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How to Calculate String Similarity Percentage in MySQL?

Mary-Kate Olsen
Release: 2024-12-30 17:59:09
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How to Calculate String Similarity Percentage in MySQL?

How to Calculate String Similarity in MySQL

Problem:

You have two strings in MySQL and need to determine their similarity percentage. For example, given the strings "@a = 'Welcome to Stack Overflow'" and "@b = 'Hello to stack overflow'", you want to find the similarity between them.

Solution:

  1. Create the Levenshtein Distance Function:

    Use the following function to calculate the Levenshtein distance between two strings:

    CREATE FUNCTION `levenshtein`(s1 text, s2 text) RETURNS int(11)
    DETERMINISTIC
    BEGIN 
    ...
    END
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    The above function is adapted from the one provided at http://www.artfulsoftware.com/infotree/queries.php#552.

  2. Create the Levenshtein Similarity Ratio Function:

    To convert the Levenshtein distance into a similarity ratio, use this function:

    CREATE FUNCTION `levenshtein_ratio`( s1 text, s2 text ) RETURNS int(11)
    DETERMINISTIC
    BEGIN 
    ...
    END
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Usage:

To calculate the similarity percentage between two strings, use the following formula:

similarity_percentage = ((1 - LEVENSHTEIN(s1, s2) / MAX_LENGTH) * 100)
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  • LEVENSHTEIN(s1, s2): Calculates the Levenshtein distance between the two strings.
  • MAX_LENGTH: The maximum length of the two strings.

Example:

SELECT levenshtein_ratio('Welcome to Stack Overflow', 'Hello to stack overflow') AS similarity;
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This query will return the similarity percentage between the two strings, which in this case would be 66%.

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