I used 24th of October 2016 Amatrice and 16th of July 2011 Alaska earthquakes to do this tutorial. Waveform are provided by SeisRaM working group and IRIS, respectively.
Explanation of tutorials are as below:
Earthquake Detection - Examples of two different STA/LTA triggering methods
Filtering - Examples of lowpass, highpass and bandpass filters on data
Fourier Transform - Calculating and plotting of fast fourier transforms of data
Integration and Differentiation - Integration and differentiation of waveform to move through acceleration to displacement
Numpy for Earthquake - Examples of capturing a portion of the data, plotting and identification of peak values amplitude and position
Read and Trim - Reading and trimming the waveform
Remove Response - Removing insturement response of a station by using response files
Response Spectra - Calculation of spectral acceleration, velocity and displacement of a signal
Rotate Channels - Rotate East and North components to Radial and Transverse components
Saving to a csv file - Creating and saving a database that are created some features of the station and earthquake
Spectrogram - Plotting and saving the spectrogram of the waveform