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This module can be used to replace keywords in sentences or extract keywords from sentences.

Installation

$ pip install flashtext

Usage

Simple example
>>> from flashtext.keyword import KeywordProcessor
>>> keyword_processor = KeywordProcessor()
>>> keyword_processor.add_keyword('Big Apple', 'New York')
>>> keyword_processor.add_keyword('Bay Area')
>>> keywords_found = keyword_processor.extract_keywords('I love Big Apple and Bay Area.')
>>> keywords_found
>>> ['New York', 'Bay Area']
Replace keywords
>>> keyword_processor.add_keyword('New Delhi', 'NCR region')
>>> new_sentence = keyword_processor.replace_keywords('I love Big Apple and new delhi.')
>>> new_sentence
>>> 'I love New York and NCR region.'
Case Sensitive example
>>> from flashtext.keyword import KeywordProcessor
>>> keyword_processor = KeywordProcessor(case_sensitive=True)
>>> keyword_processor.add_keyword('Big Apple', 'New York')
>>> keyword_processor.add_keyword('Bay Area')
>>> keywords_found = keyword_processor.extract_keywords('I love big Apple and Bay Area.')
>>> keywords_found
>>> ['Bay Area']
No clean name for Keywords
>>> from flashtext.keyword import KeywordProcessor
>>> keyword_processor = KeywordProcessor()
>>> keyword_processor.add_keyword('Big Apple')
>>> keyword_processor.add_keyword('Bay Area')
>>> keywords_found = keyword_processor.extract_keywords('I love big Apple and Bay Area.')
>>> keywords_found
>>> ['Big Apple', 'Bay Area']

API doc

Documentation can be found at FlashText Read the Docs.

Why not Regex?

It’s a custom algorithm based on Aho-Corasick algorithm and Trie Dictionary.

To do the same with regex it will take a lot of time:

Docs count

# Keywords

:

Regex

flashtext

1.5 million

2K

:

16 hours

NA

2.5 million

10K

:

15 days

15 mins

The idea for this library came from the following StackOverflow question.

Contribute

License

The project is licensed under the MIT license.

Metadata

Release files for flashtext 1.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

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Source distribution for flashtext 1.4
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