如何在SQL中动态生成带有计数的列进行数据挖掘？

使用SQL动态生成列

本文探讨数据挖掘领域一个常见问题：基于动态数据动态创建列。当需要以用户友好的格式呈现数据时，尤其是在每个动态生成的列中都需要值的计数时，就会出现这种挑战。

问题陈述

我们有三个表：Customers、CustomerRewards和Rewards。目标是生成一个新表，该表显示每个客户的姓名以及他们在每种奖励类型（例如，青铜、白银、黄金等）中拥有的奖励数量。但是，奖励类型是动态的，这意味着随着时间的推移，可以添加或删除新的类型。

解决方案：使用PIVOT函数

静态PIVOT：

如果事先知道奖励类型的数量，我们可以使用硬编码的PIVOT函数。例如：

<code class="language-sql">select name, [Bronze], [Silver], [Gold], [Platinum], [AnotherOne]
from
(
  select c.name,
    cr.description,
    r.typeid
  from customers c
  left join rewards r
    on c.id = r.customerid
  left join customerrewards cr
    on r.typeid = cr.typeid
) x
pivot
(
  count(typeid)
  for description in ([Bronze], [Silver], [Gold], [Platinum], [AnotherOne])
) p;</code>

动态PIVOT：

如果奖励类型的数量可能会有所不同，我们可以使用动态SQL来执行PIVOT：

<code class="language-sql">DECLARE @cols AS NVARCHAR(MAX),
    @query  AS NVARCHAR(MAX)

select @cols = STUFF((SELECT ',' + QUOTENAME(description)
                    from customerrewards
                    group by description, typeid
                    order by typeid
            FOR XML PATH(''), TYPE
            ).value('.', 'NVARCHAR(MAX)')
        ,1,1,'')

set @query = 'SELECT name,' + @cols + ' from
             (
                select c.name,
                  cr.description,
                  r.typeid
                from customers c
                left join rewards r
                  on c.id = r.customerid
                left join customerrewards cr
                  on r.typeid = cr.typeid
            ) x
            pivot
            (
                count(typeid)
                for description in (' + @cols + ')
            ) p '

execute(@query)</code>

包含总计列

要包含总计列，我们可以使用ROLLUP：

静态ROLLUP：

<code class="language-sql">select name, sum([Bronze]) Bronze, sum([Silver]) Silver,
  sum([Gold]) Gold, sum([Platinum]) Platinum, sum([AnotherOne]) AnotherOne
from
(
  select name, [Bronze], [Silver], [Gold], [Platinum], [AnotherOne]
  from
  (
    select c.name,
      cr.description,
      r.typeid
    from customers c
    left join rewards r
      on c.id = r.customerid
    left join customerrewards cr
      on r.typeid = cr.typeid
  ) x
  pivot
  (
    count(typeid)
    for description in ([Bronze], [Silver], [Gold], [Platinum], [AnotherOne])
  ) p
) x
group by name with rollup</code>

动态ROLLUP：

<code class="language-sql">DECLARE @cols AS NVARCHAR(MAX),
    @colsRollup AS NVARCHAR(MAX),
    @query  AS NVARCHAR(MAX)

select @cols = STUFF((SELECT ',' + QUOTENAME(description)
                    from customerrewards
                    group by description, typeid
                    order by typeid
            FOR XML PATH(''), TYPE
            ).value('.', 'NVARCHAR(MAX)')
        ,1,1,'')

select @colsRollup
      = STUFF((SELECT ', Sum(' + QUOTENAME(description) + ') as ' + QUOTENAME(description)
                    from customerrewards
                    group by description, typeid
                    order by typeid
            FOR XML PATH(''), TYPE
            ).value('.', 'NVARCHAR(MAX)')
        ,1,1,'')


set @query
          = 'SELECT name, ' + @colsRollup + '
             FROM
             (
                SELECT name,' + @cols + ' from
                 (
                    select c.name,
                      cr.description,
                      r.typeid
                    from customers c
                    left join rewards r
                      on c.id = r.customerid
                    left join customerrewards cr
                      on r.typeid = cr.typeid
                ) x
                pivot
                (
                    count(typeid)
                    for description in (' + @cols + ')
                ) p
              ) x1
              GROUP BY name with ROLLUP'

execute(@query)</code>

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