MySQL8.0窗口函数实践及小结

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mysql8.0之前,做数据排名统计等相当痛苦,因为没有像Oracle、SQL SERVER 、PostgreSQL等其他数据库那样的窗口函数。但随着MySQL8.0中新增了窗口函数之后,针对这类统计就再也不是事了,本文就以常用的排序实例介绍MySQL的窗口函数。

1、准备工作

创建表及测试数据

mysql> use testdb;
Database changed
/*  创建表 */
mysql> create  table tb_score(id int primary key auto_increment,stu_no varchar(10),course varchar(50),score decimal(4,1),key idx_stuNo_course(stu_no,course));
Query OK, 0 rows affected (0.03 sec)

mysql> show tables;
+------------------+
| Tables_in_testdb |
+------------------+
| tb_score         |
+------------------+

/* 新增一批测试数据 */
mysql> insert into tb_score(stu_no,course,score)values(\'2020001\',\'mysql\',90),(\'2020001\',\'C++\',85),(\'2020003\',\'English\',100),(\'2020002\',\'mysql\',50),(\'2020002\',\'C++\',70),(\'2020002\',\'English\',99);
Query OK, 6 rows affected (0.00 sec)
Records: 6  Duplicates: 0  Warnings: 0
mysql> insert into tb_score(stu_no,course,score)values(\'2020003\',\'mysql\',78),(\'2020003\',\'C++\',81),(\'2020003\',\'English\',80),(\'2020004\',\'mysql\',80),(\'2020004\',\'C++\',60),(\'2020004\',\'English\',100);
Query OK, 6 rows affected (0.01 sec)
Records: 6  Duplicates: 0  Warnings: 0
mysql> insert into tb_score(stu_no,course,score)values(\'2020005\',\'mysql\',98),(\'2020005\',\'C++\',96),(\'2020005\',\'English\',70),(\'2020006\',\'mysql\',60),(\'2020006\',\'C++\',90),(\'2020006\',\'English\',70);
Query OK, 6 rows affected (0.01 sec)
Records: 6  Duplicates: 0  Warnings: 0
mysql> insert into tb_score(stu_no,course,score)values(\'2020007\',\'mysql\',50),(\'2020007\',\'C++\',66),(\'2020007\',\'English\',76),(\'2020008\',\'mysql\',90),(\'2020008\',\'C++\',69),(\'2020008\',\'English\',86);
Query OK, 6 rows affected (0.01 sec)
Records: 6  Duplicates: 0  Warnings: 0
mysql> insert into tb_score(stu_no,course,score)values(\'2020009\',\'mysql\',70),(\'2020009\',\'C++\',66),(\'2020009\',\'English\',86),(\'2020010\',\'mysql\',75),(\'2020010\',\'C++\',76),(\'2020010\',\'English\',81);
Query OK, 6 rows affected (0.01 sec)
Records: 6  Duplicates: 0  Warnings: 0
mysql> insert into tb_score(stu_no,course,score)values(\'2020011\',\'mysql\',90),(\'2020012\',\'C++\',85),(\'2020011\',\'English\',84),(\'2020012\',\'English\',75),(\'2020013\',\'C++\',96),(\'2020013\',\'English\',88);
Query OK, 6 rows affected (0.01 sec)
Records: 6  Duplicates: 0  Warnings: 0

2、统计每门课程分数的排名

根据每门课程的分数从高到低进行排名,此时,会出现分数相同时怎么处理的问题,下面就根据不同的窗口函数来处理不同场景的需求

ROW_NUMBER

由结果可以看出,分数相同时按照学号顺序进行排名

mysql> select stu_no,course,score, row_number()over(partition by course order by score desc ) rn
    -> from tb_score;
+---------+---------+-------+----+
| stu_no  | course  | score | rn |
+---------+---------+-------+----+
| 2020005 | C++     |  96.0 |  1 |
| 2020013 | C++     |  96.0 |  2 |
| 2020006 | C++     |  90.0 |  3 |
| 2020001 | C++     |  85.0 |  4 |
| 2020012 | C++     |  85.0 |  5 |
| 2020003 | C++     |  81.0 |  6 |
| 2020010 | C++     |  76.0 |  7 |
| 2020002 | C++     |  70.0 |  8 |
| 2020008 | C++     |  69.0 |  9 |
| 2020007 | C++     |  66.0 | 10 |
| 2020009 | C++     |  66.0 | 11 |
| 2020004 | C++     |  60.0 | 12 |
| 2020003 | English | 100.0 |  1 |
| 2020004 | English | 100.0 |  2 |
| 2020002 | English |  99.0 |  3 |
| 2020013 | English |  88.0 |  4 |
| 2020008 | English |  86.0 |  5 |
| 2020009 | English |  86.0 |  6 |
| 2020011 | English |  84.0 |  7 |
| 2020010 | English |  81.0 |  8 |
| 2020003 | English |  80.0 |  9 |
| 2020007 | English |  76.0 | 10 |
| 2020012 | English |  75.0 | 11 |
| 2020005 | English |  70.0 | 12 |
| 2020006 | English |  70.0 | 13 |
| 2020005 | mysql   |  98.0 |  1 |
| 2020001 | mysql   |  90.0 |  2 |
| 2020008 | mysql   |  90.0 |  3 |
| 2020011 | mysql   |  90.0 |  4 |
| 2020004 | mysql   |  80.0 |  5 |
| 2020003 | mysql   |  78.0 |  6 |
| 2020010 | mysql   |  75.0 |  7 |
| 2020009 | mysql   |  70.0 |  8 |
| 2020006 | mysql   |  60.0 |  9 |
| 2020002 | mysql   |  50.0 | 10 |
| 2020007 | mysql   |  50.0 | 11 |
+---------+---------+-------+----+
36 rows in set (0.00 sec)

DENSE_RANK

为了让分数相同时排名也相同,则可以使用DENSE_RANK函数,结果如下:

mysql> select stu_no,course,score, DENSE_RANK()over(partition by course order by score desc ) rn 
    -> from  tb_score  ;    
+---------+---------+-------+----+
| stu_no  | course  | score | rn |
+---------+---------+-------+----+
| 2020005 | C++     |  96.0 |  1 |
| 2020013 | C++     |  96.0 |  1 |
| 2020006 | C++     |  90.0 |  2 |
| 2020001 | C++     |  85.0 |  3 |
| 2020012 | C++     |  85.0 |  3 |
| 2020003 | C++     |  81.0 |  4 |
| 2020010 | C++     |  76.0 |  5 |
| 2020002 | C++     |  70.0 |  6 |
| 2020008 | C++     |  69.0 |  7 |
| 2020007 | C++     |  66.0 |  8 |
| 2020009 | C++     |  66.0 |  8 |
| 2020004 | C++     |  60.0 |  9 |
| 2020003 | English | 100.0 |  1 |
| 2020004 | English | 100.0 |  1 |
| 2020002 | English |  99.0 |  2 |
| 2020013 | English |  88.0 |  3 |
| 2020008 | English |  86.0 |  4 |
| 2020009 | English |  86.0 |  4 |
| 2020011 | English |  84.0 |  5 |
| 2020010 | English |  81.0 |  6 |
| 2020003 | English |  80.0 |  7 |
| 2020007 | English |  76.0 |  8 |
| 2020012 | English |  75.0 |  9 |
| 2020005 | English |  70.0 | 10 |
| 2020006 | English |  70.0 | 10 |
| 2020005 | mysql   |  98.0 |  1 |
| 2020001 | mysql   |  90.0 |  2 |
| 2020008 | mysql   |  90.0 |  2 |
| 2020011 | mysql   |  90.0 |  2 |
| 2020004 | mysql   |  80.0 |  3 |
| 2020003 | mysql   |  78.0 |  4 |
| 2020010 | mysql   |  75.0 |  5 |
| 2020009 | mysql   |  70.0 |  6 |
| 2020006 | mysql   |  60.0 |  7 |
| 2020002 | mysql   |  50.0 |  8 |
| 2020007 | mysql   |  50.0 |  8 |
+---------+---------+-------+----+
36 rows in set (0.00 sec)

RANK

DENSE_RANK的结果是分数相同时排名相同了,但是下一个名次是紧接着上一个名次的,如果2个并列的第1之后,下一个我想是第3名,则可以使用RANK函数实现

mysql> select stu_no,course,score, rank()over(partition by course order by score desc ) rn 
    -> from  tb_score;
+---------+---------+-------+----+
| stu_no  | course  | score | rn |
+---------+---------+-------+----+
| 2020005 | C++     |  96.0 |  1 |
| 2020013 | C++     |  96.0 |  1 |
| 2020006 | C++     |  90.0 |  3 |
| 2020001 | C++     |  85.0 |  4 |
| 2020012 | C++     MySQL8.0窗口函数之排名函数(rankdense_rank)的使用

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