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mpl 1.5.3 and 2.0, py3.6
_xs = np.linspace(-50, 50, 1001); plt.semilogy(scipy.stats.norm.pdf(_xs))
results in
where zero values (due to floating point resolution limits, at the edges) get ignored, as expected, but
_xs = np.linspace(-50, 50, 1001); plt.plot(scipy.stats.norm.pdf(_xs))
plt.gcf().canvas.draw()
plt.gca().set(yscale="log")
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