Stopword Lists Datasets NLP Tools

Collections of stopword lists and datasets for removing common words across languages. Includes pre-compiled stopword collections, language-specific stopword resources, and tools for generating stopword lists. Does NOT include general text preprocessing frameworks, stemming/lemmatization tools, or broader NLP preprocessing pipelines.

There are 34 stopword lists datasets tools tracked. 1 score above 50 (established tier). The highest-rated is Alir3z4/python-stop-words at 68/100 with 159 stars and 237,397 monthly downloads.

Get all 34 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=stopword-lists-datasets&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	Alir3z4/python-stop-words Get list of common stop words in various languages in Python	68	Established	159	Python
2	hklemp/dotnet-stop-words Get list of common stop words in various languages in dotnet	39	Emerging	13	C#
3	eklem/stopword-trainer A module for creating stopword lists for any language, based on a set of documents.	39	Emerging	15	JavaScript
4	igorbrigadir/stopwords Default English stopword lists from many different sources	36	Emerging	313	Python
5	skupriienko/Ukrainian-Stopwords the list of ~2000 ukrainian stopwords (with numbers)	36	Emerging	66	Python
6	stdlib-js/datasets-savoy-stopwords-fr A list of French stop words.	35	Emerging	5	JavaScript
7	stdlib-js/datasets-cmudict The Carnegie Mellon Pronouncing Dictionary (CMUdict).	33	Emerging	16	JavaScript
8	skupriienko/Ukrainian-Sentiment-Analysis The list of Ukrainian words for sentiment analysis and NLP	30	Emerging	15	—
9	egorsmkv/ukrainian-accentor Add accents to words in the Ukrainian language	29	Experimental	15	Jupyter Notebook
10	Sashank222222/massive-english-word-list 📚 Explore a comprehensive English word list with over 68,000 entries,...	27	Experimental	1	—
11	pharo-ai/stopwords Load the stopwords that you need in Pharo	26	Experimental	3	Smalltalk
12	stdlib-js/datasets-savoy-stopwords-por A list of Portuguese stop words.	25	Experimental	3	JavaScript
13	stdlib-js/datasets-liu-positive-opinion-words-en A list of positive opinion words.	25	Experimental	4	JavaScript
14	stdlib-js/datasets-stopwords-en A list of English stop words.	25	Experimental	4	JavaScript
15	stdlib-js/datasets-savoy-stopwords-sp A list of Spanish stop words.	22	Experimental	3	JavaScript
16	stdlib-js/datasets-savoy-stopwords-it A list of Italian stop words.	22	Experimental	3	JavaScript
17	contactsunny/RemoveStopWordsInJavaPOC This is a simple Spring Boot project which removes stop words from a text file.	22	Experimental	1	Java
18	aeleraqi/arabic-stopwords This repository contains a comprehensive list of Arabic stopwords.	22	Experimental	—	—
19	latincy/verba verba.txt - A Latin word list in the style of Unix /usr/share/dict/words	22	Experimental	—	—
20	Rayraegah/adjectives A data dump of all adjectives in English language	22	Experimental	7	—
21	Helsinki-NLP/UkrainianLT A collection of links to Ukrainian language tools	22	Experimental	40	—
22	stdlib-js/datasets-liu-negative-opinion-words-en A list of negative opinion words.	22	Experimental	4	JavaScript
23	stdlib-js/datasets-savoy-stopwords-ger A list German stop words.	22	Experimental	4	JavaScript
24	kavgan/stop-words Stop word lists	21	Experimental	7	—
25	vikasing/news-stopwords A huge list of stopwords collected from millions of news articles	21	Experimental	14	—
26	Vidito/norstop Norstop is a lightweight, zero-dependency Python library to remove Norwegian...	21	Experimental	2	Python
27	lang-uk/ukrainian-word-stress-dictionary Dictionary of word stresses in the Ukrainian language 🇺🇦	18	Experimental	22	—
28	bimarakajati/Javanese-and-Sundanese-Stopwords This project aims to provide stopwords for the Javanese and Sundanese...	16	Experimental	1	—
29	Theodotus1243/ukrainian-accentor-transformer Add accents to words in the Ukrainian language	13	Experimental	8	Python
30	ynsrc/german-categorized-wordlist German Categorized Wordlist Project	12	Experimental	3	Shell
31	raccoon-hero/uk-dictionary A paradigm-based morphological dictionary of the Ukrainian language. Built...	12	Experimental	1	Python
32	olastor/german-word-frequencies Simple word to frequency mappings for the german language based on text...	12	Experimental	14	Python
33	semnan-university-ai/nlp-stopwords This is a comprehensive stopwords for natural language processing and text mining.	10	Experimental	1	Python
34	AidaLog/Common-Swahili-stopwords This curated collection brings together a dataset of common Swahili...	10	Experimental	1	—

Comparisons in this category

datasets-savoy-stopwords-fr and datasets-stopwords-en (35 vs 25) datasets-savoy-stopwords-fr and datasets-savoy-stopwords-ger (35 vs 22) datasets-savoy-stopwords-fr and datasets-savoy-stopwords-por (35 vs 25) datasets-savoy-stopwords-fr and datasets-savoy-stopwords-it (35 vs 22) datasets-savoy-stopwords-fr and datasets-savoy-stopwords-sp (35 vs 22) datasets-liu-positive-opinion-words-en and datasets-liu-negative-opinion-words-en (25 vs 22)