frutik / awesome-spacy

awesome-spacy

I am using Spacy for the data enrichment and natural language understanding in various search applications. Below you can find some useful materials on it.

Articles

• Entity Extraction with spaCy

• A tour of awesome features of spaCy

• Custom Named Entity Recognition Using spaCy

• How to Train NER with Custom training data using spaCy

• Natural Language Processing is Fun!

• Understand TextRank for Keyword Extraction

• https://www.linkedin.com/pulse/spacyirl-2019-conference-overview-ivan-bilan/

• Rule-Based Matching with spaCy

• spaCy and the ‘set_extension’ attributes

• How to create custom NER model in Spacy

• Knowledge Graph — A Powerful Data Science Technique to Mine Information from Text

• SpaCy Classifier with pre-train token2vec VS. One without pre-train

• https://course.spacy.io/

Docs

• https://spacy.io/usage/rule-based-matching
• https://spacy.io/api/entityruler#init
• https://spacy.io/usage/rule-based-matching#phrasematcher
• https://spacy.io/usage/examples
• https://spacy.io/api/textcategorizer

Tools and libraries

• NER Annotator

awesome-spacy's Issues

date extraction

@frutik
Is there a way to write a rule based system to catch things like start/end dates from a contract text. Here are a few real examples. I am bolding the date entities which I want spacy to automatically detect. If you have other ideas different than spacy that is also OK!

1. The initial term of this Lease shall be for a period of Five (5) years commencing on
   February 1, 2012, (the “Lease Commencement Date”) and expiring on January 31, 2017
   (the “Initial Lease Term”).

2. Term: One (1) year commencing January 1, 2007 ("Commencement Date") and ending
   December 31, 2007 ("Expiration Date").

3. This Lease Agreement is entered into for term of 15 years, beginning January 1, 2014 and ending on December 31, 2028.