The interactive software CASSATT has
been developed to visualise high-dimensional, multivariate data using
coordinates. CASSATT is platform independent and widens the range of
for analysing parallel coordinate data.
Parallel coordinate plots are a generalisation
of two-dimensional scatterplots. The orthogonal axes are replaced by
axes, such that a point from a scatterplot is represented by a line in
the parallel coordinate plot. This method allows you to plot
data in a two-dimensional display.
Analysis of high-dimensional data sets with
coordinate plots requires special techniques. CASSATT uses interactive
tools to extend the basic graphic displays.
CASSATT can be downloaded from http://stats.math.uni-augsburg.de/Cassatt/Cassatt_Download.html.
Download and Installation
Both PC and Macintosh versions are
Copy the "Cassatt" folder onto your hard
Windows (fast processor recommended):
Copy the "Cassatt" folder onto your hard drive,
e.g. to "C:\Cassatt", retaining the given structure of
CASSATT can run on every platform since it is implemented in Java.
Go to "Startup" folder in the "Cassatt" folder.
Double-click the CASSATT icon.
Go to the main Cassatt folder (i.e. "C:\Cassatt"
in the example above). Then double-click the file "Start_C.bat".
If you have installed CASSATT on a hard drive
with a different name, say "D:", use "Start_D.bat" instead.
If this does not work, follow the instructions
of the read_me file.
After CASSATT has started, you may choose a dataset in the dialog box
which initially appears. If you close the dialog box without choosing a
dataset, you can select 'open' from the file menu in the main window.
(A hint for Java experts: The class containing the main method is called
"Cassatt" and is a part of "AppClasses.jar")
CASSATT supports the standard text matrix file, i.e. tab separated columns
with a row of labels at the top. The data can be numerical or textual. Unfortunately, at this stage of
implementation the datasets have to be complete (no missings)
CASSATT comes with a number of data sets for testing and
You can select 'open' from the file menu in the main window.Note that
CASSATT can handle many data sets at the same time. The data sets loaded
are listed in the Data Set window and may be selected by clicking on their
To produce a plot select a suitable number of variables in the variables
list. Then choose a plot from the Plots menu or press one of the buttons
for a Parallel Coordinates Plot (PC Plot). Parallel Coordinate Group Plots
(or Group Plot for short) require a group to be selected in the group list.
A PC Plot can handle many variables at once.
Parallel Coordinates Plots
By default, the parallel dotplot with a standardised scale appears
first and all variables are visible in the diagram window. Depending on
the number of variables the PC Plot displays, you may want to alter the
separation between variables (using shift and + or -) to produce a clearer
image. The PC Plot then offers various features:
- add and remove lines, boxes, menu bar ...
- toggle selection
- undo the last selection
- alter the point size and the distance between the variables
Hot spots and mouse features: note the altered cursor appearance(see
- invert the axis of a variable
- drag a variable to another position
- exchange two variables by drag and drop (this takes place only when
the second variable turns blue)
- angle selection
- query of points and variable names
- remove selection by clicking on the plot
- switch from a standardised scale for each variable to a common scale
for all variables and vice versa
- sort variables according to various criteria: mean, median, minimum,
- change the colours of the selected or unselected points/lines
- hide selected or unselected points and lines
For more information on shortcuts and features press "Help" in the menu
of the PC Plot.
To create a group press the "Make Group" button in the tool frame.
All selected items will be a member of this new group. In the dialog
window which appears you can specify a name and choose a colour for this
group. Subsequent to this, the name and the number of members of the new
group appear in the group list in the main window.
For an application of groups see example below.
A Group Plot is a special form of a PC Plot, so you can use the same
as in the PC Plot.
Parallel Coordinates Group Plots
The only difference is that this plot ignores all data not belonging
to the group, i.e. only group members appear in the plot and scaling and
selection relate only to the group members.
Selecting and interactive highlighting data are the main features of
there are different ways of selecting cases.
- Drag Box: Click and drag a rectangle in which all points are
(Dotplot, Boxplot and Scatterplot)
- Vertical Drag: Click and drag near the line of the axis of the
Note the altered cursor appearance. (PC-Plot, Group Plot)
Lines (PC-Plot and Group Plot only):
- Drag Box: Click and drag a rectangle in which all lines are selected.
- Angle Selection: Click to the left beneath the variable axis. (Note
the altered cursor.) A dialog box will pop up in which you can select
graphically or by typing in the exaxt angle range desired.
In the tool frame at the top of the screen you can select different
Replace Mode (Standard):
A new selection replaces the old one. Selecting with the shift key
pressed activates exclusion mode for the current selection but retains
Replace Mode for further selections.
Cases are only selected from the current selection.
New selections are added to the previous selection.
Cases selected from the previous selection are de-selected, newly
cases are added to the previous selection, i.e. the previous and the
selection are XORed.
Example of a data analysis with groups in CASSATT
Data set: SwissBank
This data set contains the data on 200 bank notes. The Status says
a bank note is a forgery or not.
Produce a PC Plot with all variables, add lines by pressing "shift"
and "L". Select all cases with Status=1:
Produce a new group by pressing the "Make Group" button. Set the name
and choose a colour.
Plot all variables in a Group Plot by selecting the new group and
the "Group Plot" button.
Add Lines as in the PCPlot.
As you can see there are one or maybe two nodes between the variables
Bmargin and Tmargin.
Invert the axis of Tmargin and you can easily see a lot of parallel
Select these lines with the help of angle selection. You can do it by
dragging the mouse in the circle or by typing angles into the textfields
and then pressing SELECTION.
Invert the axis again to get the original picture. Now you can see a
second node below the big one.
Toggle the data by pressing "shift" and "T". Now all other cases
are selected. To get only the selected cases of the group change the
mode in the toolframe to "Intersection".
Now select all cases in the Group Plot, e.g. Dotselection at the first
Produce a Scatterplot for the variables Bmargin and Tmargin by selecting
these two variables in the variable list. (Plot menu!)
The red cases are our third group.