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sparklit's Introduction

sparklit

Natural Language Processing with Python and Spark

api

sentenceSplit

Takes raw text rdd and transforms it into rdd containing sentences only

tokenizeSentences

Takes sentences only rdd and transforms it into rdd of key-value pairs,
the key being the sentence, and the value being list of tokens

ginSentences

Takes sentences only rdd and transforms it into gin index rdd,
the key is a word and the value is an iterable of sentences

search

Takes gin rdd and returns rdd of sentences that contain the token

vocabulary

Takes sentence-token list rdd and transforms it into the vocabulary rdd
containing only the alphabetical tokens from the text

tf

Build tf breakdown of sentence-token list. 
The resulting key is sentence-token pair.

idf

Build idf breakdown of sentence-token list.
The resulting key is sentence.

tfidf

Build tf-idf breakdown of sentence-token list.
The resulting key is sentence-token.

Running tests

You will need nose to run tests:

nosetests2 test.py

sparklit's People

Contributors

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Watchers

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