[MySQL] 行列转换变化各种方法实现总结（行变列报表统计、列变行数据记录统计等）
2015-04-28 13:17
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前言：
mysql行列变化，最难的就是将多个列变成多行，使用的比较多的是统计学中行变列，列变行，没有找到现成的函数或者语句，所以自己写了存储过程，使用动态sql来实现，应用业务场景，用户每个月都有使用记录数录入一张表，一个月一个字段，所以表的字段是动态增长的，现在需要实时统计当前用户使用的总数量，如果你知道有多少个字段，那么可以用select
c1+c2+c3+…. From tbname where tid=’111’;来实现，但是关键是这个都是动态的，所以在应用程序端来实现确实不适宜，可以放在数据库后台在存储过程里实现。
而且在行变成列中，如果要写单个sql来实现，列的数目就需要写死，因为如果不知道要展示成多少列的话，就需要用动态变量，而一条sql里面无法使用动态变量。但是可以使用sql块来实现动态的效果。
USE csdn;
DROP TABLE IF EXISTS flow_table;
CREATE TABLE `flow_table` (
`ID` INT(11) NOT NULL AUTO_INCREMENT,
`Number` BIGINT(11) NOT NULL,
`City` VARCHAR(10) NOT NULL,
`wm201403` DECIMAL(7,2) DEFAULT NULL,
`wm201404` DECIMAL(7,2) DEFAULT NULL,
`wm201405` DECIMAL(7,2) DEFAULT NULL,
`wm201406` DECIMAL(7,2) DEFAULT NULL,
`wm201407` DECIMAL(7,2) DEFAULT NULL,
`wm201408` DECIMAL(7,2) DEFAULT NULL,
PRIMARY KEY (`ID`,`Number`)
) ENGINE=INNODB DEFAULT CHARSET=utf8;
录入一批测试数据：
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 1,'shanghai',100.2,180.4,141,164,124,127;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 2,'shanghai',110.23,180.34,141.23,104.78,124.67,127.45;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 3,'beijing',123.23,110.34,131.33,154.58,154.67,167.45;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 4,'hangzhou',0,110.34,131.33,154.58,154.67,0;
INSERT INTO flow_table(Number,City,wm201405,wm201406,wm201407,wm201408)SELECT 5,'hangzhou',131.33,154.58,154.67,0;
需要达到的统计效果是：
+--------+-----------+
| Number | total_num |
+--------+-----------+
| 1 | 836.60 |
| 2 | 788.70 |
| 3 | 841.60 |
| 4 | 550.92 |
| 5 | 440.58 |
+--------+-----------+
5 rows in set (0.00 sec)
DELIMITER $$
DROP PROCEDURE IF EXISTS csdn.`proc_all_changes`$$
CREATE PROCEDURE csdn.proc_all_changes()
BEGIN
DECLARE v_number BIGINT;
DECLARE v_city VARCHAR(10);
DECLARE _done INT DEFAULT 0;
/*定义游标*/
DECLARE cur_all CURSOR FOR SELECT Number,City FROM csdn.`flow_table`;
/**这里如果需要定义下当NOT FOUND的时候，EXIT退出游标遍历，不然如果设置成CONTINUE会一直执行下去。*/
DECLARE EXIT HANDLER FOR NOT FOUND BEGIN SET _done=1;END;
/*建立临时表，存放所有字段的临时表*/
DROP TABLE IF EXISTS flow_n_columns;
CREATE TABLE `flow_n_columns` (
`column_name` VARCHAR(10) NOT NULL
) ENGINE=INNODB DEFAULT CHARSET=utf8;
/*存放最终变成行的数据表*/
DROP TABLE IF EXISTS flow_tmp;
CREATE TABLE `flow_tmp` (
`Number` INT(11) DEFAULT NULL,
`City` VARCHAR(10) DEFAULT NULL,
`wm_str` VARCHAR(10) DEFAULT NULL,
`Wm` DECIMAL(7,2) DEFAULT NULL
) ENGINE=INNODB DEFAULT CHARSET=utf8;
OPEN cur_all;
REPEAT
FETCH cur_all INTO v_number, v_city;
IF NOT _done THEN
CALL csdn.pro_flow_modify(v_number,v_city);
END IF;
UNTIL _done=1 END REPEAT;
CLOSE cur_all;
/*展示下所有的行转列的数据**/
SELECT * FROM csdn.flow_tmp;
END$$
DELIMITER ;
DELIMITER $$
DROP PROCEDURE IF EXISTS csdn.`pro_flow_modify`$$
CREATE PROCEDURE csdn.`pro_flow_modify`(p_Number INT,p_city VARCHAR(10))
BEGIN
DECLARE v_column_name VARCHAR(10) DEFAULT '';
DECLARE v_exe_sql VARCHAR(1000) DEFAULT '';
DECLARE v_start_wm VARCHAR(10) DEFAULT '';
DECLARE v_end_wm VARCHAR(10) DEFAULT '';
DECLARE v_num DECIMAL(10,2) DEFAULT 0;
DECLARE i INT DEFAULT 1;
DECLARE v_Number INT DEFAULT 0;
SET v_Number=p_Number;
DELETE FROM csdn.flow_n_columns;
DELETE FROM csdn.flow_tmp WHERE Number=v_Number;
/*把测试表flow_table的所有字段都录入字段临时表中，这样就达到了从列变成行的目的*/
INSERT INTO flow_n_columns
SELECT t.`COLUMN_NAME` FROM information_schema.`COLUMNS` t WHERE t.`TABLE_NAME`='flow_table' AND t.`TABLE_SCHEMA`='csdn' AND t.`COLUMN_NAME` NOT IN('ID','Number','City');
SELECT column_name INTO v_column_name FROM csdn.flow_n_columns LIMIT 1;
/*开始循环遍历字段临时表的字段数据，并且把字段值放入临时表flow_tmp里面*/
WHILE i>0 DO
SET v_exe_sql=CONCAT('INSERT INTO csdn.flow_tmp(Number,City,wm_str,Wm) select ',v_Number,',\'',p_city, '\',\'',v_column_name,'\',',v_column_name,' from csdn.flow_table WHERE flow_table.Number=',v_Number,';');
SET @sql=v_exe_sql;
PREPARE s1 FROM @sql;
EXECUTE s1;
DEALLOCATE PREPARE s1;
DELETE FROM csdn.flow_n_columns WHERE column_name=v_column_name;
SELECT column_name INTO v_column_name FROM csdn.flow_n_columns LIMIT 1;
SELECT COUNT(1) INTO i FROM csdn.flow_n_columns ;
DELETE FROM csdn.flow_tmp WHERE Wm=0;
END WHILE;
/*由于触发器是不支持动态sql，所以不能使用while循环，动态遍历所有统计列的，只能写死列了，如下所示：
现在一个个insert只能写死了, flow_table表有多少个统计列就写多少个insert sql，以后新添加一个列，就在这里新添加一条insertsql语句
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201403',wm201403 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201404',wm201404 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201405',wm201405 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201406',wm201406 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201407',wm201407 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201408',wm201408 FROM flow_table WHERE Number=v_Number ;
*/
/*清除掉不数据=0的列*/
DELETE FROM csdn.flow_tmp WHERE Wm=0 OR Wm IS NULL;
SELECT wm_str INTO v_start_wm FROM csdn.flow_tmp WHERE Number=v_Number ORDER BY wm_str ASC LIMIT 1;
SELECT wm_str INTO v_end_wm FROM csdn.flow_tmp WHERE Number=v_Number ORDER BY wm_str DESC LIMIT 1;
SELECT SUM(Wm) INTO v_num FROM csdn.flow_tmp WHERE Number=v_Number;
END$$
DELIMITER ;
mysql> SELECT * FROM csdn.flow_tmp;
+--------+----------+----------+--------+
| Number | City | wm_str | Wm |
+--------+----------+----------+--------+
| 1 | shanghai | wm201403 | 100.20 |
| 1 | shanghai | wm201404 | 180.40 |
| 1 | shanghai | wm201405 | 141.00 |
| 1 | shanghai | wm201406 | 164.00 |
| 1 | shanghai | wm201407 | 124.00 |
| 1 | shanghai | wm201408 | 127.00 |
| 2 | shanghai | wm201403 | 110.23 |
| 2 | shanghai | wm201404 | 180.34 |
| 2 | shanghai | wm201405 | 141.23 |
| 2 | shanghai | wm201406 | 104.78 |
| 2 | shanghai | wm201407 | 124.67 |
| 2 | shanghai | wm201408 | 127.45 |
| 3 | beijing | wm201403 | 123.23 |
| 3 | beijing | wm201404 | 110.34 |
| 3 | beijing | wm201405 | 131.33 |
| 3 | beijing | wm201406 | 154.58 |
| 3 | beijing | wm201407 | 154.67 |
| 3 | beijing | wm201408 | 167.45 |
| 4 | hangzhou | wm201404 | 110.34 |
| 4 | hangzhou | wm201405 | 131.33 |
| 4 | hangzhou | wm201406 | 154.58 |
| 4 | hangzhou | wm201407 | 154.67 |
| 5 | hangzhou | wm201405 | 131.33 |
| 5 | hangzhou | wm201406 | 154.58 |
| 5 | hangzhou | wm201407 | 154.67 |
+--------+----------+----------+--------+
25 rows in set (0.00 sec)
mysql>
统计每个用户的使用总量为：
mysql> SELECT Number,SUM(Wm) 'total_num' FROM flow_tmp GROUP BY Number ORDER BY Number;
+--------+-----------+
| Number | total_num |
+--------+-----------+
| 1 | 836.60 |
| 2 | 788.70 |
| 3 | 841.60 |
| 4 | 550.92 |
| 5 | 440.58 |
+--------+-----------+
5 rows in set (0.00 sec)
mysql>
DROP TABLE IF EXISTS csdn.tb;
CREATE TABLE tb(`cname` VARCHAR(10),cource VARCHAR(10),score INT) ENGINE=INNODB;
INSERT INTO tb VALUES('张三','语文',74);
INSERT INTO tb VALUES('张三','数学',83);
INSERT INTO tb VALUES('张三','物理',93);
INSERT INTO tb VALUES('李四','语文',74);
INSERT INTO tb VALUES('李四','数学',84);
INSERT INTO tb VALUES('李四','物理',94);
SELECT * FROM tb;
需要得到的结果是：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
2，利用SUM(IF()) 生成列 +
SQL代码块如下：
SELECT cname AS "姓名",
SUM(IF(cource="语文",score,0)) AS "语文",
SUM(IF(cource="数学",score,0)) AS "数学",
SUM(IF(cource="物理",score,0)) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score),2) AS "平均成绩"
FROM tb
GROUP BY cname
UNION ALL
SELECT
"总成绩平均数",
ROUND(AVG(`语文`),2) , ROUND(AVG(`数学`),2), ROUND(AVG(`物理`),2), ROUND(AVG(`总成绩`),2), ROUND(AVG(`平均成绩`),2)
FROM(
SELECT "all",cname AS "姓名",
SUM(IF(cource="语文",score,0)) AS "语文",
SUM(IF(cource="数学",score,0)) AS "数学",
SUM(IF(cource="物理",score,0)) AS "物理",
SUM(score) AS "总成绩",
AVG(score) AS "平均成绩"
FROM tb
GROUP BY cname
)tb2
GROUP BY tb2.all;
执行结果正确，如下所示：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
3，利用max(CASE
SQL代码如下：
SELECT
cname AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score) ,2) AS "平均成绩"
FROM tb
GROUP BY `cname`
UNION ALL
SELECT
"总成绩平均数",
ROUND(AVG(`语文`),2) , ROUND(AVG(`数学`),2), ROUND(AVG(`物理`),2), ROUND(AVG(`总成绩`),2), ROUND(AVG(`平均成绩`),2)
FROM( SELECT 'all' ,
cname AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score) ,2) AS "平均成绩"
FROM tb
GROUP BY `cname`
)tb2 GROUP BY tb2.all
执行结果正确，如下所示：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
4，利用 WITH
SQL代码如下：
SELECT IFNULL(cname,'总平均数') AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
ROUND(AVG(score),2) AS "总成绩",
ROUND(AVG(avg_score),2) AS "平均成绩"
FROM(
SELECT
cname ,
IFNULL(cource,'total') cource,
SUM(score) AS score,
ROUND(AVG(score) ,2) AS avg_score
FROM tb
GROUP BY `cname`,cource WITH ROLLUP HAVING cname IS NOT NULL
)tb2
GROUP BY tb2.cname WITH ROLLUP;
执行结果不对，总平均数栏目，里面各科比较语文数学的班级平均数不对，如下所示：
mysql> SELECT IFNULL(cname,'总平均数') AS "姓名",
-> MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
-> MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
-> MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
-> ROUND(AVG(score),2) AS "总成绩",
-> ROUND(AVG(avg_score),2) AS "平均成绩"
-> FROM(
-> SELECT
->
Display ALL 793 possibilities? (Y OR n)
-> cname ,
->
Display ALL 793 possibilities? (Y OR n)
-> IFNULL(cource,'total') cource,
->
Display ALL 793 possibilities? (Y OR n)
-> SUM(score) AS score,
->
Display ALL 793 possibilities? (Y OR n)
-> ROUND(AVG(score) ,2) AS avg_score
-> FROM tb
-> GROUP BY `cname`,cource WITH ROLLUP HAVING cname IS NOT NULL
-> )tb2
-> GROUP BY tb2.cname WITH ROLLUP;
+--------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------+--------+--------+--------+-----------+--------------+
| 张三 | 74 | 83 | 93 | 125.00 | 83.33 |
| 李四 | 74 | 84 | 94 | 126.00 | 84.00 |
| 总平均数 | 74 | 84 | 94 | 125.50 | 83.67 |
+--------------+--------+--------+--------+-----------+--------------+
3 ROWS IN SET, 1 warning (0.00 sec)
mysql>
总结： WITH rollup中对求列的总数是OK的，但是求列的平均数有偏差，这里场景使用不是恰当。
/*仅仅班级成员部分*/
SET @a='';
SELECT @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') FROM (SELECT DISTINCT cource FROM tb) A;
SET @a=CONCAT(@a,"ROUND(AVG(score) ,2) AS \"平均成绩\"");
SET @b=CONCAT('SELECT IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
/*班级成员总计部分**/
SET @a2="";
SET @b2=CONCAT('SELECT "all",IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
SELECT @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') FROM (SELECT DISTINCT cource FROM tb) A;
SET @a2=CONCAT(@a2," ROUND(AVG(`平均成绩`),2),ROUND(AVG(`总成绩`),2) ");
SET @c=CONCAT("SELECT \"班级平均数\",",LEFT(@a2,LENGTH(@a)-1)," FROM(",@b2,")tb2 GROUP BY tb2.all;");
SET @d=CONCAT(@b," UNION ALL ",@c);
PREPARE stmt1 FROM @d;
EXECUTE stmt1;
查看执行结果如下，已经达到效果：
mysql> /*仅仅班级成员部分*/
mysql> SET @a='';
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SELECT @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') FROM (SELECT DISTINCT cource FROM tb) A;
+-----------------------------------------------------------------------------------------------------------------------------------+
| @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') |
+-----------------------------------------------------------------------------------------------------------------------------------+
| SUM(IF(cource='语文',score,0)) AS 语文, |
| SUM(IF(cource='语文',score,0)) AS 语文,SUM(IF(cource='数学',score,0)) AS 数学, |
| SUM(IF(cource='语文',score,0)) AS 语文,SUM(IF(cource='数学',score,0)) AS 数学,SUM(IF(cource='物理',score,0)) AS 物理, |
+-----------------------------------------------------------------------------------------------------------------------------------+
3 ROWS IN SET (0.00 sec)
mysql> SET @a=CONCAT(@a,"ROUND(AVG(score) ,2) AS \"平均成绩\"");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @b=CONCAT('SELECT IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
QUERY OK, 0 ROWS affected (0.00 sec)
mysql>
mysql> /*班级成员总计部分**/
mysql> SET @a2="";
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @b2=CONCAT('SELECT "all",IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SELECT @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') FROM (SELECT DISTINCT cource FROM tb) A;
+-----------------------------------------------------------------------+
| @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') |
+-----------------------------------------------------------------------+
| ROUND(AVG(`语文`),2), |
| ROUND(AVG(`语文`),2),ROUND(AVG(`数学`),2), |
| ROUND(AVG(`语文`),2),ROUND(AVG(`数学`),2),ROUND(AVG(`物理`),2), |
+-----------------------------------------------------------------------+
3 ROWS IN SET (0.00 sec)
mysql> SET @a2=CONCAT(@a2," ROUND(AVG(`平均成绩`),2),ROUND(AVG(`总成绩`),2) ");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @c=CONCAT("SELECT \"班级平均数\",",LEFT(@a2,LENGTH(@a)-1)," FROM(",@b2,")tb2 GROUP BY tb2.all;");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @d=CONCAT(@b," UNION ALL ",@c);
QUERY OK, 0 ROWS affected (0.00 sec)
mysql>
mysql> PREPARE stmt1 FROM @d;
QUERY OK, 0 ROWS affected (0.00 sec)
Statement prepared
mysql> EXECUTE stmt1;
+---------------------------+--------+--------+--------+--------------+-----------+
| IFNULL(cname,'总成绩') | 语文 | 数学 | 物理 | 平均成绩 | 总成绩 |
+---------------------------+--------+--------+--------+--------------+-----------+
| 张三 | 74.00 | 83.00 | 93.00 | 83.33 | 250.00 |
| 李四 | 74.00 | 84.00 | 94.00 | 84.00 | 252.00 |
| 班级平均数 | 74.00 | 83.50 | 93.50 | 83.67 | 251.00 |
+---------------------------+--------+--------+--------+--------------+-----------+
3 ROWS IN SET (0.00 sec)
mysql>
mysql行列变化，最难的就是将多个列变成多行，使用的比较多的是统计学中行变列，列变行，没有找到现成的函数或者语句，所以自己写了存储过程，使用动态sql来实现，应用业务场景，用户每个月都有使用记录数录入一张表，一个月一个字段，所以表的字段是动态增长的，现在需要实时统计当前用户使用的总数量，如果你知道有多少个字段，那么可以用select
c1+c2+c3+…. From tbname where tid=’111’;来实现，但是关键是这个都是动态的，所以在应用程序端来实现确实不适宜，可以放在数据库后台在存储过程里实现。
而且在行变成列中，如果要写单个sql来实现，列的数目就需要写死，因为如果不知道要展示成多少列的话，就需要用动态变量，而一条sql里面无法使用动态变量。但是可以使用sql块来实现动态的效果。
一，列变成行例子演示
1，准备测试数据
这是基础数据表，里面有多个字段wm201403……，现在需要把N个这样的列变成行数据。USE csdn;
DROP TABLE IF EXISTS flow_table;
CREATE TABLE `flow_table` (
`ID` INT(11) NOT NULL AUTO_INCREMENT,
`Number` BIGINT(11) NOT NULL,
`City` VARCHAR(10) NOT NULL,
`wm201403` DECIMAL(7,2) DEFAULT NULL,
`wm201404` DECIMAL(7,2) DEFAULT NULL,
`wm201405` DECIMAL(7,2) DEFAULT NULL,
`wm201406` DECIMAL(7,2) DEFAULT NULL,
`wm201407` DECIMAL(7,2) DEFAULT NULL,
`wm201408` DECIMAL(7,2) DEFAULT NULL,
PRIMARY KEY (`ID`,`Number`)
) ENGINE=INNODB DEFAULT CHARSET=utf8;
录入一批测试数据：
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 1,'shanghai',100.2,180.4,141,164,124,127;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 2,'shanghai',110.23,180.34,141.23,104.78,124.67,127.45;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 3,'beijing',123.23,110.34,131.33,154.58,154.67,167.45;
INSERT INTO flow_table(Number,City,wm201403,wm201404,wm201405,wm201406,wm201407,wm201408)SELECT 4,'hangzhou',0,110.34,131.33,154.58,154.67,0;
INSERT INTO flow_table(Number,City,wm201405,wm201406,wm201407,wm201408)SELECT 5,'hangzhou',131.33,154.58,154.67,0;
需要达到的统计效果是：
+--------+-----------+
| Number | total_num |
+--------+-----------+
| 1 | 836.60 |
| 2 | 788.70 |
| 3 | 841.60 |
| 4 | 550.92 |
| 5 | 440.58 |
+--------+-----------+
5 rows in set (0.00 sec)
2，存储过程遍历：
这个存储过程建立了2张临时表，查询测试表数据形成游标，遍历游标根据主键Number来调用pro_flow_modify存储过程进行行列变化。代码如下：DELIMITER $$
DROP PROCEDURE IF EXISTS csdn.`proc_all_changes`$$
CREATE PROCEDURE csdn.proc_all_changes()
BEGIN
DECLARE v_number BIGINT;
DECLARE v_city VARCHAR(10);
DECLARE _done INT DEFAULT 0;
/*定义游标*/
DECLARE cur_all CURSOR FOR SELECT Number,City FROM csdn.`flow_table`;
/**这里如果需要定义下当NOT FOUND的时候，EXIT退出游标遍历，不然如果设置成CONTINUE会一直执行下去。*/
DECLARE EXIT HANDLER FOR NOT FOUND BEGIN SET _done=1;END;
/*建立临时表，存放所有字段的临时表*/
DROP TABLE IF EXISTS flow_n_columns;
CREATE TABLE `flow_n_columns` (
`column_name` VARCHAR(10) NOT NULL
) ENGINE=INNODB DEFAULT CHARSET=utf8;
/*存放最终变成行的数据表*/
DROP TABLE IF EXISTS flow_tmp;
CREATE TABLE `flow_tmp` (
`Number` INT(11) DEFAULT NULL,
`City` VARCHAR(10) DEFAULT NULL,
`wm_str` VARCHAR(10) DEFAULT NULL,
`Wm` DECIMAL(7,2) DEFAULT NULL
) ENGINE=INNODB DEFAULT CHARSET=utf8;
OPEN cur_all;
REPEAT
FETCH cur_all INTO v_number, v_city;
IF NOT _done THEN
CALL csdn.pro_flow_modify(v_number,v_city);
END IF;
UNTIL _done=1 END REPEAT;
CLOSE cur_all;
/*展示下所有的行转列的数据**/
SELECT * FROM csdn.flow_tmp;
END$$
DELIMITER ;
3，行里变化存储过程
通过查询系统表information_schema.`COLUMNS`来获取测试表flow_table的所有列，然后写动态SQL，来把列的值录入到临时表flow_tmp中。DELIMITER $$
DROP PROCEDURE IF EXISTS csdn.`pro_flow_modify`$$
CREATE PROCEDURE csdn.`pro_flow_modify`(p_Number INT,p_city VARCHAR(10))
BEGIN
DECLARE v_column_name VARCHAR(10) DEFAULT '';
DECLARE v_exe_sql VARCHAR(1000) DEFAULT '';
DECLARE v_start_wm VARCHAR(10) DEFAULT '';
DECLARE v_end_wm VARCHAR(10) DEFAULT '';
DECLARE v_num DECIMAL(10,2) DEFAULT 0;
DECLARE i INT DEFAULT 1;
DECLARE v_Number INT DEFAULT 0;
SET v_Number=p_Number;
DELETE FROM csdn.flow_n_columns;
DELETE FROM csdn.flow_tmp WHERE Number=v_Number;
/*把测试表flow_table的所有字段都录入字段临时表中，这样就达到了从列变成行的目的*/
INSERT INTO flow_n_columns
SELECT t.`COLUMN_NAME` FROM information_schema.`COLUMNS` t WHERE t.`TABLE_NAME`='flow_table' AND t.`TABLE_SCHEMA`='csdn' AND t.`COLUMN_NAME` NOT IN('ID','Number','City');
SELECT column_name INTO v_column_name FROM csdn.flow_n_columns LIMIT 1;
/*开始循环遍历字段临时表的字段数据，并且把字段值放入临时表flow_tmp里面*/
WHILE i>0 DO
SET v_exe_sql=CONCAT('INSERT INTO csdn.flow_tmp(Number,City,wm_str,Wm) select ',v_Number,',\'',p_city, '\',\'',v_column_name,'\',',v_column_name,' from csdn.flow_table WHERE flow_table.Number=',v_Number,';');
SET @sql=v_exe_sql;
PREPARE s1 FROM @sql;
EXECUTE s1;
DEALLOCATE PREPARE s1;
DELETE FROM csdn.flow_n_columns WHERE column_name=v_column_name;
SELECT column_name INTO v_column_name FROM csdn.flow_n_columns LIMIT 1;
SELECT COUNT(1) INTO i FROM csdn.flow_n_columns ;
DELETE FROM csdn.flow_tmp WHERE Wm=0;
END WHILE;
/*由于触发器是不支持动态sql，所以不能使用while循环，动态遍历所有统计列的，只能写死列了，如下所示：
现在一个个insert只能写死了, flow_table表有多少个统计列就写多少个insert sql，以后新添加一个列，就在这里新添加一条insertsql语句
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201403',wm201403 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201404',wm201404 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201405',wm201405 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201406',wm201406 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201407',wm201407 FROM flow_table WHERE Number=v_Number ;
INSERT INTO flow_tmp(Number,City,wm_str,Wm) SELECT v_Number,p_city,'wm201408',wm201408 FROM flow_table WHERE Number=v_Number ;
*/
/*清除掉不数据=0的列*/
DELETE FROM csdn.flow_tmp WHERE Wm=0 OR Wm IS NULL;
SELECT wm_str INTO v_start_wm FROM csdn.flow_tmp WHERE Number=v_Number ORDER BY wm_str ASC LIMIT 1;
SELECT wm_str INTO v_end_wm FROM csdn.flow_tmp WHERE Number=v_Number ORDER BY wm_str DESC LIMIT 1;
SELECT SUM(Wm) INTO v_num FROM csdn.flow_tmp WHERE Number=v_Number;
END$$
DELIMITER ;
4，列变行结果展示
临时表的所有数据：mysql> SELECT * FROM csdn.flow_tmp;
+--------+----------+----------+--------+
| Number | City | wm_str | Wm |
+--------+----------+----------+--------+
| 1 | shanghai | wm201403 | 100.20 |
| 1 | shanghai | wm201404 | 180.40 |
| 1 | shanghai | wm201405 | 141.00 |
| 1 | shanghai | wm201406 | 164.00 |
| 1 | shanghai | wm201407 | 124.00 |
| 1 | shanghai | wm201408 | 127.00 |
| 2 | shanghai | wm201403 | 110.23 |
| 2 | shanghai | wm201404 | 180.34 |
| 2 | shanghai | wm201405 | 141.23 |
| 2 | shanghai | wm201406 | 104.78 |
| 2 | shanghai | wm201407 | 124.67 |
| 2 | shanghai | wm201408 | 127.45 |
| 3 | beijing | wm201403 | 123.23 |
| 3 | beijing | wm201404 | 110.34 |
| 3 | beijing | wm201405 | 131.33 |
| 3 | beijing | wm201406 | 154.58 |
| 3 | beijing | wm201407 | 154.67 |
| 3 | beijing | wm201408 | 167.45 |
| 4 | hangzhou | wm201404 | 110.34 |
| 4 | hangzhou | wm201405 | 131.33 |
| 4 | hangzhou | wm201406 | 154.58 |
| 4 | hangzhou | wm201407 | 154.67 |
| 5 | hangzhou | wm201405 | 131.33 |
| 5 | hangzhou | wm201406 | 154.58 |
| 5 | hangzhou | wm201407 | 154.67 |
+--------+----------+----------+--------+
25 rows in set (0.00 sec)
mysql>
统计每个用户的使用总量为：
mysql> SELECT Number,SUM(Wm) 'total_num' FROM flow_tmp GROUP BY Number ORDER BY Number;
+--------+-----------+
| Number | total_num |
+--------+-----------+
| 1 | 836.60 |
| 2 | 788.70 |
| 3 | 841.60 |
| 4 | 550.92 |
| 5 | 440.58 |
+--------+-----------+
5 rows in set (0.00 sec)
mysql>
二，行变列例子演示
1，准备测试数据
USE csdn;DROP TABLE IF EXISTS csdn.tb;
CREATE TABLE tb(`cname` VARCHAR(10),cource VARCHAR(10),score INT) ENGINE=INNODB;
INSERT INTO tb VALUES('张三','语文',74);
INSERT INTO tb VALUES('张三','数学',83);
INSERT INTO tb VALUES('张三','物理',93);
INSERT INTO tb VALUES('李四','语文',74);
INSERT INTO tb VALUES('李四','数学',84);
INSERT INTO tb VALUES('李四','物理',94);
SELECT * FROM tb;
需要得到的结果是：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
2，利用SUM(IF()) 生成列 +
WITH ROLLUP 生成汇总行,并利用 IFNULL将汇总行标题显示为 Total_num
SQL代码块如下：SELECT cname AS "姓名",
SUM(IF(cource="语文",score,0)) AS "语文",
SUM(IF(cource="数学",score,0)) AS "数学",
SUM(IF(cource="物理",score,0)) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score),2) AS "平均成绩"
FROM tb
GROUP BY cname
UNION ALL
SELECT
"总成绩平均数",
ROUND(AVG(`语文`),2) , ROUND(AVG(`数学`),2), ROUND(AVG(`物理`),2), ROUND(AVG(`总成绩`),2), ROUND(AVG(`平均成绩`),2)
FROM(
SELECT "all",cname AS "姓名",
SUM(IF(cource="语文",score,0)) AS "语文",
SUM(IF(cource="数学",score,0)) AS "数学",
SUM(IF(cource="物理",score,0)) AS "物理",
SUM(score) AS "总成绩",
AVG(score) AS "平均成绩"
FROM tb
GROUP BY cname
)tb2
GROUP BY tb2.all;
执行结果正确，如下所示：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
3，利用max(CASE
... WHEN ... THEN .. ELSE END) AS "语文"的方式来实现
SQL代码如下：SELECT
cname AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score) ,2) AS "平均成绩"
FROM tb
GROUP BY `cname`
UNION ALL
SELECT
"总成绩平均数",
ROUND(AVG(`语文`),2) , ROUND(AVG(`数学`),2), ROUND(AVG(`物理`),2), ROUND(AVG(`总成绩`),2), ROUND(AVG(`平均成绩`),2)
FROM( SELECT 'all' ,
cname AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
SUM(score) AS "总成绩",
ROUND(AVG(score) ,2) AS "平均成绩"
FROM tb
GROUP BY `cname`
)tb2 GROUP BY tb2.all
执行结果正确，如下所示：
+--------------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------------+--------+--------+--------+-----------+--------------+
| 张三 | 74.00 | 83.00 | 93.00 | 250.00 | 83.33 |
| 李四 | 74.00 | 84.00 | 94.00 | 252.00 | 84.00 |
| 总成绩平均数 | 74.00 | 83.50 | 93.50 | 251.00 | 83.67 |
+--------------------+--------+--------+--------+-----------+--------------+
4，利用 WITH
rollup结果不符合
SQL代码如下：SELECT IFNULL(cname,'总平均数') AS "姓名",
MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
ROUND(AVG(score),2) AS "总成绩",
ROUND(AVG(avg_score),2) AS "平均成绩"
FROM(
SELECT
cname ,
IFNULL(cource,'total') cource,
SUM(score) AS score,
ROUND(AVG(score) ,2) AS avg_score
FROM tb
GROUP BY `cname`,cource WITH ROLLUP HAVING cname IS NOT NULL
)tb2
GROUP BY tb2.cname WITH ROLLUP;
执行结果不对，总平均数栏目，里面各科比较语文数学的班级平均数不对，如下所示：
mysql> SELECT IFNULL(cname,'总平均数') AS "姓名",
-> MAX(CASE cource WHEN "语文" THEN score ELSE 0 END) AS "语文",
-> MAX(CASE cource WHEN "数学" THEN score ELSE 0 END) AS "数学",
-> MAX(CASE cource WHEN "物理" THEN score ELSE 0 END) AS "物理",
-> ROUND(AVG(score),2) AS "总成绩",
-> ROUND(AVG(avg_score),2) AS "平均成绩"
-> FROM(
-> SELECT
->
Display ALL 793 possibilities? (Y OR n)
-> cname ,
->
Display ALL 793 possibilities? (Y OR n)
-> IFNULL(cource,'total') cource,
->
Display ALL 793 possibilities? (Y OR n)
-> SUM(score) AS score,
->
Display ALL 793 possibilities? (Y OR n)
-> ROUND(AVG(score) ,2) AS avg_score
-> FROM tb
-> GROUP BY `cname`,cource WITH ROLLUP HAVING cname IS NOT NULL
-> )tb2
-> GROUP BY tb2.cname WITH ROLLUP;
+--------------+--------+--------+--------+-----------+--------------+
| 姓名 | 语文 | 数学 | 物理 | 总成绩 | 平均成绩 |
+--------------+--------+--------+--------+-----------+--------------+
| 张三 | 74 | 83 | 93 | 125.00 | 83.33 |
| 李四 | 74 | 84 | 94 | 126.00 | 84.00 |
| 总平均数 | 74 | 84 | 94 | 125.50 | 83.67 |
+--------------+--------+--------+--------+-----------+--------------+
3 ROWS IN SET, 1 warning (0.00 sec)
mysql>
总结： WITH rollup中对求列的总数是OK的，但是求列的平均数有偏差，这里场景使用不是恰当。
5，使用动态SQL来实现
SQL代码块如下：/*仅仅班级成员部分*/
SET @a='';
SELECT @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') FROM (SELECT DISTINCT cource FROM tb) A;
SET @a=CONCAT(@a,"ROUND(AVG(score) ,2) AS \"平均成绩\"");
SET @b=CONCAT('SELECT IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
/*班级成员总计部分**/
SET @a2="";
SET @b2=CONCAT('SELECT "all",IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
SELECT @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') FROM (SELECT DISTINCT cource FROM tb) A;
SET @a2=CONCAT(@a2," ROUND(AVG(`平均成绩`),2),ROUND(AVG(`总成绩`),2) ");
SET @c=CONCAT("SELECT \"班级平均数\",",LEFT(@a2,LENGTH(@a)-1)," FROM(",@b2,")tb2 GROUP BY tb2.all;");
SET @d=CONCAT(@b," UNION ALL ",@c);
PREPARE stmt1 FROM @d;
EXECUTE stmt1;
查看执行结果如下，已经达到效果：
mysql> /*仅仅班级成员部分*/
mysql> SET @a='';
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SELECT @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') FROM (SELECT DISTINCT cource FROM tb) A;
+-----------------------------------------------------------------------------------------------------------------------------------+
| @a:=CONCAT(@a,'SUM(IF(cource=\'',cource,'\'',',score,0)) AS ',cource,',') |
+-----------------------------------------------------------------------------------------------------------------------------------+
| SUM(IF(cource='语文',score,0)) AS 语文, |
| SUM(IF(cource='语文',score,0)) AS 语文,SUM(IF(cource='数学',score,0)) AS 数学, |
| SUM(IF(cource='语文',score,0)) AS 语文,SUM(IF(cource='数学',score,0)) AS 数学,SUM(IF(cource='物理',score,0)) AS 物理, |
+-----------------------------------------------------------------------------------------------------------------------------------+
3 ROWS IN SET (0.00 sec)
mysql> SET @a=CONCAT(@a,"ROUND(AVG(score) ,2) AS \"平均成绩\"");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @b=CONCAT('SELECT IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
QUERY OK, 0 ROWS affected (0.00 sec)
mysql>
mysql> /*班级成员总计部分**/
mysql> SET @a2="";
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @b2=CONCAT('SELECT "all",IFNULL(cname,\'总成绩\'),',LEFT(@a,LENGTH(@a)-1),' ,SUM(score) AS \"总成绩\" FROM tb GROUP BY cname ');
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SELECT @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') FROM (SELECT DISTINCT cource FROM tb) A;
+-----------------------------------------------------------------------+
| @a2:=CONCAT(@a2,'ROUND(AVG(`',cource,'`),2),') |
+-----------------------------------------------------------------------+
| ROUND(AVG(`语文`),2), |
| ROUND(AVG(`语文`),2),ROUND(AVG(`数学`),2), |
| ROUND(AVG(`语文`),2),ROUND(AVG(`数学`),2),ROUND(AVG(`物理`),2), |
+-----------------------------------------------------------------------+
3 ROWS IN SET (0.00 sec)
mysql> SET @a2=CONCAT(@a2," ROUND(AVG(`平均成绩`),2),ROUND(AVG(`总成绩`),2) ");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @c=CONCAT("SELECT \"班级平均数\",",LEFT(@a2,LENGTH(@a)-1)," FROM(",@b2,")tb2 GROUP BY tb2.all;");
QUERY OK, 0 ROWS affected (0.00 sec)
mysql> SET @d=CONCAT(@b," UNION ALL ",@c);
QUERY OK, 0 ROWS affected (0.00 sec)
mysql>
mysql> PREPARE stmt1 FROM @d;
QUERY OK, 0 ROWS affected (0.00 sec)
Statement prepared
mysql> EXECUTE stmt1;
+---------------------------+--------+--------+--------+--------------+-----------+
| IFNULL(cname,'总成绩') | 语文 | 数学 | 物理 | 平均成绩 | 总成绩 |
+---------------------------+--------+--------+--------+--------------+-----------+
| 张三 | 74.00 | 83.00 | 93.00 | 83.33 | 250.00 |
| 李四 | 74.00 | 84.00 | 94.00 | 84.00 | 252.00 |
| 班级平均数 | 74.00 | 83.50 | 93.50 | 83.67 | 251.00 |
+---------------------------+--------+--------+--------+--------------+-----------+
3 ROWS IN SET (0.00 sec)
mysql>
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