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1 Setup
Coding basics
Code style
Tidy data
Data basics
Visualization basics
Manipulation basics
R Markdown basics
2 Discrete-continuous relationships
Basic pivoting
Other single-table verbs
Data structure basics
Exploratory data analysis (1D)
General strategy
ggplot2 calls
Getting help
3 Essentials of relational data
Scales
tidycensus
Function basics
String basics
Parsing basics
Factor basics
4 purrr basics
Exploratory data analysis (2D)
Column-wise operations
Scripts
Advanced pivoting
Distributions
Tidy evaluation
Project workflow
5 Date/time basics
Vector functions
Row-wise operations
Spatial basics
Continuous-continuous relationships
6 List-columns
Regular expressions
Time series
Census Bureau APIs
Model basics
7 purrr map with multiple inputs
Time spans
rvest
Model EDA
Spatial visualization
8 Parsing details
Model fitting
String details
9 Predicate functions
Other purrr functions
R Markdown presentations
Model evaluation
10 R Markdown workflow
ggplot2 extensions
Google Sheets
dplyr and databases
Learning more