Raison d’être
Français
Preface
I General discussions
1 Why R?
2 Learn R: Right way!
3 Great Open Source Textbooks
- 3.1 By presentation
  - 3.1.1 In two-column format
  - 3.1.2 In three-column format
- 3.2 By Topic
  - 3.2.1 Introductory and General
  - 3.2.2 Specialized
4 Great Open Source Tutorials
5 Events and forums for R users
6 Open government policies
- 6.1 Open Source
  - 6.1.1 Open government
- 6.2 Open Science
  - 6.2.1 Scientific Integrity
II Art of R programming
7 Use R efficiently with data.table!
- 7.1 data.table vs. dplyr
- 7.2 Extensions of data.table
8 Python and R unite!
9 From Excel to R
10 Reading various kinds of data in R
11 Other tips for Efficient coding in R
12 Using R with GC data infastructure (gcdocs, AWS, etc)
- 12.1 gcdocs
III Visualization and Reporting
13 R Markdown for literate programming and automated reports
Welcome to Supervised Machine Learning for Text Analysis in R
- 13.3.5 Automated compilation of Rmd files in GitHub using GitHub Actions
14 ggplot2 and its extensions for data visualization
- 14.1 Resources
  - 14.1.1 Plotly + R Shiny
15 Shiny for Interactive Data Visualization, Analysis and Web App development
- 15.1 Resources
16 Interactive Outputs in R: plotly, Datatable, reactable
- 16.1 reactable
17 Geo/Spatial coding and visualization in R
IV Machine Learning and AI
18 Data Engineering, Record Linking and Deduplication
19 Text Analysis in R
20 Statistical tests and mixed-effects analysis
21 Machine Learning and Modeling in R
- 21.1 Resources
- 21.2 Additional references
22 Deep Learning and Computer vision
23 Simulation and Optimization
V Community Tutorials
24 GCCode 101
25 Packages 101
26 R101: Building COVID-19 Tracker App from scratch
VI Community Databases
27 Accessing Open Data Canada databases
28 Health-related databases
- 28.1 Canadian Vitals Statistics Database
  - 28.1.1 Vital Statistics - Death Database
  - 28.1.2 Vital Statistics - Birth Database
- 28.2 COVID-19 infection and vaccination related:
29 Open Ontario Data
- 29.0.1
30 Performance-related databases
VII Community Codes
31 Lunch and Learn notes
32 Canada-related Open source R codes and packages
Published with bookdown/li>

The R4GC Book

20 Statistical tests and mixed-effects analysis

TBA