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MaxCompute:CUME_DIST

更新時間:Feb 28, 2024

計算累計分布。

使用限制

視窗函數的使用限制如下:

  • 視窗函數只能出現在select語句中。

  • 視窗函數中不能嵌套使用視窗函數和彙總函式。

  • 視窗函數不能和同層級的彙總函式一起使用。

命令格式

double cume_dist() over([partition_clause] [orderby_clause])

命令說明

求累計分布,相當於求分區中大於等於當前行的資料在分區中的佔比。大小關係由orderby_clause判定。

參數說明

partition_clauseorderby_clause:詳情請參見windowing_definition

傳回值說明

返回DOUBLE類型。具體的傳回值等於row_number_of_last_peer / partition_row_count,其中:row_number_of_last_peer指當前行所屬GROUP的最後一行資料的ROW_NUMBER視窗函數傳回值,partition_row_count為該行資料所屬分區的資料行數。

樣本資料

為便於理解各函數的使用方法,本文為您提供來源資料,基於來源資料提供函數相關樣本。建立表emp,並添加資料,命令樣本如下:

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;   --請根據您上傳資料檔案的實際path(路徑以及名稱)替換emp.txt

emp.txt中的資料如下:

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

樣本

將所有職工根據部門(deptno)分組(作為開窗列),計算薪水(sal)在同一組內的前百分之幾。命令樣本如下:

select deptno, ename, sal, concat(round(cume_dist() over (partition by deptno order by sal desc)*100,2),'%') as cume_dist from emp;

返回結果如下:

+------------+------------+------------+------------+
| 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%     |
+------------+------------+------------+------------+

相關函數

CUME_DIST函數屬於視窗函數,更多對指定開窗列的資料進行求和、數值排序的相關函數請參見視窗函數