Description:
araugment 1.0.0
araugment
Version 1.0.0
Augment Arabic data for deep learning tasks
There are two methods in this library
back_translate: Translate text to a foreign language then translate back to original language to augment data
markov: This method uses Markov chains to string together n new sequences of words based on previous sequences.
Installation
pip install araugment
Usage
Back Translate
from araugment import back_translate
text = "بلغت العربية بفضل القرآن من الاتساع مدىً لا تكاد تعرفه أي لغة أخرى من لغات الدنيا"
#default value for original is "ar" which stands for Arabic
print(back_translate(text, original="ar", target="en"))
-> 'اللغة العربية بفضل القرآن من التوسع لا تحدد تقريبا بأي لغة أخرى'
Markov Chains
from araugment import markov
text = pd.read_csv('test.tsv', sep="\t", encoding='utf-8')
doc = text.loc[text.Target == "Neutral", 'Text'].tolist()
print(markov(doc, 5))
-> ['الخاص مليان سنين دون فاءده اتصلوا علي العملاء بلاغ رقم ومتاكده بلاغي مو اول واحد',
'السلام عليكم عندي مشكله لي اسبوع رافعه طلب و لم يتم حل المشكله و البلاغ الحين ضمن البلاغات المغلقه',
'و الله دخلته كذا بس مع هيك تعودنا نمد السلام',
'سواق يمني جده توصيل مشاوير الحويه الطايف مكه جده وضواحيهابسعار مخفضه لتواصل خاص او واتساب',
'ازمه كورونا يارب رحمتك بس']
License
araugment is licensed under the MIT License. The terms are as follows:
MIT License
Copyright (c) 2021 ashaheedq
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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