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Code Switch | ||
=========== | ||
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**CodeSwitch** is a NLP tool, can use for language identification, pos tagging, name entity recognition, sentiment analysis of code mixed data. | ||
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Supported Code-Mixed Language | ||
----------------------------- | ||
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We used `LinCE <https://ritual.uh.edu/lince/home>`_ dataset for training **multilingual BERT** model using huggingface `transformers <https://github.com/huggingface/transformers>`_. ``LinCE`` has four language mixed data. We took three of it ``spanish-english``\ , ``hindi-english`` and ``nepali-english``. Hope we will train and add other language and task too. | ||
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* Spanish-English(spa-eng) | ||
* Hindi-English(hin-eng) | ||
* Nepali-English(nep-eng) | ||
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Language Code | ||
^^^^^^^^^^^^^ | ||
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* ``spa-eng`` for spanish-english | ||
* ``hin-eng`` for hindi-english | ||
* ``nep-eng`` for nepali-english | ||
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Installation | ||
------------ | ||
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.. code-block:: | ||
pip install codeswitch | ||
Dependency | ||
---------- | ||
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* pytorch >=1.6.0 | ||
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Features & Supported Language | ||
----------------------------- | ||
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* Language Identification | ||
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* spanish-english | ||
* hindi-english | ||
* nepali-english | ||
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* POS | ||
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* spanish-english | ||
* hindi-english | ||
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* NER | ||
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* spanish-english | ||
* hindi-english | ||
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Language Identification | ||
----------------------- | ||
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.. code-block:: py | ||
from codeswitch.codeswitch import LanguageIdentification | ||
lid = LanguageIdentification('spa-eng') | ||
# for hindi-english use 'hin-eng', | ||
# for nepali-english use 'nep-eng' | ||
text = "" # your code-mixed sentence | ||
result = lid.identify(text) | ||
print(result) | ||
POS Tagging | ||
----------- | ||
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.. code-block:: py | ||
from codeswitch.codeswitch import POS | ||
pos = POS('spa-eng') | ||
# for hindi-english use 'hin-eng' | ||
text = "" # your mixed sentence | ||
result = pos.tag(text) | ||
print(result) | ||
NER Tagging | ||
----------- | ||
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.. code-block:: py | ||
from codeswitch.codeswitch import NER | ||
ner = NER('spa-eng') | ||
# for hindi-english use 'hin-eng' | ||
text = "" # your mixed sentence | ||
result = ner.tag(text) | ||
print(result) | ||
Acknowledgement | ||
--------------- | ||
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* `LinCE <https://ritual.uh.edu/lince/home>`_ | ||
* `BERT <https://arxiv.org/abs/1810.04805>`_ | ||
* `huggingface <https://github.com/huggingface>`_ |