textnets

Published November 12, 2021 | Version v0.7.0

Software Open

Adds abilitiy to save and load an instance of Corpus, Textnet and params to and from file using Corpus.save, tn.load_corpus, Textnet.save, tn.load_textnet, tn.params.save and tn.params.load. The same file can be used for all three kinds of objects, so all relevant data for a project can be saved in one file.
Some further optimization of backbone extraction.
Adds bipartite centrality measures (HITS, CoHITS and BiRank) and a bipartite clustering coefficient.
Improved testing and type hints.
Expanded documentation with advanced topics, including the new save/load feature and interacting with other libraries for network analysis and machine learning. Docs now use the PyData theme.
Improvements to visualization. When plotting, nodes and edges can now be scaled by any attribute.
Breaking change: Term weighing now happens in the corpus submodule, so the sublinear argument has to be passed to the methods for term extraction (tokenized, noun_phrases and ngrams). This change will make it easier to add additional term extraction and weighing options.
Adds tn.init_seed() utility to quickly initialize pseudorandom number generator.
Adds Python 3.10 compatibility.
Updates dependencies, including igraph with some relevant upstream changes contributed by yours truly, as well as spaCy.

Notes

If you use this package, please cite it as below.

Name	Size	Download all
jboynyc/textnets-v0.7.0.zip md5:f141240b66c8b21ed6eea0f160156a61	190.5 kB	Preview Download