On
the
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Dotplots |
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Introduction
to Dotplots
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A
traditional dotplot resembles a stemplot lying on its
back, with dots replacing the values on the leaves. It
does a good job of displaying the shape, location and
spread of the distribution, as well as showing evidence
of clusters, granularity and outliers. For smallish
datasets a dotplot is easy to construct, so the dotplot
is a particularly valuable tool for the statistics
student who is working without technology. Here is an assessment item from a test by Al Coons' website to illustrate these features. His website supports AP (Advanced Placement) Statistics, a course designed to give successful high school students university credit for introductory statistics.
An Alternative Method of Constructing a Dotplot
Here is a dotplot from NCSS 97 of the time between eruptions from the Old Faithful dataset. As there are over two hundred data values it would not have been feasible to use a more traditional dotplot. This plot displays the scale along a vertical axis. The value of each dot is given by its vertical component. The horizontal component is randomised so that not all points are plotted at exactly the same location. The darker points represent two or more values plotted at the same location Which charactistics of the dataset does this dotplot highlight? This dotplot shows that the data is bimodal, and gives a good feel for the spread of the data. There is some granularity evident, and there are no outliers. This type of dotplot doesnt give a good feel for the shape of the distribution of the data or allow the student to accurately estimate the location of the centre. For many real datasets a single type of display doesnt suffice, but each display adds to the overall picture that we are trying to form. Access to statistics software is vital if the student is to generate these displays without getting bogged down in this stage of the analysis. | Read
Me First! | Introduction | Acknowledgements | |
Assessment | Datasets | Resources | | Linear Regression | Normal
Distribution | |