我想将表传递给UDF或存储过程,然后让它处理数据并从我传递给它的表中返回灵敏度,特异性和95%上/下置信区间(对于每个)。
基本上,我需要从表中计算并返回六个值。
我必须多次这样做,所以自动化会很棒但我还没有创建UDF或SP。我已经阅读了它们(stackoverflow和其他地方,但我仍然坚持如何继续。
我创建了SQL部分来计算感兴趣的参数,但我真的很困惑如何将表传递给它并获得一个表。
DECLARE @R_MODS TABLE(
SUBJECTID varchar(max),
ResultCall varchar(max)
)
INSERT INTO @R_MODS VALUES ('11-0001','TP');
INSERT INTO @R_MODS VALUES ('11-0002','TP');
INSERT INTO @R_MODS VALUES ('11-0003','TP');
INSERT INTO @R_MODS VALUES ('11-0004','TP');
INSERT INTO @R_MODS VALUES ('11-0005','TP');
INSERT INTO @R_MODS VALUES ('11-0006','I');
INSERT INTO @R_MODS VALUES ('11-0007','TP');
INSERT INTO @R_MODS VALUES ('11-0008','TP');
INSERT INTO @R_MODS VALUES ('11-0009','I');
INSERT INTO @R_MODS VALUES ('11-0010','TP');
INSERT INTO @R_MODS VALUES ('11-0011','TP');
INSERT INTO @R_MODS VALUES ('11-0012','TN');
INSERT INTO @R_MODS VALUES ('11-0013','TP');
INSERT INTO @R_MODS VALUES ('11-0014','I');
INSERT INTO @R_MODS VALUES ('11-0015','TP');
INSERT INTO @R_MODS VALUES ('11-0016','TP');
INSERT INTO @R_MODS VALUES ('11-0017','TN');
INSERT INTO @R_MODS VALUES ('11-0018','TP');
INSERT INTO @R_MODS VALUES ('11-0019','FP');
INSERT INTO @R_MODS VALUES ('11-0020','FP');
DECLARE @TP float, @TN float, @FP float, @FN float, @SEN float, @SPE float, @M1 float,
@M2 float, @Sen95 float, @SpeL float , @SpeU float, @SenU float, @SenL float
SET @TP = (SELECT COUNT(SUBJECTID) FROM @R_MODS WHERE ResultCall='TP')
SET @TN = (SELECT COUNT(SUBJECTID) FROM @R_MODS WHERE ResultCall='TN')
SET @FP = (SELECT COUNT(SUBJECTID) FROM @R_MODS WHERE ResultCall='FP')
SET @FN = (SELECT COUNT(SUBJECTID) FROM @R_MODS WHERE ResultCall='FN')
SET @SEN = @TP/(@TP + @FN)
SET @M1 = @TP + @FN
SET @SPE = @TN/(@TN + @FP)
SET @M2 = @FP + @TN
SET @SenL = ( 2*@M1*@SEN + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2)
- 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) + 1)))/(2*(@M1+POWER(1.96,2)))
SET @SenU = ( 2*@M1*@SEN + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2)
+ 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) - 1)))/(2*(@M1+POWER(1.96,2)))
SET @SpeL = ( 2*@M2*@SPE + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2)
- 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) + 1)))/(2*(@M2+POWER(1.96,2)))
SET @SpeU = ( 2*@M2*@SPE + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2)
+ 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) - 1)))/(2*(@M2+POWER(1.96,2)))
SELECT @SEN, @SenL, @SenU, 1-@SPE, 1-@SPEL, 1-@SpeU
答案 0 :(得分:2)
由于您的代码只是对数据进行计算(即没有表格的副作用或更新)并且没有与表格耦合,您可以做的是创建table valued function来进行这些计算 - 该函数可以将输入表(R_MODS
)作为table type,并返回输出表(Sen
等)。
详细信息:
您需要为输入创建表格类型,例如
CREATE TYPE R_MODS_TYPE AS TABLE(
SUBJECTID varchar(max),
ResultCall varchar(max)
);
并定义函数:
CREATE FUNCTION dbo.DoCalcs(@TheRMods R_MODS_TYPE READONLY)
RETURNS @Result TABLE
(
[SEN] DECIMAL(10,4),
[SenL] DECIMAL(10,4),
[SenU] DECIMAL(10,4),
[1-SPE] DECIMAL(10,4),
[1-SPEL] DECIMAL(10,4),
[1-SpeU] DECIMAL(10,4)
)
AS
BEGIN
DECLARE @TP float, @TN float, @FP float, @FN float, @SEN float, @SPE float,
@M1 float, @M2 float, @Sen95 float, @SpeL float , @SpeU float,
@SenU float, @SenL float;
SET @TP = (SELECT COUNT(SUBJECTID) FROM @TheRMods WHERE ResultCall='TP')
SET @TN = (SELECT COUNT(SUBJECTID) FROM @TheRMods WHERE ResultCall='TN')
SET @FP = (SELECT COUNT(SUBJECTID) FROM @TheRMods WHERE ResultCall='FP')
SET @FN = (SELECT COUNT(SUBJECTID) FROM @TheRMods WHERE ResultCall='FN')
SET @SEN = @TP/(@TP + @FN)
SET @M1 = @TP + @FN
SET @SPE = @TN/(@TN + @FP)
SET @M2 = @FP + @TN
SET @SenL = ( 2*@M1*@SEN + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2)
- 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) + 1)))/(2*(@M1+POWER(1.96,2)))
SET @SenU = ( 2*@M1*@SEN + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2)
+ 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) - 1)))/(2*(@M1+POWER(1.96,2)))
SET @SpeL = ( 2*@M2*@SPE + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2)
- 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) + 1)))/(2*(@M2+POWER(1.96,2)))
SET @SpeU = ( 2*@M2*@SPE + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2)
+ 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) - 1)))/(2*(@M2+POWER(1.96,2)))
INSERT INTO @Result ([SEN], [SenL], [SenU], [1-SPE], [1-SPEL], [1-SpeU])
SELECT @SEN, @SenL, @SenU, 1-@SPE, 1-@SPEL, 1-@SpeU;
RETURN;
END
然后通过声明表类型的实例,填充它并将其传递给函数来调用表函数:
DECLARE @TestData R_MODS_TYPE;
INSERT INTO @TestData VALUES ('11-0001','TP'),
('11-0002','TP'),
('11-0003','TP'),
('11-0004','TP'),
... etc.
SELECT * FROM dbo.DoCalcs(@TestData);
结果:
SEN SenL SenU 1-SPE 1-SPEL 1-SpeU
--------- -------- ------- ------- ------- -------
1.0000 0.7166 0.9929 0.5000 0.9081 0.0919
答案 1 :(得分:1)
以下是使用Stored Procedure
您的输入参数需要用户定义的表数据类型。
CREATE TYPE R_MODS_TBL AS TABLE(
SUBJECTID VARCHAR(MAX),
ResultCall VARCHAR(MAX)
)
存储过程:
注意变量@TP
,@TN
,@FP
和@FN
的分配更改,以使用单个SELECT
语句而不是四个独立的。
CREATE PROCEDURE dbo.YourStoredProcedure(
@R_MODS R_MODS_TBL READONLY
)
AS
DECLARE
@TP FLOAT, @TN FLOAT, @FP FLOAT, @FN FLOAT,
@SEN FLOAT, @SPE FLOAT, @M1 FLOAT, @M2 FLOAT, @Sen95 FLOAT,
@SpeL FLOAT, @SpeU FLOAT, @SenU FLOAT, @SenL FLOAT
SELECT
@TP = COUNT(CASE WHEN ResultCall='TP' THEN SUBJECTID END),
@TN = COUNT(CASE WHEN ResultCall='TN' THEN SUBJECTID END),
@FP = COUNT(CASE WHEN ResultCall='FP' THEN SUBJECTID END),
@FN = COUNT(CASE WHEN ResultCall='FN' THEN SUBJECTID END)
FROM @R_MODS
SET @SEN = @TP/(@TP + @FN)
SET @M1 = @TP + @FN
SET @SPE = @TN/(@TN + @FP)
SET @M2 = @FP + @TN
SET @SenL = (2*@M1*@SEN + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2) - 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) + 1)))/(2*(@M1+POWER(1.96,2)))
SET @SenU = (2*@M1*@SEN + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2) + 2 -(1/@M1)+ 4*@SEN *(@M1*(1-@SEN) - 1)))/(2*(@M1+POWER(1.96,2)))
SET @SpeL = (2*@M2*@SPE + POWER(1.96,2) - 1 - 1.96 * SQRT(POWER(1.96,2) - 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) + 1)))/(2*(@M2+POWER(1.96,2)))
SET @SpeU = (2*@M2*@SPE + POWER(1.96,2) + 1 + 1.96 * SQRT(POWER(1.96,2) + 2 -(1/@M2)+ 4*@SPE *(@M2*(1-@SPE) - 1)))/(2*(@M2+POWER(1.96,2)))
SELECT @SEN, @SenL, @SenU, 1-@SPE, 1-@SPEL, 1-@SpeU
要执行存储过程,您需要填充生成的用户定义表数据类型的实例:
DECLARE @R_MODS R_MODS_TBL
INSERT INTO @R_MODS VALUES ('11-0001','TP');
INSERT INTO @R_MODS VALUES ('11-0002','TP');
INSERT INTO @R_MODS VALUES ('11-0003','TP');
INSERT INTO @R_MODS VALUES ('11-0004','TP');
INSERT INTO @R_MODS VALUES ('11-0005','TP');
INSERT INTO @R_MODS VALUES ('11-0006','I');
INSERT INTO @R_MODS VALUES ('11-0007','TP');
INSERT INTO @R_MODS VALUES ('11-0008','TP');
INSERT INTO @R_MODS VALUES ('11-0009','I');
INSERT INTO @R_MODS VALUES ('11-0010','TP');
INSERT INTO @R_MODS VALUES ('11-0011','TP');
INSERT INTO @R_MODS VALUES ('11-0012','TN');
INSERT INTO @R_MODS VALUES ('11-0013','TP');
INSERT INTO @R_MODS VALUES ('11-0014','I');
INSERT INTO @R_MODS VALUES ('11-0015','TP');
INSERT INTO @R_MODS VALUES ('11-0016','TP');
INSERT INTO @R_MODS VALUES ('11-0017','TN');
INSERT INTO @R_MODS VALUES ('11-0018','TP');
INSERT INTO @R_MODS VALUES ('11-0019','FP');
INSERT INTO @R_MODS VALUES ('11-0020','FP');
EXEC dbo.YourStoredProcedure @R_MODS
注意:
在存储过程中使用表值作为输入参数时,需要将参数声明为READONLY
。请阅读Mikael Eriksson的answer以获取更多信息。