| TASK | CATEGORY | PACKAGES/SOFTWARE |
| Create racing bar charts | dataviz | ddplot |
| Create interactive visualizations and linked interactive graphics | dataviz | ggiraph, albersusa |
| Write and run R code in Microsoft Visual Studio Code | programming, vscode, Microsoft | Visual Studio Code, VSCode |
| How to use R with Google BigQuery | data import, big data | bigrquery, BigQuery |
| Use the new R 4.1 pipe; run R 4.1 in Docker | programming | base R |
| Use built-in R colors and external palettes | dataviz | rcolorutils, scales, tmaptools, paletteer, paletti |
| Send email with blastula | programming | blastula |
| Install and run Python with Rstudio | programming | reticulate, python |
| Create interactive plots and graphs | dataviz | echarts4r |
| Error check when iterating | programming | purrr |
| Add text labels to your ggplot2 graphs | dataviz | ggplot2, ggrepel |
| Create an election map in R color coded by winner and victory margin | GIS, data analysis | leaflet |
| The ultimate R data.table cheat sheet – with tidyverse code too (no video) | programming | data.table, tidyverse |
| Count and visualize data by groups in R | programming, dataviz | janitor, vtree, CGPfunctions, ggplot2, dplyr, data.table |
| Create an interactive drilldown graph | dataviz | highcharter |
| 5 useful fread options and features you might not know | data import | data.table |
| Preview color-matched parentheses, brackets, and braces in RStudio alpha version | programming | RStudio |
| Run lengthy scripts as RStudio background jobs | programming, Rstudio | RStudio |
| Create interactive tables with expandable rows | data display | reactable |
| R 4.0 new features and running R and Rstudio in a Docker container | programming | R, RStudio, Docker |
| dplyr’s new across function | data wrangling | dplyr |
| Easier ggplot with ggeasy | dataviz, ggplot | ggplot2, ggeasy |
| data.table symbols and operators, plus new fcase function | data wrangling, data analysis | data.table |
| Add color to ggplot2 visualization with the ggtext package | dataviz | ggplot2, ggtext |
| Twitter: Search, sort, and filter tweets by hashtag with rtweet and reactable | programming | rtweet, reactable |
| Send text messages with R | collaboration | twilio |
| What’s that ZIP Code? Points in polygons geospatial analysis in R | GIS, data analysis | sf, tmap, tmaptools |
| Merge data in R 3 ways: base R, dplyr, and data.table | data wrangling | dplyr, data.table, dtplyr |
| Get data.table speed with dplyr syntax using dtplyr | programming | dtplyr, dplyr, data.table |
| Intro to data.table | data wrangling, data analysis | data.table |
| Export data from R to Excel with Excel formatting or multiple sheets | data export | openxlsx, rio |
| Import API data with httr | programming | httr |
| Use git and GitHub with R | programming | usethis, Rstudio |
| Write your own ggplot2 functions | programming | rlang, ggplot2 |
| Group and summarize with data.table and .SD | programming | data.table |
| Calculate month-over-month comparisons | programming | dplyr |
| Send Slack messages with R | collaboration | slackr |
| Send email with R and Gmail | collaboration | gmailr |
| Boost R Markdown interactivity | data display | markdown, shiny |
| Customize ggplot with bbplot | dataviz | bbplot, ggplot2 |
| Reshape data with tidyr’s new pivot functions | data wrangling | tidyr |
| Write your own R package | programming | devtools, usethis, roxygen2 |
| Run Python in R code | programming | reticulate, python |
| Write your own RStudio addins | programming | Rstudio |
| Create color-coded calendars | dataviz | ggcal, ggplot2 |
| Save time with Rstudio addins and keyboard shortcuts | programming | Rstudio |
| Create lookup tables with named vectors | programming | base R |
| Keep passwords and tokens secure | security, programming | keyring |
| Add sparklines to HTML tables | dataviz | DT, sparkline |
| Make a quick interactive table | data display | DT |
| Drag-and-drop ggplot | dataviz | esquisse, ggplot2 |
| Reshape data with tidyr | data wrangling | tidyr |
| Schedule R scripts on a Mac | programming | cronR |
| Generate HTML, Word docs and more with R Markdown | data display | markdown |
| Access nested list items | data wrangling | purrr |
| Create animations in R | dataviz | gganimate, ggplot2 |
| Create maps | GIS, dataviz | sf, tmap, tmaptools, leaflet |
| Iterate without for loops using purrr’s map_df | programming | purrr |
| Save time with RStudio code snippets | programming | Rstudio |
| Create dashboards | dataviz | flexdashboard |
| Automated code tests | programming, functions | testthat |
| Conditional values with case_when | data wrangling | dplyr |
| Create interactive scatter plots with taucharts | dataviz | taucharts |
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