from IPython.display import Image
import pandas as pd
from lets_plot import *
LetsPlot.setup_html()
display(Image("images/theme_legend_scheme.png"))
df = pd.read_csv("https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv")
print(df.shape)
df.head()
(234, 12)
Unnamed: 0 | manufacturer | model | displ | year | cyl | trans | drv | cty | hwy | fl | class | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | audi | a4 | 1.8 | 1999 | 4 | auto(l5) | f | 18 | 29 | p | compact |
1 | 2 | audi | a4 | 1.8 | 1999 | 4 | manual(m5) | f | 21 | 29 | p | compact |
2 | 3 | audi | a4 | 2.0 | 2008 | 4 | manual(m6) | f | 20 | 31 | p | compact |
3 | 4 | audi | a4 | 2.0 | 2008 | 4 | auto(av) | f | 21 | 30 | p | compact |
4 | 5 | audi | a4 | 2.8 | 1999 | 6 | auto(l5) | f | 16 | 26 | p | compact |
Parameters to customize the legend position and justification:
legend_position
- the position of legends;
legend_justification
- anchor point for positioning legend;
legend_direction
- layout of items in legends.
p1 = ggplot(df, aes("displ", "hwy")) + geom_point(aes(color="cty", shape="drv"), size=5)
p1
# Draw legend below the plot area
p1 + theme(legend_position='bottom')
# Specify position, justification and orientation
p1 + theme(legend_position=[1, 1], legend_justification=[1, 1], legend_direction='horizontal')
Parameters to customize the legend spacing and margins:
legend_box
- arrangement of multiple legends ("horizontal" or "vertical");
legend_box_just
- justification of each legend within the overall bounding box ("top", "bottom", "left", "right", "center");
legend_box_spacing
- spacing between plotting area and legend box;
legend_margin
- margin around each legend;
legend_spacing
- spacing between legends, legend_spacing_x
/legend_spacing_y
- in the horizontal/vertical direction.
p2 = ggplot(df, aes('displ', 'cty')) + \
geom_point(aes(fill='drv', size='hwy'), shape=21) + \
scale_size(range=[1, 10], breaks=[15, 30, 40]) + \
theme(legend_position='bottom', legend_background=element_rect(size=1))
p2
# legend_margin
p2 + theme(legend_margin=[10, 20])
# legend_box
p2 + theme(legend_box='horizontal')
# legend_box_just
p2 + theme(legend_box_just='center')
# legend_box_spacing
p2 + theme(legend_box='horizontal', legend_box_spacing=50)
# legend_spacing
p2 + theme(legend_box='horizontal', legend_spacing_x=50)
Parameters to customize the legend key:
legend_key
- background underneath legend keys, set with element_rect()
;
legend_key_size
- size of legend keys;
legend_key_width
- key background width;
legend_key_height
- key background height;
legend_key_spacing
- spacing between legend keys;
legend_key_spacing_x
- spacing in the horizontal direction;
legend_key_spacing_y
- spacing in the vertical direction.
p3 = ggplot(df, aes(x='hwy')) + \
geom_dotplot(aes(fill='class'), color='pen') + \
theme(legend_background=element_rect(size=0.5))
p3
Add background underneath legend keys:
p4 = p3 + theme(legend_key=element_rect(fill='#efedf5', color='#756bb1'))
p4
Change size of legend keys:
p4 + theme(legend_key_size=30)
p5 = p4 + theme(legend_key_width=80, legend_key_height=20)
p5
Add spacing between legend keys:
p5 + theme(legend_key_spacing_y=10)