{smcl} {* *! version 1.0 01sep2008}{...} {cmd:help chernoff}{right: ({browse "http://www.stata-journal.com/article.html?article=gr0038":SJ9-3: gr0038})} {hline} {title:Title} {p2colset 5 17 19 2}{...} {p2col :{hi:chernoff} {hline 2}}Draw Chernoff faces{p_end} {p2colreset}{...} {title:Syntax} {p 8 14 2} {cmd:chernoff} [{opt ,} {it:options}] {synoptset 30 tabbed}{...} {marker options}{...} {synopthdr} {synoptline} {syntab :Face feature} {col 7}{cmdab:is:ize(}{help chernoff##exp:exp}{bf:)}{col 37}eye size {col 7}{cmdab:ia:ngle(}{help chernoff##exp:exp}{cmd:)}{col 37}eye angle {col 7}{cmdab:ih:or(}{help chernoff##exp:exp}{cmd:)}{col 37}eye horizontal position {col 7}{cmdab:iv:ert(}{help chernoff##exp:exp}{cmd:)}{col 37}eye vertical position {col 7}{cmdab:ps:ize(}{help chernoff##exp:exp}{cmd:)}{col 37}pupil size {col 7}{cmdab:pp:os(}{help chernoff##exp:exp}{cmd:)}{col 37}pupil position {col 7}{cmdab:bc:urv(}{help chernoff##exp:exp}{cmd:)}{col 37}brow curvature {col 7}{cmdab:bd:ens(}{help chernoff##exp:exp}{cmd:)}{col 37}brow density {col 7}{cmdab:bh:or(}{help chernoff##exp:exp}{cmd:)}{col 37}brow horizontal position {col 7}{cmdab:bv:ert(}{help chernoff##exp:exp}{cmd:)}{col 37}brow vertical position {col 7}{cmdab:fl:ine(}{help chernoff##exp:exp}{cmd:)}{col 37}face line {col 7}{cmdab:hu:pper(}{help chernoff##exp:exp}{cmd:)}{col 37}hair upper line {col 7}{cmdab:hl:ower(}{help chernoff##exp:exp}{cmd:)}{col 37}hair lower line {col 7}{cmdab:hd:ark(}{help chernoff##exp:exp}{cmd:)}{col 37}hair darkness {col 7}{cmdab:hs:lant(}{help chernoff##exp:exp}{cmd:)}{col 37}hair shading slant {col 7}{cmdab:no:se(}{help chernoff##exp:exp}{cmd:)}{col 37}nose line {col 7}{cmdab:ms:ize(}{help chernoff##exp:exp}{cmd:)}{col 37}mouth size {col 7}{cmdab:mc:urv(}{help chernoff##exp:exp}{cmd:)}{col 37}mouth curvature {syntab :Individual face graph} {p2coldent :* {opt gmin(#)}}set global minimum for all face features to {it:#}{p_end} {p2coldent :* {opt gmax(#)}}set global maximum for all face features to {it:#}{p_end} {synopt :{cmdab:lh:alf}|{cmdab:rh:alf}}draw only the left/right half of the face{p_end} {synopt :{cmdab:hsp:ace(}{it:#}{cmd:)}}column spacing between half-face graphs; min is 0.50, max is 1, default is {cmd:hspace(0.75)}{p_end} {synopt :{cmdab:it:itle(}{it:varname}{cmd:)}}specify face graph title; {it:varname} may be string or numeric{p_end} {synopt :{cmdab:in:ote(}{it:varname}{cmd:)}}specify face graph note; {it:varname} may be string or numeric{p_end} {synopt :{cmdab:il:abel(}{it:varname}{cmd:)}}specify face graph label; {it:varname} may be string or numeric{p_end} {synopt :{cmdab:ls:ize(}{it:textsizestyle}{cmd:)}}size of label; default is {cmd:lsize(large)}{p_end} {synopt :{opt xl:abel(#)}}place label at x coordinate; default is {cmd:xlabel(10)} for full faces, {cmd:xlabel(-8)} for left faces, {cmd:xlabel(8)} for right faces{p_end} {synopt :{opt yl:abel(#)}}place label at y coordinate; default is {cmd:ylabel(-10)}{p_end} {synopt :{opt pl:acement(clockdirstyle)}}position label relative to ({cmd:xlabel()}, {cmd:ylabel()}); default is {cmd:placement(9)}{p_end} {synopt :{opt ju:stification(jstyle)}}make label {cmd:left}-, {cmd:center}-, or {cmd:right}-justified; default is {cmd:justification(left)} for full and right faces, {cmd:justification(right)} for left faces{p_end} {synopt :{opt is:cale(varname)}}specify a multiplier that affects the size of {cmd:ititle()}, {cmd:inote()}, and {cmd:ilabel()}.{p_end} {synopt :{cmdab:im:argin(}{it:{help marginstyle}}{cmd:)}}margin between the plot area and the outside area of face graph; default is {cmd:imargin(zero)}{p_end} {synopt :{cmdab:ir:egion(}{it:{help marginstyle}}{cmd:)}}offset from the contents of the plot; default is {cmd:iregion(medsmall)}{p_end} {synopt :{opt xf:ace(#)}}x size of face graph; default is {cmd:xface(5.00)}{p_end} {synopt :{opt yf:ace(#)}}y size of face graph; default is {cmd:yface(6.00)}{p_end} {synopt :{opt sh:ow}}draw individual face graphs{p_end} {synopt :{opt saveall}}save all face graphs as {cmd:FACE1.gph}, ..., {cmd:FACE}{it:n}{cmd:.gph} in current directory; a blank {cmd:FACE0.gph} is also saved{p_end} {synopt :{opt re:scale(#)}}restrict the range of plotted variables; default is {cmd:rescale(1)}; use with caution{p_end} {syntab :Combined graph} {synopt :{opt le:gend}{cmd:(}{{hi:2}|{cmd:3}} [{cmd:nolabel}]{cmd:)}}display legend in two or three columns; {bf:nolabel} forces legend to be based on variable names only{p_end} {synopt :{opt or:der(varlist)}}draw face graphs sorted by {it:varlist}{p_end} {synopt :{opt ro:ws(#)}}display in {it:#} rows{p_end} {synopt :{opt co:ls(#)}}display in {it:#} columns{p_end} {synopt :{opt colf:irst}}display down columns{p_end} {synopt :{opt xc:ombined(#)}}x size of combined graph{p_end} {synopt :{opt yc:ombined(#)}}y size of combined graph{p_end} {synopt :{opt nocombine}}do not construct the final combined graph{p_end} {synopt :{opt ti:tle(tinfo)}}title for combined graph{p_end} {synopt :{opt su:btitle(tinfo)}}subtitle for combined graph{p_end} {p2coldent :+ {opt note(tinfo)}}note for combined graph{p_end} {synopt :{opt nodraw}}suppress display of combined graph{p_end} {synopt :{cmdab:sa:ving(}{it:filename}{cmd:, replace)}}save combined graph; {bf:replace} is allowed{p_end} {syntab :Utility} {synopt :{opt timer}}report the time it took to construct face graphs (timer 1) and combined graph (timer 2){p_end} {synoptline} {p2colreset}{...} {p 4 6 2}* {opt gmin()} and {opt gmax()} override the min and max set in face features.{p_end} {p 4 6 2}+ {opt legend()} overrides the {bf:note()} option.{p_end} {title:Description} {pstd}{cmd:chernoff} draws Chernoff faces using the method proposed by Flury (1980), Sch{c u:}pbach (1987), and Friendly (1991). Up to 18 variables may be specified. {title:Options} {dlgtab:Face feature} {phang}{opt isize(exp)} through {opt mcurv(exp)} represent face features and are described in the options table, above. {dlgtab:Individual face graph} {phang}{cmd:gmin(}{it:#}{cmd:)} and {cmd:gmax(}{it:#}{cmd:)} stand for a global minimum and maximum. These options override the "local" minimums and maximums specified within face features. {phang} {cmd:lhalf}|{cmd:rhalf} tells Stata to draw only the left side or the right side of the face, respectively. Only one option may be specified. {phang} {cmd:hspace(}{it:#}{cmd:)} controls the column spacing between half-face graphs. The range of {cmd:hspace()} is (0.50,1), with the default being {cmd:hspace(0.75)}. Specifying a lower value will bring the faces closer, and specifying a higher value will spread them apart. {phang} {cmd:ititle(}{it:varname}{cmd:)} specifies titles for individual face graphs. The variable may be string or numeric. {phang} {cmd:inote(}{it:varname}{cmd:)} specifies notes for individual face graphs. The variable may be string or numeric. {phang} {cmd:ilabel(}{it:varname}{cmd:)} tells Stata to label faces with the values of {it:varname}. The variable may be string or numeric. {phang} {cmd:lsize(}{it:textsizestyle}{cmd:)} specifies the size of the label. The default is {cmd:lsize(large)}. See {manhelpi textsizestyle G} for a list of available styles. {phang} {opt xlabel(#)} and {opt ylabel(#)} denote the (x,y) coordinates of the face label. The default position is (10,-10) for full faces, (-8,-10) for left faces, and (8,-10) for right faces. {phang} {cmd:placement(}{it:clockdirstyle}{cmd:)} specifies the position of the face label relative to ({cmd:xlabel()}, {cmd:ylabel()}) coordinates. Possible values are 0, 1, 2, ..., 12. The default value is {cmd:placement(9)}, or {cmd:placement(3)} if {cmd:lhalf} is specified. {phang} {cmd:justification(}{it:jstyle}{cmd:)} specifies text justification of the face label. Possible values are {cmd:left}, {cmd:right}, and {cmd:center}. The default value is {cmd:justification(left)}, or {cmd:justification(right)} if {cmd:lhalf} is specified. {phang} {cmd:iscale(}{it:varname}{cmd:)} specifies a multiplier that affects the size of {cmd:ititle()}, {cmd:inote()}, and {cmd:ilabel()}. A {it:varname} is required, which allows for different scales for different faces. {phang} {cmd:imargin(}{it:marginstyle}{cmd:)} specifies the margins between the plot area and the outside area of a face graph. This option is equivalent to {cmd:graphregion(margin(}{it:marginstyle}{cmd:))}; see {manhelpi marginstyle G}. The default margin is {cmd:imargin(zero)}. {phang} {cmd:iregion(}{it:marginstyle}{cmd:)} specifies the axes offset from the contents of the plot. This option is equivalent to {cmd:plotregion(margin(}{it:marginstyle}{cmd:))}; see {manhelpi region_options G}. The default margin is {cmd:iregion(medsmall)}. {phang} {cmd:xface(}{it:#}{cmd:)} and {cmd:yface(}{it:#}{cmd:)} denote the size of the individual face graph. The default size is {cmd:xface(5.00)} and {cmd:yface(6.00)}. {phang} {cmd:show} tells Stata to draw individual face graphs. The default is to draw only the final combined graph. {phang} {cmd:saveall} tells Stata to save all individual face graphs. This is useful if the user later wants to combine individual face graphs manually. Graphs are saved in the current directory as {cmd:FACE1.gph}, {cmd:FACE2.gph}, .... Also, a blank graph, {cmd:FACE0.gph}, is saved. {phang} {cmd:rescale(}{it:#}{cmd:)} restricts the range of all variables to an interval narrower than (0,1); use this option only in the rare cases when some features of the face intersect, producing an effect that is not aesthetically pleasing. For example, specifying {cmd:rescale(0.95)} compresses all the variables to the range (0.05,0.95). It is not recommended to use values less than 0.90 because it introduces an artificial reduction in the variation of the data. {dlgtab:Combined graph} {phang} {cmd:legend(}{{cmd:2}|{cmd:3}} [{cmd:nolabel}]{cmd:)} generates a legend based on variable labels or, if labels are missing, on variable names. The legend is displayed at the bottom of the combined graph. You may specify {cmd:legend(2)} or {cmd:legend(3)} to display the legend in two or three columns, respectively. If you do not want variable labels to be included in the legend, add the {cmd:nolabel} option. The {cmd:legend()} option overrides the {cmd:note()} option. {phang} {cmd:order(}{it:varlist}{cmd:)} tells Stata to draw faces sorted by {it:varlist}. {phang} {cmd:rows(}{it:#}{cmd:)} and {cmd:cols(}{it:#}{cmd:)} denote the number of rows and columns in a combined face graph. If both options are specified, {cmd:cols()} takes precedence. {phang} {cmd:colfirst} tells Stata to display face graphs down columns. {phang} {cmd:xcombined(}{it:#}{cmd:)} and {cmd:ycombined(}{it:#}{cmd:)} specify the size of the combined graph. {phang} {cmd:nocombine} tells Stata not to construct the final combined graph, which is the most time-consuming part of the {cmd:chernoff} command. This option is most useful in conjunction with {cmd:saveall} or if the user wants to take a "first peek" as to whether the individual face graphs look "right". {phang} {cmd:title(}{it:tinfo}{cmd:)}, {cmd:subtitle(}{it:tinfo}{cmd:)}, {cmd:note(}{it:tinfo}{cmd:)}, {cmd:nodraw}, and {cmd:saving(}{it:filename}{cmd:, replace)} are standard Stata graph options; see {manhelpi twoway_options G}. {dlgtab:Utility} {phang} {cmd:timer} reports the amount of time the command spent constructing individual face graphs (timer 1) and, once the command concludes, the time spent on constructing the combined graph (timer 2). The first reported time should give you a rough idea of how long it will take the command to complete -- in testing, stage 2 took on average about 20 percent longer than the time spent on stage 1. {marker exp}{title:Face feature exp} {p 4 4 2} {it:exp} is specified as follows: {p 8 8 2} {it:varname}|{bf:.}|{bf:_null_} [{bf:,} [{it:#}|{bf:.}] [{it:#}|{bf:.}]] {p 4 4 2} Before plotting, {it:varname} is rescaled to (0,1). If a given face feature is not specified or is specified as missing, it assumes the default value of 0.50. Missing values within {it:varname} are set to 0.50. {p 4 4 2} {hi:_null_} prevents a "logical" set of features from being drawn. For example, specifying any eye feature as {hi:_null_} will result in eyes not being drawn. {p 4 4 2} #|{bf:.} and #|{bf:.} represent a theoretical min and max for {it:varname}. For example, if you want variable {hi:rep78} to be plotted relative to (0,6), type {it:facefeature}{hi:(rep78, 0 6)}. If the desired range is (0,5), type {it:facefeature}{hi:(rep78, 0)} or {it:facefeature}{hi:(rep78, 0 5)}. If the desired range is (1,6), type {it:facefeature}{hi:(rep78, 1 6)} or {it:facefeature}{hi:(rep78, . 6)}. {p 4 4 2} If all variables share the same theoretical min or max, it is easier to specify {hi:gmin()} and {hi:gmax()}. {title:Remarks} {p 4 4 2} Face graphs will be saved in the current directory. Make sure you have write permissions before issuing the command. {p 4 4 2} The maximum number of faces that may be combined in one graph is 999. You can increase this number to 1,999 if you specify {bf:hdark(_null_)} or {bf:hslant(_null_)}. {title:Examples} {p 4 8 2}{cmd: . sysuse auto} {p 4 8 2}{cmd: . drop if rep78==.} {p 4 8 2}{cmd: . keep in 41/55} {p 4 8 2}{cmd: . chernoff, isize(rep78) hdark(mpg) hslant(mpg) fline(weight) order(foreign price)} {p 4 8 2}{cmd: . chernoff, isize(rep78,0) hdark(mpg) hslant(mpg) fline(weight) nose(price) legend(2 nolabel) cols(3) rhalf} {p 4 8 2}{cmd: . generate s = 1+runiform()} {p 4 8 2}{cmd: . chernoff, isize(rep78,. 6) hdark(mpg) hslant(mpg) fline(weight) bvert(_null_) inote(make) iscale(s) saving(mygraph, replace)} {title:References} {phang} Flury, B. 1980. Construction of the asymmetrical face to represent multivariate data graphically. Technical Report 3, Institute of Mathematical Statistics and Actuarial Science, Bern University. {phang} Friendly, M. 1991. Faces: Faces display of multivariate data. Department of Psychology, York University. {browse "http://www.math.yorku.ca/SCS/sasmac/faces.html"}. {phang} Sch{c u:}pbach, M. 1987. ASYMFACE asymmetrical faces in TurboPascal. Technical Report 25, Institute of Mathematical Statistics and Actuarial Science, Bern University. {title:Author} {pstd}Rafal Raciborski{p_end} {pstd}Department of Political Science{p_end} {pstd}Emory University{p_end} {pstd}Atlanta, GA{p_end} {pstd}{browse "mailto:rafal.raciborski@emory.edu":rafal.raciborski@emory.edu}{p_end} {title:Also see} {psee} Article: {it:Stata Journal}, volume 9, number 3: {browse "http://www.stata-journal.com/article.html?article=gr0038":gr0038}{p_end}