Spark/hive Sql 行列转换
- explode
- demo
- explode(map)
- lateral view explode(map)
- explode(array)
- lateral view
- demo
- lateral view explode
- 统计id出现次数
- lateral view parse_url_tuple
- 列转行
- 单列转多行
- 多列转多行
- LATERAL VIEW posexplode
- split
- 行转列
explode

分类:UDTF
功能:函数可以将一个array或者map展开
1.explode(array):将array列表里的每个元素生成一行
2.explode(map):每一对元素作为一行,key为一列,value为一列
demo
select explode(map('A',10,'B',20,'C',30)) as (key,value);

-
lateral view explode(map)
select
tf.*
from
(select 0) t
lateral view explode(map('A',10,'B',20,'C',30)) tf as key,value;

SELECT explode(split(name,"")) FROM hobbies

lateral view
分类:视图
功能:配合UDTF来使用,把某一行数据拆分成多行数据
很多的UDTF不能将结果与源表进行关联,使用lateral view ,可以将UDTF拆分的单个字段数据与原始表数据关联上
demo
-
lateral view explode
-
原表

-
转换
SELECT name,ids
from hobbies
LATERAL VIEW explode(id_list) tmp_view AS ids;

SELECT ids,count(1) as ids_cnt
from hobbies
LATERAL VIEW explode(id_list) tmp_view AS ids
GROUP BY ids;

-
lateral view parse_url_tuple
- 原表
insert into urls (id, url) values
("1","http://facebook.com/path/p1.php?query=1"),
("2","http://www.baidu.com/news/index.jsp?uuid=frank"),
("3","http://www.jd.com/index?source=baidu");
SELECT * from urls;

SELECT
a.*,
b.host,
b.path
FROM urls a
LATERAL VIEW parse_url_tuple(url, 'HOST',"PATH") b as host,path;

列转行
SELECT
name,
concat_ws(',',collect_set(course)) AS course,
concat_ws(',',collect_set(cast(score AS string))) AS score
FROM posexplode
GROUP BY name;

单列转多行
WITH t1 AS (
SELECT
name,
concat_ws(',',collect_set(course)) AS course,
concat_ws(',',collect_set(cast(score AS string))) AS score
FROM posexplode
GROUP BY name
)
SELECT
name,pose_course,SCORE
FROM t1
LATERAL VIEW explode(split(t1.COURSE,',')) tmp_view AS pose_course

多列转多行
WITH t1 AS (
SELECT
name,
concat_ws(',',collect_set(course)) AS course,
concat_ws(',',collect_set(cast(score AS string))) AS score
FROM posexplode
GROUP BY name
)
SELECT
name,pos_course,a,pos_score,b
FROM t1
LATERAL VIEW posexplode(split(t1.COURSE,',')) cr AS a, pos_course
LATERAL VIEW posexplode(split(t1.SCORE,',')) cr AS b, pos_score
WHERE a=b


select
concat_ws(',',
concat(c1,':c:',c2),
concat(c1,':d:',c3),
concat(c1,':e:',c4)
) as value
from col2row;

SELECT
split(value_list,":")[0] c1,
split(value_list,":")[1] c2,
split(value_list,":")[2] c3
FROM (
select
concat_ws(',',
concat(c1,':c:',c2),
concat(c1,':d:',c3),
concat(c1,':e:',c4)
) as value
from col2row
)t1
LATERAL VIEW explode(split(t1.VALUE,",")) tmp_view AS value_list;

行转列
单行转多列

SELECT
split(c1,',')[0] as id,
split(c1,',')[1] as name
FROM test

多行转多列

SELECT
c1,
CASE WHEN c2='c' THEN c3 ELSE 0 END,
CASE WHEN c2='d' THEN c3 ELSE 0 END,
CASE WHEN c2='e' THEN c3 ELSE 0 END
from row2col

SELECT
c1,
max(CASE WHEN c2='c' THEN c3 ELSE 0 END) c,
max(CASE WHEN c2='d' THEN c3 ELSE 0 END) d,
max(CASE WHEN c2='e' THEN c3 ELSE 0 END) e
from row2col
GROUP BY c1;
