Cortecx

Cortecx is a Python NLP library facilitating the implementation of common NLP tasks.

Official Site

Installation

Use the package manager pip to install Cortecx.

pip install cortecx

Requirements

• Numpy
• Psutil
• Python 3.6 +

For Models:

• Keras
• Tensorflow

Usage

import cortecx.construction.cxsession as cxsession
from cortecx.construction.materials import Parser

cxsession.Session().start()

parser = Parser()
parser.include('YOUR PARAMS') # See Parser.possible_params

answer = parser('YOUR TEXT')

Example Output

Cortecx returns the processed text according to your params in easy to read and key JSON format:

Example:

import cortecx.construction.cxsession as cxsession
from cortecx.construction.materials import Parser

cxsession.Session().start()

parser = Parser()
parser.include('chunks')  # 'chunks' parameter will extract noun chunks
parser.include('pos')  # 'pos' parameter will extract pos tags

answer = parser('Jimmy went to the mall.')

Response:

>>> answer

{'analysis': [{'jimmy': {'chunk': 'B-NP', 'pos': 'NNP'}},
{'went': {'chunk': 'B-VP', 'pos': 'VBD'}},
{'to': {'chunk': 'B-PP', 'pos': 'TO'}},
{'the': {'chunk': 'B-NP', 'pos': 'DT'}},
{'mall': {'chunk': 'I-NP', 'pos': 'NN'}},
{'.': {'chunk': 'O', 'pos': '.'}}]}

Use the HELP class found in

import cortecx.construction.tools as t

print(t.HELP().pos_codes)  # codes for the part of speech tags
print(t.HELP().chunk_codes)  # codes for the chunk tags

Suport

If there are any issues feel free to email me at lleyton.ariton@gmail.com

Known Issues:

• Parser raises an error if input text does not end in a period

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.

Project Status

Work in Progress

License

MIT

Author

Lleyton Ariton

lleyton.ariton@gmail.com