Data Visualization with R

PMAP 8551/4551 • Summer 2024
Andrew Heiss • Andrew Young School of Policy Studies • Georgia State University

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Quarto + {targets} + {renv} = magic! 🪄

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How to build the site

1. Install RStudio version 2022.07.1 or later since it has a Quarto installation embedded in it. Otherwise, download and install Quarto separately.
2. Open datavizs24.Rproj to open an RStudio Project.
3. If it’s not installed already, R should try to install the {renv} package when you open the RStudio Project for the first time. If you don’t see a message about package installation, install it yourself by running install.packages("renv") in the R console.
4. Run renv::restore() in the R console to install all the required packages for this project.
5. Run targets::tar_make() in the R console to build everything.
6. 🎉 All done! 🎉 The complete website will be in a folder named _site/.

{targets} pipeline

I use the {targets} package to build this site and all its supporting files. The complete pipeline is defined in _targets.R and can be run in the R console with:

targets::tar_make()

The pipeline does several major tasks:

• Build Quarto website: This project is a Quarto website, which compiles and stitches together all the .qmd files in this project based on the settings in _quarto.yml. See the Quarto website documentation for more details.

• Upload resulting _site/ folder to my remote server: Quarto places the compiled website in a folder named /_site/. The pipeline uses rsync to upload this folder to my personal remote server. This target will only run if the UPLOAD_WEBSITES environment variable is set to TRUE, and it will only work if you have an SSH key set up on my personal server, which only I do.

The complete pipeline looks like this:

(This uses mermaid.js syntax and should display as a graph on GitHub. You can also view it by pasting the code into https://mermaid.live.)

graph LR
  style Graph fill:#FFFFFF00,stroke:#000000;
  subgraph Graph
    direction LR
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    x3c2fdb322a18671d(["slide_html_02_slides"]):::queued --> xd854d4a9c89216ab(["slide_pdf_02_slides"]):::queued
    x5001cb60de5aa7c8(["slide_rmd_01_slides_files"]):::queued --> x39a82da8b6fae6fa["slide_rmd_01_slides"]:::queued
    x527abcc5677dae68(["build_data"]):::queued --> x5c7d48d1f6731584(["zip_proj_03_exercise"]):::queued
    x5d6dea1a226f7537(["copy_data"]):::queued --> x5c7d48d1f6731584(["zip_proj_03_exercise"]):::queued
    xe8f40a384a24d92b["proj_03_exercise"]:::queued --> x5c7d48d1f6731584(["zip_proj_03_exercise"]):::queued
    x5dee707e323d9bdb["slide_rmd_13_slides"]:::queued --> x7c3ed3bd4a1ecde3(["slide_html_13_slides"]):::queued
    x830adcacfab4076a(["deploy_script"]):::queued --> xd6774b1369562ec8(["deploy_site"]):::queued
    x5fee94802c729361(["site"]):::queued --> xd6774b1369562ec8(["deploy_site"]):::queued
    x527abcc5677dae68(["build_data"]):::queued --> xaca93fa5790dfb06(["zip_proj_12_exercise"]):::queued
    x5d6dea1a226f7537(["copy_data"]):::queued --> xaca93fa5790dfb06(["zip_proj_12_exercise"]):::queued
    xa8b6d753e4559bb5["proj_12_exercise"]:::queued --> xaca93fa5790dfb06(["zip_proj_12_exercise"]):::queued
    xc2499d888712748a(["slide_rmd_15_slides_files"]):::queued --> x9b58171ed1d6384b["slide_rmd_15_slides"]:::queued
    x8ccf1af7f721a931(["slide_html_08_slides"]):::queued --> xb53859a3a1196b64(["slide_pdf_08_slides"]):::queued
    x3dd54da269b2735f["slide_rmd_05_slides"]:::queued --> xb91d3491b4ad9fcb(["slide_html_05_slides"]):::queued
    xe4f696ed33dca3d5["slide_rmd_10_slides"]:::queued --> x7a2aa5493a1e174f(["slide_html_10_slides"]):::queued
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    x782368ccd11fc50b(["slide_rmd_04_slides_files"]):::queued --> xa5456a9999ae2296["slide_rmd_04_slides"]:::queued
    x527abcc5677dae68(["build_data"]):::queued --> x1fd9ab2cf9c514cb(["zip_proj_11_exercise"]):::queued
    x5d6dea1a226f7537(["copy_data"]):::queued --> x1fd9ab2cf9c514cb(["zip_proj_11_exercise"]):::queued
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    x5d6dea1a226f7537(["copy_data"]):::queued --> xfe9a87779456da8f(["zip_proj_09_exercise"]):::queued
    xf65f56f52b519b9b["proj_09_exercise"]:::queued --> xfe9a87779456da8f(["zip_proj_09_exercise"]):::queued
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    xb88368986d4aa1bf(["copy_2016_election"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    x6cd0dee42a24f288(["copy_essential_construction"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    xf6926cf0b9c2f0f1(["copy_hot_dogs"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    x9d77e3f40385c2cf(["copy_internet"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    x52d1f77786fc35cf(["copy_lotr_fellowship"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    xfd57e058b4891a64(["copy_lotr_rotk"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    xe5925d8feb2e17dc(["copy_lotr_tt"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    x655f7c7d213bbcce(["copy_natural_earth"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    xa33faeb3fa230864(["copy_space_dogs"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    xa020bc555d3d1acc(["copy_unemployment"]):::queued --> x5d6dea1a226f7537(["copy_data"]):::queued
    x527abcc5677dae68(["build_data"]):::queued --> xe7c15738acb47533(["zip_proj_04_exercise"]):::queued
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    xda528748853e3397["proj_04_exercise"]:::queued --> xe7c15738acb47533(["zip_proj_04_exercise"]):::queued
    xd1e486155305a9d8(["schedule_ical_data"]):::queued --> xe96618267648362b(["schedule_ical_file"]):::queued
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    xc1418dbce57ce8dc["slide_rmd_12_slides"]:::queued --> x0c6721b47332fe83(["slide_html_12_slides"]):::queued
    x4303322c71bdfc98(["proj_04_exercise_files"]):::queued --> xda528748853e3397["proj_04_exercise"]:::queued
    x879bfa4b7de0e7a9(["proj_example_final_files"]):::queued --> x27d40e204f5ff80a["proj_example_final"]:::queued
    xce2cc9c53c42aad7(["slide_rmd_06_slides_files"]):::queued --> x4e2decec9e1779c4["slide_rmd_06_slides"]:::queued
    xba08d43fc6642fc8(["proj_13_exercise_files"]):::queued --> xdd3ecb43ba724841["proj_13_exercise"]:::queued
    xecbe992e9bd44ed2(["get_data_wdi_comparisons"]):::queued --> xea52756aad62ec59(["data_wdi_comparisons"]):::queued
    x492aec160c1eec8d(["get_data_wdi_lifeexp"]):::queued --> x8dfde51a0d28871a(["data_wdi_lifeexp"]):::queued
    x32a35e8ee71c7064(["slide_html_01_slides"]):::queued --> xb5dcc63ac027309f(["slide_pdf_01_slides"]):::queued
    x527abcc5677dae68(["build_data"]):::queued --> x76c7e96f6128e2c3(["zip_proj_02_example"]):::queued
    x5d6dea1a226f7537(["copy_data"]):::queued --> x76c7e96f6128e2c3(["zip_proj_02_example"]):::queued
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    x83c90c487d16eadc(["schedule_file"]):::queued --> x7f26ad8951796691(["schedule_page_data"]):::queued
    xf07d1b5b90f78e03(["little_women_tagged"]):::queued --> xde555170da93daa8(["data_little_women_tagged"]):::queued
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    x625986734a8fee6a(["get_data_geocoded"]):::queued --> x67ad2d1638cd80fd(["data_geocoded"]):::queued
    x527abcc5677dae68(["build_data"]):::queued --> xb3bb93b68684645b(["zip_proj_06_exercise"]):::queued
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    x766bef475984472e["proj_06_exercise"]:::queued --> xb3bb93b68684645b(["zip_proj_06_exercise"]):::queued
    x743c186e92a4c3d1(["proj_11_exercise_files"]):::queued --> x14ff0c0a3b581a77["proj_11_exercise"]:::queued
    x83c90c487d16eadc(["schedule_file"]):::queued --> xd1e486155305a9d8(["schedule_ical_data"]):::queued
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    x56b35e682aae9edd(["slide_rmd_10_slides_files"]):::queued --> xe4f696ed33dca3d5["slide_rmd_10_slides"]:::queued
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    xde555170da93daa8(["data_little_women_tagged"]):::queued --> x527abcc5677dae68(["build_data"]):::queued
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    xcb203eb03e2f2412(["data_wdi_annotations"]):::queued --> x527abcc5677dae68(["build_data"]):::queued
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    x8dfde51a0d28871a(["data_wdi_lifeexp"]):::queued --> x527abcc5677dae68(["build_data"]):::queued
    x828115bd1ed512ad(["data_wdi_parliament"]):::queued --> x527abcc5677dae68(["build_data"]):::queued
    x259a117364d2daf0(["proj_06_exercise_files"]):::queued --> x766bef475984472e["proj_06_exercise"]:::queued
    x527abcc5677dae68(["build_data"]):::queued --> x351320cc52161502(["zip_proj_example_final"]):::queued
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    x27d40e204f5ff80a["proj_example_final"]:::queued --> x351320cc52161502(["zip_proj_example_final"]):::queued
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    x670d8b11ea22361f["slide_rmd_07_slides"]:::queued --> x376092e2d297750a(["slide_html_07_slides"]):::queued
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    xa82e4c2714985d36["slide_rmd_14_slides"]:::queued --> xf97356b842ce00f0(["slide_html_14_slides"]):::queued
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    x660da1d01e230321(["workflow_graph"]):::dispatched --> x660da1d01e230321(["workflow_graph"]):::dispatched
  end

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Fonts and colors

The fonts used throughout the site are Fira Sans Condensed and Barlow.

The colors for the site and hex logo come from the plasma color scale from the viridis color maps:

viridisLite::viridis(8, option = "plasma", begin = 0.1, end = 0.9)

Licenses

Text and figures: All prose and images are licensed under Creative Commons (CC-BY-NC 4.0)

Code: All code is licensed under the MIT License.