TF-IDF Text Analysis NLP Tools

Tools and implementations for TF-IDF vectorization, text classification, and document analysis using term frequency-inverse document frequency methods. Does NOT include other embedding techniques (word2vec, BERT), general machine learning frameworks, or domain-specific applications like sentiment analysis or fake news detection.

There are 21 tf-idf text analysis tools tracked. 1 score above 50 (established tier). The highest-rated is textvec/textvec at 58/100 with 197 stars.

Get all 21 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=tfidf-text-analysis&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	textvec/textvec Text vectorization tool to outperform TFIDF for classification tasks	58	Established	197	Python
2	DigitalPebble/behemoth Behemoth is an open source platform for large scale document analysis based...	48	Emerging	284	Java
3	cooperability/BMX-bookmark-extractor Better brain. Knowledge management tool. Stop saving things you'll never...	44	Emerging	4	Python
4	nasa-jpl-memex/memex-gate General Architecture for Text Engineering	43	Emerging	49	Python
5	NISH1001/tag-generator A simple tool to generate tags for the given text (document) using TF-IDF.	42	Emerging	58	Python
6	paradite/tf-idf-keyword :mag_right: Get keywords from a piece of text using tf-idf	34	Emerging	9	JavaScript
7	go-nlp/tfidf tfidf provides TF-IDF functionality	32	Emerging	13	Go
8	pemagrg1/Magic-Of-TFIDF TFIDF being the most basic and simple topic in NLP, there's alot that can be...	27	Experimental	9	Jupyter Notebook
9	AsadiAhmad/TF-IDF-Model Retrieve Information from Text Documents with TF-IDF model and dimention...	21	Experimental	6	Jupyter Notebook
10	wasiahmad/mining_wikipedia Extract mentions and category taxonomy from Wikipedia	20	Experimental	5	Java
11	GhariebML/NLP_Text_Representation_Techniques A comprehensive notebook demonstrating various text representation...	19	Experimental	—	Jupyter Notebook
12	adityabisht02/Research-Paper-Finder-Based-On-Similarity A fullstack application which can be used to get the most similar research...	18	Experimental	2	Jupyter Notebook
13	krrish-v/mark_importer Provide a category for all the imported bookmarks, makes easy to manage by...	18	Experimental	2	Jupyter Notebook
14	wangyuhsin/tfidf-text-summarization This repository contains Python scripts for performing TF-IDF (Term...	17	Experimental	1	Python
15	karrarkazuya/KTP-java A simple yet smart search in texts library. it will give you in percent how...	17	Experimental	1	Java
16	jiayao99/tfidf-text-classification A tutorial on using TF-IDF for text classification	17	Experimental	1	Jupyter Notebook
17	aneessaheba/hadoop-news-analytics Distributed word frequency analysis on 5,000 HuffPost news headlines using...	14	Experimental	1	Python
18	meanderinghuman/tfidf-news-classifier 📰 TF-IDF News Classifier: Zero-training, pure-Python tool that uses TF-IDF +...	11	Experimental	—	Python
19	Hasnat-Aarif-Aslam/NLP-Foundation-Tokens-Ngrams-BoW-TF-IDF-TFIDF Comprehensive guide to text preprocessing and vectorization techniques for...	11	Experimental	—	—
20	eskutcheon/OnetabAutosorter tool I wrote in a day or two awhile back using KeyBERT to parse groups of...	11	Experimental	1	Python
21	craigtrim/tfidf-zones TF IDF Zones	11	Experimental	—	Python