Standardize your Persian text: Preprocessing, Embedding, and more!
Project description
PersianUtils
A wonderful package to preprocess your Persian text for Search, Standardizing & NLP processes.
Why PersianUtils?
Persian has a lot of duplicate characters with Arabic but with different Unicode code points. This may lead to different writings of a word, with almost exactly the same appearance. In addition to that, contextual forms of a character may also be used in text, which doesn't change the word shape but makes the same trouble mentioned above. Unfortunately, a lot of non-standard Persian keyboards don't obey these rules, which makes the problem more severe. This package helps to make your Persian text a standard one, with original Persian characters.
Installation
To install PersianUtils, you can use pip:
pip install persianutils
Usage
There are two functions implemented for standardizing Persian text named "standardize" and "standardize4Word2vec".
standardize()
This function does the following:
- Replace Arabic characters with their Persian equivalent. Like
from persianutils.ArabicAlphabet import ALEF_MAKSURA
tofrom persianutils.PersianAlphabet import YE
- Remove Tanveens like ـٍ , ـَ , & etc.
- Replace contextual forms of a character to its original form. Like "ـتـ" to "ت".
- Replace western and eastern numerals to their Persian equivalent.
2
to۲
Example:
import persianutils as pu
raw_text = "سلامٌ علیکم!"
processed_text = pu.standardize(raw_text)
print(processed_text)
That would result in:
سلام علیکم!
standardize4Word2vec()
This function has these features:
- Same as the standardize() #1
- Same as the standardize() #2
- Same as the standardize() #3
- Replace all numerals (Eastern, Western and Persian) to their Persian writings.
2
toدو
- Replaces all punctuation marks with single space. Punctuations are:
[!"#%\'()*+,-./:;<=>?@\[\]^_`{|}~’”“′‘\\\]؟؛«»،٪
Example:
import persianutils as pu
raw_text = "سلامٌ علیکم!"
processed_text = pu.standardize4Word2vec(raw_text)
print(processed_text)
This would result in:
سلام علیکم
Persian & Arabic Characters
There is also a list of Persian & Arabic characters, accessible from persianutils.PersianAlphabet
:
from persianutils.PersianAlphabet import ALEF, BE, PE, TE
Or for Arabic:
from persianutils.ArabicAlphabet import ALEF_HAMZA_ABOVE_FINAL, HAMZA_ABOVE_ALEF
Contributing
We appreciate all contributions. If you're interested in contributing, please start by reading our Contributing Guide.
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