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This graph illustrates data plotted with a logarithmic x-axis, a logarithmic y-axis, and both logarithmic axes:

These graphs were obtained with the following commands. Notice
that when the limits of a logarithm graph is set, it MUST be set using
the logarithm of that vector. The points must also be called this
way. The ticksize command is responsible for the logarithmic
spacing of the tickmarks.
#both x and y log axis.
clear
set x=.001, 10, .001
set y=10**x
set lgx=lg(x)
set lgy=lg(y)
limits lgx lgy
ticksize -1 0 -1 0
box
points lgx lgy
ylabel log y axis
xlabel log x axis
expand .8
#log x axis
location 8000 20000 20000 30000
ticksize -1 0 0 0
limits lgx y
box
points lgx y
xlabel log x axis
ylabel y axis
#log y axis
location 8000 20000 8000 18000
ticksize 0 0 -1 0
limits x lgy
box
points x lgy
xlabel x axis
ylabel log y axis
#resets values
location 3500 31000 3500 31000
ticksize 0 0 0 0
expand 1.001
delete lgx
delete lgy
delete x
delete y