Time for action – converting arrays

We can convert a NumPy array to a Python list with the tolist function:

  1. Convert to a list:
    In: b
    Out: array([ 1.+1.j,  3.+2.j])
    In: b.tolist()
    Out: [(1+1j), (3+2j)]
  2. The astype function converts the array to an array of the specified type:
    In: b
    Out: array([ 1.+1.j,  3.+2.j])
    In: b.astype(int)
    /usr/local/bin/ipython:1: ComplexWarning: Casting complex values to real discards the imaginary part
      #!/usr/bin/python
    Out: array([1, 3])

    Note

    We are losing the imaginary part when casting from complex type to int. The astype function also accepts the name of a type as a string.

    In: b.astype('complex')

    Out: array([ 1.+1.j, 3.+2.j])

    It won't show any warning this time, because we used the proper data type.

What just happened?

We converted NumPy arrays to a list and to arrays of different data types.

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