动态反透视和拆分列 SQL Server 2012
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【中文标题】动态反透视和拆分列 SQL Server 2012【英文标题】:Dynamic Unpivot and split Columns SQL Server 2012 【发布时间】:2015-10-20 12:31:03 【问题描述】:我有一个具有 20 列的 MarketOutput 表
[Region] [LOB] [GWP 2013] [GWP 2014] [LR 2013] [LR 2014]
-------------------------------------------------------------
North Workers 38902.50 37,972,404 89 82
我想动态地将列更改为行。 Region和LOB是固定列,[GWP 2013]、[GWP 2014]、[LR 2013]、[LR 2014]是动态列。
明年他们将是[GWP 2015]
,[LR 2015]
我想取消透视该列并将 [GWP 2014] 拆分为两列 [GWP], [2014]。
输出应该是这样的
Region [LOB] [Metrics] [Year] [Value]
--------------------------------------------------
North Workers GWP 2013 38902.50
North Workers GWP 2014 37,972,404
North Workers LR 2013 89
North Workers LR 2014 82
您能否建议如何做到这一点?
我是 SQL Server 中枢轴的新手
我还想每次使用动态列表将输出插入到一个新表中
【问题讨论】:
unpivot with dynamic columns plus column names的可能重复 你真的应该考虑修复你的数据库。至少年份应该是行中的一个值,也可能是 LR / GWP。 【参考方案1】:您只需要在执行UNPIVOT
之后拆分列,如下所示:
WITH Unpivoted
AS
(
SELECT region, lob, columns, value
FROM Regions
UNPIVOT
(
columns
FOR value IN([GWP 2013] , [GWP 2014] ,
[LR 2013] , [LR 2014] ,
[GWP 2015], [LR 2015])
) AS u
)
SELECT
region,
lob,
columns,
CAST(CASE WHEN value LIKE 'GWP%' THEN REPLACE(value,'GWP ', '')
WHEN value LIKE 'LR%' THEN REPLACE(value,'LR ', '')
END AS INT) AS Year,
CASE WHEN value LIKE 'GWP%' THEN 'GWP'
WHEN value LIKE 'LR%' THEN 'LR'
END AS Metrics
FROM Unpivoted;
当然你应该动态地做它以避免手动列出列并动态地做它:
DECLARE @cols AS NVARCHAR(MAX);
DECLARE @query AS NVARCHAR(MAX);
select @cols = STUFF((SELECT distinct ',' +
QUOTENAME(column_name)
FROM information_schema.columns
WHERE table_name = 'Regions'
AND COLUMN_NAME <> 'Region'
AND COLUMN_NAME <> 'LOB'
FOR XML PATH(''), TYPE
).value('.', 'NVARCHAR(MAX)')
, 1, 1, '');
SELECT @query = 'WITH Unpivoted
AS
(
SELECT region, lob, columns, value
FROM Regions
UNPIVOT
(
columns
FOR value IN('+ @cols + ')
) AS u
)
SELECT
region,
lob,
columns,
CAST(CASE WHEN value LIKE ''GWP%'' THEN REPLACE(value,''GWP '', '''')
WHEN value LIKE ''LR%'' THEN REPLACE(value,''LR '', '''')
END AS INT) AS Year,
CASE WHEN value LIKE ''GWP%'' THEN ''GWP''
WHEN value LIKE ''LR%'' THEN ''LR''
END AS Metrics
FROM Unpivoted';
EXECUTE(@query);
这应该可以正常工作,假设:
[GWP 2013] , [GWP 2014] , [LR 2013] , [LR 2014] , [GWP 2015], [LR 2015], ... etc
的所有列都采用相同的格式(GWP 或 LR,然后是空格,然后是年份,以及
所有的列都是相同的数据类型int
或十进制,如果数据类型不一样你应该在执行unpivot
之前将它们全部转换为一种数据类型,否则你会得到一个错误。
SQL Fiddle Demo
这会给你:
| region | lob | columns | Year | Metrics |
|--------|---------|----------|------|---------|
| North | Workers | 38902.5 | 2013 | GWP |
| North | Workers | 37972404 | 2014 | GWP |
| North | Workers | 70 | 2015 | GWP |
| North | Workers | 89 | 2013 | LR |
| North | Workers | 82 | 2014 | LR |
| North | Workers | 80 | 2015 | LR |
更新:
我使用FOR XML PATH('') ..
将所有值列表连接到一个字符串中,这是 SQL Server 中的一种解决方法。 @cols
的值将是字符串:[GWP 2013], [GWP 2014], ...
。
如果您的字段数据类型不同,您必须在执行UNPVOT
之前对所有将在锚查询中取消透视的列进行强制转换,如下所示:
SELECT @query = 'WITH Unpivoted
AS
(
SELECT region, lob, columns, value
FROM
(
SELECT
region,
lob,
CAST([GWP 2013] AS DECIMAL(10,2)) AS [GWP 2013],
CAST([GWP 2014] AS DECIMAL(10,2)) AS [GWP 2014],
... etc
FROM Regions
) AS t
UNPIVOT
(
columns
FOR value IN('+ @cols + ')
) AS u
)
SELECT
region,
lob,
columns,
CAST(CASE WHEN value LIKE ''GWP%'' THEN REPLACE(value,''GWP '', '''')
WHEN value LIKE ''LR%'' THEN REPLACE(value,''LR '', '''')
END AS INT) AS Year,
CASE WHEN value LIKE ''GWP%'' THEN ''GWP''
WHEN value LIKE ''LR%'' THEN ''LR''
END AS Metrics
FROM Unpivoted';
如果您发现手动为所有列编写强制转换很困难,您可以动态生成并附加它,例如:
DECLARE @colsCasted AS NVARCHAR(MAX);
select @colsCasted = STUFF((SELECT distinct ',' +
'CAST(' + QUOTENAME(column_name) + 'AS DECIMAL(10,2)) AS ' + QUOTENAME(column_name)
FROM information_schema.columns
WHERE table_name = 'Regions'
AND COLUMN_NAME <> 'Region'
AND COLUMN_NAME <> 'LOB'
FOR XML PATH(''), TYPE
).value('.', 'NVARCHAR(MAX)')
, 1, 1, '');
然后在动态查询中将该值附加到它:
SELECT @query = 'WITH Unpivoted
AS
(
SELECT region, lob, columns, value
FROM
(
SELECT region, lob,
' + @colsCasted + '
FROM Regions
) AS t
UNPIVOT
(
columns
FOR value IN('+ @cols + ')
) AS u
)
SELECT
region,
lob,
columns,
CAST(CASE WHEN value LIKE ''GWP%'' THEN REPLACE(value,''GWP '', '''')
WHEN value LIKE ''LR%'' THEN REPLACE(value,''LR '', '''')
END AS INT) AS Year,
CASE WHEN value LIKE ''GWP%'' THEN ''GWP''
WHEN value LIKE ''LR%'' THEN ''LR''
END AS Metrics
FROM Unpivoted';
EXECUTE(@query);
【讨论】:
这很有魅力。你能解释一下 xml_path 是如何工作的吗? 您还提到我需要转换,因为我的所有字段都不是 int 或 decimal,有些是 nvarchar。这种转换需要在单独的动态查询中完成吗?还是会成为@Query 的一部分? 这是什么意思 FOR XML PATH(''), TYPE ).value('.', 'NVARCHAR(MAX)') , 1, 1, ''); @Mohit - 我更新了我的答案以澄清所有这些疑问,请在答案中查看我的更新。 感谢 Mahmoud 的澄清。非常感谢您的努力以上是关于动态反透视和拆分列 SQL Server 2012的主要内容,如果未能解决你的问题,请参考以下文章