References

Ai, Chunrong, and Edward C. Norton. 2003. “Interaction Terms in Logit and Probit Models.” Economics Letters 80: 123–29.

Anderson, E. W., K. C. Potter, L. E. Matzen, J. F. Shepherd, G. A. Preston, and C. T. Silva. 2011. “A User Study of Visualization Effectiveness Using Eeg and Cognitive Load.” In Proceedings of the 13th Eurographics / Ieee - Vgtc Conference on Visualization, EuroVis’11, Chichester, UK: The Eurographs Association & John Wiley & Sons, Ltd., 791–800. http://dx.doi.org/10.1111/j.1467-8659.2011.01928.x.

Anscombe, F.J. 1973. “Graphs in Statistical Analysis.” American Statistician 27: 17–21.

Arnold, Jeffrey B. 2017. Ggthemes: Extra Themes, Scales and Geoms for ’Ggplot2’. https://CRAN.R-project.org/package=ggthemes.

Baddeley, Adrian, Rolf Turner, Ege Rubak, with substantial contributions of code by Kasper Klitgaard Berthelsen; Ottmar Cronie; Yongtao Guan; Ute Hahn; Abdollah Jalilian; Marie-Colette van Lieshout; Greg McSwiggan; Tuomas Rajala; Suman Rakshit; Dominic Schuhmacher; Rasmus Waagepetersen; Hangsheng Wang. Additional contributions by M. Adepeju; C. Anderson; Q.W. Ang; M. Austenfeld; S. Azaele; M. Baddeley; C. Beale; M. Bell; R. Bernhardt; T. Bendtsen; A. Bevan; B. Biggerstaff; A. Bilgrau; L. Bischof; C. Biscio; R. Bivand; J.M. Blanco Moreno; F. Bonneu; J. Burgos; S. Byers; Y.M. Chang; J.B. Chen; I. Chernayavsky; Y.C. Chin; B. Christensen; J.-F. Coeurjolly; K. Colyvas; R. Corria Ainslie; R. Cotton; M. de la Cruz; P. Dalgaard; M. D’Antuono; S. Das; T. Davies; P.J. Diggle; P. Donnelly; I. Dryden; S. Eglen; A. El-Gabbas; B. Fandohan; O. Flores; E.D. Ford; P. Forbes; S. Frank; J. Franklin; N. Funwi-Gabga; O. Garcia; A. Gault; J. Geldmann; M. Genton; S. Ghalandarayeshi; J. Gilbey; J. Goldstick; P. Grabarnik; C. Graf; U. Hahn; A. Hardegen; M.B. Hansen; M. Hazelton; J. Heikkinen; M. Hering; M. Herrmann; P. Hewson; K. Hingee; K. Hornik; P. Hunziker; J. Hywood; R. Ihaka; C. Icos; A. Jammalamadaka; R. John-Chandran; D. Johnson; M. Khanmohammadi; R. Klaver; P. Kovesi; M. Kuhn; J. Laake; F. Lavancier; T. Lawrence; R.A. Lamb; J. Lee; G.P. Leser; H.T. Li; G. Limitsios; A. Lister; B. Madin; M. Maechler; J. Marcus; K. Marchikanti; R. Mark; J. Mateu; P. McCullagh; U. Mehlig; F. Mestre; S. Meyer; X.C. Mi; L. De Middeleer; R.K. Milne; E. Miranda; J. Moller; M. Moradi; V. Morera Pujol; E. Mudrak; G.M. Nair; N. Najari; N. Nava; L.S. Nielsen; F. Nunes; J.R. Nyengaard; J. Oehlschlaegel; T. Onkelinx; S. O’Riordan; E. Parilov; J. Picka; N. Picard; M. Porter; S. Protsiv; A. Raftery; S. Rakshit; B. Ramage; P. Ramon; X. Raynaud; N. Read; M. Reiter; I. Renner; T.O. Richardson; B.D. Ripley; E. Rosenbaum; B. Rowlingson; J. Rudokas; J. Rudge; C. Ryan; F. Safavimanesh; A. Sarkka; C. Schank; K. Schladitz; S. Schutte; B.T. Scott; O. Semboli; F. Semecurbe; V. Shcherbakov; G.C. Shen; P. Shi; H.-J. Ship; T.L. Silva; I.-M. Sintorn; Y. Song; M. Spiess; M. Stevenson; K. Stucki; M. Sumner; P. Surovy; B. Taylor; T. Thorarinsdottir; B. Turlach; T. Tvedebrink; K. Ummer; M. Uppala; A. van Burgel; T. Verbeke; M. Vihtakari; A. Villers; F. Vinatier; S. Voss; S. Wagner; H. Wang; H. Wendrock; J. Wild; C. Witthoft; S. Wong; M. Woringer; M.E. Zamboni, and A. Zeileis. 2017. Spatstat: Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests. https://CRAN.R-project.org/package=spatstat.

Bateman, Scott, Regan Mandryk, Carl Gutwin, Aaron Genest, David McDine, and Christopher Brooks. 2010. “Useful Junk? The Effects of Visual Embellishment on Comprehension and Memorability of Charts.” In ACM Conference on Human Factors in Computing Systems (Chi 2010), Atlanta, GA, USA, 2573–82.

Bates, Douglas, and Martin Maechler. 2015. MatrixModels: Modelling with Sparse and Dense Matrices. https://CRAN.R-project.org/package=MatrixModels.

———. 2017. Matrix: Sparse and Dense Matrix Classes and Methods. https://CRAN.R-project.org/package=Matrix.

Bertin, Jacques. 2010. Semiology of Graphics. Redlands, CA: ESRI Press.

Borkin, Michelle A., Azalea A. Vo, Zoya Bylinskii, Phillip Isola, Shashank Sunkavalli, Aude Oliva, and Hanspeter Pfister. 2013. “What Makes a Visualization Memorable?” IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2013).

Brambor, Thomas, William Clark, and Matt Golder. 2006. “Understanding Interaction Models: Improving Empirical Analyses.” Political Analysis 14: 63–82.

Brownrigg, Ray. 2017. Maps: Draw Geographical Maps. https://CRAN.R-project.org/package=maps.

Brundson, Chris, and Lex Comber. 2015. An Introduction to R for Spatial Analysis and Mapping. Londin: Sage.

Bryan, Jennifer. 2015. Gapminder: Data from Gapminder. https://CRAN.R-project.org/package=gapminder.

Cairo, Alberto. 2013. The Functional Art: An Introduction to Information Graphics and Visualization. Berkeley: New Riders.

Chakrabarti, Raji, Andrew Haughwout, Donghoon Lee, Joelle Scally, and Wilbert van der Klaauw. 2017. “Press Briefing on Household Debt, with a Focus on Student Debt.”

Chang, Winston. 2013. R Graphics Cookbook. O’Reilly Media, Inc.

Chatterjee, S., and A. Firat. 2007. “Generating Data with Identical Statistics but Dissimilar Graphics: A Follow up to the Anscombe Dataset.” American Statistician 61: 248–54.

Cleveland, William S. 1993. The Elements of Graphing Data. Hobart Press.

———. 1994. Visualizing Data. Hobart Press.

Cleveland, William S., and Robert McGill. 1984. “Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods.” Journal of the American Statistical Association 79: 531–34.

———. 1987. “Graphical Perception: The Visual Decoding of Quantitative Information on Graphical Displays of Data.” Journal of the Royal Statistical Society Series A 150: 192–229.

Codd, E. F. 1990. The Relational Model for Database Management: Version 2. Boston, MA: Addison-Wesley Longman Publishing.

Dalgaard, Peter. 2008. Introductory Statistics with R. Second edition. New York: Springer.

Davies, Tilman M. 2016. The Book of R. San Francisco: No Starch Press.

Eddelbuettel, Dirk. 2016. Tint: Tint Is Not Tufte. https://CRAN.R-project.org/package=tint.

Few, Stephen. 2009. Now You See It: Simple Visualization Techniques for Quantitative Analysis. Oakland, CA: Analytics Press.

Fox, Justin. 2014. “The Rise of the Y-Axis-Zero Fundamentalists.”

Freedman Ellis, Greg. 2017. Srvyr: ’Dplyr’-Like Syntax for Summary Statistics of Survey Data. https://CRAN.R-project.org/package=srvyr.

Friendly, Michael, and David Meyer. 2017. Discrete Data Analysis with R. Boca Raton, FL: CRC/Chapman; Hall.

Garnier, Simon. 2017a. Viridis: Default Color Maps from ’Matplotlib’. https://CRAN.R-project.org/package=viridis.

———. 2017b. ViridisLite: Default Color Maps from ’Matplotlib’ (Lite Version). https://CRAN.R-project.org/package=viridisLite.

Gould, Stephen Jay. 1991. “Glow, Big Glowworm.” In Bully for Brontosaurus: Reflections in Natural History, New York: W.W. Norton, 255–68.

Grolemund, Garrett, Vitalie Spinu, and Hadley Wickham. 2016. Lubridate: Make Dealing with Dates a Little Easier. https://CRAN.R-project.org/package=lubridate.

Harrell, Frank. 2016. Regression Modeling Strategies. Second. New York: Springer.

Healy, Kieran. 2013. Kjhutils: Utility Functions for Data Analysis.

———. 2017. Socviz: Utility Functions and Data Sets for a Short Course in Data Visualization.

Heer, Jeffrey, and Michael Bostock. 2010. “Crowdsourcing Graphical Perception: Using Mechanical Turk to Assess Visualization Design.” In Proceedings of the Sigchi Conference on Human Factors in Computing Systems, CHI ’10, New York, NY, USA: ACM, 203–12. http://doi.acm.org/10.1145/1753326.1753357.

Henry, Lionel, and Hadley Wickham. 2017. Purrr: Functional Programming Tools. https://CRAN.R-project.org/package=purrr.

Hewitt, Christopher. 1977. “The Effect of Political Democracy and Social Democracy on Equality in Industrial Societies: A Cross-National Comparison.” American Sociological Review 42: 450–64.

Imai, Kosuke. 2017. Quantitative Social Science: An Introduction. Princeton: Princeton University Press.

Isenberg, Petra, Anastasia Bezerianos, Pierre Dragicevic, and Jean-Daniel Fekete. 2011. “A Study on Dual-Scale Data Charts.” IEEE Transactions on Visualization and Computer Graphics 17(12): 2469–87. https://hal.inria.fr/inria-00638535.

Jackman, Robert M. 1980. “The Impact of Outliers on Income Inequality.” American Sociological Review 45: 344–47.

Koenker, Roger. 2017. Quantreg: Quantile Regression. https://CRAN.R-project.org/package=quantreg.

Koenker, Roger, and Pin Ng. 2017. SparseM: Sparse Linear Algebra. https://CRAN.R-project.org/package=SparseM.

Lander, Jared P. 2016. Coefplot: Plots Coefficients from Fitted Models. https://CRAN.R-project.org/package=coefplot.

Leeper, Thomas J. 2017. Margins: Marginal Effects for Model Objects. https://CRAN.R-project.org/package=margins.

Lumley, Thomas. 2004. “Analysis of Complex Survey Samples.” Journal of Statistical Software, Articles 9(8): 1–19. https://www.jstatsoft.org/v009/i08.

———. 2010. Complex Surveys: A Guide to Analysis Using R. New York: Wiley.

———. 2017. Survey: Analysis of Complex Survey Samples. https://CRAN.R-project.org/package=survey.

Matloff, Norman. 2011. The Art of R Programming. San Francisco: No Starch Press.

Munzer, Tamara. 2014. Visualization Analysis and Design. Boca Raton, FL: CRC Press.

Müller, Kirill. 2017. Bindrcpp: An ’Rcpp’ Interface to Active Bindings. https://CRAN.R-project.org/package=bindrcpp.

Müller, Kirill, and Hadley Wickham. 2017. Tibble: Simple Data Frames. https://CRAN.R-project.org/package=tibble.

Nakayama, Ken, and Julian S. Joseph. 1998. “Attention, Pattern Recognition and Popout in Visual Search.” In The Attentive Brain, ed. R. Parasuraman. Cambridge: MIT Press, 279–98.

Neuwirth, Erich. 2014. RColorBrewer: ColorBrewer Palettes. https://CRAN.R-project.org/package=RColorBrewer.

Pebesma, Edzer. 2017. Sf: Simple Features for R. https://CRAN.R-project.org/package=sf.

Pinheiro, José, Douglas Bates, and R-core. 2017. Nlme: Linear and Nonlinear Mixed Effects Models. https://CRAN.R-project.org/package=nlme.

Qiu, Yixuan, and authors/contributors of the included fonts. See file AUTHORS for details. 2017a. Sysfonts: Loading Fonts into R. https://CRAN.R-project.org/package=sysfonts.

Qiu, Yixuan, and authors/contributors of the included software. See file AUTHORS for details. 2017b. Showtext: Using Fonts More Easily in R Graphs. https://CRAN.R-project.org/package=showtext.

R Core Team. 2017. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/.

Ripley, Brian. 2017. MASS: Support Functions and Datasets for Venables and Ripley’s Mass. https://CRAN.R-project.org/package=MASS.

Robinson, David. 2016. Broom: Convert Statistical Analysis Objects into Tidy Data Frames. http://github.com/tidyverse/broom.

Rudis, Bob. 2015. Statebins: U.S. State Cartogram Heatmaps in R; an Alternative to Choropleth Maps for Usa States. https://CRAN.R-project.org/package=statebins.

Ryan, Jeffrey A. 2007. Defaults: Create Global Function Defaults. https://CRAN.R-project.org/package=Defaults.

Slowikowski, Kamil. 2017. Ggrepel: Repulsive Text and Label Geoms for ’Ggplot2’. https://CRAN.R-project.org/package=ggrepel.

Taub, Amanda. 2016. “How Stable Are Democracies? ‘Warning Signs Are Flashing Red’.” The New York Times.

Therneau, Terry M. 2017. Survival: Survival Analysis. https://CRAN.R-project.org/package=survival.

Therneau, Terry, Beth Atkinson, and Brian Ripley. 2017. Rpart: Recursive Partitioning and Regression Trees. https://CRAN.R-project.org/package=rpart.

Treisman, Anne, and Stephen Gormican. 1988. “Feature Analysis in Early Vision: Evidence from Search Asymmetries.” Psychological Review 95: 15–48.

Tufte, Edward R. 1978. Political Control of the Economy. Princeton: Princeton University Press.

———. 1983. The Visual Display of Quantitative Information. Cheshire, CT: Graphics Press.

———. 1990. Envisioning Information. Cheshire, CT: Graphics Press.

———. 1997. Visual Explanations: Images and Quantities, Evidence and Narrative. Cheshire, CT: Graphics Press.

Vanhove, Jan. 2016. “What Data Patterns Can Lie Behind a Correlation Coefficient?”

Venables, W.N., and B.D. Ripley. 2002. Modern Applied Statistics with S. Fourth. New York: Springer.

Wainer, Howard. 1984. “How to Display Data Badly.” American Statistician 38: 137–47.

Walker, Kyle. 2018. Analyzing the Us Census with R. Boca Raton, Florida: CRC Press.

Ware, Colin. 2008. Visual Thinking for Design. Waltham, MA: Morgan Kaufman.

———. 2013. Information Visualization: Perception for Design. Third edition. Waltham, MA: Morgan Kaufman.

Wehrwein, Austin. 2017. “Plot Inspiration via Fivethirtyeight.” http://www.austinwehrwein.com/data-visualization/plot-inspiration-via-fivethirtyeight/.

Wickham, Hadley. 2014. “Tidy Data.” Journal of Statistical Software 59(1): 1–23. https://www.jstatsoft.org/index.php/jss/article/view/v059i10.

———. 2016a. Ggplot2: Elegant Graphics for Data Analysis. New York: Springer.

———. 2016b. Testthat: Unit Testing for R. https://CRAN.R-project.org/package=testthat.

———. 2017a. Scales: Scale Functions for Visualization. https://CRAN.R-project.org/package=scales.

———. 2017b. Tidyverse: Easily Install and Load ’Tidyverse’ Packages. https://CRAN.R-project.org/package=tidyverse.

Wickham, Hadley, and Winston Chang. 2016. Ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics. https://CRAN.R-project.org/package=ggplot2.

———. 2017. Devtools: Tools to Make Developing R Packages Easier. https://CRAN.R-project.org/package=devtools.

Wickham, Hadley, and Garret Grolemund. 2016. R for Data Science. Sebastopbol, CA: O’Reilly.

Wickham, Hadley, and Lionel Henry. 2017. Tidyr: Easily Tidy Data with ’Spread()’ and ’Gather()’ Functions. https://CRAN.R-project.org/package=tidyr.

Wickham, Hadley, Romain Francois, Lionel Henry, and Kirill Müller. 2017. Dplyr: A Grammar of Data Manipulation. https://CRAN.R-project.org/package=dplyr.

Wickham, Hadley, Jim Hester, and Romain Francois. 2017. Readr: Read Rectangular Text Data. https://CRAN.R-project.org/package=readr.

Wilkinson, Leland. 2005. The Grammar of Graphics. Second. New York: Springer.

Xie, Yihui. 2015. Dynamic Documents with R and Knitr. Second. New York: Chapman; Hall.

———. 2017. Knitr: A General-Purpose Package for Dynamic Report Generation in R. https://CRAN.R-project.org/package=knitr.

Zeileis, Achim, and Kurt Hornik. 2006. Choosing Color Palettes for Statistical Graphics. Vienna: WU Vienna University of Economics; Business. Research Report Series / Department of Statistics and Mathematics. http://epub.wu.ac.at/1404/.