Created
March 1, 2013 23:05
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Trying to get a decent horizon implementation with matplotlib
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# setup the environment | |
import numpy as np | |
import matplotlib.pyplot as plt | |
x = np.linspace(0, np.pi*4, 137) | |
y = (2*np.random.normal(size=137) + x**2) | |
# reflect everything around the origin | |
xx = np.hstack([-1*x[::-1], x]) | |
yy = np.hstack([-1*y[::-1], y]) | |
# function to do the plot | |
def horizonPlot(ax, x, y, nfolds=3, inverty=False, color='CornflowerBlue'): | |
axes = [ax] | |
if inverty: | |
ylims = np.linspace(y.min(), y.max(), nfolds + 1)[::-1] | |
else: | |
ylims = np.linspace(y.min(), y.max(), nfolds + 1) | |
for n in range(1, nfolds): | |
newax = axes[-1].twinx() | |
axes.append(newax) | |
for n, ax in enumerate(axes): | |
ax.fill_between(x, y, y2=ylims[n], facecolor=color, alpha=1.0/nfolds, zorder=n) | |
ax.set_ylim([ylims[n], ylims[n+1]]) | |
ax.set_yticklabels([]) | |
ax.set_yticks([]) | |
if inverty: | |
ax.invert_yaxis() | |
ax.set_xlim([x.min(), x.max()]) | |
return fig | |
fig, baseax = plt.subplots(figsize=(6.5,1.5)) | |
posax = baseax.twinx() | |
negax = posax.twinx() | |
fig = horizonPlot(posax, xx, np.ma.masked_less(yy, 0), inverty=False, color='DarkGreen') | |
fig = horizonPlot(negax, xx, np.ma.masked_greater(yy, 0), inverty=True, color='CornflowerBlue') | |
for ax in fig.get_axes(): | |
ax.set_yticklabels([]) | |
fig.tight_layout() | |
plt.show() |
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