Matches in SemOpenAlex for { <https://semopenalex.org/work/W2917880199> ?p ?o ?g. }
- W2917880199 endingPage "2963" @default.
- W2917880199 startingPage "2939" @default.
- W2917880199 abstract "Abstract. The open-source programming language R has gained a central place in the hydrological sciences over the last decade, driven by the availability of diverse hydro-meteorological data archives and the development of open-source computational tools. The growth of R's usage in hydrology is reflected in the number of newly published hydrological packages, the strengthening of online user communities, and the popularity of training courses and events. In this paper, we explore the benefits and advantages of R's usage in hydrology, such as the democratization of data science and numerical literacy, the enhancement of reproducible research and open science, the access to statistical tools, the ease of connecting R to and from other languages, and the support provided by a growing community. This paper provides an overview of a typical hydrological workflow based on reproducible principles and packages for retrieval of hydro-meteorological data, spatial analysis, hydrological modelling, statistics, and the design of static and dynamic visualizations and documents. We discuss some of the challenges that arise when using R in hydrology and useful tools to overcome them, including the use of hydrological libraries, documentation, and vignettes (long-form guides that illustrate how to use packages); the role of integrated development environments (IDEs); and the challenges of big data and parallel computing in hydrology. Lastly, this paper provides a roadmap for R's future within hydrology, with R packages as a driver of progress in the hydrological sciences, application programming interfaces (APIs) providing new avenues for data acquisition and provision, enhanced teaching of hydrology in R, and the continued growth of the community via short courses and events." @default.
- W2917880199 created "2019-03-02" @default.
- W2917880199 creator A5013347495 @default.
- W2917880199 creator A5014282583 @default.
- W2917880199 creator A5015885243 @default.
- W2917880199 creator A5022245256 @default.
- W2917880199 creator A5025081991 @default.
- W2917880199 creator A5043082550 @default.
- W2917880199 creator A5043988411 @default.
- W2917880199 creator A5068050588 @default.
- W2917880199 creator A5083790242 @default.
- W2917880199 date "2019-07-12" @default.
- W2917880199 modified "2023-10-15" @default.
- W2917880199 title "Using R in hydrology: a review of recent developments and future directions" @default.
- W2917880199 cites W1545154642 @default.
- W2917880199 cites W1586733597 @default.
- W2917880199 cites W1807246514 @default.
- W2917880199 cites W1837806840 @default.
- W2917880199 cites W1860923284 @default.
- W2917880199 cites W1969761972 @default.
- W2917880199 cites W1971759911 @default.
- W2917880199 cites W1993514215 @default.
- W2917880199 cites W2002910992 @default.
- W2917880199 cites W2010624461 @default.
- W2917880199 cites W2017174719 @default.
- W2917880199 cites W2019895271 @default.
- W2917880199 cites W2035251626 @default.
- W2917880199 cites W2081750676 @default.
- W2917880199 cites W2088254467 @default.
- W2917880199 cites W2092645526 @default.
- W2917880199 cites W2097402578 @default.
- W2917880199 cites W2114519039 @default.
- W2917880199 cites W2121745948 @default.
- W2917880199 cites W2134588628 @default.
- W2917880199 cites W2151999345 @default.
- W2917880199 cites W2154065358 @default.
- W2917880199 cites W2160241847 @default.
- W2917880199 cites W2335751979 @default.
- W2917880199 cites W2463568293 @default.
- W2917880199 cites W2466505608 @default.
- W2917880199 cites W2507503607 @default.
- W2917880199 cites W2516934950 @default.
- W2917880199 cites W2523723425 @default.
- W2917880199 cites W2526372752 @default.
- W2917880199 cites W2556668866 @default.
- W2917880199 cites W2563520006 @default.
- W2917880199 cites W2576608417 @default.
- W2917880199 cites W2593121472 @default.
- W2917880199 cites W2602346098 @default.
- W2917880199 cites W2603766970 @default.
- W2917880199 cites W2612355102 @default.
- W2917880199 cites W2614679811 @default.
- W2917880199 cites W2727751266 @default.
- W2917880199 cites W2744367050 @default.
- W2917880199 cites W2755407411 @default.
- W2917880199 cites W2760688277 @default.
- W2917880199 cites W2766006987 @default.
- W2917880199 cites W2774189379 @default.
- W2917880199 cites W2779097157 @default.
- W2917880199 cites W2788650779 @default.
- W2917880199 cites W2789097411 @default.
- W2917880199 cites W2789821835 @default.
- W2917880199 cites W2791679751 @default.
- W2917880199 cites W2792442798 @default.
- W2917880199 cites W2793675821 @default.
- W2917880199 cites W2801687149 @default.
- W2917880199 cites W2805353231 @default.
- W2917880199 cites W2807188277 @default.
- W2917880199 cites W2885765604 @default.
- W2917880199 cites W2886673064 @default.
- W2917880199 cites W2912430686 @default.
- W2917880199 cites W2925114159 @default.
- W2917880199 cites W2933204364 @default.
- W2917880199 cites W2950047033 @default.
- W2917880199 cites W2959847940 @default.
- W2917880199 cites W3163122677 @default.
- W2917880199 cites W4214839079 @default.
- W2917880199 cites W4214856203 @default.
- W2917880199 cites W4237164438 @default.
- W2917880199 cites W4237685485 @default.
- W2917880199 cites W4242289937 @default.
- W2917880199 cites W4242395378 @default.
- W2917880199 cites W4242878916 @default.
- W2917880199 cites W4249757116 @default.
- W2917880199 cites W4253227693 @default.
- W2917880199 cites W48152873 @default.
- W2917880199 cites W566720969 @default.
- W2917880199 cites W978874177 @default.
- W2917880199 doi "https://doi.org/10.5194/hess-23-2939-2019" @default.
- W2917880199 hasPublicationYear "2019" @default.
- W2917880199 type Work @default.
- W2917880199 sameAs 2917880199 @default.
- W2917880199 citedByCount "47" @default.
- W2917880199 countsByYear W29178801992020 @default.
- W2917880199 countsByYear W29178801992021 @default.
- W2917880199 countsByYear W29178801992022 @default.
- W2917880199 countsByYear W29178801992023 @default.
- W2917880199 crossrefType "journal-article" @default.