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# https://stackoverflow.com/a/45925049/13369757 | |
import matplotlib.pyplot as plt | |
import numpy as np | |
fig, host = plt.subplots(figsize=(12,10)) # (width, height) in inches | |
par1 = host.twinx() | |
par2 = host.twinx() | |
host.set_xlabel("Threshold") | |
host.set_ylabel("Overkill rate (%)") | |
par1.set_ylabel("Leakage rate (%)") | |
par2.set_ylabel("Unknown rate (%)") | |
x = [i for i in range(50,76)] | |
p1, = host.plot(x, overkill_list, color='red', label="Overkill rate", marker='o') | |
p2, = par1.plot(x, leakage_list, color='green', label="Leakage rate", marker='o') | |
p3, = par2.plot(x, unknown_list, color='blue', label="Unknown rate", marker='o') | |
lns = [p1, p2, p3] | |
host.legend(handles=lns, loc='lower right', bbox_to_anchor=(1, 0.1)) | |
# right, left, top, bottom | |
par2.spines['right'].set_position(('outward', 60)) | |
host.yaxis.label.set_color(p1.get_color()) | |
par1.yaxis.label.set_color(p2.get_color()) | |
par2.yaxis.label.set_color(p3.get_color()) | |
par2.set_yticks(range(0,101,5)) | |
for xx,y in zip(x,unknown_list): | |
label = "{:.1f}%".format(y) | |
plt.annotate(label, # this is the text | |
(xx,y), # these are the coordinates to position the label | |
textcoords="offset points", # how to position the text | |
xytext=(3,10), # distance from text to points (x,y) | |
ha='left') # horizontal alignment can be left, right or center | |
plt.xticks(np.arange(min(x), max(x)+1, 1.0)) | |
fig.tight_layout() | |
plt.savefig("pyplot_multiple_y-axis.pdf") |
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