Hive行转列[一行拆分成多行/一列拆分成多列]

场景:

hive有张表armmttxn_tmp,其中有一个字段lot_number,该字段以逗号分隔开多个值,每个值又以冒号来分割料号和数量,如:A3220089:-40,A3220090:-40,A3220091:-40,A3220083:-40,A3220087:-40,A3220086:-40,A3220088:-40,A3220084:-40,A3220081:-40,A3220082:-40,A3220092:-40,A3220093:-40,A3220085:-40,A3220094:-40。

要求:

把该字段拆分开来,并且把料号和数量单独列出,也就是分成两列。

原数据:

select 
key_id,
lot_number 
from armmttxn_tmp
where key_id = '48641906';

用到的函数:split()、explode()

 步骤:

step1:以逗号拆分开,如下:

["A3220089:-40","A3220090:-40","A3220091:-40","A3220083:-40","A3220087:-40","A3220086:-40","A3220088:-40","A3220084:-40","A3220081:-40","A3220082:-40","A3220092:-40","A3220093:-40","A3220085:-40","A3220094:-40"]

使用split函数,把数据拆分开

select 
key_id ,
split(lot_number, ',') lot_number
from armmttxn_tmp
where key_id = '48641906';

 step2:一行变成多行

select 
explode(split(lot_number, ',')) lot_number
from armmttxn_tmp
where key_id = '48641906';

 这里如果加上key_id字段,会怎样呢?

SQL 错误 [10081] [42000]: Error while compiling statement: FAILED: SemanticException [Error 10081]: UDTF's are not supported outside the SELECT clause, nor nested in expressions

原因:当使用UDTF函数的时候,hive只允许对拆分字段进行访问。
所以,可以这样使用:select explode(split(lot_number, ',')) lot_number from armmttxn_tmp where key_id = '48641906'; 

但不可以这样使用:select key_id ,explode(split(lot_number, ',')) lot_number from armmttxn_tmp where key_id = '48641906';

如果想访问除了拆分字段以外 的字段,怎么办呢?
用lateral view侧视图!

lateral view为侧视图,是为了配合UDTF来使用,把某一行数据拆分成多行数据.不加lateral view的UDTF只能提取单个字段拆分,并不能塞会原来数据表中.加上lateral view就可以将拆分的单个字段数据与原始表数据关联上.

注意:在使用lateral view的时候需要指定视图别名

--表名 lateral view UDTF(xxx) 视图别名(虚拟表名) as a,b,c(列别名)

--lateral view explode 相当于一个拆分lot_number字段的虚表,然后与原表进行关联.

step3:拆分的字段与原始表数据关联上.

select 
key_id ,
split(view.*,':') lot_number
from armmttxn_tmp lateral view explode(split(lot_number, ',')) view
where key_id = '48641906';

但还不是我们想要的最终结果,还需要把lot_number拆分成两列

step4: 拆分成两列

select 
key_id ,
split(view.*,':')[size(split(view.*, ':'))-2] as lot_number,
split(view.*,':')[size(split(view.*, ':'))-1] as quantity
from armmttxn_tmp lateral view explode(split(lot_number, ',')) view
where key_id = '48641906';

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转载自blog.csdn.net/Allenzyg/article/details/132873370