When visualizing data using subplots, it is often necessary to adjust the axis range to enhance readability. This article addresses the question of how to set the y-axis range of a specific subplot.
In the example provided, the FFT plot contains an overly large spike that obscures the underlying data. To rectify this, we need to restrict the y-axis range to a sensible interval.
The attempted code:
pylab.ylim([0,1000])
fails because the statement is executed before the subplot is created. The correct placement is after the pylab.plot() command.
pylab.subplot(h,w,2)
pylab.title("FFT")
fft = scipy.fft(rawsignal)
pylab.plot(abs(fft))
pylab.ylim([0,1000])
Additionally, since the use of pylab is now deprecated by Matplotlib, it is recommended to use the pyplot interface instead:
import matplotlib.pyplot as plt
# Set the y-axis range for the second subplot
plt.subplot(h, w, 2)
plt.title("FFT")
fft = scipy.fft(rawsignal)
plt.plot(abs(fft))
plt.ylim([0, 1000])
By following these recommendations, you can effectively set the axis range for your subplots and improve the visualization of your data.
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