--- slug: /en/sql-reference/functions/hash-functions sidebar_position: 50 sidebar_label: Hash --- # Hash Functions Hash functions can be used for the deterministic pseudo-random shuffling of elements. Simhash is a hash function, which returns close hash values for close (similar) arguments. ## halfMD5 [Interprets](/docs/en/sql-reference/functions/type-conversion-functions.md/#type_conversion_functions-reinterpretAsString) all the input parameters as strings and calculates the [MD5](https://en.wikipedia.org/wiki/MD5) hash value for each of them. Then combines hashes, takes the first 8 bytes of the hash of the resulting string, and interprets them as `UInt64` in big-endian byte order. ```sql halfMD5(par1, ...) ``` The function is relatively slow (5 million short strings per second per processor core). Consider using the [sipHash64](#hash_functions-siphash64) function instead. **Arguments** The function takes a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Example** ```sql SELECT halfMD5(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS halfMD5hash, toTypeName(halfMD5hash) AS type; ``` ```response ┌────────halfMD5hash─┬─type───┐ │ 186182704141653334 │ UInt64 │ └────────────────────┴────────┘ ``` ## MD4 Calculates the MD4 from a string and returns the resulting set of bytes as FixedString(16). ## MD5 {#hash_functions-md5} Calculates the MD5 from a string and returns the resulting set of bytes as FixedString(16). If you do not need MD5 in particular, but you need a decent cryptographic 128-bit hash, use the ‘sipHash128’ function instead. If you want to get the same result as output by the md5sum utility, use lower(hex(MD5(s))). ## sipHash64 (#hash_functions-siphash64) Produces a 64-bit [SipHash](https://en.wikipedia.org/wiki/SipHash) hash value. ```sql sipHash64(par1,...) ``` This is a cryptographic hash function. It works at least three times faster than the [MD5](#hash_functions-md5) hash function. The function [interprets](/docs/en/sql-reference/functions/type-conversion-functions.md/#type_conversion_functions-reinterpretAsString) all the input parameters as strings and calculates the hash value for each of them. It then combines the hashes by the following algorithm: 1. The first and the second hash value are concatenated to an array which is hashed. 2. The previously calculated hash value and the hash of the third input paramter are hashed in a similar way. 3. This calculation is repeated for all remaining hash values of the original input. **Arguments** The function takes a variable number of input parameters of any of the [supported data types](/docs/en/sql-reference/data-types/index.md). **Returned Value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. Note that the calculated hash values may be equal for the same input values of different argument types. This affects for example integer types of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data. **Example** ```sql SELECT sipHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS SipHash, toTypeName(SipHash) AS type; ``` ```response ┌──────────────SipHash─┬─type───┐ │ 11400366955626497465 │ UInt64 │ └──────────────────────┴────────┘ ``` ## sipHash64Keyed Same as [sipHash64](#hash_functions-siphash64) but additionally takes an explicit key argument instead of using a fixed key. **Syntax** ```sql sipHash64Keyed((k0, k1), par1,...) ``` **Arguments** Same as [sipHash64](#hash_functions-siphash64), but the first argument is a tuple of two UInt64 values representing the key. **Returned value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Example** Query: ```sql SELECT sipHash64Keyed((506097522914230528, 1084818905618843912), array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS SipHash, toTypeName(SipHash) AS type; ``` ```response ┌─────────────SipHash─┬─type───┐ │ 8017656310194184311 │ UInt64 │ └─────────────────────┴────────┘ ``` ## sipHash128 Like [sipHash64](#hash_functions-siphash64) but produces a 128-bit hash value, i.e. the final xor-folding state is done up to 128 bits. :::note This 128-bit variant differs from the reference implementation and it's weaker. This version exists because, when it was written, there was no official 128-bit extension for SipHash. New projects should probably use [sipHash128Reference](#hash_functions-siphash128reference). ::: **Syntax** ```sql sipHash128(par1,...) ``` **Arguments** Same as for [sipHash64](#hash_functions-siphash64). **Returned value** A 128-bit `SipHash` hash value of type [FixedString(16)](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Query: ```sql SELECT hex(sipHash128('foo', '\x01', 3)); ``` Result: ```response ┌─hex(sipHash128('foo', '', 3))────┐ │ 9DE516A64A414D4B1B609415E4523F24 │ └──────────────────────────────────┘ ``` ## sipHash128Keyed Same as [sipHash128](#hash_functions-siphash128) but additionally takes an explicit key argument instead of using a fixed key. :::note This 128-bit variant differs from the reference implementation and it's weaker. This version exists because, when it was written, there was no official 128-bit extension for SipHash. New projects should probably use [sipHash128ReferenceKeyed](#hash_functions-siphash128referencekeyed). ::: **Syntax** ```sql sipHash128Keyed((k0, k1), par1,...) ``` **Arguments** Same as [sipHash128](#hash_functions-siphash128), but the first argument is a tuple of two UInt64 values representing the key. **Returned value** A 128-bit `SipHash` hash value of type [FixedString(16)](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Query: ```sql SELECT hex(sipHash128Keyed((506097522914230528, 1084818905618843912),'foo', '\x01', 3)); ``` Result: ```response ┌─hex(sipHash128Keyed((506097522914230528, 1084818905618843912), 'foo', '', 3))─┐ │ B8467F65C8B4CFD9A5F8BD733917D9BF │ └───────────────────────────────────────────────────────────────────────────────┘ ``` ## sipHash128Reference Like [sipHash128](#hash_functions-siphash128) but implements the 128-bit algorithm from the original authors of SipHash. **Syntax** ```sql sipHash128Reference(par1,...) ``` **Arguments** Same as for [sipHash128](#hash_functions-siphash128). **Returned value** A 128-bit `SipHash` hash value of type [FixedString(16)](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Query: ```sql SELECT hex(sipHash128Reference('foo', '\x01', 3)); ``` Result: ```response ┌─hex(sipHash128Reference('foo', '', 3))─┐ │ 4D1BE1A22D7F5933C0873E1698426260 │ └────────────────────────────────────────┘ ``` ## sipHash128ReferenceKeyed Same as [sipHash128Reference](#hash_functions-siphash128reference) but additionally takes an explicit key argument instead of using a fixed key. **Syntax** ```sql sipHash128ReferenceKeyed((k0, k1), par1,...) ``` **Arguments** Same as [sipHash128Reference](#hash_functions-siphash128reference), but the first argument is a tuple of two UInt64 values representing the key. **Returned value** A 128-bit `SipHash` hash value of type [FixedString(16)](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Query: ```sql SELECT hex(sipHash128ReferenceKeyed((506097522914230528, 1084818905618843912),'foo', '\x01', 3)); ``` Result: ```response ┌─hex(sipHash128ReferenceKeyed((506097522914230528, 1084818905618843912), 'foo', '', 3))─┐ │ 630133C9722DC08646156B8130C4CDC8 │ └────────────────────────────────────────────────────────────────────────────────────────┘ ``` ## cityHash64 Produces a 64-bit [CityHash](https://github.com/google/cityhash) hash value. ```sql cityHash64(par1,...) ``` This is a fast non-cryptographic hash function. It uses the CityHash algorithm for string parameters and implementation-specific fast non-cryptographic hash function for parameters with other data types. The function uses the CityHash combinator to get the final results. **Arguments** The function takes a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Examples** Call example: ```sql SELECT cityHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS CityHash, toTypeName(CityHash) AS type; ``` ```response ┌─────────────CityHash─┬─type───┐ │ 12072650598913549138 │ UInt64 │ └──────────────────────┴────────┘ ``` The following example shows how to compute the checksum of the entire table with accuracy up to the row order: ```sql SELECT groupBitXor(cityHash64(*)) FROM table ``` ## intHash32 Calculates a 32-bit hash code from any type of integer. This is a relatively fast non-cryptographic hash function of average quality for numbers. ## intHash64 Calculates a 64-bit hash code from any type of integer. It works faster than intHash32. Average quality. ## SHA1, SHA224, SHA256, SHA512 Calculates SHA-1, SHA-224, SHA-256, SHA-512 hash from a string and returns the resulting set of bytes as [FixedString](/docs/en/sql-reference/data-types/fixedstring.md). **Syntax** ```sql SHA1('s') ... SHA512('s') ``` The function works fairly slowly (SHA-1 processes about 5 million short strings per second per processor core, while SHA-224 and SHA-256 process about 2.2 million). We recommend using this function only in cases when you need a specific hash function and you can’t select it. Even in these cases, we recommend applying the function offline and pre-calculating values when inserting them into the table, instead of applying it in `SELECT` queries. **Arguments** - `s` — Input string for SHA hash calculation. [String](/docs/en/sql-reference/data-types/string.md). **Returned value** - SHA hash as a hex-unencoded FixedString. SHA-1 returns as FixedString(20), SHA-224 as FixedString(28), SHA-256 — FixedString(32), SHA-512 — FixedString(64). Type: [FixedString](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Use the [hex](/docs/en/sql-reference/functions/encoding-functions.md/#hex) function to represent the result as a hex-encoded string. Query: ```sql SELECT hex(SHA1('abc')); ``` Result: ```response ┌─hex(SHA1('abc'))─────────────────────────┐ │ A9993E364706816ABA3E25717850C26C9CD0D89D │ └──────────────────────────────────────────┘ ``` ## BLAKE3 Calculates BLAKE3 hash string and returns the resulting set of bytes as [FixedString](/docs/en/sql-reference/data-types/fixedstring.md). **Syntax** ```sql BLAKE3('s') ``` This cryptographic hash-function is integrated into ClickHouse with BLAKE3 Rust library. The function is rather fast and shows approximately two times faster performance compared to SHA-2, while generating hashes of the same length as SHA-256. **Arguments** - s - input string for BLAKE3 hash calculation. [String](/docs/en/sql-reference/data-types/string.md). **Return value** - BLAKE3 hash as a byte array with type FixedString(32). Type: [FixedString](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Use function [hex](/docs/en/sql-reference/functions/encoding-functions.md/#hex) to represent the result as a hex-encoded string. Query: ```sql SELECT hex(BLAKE3('ABC')) ``` Result: ```sql ┌─hex(BLAKE3('ABC'))───────────────────────────────────────────────┐ │ D1717274597CF0289694F75D96D444B992A096F1AFD8E7BBFA6EBB1D360FEDFC │ └──────────────────────────────────────────────────────────────────┘ ``` ## URLHash(url\[, N\]) A fast, decent-quality non-cryptographic hash function for a string obtained from a URL using some type of normalization. `URLHash(s)` – Calculates a hash from a string without one of the trailing symbols `/`,`?` or `#` at the end, if present. `URLHash(s, N)` – Calculates a hash from a string up to the N level in the URL hierarchy, without one of the trailing symbols `/`,`?` or `#` at the end, if present. Levels are the same as in URLHierarchy. ## farmFingerprint64 ## farmHash64 Produces a 64-bit [FarmHash](https://github.com/google/farmhash) or Fingerprint value. `farmFingerprint64` is preferred for a stable and portable value. ```sql farmFingerprint64(par1, ...) farmHash64(par1, ...) ``` These functions use the `Fingerprint64` and `Hash64` methods respectively from all [available methods](https://github.com/google/farmhash/blob/master/src/farmhash.h). **Arguments** The function takes a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Example** ```sql SELECT farmHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS FarmHash, toTypeName(FarmHash) AS type; ``` ```response ┌─────────────FarmHash─┬─type───┐ │ 17790458267262532859 │ UInt64 │ └──────────────────────┴────────┘ ``` ## javaHash Calculates JavaHash from a [string](http://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/String.java#l1452), [Byte](https://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/Byte.java#l405), [Short](https://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/Short.java#l410), [Integer](https://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/Integer.java#l959), [Long](https://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/Long.java#l1060). This hash function is neither fast nor having a good quality. The only reason to use it is when this algorithm is already used in another system and you have to calculate exactly the same result. Note that Java only support calculating signed integers hash, so if you want to calculate unsigned integers hash you must cast it to proper signed ClickHouse types. **Syntax** ```sql SELECT javaHash('') ``` **Returned value** A `Int32` data type hash value. **Example** Query: ```sql SELECT javaHash(toInt32(123)); ``` Result: ```response ┌─javaHash(toInt32(123))─┐ │ 123 │ └────────────────────────┘ ``` Query: ```sql SELECT javaHash('Hello, world!'); ``` Result: ```response ┌─javaHash('Hello, world!')─┐ │ -1880044555 │ └───────────────────────────┘ ``` ## javaHashUTF16LE Calculates [JavaHash](http://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/String.java#l1452) from a string, assuming it contains bytes representing a string in UTF-16LE encoding. **Syntax** ```sql javaHashUTF16LE(stringUtf16le) ``` **Arguments** - `stringUtf16le` — a string in UTF-16LE encoding. **Returned value** A `Int32` data type hash value. **Example** Correct query with UTF-16LE encoded string. Query: ```sql SELECT javaHashUTF16LE(convertCharset('test', 'utf-8', 'utf-16le')); ``` Result: ```response ┌─javaHashUTF16LE(convertCharset('test', 'utf-8', 'utf-16le'))─┐ │ 3556498 │ └──────────────────────────────────────────────────────────────┘ ``` ## hiveHash Calculates `HiveHash` from a string. ```sql SELECT hiveHash('') ``` This is just [JavaHash](#hash_functions-javahash) with zeroed out sign bit. This function is used in [Apache Hive](https://en.wikipedia.org/wiki/Apache_Hive) for versions before 3.0. This hash function is neither fast nor having a good quality. The only reason to use it is when this algorithm is already used in another system and you have to calculate exactly the same result. **Returned value** A `Int32` data type hash value. Type: `hiveHash`. **Example** Query: ```sql SELECT hiveHash('Hello, world!'); ``` Result: ```response ┌─hiveHash('Hello, world!')─┐ │ 267439093 │ └───────────────────────────┘ ``` ## metroHash64 Produces a 64-bit [MetroHash](http://www.jandrewrogers.com/2015/05/27/metrohash/) hash value. ```sql metroHash64(par1, ...) ``` **Arguments** The function takes a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** A [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Example** ```sql SELECT metroHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MetroHash, toTypeName(MetroHash) AS type; ``` ```response ┌────────────MetroHash─┬─type───┐ │ 14235658766382344533 │ UInt64 │ └──────────────────────┴────────┘ ``` ## jumpConsistentHash Calculates JumpConsistentHash form a UInt64. Accepts two arguments: a UInt64-type key and the number of buckets. Returns Int32. For more information, see the link: [JumpConsistentHash](https://arxiv.org/pdf/1406.2294.pdf) ## murmurHash2_32, murmurHash2_64 Produces a [MurmurHash2](https://github.com/aappleby/smhasher) hash value. ```sql murmurHash2_32(par1, ...) murmurHash2_64(par1, ...) ``` **Arguments** Both functions take a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** - The `murmurHash2_32` function returns hash value having the [UInt32](/docs/en/sql-reference/data-types/int-uint.md) data type. - The `murmurHash2_64` function returns hash value having the [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type. **Example** ```sql SELECT murmurHash2_64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MurmurHash2, toTypeName(MurmurHash2) AS type; ``` ```response ┌──────────MurmurHash2─┬─type───┐ │ 11832096901709403633 │ UInt64 │ └──────────────────────┴────────┘ ``` ## gccMurmurHash Calculates a 64-bit [MurmurHash2](https://github.com/aappleby/smhasher) hash value using the same hash seed as [gcc](https://github.com/gcc-mirror/gcc/blob/41d6b10e96a1de98e90a7c0378437c3255814b16/libstdc%2B%2B-v3/include/bits/functional_hash.h#L191). It is portable between CLang and GCC builds. **Syntax** ```sql gccMurmurHash(par1, ...) ``` **Arguments** - `par1, ...` — A variable number of parameters that can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md/#data_types). **Returned value** - Calculated hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT gccMurmurHash(1, 2, 3) AS res1, gccMurmurHash(('a', [1, 2, 3], 4, (4, ['foo', 'bar'], 1, (1, 2)))) AS res2 ``` Result: ```response ┌─────────────────res1─┬────────────────res2─┐ │ 12384823029245979431 │ 1188926775431157506 │ └──────────────────────┴─────────────────────┘ ``` ## kafkaMurmurHash Calculates a 32-bit [MurmurHash2](https://github.com/aappleby/smhasher) hash value using the same hash seed as [Kafka](https://github.com/apache/kafka/blob/461c5cfe056db0951d9b74f5adc45973670404d7/clients/src/main/java/org/apache/kafka/common/utils/Utils.java#L482) and without the highest bit to be compatible with [Default Partitioner](https://github.com/apache/kafka/blob/139f7709bd3f5926901a21e55043388728ccca78/clients/src/main/java/org/apache/kafka/clients/producer/internals/BuiltInPartitioner.java#L328). **Syntax** ```sql MurmurHash(par1, ...) ``` **Arguments** - `par1, ...` — A variable number of parameters that can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md/#data_types). **Returned value** - Calculated hash value. Type: [UInt32](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT kafkaMurmurHash('foobar') AS res1, kafkaMurmurHash(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS res2 ``` Result: ```response ┌───────res1─┬─────res2─┐ │ 1357151166 │ 85479775 │ └────────────┴──────────┘ ``` ## murmurHash3_32, murmurHash3_64 Produces a [MurmurHash3](https://github.com/aappleby/smhasher) hash value. ```sql murmurHash3_32(par1, ...) murmurHash3_64(par1, ...) ``` **Arguments** Both functions take a variable number of input parameters. Arguments can be any of the [supported data types](/docs/en/sql-reference/data-types/index.md). For some data types calculated value of hash function may be the same for the same values even if types of arguments differ (integers of different size, named and unnamed `Tuple` with the same data, `Map` and the corresponding `Array(Tuple(key, value))` type with the same data). **Returned Value** - The `murmurHash3_32` function returns a [UInt32](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. - The `murmurHash3_64` function returns a [UInt64](/docs/en/sql-reference/data-types/int-uint.md) data type hash value. **Example** ```sql SELECT murmurHash3_32(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MurmurHash3, toTypeName(MurmurHash3) AS type; ``` ```response ┌─MurmurHash3─┬─type───┐ │ 2152717 │ UInt32 │ └─────────────┴────────┘ ``` ## murmurHash3_128 Produces a 128-bit [MurmurHash3](https://github.com/aappleby/smhasher) hash value. **Syntax** ```sql murmurHash3_128(expr) ``` **Arguments** - `expr` — A list of [expressions](/docs/en/sql-reference/syntax.md/#syntax-expressions). [String](/docs/en/sql-reference/data-types/string.md). **Returned value** A 128-bit `MurmurHash3` hash value. Type: [FixedString(16)](/docs/en/sql-reference/data-types/fixedstring.md). **Example** Query: ```sql SELECT hex(murmurHash3_128('foo', 'foo', 'foo')); ``` Result: ```response ┌─hex(murmurHash3_128('foo', 'foo', 'foo'))─┐ │ F8F7AD9B6CD4CF117A71E277E2EC2931 │ └───────────────────────────────────────────┘ ``` ## xxh3 Produces a 64-bit [xxh3](https://github.com/Cyan4973/xxHash) hash value. **Syntax** ```sql xxh3(expr) ``` **Arguments** - `expr` — A list of [expressions](/docs/en/sql-reference/syntax.md/#syntax-expressions) of any data type. **Returned value** A 64-bit `xxh3` hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT xxh3('Hello', 'world') ``` Result: ```response ┌─xxh3('Hello', 'world')─┐ │ 5607458076371731292 │ └────────────────────────┘ ``` ## xxHash32, xxHash64 Calculates `xxHash` from a string. It is proposed in two flavors, 32 and 64 bits. ```sql SELECT xxHash32('') OR SELECT xxHash64('') ``` **Returned value** A `UInt32` or `UInt64` data type hash value. Type: `UInt32` for `xxHash32` and `UInt64` for `xxHash64`. **Example** Query: ```sql SELECT xxHash32('Hello, world!'); ``` Result: ```response ┌─xxHash32('Hello, world!')─┐ │ 834093149 │ └───────────────────────────┘ ``` **See Also** - [xxHash](http://cyan4973.github.io/xxHash/). ## ngramSimHash Splits a ASCII string into n-grams of `ngramsize` symbols and returns the n-gram `simhash`. Is case sensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql ngramSimHash(string[, ngramsize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT ngramSimHash('ClickHouse') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 1627567969 │ └────────────┘ ``` ## ngramSimHashCaseInsensitive Splits a ASCII string into n-grams of `ngramsize` symbols and returns the n-gram `simhash`. Is case insensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql ngramSimHashCaseInsensitive(string[, ngramsize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT ngramSimHashCaseInsensitive('ClickHouse') AS Hash; ``` Result: ```response ┌──────Hash─┐ │ 562180645 │ └───────────┘ ``` ## ngramSimHashUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and returns the n-gram `simhash`. Is case sensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql ngramSimHashUTF8(string[, ngramsize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT ngramSimHashUTF8('ClickHouse') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 1628157797 │ └────────────┘ ``` ## ngramSimHashCaseInsensitiveUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and returns the n-gram `simhash`. Is case insensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql ngramSimHashCaseInsensitiveUTF8(string[, ngramsize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT ngramSimHashCaseInsensitiveUTF8('ClickHouse') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 1636742693 │ └────────────┘ ``` ## wordShingleSimHash Splits a ASCII string into parts (shingles) of `shinglesize` words and returns the word shingle `simhash`. Is case sensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql wordShingleSimHash(string[, shinglesize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT wordShingleSimHash('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 2328277067 │ └────────────┘ ``` ## wordShingleSimHashCaseInsensitive Splits a ASCII string into parts (shingles) of `shinglesize` words and returns the word shingle `simhash`. Is case insensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql wordShingleSimHashCaseInsensitive(string[, shinglesize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT wordShingleSimHashCaseInsensitive('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 2194812424 │ └────────────┘ ``` ## wordShingleSimHashUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words and returns the word shingle `simhash`. Is case sensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql wordShingleSimHashUTF8(string[, shinglesize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optinal. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT wordShingleSimHashUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 2328277067 │ └────────────┘ ``` ## wordShingleSimHashCaseInsensitiveUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words and returns the word shingle `simhash`. Is case insensitive. Can be used for detection of semi-duplicate strings with [bitHammingDistance](/docs/en/sql-reference/functions/bit-functions.md/#bithammingdistance). The smaller is the [Hamming Distance](https://en.wikipedia.org/wiki/Hamming_distance) of the calculated `simhashes` of two strings, the more likely these strings are the same. **Syntax** ```sql wordShingleSimHashCaseInsensitiveUTF8(string[, shinglesize]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Hash value. Type: [UInt64](/docs/en/sql-reference/data-types/int-uint.md). **Example** Query: ```sql SELECT wordShingleSimHashCaseInsensitiveUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Hash; ``` Result: ```response ┌───────Hash─┐ │ 2194812424 │ └────────────┘ ``` ## ngramMinHash Splits a ASCII string into n-grams of `ngramsize` symbols and calculates hash values for each n-gram. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case sensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql ngramMinHash(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT ngramMinHash('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────┐ │ (18333312859352735453,9054248444481805918) │ └────────────────────────────────────────────┘ ``` ## ngramMinHashCaseInsensitive Splits a ASCII string into n-grams of `ngramsize` symbols and calculates hash values for each n-gram. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case insensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql ngramMinHashCaseInsensitive(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT ngramMinHashCaseInsensitive('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────┐ │ (2106263556442004574,13203602793651726206) │ └────────────────────────────────────────────┘ ``` ## ngramMinHashUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and calculates hash values for each n-gram. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case sensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql ngramMinHashUTF8(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT ngramMinHashUTF8('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────┐ │ (18333312859352735453,6742163577938632877) │ └────────────────────────────────────────────┘ ``` ## ngramMinHashCaseInsensitiveUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and calculates hash values for each n-gram. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case insensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql ngramMinHashCaseInsensitiveUTF8(string [, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT ngramMinHashCaseInsensitiveUTF8('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple───────────────────────────────────────┐ │ (12493625717655877135,13203602793651726206) │ └─────────────────────────────────────────────┘ ``` ## ngramMinHashArg Splits a ASCII string into n-grams of `ngramsize` symbols and returns the n-grams with minimum and maximum hashes, calculated by the [ngramMinHash](#ngramminhash) function with the same input. Is case sensitive. **Syntax** ```sql ngramMinHashArg(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` n-grams each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT ngramMinHashArg('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────────────┐ │ (('ous','ick','lic','Hou','kHo','use'),('Hou','lic','ick','ous','ckH','Cli')) │ └───────────────────────────────────────────────────────────────────────────────┘ ``` ## ngramMinHashArgCaseInsensitive Splits a ASCII string into n-grams of `ngramsize` symbols and returns the n-grams with minimum and maximum hashes, calculated by the [ngramMinHashCaseInsensitive](#ngramminhashcaseinsensitive) function with the same input. Is case insensitive. **Syntax** ```sql ngramMinHashArgCaseInsensitive(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` n-grams each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT ngramMinHashArgCaseInsensitive('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────────────┐ │ (('ous','ick','lic','kHo','use','Cli'),('kHo','lic','ick','ous','ckH','Hou')) │ └───────────────────────────────────────────────────────────────────────────────┘ ``` ## ngramMinHashArgUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and returns the n-grams with minimum and maximum hashes, calculated by the [ngramMinHashUTF8](#ngramminhashutf8) function with the same input. Is case sensitive. **Syntax** ```sql ngramMinHashArgUTF8(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` n-grams each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT ngramMinHashArgUTF8('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────────────┐ │ (('ous','ick','lic','Hou','kHo','use'),('kHo','Hou','lic','ick','ous','ckH')) │ └───────────────────────────────────────────────────────────────────────────────┘ ``` ## ngramMinHashArgCaseInsensitiveUTF8 Splits a UTF-8 string into n-grams of `ngramsize` symbols and returns the n-grams with minimum and maximum hashes, calculated by the [ngramMinHashCaseInsensitiveUTF8](#ngramminhashcaseinsensitiveutf8) function with the same input. Is case insensitive. **Syntax** ```sql ngramMinHashArgCaseInsensitiveUTF8(string[, ngramsize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `ngramsize` — The size of an n-gram. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` n-grams each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT ngramMinHashArgCaseInsensitiveUTF8('ClickHouse') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────────────┐ │ (('ckH','ous','ick','lic','kHo','use'),('kHo','lic','ick','ous','ckH','Hou')) │ └───────────────────────────────────────────────────────────────────────────────┘ ``` ## wordShingleMinHash Splits a ASCII string into parts (shingles) of `shinglesize` words and calculates hash values for each word shingle. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case sensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql wordShingleMinHash(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT wordShingleMinHash('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────┐ │ (16452112859864147620,5844417301642981317) │ └────────────────────────────────────────────┘ ``` ## wordShingleMinHashCaseInsensitive Splits a ASCII string into parts (shingles) of `shinglesize` words and calculates hash values for each word shingle. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case insensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql wordShingleMinHashCaseInsensitive(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT wordShingleMinHashCaseInsensitive('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────┐ │ (3065874883688416519,1634050779997673240) │ └───────────────────────────────────────────┘ ``` ## wordShingleMinHashUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words and calculates hash values for each word shingle. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case sensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql wordShingleMinHashUTF8(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT wordShingleMinHashUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────┐ │ (16452112859864147620,5844417301642981317) │ └────────────────────────────────────────────┘ ``` ## wordShingleMinHashCaseInsensitiveUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words and calculates hash values for each word shingle. Uses `hashnum` minimum hashes to calculate the minimum hash and `hashnum` maximum hashes to calculate the maximum hash. Returns a tuple with these hashes. Is case insensitive. Can be used for detection of semi-duplicate strings with [tupleHammingDistance](/docs/en/sql-reference/functions/tuple-functions.md/#tuplehammingdistance). For two strings: if one of the returned hashes is the same for both strings, we think that those strings are the same. **Syntax** ```sql wordShingleMinHashCaseInsensitiveUTF8(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two hashes — the minimum and the maximum. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([UInt64](/docs/en/sql-reference/data-types/int-uint.md), [UInt64](/docs/en/sql-reference/data-types/int-uint.md)). **Example** Query: ```sql SELECT wordShingleMinHashCaseInsensitiveUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).') AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────┐ │ (3065874883688416519,1634050779997673240) │ └───────────────────────────────────────────┘ ``` ## wordShingleMinHashArg Splits a ASCII string into parts (shingles) of `shinglesize` words each and returns the shingles with minimum and maximum word hashes, calculated by the [wordshingleMinHash](#wordshingleminhash) function with the same input. Is case sensitive. **Syntax** ```sql wordShingleMinHashArg(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` word shingles each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT wordShingleMinHashArg('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).', 1, 3) AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────┐ │ (('OLAP','database','analytical'),('online','oriented','processing')) │ └───────────────────────────────────────────────────────────────────────┘ ``` ## wordShingleMinHashArgCaseInsensitive Splits a ASCII string into parts (shingles) of `shinglesize` words each and returns the shingles with minimum and maximum word hashes, calculated by the [wordShingleMinHashCaseInsensitive](#wordshingleminhashcaseinsensitive) function with the same input. Is case insensitive. **Syntax** ```sql wordShingleMinHashArgCaseInsensitive(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` word shingles each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT wordShingleMinHashArgCaseInsensitive('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).', 1, 3) AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────────────────────────────────┐ │ (('queries','database','analytical'),('oriented','processing','DBMS')) │ └────────────────────────────────────────────────────────────────────────┘ ``` ## wordShingleMinHashArgUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words each and returns the shingles with minimum and maximum word hashes, calculated by the [wordShingleMinHashUTF8](#wordshingleminhashutf8) function with the same input. Is case sensitive. **Syntax** ```sql wordShingleMinHashArgUTF8(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` word shingles each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT wordShingleMinHashArgUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).', 1, 3) AS Tuple; ``` Result: ```response ┌─Tuple─────────────────────────────────────────────────────────────────┐ │ (('OLAP','database','analytical'),('online','oriented','processing')) │ └───────────────────────────────────────────────────────────────────────┘ ``` ## wordShingleMinHashArgCaseInsensitiveUTF8 Splits a UTF-8 string into parts (shingles) of `shinglesize` words each and returns the shingles with minimum and maximum word hashes, calculated by the [wordShingleMinHashCaseInsensitiveUTF8](#wordshingleminhashcaseinsensitiveutf8) function with the same input. Is case insensitive. **Syntax** ```sql wordShingleMinHashArgCaseInsensitiveUTF8(string[, shinglesize, hashnum]) ``` **Arguments** - `string` — String. [String](/docs/en/sql-reference/data-types/string.md). - `shinglesize` — The size of a word shingle. Optional. Possible values: any number from `1` to `25`. Default value: `3`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). - `hashnum` — The number of minimum and maximum hashes used to calculate the result. Optional. Possible values: any number from `1` to `25`. Default value: `6`. [UInt8](/docs/en/sql-reference/data-types/int-uint.md). **Returned value** - Tuple with two tuples with `hashnum` word shingles each. Type: [Tuple](/docs/en/sql-reference/data-types/tuple.md)([Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md)), [Tuple](/docs/en/sql-reference/data-types/tuple.md)([String](/docs/en/sql-reference/data-types/string.md))). **Example** Query: ```sql SELECT wordShingleMinHashArgCaseInsensitiveUTF8('ClickHouse® is a column-oriented database management system (DBMS) for online analytical processing of queries (OLAP).', 1, 3) AS Tuple; ``` Result: ```response ┌─Tuple──────────────────────────────────────────────────────────────────┐ │ (('queries','database','analytical'),('oriented','processing','DBMS')) │ └────────────────────────────────────────────────────────────────────────┘ ```