ENH: Add explanation notebook for interpolation and extrapolation comparison

[timmens]

Once #83 is closed, create an explanation notebook that compares and explains the behavior and speed of

1. RegularGridInterpolator
2. map_coordinates (default)
3. map_coordinates (with extrapolation)

The code in the attached file produces this comparison:

interpolation-comparison.md