And how exactly is this *your* mistake and not Excel's????

Yet another argument to use Excel for data preparation and simple
calculations, and a *real* stats program for analysis.

If you haven't tried yet, I highly recommend R (roughly speaking,
open-source S). See http://www.r-project.org/

This runs very well under Windows (as well as Linix, FreeBSD, OS/X) and is
the product of the best professional statistical minds. See the project page
for more info.  You can easily import your Excel-prepared data with the
read.csv() function:

read.csv(file, header = TRUE, sep = ",", quote="\"", dec=".")

and then do real statistics on it.

"Ronny Richardson" <[EMAIL PROTECTED]> wrote in message
[EMAIL PROTECTED]">news:[EMAIL PROTECTED]...
> After much experimenting, I believe that the mistake that generated the
> negative sums of squares was my mistake and not any problem with Excel.
Let
> me explain.
>
> As I said, I created a 3x3 grid of random numbers that were generated with
> =RAND() and fed these numbers into ANOVA and I get negative sums of
squares
> about half the time when I repeat the experiment over-and-over. However,
if
> I highlight the random numbers and do Edit/Copy and then Edit/Paste
Special
> (values) to convert them to specific numbers, I never get negative sums of
> squares. I just repeated the experiment at least 50 times and no negative
> SS's.
>
> I have no way to be 100% sure, but what I think is happening is that Excel
> takes more than one pass at the data to calculate ANOVA so if I leave the
> =RAND() formulas in the cells, then the worksheet recalculates between
> these multiple passes and so Excel finishes the calculations with a
> different set of random numbers than which it starts. When Excel places
the
> ANOVA results into the worksheet, it does recalculate and so the random
> numbers do change then, I am just unable to determine if they change in
> between the start of the problem and placing the ANOVA results into the
> worksheet.
>
> Ronny Richardson
>
>
> At 12:37 PM 12/21/2002 -0500, you wrote:
> >On Sat, 21 Dec 2002, Ronny Richardson wrote in part:
> >
> >> First, in experimenting around with a 3x3 ANOVA without replication,
> >> I filled the cells with =RAND() to generate random numbers and I
> >> happened to get the following:
> >>
> >>                    SS    df                MS              F
> >> Rows     -2.105562167     2      -1.052781083    -1.336268078
> >> Columns  -0.226230909     2      -0.113115455    -0.143574551
> >> Error     3.151406819     4       0.787851705
> >> Total     0.819613743     8
> >
> >Your intuition is correct:  negative results for SS are not possible.
> >I have heard (some folks have documentation, I gather) that EXCEL's
> >statistical algorithms sometimes leave something to be desired;  perhpas
> >this is an instance.  OTOH, it is imaginably a rounding problem, in
> >subtracting two numbers whose difference is near zero, so that one is
> >losing the most significant digits in each value in the subtraction, and
> >is left with an unreliable difference.  Hard to tell without the actual
> >numerical data being used, as you point out below.
> >
> >> Unfortunately, I did not convert the random number functions to
> >> numbers so the specific data I used to generate this table was lost
> >> when the worksheet recalculated.
> >>
> >> I've repeated this experiment several times and sometimes the sums
> >> of squares are positive and sometimes one or more of them are
> >> negative. Is this a bug in Excel? I don't see how a sum of *square*
> >> can be negative even though I am using random numbers so all of the
> >> SS should be in error.
>
> .
> .
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