Hive 行列转换

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行列转换

列转行

使用 lateral view + explode(array|map) 或 lateral view + inline(array_struct) 可以将列转换为行。

单列转多行，降维（单列数组或键值对）

示例1：explode(array(…))

select ..., A
from T
lateral view explode(ARRAY_FIELD) as A;

select explode(`array`(88.2,98.3,67.1)) AS (price);

示例2：explode(map(…))

select ..., K, V
from T
lateral view explode(MAP_FIELD) as K, V;

select explode(`map`("java",56,"mysql",88,"javascript",66)) AS (subject, score);

示例3：inline(array_struct)

select ..., 
from T
lateral view inline(STRUCT_ARRAY_FIELD)V as F1,...,FN;

with tmp as (
select array(named_struct('name','henry','age',22,'is_member','true'),named_struct('name','pola','age',20,'is_member','true'),named_struct('name','ariel','age',19,'is_member','true')) AS array_struct
)
select name,age,is_member
from tmp
lateral view inline(array_struct)V as name,age,is_member;

lateral view inline(array_struct)将结构体数组的每个元素都转化为一行,每一行都包含结构体字段的值.
前：
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后：
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多列转多行

select ..., A
from T
lateral view explode(array|map(F1,...,FN))V as A;

示例：

SELECT name, class, Scores.subject, Scores.score
FROM Students
LATERAL VIEW EXPLODE(ARRAY(named_struct('subject','math','score',math_score),named_struct('subject','science','score',science_score))
) V AS Scores;

前：
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后：

行转列

多行转多列
条件聚合，通常用于将多行数据中满足条件的某个值聚合到单个行中。

selectF1,...,sum(if(C1,0,V1)) as A1,sum(if(C2,0,V2)) as A2,sum(if(C3,0,V3)) as A3from TABLE_NAMEgroup by F1,...drop table if exists lateral_view_stack_test1w;create table lateral_view_stack_test1w asselect year,sum(if(month(order_time)=1,order_amount,0)) as sum_jan,sum(if(month(order_time)=2,order_amount,0)) as sum_feb,sum(if(month(order_time)=3,order_amount,0)) as sum_mar,sum(if(month(order_time)=4,order_amount,0)) as sum_apr,sum(if(month(order_time)=5,order_amount,0)) as sum_may,sum(if(month(order_time)=6,order_amount,0)) as sum_jun,sum(if(month(order_time)=7,order_amount,0)) as sum_jul,sum(if(month(order_time)=8,order_amount,0)) as sum_aug,sum(if(month(order_time)=9,order_amount,0)) as sum_sep,sum(if(month(order_time)=10,order_amount,0)) as sum_oct,sum(if(month(order_time)=11,order_amount,0)) as sum_nov,sum(if(month(order_time)=12,order_amount,0)) as sum_decfrom hive_internal_par_regex_test1wwhere year>=2014group by year;