Arithmetic

Let's see an example. The first thing we'll do is start up pandas and NumPy.

In the following screenshot, we have two series, srs1 and srs2:

srs1 has an index that goes from 0 to 4, whereas srs2 has an index that goes from 0 to 3, skips 4, and then goes to 5. These two series are technically the same length, but that doesn't necessarily mean that the elements will match up as you might expect. For example, let's consider the following code. What happens when we add srs1 and srs2?

Two NaNs were produced. That was because, for elements ...

Get Hands-On Data Analysis with NumPy and pandas now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.