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While the language analyzers can be used out of the box without any configuration, most of them do allow you to control aspects of their behavior, specifically:
- Stem-word exclusion
- Imagine, for instance, that users searching for
the “World Health
Organization” are instead getting results for “organ health.” The reason
for this confusion is that both “organ” and “organization” are stemmed to
the same root word:
organ
. Often this isn’t a problem, but in this particular collection of documents, this leads to confusing results. We would like to prevent the wordsorganization
andorganizations
from being stemmed. - Custom stopwords
The default list of stopwords used in English are as follows:
a, an, and, are, as, at, be, but, by, for, if, in, into, is, it, no, not, of, on, or, such, that, the, their, then, there, these, they, this, to, was, will, with
The unusual thing about
no
andnot
is that they invert the meaning of the words that follow them. Perhaps we decide that these two words are important and that we shouldn’t treat them as stopwords.
To customize the behavior of the english
analyzer, we need to
create a custom analyzer that uses the english
analyzer as its base but
adds some configuration:
PUT /my_index { "settings": { "analysis": { "analyzer": { "my_english": { "type": "english", "stem_exclusion": [ "organization", "organizations" ], "stopwords": [ "a", "an", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with" ] } } } } } GET /my_index/_analyze?analyzer=my_english The World Health Organization does not sell organs.
Prevents | |
Specifies a custom list of stopwords | |
Emits tokens |
We discuss stemming and stopwords in much more detail in Reducing Words to Their Root Form and Stopwords: Performance Versus Precision, respectively.