paper.md

title	authors	date	output	bibliography	tags	affiliations
GSODR: Global Summary Daily Weather Data in R	affiliation name orcid 1 Adam H Sparks 0000-0002-0061-8359 affiliation name orcid 2 Tomislav Hengl 0000-0002-9921-5129 affiliation name orcid 3 Andrew Nelson 0000-0002-7249-3778	27 January 2017	pdf_document	paper.bib	Global Surface Summary of the Day GSOD meteorology climatology weather data R	index name 1 Centre for Crop Health, University of Southern Queensland, Toowoomba Queensland 4350, Australia index name 2 ISRIC - World Soil Information, P.O. Box 353, 6700 AJ Wageningen, The Netherlands index name 3 Faculty of Geo-Information and Earth Observation (ITC), University of Twente, Enschede 7500 AE, The Netherlands

Summary

The GSODR package [@GSODR] is an R package [@R-base] providing automated downloading, parsing and cleaning of Global Surface Summary of the Day (GSOD) [@NCDC] weather data for use in R or saving as local files in either a Comma Separated Values (CSV) or GeoPackage (GPKG) [@geopackage] file. It builds on or complements several other scripts and packages. We take advantage of modern techniques in R to make more efficient use of available computing resources to complete the process, e.g., data.table [@data.table], plyr [@plyr] and readr [@readr], which allow the data cleaning, conversions and disk input/output processes to function quickly and efficiently. The rnoaa [@rnoaa] package already offers an excellent suite of tools for interacting with and downloading weather data from the United States National Oceanic and Atmospheric Administration, but lacks options for GSOD data retrieval. Several other APIs and R packages exist to access weather data, but most are region or continent specific, whereas GSOD is global. This package was developed to provide:

• two functions that simplify downloading GSOD data and formatting it to easily be used in research; and

• a function to help identify stations within a given radius of a point of interest.

Alternative elevation data based on a 200 meter buffer of elevation values derived from the CGIAR-CSI SRTM 90m Database [@Jarvis2008] are included. These data are useful to help address possible inaccuracies and in many cases, fill in for missing elevation values in the reported station elevations.

When using this package, GSOD stations are checked for inaccurate longitude and latitude values and any stations that have missing or have incorrect values are omitted from the final data set. Users may set a threshold for station files with too many missing observations for omission from the final output to help ensure data quality. All units are converted from the United States Customary System (USCS) to the International System of Units (SI), e.g., inches to millimetres and Fahrenheit to Celsius. Wind speed is also converted from knots to metres per second. Additional useful values, actual vapour pressure, saturated water vapour pressure, and relative humidity are calculated and included in the final output. Station metadata are merged with weather data for the final data set.

References