking-algorithm","summarization","tf-idf-vectorizer"],"created_at":"2024-10-12T09:06:19.923Z","updated_at":"2025-04-09T16:51:07.740Z","avatar_url":"https://github.com/jalajthanaki.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Extractive summarization of medical transcriptions\n\nThis repository contains the code which can generate extractive summary of medical transcription documents\n\n## Dependencies\n* numpy\n* scipy\n* nltk\n* scikit-learn\n* pattern\n* pyteaser\n* sumy\n\n\n## Install\n```\nnumpy:        $ sudo pip install numpy\nnltk:         $ sudo pip install nltk\nscipy:        $ sudo pip install scipy\nscikit-learn: $ sudo pip install sklearn\npattern:      $ sudo pip install pattern\npyteasaer:    $ sudo pip install pyteaser\nsummy:        $ sudo pip install sumy\n\n\n```\n## Usage\n\n* For running base-line approach run the `pyteaser_demo.py` and `sumy_demo.py` files which are put inside the Base_line_approach folder \n\n* For running revised approach run the `summarize.py` file which is put inside the Revised_approach folder\n\n* For running best approach run the  `document_summarization.py` file which is put inside Best_approach folder\n\n## Credit\n\nCode credits for this code go to dipanjanS, Xiao and Tristan Havelick. I've merely created a wrapper and necessary changes to get people started.\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjalajthanaki%2Fmedical_notes_extractive_summarization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjalajthanaki%2Fmedical_notes_extractive_summarization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjalajthanaki%2Fmedical_notes_extractive_summarization/lists"}