$text
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Note
This page describes text search capabilities for self-managed (non-Atlas) deployments. For data hosted on MongoDB Atlas, MongoDB offers an improved full-text search solution, Atlas Search.
This page describes the $text
operator for self-managed deployments.
Definition
$text
$text
performs a text search on the content of the fields indexed with a text index.
Compatibility
You can use $text
for deployments hosted in the following
environments:
MongoDB Atlas: The fully managed service for MongoDB deployments in the cloud
MongoDB Enterprise: The subscription-based, self-managed version of MongoDB
MongoDB Community: The source-available, free-to-use, and self-managed version of MongoDB
Syntax
A $text
expression has the following syntax:
{ $text: { $search: <string>, $language: <string>, $caseSensitive: <boolean>, $diacriticSensitive: <boolean> } }
The $text
operator accepts a text query document with the
following fields:
Field | Type | Description |
---|---|---|
$search | string | |
$language | string | Optional. The language that determines the list of stop words for the search and the rules for the stemmer and tokenizer. If not specified, the search uses the default language of the index. For supported languages, see Text Search Languages. If you specify a |
$caseSensitive | boolean | Optional. A boolean flag to enable or disable case sensitive search. Defaults
to For more information, see Case Insensitivity. |
$diacriticSensitive | boolean | Optional. A boolean flag to enable or disable diacritic sensitive search
against version 3 text indexes. Defaults to
Text searches against earlier versions of the text index are
inherently diacritic sensitive and cannot be diacritic insensitive.
As such, the For more information, see Diacritic Insensitivity. |
The $text
operator, by default, does not return results
sorted in terms of the results' scores. For more information on
sorting by the text search scores, see the
Text Score documentation.
Behavior
Restrictions
A query can specify, at most, one
$text
expression.The
$text
query can not appear in$nor
expressions.The
$text
query can not appear in$elemMatch
query expressions or$elemMatch
projection expressions.To use a
$text
query in an$or
expression, all clauses in the$or
array must be indexed.If a query includes a
$text
expression, you cannot usehint()
to specify which index to use for the query.You cannot specify
$natural
sort order if the query includes a$text
expression.You cannot combine the
$text
expression, which requires a special text index, with a query operator that requires a different type of special index. For example you cannot combine$text
expression with the$near
operator.Views do not support text search.
$text
is unsupported for creating indexes using the Stable API V1.
If using the $text
operator in aggregation, the following
restrictions also apply.
The
$match
stage that includes a$text
must be the first stage in the pipeline.A
$text
operator can only occur once in the stage.The
$text
operator expression cannot appear in$or
or$not
expressions.The text search, by default, does not return the matching documents in order of matching scores. To sort by descending score, use the
$meta
aggregation expression in the$sort
stage.
$search
Field
In the $search
field, specify a string of words that the
$text
operator parses and uses to query the text index.
The $text
operator treats most punctuation
in the string as delimiters, except a hyphen-minus (-
) that negates term or
an escaped double quotes \"
that specifies a phrase.
Note
The $search
field for the $text
expression is different
than the $search aggregation stage provided by
Atlas Search. The $search
aggregation
stage performs full-text search on specified fields and is only
available on MongoDB Atlas.
Phrases
To match on a phrase, as opposed to individual terms, enclose the
phrase in escaped double quotes (\"
), as in:
"\"ssl certificate\""
If the $search
string of a $text
operation includes a phrase and
individual terms, text search only matches the documents that include the
phrase.
For example, passed a $search
string:
"\"ssl certificate\" authority key"
The $text
operator searches for the phrase "ssl
certificate"
.
Note
You cannot use the $text
operator to search for multiple phrases.
Negations
Prefixing a word with a hyphen-minus (-
) negates a word:
The negated word excludes documents that contain the negated word from the result set.
When passed a search string that only contains negated words, text search will not match any documents.
A hyphenated word, such as
pre-market
, is not a negation. If used in a hyphenated word, the$text
operator treats the hyphen-minus (-
) as a delimiter. To negate the wordmarket
in this instance, include a space betweenpre
and-market
, i.e.,pre -market
.
The $text
operator adds all negations to the query with the
logical AND
operator.
Match Operation
Stop Words
The $text
operator ignores language-specific stop words, such
as the
and and
in English.
Stemmed Words
For case insensitive and diacritic insensitive text searches, the
$text
operator matches on the complete stemmed word. So if a
document field contains the word blueberry
, a search on the term
blue
will not match. However, blueberry
or blueberries
will
match.
Case Sensitive Search and Stemmed Words
For case sensitive search (i.e.
$caseSensitive: true
), if the suffix stem contains uppercase
letters, the $text
operator matches on the exact word.
Diacritic Sensitive Search and Stemmed Words
For diacritic sensitive
search (i.e. $diacriticSensitive: true
), if the suffix stem
contains the diacritic mark or marks, the $text
operator
matches on the exact word.
Case Insensitivity
The $text
operator defaults to the case insensitivity of the
text index:
The version 3 text index is case insensitive for Latin characters with or without diacritics and characters from non-Latin alphabets, such as the Cyrillic alphabet. See text index for details.
Earlier versions of the
text
index are case insensitive for Latin characters without diacritic marks; i.e. for[A-z]
.
$caseSensitive
Option
To support case sensitive search where the text
index is case
insensitive, specify $caseSensitive: true
.
Case Sensitive Search Process
When performing a case sensitive search ($caseSensitive: true
)
where the text
index is case insensitive, the $text
operator:
First searches the
text
index for case insensitive and diacritic matches.Then, to return just the documents that match the case of the search terms, the
$text
query operation includes an additional stage to filter out the documents that do not match the specified case.
For case sensitive search (i.e. $caseSensitive: true
), if
the suffix stem contains uppercase letters, the $text
operator
matches on the exact word.
Specifying $caseSensitive: true
may impact performance.
Diacritic Insensitivity
The $text
operator defaults to the diacritic insensitivity of
the text index:
The version 3 text index is diacritic insensitive. That is, the index does not distinguish between characters that contain diacritical marks and their non-marked counterpart, such as
é
,ê
, ande
.Earlier versions of the
text
index are diacritic sensitive.
$diacriticSensitive
Option
To support diacritic sensitive text search against the text
index,
specify $diacriticSensitive: true
.
Text searches against earlier versions of the text
index are
inherently diacritic sensitive and cannot be diacritic insensitive. As
such, the $diacriticSensitive
option for the $text
operator has no effect with earlier versions of the text
index.
Diacritic Sensitive Search Process
To perform a diacritic sensitive text search ($diacriticSensitive:
true
) against a version 3 text
index, the $text
operator:
First searches the
text
index, which is diacritic insensitive.Then, to return just the documents that match the diacritic marked characters of the search terms, the
$text
query operation includes an additional stage to filter out the documents that do not match.
Specifying $diacriticSensitive: true
may impact performance.
To perform a diacritic sensitive search against an earlier version of
the text
index, the $text
operator searches the text
index, which is diacritic sensitive.
For diacritic sensitive search, if the suffix stem contains the
diacritic mark or marks, the $text
operator matches on the
exact word.
Text Score
The $text
operator assigns a score to each document that
contains the search term in the indexed fields. The score represents
the relevance of a document to a given text search query. The score can
be part of a sort()
method specification as well as part of the
projection expression. The { $meta: "textScore" }
expression
provides information on the processing of the $text
operation.
See $meta
projection operator for details on accessing the score for
projection or sort.
Examples
The following examples assume a collection articles
that has a
version 3 text index on the field subject
:
db.articles.createIndex( { subject: "text" } )
Populate the collection with the following documents:
db.articles.insertMany( [ { _id: 1, subject: "coffee", author: "xyz", views: 50 }, { _id: 2, subject: "Coffee Shopping", author: "efg", views: 5 }, { _id: 3, subject: "Baking a cake", author: "abc", views: 90 }, { _id: 4, subject: "baking", author: "xyz", views: 100 }, { _id: 5, subject: "Café Con Leche", author: "abc", views: 200 }, { _id: 6, subject: "Сырники", author: "jkl", views: 80 }, { _id: 7, subject: "coffee and cream", author: "efg", views: 10 }, { _id: 8, subject: "Cafe con Leche", author: "xyz", views: 10 } ] )
Search for a Single Word
The following query specifies a $search
string of coffee
:
db.articles.find( { $text: { $search: "coffee" } } )
This query returns the documents that contain the term coffee
in the
indexed subject
field, or more precisely, the stemmed version of
the word:
{ _id: 1, subject: 'coffee', author: 'xyz', views: 50 }, { _id: 7, subject: 'coffee and cream', author: 'efg', views: 10 }, { _id: 2, subject: 'Coffee Shopping', author: 'efg', views: 5 }
Match Any of the Search Terms
If the search string is a space-delimited string, the $text
operator performs a logical OR
search on each term and returns
documents that contains any of the terms.
The following query specifies a $search
string of three terms
delimited by space, "bake coffee cake"
:
db.articles.find( { $text: { $search: "bake coffee cake" } } )
This query returns documents that contain either bake
or
coffee
or cake
in the indexed subject
field, or more
precisely, the stemmed version of these words:
{ "_id" : 2, "subject" : "Coffee Shopping", "author" : "efg", "views" : 5 } { "_id" : 7, "subject" : "coffee and cream", "author" : "efg", "views" : 10 } { "_id" : 1, "subject" : "coffee", "author" : "xyz", "views" : 50 } { "_id" : 3, "subject" : "Baking a cake", "author" : "abc", "views" : 90 } { "_id" : 4, "subject" : "baking", "author" : "xyz", "views" : 100 }
Search for a Phrase
To match the exact phrase as a single term, escape the quotes.
The following query searches for the phrase coffee shop
:
db.articles.find( { $text: { $search: "\"coffee shop\"" } } )
This query returns documents that contain the phrase coffee shop
:
{ "_id" : 2, "subject" : "Coffee Shopping", "author" : "efg", "views" : 5 }
The following query searches for the phrases coffee shop
and Cafe
con Leche
. This is a logical OR of the two phrases.
db.articles.find( { $text: { $search: "\'coffee shop\' \'Cafe con Leche\'" } } )
This query returns documents that contain both the phrases, including documents that contain terms from both the phrases:
[ { _id: 8, subject: 'Cafe con Leche', author: 'xyz', views: 10 }, { _id: 5, subject: 'Café Con Leche', author: 'abc', views: 200 }, { _id: 1, subject: 'coffee', author: 'xyz', views: 50 }, { _id: 7, subject: 'coffee and cream', author: 'efg', views: 10 }, { _id: 2, subject: 'Coffee Shopping', author: 'efg', views: 5 } ]
Exclude Documents That Contain a Term
A negated term is a term that is prefixed by a minus sign -
. If
you negate a term, the $text
operator will exclude the
documents that contain those terms from the results.
The following example searches for documents that contain the words
coffee
but do not contain the term shop
, or more precisely
the stemmed version of the words:
db.articles.find( { $text: { $search: "coffee -shop" } } )
The query returns the following documents:
{ "_id" : 7, "subject" : "coffee and cream", "author" : "efg", "views" : 10 } { "_id" : 1, "subject" : "coffee", "author" : "xyz", "views" : 50 }
Search a Different Language
Use the optional $language
field in the $text
expression
to specify a language that determines the list of stop words and the
rules for the stemmer and tokenizer for the search string.
If you specify a default_language
value of none
, then the text index
parses through each word in the field, including stop words, and ignores
suffix stemming.
The following query specifies es
, i.e. Spanish, as the language
that determines the tokenization, stemming, and stop words:
db.articles.find( { $text: { $search: "leche", $language: "es" } } )
The query returns the following documents:
{ "_id" : 5, "subject" : "Café Con Leche", "author" : "abc", "views" : 200 } { "_id" : 8, "subject" : "Cafe con Leche", "author" : "xyz", "views" : 10 }
The $text
expression can also accept the language by name,
spanish
. See Text Search Languages for the supported
languages.
Case and Diacritic Insensitive Search
The $text
operator defers to the case and diacritic
insensitivity of the text
index. The version 3 text
index is
diacritic insensitive and expands its case insensitivity to include the
Cyrillic alphabet as well as characters with diacritics. For details,
see text Index Case Insensitivity and text Index Diacritic
Insensitivity.
The following query performs a case and diacritic insensitive text
search for the terms сы́рники
or CAFÉS
:
db.articles.find( { $text: { $search: "сы́рники CAFÉS" } } )
Using the version 3 text
index, the query matches the following
documents.
{ "_id" : 6, "subject" : "Сырники", "author" : "jkl", "views" : 80 } { "_id" : 5, "subject" : "Café Con Leche", "author" : "abc", "views" : 200 } { "_id" : 8, "subject" : "Cafe con Leche", "author" : "xyz", "views" : 10 }
With previous versions of the text
index, the query would not
match any document.
Perform Case Sensitive Search
To enable case sensitive search, specify $caseSensitive: true
.
Specifying $caseSensitive: true
may impact performance.
Case Sensitive Search for a Term
The following query performs a case sensitive search for the term
Coffee
:
db.articles.find( { $text: { $search: "Coffee", $caseSensitive: true } } )
The search matches just the document:
{ "_id" : 2, "subject" : "Coffee Shopping", "author" : "efg", "views" : 5 }
Case Sensitive Search for a Phrase
The following query performs a case sensitive search for the phrase
Café Con Leche
:
db.articles.find( { $text: { $search: "\"Café Con Leche\"", $caseSensitive: true } } )
The search matches just the document:
{ "_id" : 5, "subject" : "Café Con Leche", "author" : "abc", "views" : 200 }
Case Sensitivity with Negated Term
A negated term is a term that is prefixed by a minus sign -
. If
you negate a term, the $text
operator will exclude the
documents that contain those terms from the results. You can also
specify case sensitivity for negated terms.
The following example performs a case sensitive search for documents
that contain the word Coffee
but do not contain the lower-case
term shop
, or more precisely the stemmed version of the words:
db.articles.find( { $text: { $search: "Coffee -shop", $caseSensitive: true } } )
The query matches the following document:
{ "_id" : 2, "subject" : "Coffee Shopping", "author" : "efg" }
Diacritic Sensitive Search
To enable diacritic sensitive search against a version 3
text index, specify $diacriticSensitive: true
.
Specifying $diacriticSensitive: true
may impact performance.
Diacritic Sensitive Search for a Term
The following query performs a diacritic sensitive text search on the
term CAFÉ
, or more precisely the stemmed version of the word:
db.articles.find( { $text: { $search: "CAFÉ", $diacriticSensitive: true } } )
The query only matches the following document:
{ "_id" : 5, "subject" : "Café Con Leche", "author" : "abc" }
Diacritic Sensitivity with Negated Term
The $diacriticSensitive
option applies also to negated terms. A
negated term is a term that is prefixed by a minus sign -
. If you
negate a term, the $text
operator will exclude the documents that
contain those terms from the results.
The following query performs a diacritic sensitive text search for
document that contains the term leches
but not the term cafés
,
or more precisely the stemmed version of the words:
db.articles.find( { $text: { $search: "leches -cafés", $diacriticSensitive: true } } )
The query matches the following document:
{ "_id" : 8, "subject" : "Cafe con Leche", "author" : "xyz" }
Text Search Score Examples
Return the Text Search Score
The following query performs a text search for the term cake
and
uses the $meta
operator in the projection document to
append the relevance score to each matching document:
db.articles.find( { $text: { $search: "cake" } }, { score: { $meta: "textScore" } } )
The returned document includes an additional field score
that
contains the document's relevance score:
{ "_id" : 3, "subject" : "Baking a cake", "author" : "abc", "views" : 90, "score" : 0.75 }
Sort by Text Search Score
You can specify the
{ $meta: "textScore" }
expression in thesort()
without also specifying the expression in the projection. For example:db.articles.find( { $text: { $search: "cake" } } ).sort( { score: { $meta: "textScore" } } ) As a result, you can sort the resulting documents by their search relevance without projecting the
textScore
.If you include the
{ $meta: "textScore" }
expression in both the projection andsort()
, the projection and sort documents can have different field names for the expression.For example, in the following operation, the projection uses a field namedscore
for the expression and thesort()
uses the field namedignoredName
.db.articles.find( { $text: { $search: "cake" } } , { score: { $meta: "textScore" } } ).sort( { ignoredName: { $meta: "textScore" } } )
In MongoDB 4.2, to sort by the text score, include the same
$meta
expression in both the projection document and the sort expression. The following query searches for the termcoffee
and sorts the results by the descending score:db.articles.find( { $text: { $search: "coffee" } }, { score: { $meta: "textScore" } } ).sort( { score: { $meta: "textScore" } } ) The query returns the matching documents sorted by descending score.
Return Top 2 Matching Documents
Use the limit()
method in conjunction with a
sort()
to return the top n
matching documents.
The following query searches for the term coffee
and sorts the
results by the descending score, limiting the results to the top two
matching documents:
db.articles.find( { $text: { $search: "coffee" } }, { score: { $meta: "textScore" } } ).sort( { score: { $meta: "textScore" } } ).limit(2)
Text Search with Additional Query and Sort Expressions
The following query searches for documents where the author
equals
"xyz"
and the indexed field subject
contains the terms
coffee
or bake
. The operation also specifies a sort order of
ascending date
, then descending text search score:
db.articles.find( { author: "xyz", $text: { $search: "coffee bake" } }, { score: { $meta: "textScore" } } ).sort( { date: 1, score: { $meta: "textScore" } } )