Pytextrank

- updated build (for PEP 621, etc.)
- using `nx.DiGraph` instead
- new release procedures

What's Changed
* update scrubber documentation by Ankush-Chander in https://github.com/DerwenAI/pytextrank/pull/238
* [Snyk] Security upgrade tornado from 6.2 to 6.3.3 by ceteri in https://github.com/DerwenAI/pytextrank/pull/240
* [Snyk] Security upgrade tornado from 6.2 to 6.3.3 by ceteri in https://github.com/DerwenAI/pytextrank/pull/250
* make lemma_graph undirected by Ankush-Chander in https://github.com/DerwenAI/pytextrank/pull/264
* [Snyk] Security upgrade jupyter-server from 1.24.0 to 2.11.2 by ceteri in https://github.com/DerwenAI/pytextrank/pull/270
* [Snyk] Security upgrade werkzeug from 2.2.3 to 3.0.1 by ceteri in https://github.com/DerwenAI/pytextrank/pull/268
* build updates by ceteri in https://github.com/DerwenAI/pytextrank/pull/273


**Full Changelog**: https://github.com/DerwenAI/pytextrank/compare/v3.2.5...v3.3.0

2023-08-07

- improved scrubber; kudos 0dB Ankush-Chander
- updated dependencies, responding to vuln scanner

What's Changed
* updating the GH actions to v3 by ceteri in https://github.com/DerwenAI/pytextrank/pull/235
* Scrubber sample code now handles "singular" tokens correctly by 0dB in https://github.com/DerwenAI/pytextrank/pull/233
* prep release 3.2.5 by ceteri in https://github.com/DerwenAI/pytextrank/pull/237

New Contributors
* 0dB made their first contribution in https://github.com/DerwenAI/pytextrank/pull/233

**Full Changelog**: https://github.com/DerwenAI/pytextrank/compare/v3.2.4...v3.2.5

2022-07-27

- better support for "ru" and other languages without noun_chunks support in spaCy
- updated example notebook to illustrate TopicRank algorithm
- made the node bias setting case-independent for Biased Textrank algorithm; kudos Ankush-Chander
- updated summarization tests; kudos tomaarsen
- reworked some unit tests to be less brittle, less dependent on specific spaCy point releases

What's Changed
* updated docs and example to show TopicRank by ceteri in https://github.com/DerwenAI/pytextrank/pull/211
* working on 204 by ceteri in https://github.com/DerwenAI/pytextrank/pull/212
* Prevent exception on TopicRank when there are no noun_chunks by tomaarsen in https://github.com/DerwenAI/pytextrank/pull/219
* Biasedrank case fix by Ankush-Chander in https://github.com/DerwenAI/pytextrank/pull/217
* Docs update by ceteri in https://github.com/DerwenAI/pytextrank/pull/221
* rework some unit tests by ceteri in https://github.com/DerwenAI/pytextrank/pull/222


**Full Changelog**: https://github.com/DerwenAI/pytextrank/compare/v3.2.3...v3.2.4

2022-03-06

* handles missing `noun_chunks` in some language models (e.g., "ru") 204
* add *TopicRank* algorithm; kudos tomaarsen
* improved test suite; fixed tests for newer spacy releases; kudos tomaarsen

What's Changed
* [Snyk] Security upgrade mistune from 0.8.4 to 2.0.1 by snyk-bot in https://github.com/DerwenAI/pytextrank/pull/201
* Improved test suite; fixed tests by tomaarsen in https://github.com/DerwenAI/pytextrank/pull/205
* Updated Copyright year from 2021 to 2022 by tomaarsen in https://github.com/DerwenAI/pytextrank/pull/206
* update API reference docs by ceteri in https://github.com/DerwenAI/pytextrank/pull/207
* Inclusion of the TopicRank Keyphrase Extraction algorithm by tomaarsen in https://github.com/DerwenAI/pytextrank/pull/208
* Prep release by ceteri in https://github.com/DerwenAI/pytextrank/pull/210

New Contributors
* snyk-bot made their first contribution in https://github.com/DerwenAI/pytextrank/pull/201

**Full Changelog**: https://github.com/DerwenAI/pytextrank/compare/v3.2.2...v3.2.3

What's Changed
* prep next release by ceteri in https://github.com/DerwenAI/pytextrank/pull/189
* warning about the deprecated code in archive by ceteri in https://github.com/DerwenAI/pytextrank/pull/190
* fixes chunk to be between sent_start and sent_end in BaseTextRank.calc_sent_dist by clabornd in https://github.com/DerwenAI/pytextrank/pull/191
* Update by ceteri in https://github.com/DerwenAI/pytextrank/pull/198
* add more scrubber examples and documentation by dayalstrub-cma in https://github.com/DerwenAI/pytextrank/pull/197
* kudos by ceteri in https://github.com/DerwenAI/pytextrank/pull/199
* prep PyPi release by ceteri in https://github.com/DerwenAI/pytextrank/pull/200

New Contributors
* clabornd made their first contribution in https://github.com/DerwenAI/pytextrank/pull/191
* dayalstrub-cma made their first contribution in https://github.com/DerwenAI/pytextrank/pull/197

**Full Changelog**: https://github.com/DerwenAI/pytextrank/compare/v3.2.1...v3.2.2

2021-07-24

- add "paragraph" option into `summary()` function; kudos CaptXiong