Lecture 4 - Pandas, Part 1
Presented by Fernando Perez
Content by Fernando Perez, Josh Hug
- slides
- video playlist
- code (launch)
- code HTML
- Intro to Pandas if you’ve taken Data 8 (zip)
- Prof. Hug’s Pandas I Lecture Materials
A reminder – the right column of the table below contains Quick Checks. These are not required but suggested to help you check your understanding.
| Video | Quick Check | |
|---|---|---|
| 4.0 Introduction |
||
| 4.1.1 Pandas data frames, series, and indices. |
4.1.1 | |
| 4.1.2 Pandas indices demo. |
4.1.2 | |
| 4.2 Pandas indexing with the bracket operator. |
4.2 | |
| 4.3 Pandas boolean array selection, the isin function, and the query command. |
4.3 | |
| 4.4.1 Pandas indexing with .loc. |
4.4.1 | |
| 4.4.2 Pandas indexing with .iloc and Pandas sampling. |
4.4.2 | |
| 5.5.1 Pandas utility functions, properties, and the sort_values method. |
4.5.1 | |
| 4.5.2 The value_counts and unique methods in Pandas. An exploration of the baby names data set. |
4.5.2 | |