Jun 30, 2019

This article is available as a Jupyter Notebook complete with exercises at the bottom to practice and detailed solutions in another notebook.

This is part 3 of a 4-part series on how to select subsets of data from a pandas DataFrame or Series. Pandas offers a wide variety of options for subset selection which necessitates multiple articles. This series is broken down into the following topics.

- Selection with
`[]`

,`.loc`

and`.iloc`

- Boolean indexing
- Assigning subsets of data
- How NOT to select subsets of data

When you see the word **assign** used during a discussion on programming, it usually means that a variable is set equal to some value. For most programming languages, this means using the equal sign. For instance, to assign the value 5 to the variable

in Python, we do the following:**x**

`>>> x = 5`

This is formally called an assignment statement. More generally, we can...

Jun 30, 2019

This article is available as a Jupyter Notebook complete with exercises at the bottom to practice and detailed solutions in another notebook.

This is part 2 of a four-part series on how to select subsets of data from a pandas DataFrame or Series. Pandas offers a wide variety of options for subset selection which necessitates multiple articles. This series is broken down into the following 4 topics.

- Selection with
`[]`

,`.loc`

and`.iloc`

- Boolean indexing
- Assigning subsets of data
- How NOT to select subsets of data

Part 1 of this series covered subset selection with `[]`

, `.loc`

and `.iloc`

. All three of these **indexers** use either the row/column labels or their integer location to make selections. The actual **data** of the Series/DataFrame is not used at all during the selection.

In Part 2 of this series, on **boolean indexing**, we will select...

Jun 05, 2019

This article is available as a Jupyter Notebook complete with exercises at the bottom to practice and detailed solutions in another notebook.

`[ ]`

, `.loc`

and `.iloc`

This is the beginning of a four-part series on how to select subsets of data from a pandas DataFrame or Series. Pandas offers a wide variety of options for subset selection which necessitates multiple articles. This series is broken down into the following four topics.

- Selection with
`[]`

,`.loc`

and`.iloc`

- Boolean indexing
- Assigning subsets of data
- How NOT to select subsets of data

If you’d like to learn more and support my work:

- Get the book Master Data Analysis with Python (300+ Exercises)
- Sign-up for the
**FREE**Intro to Pandas class - Follow me on Twitter @TedPetrou

These series of articles assume you have no knowledge of pandas, but that you understand the fundamentals...

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