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go-tfidf-persistance's Introduction

go-tfidf-persistance

(IN PROGRESS) TFIDF in Go with support for persisting document frequency data

TFIDF is a useful measure for the salience of words in a document to the overall meaning of a document. It uses a formula that leverages information about the frequency of words both within a singular document as well as in a corpus of documents. It is widely applied in NLP tasks.

This library allows you to easily create and manage a corpus of documents for TFIDF and save it in a json format. This makes it very easy to perform TFIDF while simultaneously building up the overall document corpus, and quickly save/load this data to disk. It has two main functions, which allow you to get TFIDF scores for all words in a document and one that simply adds a document to the corpus (useful for initializing data)

In addition, it removes common english stopwords to isolate for truly relevant content

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