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4 changes: 2 additions & 2 deletions _episodes/03-numpy_essential.md
Original file line number Diff line number Diff line change
Expand Up @@ -39,10 +39,10 @@ To start, we are going to import the two libraries `numpy` and `matplotlib` that

~~~
import numpy as np
import matplotlib.pylab as plt
import matplotlib.pyplot as plt
~~~
{: .language-python}
Here we import the libraries using a common shorthand for them, `np` for `numpy`, and `plt` for `matplotlib.pylab`. You will encounter this in many python scripts using these libraries, and we will continue to use these shorthands below.
Here we import the libraries using a common shorthand for them, `np` for `numpy`, and `plt` for `matplotlib.pyplot`. You will encounter this in many python scripts using these libraries, and we will continue to use these shorthands below.

If we wanted to create a *list* of odd numbers in base Python we would use `range` and `list`:
~~~
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