Resources
Openly accessible resources are listed below. You'll find further recommended literature with restriced access in the respective dropdown lists. Feel free to share further openly accessible resources by contacting us.
New Resources
This playlist offers videos on cleaning data with the tidyverse-package and on linear models. The videos were created as part of the project GFBio (German Federation for the Curation of Biological Data) at the university of Goettingen.
Data Science 4 Ecologists in R
| Name | Contents | Format | Language |
|---|---|---|---|
| R Graphics Cookbook (Chang, 2018) | R, visualization, ggplot | Webbook | English |
| Parametrische Statistik (Dormann, 2013) | R, data wrangling, hypothesis tests, regression modeling, visualization | Book (pdf) | German |
| An Introduction to R (Douglas et al., 2022) | R, data wrangling, hypothesis tests, regression modeling, visualization, programming | Book (pdf) | English |
| Bayesian Data Analysis (Gelman et al., 2021) | Bayesian statistics, regression modeling | Book (pdf) | English |
| Regression and Other Stories (Gelman & Vehtari, 2020) | R, data wrangling, regression modeling, Bayesian statistics, visualization | Book (pdf) | English |
| R Reader - Arbeiten mit dem Statistikprogramm R (Groß & Peters, 2009) | R, data wrangling, hypothesis tests, regression modeling, visualization | Book (pdf) | German |
| R for Data Science (Wickham & Grolemund, 2017) | R, data wrangling, tidyr, hypothesis tests, regression modeling, visualization, ggplot, Rmarkdown | Webbook | English |
| Handbook of Biological Statistics (McDonald, 2014) | hypothesis tests, regression modeling | Book (pdf) | English |
| Bayes rules! An Introduction to Applied Bayesian Modeling (Johnson, Ott & Dogucu, 2022) | R, Bayesian statistics, regression modeling | Webbook | English |
| CRAN manuals | R, data wrangling, hypothesis tests, regression modeling, visualization | Overview resources | English |
| CRAN documents | R, data wrangling, hypothesis tests, regression modeling, visualization | Overview resources | English |
| Quick-R: Statistical methods | R, data wrangling, hypothesis tests, regression modeling, visualization | Online resource | English |
| R Graph Gallery | R, visualization, ggplot2 | Online resource | English |
| Learning R Blog | R, visualization, ggplot2 | Blog | English |
| An Introduction to R | R, data wrangling, hypothesis tests, regression modeling, visualization | Online resource | English |
| R Examples Repository RExRepos | R, data wrangling, hypothesis tests, regression modeling, multivariate analysis, visualization | Online resource | English |
| YaRrr! The Pirate’s Guide to R (Phillips, 2018) | R, data wrangling, hypothesis tests, regression modeling, visualization, tidyr | Webbook | English |
| Data Analysis Examples (UCLA) | R, regression modeling, power analysis | Online resource | English |
| R für Psychos (Lukas Burk & Tobias Anton | R, data wrangling, hypothesis tests, regression modeling, visualization, tidyr | Online resource | German |
| Computational Methods in der politischen Kommunikationsforschung (Julian Unkel) | R, data wrangling, content analysis, visualization, tidyr | Online resource | German |
| Statistikglossar Statsoft | hypothesis tests, regression modeling, multivariate analysis | Glossary | German |
| Teach the Tidyverse to Beginners (David Robinson) | tidyr | Video tutorial | English |
| Statistics with R (Christoph Scherber) | R, hypothesis tests, regression modeling | Video tutorial | English |
| Data Science 4 Ecologists in R (GFBio University of Goettingen) | R, data wrangling, hypothesis tests, regression modeling | Video tutorial | English |
| Rseek | general help | Forum | English |
| R-Statistik | general help | Forum | German |
| Stackoverflow | general help | Forum | English |
| Analysis of community ecology data in R | R, data wrangling, multivariate analysis, visualization | Online resource | English |