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Kadot, unsupervised natural language processing.

Project description

.. figure::
:alt: Kadot


Unsupervised natural language processing library.

|Build Status| |Code Health| |PyPI version| |GitHub license|

**Kadot** just lets you process a text easily.

.. code:: python

>>> hello_world = Text("Kadot just lets you process a text easily.")
>>> hello_world.ngrams(n=2)

[('Kadot', 'just'), ('just', 'lets'), ('lets', 'you'), ('you', 'process'), ('process', 'a'), ('a', 'text'), ('text', 'easily')]

🔋 What's included ?

Kadot includes **tokenizers**, text **generators**, **classifiers**, word-level and
document-level **vectorizers**.

The philosophy of Kadot is *"never hardcode the language rules"* : use
**unsupervised solutions** to support most languages. So it will never
includes Treebank based algorithms (like a POS Tagger) : use
`TextBlob <>`__ to do that.

🤔 How to use it ?

You can play with the TextBlob-like syntax :

.. code:: python

>>> from kadot import Text
>>> example_text = Text("This is an example text !")
>>> example_text.words

['This', 'is', 'an', 'example', 'text']

>>> example_text.ngrams(n=2)

[('This', 'is'), ('is', 'an'), ('an', 'example'), ('example', 'text')]

And use the words vectorizer to get words relations :

.. code:: python

>>> large_corpus = """Enter a large text, in preference about history."""
>>> history_book = Text(large_corpus)
>>> vectors = history_book.vectorize(window=20, reduce_rate=300)
>>> vectors.apply_translation(vectors['man'], vectors['woman'], vectors['king'], best=1)

# 'man' is to 'woman' what 'king' is to...
[('queen', 0.86899999)]

For more usages, check
`examples <>`__.
An advanced documentation is coming.

🔨 Installation

Use the ``pip`` command that refair to the Python 3.5 or 3.6
interpreter. In my case :


$ pip3 install kadot

⚖️ License

Kadot is under `MIT
license <>`__.


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