VBA: Delete Rows

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  • I have a sheet with numbers in col I. Most of the cells have value zero. I used a "For Next loop" to delete those rows with value 0. While this is working perfect, it takes a longer time. Is there a way to reduce the time? I attach the spreadsheet with the code for your review.

  • This bit of code is part of a bigger VBA. When I tried other parts, they are fast. Only this portion is slow. Is there any other looping method which could be faster than For Next?

  • Hi N,


    OK, comments on speeding up the deletion process (your routine is listed first):


    1. Explicitly declare your variables, eg a as Long. If you don't, Excel will treat them as Variant data types and this will consume more resources and make your routine slower.


    2. You usually don't need to Select or Activate objects to work with them - if you do Select or Activate them this will make your code slower.


    3. Switching off ScreenUpdating and setting Calculation to manual can provide a big speed improvement.


    4. If you delete in a loop then its best to start at the bottom and work up as it involves less updating for Excel to do.


    5. If possible, avoid looping altogether and employ something faster like AutoFilter or Find.


    Try something like this instead:

    HTH

  • Hi Richie,
    I have noted your comments for speeding up. Will keep these in mind. Thanks. I have also tried your code which has really speeded up the deletion process.


    Thanks a lot.

  • Hi again,


    Well, for the purposes of the timing tests I created 10,000 rows by 5 columns of random text and then random numbers. The search text was placed randomly throughout the third column. I ran the test three times and the figures below are the average times.


    The results were as follows:




    Now perhaps the results change substantialy as more data is added, but in my tests, at least, the AutoFilter didn't take anywhere near as long as indicated by Ponsonby. However, the times do show that the formula approach is a useful technique to be aware of and it did outperform the AutoFilter approach. However, it seems that Find is the quickest approach on this occasion.


    Anybody else got anything to add re the efficiency of various deletion routines?

  • To check the run times of the Filter macro versus the Formula/Sort macro, I copied the OP’s data down to row 18,011 and recorded the run times with :-


    Code
    Dim t As Date
    t = Now()
    CODE
    MsgBox Format(Now() - t, "hh:mm:ss")


    I’m using Excel 2000 and the run-times were :-


    Filter : 43 seconds
    Formula/Sort : 2 seconds


    Times, of course depend upon the make-up and the size of the data.
    The run-times for the Filter method will depend upon how many non-contiguous areas there are in the range to be deleted.
    With the Formula/Sort method, there is only one area to be deleted.


    Also, deleting areas near the top of a list takes longer than deleting areas near the bottom.
    With the Formula/Sort method the area to be deleted is at the end.


    Both methods will fail completely if the SpecialCells range consists of more than 16,000 (approx) rows (perhaps this is not so in later versions of Excel?).
    So the Filter macro will fail when the total rows of data exceed the limit, whereas the Formula/Sort macro can handle larger data and will fail only when the rows to be deleted exceed the limit.


    If the limit is likely to be exceeded, then the Find method would appear to be the obvious alternative. But, the Find method suffers from the usual problems of looping – that is, either deleting one row at a time or if the Union method is used, deleting each non-contiguous area one at a time.

    However, with large amounts of data that exceed the SpecialCells limit, there may be better ways than Find.
    For example :-
    Identify the rows to be deleted via a formula
    Sort the data to put the rows to be deleted at the bottom
    Via Find (or via a formula), identify the first row of the range to be deleted and set the range (i.e SpecialCells method not necessary)
    Delete the range


    I did two more tests on the two methods.
    I set up what should be a worst case scenario for the Filter method (and for the Find method) :-
    In cells G1:P1 entered “A”
    In cells G2:P2 entered “B”


    For the first test the data was filled down to G10000:P10000 and down to G15000:P15000 for the second test.


    The results for deleting rows that contained “A” in column I were :-


    10000 rows
    Filter : 1 minute 15 seconds
    Formula/Sort : less than 1 second


    15000 rows
    Filter : 2 minutes 58 seconds
    Formula/Sort : 1 second


    What was your code using Find?

  • Hi Ponsonby,


    I've attached the example workbook that I used for the testing.


    (To be honest, with my old system the slowest part of the whole process is creating the random text / numbers. Perhaps I should adopt your approach and just copy down. ;;) )

  • Thanks for your file, but I think the basis used for your testing is not appropriate (and too complex).


    How many tests of random data would you consider to be necessary before a reliable conclusion could be reached?


    We know what increases run-times, so why not just test based on worst case scenarios?


    In my last post, I don’t think the run times based on the scenarios set out lend themselves to a lot of different conclusions or interpretations.


    The difference between run-times of 1 second versus 2 minutes and 58 seconds is not small.

  • Hi Ponsonby,


    Any chance that you could post the example workbook that you used? Try as I might, I can't reproduce your results. (Did I reproduce your approach correctly in the example workbook?)


    I took your suggestion of alternate rows filled with "A" and then "B" and copied down, then looked for a randomly placed text string. (I also looked for a number within text and numbers within numbers (alternate rows of "234" and "567"). The results, in Excel97, were as follows:



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TEXT-ALIGN: right"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;Text&nbsp;in&nbsp;text</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;Number&nbsp;in&nbsp;text</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;Number&nbsp;in&nbsp;number</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; BORDER-TOP: #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"&gt;&nbsp;</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;6</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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: left"&gt;10&nbsp;Search&nbsp;values</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;7</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt 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: right"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; 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BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;8</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;For…Next</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;1.081885</TD&gt;<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"&gt;1.77842</TD&gt;<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"&gt;2.328702</TD&gt;<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"&gt;0.746715</TD&gt;<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"&gt;1.432464</TD&gt;<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"&gt;2.252842</TD&gt;<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"&gt;0.782114</TD&gt;<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"&gt;1.600825</TD&gt;<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"&gt;2.319455</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;9</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;Find</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;0.68372</TD&gt;<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"&gt;1.039697</TD&gt;<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"&gt;1.108699</TD&gt;<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"&gt;0.625869</TD&gt;<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"&gt;0.639096</TD&gt;<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"&gt;0.989361</TD&gt;<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"&gt;0.408083</TD&gt;<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"&gt;0.771025</TD&gt;<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"&gt;1.212615</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;10</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;AutoFilter</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;1.150039</TD&gt;<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"&gt;2.115326</TD&gt;<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"&gt;2.619864</TD&gt;<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"&gt;1.055024</TD&gt;<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"&gt;1.663832</TD&gt;<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"&gt;2.391472</TD&gt;<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"&gt;0.889117</TD&gt;<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"&gt;1.728075</TD&gt;<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"&gt;2.47889</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;11</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;Formula</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;0.859659</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;1.631909</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;2.753695</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;0.829393</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;1.955082</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;2.506458</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;1.155707</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;1.540853</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;2.758021</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;12</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt 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: right"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;13</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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: left"&gt;100&nbsp;Search&nbsp;values</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;20,000</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 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"&gt;40,000</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;60,000</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;14</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt 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: right"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;15</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;For…Next</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;2.750771</TD&gt;<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"&gt;5.547732</TD&gt;<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"&gt;8.097388</TD&gt;<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"&gt;8.392081</TD&gt;<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"&gt;5.356805</TD&gt;<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"&gt;7.901328</TD&gt;<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"&gt;8.423019</TD&gt;<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"&gt;7.390802</TD&gt;<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"&gt;8.135926</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;16</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;Find</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;3.215557</TD&gt;<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"&gt;6.45855</TD&gt;<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"&gt;9.422895</TD&gt;<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"&gt;8.28385</TD&gt;<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"&gt;5.99906</TD&gt;<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"&gt;8.884143</TD&gt;<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"&gt;8.932028</TD&gt;<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"&gt;7.062246</TD&gt;<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"&gt;39.13589</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;17</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;AutoFilter</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;3.082377</TD&gt;<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"&gt;5.907847</TD&gt;<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"&gt;8.909163</TD&gt;<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"&gt;3.328425</TD&gt;<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"&gt;6.061214</TD&gt;<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"&gt;8.332445</TD&gt;<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"&gt;3.407489</TD&gt;<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"&gt;6.025275</TD&gt;<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"&gt;8.737506</TD&gt;</TR&gt;<TR&gt;<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%"&gt;<CENTER&gt;18</CENTER&gt;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-WEIGHT: bold; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; BORDER-LEFT: #000000 0.5pt solid; COLOR: #0000ff; BORDER-BOTTOM: #d4d0c8 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: left"&gt;Formula</TD&gt;<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"&gt;&nbsp;</TD&gt;<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"&gt;&nbsp;</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;4.287136</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;8.457822</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;13.1943</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;4.142724</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;7.975918</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;12.68795</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;4.086137</TD&gt;<TD style="BORDER-RIGHT: #d4d0c8 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;8.253238</TD&gt;<TD style="BORDER-RIGHT: #000000 0.5pt solid; FONT-SIZE: 10pt; VERTICAL-ALIGN: bottom; COLOR: #000000; BORDER-BOTTOM: #000000 0.5pt solid; FONT-FAMILY: Arial; BACKGROUND-COLOR: #ffffff; TEXT-ALIGN: right"&gt;12.21555</TD&gt;</TR&gt;<TR&gt;<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=13&gt;<TABLE width="100%" align=left VALIGN="TOP"&gt;<TBODY&gt;<TR&gt;<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&gt;<U&gt;Summary</U&gt;</TD&gt;<TD&gt;&nbsp;</TD&gt;</TR&gt;</TBODY&gt;</TABLE&gt;</TD&gt;</TR&gt;</TBODY&gt;</TABLE&gt;<BR&gt;<FONT color=#339966 size=1&gt;[HtmlMaker 2.32] </FONT&gt;<FONT color=#339966 size=1&gt;To see the formula in the cells just click on the cells hyperlink or click the Name box</FONT&gt;<BR&gt;<FONT color=red size=1&gt;PLEASE DO NOT QUOTE THIS TABLE IMAGE ON SAME PAGE! OTHEWISE, ERROR OF JavaScript OCCUR.</FONT&gt;</CENTER&gt;


    I can see the logic in the method that you advocate, I'd just like to see the results for myself. ;;)

  • “I took your suggestion of alternate rows filled with "A" and then "B" and copied down, then looked for a randomly placed text string. (I also looked for a number within text and numbers within numbers (alternate rows of "234" and "567").”


    No, this was not what I did.
    (Do you mean that you were looking only for 2 rows in every 567 – i.e. 35 out 10000 ?
    Also, I don’t follow what you mean by “10 search values” and “100 search values”)


    What I did was to fill all rows alternatively with “A” & “B”, then to identify and delete all rows containing “A” - that is, every other row – the “worst case”.


    With the Formula/Sort method, the run-times are affected very little by the number of non-contiguous areas to be deleted – the difference between having to identify and delete one row or having to identify and delete 5000 non-contiguous rows is very little.
    For the Filter method, the difference is substantial


    Also, with the worst case, try running the Filter/SpecialCells method on 17000 total rows (that is, having to delete every other row).
    It won’t work since the SpecialCells method fails for this number of cells when Excel needs to do some kind of calculation.
    I previously said that the Formula/Sort method would also fail, but in fact it will work for any number of total rows and any number of rows for deletion (up to the worksheet’s total rows, of course).


    Edit :
    Also, I haven't tested it but know that the Find method will also take substantially longer for the worst case.

  • Hi Ponsonby,


    OK, now I see what you mean. What I did was have aletrnates rows of As and Bs and then randomly add a text string to act as the search criteria, the 10 and the 100 refer to the number of those text strings that were inserted within the As and Bs.


    I'll try to find time this evening to do some more tests.


    (It occurs to me that the For..Next and Find approaches could be improved by using Union for the found ranges and then just one delete of the combined range at the end of the routine. Not sure how much of an impact this would have, just thinking out loud. Perhaps I'll test for that too ;;) ).


    Have you tested on various sorts of data? For example, is the formula approach better with numeric data or text? Or is it just always better? ;;)

  • "It occurs to me that the For..Next and Find approaches could be improved by using Union for the found ranges and then just one delete of the combined range at the end of the routine. Not sure how much of an impact this would have, just thinking out loud. Perhaps I'll test for that too."


    Yes, of course using Union would probably be an improvement (depending upon the make-up of the data), but I don't suggest you spend time checking.
    The For...Next is a no-no, plus Excel does not delete a non-contiguous range (whether set by Union or whatever) in one step - it loops through the range one area at a time and deletes each area one at a time.
    I have pointed this out previously :- “… suffers from the usual problems of looping – that is, either deleting one row at a time or if the Union method is used, deleting each non-contiguous area one at a time”
    Find suffers from the same problems (but of course is much better than For...Next).


    "Have you tested on various sorts of data? For example, is the formula approach better with numeric data or text? Or is it just always better"


    Can't think of any reason why the type of data (numeric or text) would make a difference. The formula is merely looking for a particular value. Am only theorising - would be nice if you could demonstrate that it could make a material difference.

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