The following table will be frequently updated with the schedule for the coming weeks. Note: If there is no Reading for a topic, the Reading Link is not active.
Reading | Link | Packages | |
---|---|---|---|
Week 1 | |||
What is Data Science? | MDSR Ch 1.1 | Reading Link | — |
Data Journalism | CJGD Executive Summary and Introduction | Reading Link | — |
Hand Drawn Data Visualizations | — | Reading Link | — |
Data Visualization Principles | MDSR Ch 2.1 - 2.4 | Reading Link | — |
Week 2 | |||
Reproducible Workflow | — | Reading Link | — |
Data Stories | CJGD Communication | Reading Link | — |
Coding Style | Tidyverse Style Guide | Reading Link | — |
Reproducible Examples | reprex Vignette | Reading Link | reprex |
Reproducible Examples | reprex Tutorial | Reading Link | reprex |
Grammar of Graphics | MDSR Ch 3.1 - 3.3 | Reading Link | ggplot2 |
Week 3 | |||
GitHub and git | Ch 1 of Happy Git and GitHub for the useR | Reading Link | — |
GitHub and git | MDSR D.3 | Reading Link | — |
Data Wrangling | MDSR Ch 4 | Reading Link | dplyr |
R Projects | — | Reading Link | — |
R Packages | — | Reading Link | devtools, usethis |
Week 4 | |||
Data Joins | MDSR Ch 5 intro, 5.1 - 5.2 | Reading Link | dplyr |
Tidy Data and Data Reshaping | MDSR Ch 6.1 - 6.2 | Reading Link | tidyr |
Week 5 | |||
Ingesting Data and API Wrapper Packages | — | Reading Link | readr |
API Calls and Web Scraping | MDSR 6.4.1 - 6.4.2 | Reading Link | httr, rvest |
Week 6 | |||
R Objects | R4DS Ch 20 - 20.5 | Reading Link | — |
Functions | R4DS Ch 19 | Reading Link | — |
Week 7 | |||
Distill Blog | — | Reading Link | distill |
Code Smells | — | Reading Link | — |
Refactoring Code | — | Reading Link | — |
Week 8 | |||
Iteration (Moved from Week 7) | R4DS Ch 21 | Reading Link | purrr |
Dates and Times | R4DS Ch 16 | Reading Link | lubridate |
Factors | R4DS Ch 15 | Reading Link | forcats |
Week 9 | |||
Strings | R4DS Ch 14 | Reading Link | stringr |
Text Analysis | MDSR 19 - 19.3 | Reading Link | tidytext |
Week 10 | |||
Spatial Data | MDSR 17 - 17.8 | Reading Link | leaflet, sf |
Animation | gganimate Getting Started Vignette | Reading Link | gganimate |
Interactivity | MDSR Ch 14 - 14.1.3 | Reading Link | plotly |
Week 11 | |||
Interactive Web Applications | MDSR Ch 14.4 | Reading Link | shiny |
Break | |||
Spring Break | — | Reading Link | breakr |
Week 12 | |||
Data Ethics | MDSR Ch 8 - 8.10 | Reading Link | — |
Week 13 | |||
Database Querying using SQL | MDSR Ch 15 - 15.6 | Reading Link | — |