User-generated content on the Web and in social media is often dirty. Preprocess your scraped data with clean-text to create a normalized text representation. For instance, turn this corrupted input. PCWin Note: Clean Text for Windows 3.4.1 download version indexed from servers all over the world. There are inherent dangers in the use of any software available for download on the Internet. PCWin free download center makes no representations as to the content of Clean Text for Windows version/build 3.4.1 is accurate, complete, virus free.
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Released:
Functions to preprocess and normalize text.
Project description
User-generated content on the Web and in social media is often dirty. Preprocess your scraped data with
clean-text
to create a normalized text representation. For instance, turn this corrupted input:into this clean output:
clean-text
uses ftfy, unidecode and numerous hand-crafted rules, i.e., RegEx.Installation
To install the GPL-licensed package unidecode alongside:
You may want to abstain from GPL:
NB: This package is named
clean-text
and not cleantext
.If unidecode is not available,
clean-text
will resort to Python's unicodedata.normalize for transliteration.Transliteration to closest ASCII symbols involes manually mappings, i.e., ê
to e
.unidecode
's mapping is superiour but unicodedata's are sufficent.However, you may want to disable this feature altogether depending on your data and use case.To make it clear: There are inconsistencies between processing text with or without
unidecode
.Usage
Carefully choose the arguments that fit your task. The default parameters are listed above.
You may also only use specific functions for cleaning. For this, take a look at the source code.
So far, only English and German are fully supported. It should work for the majority of western languages. If you need some special handling for your language, feel free to contribute. ?
Development
Install and use poetry.
Contributing
If you have a question, found a bug or want to propose a new feature, have a look at the issues page.
Pull requests are especially welcomed when they fix bugs or improve the code quality.
If you don't like the output of
clean-text
Framer 84 – prototyping tool for testing interactivity. , consider adding a test with your specific input and desired output.Related Work
Acknowledgements
Built upon the work by Burton DeWilde for Textacy.
License
Apache
Sponsoring
This work was created as part of a project that was funded by the German Federal Ministry of Education and Research.
Release historyRelease notifications | RSS feed
0.3.0
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0.2.1
0.2.0
0.1.1
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