Eric Jones, co-author of SciPy and CEO of Enthought, Inc. demonstrates basic math with 1D NumPy arrays along with array creation with arange and linspace. A speed comparison between operations done with NumPy arrays and those done with Python lists illustrates that NumPy arrays provide significant gains in processing speed.