spark sql insert overwrite 动态分区 spark sql replace

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autohost 2023-08-02 22:30:56

文章标签 spark sql 大数据字符串正则表达式 文章分类 Spark 大数据

本文总结一些常用的字符串函数。还是在databricks社区版。

字符串截取函数：substr \ substring
字符串的长度函数 len \ length
字符串定位函数 instr
字符串分割函数 split \ split_part
字符串去空格函数：trim \ ltrim \ rtrim
字符串补足函数：lpad \ rpad
字符串拼接函数： concat \ concat_ ws
字符串替换函数： replace \ regexp_replace
正则表达式相关函数：regexp
字符串模糊匹配函数： like \ rlike
字符串转大小写函数： lower Icase \ upper \ ucase
json解析函数get json_object
重复字符串函数：repeat
URL解析函数：parse url
集合查找函数：find_in_set
字符串反转函数：reverse

CREATE TABLE temp (id int,name string,email string,phone string)

INSERT INTO temp VALUES
  (1, 'John Doe', 'john.doe@example.com', '123-456-7890'),
  (2, 'Jane Smith', 'jane.smith@example.com', '555-555-5555'),
  (3, 'Bob Johnson', 'bob.johnson@example.com', '555-123-4567'),
  (4, 'Alice Brown', 'alice.brown@example.com', '555-987-6543'),
  (5, 'Charlie Davis', 'charlie.davis@example.com', '555-111-2222');

id	name	email	phone
1	John Doe	john.doe@example.com	123-456-7890
2	Jane Smith	jane.smith@example.com	555-555-5555
3	Bob Johnson	bob.johnson@example.com	555-123-4567
4	Alice Brown	alice.brown@example.com	555-987-6543
5	Charlie Davis	charlie.davis@example.com	555-111-2222

字符串截取函数：substr \ substring

语法1: substr(string A, int start)，substring(string A, int start)
返回值: string
**说明：**返回字符串A从start位置到结尾的字符串
语法2: substr(string A, int start, int len)，substring(string A, int start, int len)
返回值: string
**说明：**返回字符串A从start位置开始，长度为len的字符串

select t1.*,substr(t1.phone,1,3) as area_number
from temp as t1

id	name	email	phone	area_number
1	John Doe	john.doe@example.com	123-456-7890	123
2	Jane Smith	jane.smith@example.com	555-555-5555	555
3	Bob Johnson	bob.johnson@example.com	555-123-4567	555
4	Alice Brown	alice.brown@example.com	555-987-6543	555
5	Charlie Davis	charlie.davis@example.com	555-111-2222	555

substring

substring(str, pos[, len]) - Returns the substring of str that starts at pos and is of length len, or the slice of byte array that starts at pos and is of length len.
substring(str FROM pos[ FOR len]]) - Returns the substring of str that starts at pos and is of length len, or the slice of byte array that starts at pos and is of length len.
substring（str, pos[, len]）-返回从pos开始且长度为Len的str子字符串，或从pos开始且长度为len的字节数组切片。
substring（str FROM pos[ FOR len]]）-返回str的子字符串，从pos开始，是长度len，或从pos开始且长度为en的字节数组切片

select 
   t1.phone
  ,substring(t1.phone,1,3) as area_num
  ,substring(t1.phone,9)as tail_num
  ,substring(t1.phone,-4) as tail_num
  ,substring(t1.phone from -4) as tail_num
  ,substring(t1.phone from 5 for 1) as mid_num -- 从第5位开始的第一个
  ,substring(t1.phone from 5 for 3) as mid_num 
from temp as t1

phone	area_num	tail_num	tail_num	tail_num	mid_num	mid_num
123-456-7890	123	7890	7890	7890	4	456
555-555-5555	555	5555	5555	5555	5	555
555-123-4567	555	4567	4567	4567	1	123
555-987-6543	555	6543	6543	6543	9	987
555-111-2222	555	2222	2222	2222	1	111

substring_index

substring_index(str, delim, count) - Returns the substring from str before count occurrences of the delimiter delim. If count is positive, everything to the left of the final delimiter (counting from the left) is returned. If count is negative, everything to the right of the final delimiter (counting from the right) is returned. The function substring_index performs a case-sensitive match when searching for delim.
substring_index（str， Delim，count）-返回str中的子串，然后才出现分隔符的count。如果count为正，则返回分隔符左侧的所有内容（从左侧开始计数）。如果count为负，则返回最终分隔符右侧的所有内容（从右侧开始计数）。该函数substring_index在搜索Delim时执行区分大小写的匹配。

select 
   t1.email
  ,substring_index(t1.email,'.',1) as name
  ,substring_index(t1.email,'.',-1) as com
  ,substring_index(t1.email,'@',1) as before
  ,substring_index(t1.email,'@',-1) as after
from temp as t1

email	name	com	before	after
john.doe@example.com	john	com	john.doe	example.com
jane.smith@example.com	jane	com	jane.smith	example.com
bob.johnson@example.com	bob	com	bob.johnson	example.com
alice.brown@example.com	alice	com	alice.brown	example.com
charlie.davis@example.com	charlie	com	charlie.davis	example.com

SELECT substring_index('www.apache.org', '.', 2)as wangzhi
-- www.apache

字符串的长度函数 len \ length

select 
   name
  ,len(name) as l_name
  ,length(name) as l_name
from temp

name	l_name	l_name
John Doe	8	8
Jane Smith	10	10
Bob Johnson	11	11
Alice Brown	11	11
Charlie Davis	13	13

字符串定位函数 instr

-- 注意细节
select 
    email
   ,instr(email,'@') as in_a
   ,len(email) as l_email
   ,substr(email,instr(email,'@')) as e_before
   ,substr(email,instr(email,'@'),len(email)) as e_before
   ,substr(email,instr(email,'@')+1,len(email)) as e_com
   ,substr(email,1,instr(email,'@')-1) as e_after
from temp

email	in_a	l_email	e_before	e_before	e_com	e_after
john.doe@example.com	9	20	@example.com	@example.com	example.com	john.doe
jane.smith@example.com	11	22	@example.com	@example.com	example.com	jane.smith
bob.johnson@example.com	12	23	@example.com	@example.com	example.com	bob.johnson
alice.brown@example.com	12	23	@example.com	@example.com	example.com	alice.brown
charlie.davis@example.com	14	25	@example.com	@example.com	example.com	charlie.davis

字符串分割 split \ split_part

split(str, regex, limit) - Splits str around occurrences that match regex and returns an array with a length of at most limit
Arguments:
str - a string expression to split.
regex - a string representing a regular expression. The regex string should be a Java regular expression.
limit - an integer expression which controls the number of times the regex is applied.
limit > 0: The resulting array’s length will not be more than limit, and the resulting array’s last entry will contain all input beyond the last matched regex.
limit <= 0: regex will be applied as many times as possible, and the resulting array can be of any size.
拆分（str， regex，limited）-将str拆分为与regex匹配的事件，并返回一个长度最多为限制的数组
论据：
str-要拆分的字符串表达式。
正则表达式-表示正则表达式的字符串。正则表达式字符串应该是一个Java的正则表达式。
限制-控制应用正则表达式的次数的整数表达式。
限制>0：结果数组的长度不会超过限制，并且结果数组的最后一个条目将包含超过最后一个匹配正则表达式的所有输入。
limited<=0：正则表达式将被应用尽可能多的次数，并且生成的数组可以是任何大小。

split

select 
    email
   ,split(email,'example.') as e_before
   ,split(email,'@') as e_before
from temp12

email	e_before	e_before
john.doe@example.com	[“john.doe@”,“com”]	[“john.doe”,“example.com”]
jane.smith@example.com	[“jane.smith@”,“com”]	[“jane.smith”,“example.com”]
bob.johnson@example.com	[“bob.johnson@”,“com”]	[“bob.johnson”,“example.com”]
alice.brown@example.com	[“alice.brown@”,“com”]	[“alice.brown”,“example.com”]
charlie.davis@example.com	[“charlie.davis@”,“com”]	[“charlie.davis”,“example.com”]

select 
    split('001_prod_7532_20230510','_',1) as e_1
   ,split('001_prod_7532_20230510','_',2) as e_2
   ,split('001_prod_7532_20230510','_',3) as e_3
 -- 但是不是我想要的形式

e_1	e_2	e_3
[“001_prod_7532_20230510”]	[“001”,“prod_7532_20230510”]	[“001”,“prod”,“7532_20230510”]

split_part

split_part(str, delimiter, partNum) - Splits str by delimiter and return requested part of the split (1-based). If any input is null, returns null. if partNum is out of range of split parts, returns empty string. If partNum is 0, throws an error. If partNum is negative, the parts are counted backward from the end of the string. If the delimiter is an empty string, the str is not split.
split_part(str, delimiter, partNum) -按分隔符拆分str并返回拆分的请求部分(基于1)。如果任何输入为空，则返回空。如果partNum超出分割部分的范围，则返回空字符串。如果partNum为0，则抛出错误。如果partNum为负数，则从字符串末尾开始向后计数。如果分隔符是空字符串，则不拆分该str。

-- 这下就对了
select 
    email
   ,split_part(email,'.',1) as e_before
   ,split_part(email,'.',2) as e_before
from temp12

email	e_before	e_before
john.doe@example.com	john	doe@example
jane.smith@example.com	jane	smith@example
bob.johnson@example.com	bob	johnson@example
alice.brown@example.com	alice	brown@example
charlie.davis@example.com	charlie	davis@example

select 
    split_part('001_prod_7532_20230510','_',1) as e_1
   ,split_part('001_prod_7532_20230510','_',2) as e_2
   ,split_part('001_prod_7532_20230510','_',3) as e_3

e_1	e_2	e_3
001	prod	7532

去空格函数：trim \ ltrim \ rtrim

trim(str) - Removes the leading and trailing space characters from str.
trim(BOTH FROM str) - Removes the leading and trailing space characters from str.
trim(LEADING FROM str) - Removes the leading space characters from str.
trim(TRAILING FROM str) - Removes the trailing space characters from str.
trim(trimStr FROM str) - Remove the leading and trailing trimStr characters from str.
trim(BOTH trimStr FROM str) - Remove the leading and trailing trimStr characters from str.
trim(LEADING trimStr FROM str) - Remove the leading trimStr characters from str.
trim(TRAILING trimStr FROM str) - Remove the trailing trimStr characters from str.
Arguments:
str - a string expression
trimStr - the trim string characters to trim, the default value is a single space
BOTH, FROM - these are keywords to specify trimming string characters from both ends of the string
LEADING, FROM - these are keywords to specify trimming string characters from the left end of the string
TRAILING, FROM - these are keywords to specify trimming string characters from the right end of the string
trim(str) -从str中删除前后空格字符
trim(BOTH FROM str) -从str中删除前导和尾随空格字符。
trim(LEADING FROM str) -从str中删除前导空格字符
trim(TRAILING FROM str) -从str中删除尾随空格字符
trim(trimStr FROM str) -从str中删除前后的trimStr字符
trim(BOTH trimStr FROM str) -从str中删除开头和结尾的trinstr字符。
trim(LEADING trimStr FROM str) -从str中删除前导trimStr字符
trim(TRAILING trimStr FROM str) -从str中删除尾随的trinstr字符
参数:
•STR—字符串表达式
•trim Str -要修剪的字符串字符，默认值是一个空格
•BOTH, FROM -这些关键字用于指定从字符串的两端修剪字符串字符
•LEADING, FROM -这些关键字用于指定从字符串的左端修剪字符串字符
•TRAILING, FROM -这些关键字用于指定从字符串的右端修剪字符串字符

trim

select 
   lizi
  ,length(lizi) as l_lizi
  ,trim(lizi) as lizi1
  ,ltrim(lizi) as l_trim
  ,rtrim(lizi) as r_trim
  ,len(ltrim(lizi)) as l_trim_l
  ,len(rtrim(lizi)) as r_trim_l
  ,trim(both from lizi) as lizi2
  ,trim(LEADING from lizi) as lizi3
  ,trim(TRAILING from lizi) as lizi4
from 
(
  select ' SparkSQLHive  ' as lizi
  union all 
  select ' SparkSQLHive  ' as lizi
  union all 
  select ' SparkSQLHive  ' as lizi
  union all 
  select ' SparkSQLHive  ' as lizi
)

lizi	l_lizi	lizi1	l_trim	r_trim	l_trim_l	r_trim_l	lizi2	lizi3	lizi4
SparkSQLHive	15	SparkSQLHive	SparkSQLHive	SparkSQLHive	14	13	SparkSQLHive	SparkSQLHive	SparkSQLHive
SparkSQLHive	15	SparkSQLHive	SparkSQLHive	SparkSQLHive	14	13	SparkSQLHive	SparkSQLHive	SparkSQLHive
SparkSQLHive	15	SparkSQLHive	SparkSQLHive	SparkSQLHive	14	13	SparkSQLHive	SparkSQLHive	SparkSQLHive
SparkSQLHive	15	SparkSQLHive	SparkSQLHive	SparkSQLHive	14	13	SparkSQLHive	SparkSQLHive	SparkSQLHive

select 
   lizi
  ,trim('SL' from lizi) as lizi5
  ,trim(LEADING 'SL' from lizi) as lizi6
  ,trim(TRAILING 'SL' from lizi) as lizi7
from
  (
    select 'SSparkSQLS' as lizi
  )

lizi	lizi5	lizi6	lizi7
SSparkSQLS	parkSQ	parkSQLS	SSparkSQ

补足函数：lpad \ rpad

lpad(str, len[, pad]) - Returns str, left-padded with pad to a length of len. If str is longer than len, the return value is shortened to len characters or bytes. If pad is not specified, str will be padded to the left with space characters if it is a character string, and with zeros if it is a byte sequence.
lpad（str， lenl，padl）-返回str，用pad左填充到len的长度如果str比len长，则返回值缩短为len字符或字节。如果未指定pad，如果是字符串，str将在左侧填充空格字符，如果是字节序列，则填充零。

select 
   name
  ,lpad(name,20,'20230520') as l_name
  ,rpad(name,20,'20230520') as r_name
  ,len(lpad(name,20,'20230520')) as len_name
from 
  temp12

拼接函数 concat \ concat_ws

concat
concat(col1, col2, …, colN) - Returns the concatenation of col1, col2, …, colN.
Concat (col1，col2，. a，colN)-返回 col1，col2，. ，CoIN 的串联。
concat_ws
concat_ws(sep[, str | array(str)]+) - Returns the concatenation of the strings separated by sep.
Concat _ ws (sepl，str l array (str) J +)-返回由 sep 分隔的字符串的串联

select 
  id,name
  ,concat(id,name) as id_name
  ,concat(id,'_',name) as id_name2
  ,concat_ws(id,'_',name) as id_name3
  ,concat_ws('_',id,name) as id_name4
  ,id||'_'||name as id_name5
from 
  temp12

id	name	id_name	id_name2	id_name3	id_name4	id_name5
1	John Doe	1John Doe	1_John Doe	_1John Doe	1_John Doe	1_John Doe
2	Jane Smith	2Jane Smith	2_Jane Smith	_2Jane Smith	2_Jane Smith	2_Jane Smith
3	Bob Johnson	3Bob Johnson	3_Bob Johnson	_3Bob Johnson	3_Bob Johnson	3_Bob Johnson
4	Alice Brown	4Alice Brown	4_Alice Brown	_4Alice Brown	4_Alice Brown	4_Alice Brown
5	Charlie Davis	5Charlie Davis	5_Charlie Davis	_5Charlie Davis	5_Charlie Davis	5_Charlie Davis

替换函数 replace \ regexp_replace

replace(str, search[, replace]) - Replaces all occurrences of search with replace.
Arguments:
str - a string expression
search - a string expression. If search is not found in str, str is returned unchanged.
replace - a string expression. If replace is not specified or is an empty string, nothing replaces the string that is removed from str.
replace(str, search[, replace]) -用replace替换所有搜索
参数:
•str -一个字符串表达式
•search—字符串表达式。如果在str中没有找到搜索，则返回不变的str。
•replace -一个字符串表达式。如果replace未指定或为空字符串，则不会替换从str中删除的字符串

select 
   email
  ,replace(email,'@') as e_12
  ,replace(email,'@','') as e_12
  ,replace(email,'@','#') as e_13
  ,regexp_replace(email,'@','#') as e_14
from 
  temp12

email	e_12	e_12	e_13	e_14
john.doe@example.com	john.doeexample.com	john.doeexample.com	john.doe#example.com	john.doe#example.com
jane.smith@example.com	jane.smithexample.com	jane.smithexample.com	jane.smith#example.com	jane.smith#example.com
bob.johnson@example.com	bob.johnsonexample.com	bob.johnsonexample.com	bob.johnson#example.com	bob.johnson#example.com
alice.brown@example.com	alice.brownexample.com	alice.brownexample.com	alice.brown#example.com	alice.brown#example.com
charlie.davis@example.com	charlie.davisexample.com	charlie.davisexample.com	charlie.davis#example.com	charlie.davis#example.com

正则表达式相关函数：regexp

CREATE TABLE example_data (
  id INT,
  name VARCHAR(50),
  qq_email VARCHAR(50),
  website VARCHAR(50)
);

INSERT INTO example_data VALUES
(1, 'John Smith', 'john.smith@qq.com', 'www.example.com'),
(2, 'Jane Doe', 'john.smith@qq.com', 'www.example2.com'),
(3, 'Bob Johnson', 'bob.johnson@qq.com', 'www.example2.com'),
(4, 'Alice Brown', 'alice.brown@qq.com', 'www.example.com'),
(5, 'Charlie Green', 'alice.brown@qq.com', 'www.example.com'),
(6, 'David Lee', 'david.lee@qq.com', 'www.example2.com');

select * from example_data

id	name	qq_email	website
1	John Smith	john.smith@qq.com	www.example.com
2	Jane Doe	john.smith@qq.com	www.example2.com
3	Bob Johnson	bob.johnson@qq.com	www.example2.com
4	Alice Brown	alice.brown@qq.com	www.example.com
5	Charlie Green	alice.brown@qq.com	www.example.com
6	David Lee	david.lee@qq.com	www.example2.com

regexp

SELECT * FROM example_data 
WHERE regexp(website, '.*example2.*');

id	name	qq_email	website
2	Jane Doe	john.smith@qq.com	www.example2.com
3	Bob Johnson	bob.johnson@qq.com	www.example2.com
6	David Lee	david.lee@qq.com	www.example2.com

SELECT * FROM example_data 
WHERE regexp(name, '^J.*');

id	name	qq_email	website
1	John Smith	john.smith@qq.com	www.example.com
2	Jane Doe	john.smith@qq.com	www.example2.com

正则表达式替换函数：regexp_replace

语法: regexp_replace(string A, string B, string C)
返回值: string
**说明：**将字符串A中的符合java正则表达式B的部分替换为C。注意，在有些情况下要使用转义字符,类似oracle中的regexp_replace函数

regexp_count

SELECT id, qq_email, regexp_count(qq_email, '.*qq.*') AS count
FROM example_data
WHERE regexp(qq_email, '.*qq.*')
ORDER BY count DESC;

id	qq_email	count
1	john.smith@qq.com	1
2	john.smith@qq.com	1
3	bob.johnson@qq.com	1
4	alice.brown@qq.com	1
5	alice.brown@qq.com	1
6	david.lee@qq.com	1

正则表达式解析函数：regexp_extract

SELECT qq_email, 
       regexp_extract(qq_email, '^(.+)@', 1) AS username, 
       regexp_extract(qq_email, '@(.+)$', 1) AS domain 
FROM example_data;

qq_email	username	domain
john.smith@qq.com	john.smith	qq.com
john.smith@qq.com	john.smith	qq.com
bob.johnson@qq.com	bob.johnson	qq.com
alice.brown@qq.com	alice.brown	qq.com
alice.brown@qq.com	alice.brown	qq.com
david.lee@qq.com	david.lee	qq.com

SELECT qq_email, 
       regexp_instr(qq_email, 'o') AS position 
FROM example_data

qq_email	position
john.smith@qq.com	2
john.smith@qq.com	2
bob.johnson@qq.com	2
alice.brown@qq.com	9
alice.brown@qq.com	9
david.lee@qq.com	15

SELECT qq_email 
FROM example_data
WHERE regexp_like(qq_email, 'smith');

qq_email
john.smith@qq.com
john.smith@qq.com

模糊匹配函数 like / rlike

SELECT *
FROM example_data
WHERE qq_email LIKE '%smith@qq.com';

id	name	qq_email	website
1	John Smith	john.smith@qq.com	www.example.com
2	Jane Doe	john.smith@qq.com	www.example2.com

SELECT *
FROM example_data
WHERE qq_email RLIKE 'brown';

id	name	qq_email	website
4	Alice Brown	alice.brown@qq.com	www.example.com
5	Charlie Green	alice.brown@qq.com	www.example.com

字符串转大小写函数 lower \ lcase \ upper \ ucase

select 
    name
   ,lower(name) as l_name
   ,lcase(name) as l_name
   ,upper(name) as u_name
   ,ucase(name) as u_name
from example_data

name	l_name	l_name	u_name	u_name
John Smith	john smith	john smith	JOHN SMITH	JOHN SMITH
Jane Doe	jane doe	jane doe	JANE DOE	JANE DOE
Bob Johnson	bob johnson	bob johnson	BOB JOHNSON	BOB JOHNSON
Alice Brown	alice brown	alice brown	ALICE BROWN	ALICE BROWN
Charlie Green	charlie green	charlie green	CHARLIE GREEN	CHARLIE GREEN
David Lee	david lee	david lee	DAVID LEE	DAVID LEE

json解析函数get_json_object

get_json_object(json_txt, path) - Extracts a json object from path.
get_json_object(json_txt, path) -从path中提取一个json对象

SELECT get_json_object('{"name": "John", "age": 30}', '$.name') as name;

name
John

重复字符串函数：repeat

select name,repeat(name,2) as name2
from temp12

name	name2
John Doe	John DoeJohn Doe
Jane Smith	Jane SmithJane Smith
Bob Johnson	Bob JohnsonBob Johnson
Alice Brown	Alice BrownAlice Brown
Charlie Davis	Charlie DavisCharlie Davis

URL解析函数：parse_url

https://learn.microsoft.com/zh-cn/azure/databricks/sql/language-manual/functions/parse_url

> SELECT parse_url('http://spark.apache.org/path?query=1', 'HOST');
 spark.apache.org

> SELECT parse_url('http://spark.apache.org/path?query=1', 'QUERY');
 query=1

> SELECT parse_url('http://spark.apache.org/path?query=1', 'QUERY', 'query');
 1

> SELECT parse_url('http://spark.  apache.org/path?query=1', 'QUERY', 'query');
Error: Illegal argument

集合查找函数: find_in_set

find_in_set(str, str_array) - Returns the index (1-based) of the given string (str) in the comma-delimited list (str_array). Returns 0, if the string was not found or if the given string (str) contains a comma.
find_in_set（str，str_array）-返回逗号分隔列表（str_array）中给定字符串（str）的索引（基于1）。如果未找到字符串或给定字符串（str）包含逗号，则返回O。
语法: find_in_set(string str, string strList)
返回值: int
说明: 返回str在strlist第一次出现的位置，strlist是用逗号分割的字符串。如果没有找该str字符，则返回0
**使用：**select find_in_set(‘ab’,‘ef,ab,de’) from student limit 1;
2
> SELECT find_in_set(‘ab’,‘abc,b,ab,c,def’);
3

字符串反转函数：reverse

select name,reverse(name) as r_name
from temp12

name	r_name
John Doe	eoD nhoJ
Jane Smith	htimS enaJ
Bob Johnson	nosnhoJ boB
Alice Brown	nworB ecilA
Charlie Davis	sivaD eilrahC

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spark sql insert overwrite 动态分区 spark sql replace

spark sql insert overwrite 动态分区 spark sql replace

字符串截取函数：substr \ substring

substring

substring_index

字符串的长度函数 len \ length

字符串定位函数 instr

字符串分割 split \ split_part

split

split_part

去空格函数：trim \ ltrim \ rtrim

trim

补足函数：lpad \ rpad

拼接函数 concat \ concat_ws

concat

concat_ws

替换函数 replace \ regexp_replace

正则表达式相关函数：regexp

regexp

正则表达式替换函数：regexp_replace

regexp_count

正则表达式解析函数：regexp_extract

模糊匹配函数 like / rlike

字符串转大小写函数 lower \ lcase \ upper \ ucase

json解析函数get_json_object

重复字符串函数：repeat

URL解析函数：parse_url

集合查找函数: find_in_set

字符串反转函数：reverse

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