计算累计分布。
使用限制
窗口函数的使用限制如下:
窗口函数只能出现在
select
语句中。窗口函数中不能嵌套使用窗口函数和聚合函数。
窗口函数不能和同级别的聚合函数一起使用。
命令格式
double cume_dist() over([partition_clause] [orderby_clause])
命令说明
求累计分布,相当于求分区中大于等于当前行的数据在分区中的占比。大小关系由orderby_clause判定。
参数说明
partition_clause及orderby_clause:详情请参见windowing_definition。
返回值说明
返回DOUBLE类型。具体的返回值等于row_number_of_last_peer / partition_row_count
,其中:row_number_of_last_peer
指当前行所属GROUP的最后一行数据的ROW_NUMBER窗口函数返回值,partition_row_count
为该行数据所属分区的数据行数。
示例数据
为便于理解各函数的使用方法,本文为您提供源数据,基于源数据提供函数相关示例。创建表emp,并添加数据,命令示例如下:
create table if not exists emp
(empno bigint,
ename string,
job string,
mgr bigint,
hiredate datetime,
sal bigint,
comm bigint,
deptno bigint);
tunnel upload emp.txt emp;
emp.txt中的数据如下:
7369,SMITH,CLERK,7902,1980-12-17 00:00:00,800,,20
7499,ALLEN,SALESMAN,7698,1981-02-20 00:00:00,1600,300,30
7521,WARD,SALESMAN,7698,1981-02-22 00:00:00,1250,500,30
7566,JONES,MANAGER,7839,1981-04-02 00:00:00,2975,,20
7654,MARTIN,SALESMAN,7698,1981-09-28 00:00:00,1250,1400,30
7698,BLAKE,MANAGER,7839,1981-05-01 00:00:00,2850,,30
7782,CLARK,MANAGER,7839,1981-06-09 00:00:00,2450,,10
7788,SCOTT,ANALYST,7566,1987-04-19 00:00:00,3000,,20
7839,KING,PRESIDENT,,1981-11-17 00:00:00,5000,,10
7844,TURNER,SALESMAN,7698,1981-09-08 00:00:00,1500,0,30
7876,ADAMS,CLERK,7788,1987-05-23 00:00:00,1100,,20
7900,JAMES,CLERK,7698,1981-12-03 00:00:00,950,,30
7902,FORD,ANALYST,7566,1981-12-03 00:00:00,3000,,20
7934,MILLER,CLERK,7782,1982-01-23 00:00:00,1300,,10
7948,JACCKA,CLERK,7782,1981-04-12 00:00:00,5000,,10
7956,WELAN,CLERK,7649,1982-07-20 00:00:00,2450,,10
7956,TEBAGE,CLERK,7748,1982-12-30 00:00:00,1300,,10
示例
将所有职工根据部门(deptno)分组(作为开窗列),计算薪水(sal)在同一组内的前百分之几。命令示例如下:
select deptno, ename, sal, concat(round(cume_dist() over (partition by deptno order by sal desc)*100,2),'%') as cume_dist from emp;
返回结果如下:
+------------+------------+------------+------------+
| deptno | ename | sal | cume_dist |
+------------+------------+------------+------------+
| 10 | JACCKA | 5000 | 33.33% |
| 10 | KING | 5000 | 33.33% |
| 10 | CLARK | 2450 | 66.67% |
| 10 | WELAN | 2450 | 66.67% |
| 10 | TEBAGE | 1300 | 100.0% |
| 10 | MILLER | 1300 | 100.0% |
| 20 | SCOTT | 3000 | 40.0% |
| 20 | FORD | 3000 | 40.0% |
| 20 | JONES | 2975 | 60.0% |
| 20 | ADAMS | 1100 | 80.0% |
| 20 | SMITH | 800 | 100.0% |
| 30 | BLAKE | 2850 | 16.67% |
| 30 | ALLEN | 1600 | 33.33% |
| 30 | TURNER | 1500 | 50.0% |
| 30 | MARTIN | 1250 | 83.33% |
| 30 | WARD | 1250 | 83.33% |
| 30 | JAMES | 950 | 100.0% |
+------------+------------+------------+------------+
相关函数
CUME_DIST函数属于窗口函数,更多对指定开窗列的数据进行求和、数值排序的相关函数请参见窗口函数。