{"repo":"DerwenAI/pytextrank","free":true,"listed":false,"github":"https://github.com/DerwenAI/pytextrank","clone":"git clone https://github.com/DerwenAI/pytextrank.git","description":"Python implementation of TextRank algorithms (\"textgraphs\") for phrase extraction","language":"Python","stars":2218,"topics":["textrank","summarization","natural-language-processing","nlp","machine-learning","graph-algorithms","spacy","spacy-extension","natural-language","textgraphs"],"license":"MIT","category":"machine-learning","readme_excerpt":"PyTextRank PyTextRank is a Python implementation of TextRank as a spaCy pipeline extension, for graph-based natural language work -- and related knowledge graph practices. This includes the family of textgraph algorithms: - TextRank by [[mihalcea04textrank]](https://derwen.ai/docs/ptr/biblio/#mihalcea04textrank) - PositionRank by [[florescuc17]](https://derwen.ai/docs/ptr/biblio/#florescuc17) - Biased TextRank by [[kazemi-etal-2020-biased]](https://derwen.ai/docs/ptr/biblio/#kazemi-etal-2020-biased) - TopicRank by [[bougouin-etal-2013-topicrank]](https://derwen.ai/docs/ptr/biblio/#bougouin-etal-2013-topicrank) Popular use cases for this library include: - phrase extraction : get the top-ranked phrases from a text document - low-cost extractive summarization of a text document - help infer concepts from unstructured text into more structured representation See our full documentation at: Getting Started See the \"Getting Started\" section of the online documentation. To install from PyPi: If you work directly from this Git repo, be sure to install the dependencies as well: Alternatively, to install dependencies using conda : Then to use the library with a simple use case: See the tutorial notebooks in the examples subdirectory for sample code and patterns to use in integrating PyTextTank with related libraries in Python: Contributing Code We welcome people getting involved as contributors to this open source project! For detailed instructions please see: CONTRIBUTING.md Build Ins","default_branch":null,"files":null,"tree":[],"storefront":"/r/DerwenAI","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/DerwenAI/pytextrank/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}