{"id":13857272,"url":"https://github.com/bnosac/textrank","last_synced_at":"2025-09-01T07:40:32.279Z","repository":{"id":56935986,"uuid":"109860122","full_name":"bnosac/textrank","owner":"bnosac","description":"Summarise text by finding relevant sentences and keywords using the Textrank algorithm","archived":false,"fork":false,"pushed_at":"2020-10-12T11:43:20.000Z","size":57,"stargazers_count":77,"open_issues_count":3,"forks_count":9,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-01-31T06:41:50.857Z","etag":null,"topics":["natural-language-processing","nlp","r","textrank","textrank-algorithm"],"latest_commit_sha":null,"homepage":"","language":"R","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/bnosac.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}},"created_at":"2017-11-07T16:16:29.000Z","updated_at":"2024-09-19T10:12:31.000Z","dependencies_parsed_at":"2022-08-21T01:10:18.908Z","dependency_job_id":null,"html_url":"https://github.com/bnosac/textrank","commit_stats":null,"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bnosac%2Ftextrank","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bnosac%2Ftextrank/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bnosac%2Ftextrank/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bnosac%2Ftextrank/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bnosac","download_url":"https://codeload.github.com/bnosac/textrank/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238104893,"owners_count":19417220,"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":["natural-language-processing","nlp","r","textrank","textrank-algorithm"],"created_at":"2024-08-05T03:01:32.111Z","updated_at":"2025-02-10T11:32:42.047Z","avatar_url":"https://github.com/bnosac.png","language":"R","funding_links":[],"categories":["R"],"sub_categories":[],"readme":"# Summarize Text by Ranking Sentences and Extracting Keywords\n\nThis repository contains an R package which handles summarizing text by using textrank. \n\nFor ranking sentences, this algorithm basically consists of.\n\n- Finding links between sentences by looking for overlapping terminology\n- Using Google Pagerank on the sentence network to rank sentences in order of importance\n\nFor finding keywords, this algorithm basically consists of.\n\n- Extract words following one another to construct a word network\n- Using Google Pagerank on the word network to rank words in order of importance\n- Constructing keywords - which are the combination of relevant words identified by the Pagerank algorithm which follow each other\n\n\n## Installation \u0026 License\n\nThe package is available under the Mozilla Public License Version 2.0.\nInstallation can be done as follows. Please visit the package documentation and package vignette for further details.\n\n```\ninstall.packages(\"textrank\")\nvignette(\"textrank\", package = \"textrank\")\n```\n\nFor installing the development version of this package: `devtools::install_github(\"bnosac/textrank\", build_vignettes = TRUE)`\n\n## Support in text mining\n\nNeed support in text mining?\nContact BNOSAC: http://www.bnosac.be\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbnosac%2Ftextrank","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbnosac%2Ftextrank","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbnosac%2Ftextrank/lists"}