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Stop words : NLP

by akshara Updated: Jun 17, 2022

๐•Š๐•ฅ๐• ๐•ก ๐•Ž๐• ๐•ฃ๐••๐•ค refer to those sets of words that are used in everyday language. Stop words in English comprises of "a", "an", "the", "is", "are", etc. Stop words are used in the field of Natural language processing to eliminate those words that are most commonly used and they alone, do not provide any contextual information.

This process is referred to as the ๐’‘๐’“๐’†-๐’‘๐’“๐’๐’„๐’†๐’”๐’”๐’Š๐’๐’ˆ of the data. ๐‘ฐ๐’” ๐’“๐’†๐’Ž๐’๐’—๐’‚๐’ ๐’๐’‡ ๐’”๐’•๐’๐’‘ ๐’˜๐’๐’“๐’…๐’” ๐’๐’†๐’†๐’…๐’†๐’… ? Yes, the removal of stop words would be necessary as the lower-level information of the text is removed which tends to bring more focus to the important information. Dataset size decreases and hence the time taken for data training is also low. It improves the performance and accuracy of the whole system. ๐‘ด๐’–๐’๐’•๐’Š-๐’๐’Š๐’๐’ˆ๐’–๐’‚๐’ ๐’”๐’•๐’๐’‘ ๐’˜๐’๐’“๐’…๐’” ๐’“๐’†๐’Ž๐’๐’—๐’‚๐’ Stop words can be removed for better text classification which is a part of the text pre-processing. It can help in faster and relevant retrieval of data. Stop words can be removed in different languages using a certain specific library for that particular language.

Language Based Libraries for Stop Words

Stopwords-iso is the most comprehensive collection of stopwords for multiple languages. The rest of the libraries are specific to their language like English, Bangla, Ukrainian, Chinese, Turkish, Japanese etc.

stopwords-isoby stopwords-iso

JavaScript star image 267 Version:Current

License: Permissive (MIT)

All languages stopwords collection

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stopwords-isoby stopwords-iso

JavaScript star image 267 Version:Current License: Permissive (MIT)

All languages stopwords collection
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stopwordsby igorbrigadir

Python star image 208 Version:v1.1

License: No License (null)

Default English stopword lists from many different sources

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stopwordsby igorbrigadir

Python star image 208 Version:v1.1 License: No License

Default English stopword lists from many different sources
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persian-stopwordsby kharazi

Python star image 142 Version:Current

License: Strong Copyleft (GPL-3.0)

Persian (Farsi) Stop Words List

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persian-stopwordsby kharazi

Python star image 142 Version:Current License: Strong Copyleft (GPL-3.0)

Persian (Farsi) Stop Words List
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vietnamese-stopwordsby stopwords

JavaScript star image 103 Version:Current

License: No License (null)

Vietnamese stopwords

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vietnamese-stopwordsby stopwords

JavaScript star image 103 Version:Current License: No License

Vietnamese stopwords
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Ukrainian-Stopwordsby skupriienko

Python star image 14 Version:Current

License: Strong Copyleft (CC-BY-SA-4.0)

the list of ~2000 ukrainian stopwords (with numbers)

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Ukrainian-Stopwordsby skupriienko

Python star image 14 Version:Current License: Strong Copyleft (CC-BY-SA-4.0)

the list of ~2000 ukrainian stopwords (with numbers)
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Turkish-Stopwordsby tkorkunckaya

PHP star image 14 Version:Current

License: Strong Copyleft (GPL-3.0)

A full and updated Turkish stop words list, which should be filtered out prior to, or after, processing of natural language data, full text search or data indexing.

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Turkish-Stopwordsby tkorkunckaya

PHP star image 14 Version:Current License: Strong Copyleft (GPL-3.0)

A full and updated Turkish stop words list, which should be filtered out prior to, or after, processing of natural language data, full text search or data indexing.
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Chinese-StopWordsby baipengyan

Python star image 7 Version:Current

License: No License (null)

ไธญๆ–‡ๅธธ็”จ็š„ๅœ็”จ่ฏ(ๅŒ…ๅซ็™พๅบฆใ€ๅ“ˆๅทฅๅคงใ€ๅ››ๅทๅคงๅญฆ็ญ‰่ฏ่กจ)

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Chinese-StopWordsby baipengyan

Python star image 7 Version:Current License: No License

ไธญๆ–‡ๅธธ็”จ็š„ๅœ็”จ่ฏ(ๅŒ…ๅซ็™พๅบฆใ€ๅ“ˆๅทฅๅคงใ€ๅ››ๅทๅคงๅญฆ็ญ‰่ฏ่กจ)
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Bangla-Stopwordsby asifabdullah-git

Python star image 0 Version:Current

License: Permissive (MIT)

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Bangla-Stopwordsby asifabdullah-git

Python star image 0 Version:Current License: Permissive (MIT)

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japanese-stopwordsby stopwords

JavaScript star image 3 Version:Current

License: Permissive (MIT)

Japanese stopwords, available for npm, bower, plaintext. ๆ—ฅๆœฌใฎใ‚นใƒˆใƒƒใƒ—ใƒฏใƒผใƒ‰

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japanese-stopwordsby stopwords

JavaScript star image 3 Version:Current License: Permissive (MIT)

Japanese stopwords, available for npm, bower, plaintext. ๆ—ฅๆœฌใฎใ‚นใƒˆใƒƒใƒ—ใƒฏใƒผใƒ‰
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**The library "stopwords" is used for the English language

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