python-scipyHow can I use Python and SciPy to process audio data?
Python and SciPy can be used to process audio data in a variety of ways. For example, the SciPy library provides functions for reading audio files, manipulating audio data, and writing audio data to files. Additionally, Python has a large number of libraries for audio processing such as LibROSA and PyAudio.
To illustrate this, the following example code reads an audio file using SciPy, displays the audio data in the form of a spectrogram, and then writes the audio data to a new file:
from scipy.io import wavfile
import matplotlib.pyplot as plt
# Read audio file
fs, data = wavfile.read('audio_file.wav')
# Display spectrogram
plt.specgram(data, Fs=fs)
plt.show()
# Write audio file
wavfile.write('output_file.wav', fs, data)
Code explanation
from scipy.io import wavfile
: Imports thewavfile
module from thescipy.io
library.import matplotlib.pyplot as plt
: Imports thepyplot
module from thematplotlib
library.fs, data = wavfile.read('audio_file.wav')
: Reads the audio fileaudio_file.wav
and stores the sample rate (fs
) and audio data (data
) in the variablesfs
anddata
.plt.specgram(data, Fs=fs)
: Displays the audio data in the form of a spectrogram.plt.show()
: Displays the spectrogram.wavfile.write('output_file.wav', fs, data)
: Writes the audio data to a new file calledoutput_file.wav
.
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