给定如下模拟数据集,这也是SQL领域经典的学生成绩表问题。两张期望的数据表分别如下:
1)长表:
scoreLong
2)宽表:
scoreWide
考察的问题就是通过SQL语句实现在这两种形态间转换,其中长表转为宽表即行转列,宽表转为长表即列转行。
在行转列中,经典的解决方案是条件聚合,即sum+if组合。其基本的思路是这样的:
按照这一思路,一句SQL实现行转列的写法如下:
SELECT uid,
sum(if(course='语文', score, NULL)) as `语文`,
sum(if(course='数学', score, NULL)) as `数学`,
sum(if(course='英语', score, NULL)) as `英语`,
sum(if(course='物理', score, NULL)) as `物理`,
sum(if(course='化学', score, NULL)) as `化学`
FROM scoreLong
GROUP BY uid
查询结果当然是预期的行转列后的结果:
其中,if(course='语文', score, NULL)语句实现了当且仅当课程为语文时取值为课程成绩,否则取值为空,这相当于衍生了一个新的列字段,且对于每个uid而言,其所有成绩就只有特定课程的结果非空,其余均为空。这样,无论使用任何聚合函数,都可以得到该uid下指定课程的成绩结果。这里是用了sum函数,其实用min、max效果也是一样的,因为待聚合的数值中就只有那一个值非空。
列转行是上述过程的逆过程,所以其思路也比较直观:
按照这一思路,给出SQL实现如下:
SELECT uid, '语文' as course, `语文` as score
FROM scoreWide
WHERE `语文` IS NOT NULL
UNION
SELECT uid, '数学' as course, `数学` as score
FROM scoreWide
WHERE `数学` IS NOT NULL
UNION
SELECT uid, '英语' as course, `英语` as score
FROM scoreWide
WHERE `英语` IS NOT NULL
UNION
SELECT uid, '物理' as course, `物理` as score
FROM scoreWide
WHERE `物理` IS NOT NULL
UNION
SELECT uid, '化学' as course, `化学` as score
FROM scoreWide
WHERE `化学` IS NOT NULL
查询结果当然是预期的长表。这里重点解释其中的三个细节:
在每个单门课的衍生表中,例如这句:SELECT uid, '语文' as course, `语文` as score,用单引号包裹起来的课程名称是字符串常量,比如语文课的衍生表中的课程名都叫语文,然后将该列命名为course;第二个用反引号包裹起来的课程名实际上是从宽表中引用这一列的取值,然后将其命名为score。