Introduction to Statistics with M&Ms
Sample and Measurements. Each student will receive a bag containing about 20 M&Ms; they may be plain or peanut M&Ms. Weigh the mass
of each M&M in grams on the new Mettler-Toledo XS204 balances in the balance room. In your
notebook record the color and mass of each M&M. Record all digits
from the balance!
Be sure to make the M&Ms "disappear" after you have weighed them.
Analysis. 1 Descriptive Statistics: Compute
the "descriptive statistics" of your data. This will usually include
the average, the standard deviation, the standard deviation in the mean (aka
the standard error), and the 95% confidence limits. The minimum and
maximum and other statistics are often useful.
Excel. Probably the easiest way to do this
is to use the "Descriptive Statistics" function in the Data Analysis Tool
Pak in Excel. Place all your data in a column of a worksheet. Then
click on "Data Analysis ..." in the Tools menu of Excel, and select "Descriptive
Statistics" from the alphabetical list. The Descriptive Stats routine
will want you to select a range for your data. Check the box for "Summary
Statistics". The "New Worksheet Ply" means that the output will be
placed on a brand new sheet in the workbook. That probably isn't what
you want to do, although go ahead and give it a try. A better option
is push the "Output Range" button which will cause the output to be placed
on the current worksheet; however, you must select a 15 x 2 set of cells
for the output. Then click the OK button and the results will spill
out on to the sheet. There will a lot of results!
conf_limits.exe. This program can be found
in a subdirectory of the MOCOSIN computer network. From "My Network
Places" select "Chemistry (on Samba #.#.#)", and follow the subdirectory
list thru Tools and Conf_limits, then click on the conf_limits.exe program.
(The true location is Catwoman\chemistry\tools\conf_limits) The program's
icon looks like a calculator, pencil, and notepad. The program is a
bit funny in that the data entry requires that you mouse click on different
cells to enter the numbers--the cursor keys and the return key are inactive!
But it does work. After you enter the data click on the Calculate button
and you'll see the statistics pop up. You'll have to write down the
statistics in your notebook.
2 F tests and t tests:
The F test answers the question "Is my standard deviation significantly
different from another?" The t test answers the question "Is my mean
value significantly different from another?" You must compare the standard
deviation and mean of your data with those of four other sets of data; two
that are the same type of M&Ms as you own, and two that are the other
type of M&M!
Excel. You will find that the F test is available
in the Data Analysis Tool Pak. You must have each set of data on the
same spreadsheet to perform the F test. A 3 x 10 set of cells is needed
to contain the output. Consult your Quant book to intrepret the results
correctly, because it can be confusing. The test will give you two
F values, F and F critical. If F is farther from 1.00 than F critical,
then the standard deviations are different. Try to arrange the test
so that F comes out greater than 1.00, then F>F crit will tell you that
the standard deviations are different.
The t test is also in the Data Analysis Tool Pak; however, you must select
the t test based on the results of the F test! Choose either t
Test: Two Sample Assuming Equal Variances or t Test: Two Sample Assuming
Unequal Variances depending on whether the F test showed no difference or
a difference. You will need a 3 x 14 set of cells for the output. Again,
consult your Quant book to intrepret the results. There will be three
T values: T stat, T critical one-tail, and T critical two-tail. Ignore
the one-tail value. If the absolute value of T stat is greater than T critical two-tail, then the means are significantly different.
Conf_limits.exe. Enter two sets of data into
two of the columns, and check both columns. The F test and the t test
are both straightforward. The program will even intrepret the results
for you and tell you whether the test says the difference is significant
or not significant. However, you haveto write down the values
and results of the test.
3 Pooled Data:
All the M&M data should be pooled so that the mean and standard
deviation for all plain M&Ms and for peanuts M&Ms can be computed
for all the data. Use the mean and standard deviation to construct
Gausssian curves for each population. Also, a box plot of each population
would be nice as well.
Report. From the MoCoSin network, you should also look at the
lab report for this experiment. Under Catwoman\chemistry\courses\ch220,
look at the lab report called MandMs.doc. It has already been written
for you--to some extent. There are places in the document file where
you are allowed to entire data or conclusions. Do not think that you
can just cut and paste results from the descriptive statistics, the F test,
or the t test directly from Excel into the lab report document. You
must edit the results--remove any numbers that are irrelevant to the reader,
such as skewness or T critical one-tail.