Fuzzy string matching with Trigram and Trigraphs

nospam@example.com (Leo Hsu and Regina Obe) — Wed, 21 Jul 2010 18:20:00 -0400

In an earlier article Where is Soundex and other Fuzzy string things we covered the PostgreSQL contrib module fuzzstrmatch which contains the very popular function soundex that is found in other popular relational databases. We also covered the more powerful levenshtein distance, metaphone and dmetaphone functions included in fuzzstrmatch, but rarely found in other relational databases.

As far as fuzzy string matching goes, PostgreSQL has other functions up its sleeves. This time we will cover the contrib module pg_trgm which was introduced in PostgreSQL 8.3. pgtrgm uses a concept called trigrams for doing string comparisons. The pg_trgm module has several functions and gist/gin operators. Like other contrib modules, you just need to run the /share/contrib/pg_trgm.sql file packaged in your PostgreSQL install to enable it in your database.

For this set of exercises, we'll use trigrams to compare words using the same set of data we tested with soundex and metaphones. For the next set of exercises, we will be using the places dataset we created in Importing Fixed width data into PostgreSQL with just PSQL.

The most useful are the similarity function and the % operator. The % operator allows for using a GIST/GIN index and the similarity function allows for narrowing your filter similar to what levenshtein did for us in fuzzstrmatch.

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Where is soundex and other warm and fuzzy string things

nospam@example.com (Leo Hsu and Regina Obe) — Mon, 17 May 2010 16:53:00 -0400

For those people coming from Oracle, SQL Server and MySQL or other databases that have soundex functionality, you may be puzzled, or even frustrated when you try to do something like
WHERE soundex('Wushington') = soundex('Washington')
in PostgreSQL and get a function does not exist error.

Well it does so happen that there is a soundex function in PostgreSQL, and yes it is also called soundex, but is offered as a contrib module and not installed by default. It also has other fuzzy string matching functions in addition to soundex. One of my favorites, the levenshenstein distance function is included as well. In this article we'll be covering the contrib module packaged as fuzzystrmatch.sql. Details of the module can be found in FuzzyStrMatch. The contrib module has been around for sometime, but has changed slightly from PostgreSQL version to PostgreSQL version. We are covering the 8.4 version in this article.

For those unfamiliar with soundex, its a basic approach developed by the US Census in the 1930s as a way of sorting names by pronounciation. Read Census and Soundex for more gory history details.

Given that it is an approach designed primarily for the English alphabet, it sort of makes sense why its not built-in to PostgreSQL, which has more of a diverse international concern. For example if you used it to compare two words in Japanese or Chinese, don't think it would fair too well in any of the database platforms that support this function.

The original soundex algorithm has been improved over the years. Though its still the most common used today, newer variants exist called MetaPhone developed in the 1990s and Double Metaphone (DMetaPhone) developed in 2000 that support additional consonants in other languages such as Slavic, Celtic, Italian, Spanish etc. These two variants are also included in the fuzzystrmatch contrib library. The soundex function still seems to be the most popularly used at least for U.S. This is perhaps because most of the other databases (Oracle, SQL Server, MySQL) have soundex built-in but not the metaphone variants. So in a sense soundex is a more portable function. The other reason is that metaphone and dmetaphone take up a bit more space and are also more processor intensive to compute than soundex. We'll demonstrate some differences between them in this article.

To enable soundex and the other fuzzy string matching functions included, just run the share/contrib/fuzzystrmatch.sql located in your PostgreSQL install folder. This library is an important piece of arsenal for geocoding and genealogy tracking particularly the U.S. streets and surnames data sets. I come from a long line of Minors, Miners, Burnettes and Burnets.

For the next set of exercises, we will be using the places dataset we created in Importing Fixed width data into PostgreSQL with just PSQL.

Continue reading "Where is soundex and other warm and fuzzy string things"

Postgres OnLine Journal - fuzzystrmatch

Fuzzy string matching with Trigram and Trigraphs

Where is soundex and other warm and fuzzy string things