Hive之列转行,行转列

Posted 胡洋

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在数据处理中,经常会遇到需要行列转换的需求,转载一篇博客

 

列转行

测试数据

复制代码
hive> select * from col_lie limit 10;
OK
col_lie.user_id    col_lie.order_id
104399    1715131
104399    2105395
104399    1758844
104399    981085
104399    2444143
104399    1458638
104399    968412
104400    1609001
104400    2986088
104400    1795054
复制代码

把相同user_id的order_id按照逗号转为一行

复制代码
select user_id,
concat_ws(\',\',collect_list(order_id)) as order_value 
from col_lie
group by user_id
limit 10;

//结果(简写)
user_id    order_value
104399    1715131,2105395,1758844,981085,2444143
复制代码

总结

使用函数:concat_ws(\',\',collect_set(column))  

说明:collect_list 不去重,collect_set 去重。 column的数据类型要求是string

 

行转列

测试数据

复制代码
hive> select * from lie_col;
OK
lie_col.user_id    lie_col.order_value
104408    2909888,2662805,2922438,674972,2877863,190237
104407    2982655,814964,1484250,2323912,2689723,2034331,1692373,677498,156562,2862492,338128
104406    1463273,2351480,1958037,2606570,3226561,3239512,990271,1436056,2262338,2858678
104405    153023,2076625,1734614,2796812,1633995,2298856,2833641,3286778,2402946,2944051,181577,464232
104404    1815641,108556,3110738,2536910,1977293,424564
104403    253936,2917434,2345879,235401,2268252,2149562,2910478,375109,932923,1989353
104402    3373196,1908678,291757,1603657,1807247,573497,1050134,3402420
104401    814760,213922,2008045,3305934,2130994,1602245,419609,2502539,3040058,2828163,3063469
104400    1609001,2986088,1795054,429550,1812893
104399    1715131,2105395,1758844,981085,2444143,1458638,968412
Time taken: 0.065 seconds, Fetched: 10 row(s)
复制代码

将order_value的每条记录切割为单元素

复制代码
select user_id,order_value,order_id
from lie_col
lateral view explode(split(order_value,\',\')) num as order_id
limit 10;

//结果
user_id    order_value    order_id
104408    2909888,2662805,2922438,674972,2877863,190237    2909888
104408    2909888,2662805,2922438,674972,2877863,190237    2662805
104408    2909888,2662805,2922438,674972,2877863,190237    2922438
104408    2909888,2662805,2922438,674972,2877863,190237    674972
104408    2909888,2662805,2922438,674972,2877863,190237    2877863
104408    2909888,2662805,2922438,674972,2877863,190237    190237
104407    2982655,814964,1484250,2323912,2689723,2034331,1692373,677498,156562,2862492,338128    2982655
104407    2982655,814964,1484250,2323912,2689723,2034331,1692373,677498,156562,2862492,338128    814964
104407    2982655,814964,1484250,2323912,2689723,2034331,1692373,677498,156562,2862492,338128    1484250
104407    2982655,814964,1484250,2323912,2689723,2034331,1692373,677498,156562,2862492,338128    2323912
Time taken: 0.096 seconds, Fetched: 10 row

转载 https://www.cnblogs.com/blogyuhan/p/9274784.html

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