在 Hive/SQL 中获取具有最大值的行?
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Get row with max value in Hive/SQL?
提问by marc
I'm new to Hive/SQL, and I'm stuck on a fairly simple problem. My data looks like:
我是 Hive/SQL 的新手,我遇到了一个相当简单的问题。我的数据看起来像:
+------------+--------------------+-----------------------+
| carrier_iD | meandelay | meancanceled |
+------------+--------------------+-----------------------+
| EV | 13.795802119653473 | 0.028584251044292006 |
| VX | 0.450591016548463 | 2.364066193853424E-4 |
| F9 | 10.898001378359766 | 0.00206753962784287 |
| AS | 0.5071547420965062 | 0.0057404326123128135 |
| HA | 1.2031093279839498 | 5.015045135406214E-4 |
| 9E | 8.147899230704216 | 0.03876067292247866 |
| B6 | 9.45383857757506 | 0.003162096314343487 |
| UA | 8.101511665305816 | 0.005467725574605967 |
| FL | 0.7265068895709532 | 0.0041141513746490044 |
| WN | 7.156119279121648 | 0.0057419058192869415 |
| DL | 4.206288692245839 | 0.005123990066804269 |
| YV | 6.316802855264404 | 0.029304029304029346 |
| US | 3.2221527095063736 | 0.007984031936127766 |
| OO | 6.954715814690328 | 0.02596499362466706 |
| MQ | 9.74568222216328 | 0.025628100708354324 |
| AA | 8.720522654298968 | 0.019242775597574157 |
+------------+--------------------+-----------------------+
I want Hive to return the row with the meanDelay max value. I have:
我希望 Hive 返回具有 meanDelay 最大值的行。我有:
SELECT CAST(MAX(meandelay) as FLOAT) FROM flightinfo;
which indeed returns the max (I use cast because my values are saved as STRING). So then:
这确实返回了最大值(我使用强制转换,因为我的值被保存为字符串)。那么:
SELECT * FROM flightinfo WHERE meandelay = (SELECT CAST(MAX(meandelay) AS FLOAT) FROM flightinfo);
I get the following error:
我收到以下错误:
FAILED: ParseException line 1:44 cannot recognize input near 'select' 'cast' '(' in expression specification
回答by libHyman
Use the windowing and analytics functions
使用窗口和分析功能
SELECT carrier_id, meandelay, meancanceled
FROM
(SELECT carrier_id, meandelay, meancanceled,
rank() over (order by cast(meandelay as float) desc) as r
FROM table) S
WHERE S.r = 1;
This will also solve the problem if more than one row has the same max value, you'll get all the rows as result. If you just want a single row change rank()
to row_number()
or add another term to the order by
.
如果不止一行具有相同的最大值,这也将解决问题,您将获得所有行作为结果。如果你只是想要一个行更改rank()
到row_number()
或添加其他期限的order by
。
回答by dimamah
use join instead.
使用 join 代替。
SELECT a.* FROM flightinfo a left semi join
(SELECT CAST(MAX(meandelay) AS FLOAT)
maxdelay FROM flightinfo)b on (a.meandelay=b.maxdelay)
回答by Jerome Banks
You can use the collect_max
UDF from Brickhouse ( http://github.com/klout/brickhouse) to solve this problem, passing in a value of 1, meaning that you only want the single max value.
您可以使用collect_max
Brickhouse ( http://github.com/klout/brickhouse) 中的UDF来解决此问题,传入值 1,这意味着您只需要单个最大值。
select array_index( map_keys( collect_max( carrier_id, meandelay, 1) ), 0 ) from flightinfo;
Also, I've read somewhere that the Hive max
UDF does allow you to access other fields on the row, but I think its easier just to use collect_max
.
另外,我在某处读到 Hive max
UDF 确实允许您访问行上的其他字段,但我认为它更容易使用collect_max
.
回答by BWS
I don't think your sub-query is allowed ...
我不认为你的子查询是允许的......
A quick look here:
快速浏览一下:
https://cwiki.apache.org/confluence/display/Hive/LanguageManual+SubQueries
https://cwiki.apache.org/confluence/display/Hive/LanguageManual+SubQueries
states:
状态:
As of Hive 0.13 some types of subqueries are supported in the WHERE clause. Those are queries where the result of the query can be treated as a constant for IN and NOT IN statements (called uncorrelated subqueries because the subquery does not reference columns from the parent query):
从 Hive 0.13 开始, WHERE 子句支持某些类型的子查询。这些查询的结果可以被视为 IN 和 NOT IN 语句的常量(称为不相关子查询,因为子查询不引用父查询中的列):