#RESEARCH FINDINGS SYNONYM CODE#
The code below will compute a semantic similarity estimate using spaCy's token.similarity. Predicting similarity is useful for flagging duplicate words or determine potential relationships between words. spaCy will predict how similar 2 objects (words) are to each other. One of the built-in capabilities of spaCy is object comparisons. This library is popular for processing and analyzing unstructured textual data at scale. SpaCy is a library used for advanced Natural Language Processing. Ma mama mamma momma mommy mammy mum mummy It does have some capabilities to translate words via Google Translations and obtain the definition of a word.įor synonym in wn. PyDictionary is a module for Python 2.x and Python 3.x that queries for the synonyms and antonyms of a word. The code within this repository will look at several common NLP modules used to determine synonyms for words (a.k.a tokens) within a corpus. If you want to understand the complexity of this synonym relationship problem search for terms 'automatic synonym detection' or 'automatic synonym extraction' or 'automatic synonyms identification.' Producing a detail synonym list for each word in a corpus is hard and will often require a multiple prong approach, espcially if accuracy or precision is important. This problem is further compounded if someone is trying to measure the frequency of words within a their corpus. A computer would have some difficulty in determining the similarities or non-similarities between these words. "My mom always likes to receive mums on Mother's day."Ī human reading this text would instantly know that "mom" and "mother" are related and "mums" is referring to flowers, so its not related to the formers. Computers also have issues when a corpus has related synonyms within the same text being analyzed. As a noun the word "mum" refer to someone's mother in British English or flowering perennial plants of the genus Chrysanthemum. As an adjective the word means to be quiet or slient. For example, one of the synonyms for "mother" is "mum." The word "mum" can have mutiple meanings. There are several issues with some of the methods, including selecting the wrong synonym based on context. A computer application can be programmed to lookup synonyms using a variery of methods. A thesaurus or synonym dictionary is a general reference for finding synonyms and sometimes the antonyms of a word. Synonym discovery and aggregation with Natural Language Processingįinding a synonym for a specific word is easy for a human to do using a thesaurus. Send us feedback about these examples.SPECIAL NOTE: This repository was my research that lead to the development of WordHoard, which is a Python package for discovering and aggregating antonyms, synonyms and more. These examples are programmatically compiled from various online sources to illustrate current usage of the word 'finding.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. Lindsey Desoto, Health, 29 June 2023 See More
Quinlan Bentley, The Enquirer, 29 June 2023 Sugar intake from sweet food and beverages, common mental disorder and depression: prospective findings from the Whitehall II study. Katrina Miller, New York Times, 29 June 2023 Prosecutors presented the findings of that investigation to the jury at trial. Mary Kekatos, ABC News, 29 June 2023 The findings were highly anticipated, coming more than 15 years after NANOGrav began taking data. Sarah Kuta, Smithsonian Magazine, 29 June 2023 Gemmill said the findings highlight how thousands of people may not have had a choice but to continue an unwanted or unsafe pregnancy due to the ban, and there may be even more who can't after the Supreme Court decision, known as Dobbs v. Aidan Wohl, The Arizona Republic, 29 June 2023 The findings help shed more light on how dolphins communicate. Mark Heim | al, 29 June 2023 No additional information was released and an investigation into the finding was ongoing. USA TODAY, 29 June 2023 It should be noted, however, that, according to Reuters, the findings do not take into account how much of a product a person can safely consume. Recent Examples on the Web According to the warrant, autopsy and toxicology findings show Eric Richins died from fentanyl overdose.
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