ClickHouse/docs/en/sql-reference/functions/string-search-functions.md
2023-09-29 10:15:46 +02:00

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/en/sql-reference/functions/string-search-functions 160 Searching in Strings

Functions for Searching in Strings

All functions in this section search by default case-sensitively. Case-insensitive search is usually provided by separate function variants. Note that case-insensitive search follows the lowercase-uppercase rules of the English language. E.g. Uppercased i in English language is I whereas in Turkish language it is İ - results for languages other than English may be unexpected.

Functions in this section also assume that the searched string and the search string are single-byte encoded text. If this assumption is violated, no exception is thrown and results are undefined. Search with UTF-8 encoded strings is usually provided by separate function variants. Likewise, if a UTF-8 function variant is used and the input strings are not UTF-8 encoded text, no exception is thrown and the results are undefined. Note that no automatic Unicode normalization is performed, you can use the normalizeUTF8*() functions for that.

General strings functions and functions for replacing in strings are described separately.

position

Returns the position (in bytes, starting at 1) of a substring needle in a string haystack.

Syntax

position(haystack, needle[, start_pos])

Alias:

  • position(needle IN haystack)
  • locate(haystack, needle[, start_pos]).

Arguments

  • haystack — String in which the search is performed. String.
  • needle — Substring to be searched. String.
  • start_pos Position (1-based) in haystack at which the search starts. UInt. Optional.

Returned values

  • Starting position in bytes and counting from 1, if the substring was found.
  • 0, if the substring was not found.

If substring needle is empty, these rules apply:

  • if no start_pos was specified: return 1
  • if start_pos = 0: return 1
  • if start_pos >= 1 and start_pos <= length(haystack) + 1: return start_pos
  • otherwise: return 0

The same rules also apply to functions positionCaseInsensitive, positionUTF8 and positionCaseInsensitiveUTF8

Type: Integer.

Examples

SELECT position('Hello, world!', '!');

Result:

┌─position('Hello, world!', '!')─┐
│                             13 │
└────────────────────────────────┘

Example with start_pos argument:

SELECT
    position('Hello, world!', 'o', 1),
    position('Hello, world!', 'o', 7)
┌─position('Hello, world!', 'o', 1)─┬─position('Hello, world!', 'o', 7)─┐
│                                 5 │                                 9 │
└───────────────────────────────────┴───────────────────────────────────┘

Example for needle IN haystack syntax:

SELECT 6 = position('/' IN s) FROM (SELECT 'Hello/World' AS s);

Result:

┌─equals(6, position(s, '/'))─┐
│                           1 │
└─────────────────────────────┘

Examples with empty needle substring:

SELECT
    position('abc', ''),
    position('abc', '', 0),
    position('abc', '', 1),
    position('abc', '', 2),
    position('abc', '', 3),
    position('abc', '', 4),
    position('abc', '', 5)
┌─position('abc', '')─┬─position('abc', '', 0)─┬─position('abc', '', 1)─┬─position('abc', '', 2)─┬─position('abc', '', 3)─┬─position('abc', '', 4)─┬─position('abc', '', 5)─┐
│                   1 │                      1 │                      1 │                      2 │                      3 │                      4 │                      0 │
└─────────────────────┴────────────────────────┴────────────────────────┴────────────────────────┴────────────────────────┴────────────────────────┴────────────────────────┘

positionCaseInsensitive

Like position but searches case-insensitively.

positionUTF8

Like position but assumes haystack and needle are UTF-8 encoded strings.

Examples

Function positionUTF8 correctly counts character ö (represented by two points) as a single Unicode codepoint:

SELECT positionUTF8('Motörhead', 'r');

Result:

┌─position('Motörhead', 'r')─┐
│                          5 │
└────────────────────────────┘

positionCaseInsensitiveUTF8

Like positionUTF8 but searches case-insensitively.

multiSearchAllPositions

Like position but returns an array of positions (in bytes, starting at 1) for multiple needle substrings in a haystack string.

:::note All multiSearch*() functions only support up to 28 needles. :::

Syntax

multiSearchAllPositions(haystack, [needle1, needle2, ..., needleN])

Arguments

  • haystack — String in which the search is performed. String.
  • needle — Substrings to be searched. Array

Returned values

  • Array of the starting position in bytes and counting from 1 (if the substring was found) or 0 (if the substring was not found)

Example

SELECT multiSearchAllPositions('Hello, World!', ['hello', '!', 'world']);

Result:

┌─multiSearchAllPositions('Hello, World!', ['hello', '!', 'world'])─┐
│ [0,13,0]                                                          │
└───────────────────────────────────────────────────────────────────┘

multiSearchAllPositionsUTF8

Like multiSearchAllPositions but assumes haystack and the needle-s are UTF-8 encoded strings.

multiSearchFirstPosition

Like position but returns the leftmost offset in a haystack string which matches any of multiple needle strings.

Functions multiSearchFirstPositionCaseInsensitive, multiSearchFirstPositionUTF8 and multiSearchFirstPositionCaseInsensitiveUTF8 provide case-insensitive and/or UTF-8 variants of this function.

Syntax

multiSearchFirstPosition(haystack, \[needle<sub>1</sub>, needle<sub>2</sub>, , needle<sub>n</sub>\])

multiSearchFirstIndex

Returns the index i (starting from 1) of the leftmost found needlei in the string haystack and 0 otherwise.

Functions multiSearchFirstIndexCaseInsensitive, multiSearchFirstIndexUTF8 and multiSearchFirstIndexCaseInsensitiveUTF8 provide case-insensitive and/or UTF-8 variants of this function.

Syntax

multiSearchFirstIndex(haystack, \[needle<sub>1</sub>, needle<sub>2</sub>, , needle<sub>n</sub>\])

multiSearchAny

Returns 1, if at least one string needlei matches the string haystack and 0 otherwise.

Functions multiSearchAnyCaseInsensitive, multiSearchAnyUTF8 and multiSearchAnyCaseInsensitiveUTF8 provide case-insensitive and/or UTF-8 variants of this function.

Syntax

multiSearchAny(haystack, \[needle<sub>1</sub>, needle<sub>2</sub>, , needle<sub>n</sub>\])

match

Returns whether string haystack matches the regular expression pattern in re2 regular syntax.

Matching is based on UTF-8, e.g. . matches the Unicode code point ¥ which is represented in UTF-8 using two bytes. The regular expression must not contain null bytes. If the haystack or the pattern are not valid UTF-8, then the behavior is undefined.

Unlike re2's default behavior, . matches line breaks. To disable this, prepend the pattern with (?-s).

If you only want to search substrings in a string, you can use functions like or position instead - they work much faster than this function.

Syntax

match(haystack, pattern)

Alias: haystack REGEXP pattern operator

multiMatchAny

Like match but returns 1 if at least one of the patterns match and 0 otherwise.

:::note Functions in the multi[Fuzzy]Match*() family use the the (Vectorscan)[https://github.com/VectorCamp/vectorscan] library. As such, they are only enabled if ClickHouse is compiled with support for vectorscan.

To turn off all functions that use hyperscan, use setting SET allow_hyperscan = 0;.

Due to restrictions of vectorscan, the length of the haystack string must be less than 232 bytes.

Hyperscan is generally vulnerable to regular expression denial of service (ReDoS) attacks (e.g. see (here)[https://www.usenix.org/conference/usenixsecurity22/presentation/turonova], (here)[https://doi.org/10.1007/s10664-021-10033-1] and (here)[https://doi.org/10.1145/3236024.3236027]. Users are adviced to check the provided patterns carefully. :::

If you only want to search multiple substrings in a string, you can use function multiSearchAny instead - it works much faster than this function.

Syntax

multiMatchAny(haystack, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

multiMatchAnyIndex

Like multiMatchAny but returns any index that matches the haystack.

Syntax

multiMatchAnyIndex(haystack, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

multiMatchAllIndices

Like multiMatchAny but returns the array of all indices that match the haystack in any order.

Syntax

multiMatchAllIndices(haystack, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

multiFuzzyMatchAny

Like multiMatchAny but returns 1 if any pattern matches the haystack within a constant edit distance. This function relies on the experimental feature of hyperscan library, and can be slow for some corner cases. The performance depends on the edit distance value and patterns used, but it's always more expensive compared to a non-fuzzy variants.

:::note multiFuzzyMatch*() function family do not support UTF-8 regular expressions (it threats them as a sequence of bytes) due to restrictions of hyperscan. :::

Syntax

multiFuzzyMatchAny(haystack, distance, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

multiFuzzyMatchAnyIndex

Like multiFuzzyMatchAny but returns any index that matches the haystack within a constant edit distance.

Syntax

multiFuzzyMatchAnyIndex(haystack, distance, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

multiFuzzyMatchAllIndices

Like multiFuzzyMatchAny but returns the array of all indices in any order that match the haystack within a constant edit distance.

Syntax

multiFuzzyMatchAllIndices(haystack, distance, \[pattern<sub>1</sub>, pattern<sub>2</sub>, , pattern<sub>n</sub>\])

extract

Extracts a fragment of a string using a regular expression. If haystack does not match the pattern regex, an empty string is returned.

For regex without subpatterns, the function uses the fragment that matches the entire regex. Otherwise, it uses the fragment that matches the first subpattern.

Syntax

extract(haystack, pattern)

extractAll

Extracts all fragments of a string using a regular expression. If haystack does not match the pattern regex, an empty string is returned.

Returns an array of strings consisting of all matches of the regex.

The behavior with respect to subpatterns is the same as in function extract.

Syntax

extractAll(haystack, pattern)

extractAllGroupsHorizontal

Matches all groups of the haystack string using the pattern regular expression. Returns an array of arrays, where the first array includes all fragments matching the first group, the second array - matching the second group, etc.

This function is slower than extractAllGroupsVertical.

Syntax

extractAllGroupsHorizontal(haystack, pattern)

Arguments

  • haystack — Input string. Type: String.
  • pattern — Regular expression with re2 syntax. Must contain groups, each group enclosed in parentheses. If pattern contains no groups, an exception is thrown. Type: String.

Returned value

If haystack does not match the pattern regex, an array of empty arrays is returned.

Example

SELECT extractAllGroupsHorizontal('abc=111, def=222, ghi=333', '("[^"]+"|\\w+)=("[^"]+"|\\w+)');

Result:

┌─extractAllGroupsHorizontal('abc=111, def=222, ghi=333', '("[^"]+"|\\w+)=("[^"]+"|\\w+)')─┐
│ [['abc','def','ghi'],['111','222','333']]                                                │
└──────────────────────────────────────────────────────────────────────────────────────────┘

extractAllGroupsVertical

Matches all groups of the haystack string using the pattern regular expression. Returns an array of arrays, where each array includes matching fragments from every group. Fragments are grouped in order of appearance in the haystack.

Syntax

extractAllGroupsVertical(haystack, pattern)

Arguments

  • haystack — Input string. Type: String.
  • pattern — Regular expression with re2 syntax. Must contain groups, each group enclosed in parentheses. If pattern contains no groups, an exception is thrown. Type: String.

Returned value

If haystack does not match the pattern regex, an empty array is returned.

Example

SELECT extractAllGroupsVertical('abc=111, def=222, ghi=333', '("[^"]+"|\\w+)=("[^"]+"|\\w+)');

Result:

┌─extractAllGroupsVertical('abc=111, def=222, ghi=333', '("[^"]+"|\\w+)=("[^"]+"|\\w+)')─┐
│ [['abc','111'],['def','222'],['ghi','333']]                                            │
└────────────────────────────────────────────────────────────────────────────────────────┘

like

Returns whether string haystack matches the LIKE expression pattern.

A LIKE expression can contain normal characters and the following metasymbols:

  • % indicates an arbitrary number of arbitrary characters (including zero characters).
  • _ indicates a single arbitrary character.
  • \ is for escaping literals %, _ and \.

Matching is based on UTF-8, e.g. _ matches the Unicode code point ¥ which is represented in UTF-8 using two bytes.

If the haystack or the LIKE expression are not valid UTF-8, the behavior is undefined.

No automatic Unicode normalization is performed, you can use the normalizeUTF8*() functions for that.

To match against literal %, _ and / (which are LIKE metacharacters), prepend them with a backslash: \%, \_ and \\. The backslash loses its special meaning (i.e. is interpreted literally) if it prepends a character different than %, _ or \. Note that ClickHouse requires backslashes in strings to be quoted as well, so you would actually need to write \\%, \\_ and \\\\.

For LIKE expressions of the form %needle%, the function is as fast as the position function. All other LIKE expressions are internally converted to a regular expression and executed with a performance similar to function match.

Syntax

like(haystack, pattern)

Alias: haystack LIKE pattern (operator)

notLike

Like like but negates the result.

Alias: haystack NOT LIKE pattern (operator)

ilike

Like like but searches case-insensitively.

Alias: haystack ILIKE pattern (operator)

notILike

Like ilike but negates the result.

Alias: haystack NOT ILIKE pattern (operator)

ngramDistance

Calculates the 4-gram distance between a haystack string and a needle string. For that, it counts the symmetric difference between two multisets of 4-grams and normalizes it by the sum of their cardinalities. Returns a Float32 between 0 and 1. The smaller the result is, the more strings are similar to each other. Throws an exception if constant needle or haystack arguments are more than 32Kb in size. If any of non-constant haystack or needle arguments is more than 32Kb in size, the distance is always 1.

Functions ngramDistanceCaseInsensitive, ngramDistanceUTF8, ngramDistanceCaseInsensitiveUTF8 provide case-insensitive and/or UTF-8 variants of this function.

Syntax

ngramDistance(haystack, needle)

ngramSearch

Like ngramDistance but calculates the non-symmetric difference between a needle string and a haystack string, i.e. the number of n-grams from needle minus the common number of n-grams normalized by the number of needle n-grams. Returns a Float32 between 0 and 1. The bigger the result is, the more likely needle is in the haystack. This function is useful for fuzzy string search. Also see function soundex.

Functions ngramSearchCaseInsensitive, ngramSearchUTF8, ngramSearchCaseInsensitiveUTF8 provide case-insensitive and/or UTF-8 variants of this function.

:::note The UTF-8 variants use the 3-gram distance. These are not perfectly fair n-gram distances. We use 2-byte hashes to hash n-grams and then calculate the (non-)symmetric difference between these hash tables collisions may occur. With UTF-8 case-insensitive format we do not use fair tolower function we zero the 5-th bit (starting from zero) of each codepoint byte and first bit of zeroth byte if bytes more than one this works for Latin and mostly for all Cyrillic letters. :::

Syntax

ngramSearch(haystack, needle)

countSubstrings

Returns how often substring needle occurs in string haystack.

Functions countSubstringsCaseInsensitive and countSubstringsCaseInsensitiveUTF8 provide a case-insensitive and case-insensitive + UTF-8 variants of this function.

Syntax

countSubstrings(haystack, needle[, start_pos])

Arguments

  • haystack — String in which the search is performed. String.
  • needle — Substring to be searched. String.
  • start_pos Position (1-based) in haystack at which the search starts. UInt. Optional.

Returned values

  • The number of occurrences.

Type: UInt64.

Examples

SELECT countSubstrings('aaaa', 'aa');

Result:

┌─countSubstrings('aaaa', 'aa')─┐
│                             2 │
└───────────────────────────────┘

Example with start_pos argument:

SELECT countSubstrings('abc___abc', 'abc', 4);

Result:

┌─countSubstrings('abc___abc', 'abc', 4)─┐
│                                      1 │
└────────────────────────────────────────┘

countMatches

Returns the number of regular expression matches for a pattern in a haystack.

Syntax

countMatches(haystack, pattern)

Arguments

Returned value

  • The number of matches.

Type: UInt64.

Examples

SELECT countMatches('foobar.com', 'o+');

Result:

┌─countMatches('foobar.com', 'o+')─┐
│                                2 │
└──────────────────────────────────┘
SELECT countMatches('aaaa', 'aa');

Result:

┌─countMatches('aaaa', 'aa')────┐
│                             2 │
└───────────────────────────────┘

regexpExtract

Extracts the first string in haystack that matches the regexp pattern and corresponds to the regex group index.

Syntax

regexpExtract(haystack, pattern[, index])

Alias: REGEXP_EXTRACT(haystack, pattern[, index]).

Arguments

  • haystack — String, in which regexp pattern will to be matched. String.
  • pattern — String, regexp expression, must be constant. String.
  • index An integer number greater or equal 0 with default 1. It represents which regex group to extract. UInt or Int. Optional.

Returned values

pattern may contain multiple regexp groups, index indicates which regex group to extract. An index of 0 means matching the entire regular expression.

Type: String.

Examples

SELECT
    regexpExtract('100-200', '(\\d+)-(\\d+)', 1),
    regexpExtract('100-200', '(\\d+)-(\\d+)', 2),
    regexpExtract('100-200', '(\\d+)-(\\d+)', 0),
    regexpExtract('100-200', '(\\d+)-(\\d+)');

Result:

┌─regexpExtract('100-200', '(\\d+)-(\\d+)', 1)─┬─regexpExtract('100-200', '(\\d+)-(\\d+)', 2)─┬─regexpExtract('100-200', '(\\d+)-(\\d+)', 0)─┬─regexpExtract('100-200', '(\\d+)-(\\d+)')─┐
│ 100                                          │ 200                                          │ 100-200                                      │ 100                                       │
└──────────────────────────────────────────────┴──────────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────────────────────────────────┘

hasSubsequence

Returns 1 if needle is a subsequence of haystack, or 0 otherwise. A subsequence of a string is a sequence that can be derived from the given string by deleting zero or more elements without changing the order of the remaining elements.

Syntax

hasSubsequence(haystack, needle)

Arguments

  • haystack — String in which the search is performed. String.
  • needle — Subsequence to be searched. String.

Returned values

  • 1, if needle is a subsequence of haystack.
  • 0, otherwise.

Type: UInt8.

Examples

SELECT hasSubsequence('garbage', 'arg') ;

Result:

┌─hasSubsequence('garbage', 'arg')─┐
│                                1 │
└──────────────────────────────────┘

hasSubsequenceCaseInsensitive

Like hasSubsequence but searches case-insensitively.

hasSubsequenceUTF8

Like hasSubsequence but assumes haystack and needle are UTF-8 encoded strings.

hasSubsequenceCaseInsensitiveUTF8

Like hasSubsequenceUTF8 but searches case-insensitively.

byteHammingDistance

Calculates the hamming distance between two byte strings.

Syntax

byteHammingDistance(string2, string2)

Examples

SELECT byteHammingDistance('abc', 'ab') ;

Result:

┌─byteHammingDistance('abc', 'ab')─┐
│                                1 │
└──────────────────────────────────┘
  • Alias: mismatches

jaccardIndex

Calculates the Jaccard similarity index between two byte strings.

Syntax

byteJaccardIndex(string1, string2)

Examples

SELECT jaccardIndex('clickhouse', 'mouse');

Result:

┌─jaccardIndex('clickhouse', 'mouse')─┐
│                                     0.4 │
└─────────────────────────────────────────┘

editDistance

Calculates the edit distance between two byte strings.

Syntax

editDistance(string1, string2)

Examples

SELECT editDistance('clickhouse', 'mouse');

Result:

┌─editDistance('clickhouse', 'mouse')─┐
│                                       6 │
└─────────────────────────────────────────┘
  • Alias: levenshteinDistance