假设我有两个单词:
Alexander和Alecsander或Alexander和Alegzander
Alexander和Aleaxnder,或任何其他组合。一般来说,我们在谈论输入单词或一组单词时的人为错误。
我想要达到的是获得2个字符串的字符匹配百分比。
这是我到目前为止所做的:
DECLARE @table1 TABLE
(
nr INT
, ch CHAR
)
DECLARE @table2 TABLE
(
nr INT
, ch CHAR
)
INSERT INTO @table1
SELECT nr,ch FROM [dbo].[SplitStringIntoCharacters] ('WORD w') --> return a table of characters(spaces included)
INSERT INTO @table2
SELECT nr,ch FROM [dbo].[SplitStringIntoCharacters] ('WORD 5')
DECLARE @resultsTable TABLE
(
ch1 CHAR
, ch2 CHAR
)
INSERT INTO @resultsTable
SELECT DISTINCt t1.ch ch1, t2.ch ch2 FROM @table1 t1
FULL JOIN @table2 t2 ON t1.ch = t2.ch --> returns both matches and missmatches
SELECT * FROM @resultsTable
DECLARE @nrOfMathches INT, @nrOfMismatches INT, @nrOfRowsInResultsTable INT
SELECT @nrOfMathches = COUNT(1) FROM @resultsTable WHERE ch1 IS NOT NULL AND ch2 IS NOT NULL
SELECT @nrOfMismatches = COUNT(1) FROM @resultsTable WHERE ch1 IS NULL OR ch2 IS NULL
SELECT @nrOfRowsInResultsTable = COUNT(1) FROM @resultsTable
SELECT @nrOfMathches * 100 / @nrOfRowsInResultsTable
SELECT * FROM @resultsTable
将返回以下内容:
ch1 ch2
NULL 5
[blank] [blank]
D D
O O
R R
W W
答案 0 :(得分:26)
好的,到目前为止,这是我的解决方案:
SELECT [dbo].[GetPercentageOfTwoStringMatching]('valentin123456' ,'valnetin123456')
返回86%
CREATE FUNCTION [dbo].[GetPercentageOfTwoStringMatching]
(
@string1 NVARCHAR(100)
,@string2 NVARCHAR(100)
)
RETURNS INT
AS
BEGIN
DECLARE @levenShteinNumber INT
DECLARE @string1Length INT = LEN(@string1)
, @string2Length INT = LEN(@string2)
DECLARE @maxLengthNumber INT = CASE WHEN @string1Length > @string2Length THEN @string1Length ELSE @string2Length END
SELECT @levenShteinNumber = [dbo].[LEVENSHTEIN] ( @string1 ,@string2)
DECLARE @percentageOfBadCharacters INT = @levenShteinNumber * 100 / @maxLengthNumber
DECLARE @percentageOfGoodCharacters INT = 100 - @percentageOfBadCharacters
-- Return the result of the function
RETURN @percentageOfGoodCharacters
END
-- =============================================
-- Create date: 2011.12.14
-- Description: http://blog.sendreallybigfiles.com/2009/06/improved-t-sql-levenshtein-distance.html
-- =============================================
CREATE FUNCTION [dbo].[LEVENSHTEIN](@left VARCHAR(100),
@right VARCHAR(100))
returns INT
AS
BEGIN
DECLARE @difference INT,
@lenRight INT,
@lenLeft INT,
@leftIndex INT,
@rightIndex INT,
@left_char CHAR(1),
@right_char CHAR(1),
@compareLength INT
SET @lenLeft = LEN(@left)
SET @lenRight = LEN(@right)
SET @difference = 0
IF @lenLeft = 0
BEGIN
SET @difference = @lenRight
GOTO done
END
IF @lenRight = 0
BEGIN
SET @difference = @lenLeft
GOTO done
END
GOTO comparison
COMPARISON:
IF ( @lenLeft >= @lenRight )
SET @compareLength = @lenLeft
ELSE
SET @compareLength = @lenRight
SET @rightIndex = 1
SET @leftIndex = 1
WHILE @leftIndex <= @compareLength
BEGIN
SET @left_char = substring(@left, @leftIndex, 1)
SET @right_char = substring(@right, @rightIndex, 1)
IF @left_char <> @right_char
BEGIN -- Would an insertion make them re-align?
IF( @left_char = substring(@right, @rightIndex + 1, 1) )
SET @rightIndex = @rightIndex + 1
-- Would an deletion make them re-align?
ELSE IF( substring(@left, @leftIndex + 1, 1) = @right_char )
SET @leftIndex = @leftIndex + 1
SET @difference = @difference + 1
END
SET @leftIndex = @leftIndex + 1
SET @rightIndex = @rightIndex + 1
END
GOTO done
DONE:
RETURN @difference
END
答案 1 :(得分:8)
最终,您似乎希望解决两个字符串彼此“模糊”匹配的可能性。
SQL提供了高效,优化的内置函数,可以为您完成,并且可能具有比您编写的更好的性能。您要查找的两个功能是SOUNDEX和DIFFERENCE。
虽然他们都没有解决完全您所要求的内容 - 即他们没有返回百分比匹配 - 我相信他们会解决您最终想要实现的目标。
SOUNDEX
返回一个4个字符的代码,该代码是该单词的第一个字母加上一个代表该单词的声音模式的3位数代码。请考虑以下事项:
SELECT SOUNDEX('Alexander')
SELECT SOUNDEX('Alegzander')
SELECT SOUNDEX('Owleksanndurr')
SELECT SOUNDEX('Ulikkksonnnderrr')
SELECT SOUNDEX('Jones')
/* Results:
A425
A425
O425
U425
J520
*/
你会注意到,对于所有大致相同的数字,三位数字425是相同的。所以你可以很容易地匹配它们并说“你打字'Owleksanndurr',你或许是指'亚历山大'吗?”
此外,还有DIFFERENCE
函数,用于比较两个字符串之间的SOUNDEX
差异并为其提供分数。
SELECT DIFFERENCE( 'Alexander','Alexsander')
SELECT DIFFERENCE( 'Alexander','Owleksanndurr')
SELECT DIFFERENCE( 'Alexander', 'Jones')
SELECT DIFFERENCE( 'Alexander','ekdfgaskfalsdfkljasdfl;jl;asdj;a')
/* Results:
4
3
1
1
*/
如您所见,分数越低(0到4之间),字符串越匹配。
SOUNDEX
优于DIFFERENCE
的优势在于,如果您确实需要进行频繁的模糊匹配,则可以将SOUNDEX
数据存储并索引到单独的(可索引)列中,而DIFFERENCE
只能在比较时计算SOUNDEX
。