Book Image

Learning NumPy Array

By : Ivan Idris
Book Image

Learning NumPy Array

By: Ivan Idris

Overview of this book

Table of Contents (14 chapters)
Learning NumPy Array
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
Index

Broadcasting arrays


In a nutshell, NumPy tries to perform an operation even though the operands do not have the same shape. In this section, we will multiply an array and a scalar. The scalar is extended to the shape of an array operand, and then the multiplication is performed. We will download an audio file and make a new version that is quieter:

  1. First, read the WAV file. We will use standard Python code to download an audio file of Austin Powers saying "Smashing, baby". SciPy has a wavfile module that allows you to load sound data or generate WAV files. If SciPy is installed, then we should already have this module. The read() function returns a data array and sample rate. In this example, we only care about the data.

    sample_rate, data = scipy.io.wavfile.read(WAV_FILE)
  2. Plot the original WAV data with Matplotlib. Give the subplot the title, Original, as shown in the following lines of code:

    plt.subplot(2, 1, 1)
    plt.title("Original")
    plt.plot(data)
  3. Now create a new array. We will use NumPy to...