Fuzzy Matching - new version plus explanation

A

al_b_cnu

Well-known Member
Joined
Jul 18, 2003
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It has been a while since I originally posted my Fuzzy matching UDF’s on the board, and several variants have appeared subsequently.

I thought it time to ‘put the record straight’ & post a definitive version which contains slightly more efficient code, and better matching algorithms, so here it is.

Firstly, I must state that the Fuzzy matching algorithms are very CPU hungry, and should be used sparingly. If for instance you require to lookup a match for a string which starts with, contains or ends with a specified value, this can be performed far more efficiently using the MATCH function:
Fuzzy Examples.xls
ABCDE
1Starts WithEndsContains
2BilljelenBill
3Mr Bill Jelen433
4Bill Jelen
5Joe Bloggs
6Fred Smith
MATCH Example


... Continued ...
 
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Hi again, Al

Tried this in Word VBA & Excel VBA with the same result, using the latest version in your sig:

FuzzyPercent("sincirely", "sincerely", 1) returns 0.5555556
FuzzyPercent("sincerely", "sincirely", 1) returns 0.8888889

Shouldn't they both be 0.8888889?
 
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Excel Facts

When did Power Query debut in Excel?
Although it was an add-in in Excel 2010 & Excel 2013, Power Query became a part of Excel in 2016, in Data, Get & Transform Data.
Hi JRV,

Ahh, you've found the weakness of algorithm 1.

The code, because it doesnt find the 'i', looks ahead, and finds the next 'e', thus completely missing the 'r'.

You get more consistent results with algorithm 2:
<b>Excel 2003</b><table cellpadding="2.5px" rules="all" style=";background-color: #FFFFFF;border: 1px solid;border-collapse: collapse; border-color: #A6AAB6"><colgroup><col width="25px" style="background-color: #E0E0F0" /><col /><col /><col /></colgroup><thead><tr style=" background-color: #E0E0F0;text-align: center;color: #161120"><th></th><th>A</th><th>B</th><th>C</th></tr></thead><tbody><tr ><td style="color: #161120;text-align: center;">1</td><td style="text-align: right;;"></td><td style="text-align: center;;">Algorithm</td><td style="text-align: center;;"></td></tr><tr ><td style="color: #161120;text-align: center;">2</td><td style="text-align: right;;"></td><td style="text-align: center;;">1</td><td style="text-align: center;;">2</td></tr><tr ><td style="color: #161120;text-align: center;">3</td><td style=";">sincirely</td><td style="text-align: right;;">0.555556</td><td style="text-align: right;;">0.608696</td></tr><tr ><td style="color: #161120;text-align: center;">4</td><td style=";">sincerely</td><td style="text-align: right;;">0.888889</td><td style="text-align: right;;">0.608696</td></tr></tbody></table><p style="width:3.6em;font-weight:bold;margin:0;padding:0.2em 0.6em 0.2em 0.5em;border: 1px solid #A6AAB6;border-top:none;text-align: center;background-color: #E0E0F0;color: #161120">Sheet1</p><br /><br /><table width="85%" cellpadding="2.5px" rules="all" style=";border: 2px solid black;border-collapse:collapse;padding: 0.4em;background-color: #FFFFFF" ><tr><td style="padding:6px" ><b>Worksheet Formulas</b><table cellpadding="2.5px" width="100%" rules="all" style="border: 1px solid;text-align:center;background-color: #FFFFFF;border-collapse: collapse; border-color: #A6AAB6"><thead><tr style=" background-color: #E0E0F0;color: #161120"><th width="10px">Cell</th><th style="text-align:left;padding-left:5px;">Formula</th></tr></thead><tbody><tr><th width="10px" style=" background-color: #E0E0F0;color: #161120">B3</th><td style="text-align:left">=FuzzyPercent(<font color="Blue">$A$3,$A$4,B$2</font>)</td></tr><tr><th width="10px" style=" background-color: #E0E0F0;color: #161120">C3</th><td style="text-align:left">=FuzzyPercent(<font color="Blue">$A$3,$A$4,C$2</font>)</td></tr><tr><th width="10px" style=" background-color: #E0E0F0;color: #161120">B4</th><td style="text-align:left">=FuzzyPercent(<font color="Blue">$A$4,$A$3,B$2</font>)</td></tr><tr><th width="10px" style=" background-color: #E0E0F0;color: #161120">C4</th><td style="text-align:left">=FuzzyPercent(<font color="Blue">$A$4,$A$3,C$2</font>)</td></tr></tbody></table></td></tr></table><br />
 
Upvote 0
OK, thanks! Clearly I need to throw some data at the different algorithms and see what comes out the other side. The comments said to use algorithm 1 for detecting spelling changes, but that's a YMMV recommendation, I guess!

Welcome to the world of fuzz, where it's sometimes OK for 2 + 2 to equal 5, right?
 
Upvote 0
Hi, I think this fuzzyvlookup function would also benefit me but I'm also having troubles with being able to run the code. I'm also using Microsoft Excel 2007 and have tried:

"Alt + F11
Toolbar: Insert - Module
Paste code in the Editor window for that module!"

But how is the code saved as a macro? When I enter this code and want to run, nothing shows up in the macro list to run.

I would appreciate the help!

Cheers
 
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Hi,

FuzzyVLookup is a (User Defined) function (which is why we call them UDF's).
So to use it you just treat it as any other function, e.g. 'VLookup' but with marginally different parameters.
 
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Hi,

Does this code work in XL 2007? I have followed the instructions and the functions do not appear in the cells, when I type it in.

Please advise.

Thank you
 
Upvote 0
Hi,

This should work in 2007,

click the [fx] button to the left of the formula bar, and select Category 'User Defined'. If FuzzyVLookup isnt there, you've either not copied the code into a module, or not enabled macros (via the 'Options' when first loading.
 
Upvote 0
al_b_cnu said:
That said, there are times when you have to send for the ‘big boys’.
Code: 
Option Explicit
Type RankInfo
    Offset As Integer
    Percentage As Single
End Type
 
Function FuzzyPercent(ByVal String1 As String, _
                      ByVal String2 As String, _
                      Optional Algorithm As Integer = 3, _
                      Optional Normalised As Boolean = False) As Single
'*************************************
'** Return a % match on two strings **
'*************************************
Dim intLen1 As Integer, intLen2 As Integer
Dim intCurLen As Integer
Dim intTo As Integer
Dim intPos As Integer
Dim intPtr As Integer
Dim intScore As Integer
Dim intTotScore As Integer
Dim intStartPos As Integer
Dim strWork As String
 
'-------------------------------------------------------
'-- If strings havent been normalised, normalise them --
'-------------------------------------------------------
If Normalised = False Then
    String1 = LCase$(Application.Trim(String1))
    String2 = LCase$(Application.Trim(String2))
End If
 
'----------------------------------------------
'-- Give 100% match if strings exactly equal --
'----------------------------------------------
If String1 = String2 Then
    FuzzyPercent = 1
    Exit Function
End If
 
intLen1 = Len(String1)
intLen2 = Len(String2)
 
'----------------------------------------
'-- Give 0% match if string length < 2 --
'----------------------------------------
If intLen1 < 2 Then
    FuzzyPercent = 0
    Exit Function
End If
 
intTotScore = 0                   'initialise total possible score
intScore = 0                      'initialise current score
 
'--------------------------------------------------------
'-- If Algorithm = 1 or 3, Search for single characters --
'--------------------------------------------------------
If (Algorithm And 1) <> 0 Then
    FuzzyAlg1 String1, String2, intScore, intTotScore
    If intLen1 < intLen2 Then FuzzyAlg1 String2, String1, intScore, intTotScore
End If
 
'-----------------------------------------------------------
'-- If Algorithm = 2 or 3, Search for pairs, triplets etc. --
'-----------------------------------------------------------
If (Algorithm And 2) <> 0 Then
    FuzzyAlg2 String1, String2, intScore, intTotScore
    If intLen1 < intLen2 Then FuzzyAlg2 String2, String1, intScore, intTotScore
End If
 
FuzzyPercent = intScore / intTotScore
 
End Function
Private Sub FuzzyAlg1(ByVal String1 As String, _
                      ByVal String2 As String, _
                      ByRef Score As Integer, _
                      ByRef TotScore As Integer)
Dim intLen1 As Integer, intPos As Integer, intPtr As Integer, intStartPos As Integer
 
intLen1 = Len(String1)
TotScore = TotScore + intLen1              'update total possible score
intPos = 0
For intPtr = 1 To intLen1
    intStartPos = intPos + 1
    intPos = InStr(intStartPos, String2, Mid$(String1, intPtr, 1))
    If intPos > 0 Then
        If intPos > intStartPos + 3 Then     'No match if char is > 3 bytes away
            intPos = intStartPos
        Else
            Score = Score + 1          'Update current score
        End If
    Else
        intPos = intStartPos
    End If
Next intPtr
End Sub
Private Sub FuzzyAlg2(ByVal String1 As String, _
                        ByVal String2 As String, _
                        ByRef Score As Integer, _
                        ByRef TotScore As Integer)
Dim intCurLen As Integer, intLen1 As Integer, intTo As Integer, intPtr As Integer, intPos As Integer
Dim strWork As String
 
intLen1 = Len(String1)
For intCurLen = 2 To intLen1
    strWork = String2                          'Get a copy of String2
    intTo = intLen1 - intCurLen + 1
    TotScore = TotScore + Int(intLen1 / intCurLen)  'Update total possible score
    For intPtr = 1 To intTo Step intCurLen
        intPos = InStr(strWork, Mid$(String1, intPtr, intCurLen))
        If intPos > 0 Then
            Mid$(strWork, intPos, intCurLen) = String$(intCurLen, &H0) 'corrupt found string
            Score = Score + 1     'Update current score
        End If
    Next intPtr
Next intCurLen
 
End Sub
 
Function FuzzyVLookup(ByVal LookupValue As String, _
                      ByVal TableArray As Range, _
                      ByVal IndexNum As Integer, _
                      Optional NFPercent As Single = 0.05, _
                      Optional Rank As Integer = 1, _
                      Optional Algorithm As Integer = 3, _
                      Optional AdditionalCols As Integer = 0) As Variant
'********************************************************************************
'** Function to Fuzzy match LookupValue with entries in                        **
'** column 1 of table specified by TableArray.                                 **
'** TableArray must specify the top left cell of the range to be searched      **
'** The function stops scanning the table when an empty cell in column 1       **
'** is found.                                                                  **
'** For each entry in column 1 of the table, FuzzyPercent is called to match   **
'** LookupValue with the Table entry.                                          **
'** 'Rank' is an optional parameter which may take any value > 0               **
'**        (default 1) and causes the function to return the 'nth' best        **
'**         match (where 'n' is defined by 'Rank' parameter)                   **
'** If the 'Rank' match percentage < NFPercent (Default 5%), #N/A is returned. **
'** IndexNum is the column number of the entry in TableArray required to be    **
'** returned, as follows:                                                      **
'** If IndexNum > 0 and the 'Rank' percentage match is >= NFPercent            **
'**                 (Default 5%) the column entry indicated by IndexNum is     **
'**                 returned.                                                  **
'** if IndexNum = 0 and the 'Rank' percentage match is >= NFPercent            **
'**                 (Default 5%) the offset row (starting at 1) is returned.   **
'**                 This value can be used directly in the 'Index' function.   **
'**                                                                            **
'** Algorithm can take one of the following values:                            **
'** Algorithm = 1:                                                             **
'**     This algorithm is best suited for matching mis-spellings.              **
'**     For each character in 'String1', a search is performed on 'String2'.   **
'**     The search is deemed successful if a character is found in 'String2'   **
'**     within 3 characters of the current position.                           **
'**     A score is kept of matching characters which is returned as a          **
'**     percentage of the total possible score.                                **
'** Algorithm = 2:                                                             **
'**     This algorithm is best suited for matching sentences, or               **
'**     'firstname lastname' compared with 'lastname firstname' combinations   **
'**     A count of matching pairs, triplets, quadruplets etc. in 'String1' and **
'**     'String2' is returned as a percentage of the total possible.           **
'** Algorithm = 3: Both Algorithms 1 and 2 are performed.                      **
'********************************************************************************
Dim R As Range
 
Dim strListString As String
Dim strWork As String
 
Dim sngMinPercent As Single
Dim sngWork As Single
Dim sngCurPercent  As Single
Dim intBestMatchPtr As Integer
Dim intRankPtr As Integer
Dim intRankPtr1 As Integer
Dim I As Integer
 
Dim lEndRow As Long
 
Dim udRankData() As RankInfo
 
Dim vCurValue As Variant
 
'--------------------------------------------------------------
'--    Validation                                            --
'--------------------------------------------------------------
 
LookupValue = LCase$(Application.Trim(LookupValue))
 
If IsMissing(NFPercent) Then
    sngMinPercent = 0.05
Else
    If (NFPercent <= 0) Or (NFPercent > 1) Then
        FuzzyVLookup = "*** 'NFPercent' must be a percentage > zero ***"
        Exit Function
    End If
    sngMinPercent = NFPercent
End If
 
If Rank < 1 Then
    FuzzyVLookup = "*** 'Rank' must be an integer > 0 ***"
    Exit Function
End If
 
ReDim udRankData(1 To Rank)
 
lEndRow = TableArray.Rows.Count
If VarType(TableArray.Cells(lEndRow, 1).Value) = vbEmpty Then
    lEndRow = TableArray.Cells(lEndRow, 1).End(xlUp).Row
End If
 
'---------------
'-- Main loop --
'---------------
For Each R In Range(TableArray.Cells(1, 1), TableArray.Cells(lEndRow, 1))
    vCurValue = ""
    For I = 0 To AdditionalCols
        vCurValue = vCurValue & R.Offset(0, I).Text
    Next I
    If VarType(vCurValue) = vbString Then
        strListString = LCase$(Application.Trim(vCurValue))
 
        '------------------------------------------------
        '-- Fuzzy match strings & get percentage match --
        '------------------------------------------------
        sngCurPercent = FuzzyPercent(String1:=LookupValue, _
                                     String2:=strListString, _
                                     Algorithm:=Algorithm, _
                                     Normalised:=True)
 
        If sngCurPercent >= sngMinPercent Then
            '---------------------------
            '-- Store in ranked array --
            '---------------------------
            For intRankPtr = 1 To Rank
                If sngCurPercent > udRankData(intRankPtr).Percentage Then
                    For intRankPtr1 = Rank To intRankPtr + 1 Step -1
                        With udRankData(intRankPtr1)
                            .Offset = udRankData(intRankPtr1 - 1).Offset
                            .Percentage = udRankData(intRankPtr1 - 1).Percentage
                        End With
                    Next intRankPtr1
                    With udRankData(intRankPtr)
                        .Offset = R.Row
                        .Percentage = sngCurPercent
                    End With
                    Exit For
                End If
            Next intRankPtr
        End If
 
    End If
Next R
 
If udRankData(Rank).Percentage < sngMinPercent Then
    '--------------------------------------
    '-- Return '#N/A' if below NFPercent --
    '--------------------------------------
    FuzzyVLookup = CVErr(xlErrNA)
Else
    intBestMatchPtr = udRankData(Rank).Offset - TableArray.Cells(1, 1).Row + 1
    If IndexNum > 0 Then
        '-----------------------------------
        '-- Return column entry specified --
        '-----------------------------------
        FuzzyVLookup = TableArray.Cells(intBestMatchPtr, IndexNum)
    Else
        '-----------------------
        '-- Return offset row --
        '-----------------------
        FuzzyVLookup = intBestMatchPtr
    End If
End If
End Function
Function FuzzyHLookup(ByVal LookupValue As String, _
                      ByVal TableArray As Range, _
                      ByVal IndexNum As Integer, _
                      Optional NFPercent As Single = 0.05, _
                      Optional Rank As Integer = 1, _
                      Optional Algorithm As Integer = 3) As Variant
'********************************************************************************
'** Function to Fuzzy match LookupValue with entries in                        **
'** row 1 of table specified by TableArray.                                    **
'** TableArray must specify the top left cell of the range to be searched      **
'** The function stops scanning the table when an empty cell in row 1          **
'** is found.                                                                  **
'** For each entry in row 1 of the table, FuzzyPercent is called to match      **
'** LookupValue with the Table entry.                                          **
'** 'Rank' is an optional parameter which may take any value > 0               **
'**        (default 1) and causes the function to return the 'nth' best        **
'**         match (where 'n' is defined by 'Rank' parameter)                   **
'** If the 'Rank' match percentage < NFPercent (Default 5%), #N/A is returned. **
'** IndexNum is the row number of the entry in TableArray required to be       **
'** returned, as follows:                                                      **
'** If IndexNum > 0 and the 'Rank' percentage match is >= NFPercent            **
'**                 (Default 5%) the row entry indicated by IndexNum is        **
'**                 returned.                                                  **
'** if IndexNum = 0 and the 'Rank' percentage match is >= NFPercent            **
'**                 (Default 5%) the offset col (starting at 0) is returned.   **
'**                 This value can be used directly in the 'OffSet' function.  **
'**                                                                            **
'** Algorithm can take one of the following values:                            **
'** Algorithm = 1:                                                             **
'**     For each character in 'String1', a search is performed on 'String2'.   **
'**     The search is deemed successful if a character is found in 'String2'   **
'**     within 3 characters of the current position.                           **
'**     A score is kept of matching characters which is returned as a          **
'**     percentage of the total possible score.                                **
'** Algorithm = 2:                                                             **
'**     A count of matching pairs, triplets, quadruplets etc. in 'String1' and **
'**     'String2' is returned as a percentage of the total possible.           **
'** Algorithm = 3: Both Algorithms 1 and 2 are performed.                      **
'********************************************************************************
Dim R As Range
 
Dim strListString As String
Dim strWork As String
 
Dim sngMinPercent As Single
Dim sngWork As Single
Dim sngCurPercent  As Single
 
Dim intBestMatchPtr As Integer
Dim intPtr As Integer
Dim intRankPtr As Integer
Dim intRankPtr1 As Integer
 
Dim iEndCol As Integer
 
Dim udRankData() As RankInfo
 
Dim vCurValue As Variant
'--------------------------------------------------------------
'--    Validation                                            --
'--------------------------------------------------------------
LookupValue = LCase$(Application.Trim(LookupValue))
 
If IsMissing(NFPercent) Then
    sngMinPercent = 0.05
Else
    If (NFPercent <= 0) Or (NFPercent > 1) Then
        FuzzyHLookup = "*** 'NFPercent' must be a percentage > zero ***"
        Exit Function
    End If
    sngMinPercent = NFPercent
End If
 
If Rank < 1 Then
    FuzzyHLookup = "*** 'Rank' must be an integer > 0 ***"
    Exit Function
End If
 
ReDim udRankData(1 To Rank)
'**************************
iEndCol = TableArray.Columns.Count
If VarType(TableArray.Cells(1, iEndCol).Value) = vbEmpty Then
    iEndCol = TableArray.Cells(1, iEndCol).End(xlToLeft).Column
End If
 
'---------------
'-- Main loop --
'---------------
For Each R In Range(TableArray.Cells(1, 1), TableArray.Cells(1, iEndCol))
    vCurValue = R.Value
    If VarType(vCurValue) = vbString Then
        strListString = LCase$(Application.Trim(vCurValue))
 
        '------------------------------------------------
        '-- Fuzzy match strings & get percentage match --
        '------------------------------------------------
        sngCurPercent = FuzzyPercent(String1:=LookupValue, _
                                     String2:=strListString, _
                                     Algorithm:=Algorithm, _
                                     Normalised:=True)
 
        If sngCurPercent >= sngMinPercent Then
            '---------------------------
            '-- Store in ranked array --
            '---------------------------
            For intRankPtr = 1 To Rank
                If sngCurPercent > udRankData(intRankPtr).Percentage Then
                    For intRankPtr1 = Rank To intRankPtr + 1 Step -1
                        With udRankData(intRankPtr1)
                            .Offset = udRankData(intRankPtr1 - 1).Offset
                            .Percentage = udRankData(intRankPtr1 - 1).Percentage
                        End With
                    Next intRankPtr1
                    With udRankData(intRankPtr)
                        .Offset = R.Column
                        .Percentage = sngCurPercent
                    End With
                    Exit For
                End If
            Next intRankPtr
        End If
 
    End If
Next R
 
If udRankData(Rank).Percentage < sngMinPercent Then
    '--------------------------------------
    '-- Return '#N/A' if below NFPercent --
    '--------------------------------------
    FuzzyHLookup = CVErr(xlErrNA)
Else
    intBestMatchPtr = udRankData(Rank).Offset - TableArray.Cells(1, 1).Column + 1
    If IndexNum > 0 Then
        '-----------------------------------
        '-- Return row entry specified --
        '-----------------------------------
        FuzzyHLookup = TableArray.Cells(IndexNum, intBestMatchPtr)
    Else
        '-----------------------
        '-- Return offset col --
        '-----------------------
        FuzzyHLookup = intBestMatchPtr
    End If
End If
End Function

Three Fuzzy matching UDF’s are available, FUZZYVLOOKUP, FUZZYHLOOKUP and FUZZYPERCENT.

FUZZYVLOOKUP is the ‘fuzzy’ equivalent of ‘VLOOKUP and has the following parameters:

Lookupvalue
The value to search in the first column of the table array

Tablearray
One or more columns of data. Use a reference to a range or a range name. The values in the first column of table array are the values searched by lookup value.

Indexnum
The column number in the table array from which the matching value must be returned. An index num of 1 returns the value in the first column in the table array; an index num of 2 returns the value in the second column in the table array, and so on. If index num is zero, the relative row number in the table array is returned.

NFpercent
The Percentage value below which matching strings are deemed as not found. If no strings in the lookup table equal or exceed this matching percentage, #N/A is returned.
The higher the percentage specified, the higher the confidence level in the returned result.
Default: 5%

Rank
An optional parameter which may take any value > 0 and causes the function to return the specified ranking best match.
Default: 1

Algorithm
Defines the algorithm to be used for matching strings. Valid values are 1, 2 or 3:
Algorithm = 1
This algorithm is best suited for matching mis-spellings.
For each character in 'String1', a search is performed on 'String2'.
The search is deemed successful if a character is found in 'String2' within 3 characters of the current position.
A score is kept of matching characters which is returned as a percentage of the total possible score.
Algorithm = 2
This algorithm is best suited for matching sentences, or 'firstname lastname' compared with 'lastname firstname' combinations.
A count of matching pairs, triplets, quadruplets etc. in 'String1' and 'String2' is returned as a percentage of the total possible.
Algorithm = 3: Both Algorithms 1 and 2 are performed.
Default: 3

Additionalcols
Defines the number of subsequent columns after the first within the table array to be concatenated with the first column prior to matching.
Default: 0

FUZZYHLOOKUP is the ‘fuzzy’ equivalent of ‘HLOOKUP and has the following parameters, descriptions as for FuzzyVLookup:
LookupValue
TableArray
IndexNum
NFPercent
Rank
Algorithm

FUZZYPERCENT is at the heart of FuzzyVLookup and FuzzyHLookup, and returns the percentage match of the two strings supplied. This UDF can be called independently. It has the following parameters:

String1
The first string to be matched. FuzzyVLookup will pass the lookup value supplied (but normalised) as this parameter.

String2
The second string to be matched. FuzzyVLookup will pass each of the lookup table strings supplied (but normalised) as this parameter.

Algorithm
Algorithm to be used. See FuzzyVLookup for further details.
Default: 3

Normalised
Boolean value indicating whether the two supplied strings have been normalised. Normalised strings have had leading, trailing and multiple internal spaces removed, and have been converted to lowercase.
Default: False


EXAMPLES.

In the following example sheet,
Column A is the lookup table
Column B contain lookup values
Column C contains FuzzyVLookup formulae using algorithm 1
Column D contains FuzzyVLookup formulae using algorithm 2
Column E contains FuzzyVLookup formulae using algorithm 3.
Column F contains the FuzzyPercent result of column B versus column C using algorithm 1
Column G contains the FuzzyPercent result of column B versus column D using algorithm 2
Column H contains the FuzzyPercent result of column B versus column E using algorithm 3


******** ******************** ************************************************************************><CENTER><TABLE cellSpacing=0 cellPadding=0 align=center><TBODY><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid" bgColor=#0c266b colSpan=9><TABLE width="100%" align=center border=0><TBODY><TR><TD align=left>Microsoft Excel - Fuzzy Examples.xls</TD><TD style="FONT-SIZE: 9pt; COLOR: #ffffff; FONT-FAMILY: caption" align=right>___Running: 11.0 : OS = Windows XP </TD></TR></TBODY></TABLE></TD></TR><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid; HEIGHT: 25px" bgColor=#d4d0c8 colSpan=9><TABLE width="100%" align=center border=0 VALIGN="MIDDLE"><TBODY><TR><TD style="FONT-SIZE: 10pt; COLOR: #000000; FONT-FAMILY: caption">(F)ile (E)dit (V)iew (I)nsert (O)ptions (T)ools (D)ata (W)indow (H)elp (A)bout</TD><TD vAlign=center align=right><FORM name=formCb605117><INPUT type=button value="Copy Formula" name=btCb942116 *******='window.clipboardData.setData("Text",document.formFb202339.sltNb447362.value);'></FORM></TD></TR></TBODY></TABLE></TD></TR><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid" bgColor=white colSpan=9><TABLE border=0><TBODY><TR><FORM name=formFb202339><TD style="WIDTH: 60px" align=middle bgColor=white><SELECT onchange="document.formFb202339.txbFb150492.value = document.formFb202339.sltNb447362.value" name=sltNb447362><OPTION value==fuzzyvlookup($B3,$A:$A,1,,,C$2) selected>C3<OPTION value==fuzzyvlookup($B3,$A:$A,1,,,D$2)>D3<OPTION value==fuzzyvlookup($B3,$A:$A,1,,,E$2)>E3<OPTION value==fuzzypercent($B3,C3,F$2)>F3<OPTION value==fuzzypercent($B3,D3,G$2)>G3<OPTION value==fuzzypercent($B3,E3,H$2)>H3<OPTION value==fuzzyvlookup($B4,$A:$A,1,,,C$2)>C4<OPTION value==fuzzyvlookup($B4,$A:$A,1,,,D$2)>D4<OPTION value==fuzzyvlookup($B4,$A:$A,1,,,E$2)>E4<OPTION value==fuzzypercent($B4,C4,F$2)>F4<OPTION value==fuzzypercent($B4,D4,G$2)>G4<OPTION value==fuzzypercent($B4,E4,H$2)>H4<OPTION value==fuzzyvlookup($B5,$A:$A,1,,,C$2)>C5<OPTION value==fuzzyvlookup($B5,$A:$A,1,,,D$2)>D5<OPTION value==fuzzyvlookup($B5,$A:$A,1,,,E$2)>E5<OPTION value==fuzzypercent($B5,C5,F$2)>F5<OPTION value==fuzzypercent($B5,D5,G$2)>G5<OPTION value==fuzzypercent($B5,E5,H$2)>H5<OPTION value==fuzzyvlookup($B6,$A:$A,1,,,C$2)>C6<OPTION value==fuzzyvlookup($B6,$A:$A,1,,,D$2)>D6<OPTION value==fuzzyvlookup($B6,$A:$A,1,,,E$2)>E6<OPTION value==fuzzypercent($B6,C6,F$2)>F6<OPTION value==fuzzypercent($B6,D6,G$2)>G6<OPTION value==fuzzypercent($B6,E6,H$2)>H6</OPTION></SELECT></TD><TD align=right width="3%" bgColor=#d4d0c8>=</TD><TD align=left bgColor=white><INPUT size=80 value==fuzzyvlookup($B3,$A:$A,1,,,C$2) name=txbFb150492></TD></FORM></TR></TBODY></TABLE></TD></TR><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%">

</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>A</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>B</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>C</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>D</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>E</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>F</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>G</CENTER></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; COLOR: black; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle><CENTER>H</CENTER></TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>1</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 2pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center" colSpan=3>FuzzyVLookup - Algorithm</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center" colSpan=3>FuzzyPercent - Algorithm</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>2</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">1</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">2</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">3</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">1</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">2</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 2pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: center">3</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>3</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Paul McCartney</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Bush</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">66.67%</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">42.86%</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">51.52%</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>4</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Gorge hrs</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">54.55%</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">21.05%</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">33.33%</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>5</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Ringo Starr</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Starr,Ringo</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Chuck Norris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Ringo Starr</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Ringo Starr</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">17.39%</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">44.44%</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">31.03%</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>6</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">John Lennon</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Bush, George</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Bruce Lee</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Harris</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">25.00%</TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">31.91%</TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right">26.39%</TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>7</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Tony Blair</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>8</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">George Clooney</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>9</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Chuck Norris</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>10</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Claude Van Damme</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD></TR><TR><TD style="BORDER-TOP: #000000 0.5pt solid; FONT-SIZE: 10pt; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; FONT-FAMILY: menu; BACKGROUND-COLOR: #d4d0c8" align=middle width="2%"><CENTER>11</CENTER></TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left">Bruce Lee</TD><TD style="BORDER-RIGHT: #000000 2pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD><TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"></TD></TR><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #808080 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid; BORDER-BOTTOM: #000000 0.5pt solid; BACKGROUND-COLOR: #d4d0c8" colSpan=9><TABLE width="100%" align=left VALIGN="TOP"><TBODY><TR><TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #808080 0.5pt solid; BORDER-LEFT: #000000 0.5pt solid; WIDTH: 120pt; BORDER-BOTTOM: #000000 0.5pt solid; BACKGROUND-COLOR: #ffffff" align=left>Fuzzy Match Examples</TD><TD></TD></TR></TBODY></TABLE></TD></TR></TBODY></TABLE>
[HtmlMaker 2.42] To see the formula in the cells just click on the cells hyperlink or click the Name box
PLEASE DO NOT QUOTE THIS TABLE IMAGE ON SAME PAGE! OTHEWISE, ERROR OF JavaScript OCCUR.</CENTER>

formula in C3 and copied down and across to E6 is =fuzzyvlookup($B3,$A:$A,1,,,C$2)
Formula in F3 and copied down and across to H6 is =fuzzypercent($B3,C3,F$2)
Click to expand...


I have employed the above fuzzy vlookup example and my results are different.

For Starr, Ringo and Bush, George the lookup is returning George Harris for all 3 algorithms and all Bruce Lee for all 3 algorithms, respectively.

I have copied everything from above so how can my results be different?

Dan
 
Upvote 0
Hi Dan,

It seems to work here, have you got calculation set to manual?
If so, try pressing [F9]

This thread is extremely long now, making it difficult to find the latest version of the code. A link can be found in my signature below.
 
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