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XGobi(1)							      XGobi(1)

NAME
       xgobi - interactive dynamic graphics program for data visualization

SYNOPSIS
       xgobi  [	 X  options  ]	[ -subset n ] [ -only n/N or a,n ] [ -mono ] [
       -version ] [ -std mmx|msd|mmd ] [ -scatmat ] filename

DESCRIPTION
       xgobi is an interactive dynamic graphics program for data visualization
       in  the X Window System.	 It is especially designed for the exploration
       of multivariate data.  Its basic plot is a scatterplot, and  these  are
       some of the tools available for scatterplot display and manipulation:

	 o Cycling rapidly through two-variable scatter plots.

	 o Three-dimensional  rotation, including trackball control, in spaces
	   spanned by three variables at a time.

	 o Grand tours and correlation tours: smooth randomized	 sequences  of
	   two-dimensional  projections	 in  order  to explore a higher-dimen‐
	   sional point cloud of multivariate data.  Projections can be	 manu‐
	   ally controlled and optimized with projection pursuit.

	 o Brushing:  the ability to change the color or plotting character of
	   a point or a group of points.

	 o Hiding groups:  using checkboxes to specify	which  brushed	groups
	   should be plotted, or included in calculations.

	 o Scaling: moving and reshaping the plot interactively.

	 o Identification: displaying a label next to a point in the plot win‐
	   dow.

	 o Linked views: Brushing, identification and touring are linked; that
	   is,	actions	 in  the  window  of one XGobi process are immediately
	   reflected in another XGobi window displaying the same data.

	 o Line editing: Any pair of points can be connected with a line  seg‐
	   ment.

	 o Moving  points:   Points  can  be  moved on the screen.  In higher-
	   dimensional views, the motion is interpreted	 as  taking  place  in
	   some plane parallel to the screen.

	 o Smooths: Smooth curves can be drawn through point clouds.

	 o Subsetting:	Subsamples  can be drawn either systematically or ran‐
	   domly.

	 o Jittering: Variables can be jittered, which is useful for  discrete
	   variables that take on only few values.

	 o Parallel  coordinate	 display:  shown  in a separate linked window,
	   linked to the main window.

	 o Case label list: shown in a separate window,	 linked	 to  the  main
	   window for labeling points.

	 o Missing values: are accepted and can be dealt with by imputation of
	   constant values, random values, or  user-supplied  imputed  values.
	   Missing  value  patterns can be examined in a separate linked XGobi
	   window.

	 o Variable transformations: A menu of transformations	such  as  logs
	   and a few powers is available.

	 o Postscript  plotting: The contents of the plot windows can be writ‐
	   ten out to postscript files for high-quality plotting.

	 o Online help: Most of the XGobi buttons and windows have  associated
	   help files that can be displayed during an XGobi session.  Click on
	   the Info button toward the top right of  the	 window	 for  instruc‐
	   tions.

       XGobi  has  a  direct manipulation interface, and all the above actions
       are performed using the mouse.

       XGobi can be used in conjunction with the  S  language  for  scientific
       computing and data analysis.  Execute help(xgobi) within S or Splus for
       information; if the xgobi function has not been installed,  investigate
       the XGobi distribution files.

       XGobi  can  also	 be  programmed to use RPC (Remote Procedure Calls) to
       communicate with other software.

OPTIONS
       -subset n

	 Specify the size n of the random sample of the data to	 be  displayed
	 on  startup.	Although only the random sample is shown, all the data
	 is read in and available during the session.  Use the subset panel in
	 Tools	to  change the sample size and sampling method during the ses‐
	 sion.

       -only n/N

	 Specify the size n of the random sample of the data to be read in  on
	 startup  from	a file of N rows.  In constrast to subset, this option
	 does not read in all data.

       -only a,n

	 Specify the initial row a and the number of rows n of the consecutive
	 block	in  data to read in.  In constrast to subset, this option does
	 not read in all data.

       -std mmx|msd|mmd

	 By default, the data are scaled into the plotting  window  using  the
	 minimum  and  maximum	values	of each variable or variable group, in
	 such a way that the midpoint of the variable is at the center of  the
	 plotting  window  and no points fall outside the window.  Instead, to
	 scale using mean and largest distance, specify	 -std  msd;  to	 scale
	 using the median and largest distance, specify -std mmd.

       -dev x

	 If you have specified -std msd or -std mmd, then you can also specify
	 the number of standard deviations  (or	 median	 absolute  deviations)
	 from the mean (or median) to be contained within the plotting window,
	 using the argument -dev x, where x is a real  number  between	0  and
	 100.  The default is 2.

       -mono

	 Emulate  a  black-and-white  display.	This simplifies producing pic‐
	 tures for many publications.

       -version

	 Print a version date, the last date that any file in the release  was
	 changed.

       -scatmat

	 Build a scatterplot matrix from the input file, and display it in the
	 plotting window.  This matrix is linked  by  default  to  non-scatmat
	 xgobi windows.

       X options

	 The  standard	X  command line options can be used with XGobi.	 These
	 include -display machinename:0, used when running an X program on one
	 machine and displaying its output on another, and -title Title, where
	 Title is a string you want to appear in the window manager titlebar.

FILES
       XGobi accepts standard input, but is most often used with files, partly
       because of the additional plot control that can be achieved using a set
       of files.  The data input file should be an ASCII file  with  the  data
       matrix  arranged	 in  rows  and columns; in ASCII, rows must be distin‐
       guished by carriage returns, and columns can be separated by any amount
       of  white  space.   Missing  values  can be coded as ".", "NA" or "na".
       (The input file can also be a binary file, which can be produced within
       XGobi once the ASCII data has been read in.)  XGobi accepts other input
       about the display of the data from files as well.  If the data is in  a
       file named

       filename

	 or

       filename.dat

	 (either of which must be an ASCII file), or

       filename.bin

	 (the  binary  version	of the data), then the other files are as fol‐
	 lows:

       filename.row
       filename.rowlab
       filename.case

	 Row or case labels: a label for each row of the data matrix, which is
	 displayed  in	the  identification mode.  The file should contain one
	 label per line.

       filename.col
       filename.collab
       filename.column
       filename.var

	 Column or variable labels: a  label  for  each	 column	 of  the  data
	 matrix,  which	 becomes  part	of the XGobi variable selection panel.
	 The file should contain one label per line.

	 To add a short label to be used in the parallel coordinates plot, use
	 the  vertical bar "|" as a field separator and add the short name, so
	 each line looks like this:  fullname|shortname.

       filename.colors

	 Brushing colors: a color for each point in the plot,  representing  a
	 row or case of the data.  The file should contain one color per line.
	 (It is probably best if the colors correspond to the colors  used  in
	 brushing; see the later section on resources.)

       filename.glyphs

	 Brushing  glyphs: a glyph type for each point in the plot, represent‐
	 ing a row or case of the data.	 The file  should  contain  one	 glyph
	 type per line.	 The glyph types are as follows:

	    1 through 5: Five sizes of '+'
	    6 through 10: Five sizes of 'X'
	    11 through 15: Five sizes of open rectangle
	    16 through 20: Five sizes of filled rectangle
	    21 through 25: Five sizes of open circle
	    26 through 30: Five sizes of filled circle
	    31: A single-pixel point

       filename.erase

	 Erase:	 a column of 1s (to have a point hidden on startup) and 0s (to
	 have the point plotted).  There should be one value per line  and  as
	 many lines as there are rows in the data.

       filename.lines

	 Line  segments: specifications for the pattern of line segments which
	 connect pairs of points.  The file should  contain  two  numbers  per
	 line.	 The  pair  of	numbers	 represents the row numbers of the two
	 points that should be connected.

       filename.linecolors

	 Line colors: a color for each line in	the  .lines  file.   The  file
	 should	 contain one color per line.  (It is best if the colors corre‐
	 spond to the colors used  in  brushing;  see  the  later  section  on
	 resources.)

       filename.nlinkable

	 The  number of rows to be linked for brushing and identification.  By
	 default, nlinkable is equal to the number of rows in the data.	  This
	 feature  can  be  used	 to link ordinary scatterplots with plots that
	 have some decorations requiring additional points, such as clustering
	 trees.

       filename.vgroups

	 Variable groups: an integer for each column in the data.  Each set of
	 columns that is represented by the same integer will grouped together
	 for  scaling  and  transformation.  The file is just one long line of
	 integers.  For example, an input file with four columns could have  a
	 .vgroups file containing the line 1 2 2 3.  The second and third col‐
	 umns are then grouped together.  The range of their plotting axes  is
	 be  the same, and if column 2 is transformed, column 3 is transformed
	 at the same time.

       filename.rgroups

	 Row groups: an integer for each row in the data.  Each	 set  of  rows
	 that  is  represented	by  the same integer will grouped together for
	 brushing.  In addition, line groups will  be  derived	from  the  row
	 groups:   all	lines  between points in the same row group will be in
	 the same line group.  The file is just one column,  and  the  numbers
	 don't need to be in any sort of sequence.

       filename.missing

	 A  file identical in structure to filename.dat, where non-zero values
	 indicate positions with missing (or  censored,	 or  otherwise	excep‐
	 tional)  values.   This file represents the pattern of missing values
	 in the data; it can be examined in a separate XGobi window by select‐
	 ing Launch missing data XGobi...  from the Tools menu.

       filename.imp

	 Multiple  imputations	of  missing  values: Each column should have a
	 full set of imputed values.  The number of rows needs to be identical
	 to  the  number of non-zero values in filename.missing, or the number
	 of missing codes in filename.dat  if  filename.missing	 is  not  pro‐
	 vided..   The	imputed	 values	 should be given in their order in the
	 data column by column.	 For example, if filename.dat looks like this:

	   10 NA 12 -3
	   98  0 10  0
	   77  3 NA -5
	    1  2 NA 10
	   NA NA  5 -8
	    0  0 10 12

	 (six cases, four variables, five missing values),  then  filename.imp
	 with two sets of imputed values could look like this:

	   54  37
	    3	2
	    4	1
	   11  10
	   13  11

	 If  the second column is selected for imputation (Select Impute miss‐
	 ing values from the Tools menu), the full data	 matrix	 with  imputa‐
	 tions looks like this:

	   10  2 12 -3
	   98  0 10  0
	   77  3 10 -5
	    1  2 11 10
	   37  1  5 -8
	    0  0 10 12

       filename.resources

	 Resources:  a set of datafile-specific XGobi resources, which specify
	 the size of the plotting window and some user-selection  option  set‐
	 tings.	  The file is in the format of a standard X resource file.  It
	 can be directly edited so that other resources can be specified.  See
	 the later section on resource files for more information.

       All of the above files can be created outside of XGobi, using an editor
       or other UNIX utilities, and several of them (glyphs and	 colors,  line
       segments	 and line color, resources) can be written out during an XGobi
       session, in which case they represent the results of interactions  per‐
       formed during that session.

X11 RESOURCE FILES
       X11 resource files are used to control size, color, layout, labels, and
       various other windowing features.  The XGobi  resources	you  are  most
       likely  to  find	 useful	 set  the sizes of the plotting window and the
       variable selection panel, the colors available for brushing,  the  font
       types and sizes, and the title appearing in the title bar of the X win‐
       dow.  Some examples follow:

       In this example, the first 5 of the 10 brushing colors  are  specified.
       These  colors  should be drawn from the set of colors available on your
       workstation or X terminal, which you can probably determine using the X
       command 'showrgb.'

	    *brushColor0: white
	    *brushColor1: red
	    *brushColor2: green
	    *brushColor3: skyblue
	    *brushColor4: yellow

       Here, the sizes of the plotting window and variable selection panel are
       set.  All units are in pixels.  This  file  was	created	 interactively
       during an XGobi session.

	    *XGobi*PlotWindow.height: 120
	    *XGobi*PlotWindow.width: 490
	    *XGobi*VarPanel.width: 390

       These  two  resources allow the variable widgets to be reduced in size,
       which is helpful when there are many variables in the data.

	    *XGobi*VarWindow.width: 36
	    *XGobi*VarLabel.width:  36

       Here, the title and font have been adjusted for making a videotape.  An
       explanatory title and a large font are used.

	    *XGobi.title:    XGobi: Experimental Laser Data
	    *XGobi.iconName: XGobi: Laser
	    *plotFont: -*-lucida-medium-r-normal-sans-20-*-*-*-*-*-*-*

       Several	logical	 variables controlling XGobi's behavior can be defined
       in a resource file.  These are also represented	by  buttons,  most  of
       which  are  found  on  the  Option  menu	 accessed from the main panel.
       Descriptions can be found in the help window for each button.

	    *showAxes: True
	    *showPoints: True
	    *showLines: True
	    *linkBrush: True
	    *linkLineBrush: True
	    *linkIdentify: True
	    *linkTour: True
	    *plotSquare: True
	    *jumpBrush: True
	    *reshapeBrush: True
	    *carryVars: True
	    *glyphType: 6
	    *glyphSize: 1
	    *defaultPrintCmd: lpr -Pps1

AUTHORS
       Deborah Swayne (dfs@research.att.com)
       Dianne Cook (dicook@iastate.edu)
       Andreas Buja (andreas@research.att.com)

CONTACT
       Deborah Swayne (dfs@research.att.com)

SEE ALSO
       Sample data files are included in the XGobi distribution.

       For papers and further pointers, check the following web page:
       http://www.research.att.com/areas/stat/xgobi/

       XGobi supports Remote Procedure Calls (RPCs) as a means	for  interpro‐
       cess communication (IPC). For example, a link among XGobi, ArcView, and
       XploRe is currently being supported.  For more details, see:
       http://www.galaxy.gmu.edu/~symanzik/AXX/

BUGS
       Probably too numerous to mention, but you do the authors a favor if you
       report the ones you notice.

			       30 September 1997		      XGobi(1)
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