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@sebbacon
Created April 26, 2018 06:52
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setting matplotlib legend font size via geopandas
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{
cells: [
{
cell_type: "code",
execution_count: 1,
metadata: { },
outputs: [ ],
source: [
"import geopandas as gpd"
]
},
{
cell_type: "code",
execution_count: 2,
metadata: { },
outputs: [ ],
source: [
"world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres')) ",
"world = world[(world.pop_est>0) & (world.name!="Antarctica")] ",
"world['gdp_per_cap'] = world.gdp_md_est / world.pop_est"
]
},
{
cell_type: "code",
execution_count: 4,
metadata: { },
outputs: [
{
data: {
image/png: 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 ",
text/plain: [
"<Figure size 432x288 with 2 Axes>"
]
},
metadata: { },
output_type: "display_data"
}
],
source: [
"# The legend is actually a Colorbar object. To change the legend's font size, ",
"# we have to get hold of the Colorbar's Axes object, and call .tick_params() ",
"# on that. ",
" ",
"# First, we call the .plot() method as usual, but we capture the return value ",
"# which is the Axes of the map. ",
"ax = world.plot(column='gdp_per_cap', cmap='OrRd', legend=True) ",
" ",
"# We can use this to get hold of the Figure that contains the Axes. ",
"fig = ax.figure ",
" ",
"# The Figure has two Axes: one for the map, and one for the Colorbar. The ",
"# one we care about is the second one. ",
"cb_ax = fig.axes[1] ",
" ",
"# We can now set the font size for the Colorbar. Other parameters for ",
"# tick_params are documented at: ",
"# https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.tick_params.html ",
"cb_ax.tick_params(labelsize=100)"
]
},
{
cell_type: "code",
execution_count: null,
metadata: { },
outputs: [ ],
source: [ ]
}
],
metadata: {
kernelspec: {
display_name: "Python 3",
language: "python",
name: "python3"
},
language_info: {
codemirror_mode: {
name: "ipython",
version: 3
},
file_extension: ".py",
mimetype: "text/x-python",
name: "python",
nbconvert_exporter: "python",
pygments_lexer: "ipython3",
version: "3.6.4"
}
},
nbformat: 4,
nbformat_minor: 2
}
@PhilipDW183
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Great solve for the x_ticks. Do you have any solution for changing the size of the legend title?

@peter-redistricting-data-hub

To change the size of the legend title, do something like:
cb_ax.set_title("Your title", fontsize=20)

Running help(cb_ax) was helpful to get more information

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