12 Verwendete Pakete

Zur Visualisierung:

  • ggplot2 (Wickham 2016b)
  • ggspatial (Dunnington 2018)
  • grid (R Core Team 2019)
  • htmltools (RStudio and Inc. 2017)
  • htmlwidgets (Vaidyanathan et al. 2018)
  • lattice (Sarkar 2008)
  • leaflet (Cheng, Karambelkar, and Xie 2018)
  • leaflet.extras (Karambelkar and Schloerke 2018)
  • leafpop (Appelhans and Detsch 2019)
  • mapdeck (Cooley 2019b)
  • mapview (Appelhans et al. 2019)
  • raster (Hijmans 2019b)
  • tmap (Tennekes 2018)

Für Farbpaletten:

  • RColorBrewer (Neuwirth 2014)
  • scico (Pedersen and Crameri 2018)
  • viridis (Garnier 2018)

Zum Laden und manipulieren von Daten:

  • dplyr (Wickham et al. 2019)
  • plyr (Wickham 2011)
  • readr (Wickham, Hester, and Francois 2018)
  • readxl (Wickham and Bryan 2019)
  • rgdal (R. Bivand, Keitt, and Rowlingson 2019)
  • rgeos (R. Bivand and Rundel 2019)
  • sf (Pebesma 2018)
  • stringr (Wickham 2019)

Für Datensätze:

  • maps (Richard A. Becker, Ray Brownrigg. Enhancements by Thomas P Minka, and Deckmyn. 2018)
  • spData (R. Bivand, Nowosad, and Lovelace 2019)
  • spDataLarge (Nowosad and Lovelace 2019)


  • magick (Ooms 2019)

Pakete in Verwendung mit den ShinyApps:

  • colourpicker (Attali 2017)
  • devtools (Wickham, Hester, and Chang 2019)
  • furrr (Vaughan and Dancho 2018)
  • future (Bengtsson 2019)
  • geosphere (Hijmans 2019a)
  • leafletplugins (Zheng 2016)
  • openxlsx (Walker 2019)
  • osmdata (Padgham et al. 2017)
  • osrm (Giraud 2019)
  • rlist (Ren 2016)
  • shiny (Chang et al. 2019)
  • shinydashboard (Chang and Borges Ribeiro 2018)
  • shinyjs (Attali 2018)
  • shinyWidgets (Perrier, Meyer, and Granjon 2019)
  • sp (R. S. Bivand, Pebesma, and Gomez-Rubio 2013a)
  • spdep (R. S. Bivand, Pebesma, and Gomez-Rubio 2013b)


Appelhans, Tim, and Florian Detsch. 2019. Leafpop: Include Tables, Images and Graphs in Leaflet Pop-Ups. https://CRAN.R-project.org/package=leafpop.

Appelhans, Tim, Florian Detsch, Christoph Reudenbach, and Stefan Woellauer. 2019. Mapview: Interactive Viewing of Spatial Data in R. https://CRAN.R-project.org/package=mapview.

Attali, Dean. 2017. Colourpicker: A Colour Picker Tool for Shiny and for Selecting Colours in Plots. https://CRAN.R-project.org/package=colourpicker.

Attali, Dean. 2018. Shinyjs: Easily Improve the User Experience of Your Shiny Apps in Seconds. https://CRAN.R-project.org/package=shinyjs.

Bengtsson, Henrik. 2019. Future: Unified Parallel and Distributed Processing in R for Everyone. https://CRAN.R-project.org/package=future.

Bivand, Roger, Tim Keitt, and Barry Rowlingson. 2019. Rgdal: Bindings for the ’Geospatial’ Data Abstraction Library. https://CRAN.R-project.org/package=rgdal.

Bivand, Roger, Jakub Nowosad, and Robin Lovelace. 2019. SpData: Datasets for Spatial Analysis. https://CRAN.R-project.org/package=spData.

Bivand, Roger, and Colin Rundel. 2019. Rgeos: Interface to Geometry Engine - Open Source (’Geos’). https://CRAN.R-project.org/package=rgeos.

Bivand, Roger S., Edzer Pebesma, and Virgilio Gomez-Rubio. 2013a. Applied Spatial Data Analysis with R, Second Edition. Springer, NY. http://www.asdar-book.org/.

Bivand, Roger S., Edzer Pebesma, and Virgilio Gomez-Rubio. 2013a. Applied Spatial Data Analysis with R, Second Edition. Springer, NY. http://www.asdar-book.org/.

2013b. Applied Spatial Data Analysis with R, Second Edition. Springer, NY. http://www.asdar-book.org/.

Chang, Winston, and Barbara Borges Ribeiro. 2018. Shinydashboard: Create Dashboards with ’Shiny’. https://CRAN.R-project.org/package=shinydashboard.

Chang, Winston, Joe Cheng, JJ Allaire, Yihui Xie, and Jonathan McPherson. 2019. Shiny: Web Application Framework for R. https://CRAN.R-project.org/package=shiny.

Cheng, Joe, Bhaskar Karambelkar, and Yihui Xie. 2018. Leaflet: Create Interactive Web Maps with the Javascript ’Leaflet’ Library. https://CRAN.R-project.org/package=leaflet.

Cooley, David. 2019b. Mapdeck: Interactive Maps Using ’Mapbox Gl Js’ and ’Deck.gl’. https://CRAN.R-project.org/package=mapdeck.

Dunnington, Dewey. 2018. Ggspatial: Spatial Data Framework for Ggplot2. https://CRAN.R-project.org/package=ggspatial.

Garnier, Simon. 2018. Viridis: Default Color Maps from ’Matplotlib’. https://CRAN.R-project.org/package=viridis.

Giraud, Timothée. 2019. Osrm: Interface Between R and the Openstreetmap-Based Routing Service Osrm. https://CRAN.R-project.org/package=osrm.

Hijmans, Robert J. 2019a. Geosphere: Spherical Trigonometry. https://CRAN.R-project.org/package=geosphere.

Hijmans, Robert J. 2019b. Raster: Geographic Data Analysis and Modeling. https://CRAN.R-project.org/package=raster.

Karambelkar, Bhaskar, and Barret Schloerke. 2018. Leaflet.extras: Extra Functionality for ’Leaflet’ Package. https://CRAN.R-project.org/package=leaflet.extras.

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

Nowosad, Jakub, and Robin Lovelace. 2019. SpDataLarge: Large Datasets for Spatial Analysis. https://github.com/Nowosad/spDataLarge.

Ooms, Jeroen. 2019. Magick: Advanced Graphics and Image-Processing in R. https://CRAN.R-project.org/package=magick.

Padgham, Mark, Bob Rudis, Robin Lovelace, and Maëlle Salmon. 2017. “Osmdata.” The Journal of Open Source Software 2 (14). https://doi.org/10.21105/joss.00305.

Pebesma, Edzer. 2018. “Simple Features for R: Standardized Support for Spatial Vector Data.” The R Journal 10 (1): 439–46. https://doi.org/10.32614/RJ-2018-009.

Pedersen, Thomas Lin, and Fabio Crameri. 2018. Scico: Colour Palettes Based on the Scientific Colour-Maps. https://CRAN.R-project.org/package=scico.

Perrier, Victor, Fanny Meyer, and David Granjon. 2019. ShinyWidgets: Custom Inputs Widgets for Shiny. https://CRAN.R-project.org/package=shinyWidgets.

R Core Team. 2019. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/.

Ren, Kun. 2016. Rlist: A Toolbox for Non-Tabular Data Manipulation. https://CRAN.R-project.org/package=rlist.

Richard A. Becker, Original S code by, Allan R. Wilks. R version by Ray Brownrigg. Enhancements by Thomas P Minka, and Alex Deckmyn. 2018. Maps: Draw Geographical Maps. https://CRAN.R-project.org/package=maps.

RStudio, and Inc. 2017. Htmltools: Tools for Html. https://CRAN.R-project.org/package=htmltools.

Sarkar, Deepayan. 2008. Lattice: Multivariate Data Visualization with R. New York: Springer. http://lmdvr.r-forge.r-project.org.

Tennekes, Martijn. 2018. “tmap: Thematic Maps in R.” Journal of Statistical Software 84 (6): 1–39. https://doi.org/10.18637/jss.v084.i06.

Vaidyanathan, Ramnath, Yihui Xie, JJ Allaire, Joe Cheng, and Kenton Russell. 2018. Htmlwidgets: HTML Widgets for R. https://CRAN.R-project.org/package=htmlwidgets.

Vaughan, Davis, and Matt Dancho. 2018. Furrr: Apply Mapping Functions in Parallel Using Futures. https://CRAN.R-project.org/package=furrr.

Walker, Alexander. 2019. Openxlsx: Read, Write and Edit Xlsx Files. https://CRAN.R-project.org/package=openxlsx.

Wickham, Hadley. 2011. “The Split-Apply-Combine Strategy for Data Analysis.” Journal of Statistical Software 40 (1): 1–29. http://www.jstatsoft.org/v40/i01/.

Wickham, Hadley. 2016b. Ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York. https://ggplot2.tidyverse.org.

Wickham, Hadley. 2019. Stringr: Simple, Consistent Wrappers for Common String Operations. https://CRAN.R-project.org/package=stringr.

Wickham, Hadley, and Jennifer Bryan. 2019. Readxl: Read Excel Files. https://CRAN.R-project.org/package=readxl.

Wickham, Hadley, Romain François, Lionel Henry, and Kirill Mueller. 2019. Dplyr: A Grammar of Data Manipulation. https://CRAN.R-project.org/package=dplyr.

Wickham, Hadley, Jim Hester, and Winston Chang. 2019. Devtools: Tools to Make Developing R Packages Easier. https://CRAN.R-project.org/package=devtools.

Wickham, Hadley, Jim Hester, and Romain Francois. 2018. Readr: Read Rectangular Text Data. https://CRAN.R-project.org/package=readr.

Zheng, Bangyou. 2016. Leafletplugins: A Collections of Leaflet Plugins. http://github.com/byzheng/leafletplugins/.