Layers and Stacks
Gadfly also supports more advanced plot composition techniques like layering and stacking.
Layers
Draw multiple layers onto the same plot with
plot(layer(x=rand(10), y=rand(10), Geom.point),
layer(x=rand(10), y=rand(10), Geom.line))
Or if your data is in a DataFrame:
plot(my_data, layer(x="some_column1", y="some_column2", Geom.point),
layer(x="some_column3", y="some_column4", Geom.line))
You can also pass different data frames to each layer:
layer(another_dataframe, x="col1", y="col2", Geom.point)
Ordering of layers in the Z direction can be controlled with the order
keyword. A higher order number will cause a layer to be drawn on top of any layers with a lower number. If not specified, default order for a layer is 0.
# using stacks (see below)
xs = rand(0:10, 100, 2)
p1 = plot(layer(x=xs[:, 1], color=[colorant"orange"], Geom.histogram),
layer(x=xs[:, 2], Geom.histogram), Guide.title("Default ordering"))
p2 = plot(layer(x=xs[:, 1], color=[colorant"orange"], Geom.histogram, order=1),
layer(x=xs[:, 2], Geom.histogram, order=2),
Guide.title("Manual ordering"))
hstack(p1, p2)
Guide attributes may be added to a multi-layer plots:
plt=plot(layer(x=rand(10), y=rand(10), Geom.point),
layer(x=rand(10), y=rand(10), Geom.line),
Guide.xlabel("x label"),
Guide.ylabel("y label"),
Guide.title("Title"))
Stacks
Plots can also be stacked horizontally with hstack
or vertically with vstack
, and arranged into a rectangular array with gridstack
. This allows more customization in regards to tick marks, axis labeling, and other plot details than is available with Geom.subplot_grid.
p1 = plot(x=[1,2,3], y=[4,5,6]);
p2 = plot(x=[1,2,3], y=[6,7,8]);
hstack(p1,p2)
p3 = plot(x=[5,7,8], y=[8,9,10]);
p4 = plot(x=[5,7,8], y=[10,11,12]);
# these two are equivalent
vstack(hstack(p1,p2),hstack(p3,p4));
gridstack([p1 p2; p3 p4])
You can use title
to add a descriptive string to the top of a stack
title(hstack(p3,p4), "My great data")
You can also leave panels empty in a stack by passing a Compose.context()
object
# empty panel
gridstack(Union{Plot,Compose.Context}[p1 p2; p3 Compose.context()])