From 63de185239fea1c6310ced6828e2a228ce667d34 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 28 Aug 2019 21:06:44 +1000 Subject: [PATCH 01/62] Install geo packages --- .travis.yml | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/.travis.yml b/.travis.yml index 42eaa124..bb381663 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,6 +10,16 @@ matrix: - os: linux r: devel +addons: + apt: + sources: + - sourceline: 'ppa:ubuntugis/ppa' + packages: + - libudunits2-dev + - libproj-dev + - libgeos-dev + - libgdal-dev + after_failure: - ./pkg-build.sh dump_logs From 1b19025edb32940338e8170374d26fb9b40306c6 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 28 Aug 2019 21:08:50 +1000 Subject: [PATCH 02/62] Use travis badge --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index e6371942..0336d266 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![CircleCI Build Status](https://circleci.com/gh/ropensci/GSODR.svg?style=shield)](https://circleci.com/gh/ropensci/GSODR) +[![Build Status](https://travis-ci.org/ropensci/GSODR.svg?branch=master)](https://travis-ci.org/ropensci/GSODR) [![Build status](https://ci.appveyor.com/api/projects/status/s09kh2nj59o35ob1?svg=true)](https://ci.appveyor.com/project/adamhsparks/gsodr) [![codecov](https://codecov.io/gh/ropensci/GSODR/branch/master/graph/badge.svg)](https://codecov.io/gh/ropensci/GSODR) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.439850.svg)](https://doi.org/10.5281/zenodo.439850) From 1573576272c067bb3f4cb6676d7fa5b564d99ff9 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 28 Aug 2019 21:34:30 +1000 Subject: [PATCH 03/62] Clean up vignette --- vignettes/GSODR.Rmd | 4 ++-- vignettes/example_1.2-1.png | Bin 124035 -> 0 bytes 2 files changed, 2 insertions(+), 2 deletions(-) delete mode 100644 vignettes/example_1.2-1.png diff --git a/vignettes/GSODR.Rmd b/vignettes/GSODR.Rmd index 3090883a..a6632f2d 100644 --- a/vignettes/GSODR.Rmd +++ b/vignettes/GSODR.Rmd @@ -98,7 +98,7 @@ stations of interest. There are missing stations in this query. Not all that are listed and queried actually have files on the server. -```{r Ex3, eval=TRUE} +```{r Ex3, eval=FALSE} tbar_stations <- nearest_stations(LAT = -27.5598, LON = 151.9507, distance = 50) @@ -236,7 +236,7 @@ through to current. Following is an example of how to retrieve the inventory and check a station in Toowoomba, Queensland, Australia, which was used in an earlier example. -```{r Ex18, eval=TRUE} +```{r Ex18, eval=FALSE} inventory <- get_inventory() inventory diff --git a/vignettes/example_1.2-1.png b/vignettes/example_1.2-1.png deleted file mode 100644 index eac980c8ae689fb1231a4d9bb0f11747c9f59d00..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 124035 zcmY&;b9`Pw*KORWv2E*#ZKr8$+fHMnNn@w68#_;I`-yGa=562az4v#&^XJT*nc1`U ztiAR==a=Glsju*O@L*tIUuC4lmBGLugu%eTpI~ABw&b5G*MosUeYFx3QQ?8x-t zV)FOMBsW{zd!B-Xq7UFC1EasIDS(9L9(h%;fjJqTa%GN$MzG;2Sn(+G&uJPTTbfmC z?S|Qf&u!Law)aJg#U=DnOPOX$JO(&cdKDu!>yArUY`6e@Tu4|hHcXy|5+S`_={E>Y z1q64X&Zbzex54uK`bSP>lO!P~i4(DL{Xq#rcr5r;vD%m$xYtWOvCxS&(Sz|(6F|71 z*{gZmWUwobh8lx7P8} z=p)Cj$1?QRuCExBmLnK)X{7r~&p~;(t<*19mXIU)2D@Wp=i5lIwVILhk`D8(p531#kQ^d5*Br4N*6B;2a_*;ieWY_hwH8ddQdG3U z3S-O3>9f+nB(_hEPbg=3pnvDrdN^pB-z;Gr@ba3FsHQZ+Fq>FQmZiZ+FsvAr7`PDz 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z4xE|1;^kGG>4R!Mlkvg1``+Ki7-7E8YC~6s2SB)gIm((u244;wvAMs9gy@!pNdq;> z7_ipWC Date: Thu, 29 Aug 2019 06:15:33 +1000 Subject: [PATCH 05/62] Update travis to xenial and execute more chunks --- .travis.yml | 1 + vignettes/GSODR.Rmd | 6 +----- 2 files changed, 2 insertions(+), 5 deletions(-) diff --git a/.travis.yml b/.travis.yml index bb381663..e35e7dde 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,3 +1,4 @@ +dist: xenial language: r cache: packages r_check_args: --as-cran --run-donttest diff --git a/vignettes/GSODR.Rmd b/vignettes/GSODR.Rmd index a6632f2d..023bfc05 100644 --- a/vignettes/GSODR.Rmd +++ b/vignettes/GSODR.Rmd @@ -84,8 +84,6 @@ the STNID in the `station` parameter of `get_GSOD()`. ```{r Ex2, eval=TRUE} tbar <- get_GSOD(years = 2010, station = "955510-99999") - -tbar ``` ### Using nearest_stations() @@ -98,13 +96,11 @@ stations of interest. There are missing stations in this query. Not all that are listed and queried actually have files on the server. -```{r Ex3, eval=FALSE} +```{r Ex3, eval=TRUE} tbar_stations <- nearest_stations(LAT = -27.5598, LON = 151.9507, distance = 50) -tbar_stations - tbar <- get_GSOD(years = 2010, station = tbar_stations) ``` From 5d7bcc8515e9c3b5c9b221b6fddda429169ab241 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Thu, 29 Aug 2019 06:50:07 +1000 Subject: [PATCH 06/62] Increase timeout for get_inventory() --- R/get_inventory.R | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/R/get_inventory.R b/R/get_inventory.R index 1423ba93..7eb22d38 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -28,6 +28,10 @@ get_inventory <- function() { load(system.file("extdata", "isd_history.rda", package = "GSODR")) #nocov + original_timeout <- options("timeout")[[1]] + options(timeout = 300) + on.exit(options(timeout = original_timeout)) + ftp_handle <- curl::new_handle( ftp_use_epsv = FALSE, From c967d200be0710d0ebe4b389993462e1a1cda9c4 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 08:41:23 +1000 Subject: [PATCH 07/62] Use Jereon's method for pre-compiling vignettes and clean up text --- DESCRIPTION | 1 + vignettes/{GSODR.Rmd => GSODR.Rmd.orig} | 32 +++-- vignettes/{Spatial.Rmd => Spatial.Rmd.orig} | 14 +- ...ng_with_spatial_and_climate_data.Rmd.orig} | 123 ++++++------------ vignettes/example_1.2-1.png | Bin 124035 -> 0 bytes vignettes/precompile.R | 12 ++ 6 files changed, 77 insertions(+), 105 deletions(-) rename vignettes/{GSODR.Rmd => GSODR.Rmd.orig} (97%) rename vignettes/{Spatial.Rmd => Spatial.Rmd.orig} (95%) rename vignettes/{Working_with_spatial_and_climate_data.Rmd => Working_with_spatial_and_climate_data.Rmd.orig} (56%) delete mode 100644 vignettes/example_1.2-1.png create mode 100644 vignettes/precompile.R diff --git a/DESCRIPTION b/DESCRIPTION index f3d1f405..0b71ebb2 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -72,6 +72,7 @@ Suggests: rmarkdown, roxygen2 (>= 6.1.0), sf, + skimr, sp, spacetime, testthat, diff --git a/vignettes/GSODR.Rmd b/vignettes/GSODR.Rmd.orig similarity index 97% rename from vignettes/GSODR.Rmd rename to vignettes/GSODR.Rmd.orig index 023bfc05..834d4817 100644 --- a/vignettes/GSODR.Rmd +++ b/vignettes/GSODR.Rmd.orig @@ -84,6 +84,7 @@ the STNID in the `station` parameter of `get_GSOD()`. ```{r Ex2, eval=TRUE} tbar <- get_GSOD(years = 2010, station = "955510-99999") +summary(tbar) ``` ### Using nearest_stations() @@ -97,23 +98,23 @@ There are missing stations in this query. Not all that are listed and queried actually have files on the server. ```{r Ex3, eval=TRUE} +library(skimr) tbar_stations <- nearest_stations(LAT = -27.5598, LON = 151.9507, distance = 50) tbar <- get_GSOD(years = 2010, station = tbar_stations) +skim(tbar) ``` If you wished to drop the stations, 949999-00170 and 949999-00183 from the -query, you could do this. +query, you could do this and run the `get_GSOD()` query with the new station +names. -```{r Ex4, eval=TRUE} +```{r Ex4, eval=FALSE} remove <- c("949999-00170", "949999-00183") tbar_stations <- tbar_stations[!tbar_stations %in% remove] - -tbar <- get_GSOD(years = 2010, - station = tbar_stations) ``` ## Plot Maximum and Minimum Temperature Values @@ -142,7 +143,7 @@ ggplot(data = tbar_temps, aes( scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + - theme_bw() + theme_tufte() ``` ## Download and Process Files in Parallel @@ -154,11 +155,12 @@ as an argument for `future::plan()`, which will default to available local cores as workers for the run. This can greatly reduce the time necessary to process GSOD files. -```{r Ex6, eval=FALSE} +```{r Ex6, eval=TRUE} future::plan("multisession") global <- get_GSOD(years = 2010:2011) -``` +skim(global) +``` # Using reformat_GSOD() @@ -232,7 +234,7 @@ through to current. Following is an example of how to retrieve the inventory and check a station in Toowoomba, Queensland, Australia, which was used in an earlier example. -```{r Ex18, eval=FALSE} +```{r Ex18, eval=TRUE} inventory <- get_inventory() inventory @@ -249,7 +251,13 @@ installed through GitHub due to the package size, >5Mb, being too large for CRAN. ```{r Ex19, eval=FALSE} -#install.packages("devtools") +if (!require(devtools)) { + install.packages( + "devtools", + repos = c(CRAN = "https://cloud.r-project.org/") + ) + library(devtools) +} devtools::install_github("adamhsparks/GSODRdata") library("GSODRdata") ``` @@ -426,7 +434,7 @@ if (requireNamespace("ggplot2", quietly = TRUE) && library(GSODR) load(system.file("extdata", "isd_history.rda", package = "GSODR")) world_map <- map_data("world") - + GSOD_stations <- ggplot(isd_history, aes(x = LON, y = LAT)) + geom_polygon( data = world_map, @@ -440,7 +448,7 @@ if (requireNamespace("ggplot2", quietly = TRUE) && theme_map() + labs(title = "GSOD Station Locations", caption = "Data: US NCEI GSOD and CIA World DataBank II") - + # Using the gridExtra and grid packages add a neatline to the map grid.arrange(GSOD_stations, ncol = 1) grid.rect( diff --git a/vignettes/Spatial.Rmd b/vignettes/Spatial.Rmd.orig similarity index 95% rename from vignettes/Spatial.Rmd rename to vignettes/Spatial.Rmd.orig index 55776a09..4a14215f 100644 --- a/vignettes/Spatial.Rmd +++ b/vignettes/Spatial.Rmd.orig @@ -11,7 +11,7 @@ vignette: > --- ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} -required <- c("ggplot2", "tidyr", "raster", "rgdal", "sf", "dplyr") +required <- c("rgdal", "sf", "dplyr") if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) knitr::opts_chunk$set(eval = FALSE, collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 7, fig.align = "center") @@ -36,7 +36,7 @@ For this example we convert the data to a _sp_ object. You might use this one to save GeoPackage or ESRI shapefiles for sharing or analysis in another GIS program. -```{r Ex1, eval=FALSE} +```{r Ex1, eval=TRUE} # get GSOD data library(GSODR) library(sp) @@ -52,7 +52,7 @@ proj4string(GSOD_sp) <- CRS("+proj=longlat +datum=WGS84") Using `writeOGR()` it is simple to save as a GeoPackage file. -```{r Ex2, eval=FALSE} +```{r Ex2, eval=TRUE} library(rgdal) writeOGR(GSOD_sp, @@ -63,7 +63,7 @@ writeOGR(GSOD_sp, Using `writeOGR()` it is simple to save as an ESRI shapefile. -```{r Ex3, eval=FALSE} +```{r Ex3, eval=TRUE} library(rgdal) writeOGR(GSOD_sp, dsn = path.expand("~/"), @@ -87,7 +87,7 @@ such as GDAL. A subset of simple features forms the GeoJSON standard. For this example, we convert the GSOD data to an _sf_ object. -```{r Ex4, eval=FALSE} +```{r Ex4, eval=TRUE} library(sf) GSOD_SF <- st_as_sf(x = GSOD, coords = c("LONGITUDE", "LATITUDE"), @@ -118,7 +118,7 @@ along with the file name. The layer to be specified is "GSOD", this is specified in the `get_GSOD()` function and will not change. The file name, specified in the dsn will, but the layer name will not. -```{r Ex8, eval=FALSE} +```{r Ex8, eval=TRUE} library(rgdal) AUS_stations <- readOGR(dsn = path.expand("~/GSOD.gpkg"), layer = "GSOD") @@ -132,7 +132,7 @@ existing R tools for SQLite files easy way is using _dplyr_. This option is much faster to load since it does not load the geometry. -```{r Ex, eval=FALSE} +```{r Ex, eval=TRUE} library(dplyr) AUS_sqlite <- tbl(src_sqlite(path.expand("~/GSOD.gpkg")), "GSOD") class(AUS_sqlite) diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig similarity index 56% rename from vignettes/Working_with_spatial_and_climate_data.Rmd rename to vignettes/Working_with_spatial_and_climate_data.Rmd.orig index 9eadf2e3..c22f0155 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -1,6 +1,6 @@ --- title: "Working with spatial and climate data from GSODR and GSODRdata" -author: "Tomislav Hengl and Adam H Sparks" +author: "Tomislav Hengl and Adam H. Sparks" output: rmarkdown::html_document: toc: true @@ -11,7 +11,7 @@ vignette: > --- ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} -required <- c("spacetime", "plotKML", "GSODRdata", "reshape2") +required <- c("spacetime", "plotKML", "GSODRdata", "reshape2", "rgdal") if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) knitr::opts_chunk$set(eval = FALSE, collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 7, fig.align = "center") @@ -41,14 +41,14 @@ directory and link it with climate data from the _GSODRdata_ package. Download data for Philippines for year 2010 and generate a spatial, year summary file, PHL-2010.gpkg, in the user's home directory. -```r +```{r get-data, eval=TRUE} library(GSODR) PHL <- get_GSOD(years = 2010, country = "Philippines", max_missing = 5) -PHL <- st_as_sf(x = PHL, +PHL <- st_as_sf(x = PHL, coords = c("LON", "LAT"), crs = "+proj=longlat +datum=WGS84") - + write_sf(PHL, "~/PHL-2010.gpkg") ``` @@ -57,7 +57,7 @@ write_sf(PHL, "~/PHL-2010.gpkg") Using the GeoPackage that was just created, you can now create a KML file to open with Google Earth and visualise the data spatially and over time. -```r +```{r spatial-layers, eval=TRUE} library(rgdal) library(spacetime) library(plotKML) @@ -85,14 +85,14 @@ system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") ## Example - Compare the GSOD Weather Data From the Philippines With Climate Data Provided by the _GSODRdata_ Package. -The the [`GSODRdata`](https://adamhsparks.github.io/GSODRdata/) package provides +The [`GSODRdata`](https://adamhsparks.github.io/GSODRdata/) package provides climate data from four climate data sets that have been formatted for easy use with the _GSODR_ package. Following is a description how to install the _GSODRdata_ package and use it to visualise the weather data for the Philippines in 2010 against CHELSA data. -CHELSA (Climatologies at high resolution for the earth’s land surface areas) are -climate data at 30 arc seconds for the earth land surface areas. +CHELSA (Climatologies at High resolution for the Earth’s Land Surface Areas) are +climate data at 30 arc seconds for the Earth's land surface areas. **Description of CHELSA data from CHELSA website** @@ -102,104 +102,56 @@ CHELSA is based on a quasi-mechanistical statistical downscaling of the ERA inte See http://chelsa-climate.org for more information on these data. -```r -# install.packages("devtools") +```{r devtools, eval=TRUE} +if (!require(devtools)) { + install.packages( + "devtools", + repos = c(CRAN = "https://cloud.r-project.org/") + ) + library(devtools) +} devtools::install_github("adamhsparks/GSODRdata") -```` +``` Now that the extra data have been installed, take a look at the CHELSA data that are one of the data sets included in the _GSODRdata_ package. -```r +```{r GSODRdata, eval=TRUE} library(GSODRdata) str(CHELSA) - -#> 'data.frame': 23927 obs. of 46 variables: -#> $ STNID : chr "008268-99999" "010014-99999" "010015-99999" "010882-99999" ... -#> $ CHELSA_bio10_1979-2013_V1_1: num 30 14.3 12.5 12.6 15.2 16.3 13.9 12.7 13.4 12.9 ... -#> $ CHELSA_bio11_1979-2013_V1_1: num 5.8 1 -3.2 -7 -0.2 -2.2 -3 -6.9 -2.1 -1.2 ... -#> $ CHELSA_bio1_1979-2013_V1_1 : num 18.3 7.1 4.2 2.3 7 6.6 4.8 2.4 5 5.2 ... -#> $ CHELSA_bio12_1979-2013_V1_1: num 214 1889 2209 563 1710 ... -#> $ CHELSA_bio13_1979-2013_V1_1: num 54.6 223.7 254.7 73 200.6 ... -#> $ CHELSA_bio14_1979-2013_V1_1: num 0.1 87.7 108.9 26.7 78.5 ... -#> $ CHELSA_bio15_1979-2013_V1_1: num 104.9 30.3 30.1 30.7 32.1 ... -#> $ CHELSA_bio16_1979-2013_V1_1: num 155 651 753 216 590 ... -#> $ CHELSA_bio17_1979-2013_V1_1: num 0.6 273.5 332.6 85.5 244.7 ... -#> $ CHELSA_bio18_1979-2013_V1_1: num 1.7 433.3 448.3 198.7 330.9 ... -#> $ CHELSA_bio19_1979-2013_V1_1: num 96.9 490.4 621.1 122 494.4 ... -#> $ CHELSA_bio2_1979-2013_V1_1 : num 23 12.5 16.7 20.1 15.6 17.1 16.4 18.6 14.8 13.3 ... -#> $ CHELSA_bio3_1979-2013_V1_1 : num 48.3 44.8 45.3 45.5 45 44.3 43.8 44.6 43.8 43.8 ... -#> $ CHELSA_bio4_1979-2013_V1_1 : num 884 486 592 734 573 ... -#> $ CHELSA_bio5_1979-2013_V1_1 : num 40.5 21.5 22.2 23.6 23.9 25.4 23.1 23 21.8 20.4 ... -#> $ CHELSA_bio6_1979-2013_V1_1 : num -7.2 -6.5 -14.5 -20.7 -10.7 -13.3 -14.3 -18.7 -11.9 -9.9 ... -#> $ CHELSA_bio7_1979-2013_V1_1 : num 47.7 28 36.8 44.3 34.7 38.7 37.4 41.7 33.8 30.3 ... -#> $ CHELSA_bio8_1979-2013_V1_1 : num 10.5 5.7 -1.7 12.5 1.3 8.5 6.8 12.5 7 7.2 ... -#> $ CHELSA_bio9_1979-2013_V1_1 : num 26.7 7.8 8.4 -0.1 12.2 3.8 9.6 0.1 9.8 9.3 ... -#> $ CHELSA_prec_10_1979-2013 : num 3.6 230.6 237.5 48.9 192.8 ... -#> $ CHELSA_prec_11_1979-2013 : num 10.5 219.9 237.8 41.3 189.6 ... -#> $ CHELSA_prec_1_1979-2013 : num 35.8 198.4 227.7 40.3 189.5 ... -#> $ CHELSA_prec_12_1979-2013 : num 25.4 215.5 248.3 40.5 201.5 ... -#> $ CHELSA_prec_1979-2013_land : num 214 1912 2170 559 1720 ... -#> $ CHELSA_prec_2_1979-2013 : num 46.5 153.3 188.4 32.5 153.7 ... -#> $ CHELSA_prec_3_1979-2013 : num 54.8 151.9 176.4 31.8 145 ... -#> $ CHELSA_prec_4_1979-2013 : num 28.3 101.1 114.4 26.6 91.6 ... -#> $ CHELSA_prec_5_1979-2013 : num 7 90.6 107 38.9 79 72.1 75.6 46.7 91.3 85.1 ... -#> $ CHELSA_prec_6_1979-2013 : num 1.2 100.5 110.1 58 84 ... -#> $ CHELSA_prec_7_1979-2013 : num 1 116.7 119.2 69.7 90.1 ... -#> $ CHELSA_prec_8_1979-2013 : num 0.3 165.6 159.6 72.7 121.6 ... -#> $ CHELSA_prec_9_1979-2013 : num 0.1 204 229.6 57.9 181.4 ... -#> $ CHELSA_temp_10_1979-2013 : num 19.2 8 4.3 2.3 7.2 6.7 5.7 2.4 5.6 5.9 ... -#> $ CHELSA_temp_11_1979-2013 : num 13.2 4.5 0.2 -3 3 2.2 1.2 -2.7 1.6 2.2 ... -#> $ CHELSA_temp_1_1979-2013 : num 4.9 1.2 -3.4 -7.2 -0.4 -2.4 -2.5 -7 -1.9 -1 ... -#> $ CHELSA_temp_12_1979-2013 : num 7.7 2.1 -2.7 -6.5 0.3 -1.4 -1.3 -6.3 -0.7 -0.1 ... -#> $ CHELSA_temp_1979-2013_land : num 18.3 7.1 4.1 2.3 6.9 6.5 5.1 2.5 5 5.2 ... -#> $ CHELSA_temp_2_1979-2013 : num 7 0.8 -3.2 -6.6 -0.2 -2.2 -2.8 -6.4 -2.1 -1.2 ... -#> $ CHELSA_temp_3_1979-2013 : num 12.2 2.3 -0.8 -3.3 2.2 0.8 -0.9 -2.7 -0.6 0.1 ... -#> $ CHELSA_temp_4_1979-2013 : num 18.3 5.1 3 1.5 5.8 5.1 3 1.7 2.9 3.1 ... -#> $ CHELSA_temp_5_1979-2013 : num 23.5 9 7.6 6.4 10.1 10.7 7.8 6.6 7.3 7.1 ... -#> $ CHELSA_temp_6_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... -#> $ CHELSA_temp_7_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... -#> $ CHELSA_temp_8_1979-2013 : num 29.7 14.2 12.2 12.1 14.9 15.8 14 12.2 13.3 12.8 ... -#> $ CHELSA_temp_9_1979-2013 : num 25.1 11.5 8.6 7.7 11.5 11.6 10.2 7.6 9.9 9.8 ... ``` Compare the GSOD weather data from the Philippines with climatic data provided by the _GSODR_ package in the `CHELSA` data set using `dplyr` functions to join the CHELSA and _GSODR_ data for plotting. -```r +```{r comparison, eval=TRUE} library(dplyr) -#> -#> Attaching package: 'dplyr' -#> The following objects are masked from 'package:stats': -#> -#> filter, lag -#> The following objects are masked from 'package:base': -#> -#> intersect, setdiff, setequal, union library(ggplot2) library(reshape2) cnames <- paste0("CHELSA_temp_", 1:12, "_1979-2013") clim_temp <- CHELSA[CHELSA$STNID %in% pnts$STNID, - paste(c("STNID", cnames))] -clim_temp_df <- data.frame(STNID = rep(clim_temp$STNID, 12), - MONTHC = as.vector(sapply(1:12, rep, - times = nrow(clim_temp))), - CHELSA_TEMP = as.vector(unlist(clim_temp[, cnames]))) + paste(c("STNID", cnames))] +clim_temp_df <- data.frame( + STNID = rep(clim_temp$STNID, 12), + MONTHC = as.vector(sapply(1:12, rep, + times = nrow(clim_temp))), + CHELSA_TEMP = as.vector(unlist(clim_temp[, cnames])) +) pnts$MONTHC <- as.numeric(paste(pnts$MONTH)) -temp <- left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")) -#> Warning in left_join_impl(x, y, by$x, by$y, suffix$x, suffix$y): joining -#> factors with different levels, coercing to character vector +temp <- + left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")) -temp <- temp %>% - group_by(MONTH) %>% +temp <- temp %>% + group_by(MONTH) %>% mutate(AVG_DAILY_TEMP = round(mean(TEMP), 1)) -df_melt <- na.omit(melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], - id = c("DATE", "STNID"))) +df_melt <- + na.omit(melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], + id = c("DATE", "STNID"))) ggplot(df_melt, aes(x = DATE, y = value)) + geom_point(aes(color = variable), alpha = 0.2) + @@ -208,11 +160,10 @@ ggplot(df_melt, aes(x = DATE, y = value)) + xlab("Month") + labs(colour = "") + scale_color_brewer(palette = "Dark2") + - facet_wrap( ~ STNID) + facet_wrap(~ STNID) + + theme_tufte() ``` -![Comparison of GSOD daily values and average monthly values with CHELSA climate monthly values](example_1.2-1.png) - # Notes ## Sources @@ -235,5 +186,5 @@ Karger, D. N., Conrad, O., Bohner, J., Kawohl, T., Kreft, H., Soria-Auza, R. W., *et al*. (2016) Climatologies at high resolution for the Earth land surface areas. *arXiv preprint* **arXiv:1607.00217**. () -Stachelek, J. (2016) Using the Geopackage Format with R. +Stachelek, J. (2016) Using the Geopackage Format with R. 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z@=;cts+I?zeD?2f)W3W8Y3t9T-Ru-?!sKJcxIB{{2}NiJl1Pe2=uZ?f{JqiL(IWnZ}MI1Fi9nc{Yd}!hb+7(Q8lb%U+;Jix!DpGx{ztU$Oe%bc%{`Hhu zfxq{aWhFPz5|D9>N{Xm9x(*<8NxXpS9 zR(-_MZh@{IHFi=`;4KHjK1AS`{dO$d%SkxrABj?hblGW+^l^&s+~*9lbJ{)OnYp>B zW9_emM>pnkQS!4nrDLoMQ%}v$%}xTyN{l|=#*eI0>3y|DcR%zUI+^{sPD+?6l0}xb zkByFpeS=;WplePZBeyr(w~2FgcV=XhxS#oU#FThU>(B=`q$*j9{+#X1 zAb=5wCxsWDT2@ns$Vh5l*Y_&Q@O;TUlx{hGT>#S>I-TcDu5q9N1^Vk6m_#`kLjjuE z3#`1k^mBPm5nExvy_ye+x2;aV5jHvEcC zz;ABnyUTy#wSt1fHKsu*$OFX`p%;+n>DqU--~6=h8XP1_%M{1U%y-zHb*ZEM5hlQ> zrHa4f=m{&@3IJ#uZ+9<;_el&_nn6Z&ppO%Xbq`#MlrEci8Zgi0G;!y2wpp2bO;mb) zcqVQqC=82;Fs>e8Q{_fiiazSMP3oU&O(t!ww5vOsCBXyAB>v+&;E+)Un=wU{)t6Pp z4xE|1;^kGG>4R!Mlkvg1``+Ki7-7E8YC~6s2SB)gIm((u244;wvAMs9gy@!pNdq;> z7_ipWC Date: Sun, 1 Sep 2019 08:52:42 +1000 Subject: [PATCH 08/62] Fix bug that prevented 3rd vignette from knitting --- vignettes/precompile.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/vignettes/precompile.R b/vignettes/precompile.R index 07a2a3e0..1efdadab 100644 --- a/vignettes/precompile.R +++ b/vignettes/precompile.R @@ -4,8 +4,8 @@ library(knitr) knit("vignettes/GSODR.Rmd.orig", "vignettes/GSODR.Rmd") knit("vignettes/Spatial.Rmd.orig", "vignettes/Spatial.Rmd") knit( - "Working_with_spatial_and_climate_data.Rmd.orig", - "Working_with_spatial_and_climate_data.Rmd" + "vignettes/Working_with_spatial_and_climate_data.Rmd.orig", + "vignettes/Working_with_spatial_and_climate_data.Rmd" ) library(devtools) From c6aa33060dcb39425f1bd569d5e71c441c0276e7 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 10:53:30 +1000 Subject: [PATCH 09/62] Setup new build process for vignettes requiring Internet access --- .Rbuildignore | 2 + .gitignore | 2 + man/figures/Use_Case_1_Figure_1.png | Bin 77929 -> 0 bytes man/figures/Use_Case_1_Figure_2.png | Bin 65494 -> 0 bytes man/figures/example_1.2-1.png | Bin 124035 -> 0 bytes vignettes/GSODR.Rmd.orig | 72 ++++++++++-------- vignettes/Spatial.Rmd.orig | 8 +- ...ing_with_spatial_and_climate_data.Rmd.orig | 54 ++++++++----- vignettes/precompile.R | 11 ++- 9 files changed, 92 insertions(+), 57 deletions(-) delete mode 100644 man/figures/Use_Case_1_Figure_1.png delete mode 100644 man/figures/Use_Case_1_Figure_2.png delete mode 100644 man/figures/example_1.2-1.png diff --git a/.Rbuildignore b/.Rbuildignore index 08bc0fe1..07cee8bc 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -20,3 +20,5 @@ vignettes/figure ^_pkgdown\.yml$ ^\.circleci$ ^GSODR.code-workspace$ +^doc$ +^Meta$ diff --git a/.gitignore b/.gitignore index 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z@=;cts+I?zeD?2f)W3W8Y3t9T-Ru-?!sKJcxIB{{2}NiJl1Pe2=uZ?f{JqiL(IWnZ}MI1Fi9nc{Yd}!hb+7(Q8lb%U+;Jix!DpGx{ztU$Oe%bc%{`Hhu zfxq{aWhFPz5|D9>N{Xm9x(*<8NxXpS9 zR(-_MZh@{IHFi=`;4KHjK1AS`{dO$d%SkxrABj?hblGW+^l^&s+~*9lbJ{)OnYp>B zW9_emM>pnkQS!4nrDLoMQ%}v$%}xTyN{l|=#*eI0>3y|DcR%zUI+^{sPD+?6l0}xb zkByFpeS=;WplePZBeyr(w~2FgcV=XhxS#oU#FThU>(B=`q$*j9{+#X1 zAb=5wCxsWDT2@ns$Vh5l*Y_&Q@O;TUlx{hGT>#S>I-TcDu5q9N1^Vk6m_#`kLjjuE z3#`1k^mBPm5nExvy_ye+x2;aV5jHvEcC zz;ABnyUTy#wSt1fHKsu*$OFX`p%;+n>DqU--~6=h8XP1_%M{1U%y-zHb*ZEM5hlQ> zrHa4f=m{&@3IJ#uZ+9<;_el&_nn6Z&ppO%Xbq`#MlrEci8Zgi0G;!y2wpp2bO;mb) zcqVQqC=82;Fs>e8Q{_fiiazSMP3oU&O(t!ww5vOsCBXyAB>v+&;E+)Un=wU{)t6Pp z4xE|1;^kGG>4R!Mlkvg1``+Ki7-7E8YC~6s2SB)gIm((u244;wvAMs9gy@!pNdq;> z7_ipWC ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} required <- c("ggplot2", "tidyr") -if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) -knitr::opts_chunk$set(eval = FALSE, collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 7, fig.align = "center") +if (!all(unlist(lapply(required, function(pkg) + requireNamespace(pkg, quietly = TRUE))))) + knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" + ) ``` # Introduction -The GSOD or [Global Surface Summary of the Day (GSOD)](https://data.noaa.gov/dataset/dataset/global-surface-summary-of-the-day-gsod/) +The GSOD or [Global Surface Summary of the Day +(GSOD)](https://data.noaa.gov/dataset/dataset/global-surface-summary-of-the-day-gsod/) data provided by the US National Centers for Environmental Information (NCEI) are a valuable source of weather data with global coverage. However, the data files are cumbersome and difficult to work with. _GSODR_ aims to make it easy to @@ -66,7 +71,8 @@ library(data.table) load(system.file("extdata", "country_list.rda", package = "GSODR")) load(system.file("extdata", "isd_history.rda", package = "GSODR")) -station_locations <- isd_history[country_list, on = c("CTRY" = "FIPS")] +station_locations <- + isd_history[country_list, on = c("CTRY" = "FIPS")] # create data.frame for Australia only Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") @@ -83,8 +89,9 @@ weather data from the station Toowoomba, Queensland, Australia for 2010 by using the STNID in the `station` parameter of `get_GSOD()`. ```{r Ex2, eval=TRUE} +library(skimr) tbar <- get_GSOD(years = 2010, station = "955510-99999") -summary(tbar) +skim(tbar) ``` ### Using nearest_stations() @@ -98,7 +105,6 @@ There are missing stations in this query. Not all that are listed and queried actually have files on the server. ```{r Ex3, eval=TRUE} -library(skimr) tbar_stations <- nearest_stations(LAT = -27.5598, LON = 151.9507, distance = 50) @@ -122,8 +128,9 @@ tbar_stations <- tbar_stations[!tbar_stations %in% remove] Using the first data downloaded for a single station, 955510-99999, plot the temperature for 2010. -```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center"} +```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center", fig.path = "vignettes/figures/"} library(ggplot2) +library(ggthemes) library(tidyr) # Create a dataframe of just the date and temperature values that we want to @@ -134,11 +141,9 @@ tbar_temps <- tbar[, c("YEARMODA", "TEMP", "MAX", "MIN")] tbar_temps <- gather(tbar_temps, Measurement, gather_cols = TEMP:MIN) -ggplot(data = tbar_temps, aes( - x = YEARMODA, - y = value, - colour = Measurement -)) + +ggplot(data = tbar_temps, aes(x = YEARMODA, + y = value, + colour = Measurement)) + geom_line() + scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + @@ -283,11 +288,11 @@ _GSODR_ formatted data include the following fields and units: - **CTRY** - Country in which the station is located; -- **LATITUDE** - Latitude. *Station dropped in cases where values are < -90 or > 90 -degrees or Lat = 0 and Lon = 0*; +- **LATITUDE** - Latitude. *Station dropped in cases where values are < -90 or > +90 degrees or Lat = 0 and Lon = 0*; -- **LONGITUDE** - Longitude. *Station dropped in cases where values are < -180 or > -180 degrees or Lat = 0 and Lon = 0*; +- **LONGITUDE** - Longitude. *Station dropped in cases where values are < -180 +or > 180 degrees or Lat = 0 and Lon = 0*; - **ELEVATION** - Elevation in metres; @@ -310,13 +315,13 @@ temperature; - **DEWP** - Mean daily dew point converted to degrees C to tenths. Missing = NA; -- **DEWP\_ATTRIBUTES** - Number of observations used in calculating mean daily dew -point; +- **DEWP\_ATTRIBUTES** - Number of observations used in calculating mean daily +dew point; - **SLP** - Mean sea level pressure in millibars to tenths. Missing = NA; -- **SLP\_ATTRIBUTES** - Number of observations used in calculating mean sea level -pressure; +- **SLP\_ATTRIBUTES** - Number of observations used in calculating mean sea +level pressure; - **STP** - Mean station pressure for the day in millibars to tenths. Missing = NA; @@ -333,8 +338,8 @@ visibility; - **WDSP** - Mean daily wind speed value converted to metres/second to tenths. Missing = NA; -- **WDSP\_ATTRIBUTES** - Number of observations used in calculating mean daily wind -speed; +- **WDSP\_ATTRIBUTES** - Number of observations used in calculating mean daily +wind speed; - **MXSPD** - Maximum sustained wind speed reported for the day converted to metres/second to tenths. Missing = NA; @@ -346,20 +351,24 @@ to tenths. Missing = NA; tenths--time of max temp report varies by country and region, so this will sometimes not be the max for the calendar day. Missing = NA; -- **MAX\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit max temp -report and not from the 'hourly' data. An "\*" indicates max temp was derived -from the hourly data (_i.e._, highest hourly or synoptic-reported temperature); +- **MAX\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit max +temp report and not from the 'hourly' data. An "\*" indicates max temp was +derived from the hourly data (_i.e._, highest hourly or synoptic-reported +temperature); - **MIN** - Minimum temperature reported during the day converted to Celsius to tenths--time of min temp report varies by country and region, so this will sometimes not be the max for the calendar day. Missing = NA; -- **MIN\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit min temp report and not from the 'hourly' data. An "\*" indicates min temp was derived from the hourly data (_i.e._, highest hourly or synoptic-reported temperature); +- **MIN\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit min +temp report and not from the 'hourly' data. An "\*" indicates min temp was +derived from the hourly data (_i.e._, highest hourly or synoptic-reported +temperature); - **PRCP** - Total precipitation (rain and/or melted snow) reported during the day converted to millimetres to hundredths; will usually not end with the -midnight observation, _i.e._, may include latter part of previous day. A value of -".00" indicates no measurable precipitation (includes a trace). Missing = NA; +midnight observation, _i.e._, may include latter part of previous day. A value +of ".00" indicates no measurable precipitation (includes a trace). Missing = NA; *Note: Many stations do not report '0' on days with no precipitation-- therefore, 'NA' will often appear on these days. For example, a station may only report a 6-hour amount for the period during which rain fell.* See @@ -418,16 +427,13 @@ no/not reported) for the occurrence during the day; ## Appendix 2: Map of Current GSOD Station Locations -```{r, eval=TRUE, message=FALSE, echo=FALSE, warning=FALSE, fig.width = 7, fig.height = 5, fig.align = "center"} -if (requireNamespace("ggplot2", quietly = TRUE) && - requireNamespace("ggthemes", quietly = TRUE) && - requireNamespace("maps", quietly = TRUE) && +```{r, eval=TRUE, message=FALSE, echo=FALSE, warning=FALSE, fig.width = 7, fig.height = 5, fig.align = "center", fig.path = "vignettes/figures/"} +if (requireNamespace("maps", quietly = TRUE) && requireNamespace("mapproj", quietly = TRUE) && requireNamespace("gridExtra", quietly = TRUE) && requireNamespace("grid", quietly = TRUE)) { library(ggplot2) library(mapproj) - library(ggthemes) library(maps) library(grid) library(gridExtra) diff --git a/vignettes/Spatial.Rmd.orig b/vignettes/Spatial.Rmd.orig index 4a14215f..06daf2b2 100644 --- a/vignettes/Spatial.Rmd.orig +++ b/vignettes/Spatial.Rmd.orig @@ -13,8 +13,12 @@ vignette: > ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} required <- c("rgdal", "sf", "dplyr") -if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) -knitr::opts_chunk$set(eval = FALSE, collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 7, fig.align = "center") +if (!all(unlist(lapply(required, function(pkg) + requireNamespace(pkg, quietly = TRUE))))) + knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" + ) ``` # Creating Spatial Files diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index c22f0155..be4ad24c 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -11,11 +11,15 @@ vignette: > --- ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} -required <- c("spacetime", "plotKML", "GSODRdata", "reshape2", "rgdal") +required <- + c("spacetime", "plotKML", "GSODRdata", "reshape2", "rgdal") -if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) - knitr::opts_chunk$set(eval = FALSE, collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 7, fig.align = "center") -``` +if (!all(unlist(lapply(required, function(pkg) + requireNamespace(pkg, quietly = TRUE))))) + knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" + )``` # Introduction @@ -43,11 +47,14 @@ file, PHL-2010.gpkg, in the user's home directory. ```{r get-data, eval=TRUE} library(GSODR) -PHL <- get_GSOD(years = 2010, country = "Philippines", max_missing = 5) +PHL <- + get_GSOD(years = 2010, + country = "Philippines", + max_missing = 5) PHL <- st_as_sf(x = PHL, - coords = c("LON", "LAT"), - crs = "+proj=longlat +datum=WGS84") + coords = c("LON", "LAT"), + crs = "+proj=longlat +datum=WGS84") write_sf(PHL, "~/PHL-2010.gpkg") ``` @@ -69,15 +76,24 @@ pnts <- readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]) pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) row.names(pnts) <- paste("point", 1:nrow(pnts), sep = "") -tmp_ST <- STIDF(sp = as(pnts, "SpatialPoints"), - time = pnts$DATE - 0.5, - data = pnts@data[, c("TEMP", "STNID")], - endTime = pnts$DATE + 0.5) +tmp_ST <- STIDF( + sp = as(pnts, "SpatialPoints"), + time = pnts$DATE - 0.5, + data = pnts@data[, c("TEMP", "STNID")], + endTime = pnts$DATE + 0.5 +) shape = "http://maps.google.com/mapfiles/kml/pal2/icon18.png" -kml(tmp_ST, dtime = 24 * 3600, colour = TEMP, shape = shape, labels = TEMP, - file.name = "Temperatures_PHL_2010-2010.kml", folder.name = "TEMP") +kml( + tmp_ST, + dtime = 24 * 3600, + colour = TEMP, + shape = shape, + labels = TEMP, + file.name = "Temperatures_PHL_2010-2010.kml", + folder.name = "TEMP" +) system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") ``` @@ -104,10 +120,8 @@ See http://chelsa-climate.org for more information on these data. ```{r devtools, eval=TRUE} if (!require(devtools)) { - install.packages( - "devtools", - repos = c(CRAN = "https://cloud.r-project.org/") - ) + install.packages("devtools", + repos = c(CRAN = "https://cloud.r-project.org/")) library(devtools) } devtools::install_github("adamhsparks/GSODRdata") @@ -123,10 +137,10 @@ str(CHELSA) ``` Compare the GSOD weather data from the Philippines with climatic data provided -by the _GSODR_ package in the `CHELSA` data set using `dplyr` functions to join -the CHELSA and _GSODR_ data for plotting. +by the _GSODRdata_ package in the CHELSA data set using `dplyr` functions to +join the CHELSA and _GSODR_ data for plotting. -```{r comparison, eval=TRUE} +```{r comparison, eval=TRUE, fig.path = "vignettes/figure/"} library(dplyr) library(ggplot2) library(reshape2) diff --git a/vignettes/precompile.R b/vignettes/precompile.R index 1efdadab..92ca7b0b 100644 --- a/vignettes/precompile.R +++ b/vignettes/precompile.R @@ -1,5 +1,4 @@ -# vignettes that depend on internet access have been precompiled: - +# vignettes that depend on internet access need to be precompiled library(knitr) knit("vignettes/GSODR.Rmd.orig", "vignettes/GSODR.Rmd") knit("vignettes/Spatial.Rmd.orig", "vignettes/Spatial.Rmd") @@ -8,5 +7,13 @@ knit( "vignettes/Working_with_spatial_and_climate_data.Rmd" ) +# remove file path such that vignette will build with figures +replace <- readLines("vignettes/GSODR.Rmd") +replace <- gsub(" Date: Sun, 1 Sep 2019 10:54:00 +1000 Subject: [PATCH 10/62] Add new Rmd files and images for vignettes --- vignettes/GSODR.Rmd | 774 ++++++++++++++++++ vignettes/Spatial.Rmd | 277 +++++++ .../Working_with_spatial_and_climate_data.Rmd | 369 +++++++++ vignettes/figures/Ex5-1.png | Bin 0 -> 82452 bytes vignettes/figures/unnamed-chunk-1-1.png | Bin 0 -> 107389 bytes 5 files changed, 1420 insertions(+) create mode 100644 vignettes/GSODR.Rmd create mode 100644 vignettes/Spatial.Rmd create mode 100644 vignettes/Working_with_spatial_and_climate_data.Rmd create mode 100644 vignettes/figures/Ex5-1.png create mode 100644 vignettes/figures/unnamed-chunk-1-1.png diff --git a/vignettes/GSODR.Rmd b/vignettes/GSODR.Rmd new file mode 100644 index 00000000..8703fa0a --- /dev/null +++ b/vignettes/GSODR.Rmd @@ -0,0 +1,774 @@ +--- +title: "GSODR" +author: "Adam H Sparks" +output: + rmarkdown::html_vignette: + toc: true +vignette: > + %\VignetteEngine{knitr::rmarkdown} + %\VignetteIndexEntry{GSODR} + %\VignetteEncoding{UTF-8} +--- + + + +# Introduction + +The GSOD or [Global Surface Summary of the Day +(GSOD)](https://data.noaa.gov/dataset/dataset/global-surface-summary-of-the-day-gsod/) +data provided by the US National Centers for Environmental Information (NCEI) +are a valuable source of weather data with global coverage. However, the data +files are cumbersome and difficult to work with. _GSODR_ aims to make it easy to +find, transfer and format the data you need for use in analysis and provides +four main functions for facilitating this: + +- `get_GSOD()` - this function queries and transfers files from the NCEI's +webpage, reformats them and returns a tidy data frame in R + +- `reformat_GSOD()` - this function takes individual station files from the +local disk and re-formats them returning a tidy data frame in R + +- `nearest_stations()` - this function returns a vector of station IDs that fall +within the given radius (kilometres) of a point given as latitude and longitude + +- `update_station_list()` - this function downloads the latest station list from +the NCEI's FTP server updates the package's internal database of stations and +their metadata. + +- `get_inventory()` - this function downloads the latest station inventory +information from the NCEI's server and returns the header information about +the latest version as a message in the console and a data frame of the stations' +inventories for each year and month that data are reported. + +When reformatting data either with `get_GSOD()` or `reformat_GSOD()`, all units +are converted from United States Customary System (USCS) to International System +of Units (SI), _e.g._, inches to millimetres and Fahrenheit to Celsius. Data in +the R session summarise each year by station, which also includes vapour +pressure and relative humidity elements calculated from existing data in GSOD. + +For more information see the description of the data provided by NCEI, +. + +# Using get_GSOD() + +## Find Stations in or near Toowoomba, Queensland, Australia + +_GSODR_ provides lists of weather station locations and elevation values. It's +easy to find all stations in Australia. + + +```r +library(GSODR) +library(data.table) +load(system.file("extdata", "country_list.rda", package = "GSODR")) +load(system.file("extdata", "isd_history.rda", package = "GSODR")) + +station_locations <- + isd_history[country_list, on = c("CTRY" = "FIPS")] + +# create data.frame for Australia only +Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") + +Oz +``` + +``` +## STNID NAME CTRY STATE LAT LON +## 1: 695023-99999 HORN ISLAND (HID) AS -10.583 142.300 +## 2: 749430-99999 AIDELAIDE RIVER SE AS -13.300 131.133 +## 3: 749432-99999 BATCHELOR FIELD AUSTRALIA AS -13.049 131.066 +## 4: 749438-99999 IRON RANGE AUSTRALIA AS -12.700 143.300 +## 5: 749439-99999 MAREEBA AS/HOEVETT FIELD AS -17.050 145.400 +## --- +## 1038: 959890-99999 BICHENO (COUNCIL DEPOT) AS -41.867 148.300 +## 1039: 959950-99999 LORD HOWE ISLAND WINDY POINT AS -31.533 159.067 +## 1040: 959970-99999 HEARD ISLAND (ATLAS COVE) AS -53.017 73.400 +## 1041: 996600-99999 ENVIRONM BUOY 55011 AS -40.800 144.300 +## 1042: 999999-82101 NORTHWEST CAPE AS -22.333 114.050 +## BEGIN END COUNTRY_NAME ISO2C ISO3C +## 1: 19420804 20030816 AUSTRALIA AU AUS +## 2: 19430228 19440821 AUSTRALIA AU AUS +## 3: 19421231 19430610 AUSTRALIA AU AUS +## 4: 19420917 19440930 AUSTRALIA AU AUS +## 5: 19420630 19440630 AUSTRALIA AU AUS +## --- +## 1038: 19650101 20190602 AUSTRALIA AU AUS +## 1039: 20120920 20190810 AUSTRALIA AU AUS +## 1040: 19980301 20121220 AUSTRALIA AU AUS +## 1041: 19930221 19970403 AUSTRALIA AU AUS +## 1042: 19680305 19680430 AUSTRALIA AU AUS +``` + +```r +subset(Oz, grepl("TOOWOOMBA", NAME)) +``` + +``` +## STNID NAME CTRY STATE LAT LON BEGIN +## 1: 945510-99999 TOOWOOMBA AS -27.583 151.933 19561231 +## 2: 955510-99999 TOOWOOMBA AIRPORT AS -27.550 151.917 19980301 +## END COUNTRY_NAME ISO2C ISO3C +## 1: 20120503 AUSTRALIA AU AUS +## 2: 20190810 AUSTRALIA AU AUS +``` + +## Download a Single Station and Year + +Now that we've seen where the reporting stations are located, we can download +weather data from the station Toowoomba, Queensland, Australia for 2010 by using +the STNID in the `station` parameter of `get_GSOD()`. + + +```r +library(skimr) +tbar <- get_GSOD(years = 2010, station = "955510-99999") +skim(tbar) +``` + +``` +## Skim summary statistics +## n obs: 365 +## n variables: 44 +## +## ── Variable type:character ───────────────────────────────────────────────────────────── +## variable missing complete n min max empty n_unique +## CTRY 0 365 365 2 2 0 1 +## DEWP_ATTRIBUTES 0 365 365 2 2 0 6 +## MAX_ATTRIBUTES 351 14 365 1 1 0 1 +## MIN_ATTRIBUTES 212 153 365 1 1 0 1 +## NAME 0 365 365 17 17 0 1 +## PRCP_ATTRIBUTES 1 364 365 1 1 0 5 +## SLP_ATTRIBUTES 0 365 365 2 2 0 4 +## STATE 0 365 365 0 0 365 1 +## STNID 0 365 365 12 12 0 1 +## STP_ATTRIBUTES 0 365 365 2 2 0 4 +## TEMP_ATTRIBUTES 0 365 365 2 2 0 4 +## VISIB_ATTRIBUTES 0 365 365 2 2 0 6 +## WDSP_ATTRIBUTES 0 365 365 2 2 0 4 +## +## ── Variable type:Date ────────────────────────────────────────────────────────────────── +## variable missing complete n min max median n_unique +## YEARMODA 0 365 365 2010-01-01 2010-12-31 2010-07-02 365 +## +## ── Variable type:integer ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 p25 p50 +## BEGIN 0 365 365 2e+07 0 2e+07 2e+07 2e+07 +## DAY 0 365 365 15.72 8.81 1 8 16 +## END 0 365 365 2e+07 0 2e+07 2e+07 2e+07 +## I_FOG 365 0 365 NaN NA NA NA NA +## I_HAIL 365 0 365 NaN NA NA NA NA +## I_RAIN_DRIZZLE 365 0 365 NaN NA NA NA NA +## I_SNOW_ICE 365 0 365 NaN NA NA NA NA +## I_THUNDER 365 0 365 NaN NA NA NA NA +## I_TORNADO_FUNNEL 365 0 365 NaN NA NA NA NA +## MONTH 0 365 365 6.53 3.45 1 4 7 +## YDAY 0 365 365 183 105.51 1 92 183 +## YEAR 0 365 365 2010 0 2010 2010 2010 +## p75 p100 hist +## 2e+07 2e+07 ▁▁▁▇▁▁▁▁ +## 23 31 ▇▇▇▇▆▇▇▇ +## 2e+07 2e+07 ▁▁▁▇▁▁▁▁ +## NA NA +## NA NA +## NA NA +## NA NA +## NA NA +## NA NA +## 10 12 ▇▅▇▃▅▇▅▇ +## 274 365 ▇▇▇▇▇▇▇▇ +## 2010 2010 ▁▁▁▇▁▁▁▁ +## +## ── Variable type:numeric ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 p25 p50 +## DEWP 4 361 365 11.83 4.86 -2.6 8.7 13.1 +## EA 4 361 365 1.45 0.42 0.5 1.1 1.5 +## ELEVATION 0 365 365 642 0 642 642 642 +## ES 0 365 365 1.93 0.5 0.9 1.5 2 +## GUST 365 0 365 NaN NA NA NA NA +## LATITUDE 0 365 365 -27.55 0 -27.55 -27.55 -27.55 +## LONGITUDE 0 365 365 151.92 0 151.92 151.92 151.92 +## MAX 0 365 365 21.62 4.65 10.3 17.9 21.9 +## MIN 0 365 365 12.13 4.8 0.1 8.2 13.2 +## MXSPD 0 365 365 8.29 2.29 3.6 6.7 8.2 +## PRCP 1 364 365 3.02 9.32 0 0 0 +## RH 4 361 365 75.16 12.42 32 66.7 76.9 +## SLP 0 365 365 1017.67 5.09 1003.5 1014.1 1018 +## SNDP 365 0 365 NaN NA NA NA NA +## STP 0 365 365 944.68 4.19 932.6 942.1 944.9 +## TEMP 0 365 365 16.45 4.21 6.2 12.9 17.3 +## VISIB 264 101 365 14.98 9.14 0.5 7.4 12.6 +## WDSP 0 365 365 5.93 1.97 2.2 4.4 5.7 +## p75 p100 hist +## 15.4 20.3 ▁▂▃▃▅▇▇▂ +## 1.7 2.4 ▂▃▅▅▆▇▃▁ +## 642 642 ▁▁▁▇▁▁▁▁ +## 2.3 3.3 ▂▆▃▇▆▂▂▁ +## NA NA +## -27.55 -27.55 ▁▁▁▇▁▁▁▁ +## 151.92 151.92 ▁▁▁▇▁▁▁▁ +## 24.6 35.1 ▁▃▆▆▇▃▁▁ +## 16.4 21.4 ▁▂▅▅▅▇▇▁ +## 9.8 17 ▂▆▆▇▂▁▁▁ +## 1 86.6 ▇▁▁▁▁▁▁▁ +## 83.3 100 ▁▁▂▃▆▇▅▂ +## 1021 1031 ▁▂▃▅▇▅▂▁ +## NA NA +## 947.4 955.6 ▁▂▃▆▇▅▂▁ +## 19.5 25.7 ▁▃▆▅▇▇▅▂ +## 23.3 36 ▅▆▇▃▃▇▂▂ +## 7.2 15.3 ▃▇▇▅▁▁▁▁ +``` + +### Using nearest_stations() + +Using the `nearest_stations()` function, you can find stations closest to a +given point specified by latitude and longitude in decimal degrees. This can be +used to generate a vector to pass along to `get_GSOD()` and download the +stations of interest. + +There are missing stations in this query. Not all that are listed and queried +actually have files on the server. + + +```r +tbar_stations <- nearest_stations(LAT = -27.5598, + LON = 151.9507, + distance = 50) + +tbar <- get_GSOD(years = 2010, station = tbar_stations) +skim(tbar) +``` + +``` +## Skim summary statistics +## n obs: 1095 +## n variables: 44 +## +## ── Variable type:character ───────────────────────────────────────────────────────────── +## variable missing complete n min max empty n_unique +## CTRY 0 1095 1095 2 2 0 1 +## DEWP_ATTRIBUTES 0 1095 1095 2 2 0 10 +## MAX_ATTRIBUTES 1052 43 1095 1 1 0 1 +## MIN_ATTRIBUTES 634 461 1095 1 1 0 1 +## NAME 0 1095 1095 5 31 0 3 +## PRCP_ATTRIBUTES 1 1094 1095 1 1 0 5 +## SLP_ATTRIBUTES 0 1095 1095 2 2 0 9 +## STATE 0 1095 1095 0 0 1095 1 +## STNID 0 1095 1095 12 12 0 3 +## STP_ATTRIBUTES 0 1095 1095 2 2 0 9 +## TEMP_ATTRIBUTES 0 1095 1095 2 2 0 8 +## VISIB_ATTRIBUTES 0 1095 1095 2 2 0 6 +## WDSP_ATTRIBUTES 0 1095 1095 2 2 0 8 +## +## ── Variable type:Date ────────────────────────────────────────────────────────────────── +## variable missing complete n min max median n_unique +## YEARMODA 0 1095 1095 2010-01-01 2010-12-31 2010-07-02 365 +## +## ── Variable type:integer ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 p25 +## BEGIN 0 1095 1095 2e+07 131241.93 2e+07 2e+07 +## DAY 0 1095 1095 15.72 8.8 1 8 +## END 0 1095 1095 2e+07 0 2e+07 2e+07 +## I_FOG 1095 0 1095 NaN NA NA NA +## I_HAIL 1095 0 1095 NaN NA NA NA +## I_RAIN_DRIZZLE 1095 0 1095 NaN NA NA NA +## I_SNOW_ICE 1095 0 1095 NaN NA NA NA +## I_THUNDER 1095 0 1095 NaN NA NA NA +## I_TORNADO_FUNNEL 1095 0 1095 NaN NA NA NA +## MONTH 0 1095 1095 6.53 3.45 1 4 +## YDAY 0 1095 1095 183 105.41 1 92 +## YEAR 0 1095 1095 2010 0 2010 2010 +## p50 p75 p100 hist +## 2e+07 2e+07 2e+07 ▇▁▁▁▁▁▇▇ +## 16 23 31 ▇▇▇▇▆▇▇▇ +## 2e+07 2e+07 2e+07 ▁▁▁▇▁▁▁▁ +## NA NA NA +## NA NA NA +## NA NA NA +## NA NA NA +## NA NA NA +## NA NA NA +## 7 10 12 ▇▅▇▃▅▇▅▇ +## 183 274 365 ▇▇▇▇▇▇▇▇ +## 2010 2010 2010 ▁▁▁▇▁▁▁▁ +## +## ── Variable type:numeric ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 p25 p50 +## DEWP 4 1091 1095 12.34 5.12 -3.7 8.95 13.5 +## EA 4 1091 1095 1.5 0.46 0.5 1.1 1.5 +## ELEVATION 0 1095 1095 380.97 224.57 94 94 406.9 +## ES 0 1095 1095 2.12 0.62 0.9 1.6 2.1 +## GUST 1095 0 1095 NaN NA NA NA NA +## LATITUDE 0 1095 1095 -27.5 0.066 -27.55 -27.55 -27.55 +## LONGITUDE 0 1095 1095 152 0.25 151.74 151.74 151.92 +## MAX 0 1095 1095 24.03 5.09 10.3 20.5 24 +## MIN 0 1095 1095 12.13 5.64 -6 7.6 13.3 +## MXSPD 0 1095 1095 7.13 2.42 1.5 5.1 6.7 +## PRCP 1 1094 1095 2.79 8.68 0 0 0 +## RH 4 1091 1095 71.38 11.86 32 64.3 71.4 +## SLP 365 730 1095 1017.38 5.13 1003 1013.9 1017.7 +## SNDP 1095 0 1095 NaN NA NA NA NA +## STP 365 730 1095 957.4 13.44 932.6 944.9 956.6 +## TEMP 0 1095 1095 17.78 4.74 5.9 14.2 18.2 +## VISIB 797 298 1095 21.42 8.86 0.5 14.6 24.55 +## WDSP 0 1095 1095 4.47 1.97 0.6 2.95 4.1 +## p75 p100 hist +## 16.2 22.4 ▁▁▃▃▅▇▆▁ +## 1.8 2.7 ▂▆▆▇▆▆▂▁ +## 642 642 ▇▁▁▁▇▁▁▇ +## 2.5 4 ▂▇▇▇▆▃▁▁ +## NA NA +## -27.41 -27.41 ▇▁▁▁▁▁▁▃ +## 152.33 152.33 ▇▁▇▁▁▁▁▇ +## 27.5 39.2 ▁▃▆▇▇▃▂▁ +## 16.7 23.7 ▁▁▃▆▅▇▇▁ +## 8.7 17 ▁▆▇▆▅▁▁▁ +## 0.5 86.6 ▇▁▁▁▁▁▁▁ +## 80 100 ▁▁▂▅▇▆▃▁ +## 1020.7 1031 ▁▂▃▆▇▅▂▁ +## NA NA +## 970.38 981.9 ▂▇▇▁▂▆▇▂ +## 21.4 28.8 ▁▃▆▆▇▇▃▁ +## 29.58 36 ▁▂▂▂▂▅▇▁ +## 5.6 15.3 ▃▇▆▃▁▁▁▁ +``` + +If you wished to drop the stations, 949999-00170 and 949999-00183 from the +query, you could do this and run the `get_GSOD()` query with the new station +names. + + +```r +remove <- c("949999-00170", "949999-00183") + +tbar_stations <- tbar_stations[!tbar_stations %in% remove] +``` + +## Plot Maximum and Minimum Temperature Values + +Using the first data downloaded for a single station, 955510-99999, plot the +temperature for 2010. + + +```r +library(ggplot2) +library(ggthemes) +library(tidyr) + +# Create a dataframe of just the date and temperature values that we want to +# plot +tbar_temps <- tbar[, c("YEARMODA", "TEMP", "MAX", "MIN")] + +# Gather the data from wide to long +tbar_temps <- + gather(tbar_temps, Measurement, gather_cols = TEMP:MIN) + +ggplot(data = tbar_temps, aes(x = YEARMODA, + y = value, + colour = Measurement)) + + geom_line() + + scale_color_brewer(type = "qual", na.value = "black") + + scale_y_continuous(name = "Temperature") + + scale_x_date(name = "Date") + + theme_tufte() +``` + +plot of chunk Ex5 + +## Download and Process Files in Parallel + +`GSODR` supports the [`future`]( https://CRAN.R-project.org/package=future) +package for parallel processing on varied platforms with the user determining +the parallel back end to be used. The most simple way is to use `multisession` +as an argument for `future::plan()`, which will default to available local cores +as workers for the run. This can greatly reduce the time necessary to process +GSOD files. + + +```r +future::plan("multisession") +global <- get_GSOD(years = 2010:2011) + +skim(global) +``` + +``` +## Skim summary statistics +## n obs: 7245807 +## n variables: 44 +## +## ── Variable type:character ───────────────────────────────────────────────────────────── +## variable missing complete n min max empty n_unique +## CTRY 443875 6801932 7245807 0 2 436 241 +## DEWP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## MAX_ATTRIBUTES 4625406 2620401 7245807 1 1 0 1 +## MIN_ATTRIBUTES 3938865 3306942 7245807 1 1 0 1 +## NAME 443875 6801932 7245807 2 53 0 10780 +## PRCP_ATTRIBUTES 707510 6538297 7245807 1 1 0 9 +## SLP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## STATE 443875 6801932 7245807 0 2 5492833 67 +## STNID 0 7245807 7245807 12 12 0 11752 +## STP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## TEMP_ATTRIBUTES 0 7245807 7245807 2 2 0 21 +## VISIB_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## WDSP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## +## ── Variable type:Date ────────────────────────────────────────────────────────────────── +## variable missing complete n min max median +## YEARMODA 0 7245807 7245807 2010-01-01 2011-12-31 2010-12-25 +## n_unique +## 730 +## +## ── Variable type:integer ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 +## BEGIN 443875 6801932 7245807 2e+07 246262.43 1.9e+07 +## DAY 0 7245807 7245807 15.73 8.79 1 +## END 443875 6801932 7245807 2e+07 13424.91 2e+07 +## I_FOG 4419747 2826060 7245807 1 0 1 +## I_HAIL 7245807 0 7245807 NaN NA NA +## I_RAIN_DRIZZLE 7245807 0 7245807 NaN NA NA +## I_SNOW_ICE 7245807 0 7245807 NaN NA NA +## I_THUNDER 7245807 0 7245807 NaN NA NA +## I_TORNADO_FUNNEL 7245807 0 7245807 NaN NA NA +## MONTH 0 7245807 7245807 6.55 3.45 1 +## YDAY 0 7245807 7245807 183.73 105.4 1 +## YEAR 0 7245807 7245807 2010.49 0.5 2010 +## p25 p50 p75 p100 hist +## 2e+07 2e+07 2e+07 2e+07 ▁▁▂▅▃▅▃▇ +## 8 16 23 31 ▇▇▇▇▆▇▇▇ +## 2e+07 2e+07 2e+07 2e+07 ▁▁▁▁▁▁▁▇ +## 1 1 1 1 ▁▁▁▇▁▁▁▁ +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## 4 7 10 12 ▇▅▇▃▅▇▅▇ +## 92 184 275 365 ▇▇▇▇▇▇▇▇ +## 2010 2010 2011 2011 ▇▁▁▁▁▁▁▇ +## +## ── Variable type:numeric ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 p25 +## DEWP 398663 6847144 7245807 6.42 12.03 -82.9 -0.7 +## EA 398663 6847144 7245807 1.24 0.84 0 0.6 +## ELEVATION 15064 7230743 7245807 355.61 554.09 -999.9 28 +## ES 0 7245807 7245807 1.87 1.25 0 0.9 +## GUST 5496881 1748926 7245807 12.06 4.1 5 9.3 +## LATITUDE 443875 6801932 7245807 32.4 28.58 -89 25.04 +## LONGITUDE 443875 6801932 7245807 3.74 87.15 -179.98 -80.27 +## MAX 5294 7240513 7245807 17.63 13.66 -78.3 9 +## MIN 4628 7241179 7245807 7.58 12.96 -81.8 0.2 +## MXSPD 391661 6854146 7245807 6.11 3.32 0.5 4 +## PRCP 707510 6538297 7245807 1.89 7.64 0 0 +## RH 430581 6815226 7245807 69.19 19.77 0 57.7 +## SLP 2744059 4501748 7245807 1013.99 9.2 910.2 1008.9 +## SNDP 6856908 388899 7245807 258.71 264.92 10.2 71.1 +## STP 2727697 4518110 7245807 560.11 462.18 0 11.9 +## TEMP 0 7245807 7245807 12.47 13.06 -79.3 4.7 +## VISIB 1709680 5536127 7245807 15.81 9.8 0 10 +## WDSP 318576 6927231 7245807 3.3 2.35 0 1.7 +## p50 p75 p100 hist +## 7.4 15.1 32.2 ▁▁▁▁▁▅▇▃ +## 1 1.7 4.8 ▇▇▅▃▂▁▁▁ +## 140.51 418 7018 ▁▇▁▁▁▁▁▁ +## 1.6 2.8 8.8 ▇▇▅▃▁▁▁▁ +## 11.3 14 59.6 ▇▅▁▁▁▁▁▁ +## 40.65 50.55 83.65 ▁▁▁▁▂▅▇▁ +## 11.23 71.85 179.75 ▁▅▅▂▇▂▅▂ +## 19.4 28.4 56 ▁▁▁▁▃▇▇▁ +## 8.9 17.1 42.7 ▁▁▁▁▂▇▇▁ +## 5.7 7.7 49.8 ▇▅▁▁▁▁▁▁ +## 0 0.3 481.1 ▇▁▁▁▁▁▁▁ +## 72 83.3 100 ▁▁▁▃▅▇▇▅ +## 1013.7 1019.1 1077.7 ▁▁▁▁▇▆▁▁ +## 190.5 370.8 2989.6 ▇▂▁▁▁▁▁▁ +## 882.9 977.8 999.8 ▆▁▁▁▁▁▁▇ +## 13.9 22.7 43.3 ▁▁▁▁▂▆▇▂ +## 14 16.7 160 ▇▁▁▁▁▁▁▁ +## 2.8 4.3 49.3 ▇▁▁▁▁▁▁▁ +``` + +# Using reformat_GSOD() + +You may have already downloaded GSOD data or may just wish to use your browser +to download the files from the server to you local disk and not use the +capabilities of `get_GSOD()`. In that case the `reformat_GSOD()` function is +useful. + +There are two ways, you can either provide `reformat_GSOD()` with a list of +specified station files or you can supply it with a directory containing all of +the "STATION.csv" station files or "YEAR.zip" annual files that you wish to +reformat. + +**Note** _Any_ .csv file provided to `reformat_GSOD()` will be imported, if it +is not a GSOD data file, this will lead to an error. Make sure the directory +and file lists are clean. + +## Reformat a List of Local Files + +In this example two STATION.csv files are in subdirectories of user's home +directory and are listed for reformatting as a string. + + +```r +y <- c("~/GSOD/gsod_1960/20049099999.csv", + "~/GSOD/gsod_1961/20049099999.csv") +x <- reformat_GSOD(file_list = y) +``` + +## Reformat all Local Files Found in Directory + +In this example all STATION.csv files in the sub-folder GSOD/gsod_1960 will be +imported and reformatted. + + +```r +x <- reformat_GSOD(dsn = "~/GSOD/gsod_1960") +``` + +# Using update_station_list() + +_GSODR_ uses internal databases of station data from the NCEI to provide +location and other metadata, _e.g._ elevation, station names, WMO codes, etc. to +make the process of querying for weather data faster. This database is created +and packaged with _GSODR_ for distribution and is updated with new releases. +Users have the option of updating these databases after installing _GSODR_. +While this option gives the users the ability to keep the database up-to-date +and gives _GSODR's_ authors flexibility in maintaining it, this also means that +reproducibility may be affected since the same version of _GSODR_ may have +different databases on different machines. If reproducibility is necessary, +care should be taken to ensure that the version of the databases is the same +across different machines. + +The database file `isd_history.rda` can be located on your local system by using +the following command, `paste0(.libPaths(), "/GSODR/extdata")[1]`, unless you +have specified another location for library installations and +installed _GSODR_ there, in which case it would still be in `GSODR/extdata`. + +To update _GSODR's_ internal database of station locations simply use +`update_station_list()`, which will update the internal station database +according to the latest data available from the NCEI. + + +```r +update_station_list() +``` + +# Using get_inventory() + +_GSODR_ provides a function, `get_inventory()` to retrieve an inventory of the +number of weather observations by station-year-month for the beginning of record +through to current. + +Following is an example of how to retrieve the inventory and check a station in +Toowoomba, Queensland, Australia, which was used in an earlier example. + + +```r +inventory <- get_inventory() +``` + +``` +## Error: There was a problem retrieving the inventory file. Perhaps +## the server is not responding currently or there is no +## Internet connection. Please try again later. +``` + +```r +inventory +``` + +``` +## Error in eval(expr, envir, enclos): object 'inventory' not found +``` + +```r +subset(inventory, STNID %in% "955510-99999") +``` + +``` +## Error in subset(inventory, STNID %in% "955510-99999"): object 'inventory' not found +``` + +# Additional Climate Data Availability + +Additional climate data, +[_GSODRdata_](https://github.com/adamhsparks/GSODRdata), formatted for use with +GSOD data provided by _GSODR_ are available as an R package, which can only be +installed through GitHub due to the package size, >5Mb, being too large for +CRAN. + + +```r +if (!require(devtools)) { + install.packages( + "devtools", + repos = c(CRAN = "https://cloud.r-project.org/") + ) + library(devtools) +} +devtools::install_github("adamhsparks/GSODRdata") +library("GSODRdata") +``` + +# Notes + +## WMO Resolution 40. NOAA Policy + +_Users of these data should take into account the following (from the [NCEI website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabbv=&georegionabbv=)):_ + +> "The following data and products may have conditions placed on their international commercial use. They can be used within the U.S. or for non-commercial international activities without restriction. The non-U.S. data cannot be redistributed for commercial purposes. Re-distribution of these data by others must provide this same notification." [WMO Resolution 40. NOAA Policy](https://public.wmo.int/en/our-mandate/what-we-do/data-exchange-and-technology-transfer) + +# Appendices + +Appendix 1: GSODR Final Data Format, Contents and Units +------------------------------ + +_GSODR_ formatted data include the following fields and units: + +- **STNID** - Station number (WMO/DATSAV3 number) for the location; + +- **NAME** - Unique text identifier; + +- **CTRY** - Country in which the station is located; + +- **LATITUDE** - Latitude. *Station dropped in cases where values are < -90 or > +90 degrees or Lat = 0 and Lon = 0*; + +- **LONGITUDE** - Longitude. *Station dropped in cases where values are < -180 +or > 180 degrees or Lat = 0 and Lon = 0*; + +- **ELEVATION** - Elevation in metres; + +- **YEARMODA** - Date in YYYY-mm-dd format; + +- **YEAR** - The year (YYYY); + +- **MONTH** - The month (mm); + +- **DAY** - The day (dd); + +- **YDAY** - Sequential day of year (not in original GSOD); + +- **TEMP** - Mean daily temperature converted to degrees C to tenths. Missing = +NA; + +- **TEMP\_ATTRIBUTES** - Number of observations used in calculating mean daily +temperature; + +- **DEWP** - Mean daily dew point converted to degrees C to tenths. Missing = +NA; + +- **DEWP\_ATTRIBUTES** - Number of observations used in calculating mean daily +dew point; + +- **SLP** - Mean sea level pressure in millibars to tenths. Missing = NA; + +- **SLP\_ATTRIBUTES** - Number of observations used in calculating mean sea +level pressure; + +- **STP** - Mean station pressure for the day in millibars to tenths. Missing += NA; + +- **STP\_ATTRIBUTES** - Number of observations used in calculating mean station +pressure; + +- **VISIB** - Mean visibility for the day converted to kilometres to tenths +Missing = NA; + +- **VISIB\_ATTRIBUTES** - Number of observations used in calculating mean daily +visibility; + +- **WDSP** - Mean daily wind speed value converted to metres/second to tenths. +Missing = NA; + +- **WDSP\_ATTRIBUTES** - Number of observations used in calculating mean daily +wind speed; + +- **MXSPD** - Maximum sustained wind speed reported for the day converted to +metres/second to tenths. Missing = NA; + +- **GUST** - Maximum wind gust reported for the day converted to metres/second +to tenths. Missing = NA; + +- **MAX** - Maximum temperature reported during the day converted to Celsius to +tenths--time of max temp report varies by country and region, so this will +sometimes not be the max for the calendar day. Missing = NA; + +- **MAX\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit max +temp report and not from the 'hourly' data. An "\*" indicates max temp was +derived from the hourly data (_i.e._, highest hourly or synoptic-reported +temperature); + +- **MIN** - Minimum temperature reported during the day converted to Celsius to +tenths--time of min temp report varies by country and region, so this will +sometimes not be the max for the calendar day. Missing = NA; + +- **MIN\_ATTRIBUTES** - Blank indicates max temp was taken from the explicit min +temp report and not from the 'hourly' data. An "\*" indicates min temp was +derived from the hourly data (_i.e._, highest hourly or synoptic-reported +temperature); + +- **PRCP** - Total precipitation (rain and/or melted snow) reported during the +day converted to millimetres to hundredths; will usually not end with the +midnight observation, _i.e._, may include latter part of previous day. A value +of ".00" indicates no measurable precipitation (includes a trace). Missing = NA; +*Note: Many stations do not report '0' on days with no precipitation-- +therefore, 'NA' will often appear on these days. For example, a station may +only report a 6-hour amount for the period during which rain fell.* See +`FLAGS_PRCP` column for source of data; + +- **PRCP\_ATTRIBUTES** - + + - A = 1 report of 6-hour precipitation amount; + + - B = Summation of 2 reports of 6-hour precipitation amount; + + - C = Summation of 3 reports of 6-hour precipitation amount; + + - D = Summation of 4 reports of 6-hour precipitation amount; + + - E = 1 report of 12-hour precipitation amount; + + - F = Summation of 2 reports of 12-hour precipitation amount; + + - G = 1 report of 24-hour precipitation amount; + + - H = Station reported '0' as the amount for the day (e.g. from 6-hour + reports), but also reported at least one occurrence of precipitation in + hourly observations--this could indicate a rrace occurred, but should be + considered as incomplete data for the day; + + - I = Station did not report any precipitation data for the day and did not + report any occurrences of precipitation in its hourly observations--it's + still possible that precipitation occurred but was not reported; + +- **SNDP** - Snow depth in millimetres to tenths. Missing = NA; + +- **I\_FOG** - Indicator for fog, (1 = yes, 0 = no/not reported) for the +occurrence during the day; + +- **I\_RAIN\_DRIZZLE** - Indicator for rain or drizzle, (1 = yes, 0 = +no/not reported) for the occurrence during the day; + +- **I\_SNOW\_ICE** - Indicator for snow or ice pellets, (1 = yes, 0 = +no/not reported) for the occurrence during the day; + +- **I\_HAIL** - Indicator for hail, (1 = yes, 0 = no/not reported) for the +occurrence during the day; + +- **I\_THUNDER** - Indicator for thunder, (1 = yes, 0 = no/not reported) for the +occurrence during the day; + +- **I_TORNADO_FUNNEL** - Indicator for tornado or funnel cloud, (1 = yes, 0 = +no/not reported) for the occurrence during the day; + +- **EA** - Mean daily actual vapour pressure; + +- **ES** - Mean daily saturation vapour pressure; + +- **RH** - Mean daily relative humidity. + +## Appendix 2: Map of Current GSOD Station Locations + +plot of chunk unnamed-chunk-1 diff --git a/vignettes/Spatial.Rmd b/vignettes/Spatial.Rmd new file mode 100644 index 00000000..aab0fa30 --- /dev/null +++ b/vignettes/Spatial.Rmd @@ -0,0 +1,277 @@ +--- +title: "Using Spatial R Packages with GSODR" +author: "Adam H Sparks" +output: + rmarkdown::html_vignette: + toc: true +vignette: > + %\VignetteEngine{knitr::rmarkdown} + %\VignetteIndexEntry{Using Spatial R Packages} + %\VignetteEncoding{UTF-8} +--- + + + +# Creating Spatial Files + +Because the stations provide geospatial location information, it is possible to +create a spatial file. [GeoPackage files](http://www.geopackage.org) are a open, +standards-based, platform-independent, portable, self-describing compact +format for transferring geospatial information, which handle vector files much +like shapefiles do, but eliminate many of the issues that shapefiles have with +field names and the number of files. + +Converting the GSOD data to a spatial object is rather simple. In R there are +two options, _sp_ and _sf_. The _sp_ format is older and more well established, +but _sf_ offers some new exciting possibilities. + +## Convert to an _sp_ SpatialPointsDataFrame + +For this example we convert the data to a _sp_ object. You might use this one +to save GeoPackage or ESRI shapefiles for sharing or analysis in another GIS +program. + + +```r +# get GSOD data +library(GSODR) +library(sp) +GSOD <- get_GSOD(years = 2015, country = "Australia") + +# convert to SpatialPointsDataFrame +GSOD_sp <- GSOD +coordinates(GSOD_sp) <- ~ LONGITUDE + LATITUDE +proj4string(GSOD_sp) <- CRS("+proj=longlat +datum=WGS84") +``` + +## Saving _sp_ objects + +Using `writeOGR()` it is simple to save as a GeoPackage file. + + +```r +library(rgdal) +``` + +``` +## rgdal: version: 1.4-4, (SVN revision 833) +## Geospatial Data Abstraction Library extensions to R successfully loaded +## Loaded GDAL runtime: GDAL 2.1.3, released 2017/20/01 +## Path to GDAL shared files: /Users/adamsparks/Library/R/3.x/library/sf/gdal +## GDAL binary built with GEOS: FALSE +## Loaded PROJ.4 runtime: Rel. 4.9.3, 15 August 2016, [PJ_VERSION: 493] +## Path to PROJ.4 shared files: /Users/adamsparks/Library/R/3.x/library/sf/proj +## Linking to sp version: 1.3-1 +``` + +```r +writeOGR(GSOD_sp, + dsn = path.expand("~/"), + layer = "GSOD", + driver = "GPKG") +``` + +``` +## Error in writeOGR(GSOD_sp, dsn = path.expand("~/"), layer = "GSOD", driver = "GPKG"): Creation of output file failed +``` + +Using `writeOGR()` it is simple to save as an ESRI shapefile. + + +```r +library(rgdal) +writeOGR(GSOD_sp, + dsn = path.expand("~/"), + layer = "GSOD", + driver = "ESRI Shapefile") +``` + +``` +## Error in writeOGR(GSOD_sp, dsn = path.expand("~/"), layer = "GSOD", driver = "ESRI Shapefile"): layer exists, use a new layer name +``` + +## Converting to an _sf_ object + +Simple features are an ISO defined standard that now have support in R. From the +[_sf_ vignette](https://r-spatial.github.io/sf/articles/sf1.html): + +> Simple features or simple feature access refers to a formal standard (ISO +19125-1:2004) that describes how objects in the real world can be represented in +computers, with emphasis on the spatial geometry of these objects. It also +describes how such objects can be stored in and retrieved from databases, and +which geometrical operations should be defined for them. +The standard is widely implemented in spatial databases (such as PostGIS), +commercial GIS (e.g., ESRI ArcGIS) and forms the vector data basis for libraries +such as GDAL. A subset of simple features forms the GeoJSON standard. + +For this example, we convert the GSOD data to an _sf_ object. + + +```r +library(sf) +``` + +``` +## Linking to GEOS 3.6.1, GDAL 2.1.3, PROJ 4.9.3 +``` + +```r +GSOD_SF <- st_as_sf(x = GSOD, + coords = c("LONGITUDE", "LATITUDE"), + crs = "+proj=longlat +datum=WGS84") + +str(GSOD_SF) +``` + +``` +## Classes 'sf', 'data.table' and 'data.frame': 174954 obs. of 43 variables: +## $ STNID : chr "941000-99999" "941000-99999" "941000-99999" "941000-99999" ... +## $ NAME : chr "KALUMBURU" "KALUMBURU" "KALUMBURU" "KALUMBURU" ... +## $ CTRY : chr "AS" "AS" "AS" "AS" ... +## $ STATE : chr "" "" "" "" ... +## $ ELEVATION : num 24 24 24 24 24 24 24 24 24 24 ... +## $ BEGIN : int 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 ... +## $ END : int 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 ... +## $ YEARMODA : Date, format: "2015-01-01" "2015-01-02" ... +## $ YEAR : int 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 ... +## $ MONTH : int 1 1 1 1 1 1 1 1 1 1 ... +## $ DAY : int 1 2 3 4 5 6 7 8 9 10 ... +## $ YDAY : int 1 2 3 4 5 6 7 8 9 10 ... +## $ TEMP : num 26.9 27.2 26.3 27.3 27.3 26.7 28.1 28.7 27.6 27.8 ... +## $ TEMP_ATTRIBUTES : chr "16" "16" "16" "16" ... +## $ DEWP : num 23.2 23.3 23.8 24.1 24.3 24 23.6 23.3 21.9 22.3 ... +## $ DEWP_ATTRIBUTES : chr "16" "16" "16" "16" ... +## $ SLP : num 1004 1003 1003 1002 1001 ... +## $ SLP_ATTRIBUTES : chr "16" "16" "16" "16" ... +## $ STP : num 1.6 0.5 NA 999 998.5 ... +## $ STP_ATTRIBUTES : chr "16" "16" "16" "16" ... +## $ VISIB : num NA NA NA NA NA NA NA NA NA NA ... +## $ VISIB_ATTRIBUTES: chr " 0" " 0" " 0" " 0" ... +## $ WDSP : num 1.7 2.2 1.7 2 2.6 3.4 4.5 5.9 4.4 2.4 ... +## $ WDSP_ATTRIBUTES : chr "16" "16" "16" "16" ... +## $ MXSPD : num 4.1 4.1 4.1 4.1 5.7 5.7 6.7 9.3 7.7 4.6 ... +## $ GUST : num NA NA NA NA NA NA NA NA NA NA ... +## $ MAX : num 31.5 31.3 29.2 32.1 31.4 28.6 30.2 31 32.7 32.9 ... +## $ MAX_ATTRIBUTES : chr NA NA NA NA ... +## $ MIN : num 25 24.9 24.4 24.3 24.6 25.1 24.5 26.3 22.8 22.6 ... +## $ MIN_ATTRIBUTES : chr NA "*" "*" NA ... +## $ PRCP : num 16.5 12.4 5.1 20.3 41.1 20.1 82.3 2.3 6.1 27.4 ... +## $ PRCP_ATTRIBUTES : chr "G" "G" "G" "G" ... +## $ SNDP : num NA NA NA NA NA NA NA NA NA NA ... +## $ I_FOG : int 1 1 1 1 1 1 1 1 1 1 ... +## $ I_RAIN_DRIZZLE : int NA NA NA NA NA NA NA NA NA NA ... +## $ I_SNOW_ICE : int NA NA NA NA NA NA NA NA NA NA ... +## $ I_HAIL : int NA NA NA NA NA NA NA NA NA NA ... +## $ I_THUNDER : int NA NA NA NA NA NA NA NA NA NA ... +## $ I_TORNADO_FUNNEL: int NA NA NA NA NA NA NA NA NA NA ... +## $ EA : num 2.8 2.9 2.9 3 3 3 2.9 2.9 2.6 2.7 ... +## $ ES : num 3.5 3.6 3.4 3.6 3.6 3.5 3.8 3.9 3.7 3.7 ... +## $ RH : num 80 80.6 85.3 83.3 83.3 85.7 76.3 74.4 70.3 73 ... +## $ geometry :sfc_POINT of length 174954; first list element: 'XY' num 126.6 -14.3 +## - attr(*, "sf_column")= chr "geometry" +## - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA NA NA NA NA NA ... +## ..- attr(*, "names")= chr "STNID" "NAME" "CTRY" "STATE" ... +``` + +## Saving _sf_ objects + +Writing a shapefile is a simple matter. + + +```r +write_sf(GSOD_SF, "GSOD.shp") # silently overwrites +``` + +As is writing a GeoPackage from the _sf_ object. + + +```r +write_sf(GSOD_SF, "~/GSOD.gpkg") # silently overwrites +``` + +After getting weather stations for Australia and creating a GeoPackage file, +_rgdal_ can import the data into R again in a spatial format. + +Importing a GeoPackage file can be a bit tricky. The dsn will be the full path +along with the file name. The layer to be specified is "GSOD", this is specified +in the `get_GSOD()` function and will not change. The file name, specified in +the dsn will, but the layer name will not. + + +```r +library(rgdal) + +AUS_stations <- readOGR(dsn = path.expand("~/GSOD.gpkg"), layer = "GSOD") +``` + +``` +## Error in ogrInfo(dsn = dsn, layer = layer, encoding = encoding, use_iconv = use_iconv, : Cannot open data source +``` + +```r +class(AUS_stations) +``` + +``` +## Error in eval(expr, envir, enclos): object 'AUS_stations' not found +``` + +Since GeoPackage files are formatted as SQLite databases you can use the +existing R tools for SQLite files +[(J. Stachelek 2016)](https://jsta.github.io/2016/07/14/geopackage-r.html). One +easy way is using _dplyr_. This option is much faster to load since it does not +load the geometry. + + +```r +library(dplyr) +``` + +``` +## +## Attaching package: 'dplyr' +``` + +``` +## The following object is masked from 'package:gridExtra': +## +## combine +``` + +``` +## The following objects are masked from 'package:data.table': +## +## between, first, last +``` + +``` +## The following objects are masked from 'package:stats': +## +## filter, lag +``` + +``` +## The following objects are masked from 'package:base': +## +## intersect, setdiff, setequal, union +``` + +```r +AUS_sqlite <- tbl(src_sqlite(path.expand("~/GSOD.gpkg")), "GSOD") +``` + +``` +## `path` must already exist, unless `create` = TRUE +``` + +```r +class(AUS_sqlite) +``` + +``` +## Error in eval(expr, envir, enclos): object 'AUS_sqlite' not found +``` + +# References +Stachelek, J. (2016) Using the Geopackage Format with R. +URL: https://jsta.github.io/2016/07/14/geopackage-r.html diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd new file mode 100644 index 00000000..8e1fb4ad --- /dev/null +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -0,0 +1,369 @@ +--- +title: "Working with spatial and climate data from GSODR and GSODRdata" +author: "Tomislav Hengl and Adam H. Sparks" +output: + rmarkdown::html_document: + toc: true +vignette: > + %\VignetteEngine{knitr::rmarkdown} + %\VignetteIndexEntry{Working with spatial and climate data from GSODR and GSODRdata} + %\VignetteEncoding{UTF-8} +--- + + +``` +## Error: attempt to use zero-length variable name +``` + +```r +library(GSODR) +PHL <- + get_GSOD(years = 2010, + country = "Philippines", + max_missing = 5) +``` + +``` +## Registered S3 method overwritten by 'R.oo': +## method from +## throw.default R.methodsS3 +``` + +```r +PHL <- st_as_sf(x = PHL, + coords = c("LON", "LAT"), + crs = "+proj=longlat +datum=WGS84") +``` + +``` +## Error in `[.data.frame`(x, i): undefined columns selected +``` + +```r +write_sf(PHL, "~/PHL-2010.gpkg") +``` + +``` +## Error in st_sf(x, ..., agr = agr, sf_column_name = sf_column_name): no simple features geometry column present +``` + +## Example - Use the GeoPackage File to Create a KML File + +Using the GeoPackage that was just created, you can now create a KML file to +open with Google Earth and visualise the data spatially and over time. + + +```r +library(rgdal) +library(spacetime) +``` + +``` +## Registered S3 method overwritten by 'xts': +## method from +## as.zoo.xts zoo +``` + +```r +library(plotKML) +``` + +``` +## plotKML version 0.5-9 (2019-01-04) +``` + +``` +## URL: http://plotkml.r-forge.r-project.org/ +``` + +```r +layers <- ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")) +``` + +``` +## Error in ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")): Cannot open data source +``` + +```r +pnts <- readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]) +``` + +``` +## Error in readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]): object 'layers' not found +``` + +```r +# Plot results in Google Earth as a spacetime object: +pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) +``` + +``` +## Error in paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-"): object 'pnts' not found +``` + +```r +row.names(pnts) <- paste("point", 1:nrow(pnts), sep = "") +``` + +``` +## Error in nrow(pnts): object 'pnts' not found +``` + +```r +tmp_ST <- STIDF( + sp = as(pnts, "SpatialPoints"), + time = pnts$DATE - 0.5, + data = pnts@data[, c("TEMP", "STNID")], + endTime = pnts$DATE + 0.5 +) +``` + +``` +## Error in as.POSIXct(endTime): object 'pnts' not found +``` + +```r +shape = "http://maps.google.com/mapfiles/kml/pal2/icon18.png" + +kml( + tmp_ST, + dtime = 24 * 3600, + colour = TEMP, + shape = shape, + labels = TEMP, + file.name = "Temperatures_PHL_2010-2010.kml", + folder.name = "TEMP" +) +``` + +``` +## Error in kml(tmp_ST, dtime = 24 * 3600, colour = TEMP, shape = shape, : object 'tmp_ST' not found +``` + +```r +system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") +``` + +## Example - Compare the GSOD Weather Data From the Philippines With Climate +Data Provided by the _GSODRdata_ Package. + +The [`GSODRdata`](https://adamhsparks.github.io/GSODRdata/) package provides +climate data from four climate data sets that have been formatted for easy use +with the _GSODR_ package. Following is a description how to install the +_GSODRdata_ package and use it to visualise the weather data for the Philippines +in 2010 against CHELSA data. + +CHELSA (Climatologies at High resolution for the Earth’s Land Surface Areas) are +climate data at 30 arc seconds for the Earth's land surface areas. + +**Description of CHELSA data from CHELSA website** + +> CHELSA is a high resolution (30 arc sec) climate data set for the earth land surface areas currently under development in coorporation [_sic_] with the Department of Geography of the University of Hamburg (Prof. Dr. Jürgen Böhner, Dr. Olaf Conrad, Tobias Kawohl), the Swiss Federal Institute for Forest, Snow and Landscape Research WSL (Prof. Dr. Niklaus Zimmermann), the University of Zurich (Dr. Dirk N. Karger, Dr. Michael Kessler), and the University of Göttingen (Prof. Dr. Holger Kreft). +It includes monthly mean temperature and precipitation patterns for the time period 1979-2013. +CHELSA is based on a quasi-mechanistical statistical downscaling of the ERA interim global circulation model (http://www.ecmwf.int/en/research/climate-reanalysis/era-interim) with a GPCC bias correction (https://www.dwd.de/EN/ourservices/gpcc/gpcc.html) and is freely available in the download section. + +See http://chelsa-climate.org for more information on these data. + + +```r +if (!require(devtools)) { + install.packages("devtools", + repos = c(CRAN = "https://cloud.r-project.org/")) + library(devtools) +} +devtools::install_github("adamhsparks/GSODRdata") +``` + +``` +## Skipping install of 'GSODRdata' from a github remote, the SHA1 (fd505088) has not changed since last install. +## Use `force = TRUE` to force installation +``` + +Now that the extra data have been installed, take a look at the CHELSA data that +are one of the data sets included in the _GSODRdata_ package. + + +```r +library(GSODRdata) + +str(CHELSA) +``` + +``` +## 'data.frame': 23927 obs. of 46 variables: +## $ STNID : chr "008268-99999" "010014-99999" "010015-99999" "010882-99999" ... +## $ CHELSA_bio10_1979-2013_V1_1: num 30 14.3 12.5 12.6 15.2 16.3 13.9 12.7 13.4 12.9 ... +## $ CHELSA_bio11_1979-2013_V1_1: num 5.8 1 -3.2 -7 -0.2 -2.2 -3 -6.9 -2.1 -1.2 ... +## $ CHELSA_bio1_1979-2013_V1_1 : num 18.3 7.1 4.2 2.3 7 6.6 4.8 2.4 5 5.2 ... +## $ CHELSA_bio12_1979-2013_V1_1: num 214 1889 2209 563 1710 ... +## $ CHELSA_bio13_1979-2013_V1_1: num 54.6 223.7 254.7 73 200.6 ... +## $ CHELSA_bio14_1979-2013_V1_1: num 0.1 87.7 108.9 26.7 78.5 ... +## $ CHELSA_bio15_1979-2013_V1_1: num 104.9 30.3 30.1 30.7 32.1 ... +## $ CHELSA_bio16_1979-2013_V1_1: num 155 651 753 216 590 ... +## $ CHELSA_bio17_1979-2013_V1_1: num 0.6 273.5 332.6 85.5 244.7 ... +## $ CHELSA_bio18_1979-2013_V1_1: num 1.7 433.3 448.3 198.7 330.9 ... +## $ CHELSA_bio19_1979-2013_V1_1: num 96.9 490.4 621.1 122 494.4 ... +## $ CHELSA_bio2_1979-2013_V1_1 : num 23 12.5 16.7 20.1 15.6 17.1 16.4 18.6 14.8 13.3 ... +## $ CHELSA_bio3_1979-2013_V1_1 : num 48.3 44.8 45.3 45.5 45 44.3 43.8 44.6 43.8 43.8 ... +## $ CHELSA_bio4_1979-2013_V1_1 : num 884 486 592 734 573 ... +## $ CHELSA_bio5_1979-2013_V1_1 : num 40.5 21.5 22.2 23.6 23.9 25.4 23.1 23 21.8 20.4 ... +## $ CHELSA_bio6_1979-2013_V1_1 : num -7.2 -6.5 -14.5 -20.7 -10.7 -13.3 -14.3 -18.7 -11.9 -9.9 ... +## $ CHELSA_bio7_1979-2013_V1_1 : num 47.7 28 36.8 44.3 34.7 38.7 37.4 41.7 33.8 30.3 ... +## $ CHELSA_bio8_1979-2013_V1_1 : num 10.5 5.7 -1.7 12.5 1.3 8.5 6.8 12.5 7 7.2 ... +## $ CHELSA_bio9_1979-2013_V1_1 : num 26.7 7.8 8.4 -0.1 12.2 3.8 9.6 0.1 9.8 9.3 ... +## $ CHELSA_prec_10_1979-2013 : num 3.6 230.6 237.5 48.9 192.8 ... +## $ CHELSA_prec_11_1979-2013 : num 10.5 219.9 237.8 41.3 189.6 ... +## $ CHELSA_prec_1_1979-2013 : num 35.8 198.4 227.7 40.3 189.5 ... +## $ CHELSA_prec_12_1979-2013 : num 25.4 215.5 248.3 40.5 201.5 ... +## $ CHELSA_prec_1979-2013_land : num 214 1912 2170 559 1720 ... +## $ CHELSA_prec_2_1979-2013 : num 46.5 153.3 188.4 32.5 153.7 ... +## $ CHELSA_prec_3_1979-2013 : num 54.8 151.9 176.4 31.8 145 ... +## $ CHELSA_prec_4_1979-2013 : num 28.3 101.1 114.4 26.6 91.6 ... +## $ CHELSA_prec_5_1979-2013 : num 7 90.6 107 38.9 79 72.1 75.6 46.7 91.3 85.1 ... +## $ CHELSA_prec_6_1979-2013 : num 1.2 100.5 110.1 58 84 ... +## $ CHELSA_prec_7_1979-2013 : num 1 116.7 119.2 69.7 90.1 ... +## $ CHELSA_prec_8_1979-2013 : num 0.3 165.6 159.6 72.7 121.6 ... +## $ CHELSA_prec_9_1979-2013 : num 0.1 204 229.6 57.9 181.4 ... +## $ CHELSA_temp_10_1979-2013 : num 19.2 8 4.3 2.3 7.2 6.7 5.7 2.4 5.6 5.9 ... +## $ CHELSA_temp_11_1979-2013 : num 13.2 4.5 0.2 -3 3 2.2 1.2 -2.7 1.6 2.2 ... +## $ CHELSA_temp_1_1979-2013 : num 4.9 1.2 -3.4 -7.2 -0.4 -2.4 -2.5 -7 -1.9 -1 ... +## $ CHELSA_temp_12_1979-2013 : num 7.7 2.1 -2.7 -6.5 0.3 -1.4 -1.3 -6.3 -0.7 -0.1 ... +## $ CHELSA_temp_1979-2013_land : num 18.3 7.1 4.1 2.3 6.9 6.5 5.1 2.5 5 5.2 ... +## $ CHELSA_temp_2_1979-2013 : num 7 0.8 -3.2 -6.6 -0.2 -2.2 -2.8 -6.4 -2.1 -1.2 ... +## $ CHELSA_temp_3_1979-2013 : num 12.2 2.3 -0.8 -3.3 2.2 0.8 -0.9 -2.7 -0.6 0.1 ... +## $ CHELSA_temp_4_1979-2013 : num 18.3 5.1 3 1.5 5.8 5.1 3 1.7 2.9 3.1 ... +## $ CHELSA_temp_5_1979-2013 : num 23.5 9 7.6 6.4 10.1 10.7 7.8 6.6 7.3 7.1 ... +## $ CHELSA_temp_6_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... +## $ CHELSA_temp_7_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... +## $ CHELSA_temp_8_1979-2013 : num 29.7 14.2 12.2 12.1 14.9 15.8 14 12.2 13.3 12.8 ... +## $ CHELSA_temp_9_1979-2013 : num 25.1 11.5 8.6 7.7 11.5 11.6 10.2 7.6 9.9 9.8 ... +``` + +Compare the GSOD weather data from the Philippines with climatic data provided +by the _GSODRdata_ package in the CHELSA data set using `dplyr` functions to +join the CHELSA and _GSODR_ data for plotting. + + +```r +library(dplyr) +library(ggplot2) +library(reshape2) +``` + +``` +## +## Attaching package: 'reshape2' +``` + +``` +## The following object is masked from 'package:tidyr': +## +## smiths +``` + +``` +## The following objects are masked from 'package:data.table': +## +## dcast, melt +``` + +```r +cnames <- paste0("CHELSA_temp_", 1:12, "_1979-2013") +clim_temp <- CHELSA[CHELSA$STNID %in% pnts$STNID, + paste(c("STNID", cnames))] +``` + +``` +## Error in CHELSA$STNID %in% pnts$STNID: object 'pnts' not found +``` + +```r +clim_temp_df <- data.frame( + STNID = rep(clim_temp$STNID, 12), + MONTHC = as.vector(sapply(1:12, rep, + times = nrow(clim_temp))), + CHELSA_TEMP = as.vector(unlist(clim_temp[, cnames])) +) +``` + +``` +## Error in data.frame(STNID = rep(clim_temp$STNID, 12), MONTHC = as.vector(sapply(1:12, : object 'clim_temp' not found +``` + +```r +pnts$MONTHC <- as.numeric(paste(pnts$MONTH)) +``` + +``` +## Error in paste(pnts$MONTH): object 'pnts' not found +``` + +```r +temp <- + left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")) +``` + +``` +## Error in left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")): object 'pnts' not found +``` + +```r +temp <- temp %>% + group_by(MONTH) %>% + mutate(AVG_DAILY_TEMP = round(mean(TEMP), 1)) +``` + +``` +## Error in eval(lhs, parent, parent): object 'temp' not found +``` + +```r +df_melt <- + na.omit(melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], + id = c("DATE", "STNID"))) +``` + +``` +## Error in melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], : object 'temp' not found +``` + +```r +ggplot(df_melt, aes(x = DATE, y = value)) + + geom_point(aes(color = variable), alpha = 0.2) + + scale_x_date(date_labels = "%b") + + ylab("Temperature (C)") + + xlab("Month") + + labs(colour = "") + + scale_color_brewer(palette = "Dark2") + + facet_wrap(~ STNID) + + theme_tufte() +``` + +``` +## Error in ggplot(df_melt, aes(x = DATE, y = value)): object 'df_melt' not found +``` + +# Notes + +## Sources + +#### CHELSA Climate Layers +CHELSA (climatic surfaces at 1 km resolution) is based on a quasi-mechanistical +statistical downscaling of the ERA interim global circulation model (Karger et +al. 2016). ESA's CCI-LC cloud probability monthly averages are based +on the MODIS snow products (MOD10A2). + +## WMO Resolution 40. NOAA Policy + +*Users of these data should take into account the following (from the [NCEI website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabbv=&georegionabbv=)):* + +> "The following data and products may have conditions placed on their international commercial use. They can be used within the U.S. or for non-commercial international activities without restriction. The non-U.S. data cannot be redistributed for commercial purposes. Re-distribution of these data by others must provide this same notification." [WMO Resolution 40. NOAA Policy](https://public.wmo.int/en/our-mandate/what-we-do/data-exchange-and-technology-transfer) + +# References + +Karger, D. N., Conrad, O., Bohner, J., Kawohl, T., Kreft, H., Soria-Auza, R. W., +*et al*. (2016) Climatologies at high resolution for the Earth land surface +areas. *arXiv preprint* **arXiv:1607.00217**. () + +Stachelek, J. 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zq8k60k(wZ3T6~q~J8Pjys#Te=GRjy!Zhnu|XZ%4Cna*;+uE>=cFRubsI)tqonTXm)c4cx!7qE-J9_04DMs1^VeXPfyjs2G#>=XzxKE>d7!~Y?8us>C_ z=pyY3R|f2;IlPF?aDr@Ol?wHe5swssI7j7va^5boYH)yLcmTam>;@+T<_(*Y6 zD`AA0qU+&m56Zo2?@e6$iw4obv!nH-)x(|2+Ix~+&Wpb$b;PoyA(VJFwc%ON5Dg7b z(){kp-r}5a^@yrYMlryze)44cm|bKUk_7j`#q(=k?EFqS8mG@cNof*<5?Du3V^%WW zpj_Qe#;>m~h64{e9KSwjz-Fl85 zvAIoqkiA?g3xwGOn>TFa@BCgO!{ekSB6(*j@i~BH?I<2jT9?>fXsYCJfp3)NH*;-` zk;^WvK9zCJ2OxLm=|8If(k~x(m_w%vR-zd3>gW6fn4FQ3?3OOsM%14QKBvC<_PxaW zrrssSl7r=0riX2PNNmhX<{yh3PQxs_s5^|aKti#D+dL3PGAI6cEmQ-(rwEZ_;KV~G zbSdVUv*Yivg@ayz65pI}%P#vBThM2@f?r8lO945?rY*Mdvcz&apkr5hG&W|>Do_M6oXvjY2H z=UdTijJDE&M}W(WvZY@*c=XKGI0W=zvV>ATK8BNr_edn0Ka%P^^9&ckD1<=v!0#~l zz4)1Iv$b#-kyazC7!N02_tFeG)nZa(&}k(xZgyVCliM~AP6z%!|1XLIk2~z>BbXZH zD5ZiKb&2dLm^f11q)C!|3CZ>X2;m}wy{?<jFe<)b0)zHp|AAr? zFHsE5h6diVO4I7ZtgLl73^|0ba{7pz77w)z(L6jX1Gr`aH3!4{oyVIkcfrT(zSD+4 zqO2VXx!7|&C*+RVf~ek}Q^hk}>BNr86LGjiQi9=_ycfMs5+YvKRdhoqcIs-zH$rbN ztk>OCoNR)gSv$pESy4YzGq@#=Pc1=kEh{${h>^LCq=3 z*XAA#9%EqkXUYoOlauh*I_m2(fE(CKEiwA7Y=?eBUBu1D06){xc|K}U8MW9w5{o)8 z_5g^te_j Date: Sun, 1 Sep 2019 16:25:06 +1000 Subject: [PATCH 11/62] Use \donttest for example and use https for all transfers --- R/get_inventory.R | 2 +- R/update_station_list.R | 4 ++-- man/update_station_list.Rd | 2 +- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/R/get_inventory.R b/R/get_inventory.R index 7eb22d38..84681301 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -43,7 +43,7 @@ get_inventory <- function() { tryCatch({ curl::curl_download( - "ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", + "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", destfile = file.path(tempdir(), "inventory.txt"), quiet = TRUE, handle = ftp_handle diff --git a/R/update_station_list.R b/R/update_station_list.R index 181b3fd7..6af7b40e 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -18,7 +18,7 @@ #' \code{load(system.file("extdata", "isd_history.rda", package = "GSODR"))} #' #' @examples -#' \dontrun{ +#' \donttest{ #' update_station_list() #' } #' @@ -49,7 +49,7 @@ update_station_list <- function() { on.exit(options(timeout = original_timeout)) # download data - isd_history <- fread("ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") + isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") # clean data isd_history[isd_history == -999] <- NA diff --git a/man/update_station_list.Rd b/man/update_station_list.Rd index 118b3d4f..f8a64d99 100644 --- a/man/update_station_list.Rd +++ b/man/update_station_list.Rd @@ -25,7 +25,7 @@ To directly access these data, use: \cr \code{load(system.file("extdata", "isd_history.rda", package = "GSODR"))} } \examples{ -\dontrun{ +\donttest{ update_station_list() } From fa607c0c75973c7f59ce9541133707308edbb896 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 16:28:19 +1000 Subject: [PATCH 12/62] Use curl and tryCatch for isd-history update --- R/update_station_list.R | 29 ++++++++++++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/R/update_station_list.R b/R/update_station_list.R index 6af7b40e..101f4cb5 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -48,8 +48,25 @@ update_station_list <- function() { options(timeout = 300) on.exit(options(timeout = original_timeout)) + ftp_handle <- + curl::new_handle( + ftp_use_epsv = FALSE, + crlf = TRUE, + ssl_verifypeer = FALSE, + ftp_response_timeout = 30, + ftp_skip_pasv_ip = TRUE + ) + + tryCatch({ + curl::curl_download( + "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv", + destfile = file.path(tempdir(), "isd-history.csv"), + quiet = TRUE, + handle = ftp_handle + ) + # download data - isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") + isd_history <- fread(file.path(tempdir(), "isd-history.csv")) # clean data isd_history[isd_history == -999] <- NA @@ -80,4 +97,14 @@ update_station_list <- function() { file = fname, compress = "bzip2", version = 2) + }, + + error = function(cond) { + stop( + "There was a problem retrieving the station list file. Perhaps \n", + "the server is not responding currently or there is no \n", + "Internet connection. Please try again later.", + call. = FALSE + ) + }) } From 1d1e20b1604cc6cc1a55cb01504e1f0384b5b9a7 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 19:49:18 +1000 Subject: [PATCH 13/62] Clean up DESCRIPTION * Bob's code no longer used, remove as ctb/cph * Remove DT and raster from suggests, not used in vignettes --- DESCRIPTION | 4 ---- 1 file changed, 4 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 0b71ebb2..60886135 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -14,8 +14,6 @@ Authors@R: c(person("Adam", "Sparks", role = c("aut", "cre"), person("Hugh", "Parsonage", role = c("cph", "ctb"), email = "hugh.parsonage@gmail.com", comment = c(ORCID = "0000-0003-4055-0835")), - person("Bob", "Rudis", email = "bob@rud.is", role = c("cph", "ctb"), - comment = c(ORCID = "0000-0001-5670-2640")), person("Gwenael", "Giboire", email = "gwenael.giboire@oda-groupe.com", role = "ctb", comment = "Several bug reports in early versions and testing feedback"), @@ -56,7 +54,6 @@ Imports: Suggests: covr, dplyr, - DT, future, ggplot2, gridExtra, @@ -65,7 +62,6 @@ Suggests: mapproj, maps, plotKML, - raster, reshape2, rgdal (>= 1.1-9), rgeos, From e0df063078e927e711b7c20e50e1fc6e4f7951d2 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 19:51:15 +1000 Subject: [PATCH 14/62] Update get_inventory.R Remove use of curl, read data directly using `fread()` --- R/get_inventory.R | 18 +----------------- 1 file changed, 1 insertion(+), 17 deletions(-) diff --git a/R/get_inventory.R b/R/get_inventory.R index 84681301..53c442a7 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -32,28 +32,12 @@ get_inventory <- function() { options(timeout = 300) on.exit(options(timeout = original_timeout)) - ftp_handle <- - curl::new_handle( - ftp_use_epsv = FALSE, - crlf = TRUE, - ssl_verifypeer = FALSE, - ftp_response_timeout = 30, - ftp_skip_pasv_ip = TRUE - ) - tryCatch({ - curl::curl_download( - "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", - destfile = file.path(tempdir(), "inventory.txt"), - quiet = TRUE, - handle = ftp_handle - ) - "STNID" <- NULL #nocov main_body <- fread( - file.path(tempdir(), "inventory.txt"), + "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", skip = 8, col.names = c( "USAF", From 1a179e34d741954dbd72f54bd211f539cc9a7032 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 19:51:18 +1000 Subject: [PATCH 15/62] Update update_station_list.R Remove use of curl, read data directly using `fread()` --- R/update_station_list.R | 84 ++++++++++++++++++----------------------- 1 file changed, 37 insertions(+), 47 deletions(-) diff --git a/R/update_station_list.R b/R/update_station_list.R index 101f4cb5..3ab0656a 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -48,55 +48,45 @@ update_station_list <- function() { options(timeout = 300) on.exit(options(timeout = original_timeout)) - ftp_handle <- - curl::new_handle( - ftp_use_epsv = FALSE, - crlf = TRUE, - ssl_verifypeer = FALSE, - ftp_response_timeout = 30, - ftp_skip_pasv_ip = TRUE - ) - tryCatch({ - curl::curl_download( - "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv", - destfile = file.path(tempdir(), "isd-history.csv"), - quiet = TRUE, - handle = ftp_handle + # download data + isd_history <- + fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") + + # clean data + isd_history[isd_history == -999] <- NA + isd_history[isd_history == -999.9] <- NA + isd_history <- isd_history[!is.na(isd_history$LAT) & + !is.na(isd_history$LON), ] + isd_history <- + isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] + isd_history <- + isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] + isd_history <- + isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] + + # add STNID column + isd_history[, STNID := paste(USAF, WBAN, sep = "-")] + setcolorder(isd_history, "STNID") + setnames(isd_history, "STATION NAME", "NAME") + setkey(isd_history, "STNID") + + # drop stations not in GSOD data + isd_history[, STNID_len := nchar(STNID)] + isd_history <- subset(isd_history, STNID_len == 12) + + # remove extra columns + isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] + + # write rda file to disk for use with GSODR package + fname <- + system.file("extdata", "isd_history.rda", package = "GSODR") + save( + isd_history, + file = fname, + compress = "bzip2", + version = 2 ) - - # download data - isd_history <- fread(file.path(tempdir(), "isd-history.csv")) - - # clean data - isd_history[isd_history == -999] <- NA - isd_history[isd_history == -999.9] <- NA - isd_history <- isd_history[!is.na(isd_history$LAT) & - !is.na(isd_history$LON), ] - isd_history <- isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] - isd_history <- isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] - isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] - - # add STNID column - isd_history[, STNID := paste(USAF, WBAN, sep = "-")] - setcolorder(isd_history, "STNID") - setnames(isd_history, "STATION NAME", "NAME") - setkey(isd_history, "STNID") - - # drop stations not in GSOD data - isd_history[, STNID_len := nchar(STNID)] - isd_history <- subset(isd_history, STNID_len == 12) - - # remove extra columns - isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] - - # write rda file to disk for use with GSODR package - fname <- - system.file("extdata", "isd_history.rda", package = "GSODR") - save(isd_history, - file = fname, - compress = "bzip2", - version = 2) }, error = function(cond) { From d399e66a12684b26cdfa018d70aad3a1fbba61e6 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 19:51:40 +1000 Subject: [PATCH 16/62] Clean up precompile script --- vignettes/precompile.R | 20 +++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/vignettes/precompile.R b/vignettes/precompile.R index 92ca7b0b..283d810c 100644 --- a/vignettes/precompile.R +++ b/vignettes/precompile.R @@ -7,13 +7,31 @@ knit( "vignettes/Working_with_spatial_and_climate_data.Rmd" ) -# remove file path such that vignette will build with figures +# remove file path such that vignettes will build with figures replace <- readLines("vignettes/GSODR.Rmd") replace <- gsub(" Date: Sun, 1 Sep 2019 19:51:58 +1000 Subject: [PATCH 17/62] Update vignettes and add resource files --- vignettes/Ex5-1.png | Bin 0 -> 82452 bytes vignettes/GSODR.Rmd | 95 ++++++++++-- vignettes/GSODR.Rmd.orig | 4 +- .../Working_with_spatial_and_climate_data.Rmd | 140 ++---------------- ...ing_with_spatial_and_climate_data.Rmd.orig | 13 +- vignettes/comparison-1.png | Bin 0 -> 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z*XAA#9%EqkXUYoOlauh*I_m2(fE(CKEiwA7Y=?eBUBu1D06){xc|K}U8MW9w5{o)8 z_5g^te_j Date: Sun, 1 Sep 2019 20:15:24 +1000 Subject: [PATCH 18/62] Remove ggthemes from suggests --- DESCRIPTION | 1 - 1 file changed, 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 60886135..718a6b3b 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -57,7 +57,6 @@ Suggests: future, ggplot2, gridExtra, - ggthemes, knitr, mapproj, maps, From 1ecacd5971b6dcaca08942e2ce4144e40ccc276f Mon Sep 17 00:00:00 2001 From: "Adam H. 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temperature values that we want to @@ -148,7 +147,7 @@ ggplot(data = tbar_temps, aes(x = YEARMODA, scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + - theme_tufte() + theme_classic() ``` ## Download and Process Files in Parallel @@ -451,7 +450,7 @@ if (requireNamespace("maps", quietly = TRUE) && geom_point(color = "red", size = 0.05) + coord_map(xlim = c(-180, 180)) + - theme_map() + + theme_void() + labs(title = "GSOD Station Locations", caption = "Data: US NCEI GSOD and CIA World DataBank II") diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd index e9ab2f31..7c5440ca 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -216,7 +216,7 @@ ggplot(df_melt, aes(x = DATE, y = value)) + labs(colour = "") + scale_color_brewer(palette = "Dark2") + facet_wrap(~ STNID) + - theme_tufte() + theme_classic() ``` ![plot of chunk comparison](comparison-1.png) diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index b9166db6..2a2916f1 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -176,7 +176,7 @@ ggplot(df_melt, aes(x = DATE, y = value)) + labs(colour = "") + scale_color_brewer(palette = "Dark2") + facet_wrap(~ STNID) + - theme_tufte() + theme_classic() ``` # Notes diff --git a/vignettes/comparison-1.png b/vignettes/comparison-1.png index c22d5ae0fe980d7447aafcbbfc721323e4e5345d..fb16589fec7359192669ccfeb68e1bc0d752b662 100644 GIT binary patch literal 122701 zcmYiNb97}*v^{_(>DX4sHoIfnw%KvVw$rg~+qR94abo+#I>GDj-urv+{jtZ`qjv4R zt7_G%HP@_Jf0Ps?k>K&+!N947iYnQNN{ZUs z+B>N_7@L|)n*TO;vNBbX6afR{iiuIzwEfDN~#zZe0fu4)~Th8j0L@*;r%$K*m zs60I?G|6(^%5QK08h_^54OoWW+YOb?W#kEj0FCuP^gk(2_LPTZD--i1-eLD`?0j1Z 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From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:06:04 +1000 Subject: [PATCH 20/62] Fix get_inventory() --- R/get_inventory.R | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/R/get_inventory.R b/R/get_inventory.R index 53c442a7..cda5e5f2 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -33,11 +33,17 @@ get_inventory <- function() { on.exit(options(timeout = original_timeout)) tryCatch({ + curl::curl_download( + "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", + destfile = file.path(tempdir(), "inventory.txt"), + quiet = TRUE + ) + "STNID" <- NULL #nocov main_body <- fread( - "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", + file.path(tempdir(), "inventory.txt"), skip = 8, col.names = c( "USAF", From bf5b0ae357a4c196e16b3d529f66104f3cec5a1a Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:32:02 +1000 Subject: [PATCH 21/62] Use \dontrun{} for example --- R/update_station_list.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/update_station_list.R b/R/update_station_list.R index 3ab0656a..48fa8304 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -18,7 +18,7 @@ #' \code{load(system.file("extdata", "isd_history.rda", package = "GSODR"))} #' #' @examples -#' \donttest{ +#' \dontrun{ #' update_station_list() #' } #' From 896d3c3a8b04d24d3cd734d03c6fcfea757de223 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:32:16 +1000 Subject: [PATCH 22/62] Only download two years, not six --- R/get_GSOD.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/get_GSOD.R b/R/get_GSOD.R index 3a5aa892..94529171 100644 --- a/R/get_GSOD.R +++ b/R/get_GSOD.R @@ -74,8 +74,8 @@ #' #' tbar #' -#' # Download data for Australia from 2010 to 2015 -#' AUS <- get_GSOD(years = 2010:2015, country = "Australia") +#' # Download data for Australia from 2010 to 2011 +#' AUS <- get_GSOD(years = 2010:2011, country = "Australia") #' #' AUS #' } From 91f1dbc82951c4dbcaf45c416dc062797e21a0c9 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:32:24 +1000 Subject: [PATCH 23/62] Update NEWS.md --- NEWS.md | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/NEWS.md b/NEWS.md index 823f2945..0e4e28f5 100644 --- a/NEWS.md +++ b/NEWS.md @@ -7,18 +7,22 @@ data could not be downloaded any longer ## Major changes -- Corrected elevation values are no longer available from GSODR, this makes -package updates much easier +- Corrected elevation values are no longer available from GSODR - Objects are returned as `data.table` objects ## Minor changes +- `get_inventory()` now uses https rather than FTP server + +- `update_station_list()` now uses https rather than FTP server + - Implement better error handling when attempting to fetch station inventories - Reduced package dependencies -- Improved vignettes +- Improved vignettes that are pre-compiled for faster package installation and +updated content with linting and error corrections - Users may now specify country by FIPS code when using `get_GSOD()` From abef37b3d421478ca7bc8c4e3f704fc8221952d0 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:32:39 +1000 Subject: [PATCH 24/62] Update documentation --- man/get_GSOD.Rd | 4 ++-- man/update_station_list.Rd | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/man/get_GSOD.Rd b/man/get_GSOD.Rd index 072e59e9..55442e79 100644 --- a/man/get_GSOD.Rd +++ b/man/get_GSOD.Rd @@ -89,8 +89,8 @@ tbar <- get_GSOD(years = 2010, station = "955510-99999") tbar -# Download data for Australia from 2010 to 2015 -AUS <- get_GSOD(years = 2010:2015, country = "Australia") +# Download data for Australia from 2010 to 2011 +AUS <- get_GSOD(years = 2010:2011, country = "Australia") AUS } diff --git a/man/update_station_list.Rd b/man/update_station_list.Rd index f8a64d99..118b3d4f 100644 --- a/man/update_station_list.Rd +++ b/man/update_station_list.Rd @@ -25,7 +25,7 @@ To directly access these data, use: \cr \code{load(system.file("extdata", "isd_history.rda", package = "GSODR"))} } \examples{ -\donttest{ +\dontrun{ update_station_list() } From acaccce41bce1431b327646eb39fdbf5fe87477d Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 21:33:41 +1000 Subject: [PATCH 25/62] Update codemeta.json --- codemeta.json | 63 ++++++++++----------------------------------------- 1 file changed, 12 insertions(+), 51 deletions(-) diff --git a/codemeta.json b/codemeta.json index 79891d3e..382fbd52 100644 --- a/codemeta.json +++ b/codemeta.json @@ -85,18 +85,6 @@ }, "sameAs": "https://CRAN.R-project.org/package=dplyr" }, - { - "@type": "SoftwareApplication", - "identifier": "DT", - "name": "DT", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=DT" - }, { "@type": "SoftwareApplication", "identifier": "future", @@ -133,18 +121,6 @@ }, "sameAs": "https://CRAN.R-project.org/package=gridExtra" }, - { - "@type": "SoftwareApplication", - "identifier": "ggthemes", - "name": "ggthemes", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=ggthemes" - }, { "@type": "SoftwareApplication", "identifier": "knitr", @@ -193,18 +169,6 @@ }, "sameAs": "https://CRAN.R-project.org/package=plotKML" }, - { - "@type": "SoftwareApplication", - "identifier": "raster", - "name": "raster", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=raster" - }, { "@type": "SoftwareApplication", "identifier": "reshape2", @@ -279,6 +243,18 @@ }, "sameAs": "https://CRAN.R-project.org/package=sf" }, + { + "@type": "SoftwareApplication", + "identifier": "skimr", + "name": "skimr", + "provider": { + "@id": "https://cran.r-project.org", + "@type": "Organization", + "name": "Comprehensive R Archive Network (CRAN)", + "url": "https://cran.r-project.org" + }, + "sameAs": "https://CRAN.R-project.org/package=skimr" + }, { "@type": "SoftwareApplication", "identifier": "sp", @@ -410,7 +386,6 @@ "contIntegration": "https://travis-ci.org/ropensci/GSODR", "releaseNotes": "https://github.com/adamhsparks/GSODR/blob/master/NEWS.md", "readme": "https://github.com/adamhsparks/GSODR/blob/master/README.md", - "fileSize": "1033.789KB", "citation": [ { "@type": "ScholarlyArticle", @@ -456,13 +431,6 @@ "email": "hugh.parsonage@gmail.com", "@id": "https://orcid.org/0000-0003-4055-0835" }, - { - "@type": "Person", - "givenName": "Bob", - "familyName": "Rudis", - "email": "bob@rud.is", - "@id": "https://orcid.org/0000-0001-5670-2640" - }, { "@type": "Person", "givenName": "Gwenael", @@ -489,13 +457,6 @@ "familyName": "Parsonage", "email": "hugh.parsonage@gmail.com", "@id": "https://orcid.org/0000-0003-4055-0835" - }, - { - "@type": "Person", - "givenName": "Bob", - "familyName": "Rudis", - "email": "bob@rud.is", - "@id": "https://orcid.org/0000-0001-5670-2640" } ], "applicationCategory": "Tools", From 833d910e3878fc50327345063769d55acde97230 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:01:27 +1000 Subject: [PATCH 26/62] use https in place of ftp --- data-raw/README.md | 6 +++--- data-raw/fetch_country-list.Rmd | 2 +- data-raw/fetch_country-list.md | 28 +++++++++----------------- data-raw/fetch_isd-history.Rmd | 2 +- data-raw/fetch_isd-history.md | 35 +++++++++++++++++---------------- 5 files changed, 32 insertions(+), 41 deletions(-) diff --git a/data-raw/README.md b/data-raw/README.md index b35342fd..6bb72047 100644 --- a/data-raw/README.md +++ b/data-raw/README.md @@ -4,7 +4,7 @@ ## Fetch country-list This document details how to fetch the country list provided by the NCEI for -the GSOD stations from the FTP server and merge it with ISO codes from the +the GSOD stations from the server and merge it with ISO codes from the [_countrycode_](https://cran.r-project.org/package=countrycode) package for inclusion in the _GSODR_ package in /data/country-list.rda. These codes are used when a user selects a single country for a data query. @@ -14,8 +14,8 @@ codes are used when a user selects a single country for a data query. ## Fetch isd-history This document details how the GSOD station history data file, -["isd-history.csv"](ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-history.csv), -is fetched from the NCEI FTP server and saved for inclusion in the _GSODR_ +["isd-history.csv"](https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv), +is fetched from the NCEI server and saved for inclusion in the _GSODR_ package in /data/isd_history.rda. These data are used for determining the years that a station reported data for filtering user requests before sending them to the server to reduce failed requests. diff --git a/data-raw/fetch_country-list.Rmd b/data-raw/fetch_country-list.Rmd index d060289b..e3534405 100644 --- a/data-raw/fetch_country-list.Rmd +++ b/data-raw/fetch_country-list.Rmd @@ -37,7 +37,7 @@ if (!require("data.table")) ```{r read-table, echo=TRUE, messages=FALSE} countries <- - readLines("ftp://ftp.ncdc.noaa.gov/pub/data/noaa/country-list.txt")[-2] + readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] countries <- read.fwf(textConnection(countries), widths = c(8, 59)) diff --git a/data-raw/fetch_country-list.md b/data-raw/fetch_country-list.md index 5449d8ee..10983cee 100644 --- a/data-raw/fetch_country-list.md +++ b/data-raw/fetch_country-list.md @@ -1,7 +1,7 @@ Fetch GSOD Country List and Merge with ISO Country Codes ================ Adam H. Sparks -2019-08-13 +2019-09-01 # Introduction @@ -39,7 +39,7 @@ if (!require("data.table")) ``` r countries <- - readLines("ftp://ftp.ncdc.noaa.gov/pub/data/noaa/country-list.txt")[-2] + readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] countries <- read.fwf(textConnection(countries), widths = c(8, 59)) @@ -70,18 +70,7 @@ data.table::setDT(country_list, key = "FIPS") country_list ``` - ## FIPS COUNTRY_NAME ISO2C ISO3C - ## 1: AA ARUBA AW ABW - ## 2: AC ANTIGUA AND BARBUDA AG ATG - ## 3: AF AFGHANISTAN AF AFG - ## 4: AG ALGERIA DZ DZA - ## 5: AJ AZERBAIJAN AZ AZE - ## --- - ## 237: WS WESTERN SAMOA WS WSM - ## 238: WZ SWAZILAND SZ SWZ - ## 239: YM YEMEN YE YEM - ## 240: ZA ZAMBIA ZM ZMB - ## 241: ZI ZIMBABWE ZW ZWE + ## Empty data.table (0 rows and 4 cols): FIPS,COUNTRY_NAME,ISO2C,ISO3C Write .rda file to disk. @@ -121,7 +110,7 @@ Policy](http://www.wmo.int/pages/about/Resolution40.html) ## collate en_AU.UTF-8 ## ctype en_AU.UTF-8 ## tz Australia/Brisbane - ## date 2019-08-13 + ## date 2019-09-01 ## ## ─ Packages ────────────────────────────────────────────────────────────── ## package * version date lib source @@ -133,15 +122,16 @@ Policy](http://www.wmo.int/pages/about/Resolution40.html) ## digest 0.6.20 2019-07-04 [1] CRAN (R 3.6.0) ## evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.0) ## htmltools 0.3.6 2017-04-28 [1] CRAN (R 3.6.0) - ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.0) + ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.1) ## magrittr 1.5 2014-11-22 [1] CRAN (R 3.6.0) ## Rcpp 1.0.2 2019-07-25 [1] CRAN (R 3.6.0) - ## rmarkdown 1.14 2019-07-12 [1] CRAN (R 3.6.0) + ## rmarkdown 1.15 2019-08-21 [1] CRAN (R 3.6.0) ## sessioninfo 1.1.1 2018-11-05 [1] CRAN (R 3.6.0) ## stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0) ## stringr 1.4.0 2019-02-10 [1] CRAN (R 3.6.0) ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0) - ## xfun 0.8 2019-06-25 [1] CRAN (R 3.6.0) + ## xfun 0.9 2019-08-21 [1] CRAN (R 3.6.0) ## yaml 2.2.0 2018-07-25 [1] CRAN (R 3.6.0) ## - ## [1] /Library/Frameworks/R.framework/Versions/3.6/Resources/library + ## [1] /Users/adamsparks/Library/R/3.x/library + ## [2] /Library/Frameworks/R.framework/Versions/3.6/Resources/library diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index 56e021ac..4dd39856 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -43,7 +43,7 @@ if (!require("data.table")) { ```{r download_NE_data, echo=TRUE, message=FALSE, warning=FALSE} # download data -isd_history <- fread("ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") +isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") # clean data isd_history[isd_history == -999] <- NA diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index bca4c1f5..f40a60e4 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -1,7 +1,7 @@ Fetch, Clean and Correct Altitude in GSOD ‘isd\_history.csv’ Data ================ Adam H. Sparks -2019-08-16 +2019-09-01 # Introduction @@ -43,7 +43,7 @@ if (!require("data.table")) { ``` r # download data -isd_history <- fread("ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") +isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") # clean data isd_history[isd_history == -999] <- NA @@ -84,23 +84,23 @@ isd_history ## 4: 010015-99999 BRINGELAND NO 61.383 ## 5: 010016-99999 RORVIK/RYUM NO 64.850 ## --- - ## 26800: A00023-63890 WHITEHOUSE NAVAL OUTLYING FIELD US FL 30.350 - ## 26801: A00024-53848 CHOCTAW NAVAL OUTLYING FIELD US FL 30.507 - ## 26802: A00026-94297 COUPEVILLE/NOLF US WA 48.217 - ## 26803: A00029-63820 EVERETT-STEWART AIRPORT US TN 36.380 - ## 26804: A00032-25715 ATKA AIRPORT US AK 52.220 + ## 26801: A00023-63890 WHITEHOUSE NAVAL OUTLYING FIELD US FL 30.350 + ## 26802: A00024-53848 CHOCTAW NAVAL OUTLYING FIELD US FL 30.507 + ## 26803: A00026-94297 COUPEVILLE/NOLF US WA 48.217 + ## 26804: A00029-63820 EVERETT-STEWART AIRPORT US TN 36.380 + ## 26805: A00032-25715 ATKA AIRPORT US AK 52.220 ## LON BEGIN END ## 1: 65.567 20100519 20120323 - ## 2: -8.667 19310101 20190810 - ## 3: 5.341 19861120 20190809 + ## 2: -8.667 19310101 20190829 + ## 3: 5.341 19861120 20190829 ## 4: 5.867 19870117 20081231 ## 5: 11.233 19870116 19910806 ## --- - ## 26800: -81.883 20070601 20190810 - ## 26801: -86.960 20070601 20190810 - ## 26802: -122.633 20060324 20150514 - ## 26803: -88.985 20130627 20190811 - ## 26804: -174.206 20060101 20190811 + ## 26801: -81.883 20070601 20190829 + ## 26802: -86.960 20070601 20190829 + ## 26803: -122.633 20060324 20150514 + ## 26804: -88.985 20130627 20190830 + ## 26805: -174.206 20060101 20190830 ``` r # write rda file to disk for use with GSODR package @@ -138,13 +138,14 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## collate en_AU.UTF-8 ## ctype en_AU.UTF-8 ## tz Australia/Brisbane - ## date 2019-08-16 + ## date 2019-09-01 ## ## ─ Packages ────────────────────────────────────────────────────────────── ## package * version date lib source ## assertthat 0.2.1 2019-03-21 [1] CRAN (R 3.6.0) ## cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.0) ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0) + ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.1) ## data.table * 1.12.2 2019-04-07 [1] CRAN (R 3.6.0) ## digest 0.6.20 2019-07-04 [1] CRAN (R 3.6.0) ## dplyr 0.8.3 2019-07-04 [1] CRAN (R 3.6.0) @@ -159,7 +160,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## R6 2.4.0 2019-02-14 [1] CRAN (R 3.6.0) ## Rcpp 1.0.2 2019-07-25 [1] CRAN (R 3.6.0) ## rlang 0.4.0 2019-06-25 [1] CRAN (R 3.6.0) - ## rmarkdown 1.14 2019-07-12 [1] CRAN (R 3.6.0) + ## rmarkdown 1.15 2019-08-21 [1] CRAN (R 3.6.0) ## sessioninfo * 1.1.1 2018-11-05 [1] CRAN (R 3.6.0) ## skimr * 1.0.7 2019-06-20 [1] CRAN (R 3.6.0) ## stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0) @@ -167,7 +168,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## tibble 2.1.3 2019-06-06 [1] CRAN (R 3.6.0) ## tidyselect 0.2.5 2018-10-11 [1] CRAN (R 3.6.0) ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0) - ## xfun 0.8 2019-06-25 [1] CRAN (R 3.6.0) + ## xfun 0.9 2019-08-21 [1] CRAN (R 3.6.0) ## yaml 2.2.0 2018-07-25 [1] CRAN (R 3.6.0) ## ## [1] /Users/adamsparks/Library/R/3.x/library From 46732447137669603e14b64aba2418e54667a87b Mon Sep 17 00:00:00 2001 From: "Adam H. 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Date: Sun, 1 Sep 2019 22:02:01 +1000 Subject: [PATCH 28/62] Remove ftp handle --- tests/testthat/test-reformat_GSOD.R | 9 --------- 1 file changed, 9 deletions(-) diff --git a/tests/testthat/test-reformat_GSOD.R b/tests/testthat/test-reformat_GSOD.R index 70c4c07e..bc0b4712 100644 --- a/tests/testthat/test-reformat_GSOD.R +++ b/tests/testthat/test-reformat_GSOD.R @@ -10,14 +10,6 @@ test_that("reformat_GSOD file_list parameter reformats data properly", { ))) # set up options for curl - ftp_handle <- - curl::new_handle( - ftp_use_epsv = FALSE, - crlf = TRUE, - ssl_verifypeer = FALSE, - ftp_response_timeout = 30, - ftp_skip_pasv_ip = TRUE - ) url_base <- "https://www.ncei.noaa.gov/data/global-summary-of-the-day/access/1960/" test_files <- @@ -27,7 +19,6 @@ test_that("reformat_GSOD file_list parameter reformats data properly", { Map( function(u, d) curl::curl_download(u, d, - handle = ftp_handle, mode = "wb", quiet = TRUE), paste0(url_base, test_files), From 4b657d23a61df3d70f0d2b838b36ea52a28ee337 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:02:15 +1000 Subject: [PATCH 29/62] Update GSODR.Rmd.orig --- vignettes/GSODR.Rmd.orig | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/vignettes/GSODR.Rmd.orig b/vignettes/GSODR.Rmd.orig index 5eefc515..3e505ea7 100644 --- a/vignettes/GSODR.Rmd.orig +++ b/vignettes/GSODR.Rmd.orig @@ -41,8 +41,8 @@ local disk and re-formats them returning a tidy data frame in R within the given radius (kilometres) of a point given as latitude and longitude - `update_station_list()` - this function downloads the latest station list from -the NCEI's FTP server updates the package's internal database of stations and -their metadata. +the NCEI's server updates the package's internal database of stations and their +metadata. - `get_inventory()` - this function downloads the latest station inventory information from the NCEI's server and returns the header information about From b191e015592bc25c81e72e6adb58ef287bdd6789 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:02:40 +1000 Subject: [PATCH 30/62] Replace ftp with https sever info --- R/get_inventory.R | 2 +- R/internal_functions.R | 4 ++-- R/update_station_list.R | 7 +++---- README.md | 8 ++++---- 4 files changed, 10 insertions(+), 11 deletions(-) diff --git a/R/get_inventory.R b/R/get_inventory.R index cda5e5f2..f929f32f 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -2,7 +2,7 @@ #' Download and return a data frame of \acronym{GSOD} weather station data inventories #' #' The \acronym{NCEI} maintains a document, -#' \url{ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt}, which lists +#' \url{https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt}, which lists #' the number of weather observations by station-year-month from the beginning #' of the stations' records. This function retrieves that document and prints #' an information header displaying the last update time with a data frame of diff --git a/R/internal_functions.R b/R/internal_functions.R index 3f0f0dcc..0481558d 100644 --- a/R/internal_functions.R +++ b/R/internal_functions.R @@ -40,9 +40,9 @@ paste0(station), " is not a valid station ID number, please check your entry.\n", "Valid Station IDs can be found in the isd-history.txt file\n", - "available from the US NCEI FTP server by combining the USAF and\n", + "available from the US NCEI server by combining the USAF and\n", "WBAN columns, e.g. '007005' '99999' is '007005-99999' from this\n", - "file \n" + "file \n" ) } BEGIN <- diff --git a/R/update_station_list.R b/R/update_station_list.R index 48fa8304..fd00615d 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -2,10 +2,9 @@ #' Download latest station list information and update internal database #' #' This function downloads the latest station list (isd-history.csv) from the -#' \acronym{NCEI} \acronym{FTP} server and updates the data distributed with -#' \pkg{GSODR} to the latest stations available. These data provide unique -#' identifiers, country, state (if in U.S.) and when weather observations begin -#' and end. +#' \acronym{NCEI} server and updates the data distributed with \pkg{GSODR} to +#' the latest stations available. These data provide unique identifiers, +#' country, state (if in U.S.) and when weather observations begin and end. #' #' Care should be taken when using this function if reproducibility is necessary #' as different machines with the same version of \pkg{GSODR} can end up with diff --git a/README.md b/README.md index 0336d266..b6648ed4 100644 --- a/README.md +++ b/README.md @@ -29,12 +29,12 @@ local disk and re-formats them returning a tidy data frame in R within the given radius (kilometres) of a point given as latitude and longitude. - `update_station_list()` - this function downloads the latest station list from -the NCEI's FTP server updates the package's internal database of stations and -their metadata. +the NCEI's server updates the package's internal database of stations and their +metadata. - `get_inventory()` - this function downloads the latest station inventory -information from the NCEI's FTP server and returns the header information about -the latest version as a message in the console and a tidy data frame of the +information from the NCEI's server and returns the header information about the +latest version as a message in the console and a tidy data frame of the stations' inventory for each month that data are reported. When reformatting data either with `get_GSOD()` or `reformat_GSOD()`, all units From d684e5af230b4f10d2dfb48c690b4c3d59c9f55b Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:02:52 +1000 Subject: [PATCH 31/62] Update documentation --- man/get_inventory.Rd | 2 +- man/update_station_list.Rd | 7 +++---- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/man/get_inventory.Rd b/man/get_inventory.Rd index 8ce59f8f..ae42ab34 100644 --- a/man/get_inventory.Rd +++ b/man/get_inventory.Rd @@ -11,7 +11,7 @@ A \code{\link[data.table]{data.table}} object of station inventories } \description{ The \acronym{NCEI} maintains a document, -\url{ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt}, which lists +\url{https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt}, which lists the number of weather observations by station-year-month from the beginning of the stations' records. This function retrieves that document and prints an information header displaying the last update time with a data frame of diff --git a/man/update_station_list.Rd b/man/update_station_list.Rd index 118b3d4f..febca6cd 100644 --- a/man/update_station_list.Rd +++ b/man/update_station_list.Rd @@ -8,10 +8,9 @@ update_station_list() } \description{ This function downloads the latest station list (isd-history.csv) from the -\acronym{NCEI} \acronym{FTP} server and updates the data distributed with -\pkg{GSODR} to the latest stations available. These data provide unique -identifiers, country, state (if in U.S.) and when weather observations begin -and end. +\acronym{NCEI} server and updates the data distributed with \pkg{GSODR} to +the latest stations available. These data provide unique identifiers, +country, state (if in U.S.) and when weather observations begin and end. } \details{ Care should be taken when using this function if reproducibility is necessary From 65af41e93d3ac7f7734d6ab3085b475718ce7fca Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:03:12 +1000 Subject: [PATCH 32/62] Update precompile.R --- vignettes/precompile.R | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/vignettes/precompile.R b/vignettes/precompile.R index 283d810c..7681f188 100644 --- a/vignettes/precompile.R +++ b/vignettes/precompile.R @@ -30,8 +30,11 @@ library(devtools) build_vignettes() # move resource files to /doc -resources <- list.files("vignettes/", pattern = ".png$", full.names = TRUE) -file.copy(from = resources, to = "doc", overwrite = TRUE) +resources <- + list.files("vignettes/", pattern = ".png$", full.names = TRUE) +file.copy(from = resources, + to = "doc", + overwrite = TRUE) # clean up stray files unlink("vignettes/Temperatures_PHL_2010-2010.kmz") From c5f214a614fdfa19bca9eabf461000076a499f61 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:19:25 +1000 Subject: [PATCH 33/62] Fix bug with country list --- data-raw/fetch_country-list.Rmd | 2 +- data-raw/fetch_country-list.md | 15 +++++++++++++-- inst/extdata/country_list.rda | Bin 228 -> 2867 bytes 3 files changed, 14 insertions(+), 3 deletions(-) diff --git a/data-raw/fetch_country-list.Rmd b/data-raw/fetch_country-list.Rmd index e3534405..f68ce66e 100644 --- a/data-raw/fetch_country-list.Rmd +++ b/data-raw/fetch_country-list.Rmd @@ -39,7 +39,7 @@ if (!require("data.table")) countries <- readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] -countries <- read.fwf(textConnection(countries), widths = c(8, 59)) +countries <- read.fwf(textConnection(countries), widths = c(3, 59)) names(countries) <- c("fips", "country_name") countries <- countries[-1, ] # drop first row that contained colnames diff --git a/data-raw/fetch_country-list.md b/data-raw/fetch_country-list.md index 10983cee..1a640c9d 100644 --- a/data-raw/fetch_country-list.md +++ b/data-raw/fetch_country-list.md @@ -41,7 +41,7 @@ if (!require("data.table")) countries <- readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] -countries <- read.fwf(textConnection(countries), widths = c(8, 59)) +countries <- read.fwf(textConnection(countries), widths = c(3, 59)) names(countries) <- c("fips", "country_name") countries <- countries[-1, ] # drop first row that contained colnames @@ -70,7 +70,18 @@ data.table::setDT(country_list, key = "FIPS") country_list ``` - ## Empty data.table (0 rows and 4 cols): FIPS,COUNTRY_NAME,ISO2C,ISO3C + ## FIPS COUNTRY_NAME ISO2C ISO3C + ## 1: AF Afghanistan AF AFG + ## 2: AG Algeria DZ DZA + ## 3: AJ Azerbaijan AZ AZE + ## 4: AM Armenia AM ARM + ## 5: AO Angola AO AGO + ## --- + ## 199: WI Western Sahara EH ESH + ## 200: WS Samoa WS WSM + ## 201: YM Yemen YE YEM + ## 202: ZA Zambia ZM ZMB + ## 203: ZI Zimbabwe ZW ZWE Write .rda file to disk. diff --git a/inst/extdata/country_list.rda b/inst/extdata/country_list.rda index b840f39785c4c852d54589408498cd1bb607dbba..61795e0ae3988d251385313b9904e54298046e1e 100644 GIT binary patch literal 2867 zcmV-33(WLFT4*^jL0KkKS*iJ^#{duef5iX)|LbVu8UR24|M0*6|L{Nn00;m9;0pg3 z0PwQzxVmUM*1BEYPJ6F+YrM$>y(@Man1}$-045-r28AAiXlbA{XahiK4F;-yfB*pr zQ*9It03J{P02%-Q03x260%)h|YJQXrKT>JxWCK6|8UO&()B`}!8lFNBnx2}BMycVT z3V4}7@|t8C000_oN3}o>28|elMwu{!5EzV28Z>AFO*8-i07#OWnLPofjRI(z0MHD8 zXkeKhqd;k+Kxn-oS&Je<1#zSxRLHR*AtRNcdf?}^qkqF(7q>hiSql=~kL~aQ3z>-^ zUJnzuEvA7au{4l@Vre7`obq{g^lls6KB{HI97IG{(YwLFhQ9^8Qlb*7oI5^4qvfTi z^GXN4Yv6V=xT((h@U>rW9$pDIh~)*0Z^a{_3vndhgY0_;GFrG^vxKb^toTG4A|^5? 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Sparks" Date: Sun, 1 Sep 2019 22:34:27 +1000 Subject: [PATCH 35/62] Fix weathercan link in README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b6648ed4..70aa6e7f 100644 --- a/README.md +++ b/README.md @@ -111,7 +111,7 @@ Automated Surface Observing System (ASOS) stations (airports) in the whole world thanks to the Iowa Environment Mesonet website. [_weathercan_](https://CRAN.R-project.org/package=weathercan) from -[rOpenSci](https://docs.ropensci.org/weathercan/) makes it easier to search for +[rOpenSci](https://github.com/ropensci/weathercan) makes it easier to search for and download multiple months/years of historical weather data from Environment and Climate Change Canada (ECCC) website. From 0d0d91f0e945397617d8489093da1519c1209cff Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:36:36 +1000 Subject: [PATCH 36/62] Update internal_functions.R --- R/internal_functions.R | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/R/internal_functions.R b/R/internal_functions.R index 0481558d..5eac2904 100644 --- a/R/internal_functions.R +++ b/R/internal_functions.R @@ -80,7 +80,7 @@ country <- country_list[[c, 1]] } else { stop(call. = FALSE, - "\nPlease provide a valid name or 2 or 3", + "\nPlease provide a valid name or 2 or 3 ", "letter ISO country code\n") } } else if (nc == 2) { @@ -92,7 +92,7 @@ country <- country_list[[c, 1]] } else { stop(call. = FALSE, - "\nPlease provide a valid name or 2 or 3", + "\nPlease provide a valid name or 2 or 3 ", "\nletter ISO country code") } } else if (country %in% country_list$COUNTRY_NAME) { @@ -100,7 +100,7 @@ country <- country_list[[c, 1]] } else { stop(call. = FALSE, - "\nPlease provide a valid name or 2 or 3", + "\nPlease provide a valid name or 2 or 3 ", "letter ISO country code\n") } } From 652c009e62018a50562743cfc0e89b19c61a1f33 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Sun, 1 Sep 2019 22:47:22 +1000 Subject: [PATCH 37/62] Convert country names to upper in internal DB --- data-raw/fetch_country-list.Rmd | 1 + data-raw/fetch_country-list.md | 21 +++++++++++---------- inst/extdata/country_list.rda | Bin 2867 -> 2837 bytes 3 files changed, 12 insertions(+), 10 deletions(-) diff --git a/data-raw/fetch_country-list.Rmd b/data-raw/fetch_country-list.Rmd index f68ce66e..91360651 100644 --- a/data-raw/fetch_country-list.Rmd +++ b/data-raw/fetch_country-list.Rmd @@ -48,6 +48,7 @@ countries <- data.frame(lapply(countries, as.character), stringsAsFactors = FALSE) countries <- data.frame(lapply(countries, trimws), stringsAsFactors = FALSE) +countries$country_name <- toupper(countries$country_name) country_list <- merge(x = countries, y = countrycode::codelist, diff --git a/data-raw/fetch_country-list.md b/data-raw/fetch_country-list.md index 1a640c9d..a18444dc 100644 --- a/data-raw/fetch_country-list.md +++ b/data-raw/fetch_country-list.md @@ -50,6 +50,7 @@ countries <- data.frame(lapply(countries, as.character), stringsAsFactors = FALSE) countries <- data.frame(lapply(countries, trimws), stringsAsFactors = FALSE) +countries$country_name <- toupper(countries$country_name) country_list <- merge(x = countries, y = countrycode::codelist, @@ -71,17 +72,17 @@ country_list ``` ## FIPS COUNTRY_NAME ISO2C ISO3C - ## 1: AF Afghanistan AF AFG - ## 2: AG Algeria DZ DZA - ## 3: AJ Azerbaijan AZ AZE - ## 4: AM Armenia AM ARM - ## 5: AO Angola AO AGO + ## 1: AF AFGHANISTAN AF AFG + ## 2: AG ALGERIA DZ DZA + ## 3: AJ AZERBAIJAN AZ AZE + ## 4: AM ARMENIA AM ARM + ## 5: AO ANGOLA AO AGO ## --- - ## 199: WI Western Sahara EH ESH - ## 200: WS Samoa WS WSM - ## 201: YM Yemen YE YEM - ## 202: ZA Zambia ZM ZMB - ## 203: ZI Zimbabwe ZW ZWE + ## 199: WI WESTERN SAHARA EH ESH + ## 200: WS SAMOA WS WSM + ## 201: YM YEMEN YE YEM + ## 202: ZA ZAMBIA ZM ZMB + ## 203: ZI ZIMBABWE ZW ZWE Write .rda file to disk. diff --git a/inst/extdata/country_list.rda b/inst/extdata/country_list.rda index 61795e0ae3988d251385313b9904e54298046e1e..446f7f120fe1c429d50a9ed9c0848a54de8c7cf0 100644 GIT binary patch literal 2837 zcmV+w3+nVjT4*^jL0KkKS$0<#;Q$hBf5iX)|LbVu8UR24|M0&jo}fSg00;m9;0pg3 z4edUco6h%isP5$Jw`;rU#a`6))ten{xb#H{RP}eB+a;%|n^y_vp|j(LQ#jD=ZN}K~HrodpTuy|p zmRSrUJS>P^BWu`>H+EoZJFTZgBXMe%DyEltD@@l`M9WMXZA+f(#V>rgY$h@&*kDS# z3E0v!FiEsuRb&N{I`K{9(M@}NV?G6gge(b8sDfiH*N|tUVqDA{LA{nqZWrvp&Q2a}_fVxeC+g(+U>D5mnC zUjFSJ>~NYGI*`GFjra0(VKC%?_?2dxEv3~BE{1{$_S*cV%n*P8#YIqH0e2x}Fd~D4 z2&w_G0s<~%E8z%?-~#NaQucIIg8D`7G_#`S+MObTE`79|j|J_nufrM1NVeykZC7xh z(jl!D2Dfrrk};t)c_4B|%T&)eWmDRk`aZ8;^qN!$v$9oRS9c5~Y+jcgflpB6ET`M4p+iq8JA_f);Z~xO8wy4ZQ8}oAb#L@=DlKvttK4imX0E zIs?j@*u@sCu-r+U%DIRU)WbC>WTGVr7yx74Mc35_YcxKboeYH1DO+BV8W5P6j#W3a z0@tUX8U*a@N1@&A43$fxeV9>Y)k=JB7QI+CWetIqh7%d)ad~#>Hg2K$*DDnF&W)O@ z(c8%_+7-Cje^u#bel+V$RH`t5=6)?(LdXyxLZ#4lm**I10PrwGDnXKOYDN#e)~EN8 z#6Qk!GZT^igQrbHGY;XV4D2t25L82)fK$L&4Ha&YM)yEFV-U>jv6w^2p-c@gG%nZ} z@o?G8MPx`p2noXcmIRBH{##u9zZHq18gFvP5JK?F&;uYtLp~b|L&lnFXU?O4L_Ai{6{m>;avc3_ zWrJu7LN?omgmBZS6++!d-oMI5a}#UNDzf4U|vc-kL~n8F{E?} z4e#lOOU!MUu<5Tl2K81z&`spz*m(6QK-7jHMmWHoRAO?GE>mWELbJ14n=AjiiCL!qT-_# z!6Im#cbLwv6q5`WpQQQo8U&vE_;nj@8aP|D9hh9rAubAwy%nZWn+G(ODGH2A3o{{k z31E>vvQlf=Q(7DbFqe>JT+o)YYC#9z*VO&AuGfYk zD(VG=t4?Cw7|iEE8@C-?5ph#RP)rm6^x^__QuhKEz+UN=(P@FTGcAgp=`CX^n$eOi zDo@^VGabsu!g$`=Xk(y8VcsO3WG8bnAy;sDhXR9!W-W#LMk!JvFpIVLJ$YP&~@5y zsvKa2f(%u$?`e!O^GlRsgNk5N?Bf9V_+2O7nb0(%!3D<3-44xkfadTiKrNpoHuh zRtpB-mjw;1fHF@ssG*1uA|xn?ZW$0S7n)WDOGTZDGOL6Kt&MN#iGgtj2Q_aVYg(TsBK9*^`J^Yr(;+M0)YSq z5hMaNoRz!F#l^g*U~)BP;>jgxxq&snrznJ~meZq6Q;Bv%G@xdm21W+HTl<}2Gl_yK z0U0*BF9#y<4(#$&S%WU81Y`n&DqA|1DzHZ4eQZo%jZ#uv z8I@pqXJajt!oFy1rn_Y^?kGexib9zN@T^3WGho;R1{A5nRKge)x~dGffX;&ug|5Rq z)}dTyuQpW*8r(t4uMSBqds{H4Cc8!}sWsaM0ecKrk|AXHS*lWakkpxo5)1mS*W#^D~eLUR#E9PG(9o+>)mO!`V;I%9euyNLAFfeA>(th^1l+`E$ z9e|&{%?QvvHpBQf#`)g2gt=>ouV&c+#%LrFn}?%mU{G8OJ&}V7mG*GZb3=3K!?1f= z)a#ekf)a{^S9T&>j#m#0cC!rI4hbqz z$0i_5?ye;Qtf?dgpnQ%0DD6WX0h#PT5p%I`S6w()v*p}H7GIG!3X%d?5HS%XQ3aHB9lS1$vdU;fmAu6LCU!k&lV0x>8W5(aC$oFkH^ay(@Man1}$-045-r28AAiXlbA{XahiK4F;-yfB*pr zQ*9It03J{P02%-Q03x260%)h|YJQXrKT>JxWCK6|8UO&()B`}!8lFNBnx2}BMycVT z3V4}7@|t8C000_oN3}o>28|elMwu{!5EzV28Z>AFO*8-i07#OWnLPofjRI(z0MHD8 zXkeKhqd;k+Kxn-oS&Je<1#zSxRLHR*AtRNcdf?}^qkqF(7q>hiSql=~kL~aQ3z>-^ zUJnzuEvA7au{4l@Vre7`obq{g^lls6KB{HI97IG{(YwLFhQ9^8Qlb*7oI5^4qvfTi z^GXN4Yv6V=xT((h@U>rW9$pDIh~)*0Z^a{_3vndhgY0_;GFrG^vxKb^toTG4A|^5? 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Sparks" Date: Mon, 2 Sep 2019 05:52:24 +1000 Subject: [PATCH 38/62] Clean up README --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 70aa6e7f..e65c9075 100644 --- a/README.md +++ b/README.md @@ -20,10 +20,10 @@ _GSODR_ aims to make it easy to find, transfer and format the data you need for use in analysis and provides five main functions for facilitating this: - `get_GSOD()` - this function queries and transfers files from the NCEI's web -server, reformats them and returns a data frame in R. +server, reformats them and returns a data frame. - `reformat_GSOD()` - this function takes individual station files from the -local disk and re-formats them returning a tidy data frame in R +local disk and re-formats them returning a data frame. - `nearest_stations()` - this function returns a vector of station IDs that fall within the given radius (kilometres) of a point given as latitude and longitude. From 5ec15fdc5fa6cf39e3bae5f73ca6cc70fd434478 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 06:42:21 +1000 Subject: [PATCH 39/62] Tidy up vignettes --- vignettes/GSODR.Rmd | 229 ++++++++---------- vignettes/GSODR.Rmd.orig | 16 +- vignettes/Spatial.Rmd | 160 ++---------- vignettes/Spatial.Rmd.orig | 81 ++----- .../Working_with_spatial_and_climate_data.Rmd | 22 +- ...ing_with_spatial_and_climate_data.Rmd.orig | 6 +- vignettes/unnamed-chunk-1-1.png | Bin 110177 -> 110176 bytes 7 files changed, 154 insertions(+), 360 deletions(-) diff --git a/vignettes/GSODR.Rmd b/vignettes/GSODR.Rmd index 63eb4dab..1771e11b 100644 --- a/vignettes/GSODR.Rmd +++ b/vignettes/GSODR.Rmd @@ -60,50 +60,32 @@ easy to find all stations in Australia. ```r library(GSODR) library(data.table) -``` - -``` -## data.table 1.12.2 using 4 threads (see ?getDTthreads). Latest news: r-datatable.com -``` - -```r load(system.file("extdata", "country_list.rda", package = "GSODR")) load(system.file("extdata", "isd_history.rda", package = "GSODR")) station_locations <- isd_history[country_list, on = c("CTRY" = "FIPS")] +``` +``` +## Error in vecseq(f__, len__, if (allow.cartesian || notjoin || !anyDuplicated(f__, : Join results in 27441 rows; more than 27008 = nrow(x)+nrow(i). Check for duplicate key values in i each of which join to the same group in x over and over again. If that's ok, try by=.EACHI to run j for each group to avoid the large allocation. If you are sure you wish to proceed, rerun with allow.cartesian=TRUE. Otherwise, please search for this error message in the FAQ, Wiki, Stack Overflow and data.table issue tracker for advice. +``` + +```r # create data.frame for Australia only Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") +``` + +``` +## Error in subset(station_locations, COUNTRY_NAME == "AUSTRALIA"): object 'station_locations' not found +``` +```r Oz ``` ``` -## STNID NAME CTRY STATE LAT LON -## 1: 695023-99999 HORN ISLAND (HID) AS -10.583 142.300 -## 2: 749430-99999 AIDELAIDE RIVER SE AS -13.300 131.133 -## 3: 749432-99999 BATCHELOR FIELD AUSTRALIA AS -13.049 131.066 -## 4: 749438-99999 IRON RANGE AUSTRALIA AS -12.700 143.300 -## 5: 749439-99999 MAREEBA AS/HOEVETT FIELD AS -17.050 145.400 -## --- -## 1038: 959890-99999 BICHENO (COUNCIL DEPOT) AS -41.867 148.300 -## 1039: 959950-99999 LORD HOWE ISLAND WINDY POINT AS -31.533 159.067 -## 1040: 959970-99999 HEARD ISLAND (ATLAS COVE) AS -53.017 73.400 -## 1041: 996600-99999 ENVIRONM BUOY 55011 AS -40.800 144.300 -## 1042: 999999-82101 NORTHWEST CAPE AS -22.333 114.050 -## BEGIN END COUNTRY_NAME ISO2C ISO3C -## 1: 19420804 20030816 AUSTRALIA AU AUS -## 2: 19430228 19440821 AUSTRALIA AU AUS -## 3: 19421231 19430610 AUSTRALIA AU AUS -## 4: 19420917 19440930 AUSTRALIA AU AUS -## 5: 19420630 19440630 AUSTRALIA AU AUS -## --- -## 1038: 19650101 20190602 AUSTRALIA AU AUS -## 1039: 20120920 20190810 AUSTRALIA AU AUS -## 1040: 19980301 20121220 AUSTRALIA AU AUS -## 1041: 19930221 19970403 AUSTRALIA AU AUS -## 1042: 19680305 19680430 AUSTRALIA AU AUS +## Error in eval(expr, envir, enclos): object 'Oz' not found ``` ```r @@ -111,12 +93,7 @@ subset(Oz, grepl("TOOWOOMBA", NAME)) ``` ``` -## STNID NAME CTRY STATE LAT LON BEGIN -## 1: 945510-99999 TOOWOOMBA AS -27.583 151.933 19561231 -## 2: 955510-99999 TOOWOOMBA AIRPORT AS -27.550 151.917 19980301 -## END COUNTRY_NAME ISO2C ISO3C -## 1: 20120503 AUSTRALIA AU AUS -## 2: 20190810 AUSTRALIA AU AUS +## Error in subset(Oz, grepl("TOOWOOMBA", NAME)): object 'Oz' not found ``` ## Download a Single Station and Year @@ -128,26 +105,6 @@ the STNID in the `station` parameter of `get_GSOD()`. ```r library(skimr) -``` - -``` -## -## Attaching package: 'skimr' -``` - -``` -## The following object is masked from 'package:knitr': -## -## kable -``` - -``` -## The following object is masked from 'package:stats': -## -## filter -``` - -```r tbar <- get_GSOD(years = 2010, station = "955510-99999") skim(tbar) ``` @@ -396,10 +353,14 @@ ggplot(data = tbar_temps, aes(x = YEARMODA, scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + + ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", + subtitle = "Data: U.S. NCEI GSOD") + theme_classic() ``` -plot of chunk Ex5 +``` +## Error in ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", : unused argument (title = "Max, min and mean temperatures for Toowoomba, Qld, AU") +``` ## Download and Process Files in Parallel @@ -420,97 +381,97 @@ skim(global) ``` ## Skim summary statistics -## n obs: 7245807 +## n obs: 10950723 ## n variables: 44 ## ## ── Variable type:character ───────────────────────────────────────────────────────────── -## variable missing complete n min max empty n_unique -## CTRY 443875 6801932 7245807 0 2 436 241 -## DEWP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 -## MAX_ATTRIBUTES 4625406 2620401 7245807 1 1 0 1 -## MIN_ATTRIBUTES 3938865 3306942 7245807 1 1 0 1 -## NAME 443875 6801932 7245807 2 53 0 10780 -## PRCP_ATTRIBUTES 707510 6538297 7245807 1 1 0 9 -## SLP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 -## STATE 443875 6801932 7245807 0 2 5492833 67 -## STNID 0 7245807 7245807 12 12 0 11752 -## STP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 -## TEMP_ATTRIBUTES 0 7245807 7245807 2 2 0 21 -## VISIB_ATTRIBUTES 0 7245807 7245807 2 2 0 22 -## WDSP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## variable missing complete n min max empty n_unique +## CTRY 720903 10229820 10950723 0 2 436 241 +## DEWP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 +## MAX_ATTRIBUTES 6948374 4002349 10950723 1 1 0 1 +## MIN_ATTRIBUTES 6090555 4860168 10950723 1 1 0 1 +## NAME 720903 10229820 10950723 2 58 0 12230 +## PRCP_ATTRIBUTES 994665 9956058 10950723 1 1 0 9 +## SLP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 +## STATE 720903 10229820 10950723 0 2 8339689 67 +## STNID 0 10950723 10950723 12 12 0 13343 +## STP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 +## TEMP_ATTRIBUTES 0 10950723 10950723 2 2 0 21 +## VISIB_ATTRIBUTES 0 10950723 10950723 2 2 0 22 +## WDSP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 ## ## ── Variable type:Date ────────────────────────────────────────────────────────────────── -## variable missing complete n min max median -## YEARMODA 0 7245807 7245807 2010-01-01 2011-12-31 2010-12-25 +## variable missing complete n min max median +## YEARMODA 0 10950723 10950723 2010-01-01 2015-12-31 2011-07-04 ## n_unique -## 730 +## 1095 ## ## ── Variable type:integer ─────────────────────────────────────────────────────────────── -## variable missing complete n mean sd p0 -## BEGIN 443875 6801932 7245807 2e+07 246262.43 1.9e+07 -## DAY 0 7245807 7245807 15.73 8.79 1 -## END 443875 6801932 7245807 2e+07 13424.91 2e+07 -## I_FOG 4419747 2826060 7245807 1 0 1 -## I_HAIL 7245807 0 7245807 NaN NA NA -## I_RAIN_DRIZZLE 7245807 0 7245807 NaN NA NA -## I_SNOW_ICE 7245807 0 7245807 NaN NA NA -## I_THUNDER 7245807 0 7245807 NaN NA NA -## I_TORNADO_FUNNEL 7245807 0 7245807 NaN NA NA -## MONTH 0 7245807 7245807 6.55 3.45 1 -## YDAY 0 7245807 7245807 183.73 105.4 1 -## YEAR 0 7245807 7245807 2010.49 0.5 2010 -## p25 p50 p75 p100 hist -## 2e+07 2e+07 2e+07 2e+07 ▁▁▂▅▃▅▃▇ -## 8 16 23 31 ▇▇▇▇▆▇▇▇ -## 2e+07 2e+07 2e+07 2e+07 ▁▁▁▁▁▁▁▇ -## 1 1 1 1 ▁▁▁▇▁▁▁▁ -## NA NA NA NA -## NA NA NA NA -## NA NA NA NA -## NA NA NA NA -## NA NA NA NA -## 4 7 10 12 ▇▅▇▃▅▇▅▇ -## 92 184 275 365 ▇▇▇▇▇▇▇▇ -## 2010 2010 2011 2011 ▇▁▁▁▁▁▁▇ +## variable missing complete n mean sd +## BEGIN 720903 10229820 10950723 2e+07 246499.72 +## DAY 0 10950723 10950723 15.69 8.83 +## END 720903 10229820 10950723 2e+07 11292.55 +## I_FOG 6848379 4102344 10950723 1 0 +## I_HAIL 10950723 0 10950723 NaN NA +## I_RAIN_DRIZZLE 10950723 0 10950723 NaN NA +## I_SNOW_ICE 10950723 0 10950723 NaN NA +## I_THUNDER 10950723 0 10950723 NaN NA +## I_TORNADO_FUNNEL 10950723 0 10950723 NaN NA +## MONTH 0 10950723 10950723 6.58 3.46 +## YDAY 0 10950723 10950723 184.7 105.91 +## YEAR 0 10950723 10950723 2012.02 2.17 +## p0 p25 p50 p75 p100 hist +## 1.9e+07 2e+07 2e+07 2e+07 2e+07 ▁▁▂▆▂▆▃▇ +## 1 8 16 23 31 ▇▇▇▇▆▇▇▇ +## 2e+07 2e+07 2e+07 2e+07 2e+07 ▁▁▁▁▁▁▁▇ +## 1 1 1 1 1 ▁▁▁▇▁▁▁▁ +## NA NA NA NA NA +## NA NA NA NA NA +## NA NA NA NA NA +## NA NA NA NA NA +## NA NA NA NA NA +## 1 3 7 10 12 ▇▅▇▃▅▇▅▇ +## 1 90 187 277 365 ▇▇▇▇▇▇▇▇ +## 2010 2010 2011 2015 2015 ▇▇▁▁▁▁▁▇ ## ## ── Variable type:numeric ─────────────────────────────────────────────────────────────── -## variable missing complete n mean sd p0 p25 -## DEWP 398663 6847144 7245807 6.42 12.03 -82.9 -0.7 -## EA 398663 6847144 7245807 1.24 0.84 0 0.6 -## ELEVATION 15064 7230743 7245807 355.61 554.09 -999.9 28 -## ES 0 7245807 7245807 1.87 1.25 0 0.9 -## GUST 5496881 1748926 7245807 12.06 4.1 5 9.3 -## LATITUDE 443875 6801932 7245807 32.4 28.58 -89 25.04 -## LONGITUDE 443875 6801932 7245807 3.74 87.15 -179.98 -80.27 -## MAX 5294 7240513 7245807 17.63 13.66 -78.3 9 -## MIN 4628 7241179 7245807 7.58 12.96 -81.8 0.2 -## MXSPD 391661 6854146 7245807 6.11 3.32 0.5 4 -## PRCP 707510 6538297 7245807 1.89 7.64 0 0 -## RH 430581 6815226 7245807 69.19 19.77 0 57.7 -## SLP 2744059 4501748 7245807 1013.99 9.2 910.2 1008.9 -## SNDP 6856908 388899 7245807 258.71 264.92 10.2 71.1 -## STP 2727697 4518110 7245807 560.11 462.18 0 11.9 -## TEMP 0 7245807 7245807 12.47 13.06 -79.3 4.7 -## VISIB 1709680 5536127 7245807 15.81 9.8 0 10 -## WDSP 318576 6927231 7245807 3.3 2.35 0 1.7 +## variable missing complete n mean sd p0 p25 +## DEWP 497725 10452998 10950723 6.46 11.96 -83.8 -0.5 +## EA 497725 10452998 10950723 1.23 0.84 0 0.6 +## ELEVATION 28178 10922545 10950723 359.9 554.5 -999.9 29.56 +## ES 0 10950723 10950723 1.87 1.25 0 0.9 +## GUST 8429619 2521104 10950723 12.11 4.06 5 9.3 +## LATITUDE 720903 10229820 10950723 32.85 28.41 -89 25.37 +## LONGITUDE 720903 10229820 10950723 5.37 86.28 -179.98 -79.07 +## MAX 7621 10943102 10950723 17.69 13.57 -78.7 9 +## MIN 7331 10943392 10950723 7.58 12.86 -81.8 0.3 +## MXSPD 619188 10331535 10950723 6.12 3.35 0.1 4 +## PRCP 994665 9956058 10950723 1.93 7.65 0 0 +## RH 547664 10403059 10950723 69.33 19.68 0 57.9 +## SLP 4144703 6806020 10950723 1014.31 9.32 902.8 1009.2 +## SNDP 10298552 652171 10950723 258.33 272.57 10.2 61 +## STP 3841715 7109008 10950723 558.73 462.3 0 12.1 +## TEMP 0 10950723 10950723 12.51 12.96 -79.3 4.8 +## VISIB 2598361 8352362 10950723 15.8 9.85 0 10 +## WDSP 488933 10461790 10950723 3.31 2.35 0 1.7 ## p50 p75 p100 hist ## 7.4 15.1 32.2 ▁▁▁▁▁▅▇▃ ## 1 1.7 4.8 ▇▇▅▃▂▁▁▁ -## 140.51 418 7018 ▁▇▁▁▁▁▁▁ -## 1.6 2.8 8.8 ▇▇▅▃▁▁▁▁ +## 145 428 7070 ▁▇▁▁▁▁▁▁ +## 1.6 2.7 8.8 ▇▇▅▃▁▁▁▁ ## 11.3 14 59.6 ▇▅▁▁▁▁▁▁ -## 40.65 50.55 83.65 ▁▁▁▁▂▅▇▁ -## 11.23 71.85 179.75 ▁▅▅▂▇▂▅▂ -## 19.4 28.4 56 ▁▁▁▁▃▇▇▁ -## 8.9 17.1 42.7 ▁▁▁▁▂▇▇▁ +## 41.06 50.9 83.65 ▁▁▁▁▂▅▇▂ +## 12.82 72.67 179.75 ▁▅▅▂▇▂▃▂ +## 19.5 28.5 56 ▁▁▁▁▃▇▇▁ +## 8.9 17 42.7 ▁▁▁▁▂▇▇▁ ## 5.7 7.7 49.8 ▇▅▁▁▁▁▁▁ -## 0 0.3 481.1 ▇▁▁▁▁▁▁▁ -## 72 83.3 100 ▁▁▁▃▅▇▇▅ -## 1013.7 1019.1 1077.7 ▁▁▁▁▇▆▁▁ -## 190.5 370.8 2989.6 ▇▂▁▁▁▁▁▁ -## 882.9 977.8 999.8 ▆▁▁▁▁▁▁▇ -## 13.9 22.7 43.3 ▁▁▁▁▂▆▇▂ -## 14 16.7 160 ▇▁▁▁▁▁▁▁ +## 0 0.3 495 ▇▁▁▁▁▁▁▁ +## 72.2 83.3 100 ▁▁▁▃▅▇▇▅ +## 1014 1019.5 1078.8 ▁▁▁▁▆▇▁▁ +## 180.3 370.8 2989.6 ▇▂▁▁▁▁▁▁ +## 880.9 977.7 999.8 ▆▁▁▁▁▁▁▇ +## 13.9 22.6 43.3 ▁▁▁▁▂▆▇▂ +## 14.2 16.7 160 ▇▁▁▁▁▁▁▁ ## 2.8 4.3 49.3 ▇▁▁▁▁▁▁▁ ``` diff --git a/vignettes/GSODR.Rmd.orig b/vignettes/GSODR.Rmd.orig index 3e505ea7..eedbf86e 100644 --- a/vignettes/GSODR.Rmd.orig +++ b/vignettes/GSODR.Rmd.orig @@ -65,7 +65,7 @@ For more information see the description of the data provided by NCEI, _GSODR_ provides lists of weather station locations and elevation values. It's easy to find all stations in Australia. -```{r Ex1, eval=TRUE} +```{r Ex1, eval=TRUE, message=FALSE} library(GSODR) library(data.table) load(system.file("extdata", "country_list.rda", package = "GSODR")) @@ -88,7 +88,7 @@ Now that we've seen where the reporting stations are located, we can download weather data from the station Toowoomba, Queensland, Australia for 2010 by using the STNID in the `station` parameter of `get_GSOD()`. -```{r Ex2, eval=TRUE} +```{r Ex2, eval=TRUE, message=FALSE} library(skimr) tbar <- get_GSOD(years = 2010, station = "955510-99999") skim(tbar) @@ -104,7 +104,7 @@ stations of interest. There are missing stations in this query. Not all that are listed and queried actually have files on the server. -```{r Ex3, eval=TRUE} +```{r Ex3, eval=TRUE, message=FALSE} tbar_stations <- nearest_stations(LAT = -27.5598, LON = 151.9507, distance = 50) @@ -128,7 +128,7 @@ tbar_stations <- tbar_stations[!tbar_stations %in% remove] Using the first data downloaded for a single station, 955510-99999, plot the temperature for 2010. -```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center", fig.path = "vignettes/"} +```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center", fig.path = "vignettes/", message=FALSE} library(ggplot2) library(tidyr) @@ -147,6 +147,8 @@ ggplot(data = tbar_temps, aes(x = YEARMODA, scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + + ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", + subtitle = "Data: U.S. NCEI GSOD") + theme_classic() ``` @@ -159,7 +161,7 @@ as an argument for `future::plan()`, which will default to available local cores as workers for the run. This can greatly reduce the time necessary to process GSOD files. -```{r Ex6, eval=TRUE} +```{r Ex6, eval=TRUE, message=FALSE} future::plan("multisession") global <- get_GSOD(years = 2010:2011) @@ -238,7 +240,7 @@ through to current. Following is an example of how to retrieve the inventory and check a station in Toowoomba, Queensland, Australia, which was used in an earlier example. -```{r Ex18, eval=TRUE} +```{r Ex18, eval=TRUE, message=FALSE} inventory <- get_inventory() inventory @@ -431,12 +433,10 @@ if (requireNamespace("maps", quietly = TRUE) && requireNamespace("mapproj", quietly = TRUE) && requireNamespace("gridExtra", quietly = TRUE) && requireNamespace("grid", quietly = TRUE)) { - library(ggplot2) library(mapproj) library(maps) library(grid) library(gridExtra) - library(GSODR) load(system.file("extdata", "isd_history.rda", package = "GSODR")) world_map <- map_data("world") diff --git a/vignettes/Spatial.Rmd b/vignettes/Spatial.Rmd index aab0fa30..0e3dd601 100644 --- a/vignettes/Spatial.Rmd +++ b/vignettes/Spatial.Rmd @@ -1,12 +1,12 @@ --- -title: "Using Spatial R Packages with GSODR" +title: "Using GSODR with sf" author: "Adam H Sparks" output: rmarkdown::html_vignette: toc: true vignette: > %\VignetteEngine{knitr::rmarkdown} - %\VignetteIndexEntry{Using Spatial R Packages} + %\VignetteIndexEntry{Using GSODR with sf} %\VignetteEncoding{UTF-8} --- @@ -21,75 +21,6 @@ format for transferring geospatial information, which handle vector files much like shapefiles do, but eliminate many of the issues that shapefiles have with field names and the number of files. -Converting the GSOD data to a spatial object is rather simple. In R there are -two options, _sp_ and _sf_. The _sp_ format is older and more well established, -but _sf_ offers some new exciting possibilities. - -## Convert to an _sp_ SpatialPointsDataFrame - -For this example we convert the data to a _sp_ object. You might use this one -to save GeoPackage or ESRI shapefiles for sharing or analysis in another GIS -program. - - -```r -# get GSOD data -library(GSODR) -library(sp) -GSOD <- get_GSOD(years = 2015, country = "Australia") - -# convert to SpatialPointsDataFrame -GSOD_sp <- GSOD -coordinates(GSOD_sp) <- ~ LONGITUDE + LATITUDE -proj4string(GSOD_sp) <- CRS("+proj=longlat +datum=WGS84") -``` - -## Saving _sp_ objects - -Using `writeOGR()` it is simple to save as a GeoPackage file. - - -```r -library(rgdal) -``` - -``` -## rgdal: version: 1.4-4, (SVN revision 833) -## Geospatial Data Abstraction Library extensions to R successfully loaded -## Loaded GDAL runtime: GDAL 2.1.3, released 2017/20/01 -## Path to GDAL shared files: /Users/adamsparks/Library/R/3.x/library/sf/gdal -## GDAL binary built with GEOS: FALSE -## Loaded PROJ.4 runtime: Rel. 4.9.3, 15 August 2016, [PJ_VERSION: 493] -## Path to PROJ.4 shared files: /Users/adamsparks/Library/R/3.x/library/sf/proj -## Linking to sp version: 1.3-1 -``` - -```r -writeOGR(GSOD_sp, - dsn = path.expand("~/"), - layer = "GSOD", - driver = "GPKG") -``` - -``` -## Error in writeOGR(GSOD_sp, dsn = path.expand("~/"), layer = "GSOD", driver = "GPKG"): Creation of output file failed -``` - -Using `writeOGR()` it is simple to save as an ESRI shapefile. - - -```r -library(rgdal) -writeOGR(GSOD_sp, - dsn = path.expand("~/"), - layer = "GSOD", - driver = "ESRI Shapefile") -``` - -``` -## Error in writeOGR(GSOD_sp, dsn = path.expand("~/"), layer = "GSOD", driver = "ESRI Shapefile"): layer exists, use a new layer name -``` - ## Converting to an _sf_ object Simple features are an ISO defined standard that now have support in R. From the @@ -109,13 +40,6 @@ For this example, we convert the GSOD data to an _sf_ object. ```r library(sf) -``` - -``` -## Linking to GEOS 3.6.1, GDAL 2.1.3, PROJ 4.9.3 -``` - -```r GSOD_SF <- st_as_sf(x = GSOD, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") @@ -131,7 +55,7 @@ str(GSOD_SF) ## $ STATE : chr "" "" "" "" ... ## $ ELEVATION : num 24 24 24 24 24 24 24 24 24 24 ... ## $ BEGIN : int 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 ... -## $ END : int 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 20190810 ... +## $ END : int 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 ... ## $ YEARMODA : Date, format: "2015-01-01" "2015-01-02" ... ## $ YEAR : int 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 ... ## $ MONTH : int 1 1 1 1 1 1 1 1 1 1 ... @@ -179,45 +103,43 @@ Writing a shapefile is a simple matter. ```r -write_sf(GSOD_SF, "GSOD.shp") # silently overwrites +write_sf(obj = GSOD_SF, dsn = file.path(tempdir(), "GSOD.shp")) +``` + +``` +## Warning in abbreviate_shapefile_names(obj): Field names abbreviated for +## ESRI Shapefile driver ``` As is writing a GeoPackage from the _sf_ object. ```r -write_sf(GSOD_SF, "~/GSOD.gpkg") # silently overwrites +write_sf(obj = GSOD_SF, dsn = file.path(tempdir(), "GSOD.gpkg")) ``` After getting weather stations for Australia and creating a GeoPackage file, -_rgdal_ can import the data into R again in a spatial format. - -Importing a GeoPackage file can be a bit tricky. The dsn will be the full path -along with the file name. The layer to be specified is "GSOD", this is specified -in the `get_GSOD()` function and will not change. The file name, specified in -the dsn will, but the layer name will not. +_sf_ can import the data into R again in a spatial format. ```r library(rgdal) -AUS_stations <- readOGR(dsn = path.expand("~/GSOD.gpkg"), layer = "GSOD") -``` - -``` -## Error in ogrInfo(dsn = dsn, layer = layer, encoding = encoding, use_iconv = use_iconv, : Cannot open data source -``` +AUS_stations <- + st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), layer = "GSOD") -```r class(AUS_stations) ``` ``` -## Error in eval(expr, envir, enclos): object 'AUS_stations' not found +## Error: :4:51: unexpected ',' +## 3: AUS_stations <- +## 4: st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), +## ^ ``` -Since GeoPackage files are formatted as SQLite databases you can use the -existing R tools for SQLite files +Since GeoPackage files are formatted as SQLite databases you can also use other +R tools for SQLite files [(J. Stachelek 2016)](https://jsta.github.io/2016/07/14/geopackage-r.html). One easy way is using _dplyr_. This option is much faster to load since it does not load the geometry. @@ -225,51 +147,13 @@ load the geometry. ```r library(dplyr) -``` - -``` -## -## Attaching package: 'dplyr' -``` - -``` -## The following object is masked from 'package:gridExtra': -## -## combine -``` - -``` -## The following objects are masked from 'package:data.table': -## -## between, first, last -``` - -``` -## The following objects are masked from 'package:stats': -## -## filter, lag -``` - -``` -## The following objects are masked from 'package:base': -## -## intersect, setdiff, setequal, union -``` - -```r -AUS_sqlite <- tbl(src_sqlite(path.expand("~/GSOD.gpkg")), "GSOD") -``` - -``` -## `path` must already exist, unless `create` = TRUE -``` - -```r +AUS_sqlite <- tbl(src_sqlite(file.path(tempdir(), "GSOD.gpkg")), "GSOD") class(AUS_sqlite) ``` ``` -## Error in eval(expr, envir, enclos): object 'AUS_sqlite' not found +## [1] "tbl_SQLiteConnection" "tbl_dbi" "tbl_sql" +## [4] "tbl_lazy" "tbl" ``` # References diff --git a/vignettes/Spatial.Rmd.orig b/vignettes/Spatial.Rmd.orig index 06daf2b2..12ec305e 100644 --- a/vignettes/Spatial.Rmd.orig +++ b/vignettes/Spatial.Rmd.orig @@ -1,17 +1,17 @@ --- -title: "Using Spatial R Packages with GSODR" +title: "Using GSODR with sf" author: "Adam H Sparks" output: rmarkdown::html_vignette: toc: true vignette: > %\VignetteEngine{knitr::rmarkdown} - %\VignetteIndexEntry{Using Spatial R Packages} + %\VignetteIndexEntry{Using GSODR with sf} %\VignetteEncoding{UTF-8} --- ```{r check_packages, echo=FALSE, messages=FALSE, warning=FALSE} -required <- c("rgdal", "sf", "dplyr") +required <- c("sf", "dplyr") if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) @@ -30,51 +30,6 @@ format for transferring geospatial information, which handle vector files much like shapefiles do, but eliminate many of the issues that shapefiles have with field names and the number of files. -Converting the GSOD data to a spatial object is rather simple. In R there are -two options, _sp_ and _sf_. The _sp_ format is older and more well established, -but _sf_ offers some new exciting possibilities. - -## Convert to an _sp_ SpatialPointsDataFrame - -For this example we convert the data to a _sp_ object. You might use this one -to save GeoPackage or ESRI shapefiles for sharing or analysis in another GIS -program. - -```{r Ex1, eval=TRUE} -# get GSOD data -library(GSODR) -library(sp) -GSOD <- get_GSOD(years = 2015, country = "Australia") - -# convert to SpatialPointsDataFrame -GSOD_sp <- GSOD -coordinates(GSOD_sp) <- ~ LONGITUDE + LATITUDE -proj4string(GSOD_sp) <- CRS("+proj=longlat +datum=WGS84") -``` - -## Saving _sp_ objects - -Using `writeOGR()` it is simple to save as a GeoPackage file. - -```{r Ex2, eval=TRUE} -library(rgdal) - -writeOGR(GSOD_sp, - dsn = path.expand("~/"), - layer = "GSOD", - driver = "GPKG") -``` - -Using `writeOGR()` it is simple to save as an ESRI shapefile. - -```{r Ex3, eval=TRUE} -library(rgdal) -writeOGR(GSOD_sp, - dsn = path.expand("~/"), - layer = "GSOD", - driver = "ESRI Shapefile") -``` - ## Converting to an _sf_ object Simple features are an ISO defined standard that now have support in R. From the @@ -91,7 +46,7 @@ such as GDAL. A subset of simple features forms the GeoJSON standard. For this example, we convert the GSOD data to an _sf_ object. -```{r Ex4, eval=TRUE} +```{r Ex4, eval=TRUE, message=FALSE} library(sf) GSOD_SF <- st_as_sf(x = GSOD, coords = c("LONGITUDE", "LATITUDE"), @@ -104,41 +59,37 @@ str(GSOD_SF) Writing a shapefile is a simple matter. -```{r Ex5, eval=FALSE} -write_sf(GSOD_SF, "GSOD.shp") # silently overwrites +```{r Ex5, eval=TRUE, message=FALSE} +write_sf(obj = GSOD_SF, dsn = file.path(tempdir(), "GSOD.shp")) ``` As is writing a GeoPackage from the _sf_ object. -```{r Ex7, eval=FALSE} -write_sf(GSOD_SF, "~/GSOD.gpkg") # silently overwrites +```{r Ex7, eval=TRUE, message=FALSE} +write_sf(obj = GSOD_SF, dsn = file.path(tempdir(), "GSOD.gpkg")) ``` After getting weather stations for Australia and creating a GeoPackage file, -_rgdal_ can import the data into R again in a spatial format. - -Importing a GeoPackage file can be a bit tricky. The dsn will be the full path -along with the file name. The layer to be specified is "GSOD", this is specified -in the `get_GSOD()` function and will not change. The file name, specified in -the dsn will, but the layer name will not. +_sf_ can import the data into R again in a spatial format. -```{r Ex8, eval=TRUE} +```{r Ex8, eval=TRUE, message=FALSE} library(rgdal) -AUS_stations <- readOGR(dsn = path.expand("~/GSOD.gpkg"), layer = "GSOD") +AUS_stations <- + st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), layer = "GSOD") class(AUS_stations) ``` -Since GeoPackage files are formatted as SQLite databases you can use the -existing R tools for SQLite files +Since GeoPackage files are formatted as SQLite databases you can also use other +R tools for SQLite files [(J. Stachelek 2016)](https://jsta.github.io/2016/07/14/geopackage-r.html). One easy way is using _dplyr_. This option is much faster to load since it does not load the geometry. -```{r Ex, eval=TRUE} +```{r Ex, eval=TRUE, message=FALSE} library(dplyr) -AUS_sqlite <- tbl(src_sqlite(path.expand("~/GSOD.gpkg")), "GSOD") +AUS_sqlite <- tbl(src_sqlite(file.path(tempdir(), "GSOD.gpkg")), "GSOD") class(AUS_sqlite) ``` diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd index 7c5440ca..d5dd35d7 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -27,7 +27,7 @@ PHL <- st_as_sf(x = PHL, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") -write_sf(PHL, "~/PHL-2010.gpkg") +write_sf(obj = PHL, dsn = file.path(tempdir(), "/PHL-2010.gpkg")) ``` ## Example - Use the GeoPackage File to Create a KML File @@ -41,18 +41,9 @@ library(rgdal) library(spacetime) library(plotKML) -layers <- ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")) -pnts <- readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]) -``` - -``` -## OGR data source with driver: GPKG -## Source: "/Users/adamsparks/PHL-2010.gpkg", layer: "PHL-2010" -## with 4709 features -## It has 42 fields -``` +layers <- ogrListLayers(dsn = file.path(tempdir(), "PHL-2010.gpkg")) +pnts <- readOGR(dsn = file.path(tempdir(), ("PHL-2010.gpkg"), layers[1]) -```r # Plot results in Google Earth as a spacetime object: pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) row.names(pnts) <- paste("point", 1:nrow(pnts), sep = "") @@ -79,6 +70,13 @@ kml( system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") ``` +``` +## Error: :9:1: unexpected symbol +## 8: # Plot results in Google Earth as a spacetime object: +## 9: pnts +## ^ +``` + ## Example - Compare the GSOD Weather Data From the Philippines With Climate Data Provided by the _GSODRdata_ Package. diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index 2a2916f1..c846aadd 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -57,7 +57,7 @@ PHL <- st_as_sf(x = PHL, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") -write_sf(PHL, "~/PHL-2010.gpkg") +write_sf(obj = PHL, dsn = file.path(tempdir(), "/PHL-2010.gpkg")) ``` ## Example - Use the GeoPackage File to Create a KML File @@ -70,8 +70,8 @@ library(rgdal) library(spacetime) library(plotKML) -layers <- ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")) -pnts <- readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]) +layers <- ogrListLayers(dsn = file.path(tempdir(), "PHL-2010.gpkg")) +pnts <- readOGR(dsn = file.path(tempdir(), ("PHL-2010.gpkg"), layers[1]) # Plot results in Google Earth as a spacetime object: pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) diff --git 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zHV^*iy8Q?T$#gkR&iY0j>Q-(L;VN}kb)6$N5+|1RDyzZ*O^Z+zjG@4csZ2xg|)WhdVF3lbu`5XoYgjYNR|D7;aT KDVH)1{Qm&G4(@aS From 1e81ffa76ec3b4063f83560ff89f240aeaab431e Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 07:02:30 +1000 Subject: [PATCH 40/62] Combine isd_history and country_list files --- data-raw/README.md | 10 --- data-raw/fetch_country-list.Rmd | 95 -------------------- data-raw/fetch_country-list.md | 149 -------------------------------- data-raw/fetch_isd-history.Rmd | 30 +++++++ data-raw/fetch_isd-history.md | 83 ++++++++++++------ inst/extdata/country_list.rda | Bin 2837 -> 0 bytes inst/extdata/isd_history.rda | Bin 452292 -> 444969 bytes 7 files changed, 87 insertions(+), 280 deletions(-) delete mode 100644 data-raw/fetch_country-list.Rmd delete mode 100644 data-raw/fetch_country-list.md delete mode 100644 inst/extdata/country_list.rda diff --git a/data-raw/README.md b/data-raw/README.md index 6bb72047..b9069cf6 100644 --- a/data-raw/README.md +++ b/data-raw/README.md @@ -1,16 +1,6 @@ # GSODR data-raw contents -## Fetch country-list - -This document details how to fetch the country list provided by the NCEI for -the GSOD stations from the server and merge it with ISO codes from the -[_countrycode_](https://cran.r-project.org/package=countrycode) -package for inclusion in the _GSODR_ package in /data/country-list.rda. These -codes are used when a user selects a single country for a data query. - -[fetch_country-list.md](fetch_country-list.md) - ## Fetch isd-history This document details how the GSOD station history data file, diff --git a/data-raw/fetch_country-list.Rmd b/data-raw/fetch_country-list.Rmd deleted file mode 100644 index 91360651..00000000 --- a/data-raw/fetch_country-list.Rmd +++ /dev/null @@ -1,95 +0,0 @@ ---- -title: "Fetch GSOD Country List and Merge with ISO Country Codes" -author: "Adam H. Sparks" -date: "`r Sys.Date()`" -output: github_document ---- - -```{r setup, include=FALSE} -knitr::opts_chunk$set(echo = TRUE) -``` -# Introduction - -This document details how to fetch the country list provided by the NCEI for -the GSOD stations from the FTP server and merge it with ISO codes from the -[_countrycode_](https://cran.r-project.org/package=countrycode) -package for inclusion in the _GSODR_ package in `/data/country-list.rda`. These -codes are used when a user selects a single country for a data query. - -# R Data Processing - -Read "country-list.txt" file from NCEI FTP server and merge with _countrycode_ -data. - -```{r download-merge-inspect, echo=TRUE, messages=FALSE} -if (!require("countrycode")) -{ - install.packages("countrycode", - repos = c(CRAN = "https://cran.rstudio.com")) -} - -if (!require("data.table")) -{ - install.packages("data.table", - repos = c(CRAN = "https://cran.rstudio.com")) -} -``` - -```{r read-table, echo=TRUE, messages=FALSE} -countries <- - readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] - -countries <- read.fwf(textConnection(countries), widths = c(3, 59)) - -names(countries) <- c("fips", "country_name") -countries <- countries[-1, ] # drop first row that contained colnames - -countries <- - data.frame(lapply(countries, as.character), stringsAsFactors = FALSE) -countries <- - data.frame(lapply(countries, trimws), stringsAsFactors = FALSE) -countries$country_name <- toupper(countries$country_name) - -country_list <- merge(x = countries, - y = countrycode::codelist, - by = "fips") -``` - -There are unnecessary data in several columns. _GSODR_ only requires the FIPS -code, country name, and ISO codes to function. - - -```{r remove-uncessesary, echo=TRUE, messages=FALSE} -country_list <- country_list[, c("fips", - "country_name", - "iso2c", - "iso3c")] -names(country_list) <- toupper(names(country_list)) -data.table::setDT(country_list, key = "FIPS") - -country_list -``` - -Write .rda file to disk. - -```{r write, echo=TRUE, messages=FALSE} -save(country_list, file = "../inst/extdata/country_list.rda", - compress = "bzip2", - version = 2) -``` -# Notes - -## NOAA Policy - -Users of these data should take into account the following (from the -[NCEI website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabbv=&georegionabbv=)): - -> "The following data and products may have conditions placed on their international commercial use. They can be used within the U.S. or for non-commercial international activities without restriction. The non-U.S. data cannot be redistributed for commercial purposes. Re-distribution of these data by others must provide this same notification." - -[WMO Resolution 40. NOAA Policy](http://www.wmo.int/pages/about/Resolution40.html) - -## R System Information - -```{r system information, echo=FALSE} -sessioninfo::session_info() -``` diff --git a/data-raw/fetch_country-list.md b/data-raw/fetch_country-list.md deleted file mode 100644 index a18444dc..00000000 --- a/data-raw/fetch_country-list.md +++ /dev/null @@ -1,149 +0,0 @@ -Fetch GSOD Country List and Merge with ISO Country Codes -================ -Adam H. Sparks -2019-09-01 - -# Introduction - -This document details how to fetch the country list provided by the NCEI -for the GSOD stations from the FTP server and merge it with ISO codes -from the [*countrycode*](https://cran.r-project.org/package=countrycode) -package for inclusion in the *GSODR* package in -`/data/country-list.rda`. These codes are used when a user selects a -single country for a data query. - -# R Data Processing - -Read “country-list.txt” file from NCEI FTP server and merge with -*countrycode* data. - -``` r -if (!require("countrycode")) -{ - install.packages("countrycode", - repos = c(CRAN = "https://cran.rstudio.com")) -} -``` - - ## Loading required package: countrycode - -``` r -if (!require("data.table")) -{ - install.packages("data.table", - repos = c(CRAN = "https://cran.rstudio.com")) -} -``` - - ## Loading required package: data.table - -``` r -countries <- - readLines("https://www1.ncdc.noaa.gov/pub/data/igra/igra2-country-list.txt")[-2] - -countries <- read.fwf(textConnection(countries), widths = c(3, 59)) - -names(countries) <- c("fips", "country_name") -countries <- countries[-1, ] # drop first row that contained colnames - -countries <- - data.frame(lapply(countries, as.character), stringsAsFactors = FALSE) -countries <- - data.frame(lapply(countries, trimws), stringsAsFactors = FALSE) -countries$country_name <- toupper(countries$country_name) - -country_list <- merge(x = countries, - y = countrycode::codelist, - by = "fips") -``` - -There are unnecessary data in several columns. *GSODR* only requires the -FIPS code, country name, and ISO codes to function. - -``` r -country_list <- country_list[, c("fips", - "country_name", - "iso2c", - "iso3c")] -names(country_list) <- toupper(names(country_list)) -data.table::setDT(country_list, key = "FIPS") - -country_list -``` - - ## FIPS COUNTRY_NAME ISO2C ISO3C - ## 1: AF AFGHANISTAN AF AFG - ## 2: AG ALGERIA DZ DZA - ## 3: AJ AZERBAIJAN AZ AZE - ## 4: AM ARMENIA AM ARM - ## 5: AO ANGOLA AO AGO - ## --- - ## 199: WI WESTERN SAHARA EH ESH - ## 200: WS SAMOA WS WSM - ## 201: YM YEMEN YE YEM - ## 202: ZA ZAMBIA ZM ZMB - ## 203: ZI ZIMBABWE ZW ZWE - -Write .rda file to disk. - -``` r -save(country_list, file = "../inst/extdata/country_list.rda", - compress = "bzip2", - version = 2) -``` - -# Notes - -## NOAA Policy - -Users of these data should take into account the following (from the -[NCEI -website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabbv=&georegionabbv=)): - -> “The following data and products may have conditions placed on their -> international commercial use. They can be used within the U.S. or for -> non-commercial international activities without restriction. The -> non-U.S. data cannot be redistributed for commercial purposes. -> Re-distribution of these data by others must provide this same -> notification.” - -[WMO Resolution 40. NOAA -Policy](http://www.wmo.int/pages/about/Resolution40.html) - -## R System Information - - ## ─ Session info ────────────────────────────────────────────────────────── - ## setting value - ## version R version 3.6.1 (2019-07-05) - ## os macOS Mojave 10.14.6 - ## system x86_64, darwin15.6.0 - ## ui X11 - ## language (EN) - ## collate en_AU.UTF-8 - ## ctype en_AU.UTF-8 - ## tz Australia/Brisbane - ## date 2019-09-01 - ## - ## ─ Packages ────────────────────────────────────────────────────────────── - ## package * version date lib source - ## assertthat 0.2.1 2019-03-21 [1] CRAN (R 3.6.0) - ## cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.0) - ## countrycode * 1.1.0 2018-10-27 [1] CRAN (R 3.6.0) - ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0) - ## data.table * 1.12.2 2019-04-07 [1] CRAN (R 3.6.0) - ## digest 0.6.20 2019-07-04 [1] CRAN (R 3.6.0) - ## evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.0) - ## htmltools 0.3.6 2017-04-28 [1] CRAN (R 3.6.0) - ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.1) - ## magrittr 1.5 2014-11-22 [1] CRAN (R 3.6.0) - ## Rcpp 1.0.2 2019-07-25 [1] CRAN (R 3.6.0) - ## rmarkdown 1.15 2019-08-21 [1] CRAN (R 3.6.0) - ## sessioninfo 1.1.1 2018-11-05 [1] CRAN (R 3.6.0) - ## stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0) - ## stringr 1.4.0 2019-02-10 [1] CRAN (R 3.6.0) - ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0) - ## xfun 0.9 2019-08-21 [1] CRAN (R 3.6.0) - ## yaml 2.2.0 2018-07-25 [1] CRAN (R 3.6.0) - ## - ## [1] /Users/adamsparks/Library/R/3.x/library - ## [2] /Library/Frameworks/R.framework/Versions/3.6/Resources/library diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index 4dd39856..5c84fdcd 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -34,6 +34,12 @@ if (!require("skimr")) { install.packages("skimr", repos = "https://cran.rstudio.com/") } +if (!require("countrycode")) +{ + install.packages("countrycode", + repos = c(CRAN = "https://cran.rstudio.com")) +} + if (!require("data.table")) { install.packages("data.table", repos = "https://cran.rstudio.com/") } @@ -71,6 +77,30 @@ isd_history <- subset(isd_history, STNID_len == 12) isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] ``` +## Add country names based on FIPS + +```{r merge-country, eval=TRUE, message=FALSE} +isd_history <- + isd_history[countrycode::codelist, on = c("CTRY" = "fips")] + +isd_history <- isd_history[, c( + "STNID", + "NAME", + "LAT", + "LON", + "CTRY", + "STATE", + "BEGIN", + "END", + "country.name.en", + "iso2c", + "iso3c" +)] + +names(isd_history) <- toupper(names(isd_history)) +setnames(isd_history, "CTRY", "FIPS") +``` + ## View and save the data ```{r view-and-save} diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index f40a60e4..18b3fa08 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -1,7 +1,7 @@ Fetch, Clean and Correct Altitude in GSOD ‘isd\_history.csv’ Data ================ Adam H. Sparks -2019-09-01 +2019-09-02 # Introduction @@ -34,6 +34,12 @@ if (!require("skimr")) { install.packages("skimr", repos = "https://cran.rstudio.com/") } +if (!require("countrycode")) +{ + install.packages("countrycode", + repos = c(CRAN = "https://cran.rstudio.com")) +} + if (!require("data.table")) { install.packages("data.table", repos = "https://cran.rstudio.com/") } @@ -71,36 +77,60 @@ isd_history <- subset(isd_history, STNID_len == 12) isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] ``` +## Add country names based on FIPS + +``` r +isd_history <- + isd_history[countrycode::codelist, on = c("CTRY" = "fips")] + +isd_history <- isd_history[, c( + "STNID", + "NAME", + "LAT", + "LON", + "CTRY", + "STATE", + "BEGIN", + "END", + "country.name.en", + "iso2c", + "iso3c" +)] + +names(isd_history) <- toupper(names(isd_history)) +setnames(isd_history, "CTRY", "FIPS") +``` + ## View and save the data ``` r isd_history ``` - ## STNID NAME CTRY STATE LAT - ## 1: 008268-99999 WXPOD8278 AF 32.950 - ## 2: 010010-99999 JAN MAYEN(NOR-NAVY) NO 70.933 - ## 3: 010014-99999 SORSTOKKEN NO 59.792 - ## 4: 010015-99999 BRINGELAND NO 61.383 - ## 5: 010016-99999 RORVIK/RYUM NO 64.850 - ## --- - ## 26801: A00023-63890 WHITEHOUSE NAVAL OUTLYING FIELD US FL 30.350 - ## 26802: A00024-53848 CHOCTAW NAVAL OUTLYING FIELD US FL 30.507 - ## 26803: A00026-94297 COUPEVILLE/NOLF US WA 48.217 - ## 26804: A00029-63820 EVERETT-STEWART AIRPORT US TN 36.380 - ## 26805: A00032-25715 ATKA AIRPORT US AK 52.220 - ## LON BEGIN END - ## 1: 65.567 20100519 20120323 - ## 2: -8.667 19310101 20190829 - ## 3: 5.341 19861120 20190829 - ## 4: 5.867 19870117 20081231 - ## 5: 11.233 19870116 19910806 - ## --- - ## 26801: -81.883 20070601 20190829 - ## 26802: -86.960 20070601 20190829 - ## 26803: -122.633 20060324 20150514 - ## 26804: -88.985 20130627 20190830 - ## 26805: -174.206 20060101 20190830 + ## STNID NAME LAT LON FIPS STATE BEGIN + ## 1: 008268-99999 WXPOD8278 32.950 65.567 AF 20100519 + ## 2: 409000-99999 DARWAZ 38.433 70.800 AF 19730304 + ## 3: 409010-99999 KHWAHAN 37.883 70.217 AF 19730629 + ## 4: 409030-99999 KHWAJA-GHAR 37.083 69.433 AF 20010925 + ## 5: 409040-99999 FAIZABAD 37.117 70.517 AF 19730304 + ## --- + ## 26689: 679770-99999 BUFFALO RANGE -21.008 31.579 ZI 19651201 + ## 26690: 679790-99999 ZAKA -20.333 31.467 ZI 19870307 + ## 26691: 679830-99999 CHIPINGE -20.200 32.617 ZI 19490103 + ## 26692: 679890-99999 RUPISI -20.417 32.317 ZI 19620701 + ## 26693: 679910-99999 BEITBRIDGE -22.217 30.000 ZI 19620701 + ## END COUNTRY.NAME.EN ISO2C ISO3C + ## 1: 20120323 Afghanistan AF AFG + ## 2: 20070905 Afghanistan AF AFG + ## 3: 20070608 Afghanistan AF AFG + ## 4: 20010925 Afghanistan AF AFG + ## 5: 20130703 Afghanistan AF AFG + ## --- + ## 26689: 20190829 Zimbabwe ZW ZWE + ## 26690: 20190829 Zimbabwe ZW ZWE + ## 26691: 20190829 Zimbabwe ZW ZWE + ## 26692: 19680630 Zimbabwe ZW ZWE + ## 26693: 20190829 Zimbabwe ZW ZWE ``` r # write rda file to disk for use with GSODR package @@ -138,12 +168,13 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## collate en_AU.UTF-8 ## ctype en_AU.UTF-8 ## tz Australia/Brisbane - ## date 2019-09-01 + ## date 2019-09-02 ## ## ─ Packages ────────────────────────────────────────────────────────────── ## package * version date lib source ## assertthat 0.2.1 2019-03-21 [1] CRAN (R 3.6.0) ## cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.0) + ## countrycode * 1.1.0 2018-10-27 [1] CRAN (R 3.6.0) ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0) ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.1) ## data.table * 1.12.2 2019-04-07 [1] CRAN (R 3.6.0) diff --git a/inst/extdata/country_list.rda b/inst/extdata/country_list.rda deleted file mode 100644 index 446f7f120fe1c429d50a9ed9c0848a54de8c7cf0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2837 zcmV+w3+nVjT4*^jL0KkKS$0<#;Q$hBf5iX)|LbVu8UR24|M0&jo}fSg00;m9;0pg3 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ztV%3_{|rj}Iy{?=6~@brqT}DhkUoYVJNmLZYE~%tVv4Eb)>#uQt{Xw!*!TVPKx*shmndbqESDyUiY_*lK&qjn(De^?EMwG_ zw#RPUG`OIZoU5%>1Uc{YQa`B^(acUvin{r=SvHq>`Fx#CK!L~LyaWgkXHaZh2HFsZ zboH9n25HK85CGvzWH~&A?5Lt}Y_+n$x5^ad3q&1hxehqCArf}I;XrYYM;9hvs}DcH zEO*Q$-1L{wnu`Ipa`XBBjd>;#W5@QHd8v>0lQRKEQN(6>EpwTkx)8SAC0}^9$zg#z zV?m!(NWhDTBxHp_1X$}{lykBqg8;?IJ{dF*EXanEK>V)ASXXoX9ObQpCJ!v>?qHIv ziPDoBXzlSJGQteZQI}5^S9*j^hX#eR|1NB#!S*yFagHPp1le8#lpbO-AR#gW8pcV| zZZ`X~Te>%UV|}~hZ%ku@0PeG|AMJ*8J=Jl#I+&(1qgsG8-~ShKML1B9g&d19oSBk` From 12ccafe91cb365a5934d5f474a1c8c0a7bae6364 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 07:04:43 +1000 Subject: [PATCH 41/62] Rename col in isd-history --- data-raw/fetch_isd-history.Rmd | 6 +++++- data-raw/fetch_isd-history.md | 30 +++++++++++++++++------------- inst/extdata/isd_history.rda | Bin 444969 -> 444970 bytes 3 files changed, 22 insertions(+), 14 deletions(-) diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index 5c84fdcd..e30eb1ed 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -98,7 +98,11 @@ isd_history <- isd_history[, c( )] names(isd_history) <- toupper(names(isd_history)) -setnames(isd_history, "CTRY", "FIPS") +setnames( + isd_history, + old = c("CTRY", "COUNTRY.NAME.EN"), + new = c("FIPS", "COUNTRY_NAME") +) ``` ## View and save the data diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index 18b3fa08..2bc6061e 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -98,7 +98,11 @@ isd_history <- isd_history[, c( )] names(isd_history) <- toupper(names(isd_history)) -setnames(isd_history, "CTRY", "FIPS") +setnames( + isd_history, + old = c("CTRY", "COUNTRY.NAME.EN"), + new = c("FIPS", "COUNTRY_NAME") +) ``` ## View and save the data @@ -119,18 +123,18 @@ isd_history ## 26691: 679830-99999 CHIPINGE -20.200 32.617 ZI 19490103 ## 26692: 679890-99999 RUPISI -20.417 32.317 ZI 19620701 ## 26693: 679910-99999 BEITBRIDGE -22.217 30.000 ZI 19620701 - ## END COUNTRY.NAME.EN ISO2C ISO3C - ## 1: 20120323 Afghanistan AF AFG - ## 2: 20070905 Afghanistan AF AFG - ## 3: 20070608 Afghanistan AF AFG - ## 4: 20010925 Afghanistan AF AFG - ## 5: 20130703 Afghanistan AF AFG - ## --- - ## 26689: 20190829 Zimbabwe ZW ZWE - ## 26690: 20190829 Zimbabwe ZW ZWE - ## 26691: 20190829 Zimbabwe ZW ZWE - ## 26692: 19680630 Zimbabwe ZW ZWE - ## 26693: 20190829 Zimbabwe ZW ZWE + ## END COUNTRY_NAME ISO2C ISO3C + ## 1: 20120323 Afghanistan AF AFG + ## 2: 20070905 Afghanistan AF AFG + ## 3: 20070608 Afghanistan AF AFG + ## 4: 20010925 Afghanistan AF AFG + ## 5: 20130703 Afghanistan AF AFG + ## --- + ## 26689: 20190829 Zimbabwe ZW ZWE + ## 26690: 20190829 Zimbabwe ZW ZWE + ## 26691: 20190829 Zimbabwe ZW ZWE + ## 26692: 19680630 Zimbabwe ZW ZWE + ## 26693: 20190829 Zimbabwe ZW ZWE ``` r # write rda file to disk for use with GSODR package diff --git a/inst/extdata/isd_history.rda b/inst/extdata/isd_history.rda index 0a0b586627263ad130d0b38556954dca5d3a88f1..211e6ed249d4b818efc7cfc4bdbfd7811efc44da 100644 GIT binary patch delta 3147 zcmV-R47Bs9lpCs)8-RoXgaU*Egam{Iv<9oae}75POMqj$-}*m~m_PskMgR~0|NJl6 z=O7RO03ZMY004LeZ??z6fB-5$0H6_2s;VSNswq`cQ9^(K0;)g)l2uZS2_%g*N2%(1 zhH7Lo0f^Cr0kt;Jp_BAT^*>WnBSr~?X`sn~O*GM_j2yrw089V^U;rin2QUeM69531 ze*g)90Gg>2Mu~u?5vHl_L^Nn<^nd^XN{D~}5Q?6X9;c`P$PAc)|D?{i>p~#7;-OV1 zujbtM$Hy1Q5HC_R4+fCz1qcL7AS9PF^pNJ|+?j+^)dGhy1~Md7M8*`*<;8%gWBFgI zPp=tTr&~G%0FnV^NJTIEze-b z{oDQh$&Q9CzI_$);;WYdH}B96f7*R1)8#t%?uSohcq^~ep1!0x1mnlg=iMB?4-og` zz1Lm~vGdR5U!e!qu{8H1>{rd6!}GK`$lB?l#q=}wWpS5%zCQm$!^hmOLFcu*il3F^gm6hWRX;TLY_Yye zw_i~;@S2G<*0k+EoR(tp#hZv-9v*ZXbo27Mja{*3Ln{YA!pu zi5>Zh+0ZOyx0DY}w5{3Wf2nQwZl$CKk}-v{BI>lW$D|;7q^xcganq*{BAvU;w3f@P z7>T#VCj zsL>nhjTqg!Vp`|C7XBNiJ$|ZmpvO-XD&xw$S%B@HGGdf-&eEsaf0LW{!aY54=#*>j zM#8hWO2VIdb(XzVDXFJPU%p+T5^1-;jv&t>@7~;6V)5@kq^8%7OXn#^%V*zerraSq;hIoqcTA<*V1@-TlBOP1)Rc8J;i@wtT4(Z=8VSELwJv)V zvAWx!76H?DqF&o~e^#5P5j8R6GH`6R?)F#9YOR_1rx+aZl{E5)>#?{&yPt|%{S~*| zn=EZQbb9+9HtfM%H)ux=JXNmWP-PZ5LaXW;?dEXVzE@js#X0l)jfp2Z zr%gVM@?1AuHQP<25jF`i+<47Zqly|}G9ty|mLjMxS?nukKXZ7j>%6lf(^+fVX291H zn|4%{mV&eDe-<}f?CZ7G{4c%l_wKXbOZAZa_(G9WC@fYWqDf!J>;Heoe=6nIr_;PL zl!NS*@9p;N`Xu~;!lnLtO^D=_2}9! 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zED?hS6ueP{pIe!yak82`n#7+>4M$?IRI?F)F+&tNbb{kkkXudbd$lD8m1$jRLwySz zsOfEJcPTi?xv5RSx-7%0QpRd$s9aKRc2;6dO4^k{Z+}D%b;^>1RH_R?mC;*cmt%Qc z%Mn|mws`TnbH@6vb3wFsSE<)-3N+LAH7*r#$Z^WT!i*@!FqlsXR$`bbn5P{hG4bK4 zIdiXitE8Njwsfkk;cw;1TQnvnyrl*L<#0=*fEq(EwZt|qB{-FDlbWqnaY?fp5a&vasQ6OZ4zxN&bv;s}qOWQ` zq0S_FDmT#W5;#R~>wqypLI{FB0t^8K07U>vk+UhTLuM$+Sp0M+9d$j;$Qsw3NEr;S k$UN1iug^uTHJLwE2N47TRS0pA|1ozYQ-uix(*wk=Fz>DXt^fc4 From 95e2ec6bc5937ca2f9f17654a984035d4f25651c Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 07:12:05 +1000 Subject: [PATCH 42/62] strip out use of country_list.rda --- R/get_GSOD.R | 13 +++++-------- R/internal_functions.R | 30 ++++++++++++++---------------- tests/testthat/test-get_GSOD.R | 28 ++++++++++++++-------------- tests/testthat/test-process_csv.R | 3 +-- vignettes/GSODR.Rmd.orig | 7 ++----- 5 files changed, 36 insertions(+), 45 deletions(-) diff --git a/R/get_GSOD.R b/R/get_GSOD.R index 94529171..8611cfd8 100644 --- a/R/get_GSOD.R +++ b/R/get_GSOD.R @@ -152,17 +152,14 @@ get_GSOD <- function(years, if (!is.null(country)) { # Load country list # CRAN NOTE avoidance - country_list <- NULL # nocov - load(system.file("extdata", "country_list.rda", package = "GSODR")) # nocov - country <- .validate_country(country, country_list) + country <- .validate_country(country, isd_history) file_list <- - .subset_country_list(country, - country_list, - file_list, - isd_history, - years) + .subset_country_list(country = country, + isd_history = isd_history, + file_list = file_list, + years = years) } # Validate stations for missing days ----------------------------------------- diff --git a/R/internal_functions.R b/R/internal_functions.R index 5eac2904..a1448d9e 100644 --- a/R/internal_functions.R +++ b/R/internal_functions.R @@ -64,40 +64,40 @@ #' Validate Country Requests #' #' @param country User requested country name -#' @param country_list country_list file from NCEI provided by GSODR +#' @param isd_history Data provided from NCEI on stations' locations and years #' @keywords internal #' @return A validated country name #' @noRd .validate_country <- - function(country, country_list) { + function(country, isd_history) { if (!is.null(country)) { country <- toupper(trimws(country[1])) nc <- nchar(country) if (nc == 3) { - if (country %in% country_list$ISO3C) { - c <- which(country == country_list$ISO3C) - country <- country_list[[c, 1]] + if (country %in% isd_history$ISO3C) { + c <- which(country == isd_history$ISO3C) + country <- isd_history[[c, 1]] } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", "letter ISO country code\n") } } else if (nc == 2) { - if (country %in% country_list$ISO2C) { - c <- which(country == country_list$ISO2C) - country <- country_list[[c, 1]] - } else if (country %in% country_list$FIPS) { - c <- which(country == country_list$FIPS) - country <- country_list[[c, 1]] + if (country %in% isd_history$ISO2C) { + c <- which(country == isd_history$ISO2C) + country <- isd_history[[c, 1]] + } else if (country %in% isd_history$FIPS) { + c <- which(country == isd_history$FIPS) + country <- isd_history[[c, 1]] } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", "\nletter ISO country code") } - } else if (country %in% country_list$COUNTRY_NAME) { - c <- which(country == country_list$COUNTRY_NAME) - country <- country_list[[c, 1]] + } else if (country %in% isd_history$COUNTRY_NAME) { + c <- which(country == isd_history$COUNTRY_NAME) + country <- isd_history[[c, 1]] } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", @@ -263,7 +263,6 @@ #' Subset Country List #' #' @param country Country of interest to subset on -#' @param country_list Country list file provided by NCEI as a part of GSODR #' @param GSOD_list List of GSOD files to be subset #' @param isd_history isd_history.csv file from NCEI provided by GSODR #' @param years Years being requested @@ -273,7 +272,6 @@ .subset_country_list <- function(country, - country_list, file_list, isd_history, years) { diff --git a/tests/testthat/test-get_GSOD.R b/tests/testthat/test-get_GSOD.R index 91671aa5..d2df15d3 100644 --- a/tests/testthat/test-get_GSOD.R +++ b/tests/testthat/test-get_GSOD.R @@ -142,19 +142,19 @@ test_that("The 'max_missing' parameter will not accept values < 1", { test_that("Check validate country returns a two letter code", { # Load country list # CRAN NOTE avoidance - country_list <- NULL - load(system.file("extdata", "country_list.rda", package = "GSODR")) + isd_history <- NULL + load(system.file("extdata", "isd_history.rda", package = "GSODR")) country <- "Philippines" - Philippines <- .validate_country(country, country_list) + Philippines <- .validate_country(country, isd_history) expect_match(Philippines, "RP") country <- "PHL" - PHL <- .validate_country(country, country_list) + PHL <- .validate_country(country, isd_history) expect_match(PHL, "RP") country <- "PH" - PH <- .validate_country(country, country_list) + PH <- .validate_country(country, isd_history) expect_match(PH, "RP") }) @@ -162,30 +162,30 @@ test_that("Check validate country returns a two letter code", { test_that("Check validate country returns an error on invalid entry when mispelled", { - country_list <- NULL - load(system.file("extdata", "country_list.rda", package = "GSODR")) + isd_history <- NULL + load(system.file("extdata", "isd_history.rda", package = "GSODR")) country <- "Philipines" - expect_error(.validate_country(country, country_list)) + expect_error(.validate_country(country, isd_history)) }) test_that( "Check validate country returns an error on invalid entry when two two characters are used that are not in the list", { - country_list <- NULL - load(system.file("extdata", "country_list.rda", package = "GSODR")) + isd_history <- NULL + load(system.file("extdata", "isd_history.rda", package = "GSODR")) country <- "RZ" - expect_error(.validate_country(country, country_list)) + expect_error(.validate_country(country, isd_history)) }) test_that( "Check validate country returns an error on invalid entry when two three characters are used that are not in the list", { - country_list <- NULL - load(system.file("extdata", "country_list.rda", package = "GSODR")) + isd_history <- NULL + load(system.file("extdata", "isd_history.rda", package = "GSODR")) country <- "RPS" - expect_error(.validate_country(country, country_list)) + expect_error(.validate_country(country, isd_history)) }) test_that("Timeout options are reset on get_GSOD() exit", { diff --git a/tests/testthat/test-process_csv.R b/tests/testthat/test-process_csv.R index 5fd6d473..d18fed1b 100644 --- a/tests/testthat/test-process_csv.R +++ b/tests/testthat/test-process_csv.R @@ -19,7 +19,7 @@ test_that( load(system.file("extdata", "isd_history.rda", package = "GSODR")) stations <- isd_history - load(system.file("extdata", "country_list.rda", + load(system.file("extdata", "isd_history.rda", package = "GSODR")) GSOD_list <- .download_files(station, @@ -31,7 +31,6 @@ test_that( expect_length(agro_list, 7491) RP_list <- .subset_country_list(country, - country_list, GSOD_list, stations, years) diff --git a/vignettes/GSODR.Rmd.orig b/vignettes/GSODR.Rmd.orig index eedbf86e..03f3c968 100644 --- a/vignettes/GSODR.Rmd.orig +++ b/vignettes/GSODR.Rmd.orig @@ -67,18 +67,15 @@ easy to find all stations in Australia. ```{r Ex1, eval=TRUE, message=FALSE} library(GSODR) -library(data.table) -load(system.file("extdata", "country_list.rda", package = "GSODR")) -load(system.file("extdata", "isd_history.rda", package = "GSODR")) -station_locations <- - isd_history[country_list, on = c("CTRY" = "FIPS")] +load(system.file("extdata", "isd_history.rda", package = "GSODR")) # create data.frame for Australia only Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") Oz +# Look for a specific town in Australia subset(Oz, grepl("TOOWOOMBA", NAME)) ``` From 160670ccc47c5102d1f3175f53e45129e3b0ef7e Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 07:22:55 +1000 Subject: [PATCH 43/62] Convert country names to all caps --- data-raw/fetch_isd-history.Rmd | 4 ++++ data-raw/fetch_isd-history.md | 24 ++++++++++++++---------- inst/extdata/isd_history.rda | Bin 444970 -> 444868 bytes 3 files changed, 18 insertions(+), 10 deletions(-) diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index e30eb1ed..2a0d5e6b 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -97,12 +97,16 @@ isd_history <- isd_history[, c( "iso3c" )] +# set colnames to upper case names(isd_history) <- toupper(names(isd_history)) setnames( isd_history, old = c("CTRY", "COUNTRY.NAME.EN"), new = c("FIPS", "COUNTRY_NAME") ) + +# set country names to be upper case for easier internal verifications +isd_history[, COUNTRY_NAME := toupper(COUNTRY_NAME)] ``` ## View and save the data diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index 2bc6061e..93c33166 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -97,12 +97,16 @@ isd_history <- isd_history[, c( "iso3c" )] +# set colnames to upper case names(isd_history) <- toupper(names(isd_history)) setnames( isd_history, old = c("CTRY", "COUNTRY.NAME.EN"), new = c("FIPS", "COUNTRY_NAME") ) + +# set country names to be upper case for easier internal verifications +isd_history[, COUNTRY_NAME := toupper(COUNTRY_NAME)] ``` ## View and save the data @@ -124,17 +128,17 @@ isd_history ## 26692: 679890-99999 RUPISI -20.417 32.317 ZI 19620701 ## 26693: 679910-99999 BEITBRIDGE -22.217 30.000 ZI 19620701 ## END COUNTRY_NAME ISO2C ISO3C - ## 1: 20120323 Afghanistan AF AFG - ## 2: 20070905 Afghanistan AF AFG - ## 3: 20070608 Afghanistan AF AFG - ## 4: 20010925 Afghanistan AF AFG - ## 5: 20130703 Afghanistan AF AFG + ## 1: 20120323 AFGHANISTAN AF AFG + ## 2: 20070905 AFGHANISTAN AF AFG + ## 3: 20070608 AFGHANISTAN AF AFG + ## 4: 20010925 AFGHANISTAN AF AFG + ## 5: 20130703 AFGHANISTAN AF AFG ## --- - ## 26689: 20190829 Zimbabwe ZW ZWE - ## 26690: 20190829 Zimbabwe ZW ZWE - ## 26691: 20190829 Zimbabwe ZW ZWE - ## 26692: 19680630 Zimbabwe ZW ZWE - ## 26693: 20190829 Zimbabwe ZW ZWE + ## 26689: 20190829 ZIMBABWE ZW ZWE + ## 26690: 20190829 ZIMBABWE ZW ZWE + ## 26691: 20190829 ZIMBABWE ZW ZWE + ## 26692: 19680630 ZIMBABWE ZW ZWE + ## 26693: 20190829 ZIMBABWE ZW ZWE ``` r # write rda file to disk for use with GSODR package diff --git a/inst/extdata/isd_history.rda b/inst/extdata/isd_history.rda index 211e6ed249d4b818efc7cfc4bdbfd7811efc44da..2d214a08daf02ec530bd962a92d443c3ef25799f 100644 GIT binary patch delta 83826 zcmV)QK(xQAlpDm88-RoXgaU*Egaot&N`wW>DJ|fEmrsNRE`KVjsG&d_0ivk@000g1 zz&!u}0000000G!?;!0000018By8c-ue#000000012T z3_;KU000000000000000000009Ro(|3IG8>0000002u)w00tjm003@L5O)AH00BZP zum_+3C;(^x1%ChlJ3{~rX`gEVI`m`$fB+~0f`Cw}0x1+dti(x0vryKRM%V#CKt6x~ z00-UTfCtti+4lSGz*RtmPyuPVj@jEN-*>#JZ+oDOG 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z!=-CS8evA|8g}iuamM!E!i*@!Fqlp9tfH7Hl8c^- z%D{s-pzN1O+PebOEqQWQnUfQLXDLB|xm)DrZ=li{hbT6~qijK+e9Qwqyq%%Xq@cnDwwzzZ32jm&vidG=OX_*cUz@4jy+XHOW- nBAxVGC4|vxS{w6nFtBcfd3bAML1B9p+p3wzn}b9 From 886861a7b6197e59a1454ee6a46e56afa8cc2ba3 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 08:52:37 +1000 Subject: [PATCH 44/62] remove timout options --- R/get_GSOD.R | 4 ---- R/get_inventory.R | 4 ---- R/update_station_list.R | 4 ---- tests/testthat/test-get_GSOD.R | 11 --------- tests/testthat/test-update_station_list.R | 27 ----------------------- 5 files changed, 50 deletions(-) diff --git a/R/get_GSOD.R b/R/get_GSOD.R index 8611cfd8..c99ae962 100644 --- a/R/get_GSOD.R +++ b/R/get_GSOD.R @@ -94,10 +94,6 @@ get_GSOD <- function(years, country = NULL, max_missing = NULL, agroclimatology = FALSE) { - # Create objects for use in retrieving files --------------------------------- - original_timeout <- options("timeout")[[1]] - options(timeout = 300) - on.exit(options(timeout = original_timeout)) # Validate user inputs ------------------------------------------------------- .validate_years(years) diff --git a/R/get_inventory.R b/R/get_inventory.R index f929f32f..de43d43e 100644 --- a/R/get_inventory.R +++ b/R/get_inventory.R @@ -28,10 +28,6 @@ get_inventory <- function() { load(system.file("extdata", "isd_history.rda", package = "GSODR")) #nocov - original_timeout <- options("timeout")[[1]] - options(timeout = 300) - on.exit(options(timeout = original_timeout)) - tryCatch({ curl::curl_download( "https://www1.ncdc.noaa.gov/pub/data/noaa/isd-inventory.txt", diff --git a/R/update_station_list.R b/R/update_station_list.R index fd00615d..9e5fecbb 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -43,10 +43,6 @@ update_station_list <- function() { call. = FALSE) } - original_timeout <- options("timeout")[[1]] - options(timeout = 300) - on.exit(options(timeout = original_timeout)) - tryCatch({ # download data isd_history <- diff --git a/tests/testthat/test-get_GSOD.R b/tests/testthat/test-get_GSOD.R index d2df15d3..bcabe695 100644 --- a/tests/testthat/test-get_GSOD.R +++ b/tests/testthat/test-get_GSOD.R @@ -188,17 +188,6 @@ test_that( expect_error(.validate_country(country, isd_history)) }) -test_that("Timeout options are reset on get_GSOD() exit", { - # get the original timeout value for net connections for last check to be sure - # get_GSOD() resets on exit. - skip_on_cran() - original_timeout <- options("timeout")[[1]] - x <- get_GSOD(years = 2010, station = "945520-99999") - expect_is(x, "data.frame") - expect_equal(options("timeout")[[1]], original_timeout) - rm(x) -}) - # Check that max_missing is not allowed for current year ----------------------- test_that("max_missing is not allowed for current year", { years <- 1983:format(Sys.Date(), "%Y") diff --git a/tests/testthat/test-update_station_list.R b/tests/testthat/test-update_station_list.R index 9d75bee9..fde7e974 100644 --- a/tests/testthat/test-update_station_list.R +++ b/tests/testthat/test-update_station_list.R @@ -10,30 +10,3 @@ test_that("If user selects no, database not updated", { options(GSODR_connection = stdin()) close(f) }) - -# update_forecast_locations() d-loads, imports file and resets timeout on exit-- -test_that("update_station_list() downloads and imports proper file", { - skip_on_cran() - f <- file() - options(GSODR_connection = f) - ans <- "yes" - write(ans, f) - expect_message(update_station_list()) - load(system.file("extdata", "isd_history.rda", package = "GSODR")) - expect_equal(ncol(isd_history), 8) - expect_named( - isd_history, - c("STNID", - "NAME", - "CTRY", - "STATE", - "LAT", - "LON", - "BEGIN", - "END" - ) - ) - expect_equal(options("timeout")[[1]], 60) - options(GSODR_connection = stdin()) - close(f) -}) From b7fefc7cfa8675e0dbdcd2f119a5729f77f14f6a Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Mon, 2 Sep 2019 08:52:47 +1000 Subject: [PATCH 45/62] Fix bug determining country --- R/internal_functions.R | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/R/internal_functions.R b/R/internal_functions.R index a1448d9e..4c890e99 100644 --- a/R/internal_functions.R +++ b/R/internal_functions.R @@ -77,7 +77,7 @@ if (nc == 3) { if (country %in% isd_history$ISO3C) { c <- which(country == isd_history$ISO3C) - country <- isd_history[[c, 1]] + country <- as.character(isd_history[c, "FIPS"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", @@ -86,10 +86,10 @@ } else if (nc == 2) { if (country %in% isd_history$ISO2C) { c <- which(country == isd_history$ISO2C) - country <- isd_history[[c, 1]] + country <- as.character(isd_history[c, "FIPS"][1]) } else if (country %in% isd_history$FIPS) { c <- which(country == isd_history$FIPS) - country <- isd_history[[c, 1]] + country <- as.character(isd_history[c, "FIPS"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", @@ -97,7 +97,7 @@ } } else if (country %in% isd_history$COUNTRY_NAME) { c <- which(country == isd_history$COUNTRY_NAME) - country <- isd_history[[c, 1]] + country <- as.character(isd_history[c, "FIPS"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", From f1fa5e9bdc7ab0ce8b965c83f4815f07c674072b Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 11:54:36 +1000 Subject: [PATCH 46/62] Fix colname for isd_history so that merging works in process_csv() --- data-raw/fetch_isd-history.Rmd | 4 ++-- data-raw/fetch_isd-history.md | 17 ++++++++--------- inst/extdata/isd_history.rda | Bin 444868 -> 444873 bytes 3 files changed, 10 insertions(+), 11 deletions(-) diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index 2a0d5e6b..aebd3479 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -101,8 +101,8 @@ isd_history <- isd_history[, c( names(isd_history) <- toupper(names(isd_history)) setnames( isd_history, - old = c("CTRY", "COUNTRY.NAME.EN"), - new = c("FIPS", "COUNTRY_NAME") + old = "COUNTRY.NAME.EN", + new = "COUNTRY_NAME" ) # set country names to be upper case for easier internal verifications diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index 93c33166..918c4b61 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -101,8 +101,8 @@ isd_history <- isd_history[, c( names(isd_history) <- toupper(names(isd_history)) setnames( isd_history, - old = c("CTRY", "COUNTRY.NAME.EN"), - new = c("FIPS", "COUNTRY_NAME") + old = "COUNTRY.NAME.EN", + new = "COUNTRY_NAME" ) # set country names to be upper case for easier internal verifications @@ -115,7 +115,7 @@ isd_history[, COUNTRY_NAME := toupper(COUNTRY_NAME)] isd_history ``` - ## STNID NAME LAT LON FIPS STATE BEGIN + ## STNID NAME LAT LON CTRY STATE BEGIN ## 1: 008268-99999 WXPOD8278 32.950 65.567 AF 20100519 ## 2: 409000-99999 DARWAZ 38.433 70.800 AF 19730304 ## 3: 409010-99999 KHWAHAN 37.883 70.217 AF 19730629 @@ -184,14 +184,14 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.0) ## countrycode * 1.1.0 2018-10-27 [1] CRAN (R 3.6.0) ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0) - ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.1) + ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.0) ## data.table * 1.12.2 2019-04-07 [1] CRAN (R 3.6.0) ## digest 0.6.20 2019-07-04 [1] CRAN (R 3.6.0) ## dplyr 0.8.3 2019-07-04 [1] CRAN (R 3.6.0) ## evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.0) ## glue 1.3.1 2019-03-12 [1] CRAN (R 3.6.0) ## htmltools 0.3.6 2017-04-28 [1] CRAN (R 3.6.0) - ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.1) + ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.0) ## magrittr 1.5 2014-11-22 [1] CRAN (R 3.6.0) ## pillar 1.4.2 2019-06-29 [1] CRAN (R 3.6.0) ## pkgconfig 2.0.2 2018-08-16 [1] CRAN (R 3.6.0) @@ -199,7 +199,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## R6 2.4.0 2019-02-14 [1] CRAN (R 3.6.0) ## Rcpp 1.0.2 2019-07-25 [1] CRAN (R 3.6.0) ## rlang 0.4.0 2019-06-25 [1] CRAN (R 3.6.0) - ## rmarkdown 1.15 2019-08-21 [1] CRAN (R 3.6.0) + ## rmarkdown 1.14 2019-07-12 [1] CRAN (R 3.6.0) ## sessioninfo * 1.1.1 2018-11-05 [1] CRAN (R 3.6.0) ## skimr * 1.0.7 2019-06-20 [1] CRAN (R 3.6.0) ## stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0) @@ -207,8 +207,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## tibble 2.1.3 2019-06-06 [1] CRAN (R 3.6.0) ## tidyselect 0.2.5 2018-10-11 [1] CRAN (R 3.6.0) ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0) - ## xfun 0.9 2019-08-21 [1] CRAN (R 3.6.0) + ## xfun 0.8 2019-06-25 [1] CRAN (R 3.6.0) ## yaml 2.2.0 2018-07-25 [1] CRAN (R 3.6.0) ## - ## [1] /Users/adamsparks/Library/R/3.x/library - ## [2] /Library/Frameworks/R.framework/Versions/3.6/Resources/library + ## [1] 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+77,7 @@ if (nc == 3) { if (country %in% isd_history$ISO3C) { c <- which(country == isd_history$ISO3C) - country <- as.character(isd_history[c, "FIPS"][1]) + country <- as.character(isd_history[c, "CTRY"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", @@ -86,10 +86,10 @@ } else if (nc == 2) { if (country %in% isd_history$ISO2C) { c <- which(country == isd_history$ISO2C) - country <- as.character(isd_history[c, "FIPS"][1]) - } else if (country %in% isd_history$FIPS) { - c <- which(country == isd_history$FIPS) - country <- as.character(isd_history[c, "FIPS"][1]) + country <- as.character(isd_history[c, "CTRY"][1]) + } else if (country %in% isd_history$CTRY) { + c <- which(country == isd_history$CTRY) + country <- as.character(isd_history[c, "CTRY"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", @@ -97,7 +97,7 @@ } } else if (country %in% isd_history$COUNTRY_NAME) { c <- which(country == isd_history$COUNTRY_NAME) - country <- as.character(isd_history[c, "FIPS"][1]) + country <- as.character(isd_history[c, "CTRY"][1]) } else { stop(call. = FALSE, "\nPlease provide a valid name or 2 or 3 ", From 5164e8e4a06d4d2b33d70546c04e2fc2eb7bcd65 Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 13:08:05 +1000 Subject: [PATCH 48/62] Fix bugs with joins --- R/get_GSOD.R | 1 + R/process_csv.R | 4 +++- R/reformat_GSOD.R | 1 + data-raw/fetch_isd-history.Rmd | 1 - data-raw/fetch_isd-history.md | 1 - 5 files changed, 5 insertions(+), 3 deletions(-) diff --git a/R/get_GSOD.R b/R/get_GSOD.R index c99ae962..8622fe71 100644 --- a/R/get_GSOD.R +++ b/R/get_GSOD.R @@ -125,6 +125,7 @@ get_GSOD <- function(years, # Load station list load(system.file("extdata", "isd_history.rda", package = "GSODR")) # nocov + setkeyv(isd_history, "STNID") # Validate user entered stations for existence in stations list from NCEI invisible(lapply( diff --git a/R/process_csv.R b/R/process_csv.R index ff8a61e1..3097f1e2 100644 --- a/R/process_csv.R +++ b/R/process_csv.R @@ -93,7 +93,6 @@ # Add STNID col -------------------------------------------------------------- DT[, STNID := gsub('^(.{6})(.*)$', '\\1-\\2', DT$STATION)] - setkey(DT, "STNID") # Add and convert date related columns --------------------------------------- DT[, YEARMODA := as.Date(DATE, format = "%Y-%m-%d")] @@ -159,6 +158,7 @@ DT[, FRSHTT := NULL] # Join with internal isd-history for CTRY column ----------------------------- + setkey(DT, STNID) DT <- isd_history[DT] # drop extra cols @@ -215,5 +215,7 @@ "RH" ) ) + # drop extra cols before returning object + DT[, c("COUNTRY_NAME", "ISO2C", "ISO3C") := NULL] return(DT) } diff --git a/R/reformat_GSOD.R b/R/reformat_GSOD.R index 0dc1d40b..a2968fd3 100644 --- a/R/reformat_GSOD.R +++ b/R/reformat_GSOD.R @@ -84,6 +84,7 @@ reformat_GSOD <- function(dsn = NULL, file_list = NULL) { isd_history <- NULL # nocov load(system.file("extdata", "isd_history.rda", package = "GSODR")) # nocov + setkeyv(isd_history, "STNID") # If dsn !NULL, create a list of files to reformat if (!is.null(dsn)) { diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index aebd3479..ab27ab9f 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -67,7 +67,6 @@ isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] isd_history[, STNID := paste(USAF, WBAN, sep = "-")] setcolorder(isd_history, "STNID") setnames(isd_history, "STATION NAME", "NAME") -setkey(isd_history, "STNID") # drop stations not in GSOD data isd_history[, STNID_len := nchar(STNID)] diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index 918c4b61..fd0fbe92 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -67,7 +67,6 @@ isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] isd_history[, STNID := paste(USAF, WBAN, sep = "-")] setcolorder(isd_history, "STNID") setnames(isd_history, "STATION NAME", "NAME") -setkey(isd_history, "STNID") # drop stations not in GSOD data isd_history[, STNID_len := nchar(STNID)] From dc43c3036effa2a2d67fcca53766d1781d27f971 Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 13:08:09 +1000 Subject: [PATCH 49/62] Update test-process_csv.R --- tests/testthat/test-process_csv.R | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/testthat/test-process_csv.R b/tests/testthat/test-process_csv.R index d18fed1b..d93a44a6 100644 --- a/tests/testthat/test-process_csv.R +++ b/tests/testthat/test-process_csv.R @@ -17,6 +17,7 @@ test_that( station <- NULL load(system.file("extdata", "isd_history.rda", package = "GSODR")) + setkey(isd_history, "STNID") stations <- isd_history load(system.file("extdata", "isd_history.rda", @@ -28,7 +29,7 @@ test_that( agro_list <- .agroclimatology_list(GSOD_list, stations, years) - expect_length(agro_list, 7491) + expect_length(agro_list, 7477) RP_list <- .subset_country_list(country, GSOD_list, From 70f2f91821056e842b9a7ea4ef71c56864b5cc8f Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 13:15:06 +1000 Subject: [PATCH 50/62] Remove rgeos from suggests, not used --- DESCRIPTION | 1 - 1 file changed, 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 718a6b3b..40f318fc 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -63,7 +63,6 @@ Suggests: plotKML, reshape2, rgdal (>= 1.1-9), - rgeos, rmarkdown, roxygen2 (>= 6.1.0), sf, From 5e497f14919f8b87296d366e8bd7cc81eaf6a155 Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 14:28:20 +1000 Subject: [PATCH 51/62] Fix bug where GSOD didn't exist in example --- vignettes/Spatial.Rmd.orig | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/vignettes/Spatial.Rmd.orig b/vignettes/Spatial.Rmd.orig index 12ec305e..45d25182 100644 --- a/vignettes/Spatial.Rmd.orig +++ b/vignettes/Spatial.Rmd.orig @@ -44,10 +44,17 @@ The standard is widely implemented in spatial databases (such as PostGIS), commercial GIS (e.g., ESRI ArcGIS) and forms the vector data basis for libraries such as GDAL. A subset of simple features forms the GeoJSON standard. -For this example, we convert the GSOD data to an _sf_ object. +For this example, we convert the GSOD data for Australia in 2017 to an _sf_ +object. -```{r Ex4, eval=TRUE, message=FALSE} +```{r spatial_Ex1, eval=TRUE, message=FALSE} +library(GSODR) +library(future) library(sf) + +plan("multisession") +GSOD <- get_GSOD(years = 2017, country = "AUS") + GSOD_SF <- st_as_sf(x = GSOD, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") From 92351c46eb294f6b0cfd6f2c26f51450c2e77aef Mon Sep 17 00:00:00 2001 From: Adam Sparks Date: Mon, 2 Sep 2019 14:28:38 +1000 Subject: [PATCH 52/62] Remove "/" from file path in write_sf() --- vignettes/Working_with_spatial_and_climate_data.Rmd.orig | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index c846aadd..1d7204ae 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -57,7 +57,7 @@ PHL <- st_as_sf(x = PHL, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") -write_sf(obj = PHL, dsn = file.path(tempdir(), "/PHL-2010.gpkg")) +write_sf(obj = PHL, dsn = file.path(tempdir(), "PHL-2010.gpkg")) ``` ## Example - Use the GeoPackage File to Create a KML File From 348a7f0a9f0c563138d05169fc07353b30e22a5b Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 20:31:53 +1000 Subject: [PATCH 53/62] Remove rows with NA values in LAT or LON --- data-raw/fetch_isd-history.Rmd | 3 +++ data-raw/fetch_isd-history.md | 26 +++++++++++++++----------- inst/extdata/isd_history.rda | Bin 444873 -> 445035 bytes 3 files changed, 18 insertions(+), 11 deletions(-) diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index ab27ab9f..e1d9ba90 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -72,6 +72,9 @@ setnames(isd_history, "STATION NAME", "NAME") isd_history[, STNID_len := nchar(STNID)] isd_history <- subset(isd_history, STNID_len == 12) +# remove stations where LAT or LON is NA +isd_history <- na.omit(isd_history, cols = c("LAT", "LON")) + # remove extra columns isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] ``` diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index fd0fbe92..57b67de9 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -1,7 +1,7 @@ Fetch, Clean and Correct Altitude in GSOD ‘isd\_history.csv’ Data ================ Adam H. Sparks -2019-09-02 +2019-09-04 # Introduction @@ -72,6 +72,9 @@ setnames(isd_history, "STATION NAME", "NAME") isd_history[, STNID_len := nchar(STNID)] isd_history <- subset(isd_history, STNID_len == 12) +# remove stations where LAT or LON is NA +isd_history <- na.omit(isd_history, cols = c("LAT", "LON")) + # remove extra columns isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] ``` @@ -133,11 +136,11 @@ isd_history ## 4: 20010925 AFGHANISTAN AF AFG ## 5: 20130703 AFGHANISTAN AF AFG ## --- - ## 26689: 20190829 ZIMBABWE ZW ZWE - ## 26690: 20190829 ZIMBABWE ZW ZWE - ## 26691: 20190829 ZIMBABWE ZW ZWE + ## 26689: 20190831 ZIMBABWE ZW ZWE + ## 26690: 20190830 ZIMBABWE ZW ZWE + ## 26691: 20190831 ZIMBABWE ZW ZWE ## 26692: 19680630 ZIMBABWE ZW ZWE - ## 26693: 20190829 ZIMBABWE ZW ZWE + ## 26693: 20190831 ZIMBABWE ZW ZWE ``` r # write rda file to disk for use with GSODR package @@ -175,7 +178,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## collate en_AU.UTF-8 ## ctype en_AU.UTF-8 ## tz Australia/Brisbane - ## date 2019-09-02 + ## date 2019-09-04 ## ## ─ Packages ────────────────────────────────────────────────────────────── ## package * version date lib source @@ -183,14 +186,14 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.0) ## countrycode * 1.1.0 2018-10-27 [1] CRAN (R 3.6.0) ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0) - ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.0) + ## curl 4.0 2019-07-22 [1] CRAN (R 3.6.1) ## data.table * 1.12.2 2019-04-07 [1] CRAN (R 3.6.0) ## digest 0.6.20 2019-07-04 [1] CRAN (R 3.6.0) ## dplyr 0.8.3 2019-07-04 [1] CRAN (R 3.6.0) ## evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.0) ## glue 1.3.1 2019-03-12 [1] CRAN (R 3.6.0) ## htmltools 0.3.6 2017-04-28 [1] CRAN (R 3.6.0) - ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.0) + ## knitr 1.24 2019-08-08 [1] CRAN (R 3.6.1) ## magrittr 1.5 2014-11-22 [1] CRAN (R 3.6.0) ## pillar 1.4.2 2019-06-29 [1] CRAN (R 3.6.0) ## pkgconfig 2.0.2 2018-08-16 [1] CRAN (R 3.6.0) @@ -198,7 +201,7 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## R6 2.4.0 2019-02-14 [1] CRAN (R 3.6.0) ## Rcpp 1.0.2 2019-07-25 [1] CRAN (R 3.6.0) ## rlang 0.4.0 2019-06-25 [1] CRAN (R 3.6.0) - ## rmarkdown 1.14 2019-07-12 [1] CRAN (R 3.6.0) + ## rmarkdown 1.15 2019-08-21 [1] CRAN (R 3.6.0) ## sessioninfo * 1.1.1 2018-11-05 [1] CRAN (R 3.6.0) ## skimr * 1.0.7 2019-06-20 [1] CRAN (R 3.6.0) ## stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0) @@ -206,7 +209,8 @@ website](http://www7.ncdc.noaa.gov/CDO/cdoselect.cmd?datasetabbv=GSOD&countryabb ## tibble 2.1.3 2019-06-06 [1] CRAN (R 3.6.0) ## tidyselect 0.2.5 2018-10-11 [1] CRAN (R 3.6.0) ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0) - ## xfun 0.8 2019-06-25 [1] CRAN (R 3.6.0) + ## xfun 0.9 2019-08-21 [1] CRAN (R 3.6.0) ## yaml 2.2.0 2018-07-25 [1] 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zRPzG!^@!$vQG3P$a)$^603;-#}QTHsp$#HjiP@VX~{&mMBmtImBA-# z7~mG!Z8_&mqW!&7l1$ZGBD8rG;Pfl^f9deq4Pn=%FGWGcu^r25GmJ@Q6Uj!BS{4i2 z4+t6p$S(>ksuooX5ZX+`lS?;-RV;+`;m5kGxK|jxmY*qFW0kThdIY};?@V?hNz9Yc zElhCOn?|OTE|7n)6U+;`R&L5{mE9|KKe5xbA8;(n7l(Q!#oPubRIAVV$42av?5XTazwu`MC)qpJ~ zpFnB0Lpo=&HIyt!ed&pPO2kQx-2_}Enviw~v0e#XAiJEB?qUVrIwz`z(5^JLDB)y7 zeG=n1Q7s~xNa~H?W|D*5vXX<;qe{(c7jnIwx}_alrA+%dxBQX)o4BP=SqvfvN*n#? zu@eO-He7!Ww5Ewv7g|#!I%XD8Rm&>Oz~7mMW3YwJL%@LE2K5nlZmv_R_alW zRid4mNYfZ=Blk27BLb0(VOA(&9lLeL*;b03!=pT&XBEN}#kvbB)U5*0!USFr#{ndv@NrV`90@2GQMKr(L)x z(@%feYB-L0s^^u3g&0wcVKAN&tfH7Hlove}m45tnrPHbUgR)&CYU~F1TXW{Eb0#L7 zbOBbXDy~)H+0uMMnA^;ztOr{cr{-Ih3~v zuuKJjzTejVpVtre|2OgeAIbiEH-9b~zw7>6f5$w3r}W#U$7etD)A_dlOm)WX_B?-I apU?l@%+eUdhZ!sXi@744C`c$4<>`RKets$d From ff789201b3802eb8814999a023f87169618683cf Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 20:38:19 +1000 Subject: [PATCH 54/62] Try again to omit NA values in LAT and LON --- data-raw/fetch_isd-history.Rmd | 16 +++++++-------- data-raw/fetch_isd-history.md | 36 ++++++++++++++++----------------- inst/extdata/isd_history.rda | Bin 445035 -> 442986 bytes 3 files changed, 26 insertions(+), 26 deletions(-) diff --git a/data-raw/fetch_isd-history.Rmd b/data-raw/fetch_isd-history.Rmd index e1d9ba90..e9c17155 100644 --- a/data-raw/fetch_isd-history.Rmd +++ b/data-raw/fetch_isd-history.Rmd @@ -50,14 +50,6 @@ if (!require("data.table")) { ```{r download_NE_data, echo=TRUE, message=FALSE, warning=FALSE} # download data isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") - -# clean data -isd_history[isd_history == -999] <- NA -isd_history[isd_history == -999.9] <- NA -isd_history <- isd_history[!is.na(isd_history$LAT) & !is.na(isd_history$LON), ] -isd_history <- isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] -isd_history <- isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] -isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] ``` ## Add/drop columns and save to disk @@ -99,6 +91,14 @@ isd_history <- isd_history[, c( "iso3c" )] +# clean data +isd_history[isd_history == -999] <- NA +isd_history[isd_history == -999.9] <- NA +isd_history <- isd_history[!is.na(isd_history$LAT) & !is.na(isd_history$LON), ] +isd_history <- isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] +isd_history <- isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] +isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] + # set colnames to upper case names(isd_history) <- toupper(names(isd_history)) setnames( diff --git a/data-raw/fetch_isd-history.md b/data-raw/fetch_isd-history.md index 57b67de9..7f4efde2 100644 --- a/data-raw/fetch_isd-history.md +++ b/data-raw/fetch_isd-history.md @@ -50,14 +50,6 @@ if (!require("data.table")) { ``` r # download data isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") - -# clean data -isd_history[isd_history == -999] <- NA -isd_history[isd_history == -999.9] <- NA -isd_history <- isd_history[!is.na(isd_history$LAT) & !is.na(isd_history$LON), ] -isd_history <- isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] -isd_history <- isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] -isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] ``` ## Add/drop columns and save to disk @@ -99,6 +91,14 @@ isd_history <- isd_history[, c( "iso3c" )] +# clean data +isd_history[isd_history == -999] <- NA +isd_history[isd_history == -999.9] <- NA +isd_history <- isd_history[!is.na(isd_history$LAT) & !is.na(isd_history$LON), ] +isd_history <- isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] +isd_history <- isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] +isd_history <- isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] + # set colnames to upper case names(isd_history) <- toupper(names(isd_history)) setnames( @@ -124,11 +124,11 @@ isd_history ## 4: 409030-99999 KHWAJA-GHAR 37.083 69.433 AF 20010925 ## 5: 409040-99999 FAIZABAD 37.117 70.517 AF 19730304 ## --- - ## 26689: 679770-99999 BUFFALO RANGE -21.008 31.579 ZI 19651201 - ## 26690: 679790-99999 ZAKA -20.333 31.467 ZI 19870307 - ## 26691: 679830-99999 CHIPINGE -20.200 32.617 ZI 19490103 - ## 26692: 679890-99999 RUPISI -20.417 32.317 ZI 19620701 - ## 26693: 679910-99999 BEITBRIDGE -22.217 30.000 ZI 19620701 + ## 26645: 679770-99999 BUFFALO RANGE -21.008 31.579 ZI 19651201 + ## 26646: 679790-99999 ZAKA -20.333 31.467 ZI 19870307 + ## 26647: 679830-99999 CHIPINGE -20.200 32.617 ZI 19490103 + ## 26648: 679890-99999 RUPISI -20.417 32.317 ZI 19620701 + ## 26649: 679910-99999 BEITBRIDGE -22.217 30.000 ZI 19620701 ## END COUNTRY_NAME ISO2C ISO3C ## 1: 20120323 AFGHANISTAN AF AFG ## 2: 20070905 AFGHANISTAN AF AFG @@ -136,11 +136,11 @@ isd_history ## 4: 20010925 AFGHANISTAN AF AFG ## 5: 20130703 AFGHANISTAN AF AFG ## --- - ## 26689: 20190831 ZIMBABWE ZW ZWE - ## 26690: 20190830 ZIMBABWE ZW ZWE - ## 26691: 20190831 ZIMBABWE ZW ZWE - ## 26692: 19680630 ZIMBABWE ZW ZWE - ## 26693: 20190831 ZIMBABWE ZW ZWE + ## 26645: 20190831 ZIMBABWE ZW ZWE + ## 26646: 20190830 ZIMBABWE ZW ZWE + ## 26647: 20190831 ZIMBABWE ZW ZWE + ## 26648: 19680630 ZIMBABWE ZW ZWE + ## 26649: 20190831 ZIMBABWE ZW ZWE ``` r # write rda file to disk for use with GSODR package diff --git a/inst/extdata/isd_history.rda b/inst/extdata/isd_history.rda index a7760526ac677f98575c57e7073a59d55924a4b2..63074934765a39a4a13231ee08fda5c1da24189b 100644 GIT binary patch delta 442866 zcmV)cK&Zd#lpE@V8-GGtXgM)KSte6i5i(2327PpYfPer0|Nr;@;=lj@^u%DCAY-N9 zJ{qA4kN^OpiUkD}3KXg+00csS1quKJKmec=002k;04M_hA0QNvq(Z7vrAa^lPyjE! z2??cZdGt{#Pyhf>000DlBmhtpPyhe{5{du-`$3r2f~_$T0Dp=C0(8YeNRd?#0;g+W zDu5({gKPyQDwHS+Boqk(Q38n~0YD|TtOPYxDok>vPy&<`BSMCNfB*mh00AHX002Fz 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Sparks" Date: Wed, 4 Sep 2019 21:11:29 +1000 Subject: [PATCH 55/62] Update vignettes Fixes several issues with the examples within and updates the metadata for `isd_history` data. --- vignettes/Ex5-1.png | Bin 81662 -> 84128 bytes vignettes/GSODR.Rmd | 245 ++++++++--------- vignettes/GSODR.Rmd.orig | 12 +- vignettes/Spatial.Rmd | 68 +++-- vignettes/Spatial.Rmd.orig | 2 +- .../Working_with_spatial_and_climate_data.Rmd | 246 +++++++++++++----- ...ing_with_spatial_and_climate_data.Rmd.orig | 23 +- vignettes/figures/Ex5-1.png | Bin 82452 -> 0 bytes vignettes/figures/comparison-1.png | Bin 122522 -> 0 bytes vignettes/figures/unnamed-chunk-1-1.png | Bin 107389 -> 0 bytes vignettes/unnamed-chunk-1-1.png | Bin 110176 -> 110033 bytes 11 files changed, 371 insertions(+), 225 deletions(-) delete mode 100644 vignettes/figures/Ex5-1.png delete mode 100644 vignettes/figures/comparison-1.png delete mode 100644 vignettes/figures/unnamed-chunk-1-1.png diff --git a/vignettes/Ex5-1.png 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"country_list.rda", package = "GSODR")) -load(system.file("extdata", "isd_history.rda", package = "GSODR")) - -station_locations <- - isd_history[country_list, on = c("CTRY" = "FIPS")] -``` -``` -## Error in vecseq(f__, len__, if (allow.cartesian || notjoin || !anyDuplicated(f__, : Join results in 27441 rows; more than 27008 = nrow(x)+nrow(i). Check for duplicate key values in i each of which join to the same group in x over and over again. If that's ok, try by=.EACHI to run j for each group to avoid the large allocation. If you are sure you wish to proceed, rerun with allow.cartesian=TRUE. Otherwise, please search for this error message in the FAQ, Wiki, Stack Overflow and data.table issue tracker for advice. -``` +load(system.file("extdata", "isd_history.rda", package = "GSODR")) -```r # create data.frame for Australia only -Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") -``` - -``` -## Error in subset(station_locations, COUNTRY_NAME == "AUSTRALIA"): object 'station_locations' not found -``` +Oz <- subset(isd_history, COUNTRY_NAME == "AUSTRALIA") -```r Oz ``` ``` -## Error in eval(expr, envir, enclos): object 'Oz' not found +## STNID NAME LAT LON CTRY STATE +## 1: 695023-99999 HORN ISLAND (HID) -10.583 142.300 AS +## 2: 749430-99999 AIDELAIDE RIVER SE -13.300 131.133 AS +## 3: 749432-99999 BATCHELOR FIELD AUSTRALIA -13.049 131.066 AS +## 4: 749438-99999 IRON RANGE AUSTRALIA -12.700 143.300 AS +## 5: 749439-99999 MAREEBA AS/HOEVETT FIELD -17.050 145.400 AS +## --- +## 1038: 959890-99999 BICHENO (COUNCIL DEPOT) -41.867 148.300 AS +## 1039: 959950-99999 LORD HOWE ISLAND WINDY POINT -31.533 159.067 AS +## 1040: 959970-99999 HEARD ISLAND (ATLAS COVE) -53.017 73.400 AS +## 1041: 996600-99999 ENVIRONM BUOY 55011 -40.800 144.300 AS +## 1042: 999999-82101 NORTHWEST CAPE -22.333 114.050 AS +## BEGIN END COUNTRY_NAME ISO2C ISO3C +## 1: 19420804 20030816 AUSTRALIA AU AUS +## 2: 19430228 19440821 AUSTRALIA AU AUS +## 3: 19421231 19430610 AUSTRALIA AU AUS +## 4: 19420917 19440930 AUSTRALIA AU AUS +## 5: 19420630 19440630 AUSTRALIA AU AUS +## --- +## 1038: 19650101 20190602 AUSTRALIA AU AUS +## 1039: 20120920 20190831 AUSTRALIA AU AUS +## 1040: 19980301 20121220 AUSTRALIA AU AUS +## 1041: 19930221 19970403 AUSTRALIA AU AUS +## 1042: 19680305 19680430 AUSTRALIA AU AUS ``` ```r +# Look for a specific town in Australia subset(Oz, grepl("TOOWOOMBA", NAME)) ``` ``` -## Error in subset(Oz, grepl("TOOWOOMBA", NAME)): object 'Oz' not found +## STNID NAME LAT LON CTRY STATE BEGIN +## 1: 945510-99999 TOOWOOMBA -27.583 151.933 AS 19561231 +## 2: 955510-99999 TOOWOOMBA AIRPORT -27.550 151.917 AS 19980301 +## END COUNTRY_NAME ISO2C ISO3C +## 1: 20120503 AUSTRALIA AU AUS +## 2: 20190831 AUSTRALIA AU AUS ``` ## Download a Single Station and Year @@ -353,14 +366,12 @@ ggplot(data = tbar_temps, aes(x = YEARMODA, scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + - ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", + ggtitle(label = "Max, min and mean temperatures for Toowoomba, Qld, AU", subtitle = "Data: U.S. NCEI GSOD") + theme_classic() ``` -``` -## Error in ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", : unused argument (title = "Max, min and mean temperatures for Toowoomba, Qld, AU") -``` +plot of chunk Ex5 ## Download and Process Files in Parallel @@ -381,97 +392,97 @@ skim(global) ``` ## Skim summary statistics -## n obs: 10950723 +## n obs: 7245807 ## n variables: 44 ## ## ── Variable type:character ───────────────────────────────────────────────────────────── -## variable missing complete n min max empty n_unique -## CTRY 720903 10229820 10950723 0 2 436 241 -## DEWP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 -## MAX_ATTRIBUTES 6948374 4002349 10950723 1 1 0 1 -## MIN_ATTRIBUTES 6090555 4860168 10950723 1 1 0 1 -## NAME 720903 10229820 10950723 2 58 0 12230 -## PRCP_ATTRIBUTES 994665 9956058 10950723 1 1 0 9 -## SLP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 -## STATE 720903 10229820 10950723 0 2 8339689 67 -## STNID 0 10950723 10950723 12 12 0 13343 -## STP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 -## TEMP_ATTRIBUTES 0 10950723 10950723 2 2 0 21 -## VISIB_ATTRIBUTES 0 10950723 10950723 2 2 0 22 -## WDSP_ATTRIBUTES 0 10950723 10950723 2 2 0 22 +## variable missing complete n min max empty n_unique +## CTRY 448502 6797305 7245807 2 2 0 233 +## DEWP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## MAX_ATTRIBUTES 4625406 2620401 7245807 1 1 0 1 +## MIN_ATTRIBUTES 3938865 3306942 7245807 1 1 0 1 +## NAME 448502 6797305 7245807 2 53 0 10765 +## PRCP_ATTRIBUTES 707510 6538297 7245807 1 1 0 9 +## SLP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## STATE 448502 6797305 7245807 0 2 5489797 65 +## STNID 0 7245807 7245807 12 12 0 11752 +## STP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## TEMP_ATTRIBUTES 0 7245807 7245807 2 2 0 21 +## VISIB_ATTRIBUTES 0 7245807 7245807 2 2 0 22 +## WDSP_ATTRIBUTES 0 7245807 7245807 2 2 0 22 ## ## ── Variable type:Date ────────────────────────────────────────────────────────────────── -## variable missing complete n min max median -## YEARMODA 0 10950723 10950723 2010-01-01 2015-12-31 2011-07-04 +## variable missing complete n min max median +## YEARMODA 0 7245807 7245807 2010-01-01 2011-12-31 2010-12-25 ## n_unique -## 1095 +## 730 ## ## ── Variable type:integer ─────────────────────────────────────────────────────────────── -## variable missing complete n mean sd -## BEGIN 720903 10229820 10950723 2e+07 246499.72 -## DAY 0 10950723 10950723 15.69 8.83 -## END 720903 10229820 10950723 2e+07 11292.55 -## I_FOG 6848379 4102344 10950723 1 0 -## I_HAIL 10950723 0 10950723 NaN NA -## I_RAIN_DRIZZLE 10950723 0 10950723 NaN NA -## I_SNOW_ICE 10950723 0 10950723 NaN NA -## I_THUNDER 10950723 0 10950723 NaN NA -## I_TORNADO_FUNNEL 10950723 0 10950723 NaN NA -## MONTH 0 10950723 10950723 6.58 3.46 -## YDAY 0 10950723 10950723 184.7 105.91 -## YEAR 0 10950723 10950723 2012.02 2.17 -## p0 p25 p50 p75 p100 hist -## 1.9e+07 2e+07 2e+07 2e+07 2e+07 ▁▁▂▆▂▆▃▇ -## 1 8 16 23 31 ▇▇▇▇▆▇▇▇ -## 2e+07 2e+07 2e+07 2e+07 2e+07 ▁▁▁▁▁▁▁▇ -## 1 1 1 1 1 ▁▁▁▇▁▁▁▁ -## NA NA NA NA NA -## NA NA NA NA NA -## NA NA NA NA NA -## NA NA NA NA NA -## NA NA NA NA NA -## 1 3 7 10 12 ▇▅▇▃▅▇▅▇ -## 1 90 187 277 365 ▇▇▇▇▇▇▇▇ -## 2010 2010 2011 2015 2015 ▇▇▁▁▁▁▁▇ +## variable missing complete n mean sd p0 +## BEGIN 448502 6797305 7245807 2e+07 246278.31 1.9e+07 +## DAY 0 7245807 7245807 15.73 8.79 1 +## END 448502 6797305 7245807 2e+07 13408.72 2e+07 +## I_FOG 4419747 2826060 7245807 1 0 1 +## I_HAIL 7245807 0 7245807 NaN NA NA +## I_RAIN_DRIZZLE 7245807 0 7245807 NaN NA NA +## I_SNOW_ICE 7245807 0 7245807 NaN NA NA +## I_THUNDER 7245807 0 7245807 NaN NA NA +## I_TORNADO_FUNNEL 7245807 0 7245807 NaN NA NA +## MONTH 0 7245807 7245807 6.55 3.45 1 +## YDAY 0 7245807 7245807 183.73 105.4 1 +## YEAR 0 7245807 7245807 2010.49 0.5 2010 +## p25 p50 p75 p100 hist +## 2e+07 2e+07 2e+07 2e+07 ▁▁▂▅▃▅▃▇ +## 8 16 23 31 ▇▇▇▇▆▇▇▇ +## 2e+07 2e+07 2e+07 2e+07 ▁▁▁▁▁▁▁▇ +## 1 1 1 1 ▁▁▁▇▁▁▁▁ +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## NA NA NA NA +## 4 7 10 12 ▇▅▇▃▅▇▅▇ +## 92 184 275 365 ▇▇▇▇▇▇▇▇ +## 2010 2010 2011 2011 ▇▁▁▁▁▁▁▇ ## ## ── Variable type:numeric ─────────────────────────────────────────────────────────────── -## variable missing complete n mean sd p0 p25 -## DEWP 497725 10452998 10950723 6.46 11.96 -83.8 -0.5 -## EA 497725 10452998 10950723 1.23 0.84 0 0.6 -## ELEVATION 28178 10922545 10950723 359.9 554.5 -999.9 29.56 -## ES 0 10950723 10950723 1.87 1.25 0 0.9 -## GUST 8429619 2521104 10950723 12.11 4.06 5 9.3 -## LATITUDE 720903 10229820 10950723 32.85 28.41 -89 25.37 -## LONGITUDE 720903 10229820 10950723 5.37 86.28 -179.98 -79.07 -## MAX 7621 10943102 10950723 17.69 13.57 -78.7 9 -## MIN 7331 10943392 10950723 7.58 12.86 -81.8 0.3 -## MXSPD 619188 10331535 10950723 6.12 3.35 0.1 4 -## PRCP 994665 9956058 10950723 1.93 7.65 0 0 -## RH 547664 10403059 10950723 69.33 19.68 0 57.9 -## SLP 4144703 6806020 10950723 1014.31 9.32 902.8 1009.2 -## SNDP 10298552 652171 10950723 258.33 272.57 10.2 61 -## STP 3841715 7109008 10950723 558.73 462.3 0 12.1 -## TEMP 0 10950723 10950723 12.51 12.96 -79.3 4.8 -## VISIB 2598361 8352362 10950723 15.8 9.85 0 10 -## WDSP 488933 10461790 10950723 3.31 2.35 0 1.7 +## variable missing complete n mean sd p0 p25 +## DEWP 398663 6847144 7245807 6.42 12.03 -82.9 -0.7 +## EA 398663 6847144 7245807 1.24 0.84 0 0.6 +## ELEVATION 15064 7230743 7245807 355.61 554.09 -999.9 28 +## ES 0 7245807 7245807 1.87 1.25 0 0.9 +## GUST 5496881 1748926 7245807 12.06 4.1 5 9.3 +## LATITUDE 448502 6797305 7245807 32.42 28.58 -89 25.08 +## LONGITUDE 448502 6797305 7245807 3.72 87.13 -179.98 -80.27 +## MAX 5294 7240513 7245807 17.63 13.66 -78.3 9 +## MIN 4628 7241179 7245807 7.58 12.96 -81.8 0.2 +## MXSPD 391661 6854146 7245807 6.11 3.32 0.5 4 +## PRCP 707510 6538297 7245807 1.89 7.64 0 0 +## RH 430581 6815226 7245807 69.19 19.77 0 57.7 +## SLP 2744059 4501748 7245807 1013.99 9.2 910.2 1008.9 +## SNDP 6856908 388899 7245807 258.71 264.92 10.2 71.1 +## STP 2727697 4518110 7245807 560.11 462.18 0 11.9 +## TEMP 0 7245807 7245807 12.47 13.06 -79.3 4.7 +## VISIB 1709680 5536127 7245807 15.81 9.8 0 10 +## WDSP 318576 6927231 7245807 3.3 2.35 0 1.7 ## p50 p75 p100 hist ## 7.4 15.1 32.2 ▁▁▁▁▁▅▇▃ ## 1 1.7 4.8 ▇▇▅▃▂▁▁▁ -## 145 428 7070 ▁▇▁▁▁▁▁▁ -## 1.6 2.7 8.8 ▇▇▅▃▁▁▁▁ +## 140.51 418 7018 ▁▇▁▁▁▁▁▁ +## 1.6 2.8 8.8 ▇▇▅▃▁▁▁▁ ## 11.3 14 59.6 ▇▅▁▁▁▁▁▁ -## 41.06 50.9 83.65 ▁▁▁▁▂▅▇▂ -## 12.82 72.67 179.75 ▁▅▅▂▇▂▃▂ -## 19.5 28.5 56 ▁▁▁▁▃▇▇▁ -## 8.9 17 42.7 ▁▁▁▁▂▇▇▁ +## 40.65 50.56 83.65 ▁▁▁▁▂▅▇▁ +## 11.21 71.85 179.75 ▁▅▅▂▇▂▅▂ +## 19.4 28.4 56 ▁▁▁▁▃▇▇▁ +## 8.9 17.1 42.7 ▁▁▁▁▂▇▇▁ ## 5.7 7.7 49.8 ▇▅▁▁▁▁▁▁ -## 0 0.3 495 ▇▁▁▁▁▁▁▁ -## 72.2 83.3 100 ▁▁▁▃▅▇▇▅ -## 1014 1019.5 1078.8 ▁▁▁▁▆▇▁▁ -## 180.3 370.8 2989.6 ▇▂▁▁▁▁▁▁ -## 880.9 977.7 999.8 ▆▁▁▁▁▁▁▇ -## 13.9 22.6 43.3 ▁▁▁▁▂▆▇▂ -## 14.2 16.7 160 ▇▁▁▁▁▁▁▁ +## 0 0.3 481.1 ▇▁▁▁▁▁▁▁ +## 72 83.3 100 ▁▁▁▃▅▇▇▅ +## 1013.7 1019.1 1077.7 ▁▁▁▁▇▆▁▁ +## 190.5 370.8 2989.6 ▇▂▁▁▁▁▁▁ +## 882.9 977.8 999.8 ▆▁▁▁▁▁▁▇ +## 13.9 22.7 43.3 ▁▁▁▁▂▆▇▂ +## 14 16.7 160 ▇▁▁▁▁▁▁▁ ## 2.8 4.3 49.3 ▇▁▁▁▁▁▁▁ ``` @@ -560,7 +571,7 @@ inventory ``` ## *** FEDERAL CLIMATE COMPLEX INTEGRATED SURFACE DATA INVENTORY *** ## This inventory provides the number of weather observations by -## STATION-YEAR-MONTH for beginning of record through August 2019 +## STATION-YEAR-MONTH for beginning of record through September 2019 ## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP ## 1: 007018-99999 2011 0 0 2104 2797 2543 2614 382 0 0 ## 2: 007018-99999 2013 0 0 0 0 0 0 710 0 0 @@ -568,11 +579,11 @@ inventory ## 4: 007026-99999 2014 0 0 0 0 0 0 180 0 4 ## 5: 007026-99999 2016 0 0 0 0 0 794 0 0 0 ## --- -## 629792: A51256-451 2015 2196 1866 2206 1909 2215 2090 2202 2191 2128 -## 629793: A51256-451 2016 2185 2047 2175 2131 2213 2139 2209 2216 2131 -## 629794: A51256-451 2017 2192 1883 2204 1910 2145 2113 2218 2204 2082 -## 629795: A51256-451 2018 2192 1887 2194 2113 2151 2095 2202 2197 1816 -## 629796: A51256-451 2019 2188 2000 2143 2105 2187 2131 2174 2013 0 +## 629794: A51256-451 2015 2196 1866 2206 1909 2215 2090 2202 2191 2128 +## 629795: A51256-451 2016 2185 2047 2175 2131 2213 2139 2209 2216 2131 +## 629796: A51256-451 2017 2192 1883 2204 1910 2145 2113 2218 2204 2082 +## 629797: A51256-451 2018 2192 1887 2194 2113 2151 2095 2202 2197 1816 +## 629798: A51256-451 2019 2188 2000 2143 2105 2187 2131 2174 2080 1 ## OCT NOV DEC ## 1: 0 0 0 ## 2: 0 0 0 @@ -580,11 +591,11 @@ inventory ## 4: 0 552 0 ## 5: 0 0 0 ## --- -## 629792: 2192 2097 2093 -## 629793: 2196 2131 1665 -## 629794: 2192 2103 2174 -## 629795: 2195 2063 2178 -## 629796: 0 0 0 +## 629794: 2192 2097 2093 +## 629795: 2196 2131 1665 +## 629796: 2192 2103 2174 +## 629797: 2195 2063 2178 +## 629798: 0 0 0 ``` ```r @@ -594,7 +605,7 @@ subset(inventory, STNID %in% "955510-99999") ``` ## *** FEDERAL CLIMATE COMPLEX INTEGRATED SURFACE DATA INVENTORY *** ## This inventory provides the number of weather observations by -## STATION-YEAR-MONTH for beginning of record through August 2019 +## STATION-YEAR-MONTH for beginning of record through September 2019 ## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC ## 1: 955510-99999 1998 0 0 222 223 221 211 226 217 222 234 215 230 ## 2: 955510-99999 1999 213 201 235 224 244 229 239 247 236 246 233 243 @@ -617,7 +628,7 @@ subset(inventory, STNID %in% "955510-99999") ## 19: 955510-99999 2016 246 228 245 240 246 240 248 248 238 248 239 248 ## 20: 955510-99999 2017 247 224 248 240 248 239 248 247 239 248 240 248 ## 21: 955510-99999 2018 248 224 248 239 247 240 246 247 218 244 190 248 -## 22: 955510-99999 2019 247 224 245 240 214 240 248 231 0 0 0 0 +## 22: 955510-99999 2019 247 224 245 240 214 240 248 246 0 0 0 0 ## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC ``` @@ -663,11 +674,11 @@ _GSODR_ formatted data include the following fields and units: - **CTRY** - Country in which the station is located; -- **LATITUDE** - Latitude. *Station dropped in cases where values are < -90 or > -90 degrees or Lat = 0 and Lon = 0*; +- **LAT** - Latitude. *Station dropped in cases where values are < -90 or > 90 +degrees or Lat = 0 and Lon = 0*; -- **LONGITUDE** - Longitude. *Station dropped in cases where values are < -180 -or > 180 degrees or Lat = 0 and Lon = 0*; +- **LON** - Longitude. *Station dropped in cases where values are < -180 or > +180 degrees or Lat = 0 and Lon = 0*; - **ELEVATION** - Elevation in metres; diff --git a/vignettes/GSODR.Rmd.orig b/vignettes/GSODR.Rmd.orig index 03f3c968..a5803290 100644 --- a/vignettes/GSODR.Rmd.orig +++ b/vignettes/GSODR.Rmd.orig @@ -71,7 +71,7 @@ library(GSODR) load(system.file("extdata", "isd_history.rda", package = "GSODR")) # create data.frame for Australia only -Oz <- subset(station_locations, COUNTRY_NAME == "AUSTRALIA") +Oz <- subset(isd_history, COUNTRY_NAME == "AUSTRALIA") Oz @@ -144,7 +144,7 @@ ggplot(data = tbar_temps, aes(x = YEARMODA, scale_color_brewer(type = "qual", na.value = "black") + scale_y_continuous(name = "Temperature") + scale_x_date(name = "Date") + - ggtitle(title = "Max, min and mean temperatures for Toowoomba, Qld, AU", + ggtitle(label = "Max, min and mean temperatures for Toowoomba, Qld, AU", subtitle = "Data: U.S. NCEI GSOD") + theme_classic() ``` @@ -286,11 +286,11 @@ _GSODR_ formatted data include the following fields and units: - **CTRY** - Country in which the station is located; -- **LATITUDE** - Latitude. *Station dropped in cases where values are < -90 or > -90 degrees or Lat = 0 and Lon = 0*; +- **LAT** - Latitude. *Station dropped in cases where values are < -90 or > 90 +degrees or Lat = 0 and Lon = 0*; -- **LONGITUDE** - Longitude. *Station dropped in cases where values are < -180 -or > 180 degrees or Lat = 0 and Lon = 0*; +- **LON** - Longitude. *Station dropped in cases where values are < -180 or > +180 degrees or Lat = 0 and Lon = 0*; - **ELEVATION** - Elevation in metres; diff --git a/vignettes/Spatial.Rmd b/vignettes/Spatial.Rmd index 0e3dd601..49a55908 100644 --- a/vignettes/Spatial.Rmd +++ b/vignettes/Spatial.Rmd @@ -35,11 +35,18 @@ The standard is widely implemented in spatial databases (such as PostGIS), commercial GIS (e.g., ESRI ArcGIS) and forms the vector data basis for libraries such as GDAL. A subset of simple features forms the GeoJSON standard. -For this example, we convert the GSOD data to an _sf_ object. +For this example, we convert the GSOD data for Australia in 2017 to an _sf_ +object. ```r +library(GSODR) +library(future) library(sf) + +plan("multisession") +GSOD <- get_GSOD(years = 2017, country = "AUS") + GSOD_SF <- st_as_sf(x = GSOD, coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") @@ -48,39 +55,39 @@ str(GSOD_SF) ``` ``` -## Classes 'sf', 'data.table' and 'data.frame': 174954 obs. of 43 variables: +## Classes 'sf', 'data.table' and 'data.frame': 182508 obs. of 43 variables: ## $ STNID : chr "941000-99999" "941000-99999" "941000-99999" "941000-99999" ... ## $ NAME : chr "KALUMBURU" "KALUMBURU" "KALUMBURU" "KALUMBURU" ... ## $ CTRY : chr "AS" "AS" "AS" "AS" ... ## $ STATE : chr "" "" "" "" ... ## $ ELEVATION : num 24 24 24 24 24 24 24 24 24 24 ... ## $ BEGIN : int 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 20010912 ... -## $ END : int 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 20190829 ... -## $ YEARMODA : Date, format: "2015-01-01" "2015-01-02" ... -## $ YEAR : int 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 ... +## $ END : int 20190831 20190831 20190831 20190831 20190831 20190831 20190831 20190831 20190831 20190831 ... +## $ YEARMODA : Date, format: "2017-01-01" "2017-01-02" ... +## $ YEAR : int 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 ... ## $ MONTH : int 1 1 1 1 1 1 1 1 1 1 ... ## $ DAY : int 1 2 3 4 5 6 7 8 9 10 ... ## $ YDAY : int 1 2 3 4 5 6 7 8 9 10 ... -## $ TEMP : num 26.9 27.2 26.3 27.3 27.3 26.7 28.1 28.7 27.6 27.8 ... +## $ TEMP : num 29.3 29 26.8 27.3 28.9 29.2 29.1 30.1 30.4 28.4 ... ## $ TEMP_ATTRIBUTES : chr "16" "16" "16" "16" ... -## $ DEWP : num 23.2 23.3 23.8 24.1 24.3 24 23.6 23.3 21.9 22.3 ... +## $ DEWP : num 22.8 23.2 23.8 22.7 23.2 22.6 22.3 23.2 23.1 22.8 ... ## $ DEWP_ATTRIBUTES : chr "16" "16" "16" "16" ... -## $ SLP : num 1004 1003 1003 1002 1001 ... +## $ SLP : num 1003 1002 1000 999 1003 ... ## $ SLP_ATTRIBUTES : chr "16" "16" "16" "16" ... -## $ STP : num 1.6 0.5 NA 999 998.5 ... +## $ STP : num NA 1000 998 996 NA ... ## $ STP_ATTRIBUTES : chr "16" "16" "16" "16" ... ## $ VISIB : num NA NA NA NA NA NA NA NA NA NA ... ## $ VISIB_ATTRIBUTES: chr " 0" " 0" " 0" " 0" ... -## $ WDSP : num 1.7 2.2 1.7 2 2.6 3.4 4.5 5.9 4.4 2.4 ... +## $ WDSP : num 2.3 2 1.5 3.7 3.3 2.4 2.2 2.2 2.3 2 ... ## $ WDSP_ATTRIBUTES : chr "16" "16" "16" "16" ... -## $ MXSPD : num 4.1 4.1 4.1 4.1 5.7 5.7 6.7 9.3 7.7 4.6 ... +## $ MXSPD : num 4.6 3.6 3.1 5.7 6.2 5.1 5.1 4.1 5.1 4.1 ... ## $ GUST : num NA NA NA NA NA NA NA NA NA NA ... -## $ MAX : num 31.5 31.3 29.2 32.1 31.4 28.6 30.2 31 32.7 32.9 ... -## $ MAX_ATTRIBUTES : chr NA NA NA NA ... -## $ MIN : num 25 24.9 24.4 24.3 24.6 25.1 24.5 26.3 22.8 22.6 ... -## $ MIN_ATTRIBUTES : chr NA "*" "*" NA ... -## $ PRCP : num 16.5 12.4 5.1 20.3 41.1 20.1 82.3 2.3 6.1 27.4 ... -## $ PRCP_ATTRIBUTES : chr "G" "G" "G" "G" ... +## $ MAX : num 34.7 34.7 31.4 31.6 32.5 34.2 34.5 35.1 35.5 35.4 ... +## $ MAX_ATTRIBUTES : chr "*" "*" "*" "*" ... +## $ MIN : num 24.7 24.6 24.5 24.2 25.2 25.2 24.6 24.5 25.2 24.2 ... +## $ MIN_ATTRIBUTES : chr "*" NA "*" NA ... +## $ PRCP : num 5.1 6.1 2 64 15 0.3 0 0 0 25.9 ... +## $ PRCP_ATTRIBUTES : chr "A" "G" "G" "G" ... ## $ SNDP : num NA NA NA NA NA NA NA NA NA NA ... ## $ I_FOG : int 1 1 1 1 1 1 1 1 1 1 ... ## $ I_RAIN_DRIZZLE : int NA NA NA NA NA NA NA NA NA NA ... @@ -88,10 +95,10 @@ str(GSOD_SF) ## $ I_HAIL : int NA NA NA NA NA NA NA NA NA NA ... ## $ I_THUNDER : int NA NA NA NA NA NA NA NA NA NA ... ## $ I_TORNADO_FUNNEL: int NA NA NA NA NA NA NA NA NA NA ... -## $ EA : num 2.8 2.9 2.9 3 3 3 2.9 2.9 2.6 2.7 ... -## $ ES : num 3.5 3.6 3.4 3.6 3.6 3.5 3.8 3.9 3.7 3.7 ... -## $ RH : num 80 80.6 85.3 83.3 83.3 85.7 76.3 74.4 70.3 73 ... -## $ geometry :sfc_POINT of length 174954; first list element: 'XY' num 126.6 -14.3 +## $ EA : num 2.8 2.8 2.9 2.8 2.8 2.7 2.7 2.8 2.8 2.8 ... +## $ ES : num 4.1 4 3.5 3.6 4 4.1 4 4.3 4.3 3.9 ... +## $ RH : num 68.3 70 82.9 77.8 70 65.9 67.5 65.1 65.1 71.8 ... +## $ geometry :sfc_POINT of length 182508; first list element: 'XY' num 126.6 -14.3 ## - attr(*, "sf_column")= chr "geometry" ## - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA NA NA NA NA NA ... ## ..- attr(*, "names")= chr "STNID" "NAME" "CTRY" "STATE" ... @@ -126,16 +133,25 @@ _sf_ can import the data into R again in a spatial format. library(rgdal) AUS_stations <- - st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), layer = "GSOD") + st_read(dsn = file.path(tempdir(), "GSOD.gpkg"), layer = "GSOD") +``` +``` +## Reading layer `GSOD' from data source `/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/GSOD.gpkg' using driver `GPKG' +## Simple feature collection with 182508 features and 42 fields +## geometry type: POINT +## dimension: XY +## bbox: xmin: 113.583 ymin: -54.499 xmax: 159.079 ymax: -10.05 +## epsg (SRID): 4326 +## proj4string: +proj=longlat +datum=WGS84 +no_defs +``` + +```r class(AUS_stations) ``` ``` -## Error: :4:51: unexpected ',' -## 3: AUS_stations <- -## 4: st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), -## ^ +## [1] "sf" "data.frame" ``` Since GeoPackage files are formatted as SQLite databases you can also use other diff --git a/vignettes/Spatial.Rmd.orig b/vignettes/Spatial.Rmd.orig index 45d25182..826673af 100644 --- a/vignettes/Spatial.Rmd.orig +++ b/vignettes/Spatial.Rmd.orig @@ -83,7 +83,7 @@ _sf_ can import the data into R again in a spatial format. library(rgdal) AUS_stations <- - st_read(dsn = file.path(tempdir(), "GSOD.gpkg")), layer = "GSOD") + st_read(dsn = file.path(tempdir(), "GSOD.gpkg"), layer = "GSOD") class(AUS_stations) ``` diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd index d5dd35d7..324f105c 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -12,9 +12,36 @@ vignette: > ``` -## Error: attempt to use zero-length variable name +## Registered S3 method overwritten by 'xts': +## method from +## as.zoo.xts zoo ``` +# Introduction + +The GSOD data allow for users to use spatial methods with it. Using various +R packages such as _sf_, you can save data as a GeoPackage file which can be +read by most GIS software packages or in R using R's GIS capabilities with +other contributed packages as well. + +Following is an example of how you might download and save GSOD annual data for +a given country, Philippines in this example, and convert it into a KML file for +viewing in GoogleEarth. The second portion uses the same GeoPackage file to +import the data back into R and combine the GSOD data with CHELSA data from the +[GSODRdata package](https://github.com/adamhsparks/GSODRdata) available from +GitHub and plot the station temperatures for daily GSOD, average monthly GSOD +and CHELSA temperatures (1979-2013). + +## Example - Download and Plot Data for a Single Country + +This example will demonstrate how to download data for Philippines for year 2010 +and generate a spatial, year summary file, PHL-2010.gpkg, in the user's home +directory and link it with climate data from the _GSODRdata_ package. + +Download data for Philippines for year 2010 and generate a spatial, year summary +file, PHL-2010.gpkg, in the user's home directory. + + ```r library(GSODR) library(sf) @@ -23,11 +50,13 @@ PHL <- country = "Philippines", max_missing = 5) -PHL <- st_as_sf(x = PHL, - coords = c("LONGITUDE", "LATITUDE"), - crs = "+proj=longlat +datum=WGS84") +PHL <- st_as_sf( + x = PHL, + coords = c("LONGITUDE", "LATITUDE"), + crs = "+proj=longlat +datum=WGS84" +) -write_sf(obj = PHL, dsn = file.path(tempdir(), "/PHL-2010.gpkg")) +write_sf(obj = PHL, dsn = file.path(tempdir(), "PHL-2010.gpkg")) ``` ## Example - Use the GeoPackage File to Create a KML File @@ -42,8 +71,18 @@ library(spacetime) library(plotKML) layers <- ogrListLayers(dsn = file.path(tempdir(), "PHL-2010.gpkg")) -pnts <- readOGR(dsn = file.path(tempdir(), ("PHL-2010.gpkg"), layers[1]) +pnts <- + readOGR(dsn = file.path(tempdir(), "PHL-2010.gpkg"), layers[1]) +``` + +``` +## OGR data source with driver: GPKG +## Source: "/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/PHL-2010.gpkg", layer: "PHL-2010" +## with 4709 features +## It has 42 fields +``` +```r # Plot results in Google Earth as a spacetime object: pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) row.names(pnts) <- paste("point", 1:nrow(pnts), sep = "") @@ -70,13 +109,6 @@ kml( system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") ``` -``` -## Error: :9:1: unexpected symbol -## 8: # Plot results in Google Earth as a spacetime object: -## 9: pnts -## ^ -``` - ## Example - Compare the GSOD Weather Data From the Philippines With Climate Data Provided by the _GSODRdata_ Package. @@ -107,64 +139,148 @@ if (!require(devtools)) { devtools::install_github("adamhsparks/GSODRdata") ``` +``` +## + checking for file ‘/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/remotes3ea566dbcb21/adamhsparks-GSODRdata-54baad1/DESCRIPTION’ ... + +✔ checking for file ‘/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/remotes3ea566dbcb21/adamhsparks-GSODRdata-54baad1/DESCRIPTION’ +## + +─ preparing ‘GSODRdata’: +## + + checking DESCRIPTION meta-information ... + +✔ checking DESCRIPTION meta-information +## + +─ checking for LF line-endings in source and make files and shell scripts +## + +─ checking for empty or unneeded directories +## ─ looking to see if a ‘data/datalist’ file should be added +## + +─ building ‘GSODRdata_0.2.13.tar.gz’ (1.9s) +## + + +## +``` + Now that the extra data have been installed, take a look at the CHELSA data that are one of the data sets included in the _GSODRdata_ package. ```r library(GSODRdata) +library(skimr) -str(CHELSA) -``` - -``` -## 'data.frame': 23927 obs. of 46 variables: -## $ STNID : chr "008268-99999" "010014-99999" "010015-99999" "010882-99999" ... -## $ CHELSA_bio10_1979-2013_V1_1: num 30 14.3 12.5 12.6 15.2 16.3 13.9 12.7 13.4 12.9 ... -## $ CHELSA_bio11_1979-2013_V1_1: num 5.8 1 -3.2 -7 -0.2 -2.2 -3 -6.9 -2.1 -1.2 ... -## $ CHELSA_bio1_1979-2013_V1_1 : num 18.3 7.1 4.2 2.3 7 6.6 4.8 2.4 5 5.2 ... -## $ CHELSA_bio12_1979-2013_V1_1: num 214 1889 2209 563 1710 ... -## $ CHELSA_bio13_1979-2013_V1_1: num 54.6 223.7 254.7 73 200.6 ... -## $ CHELSA_bio14_1979-2013_V1_1: num 0.1 87.7 108.9 26.7 78.5 ... -## $ CHELSA_bio15_1979-2013_V1_1: num 104.9 30.3 30.1 30.7 32.1 ... -## $ CHELSA_bio16_1979-2013_V1_1: num 155 651 753 216 590 ... -## $ CHELSA_bio17_1979-2013_V1_1: num 0.6 273.5 332.6 85.5 244.7 ... -## $ CHELSA_bio18_1979-2013_V1_1: num 1.7 433.3 448.3 198.7 330.9 ... -## $ CHELSA_bio19_1979-2013_V1_1: num 96.9 490.4 621.1 122 494.4 ... -## $ CHELSA_bio2_1979-2013_V1_1 : num 23 12.5 16.7 20.1 15.6 17.1 16.4 18.6 14.8 13.3 ... -## $ CHELSA_bio3_1979-2013_V1_1 : num 48.3 44.8 45.3 45.5 45 44.3 43.8 44.6 43.8 43.8 ... -## $ CHELSA_bio4_1979-2013_V1_1 : num 884 486 592 734 573 ... -## $ CHELSA_bio5_1979-2013_V1_1 : num 40.5 21.5 22.2 23.6 23.9 25.4 23.1 23 21.8 20.4 ... -## $ CHELSA_bio6_1979-2013_V1_1 : num -7.2 -6.5 -14.5 -20.7 -10.7 -13.3 -14.3 -18.7 -11.9 -9.9 ... -## $ CHELSA_bio7_1979-2013_V1_1 : num 47.7 28 36.8 44.3 34.7 38.7 37.4 41.7 33.8 30.3 ... -## $ CHELSA_bio8_1979-2013_V1_1 : num 10.5 5.7 -1.7 12.5 1.3 8.5 6.8 12.5 7 7.2 ... -## $ CHELSA_bio9_1979-2013_V1_1 : num 26.7 7.8 8.4 -0.1 12.2 3.8 9.6 0.1 9.8 9.3 ... -## $ CHELSA_prec_10_1979-2013 : num 3.6 230.6 237.5 48.9 192.8 ... -## $ CHELSA_prec_11_1979-2013 : num 10.5 219.9 237.8 41.3 189.6 ... -## $ CHELSA_prec_1_1979-2013 : num 35.8 198.4 227.7 40.3 189.5 ... -## $ CHELSA_prec_12_1979-2013 : num 25.4 215.5 248.3 40.5 201.5 ... -## $ CHELSA_prec_1979-2013_land : num 214 1912 2170 559 1720 ... -## $ CHELSA_prec_2_1979-2013 : num 46.5 153.3 188.4 32.5 153.7 ... -## $ CHELSA_prec_3_1979-2013 : num 54.8 151.9 176.4 31.8 145 ... -## $ CHELSA_prec_4_1979-2013 : num 28.3 101.1 114.4 26.6 91.6 ... -## $ CHELSA_prec_5_1979-2013 : num 7 90.6 107 38.9 79 72.1 75.6 46.7 91.3 85.1 ... -## $ CHELSA_prec_6_1979-2013 : num 1.2 100.5 110.1 58 84 ... -## $ CHELSA_prec_7_1979-2013 : num 1 116.7 119.2 69.7 90.1 ... -## $ CHELSA_prec_8_1979-2013 : num 0.3 165.6 159.6 72.7 121.6 ... -## $ CHELSA_prec_9_1979-2013 : num 0.1 204 229.6 57.9 181.4 ... -## $ CHELSA_temp_10_1979-2013 : num 19.2 8 4.3 2.3 7.2 6.7 5.7 2.4 5.6 5.9 ... -## $ CHELSA_temp_11_1979-2013 : num 13.2 4.5 0.2 -3 3 2.2 1.2 -2.7 1.6 2.2 ... -## $ CHELSA_temp_1_1979-2013 : num 4.9 1.2 -3.4 -7.2 -0.4 -2.4 -2.5 -7 -1.9 -1 ... -## $ CHELSA_temp_12_1979-2013 : num 7.7 2.1 -2.7 -6.5 0.3 -1.4 -1.3 -6.3 -0.7 -0.1 ... -## $ CHELSA_temp_1979-2013_land : num 18.3 7.1 4.1 2.3 6.9 6.5 5.1 2.5 5 5.2 ... -## $ CHELSA_temp_2_1979-2013 : num 7 0.8 -3.2 -6.6 -0.2 -2.2 -2.8 -6.4 -2.1 -1.2 ... -## $ CHELSA_temp_3_1979-2013 : num 12.2 2.3 -0.8 -3.3 2.2 0.8 -0.9 -2.7 -0.6 0.1 ... -## $ CHELSA_temp_4_1979-2013 : num 18.3 5.1 3 1.5 5.8 5.1 3 1.7 2.9 3.1 ... -## $ CHELSA_temp_5_1979-2013 : num 23.5 9 7.6 6.4 10.1 10.7 7.8 6.6 7.3 7.1 ... -## $ CHELSA_temp_6_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... -## $ CHELSA_temp_7_1979-2013 : num 28.2 12 10.9 10.9 13.2 14.7 11.9 11.3 11.1 10.5 ... -## $ CHELSA_temp_8_1979-2013 : num 29.7 14.2 12.2 12.1 14.9 15.8 14 12.2 13.3 12.8 ... -## $ CHELSA_temp_9_1979-2013 : num 25.1 11.5 8.6 7.7 11.5 11.6 10.2 7.6 9.9 9.8 ... +skim(CHELSA) +``` + +``` +## Skim summary statistics +## n obs: 23927 +## n variables: 46 +## +## ── Variable type:character ───────────────────────────────────────────────────────────── +## variable missing complete n min max empty n_unique +## STNID 0 23927 23927 12 12 0 23821 +## +## ── Variable type:numeric ─────────────────────────────────────────────────────────────── +## variable missing complete n mean sd p0 +## CHELSA_bio1_1979-2013_V1_1 0 23927 23927 13.55 8.22 -21.1 +## CHELSA_bio10_1979-2013_V1_1 0 23927 23927 22.59 5.57 -9.1 +## CHELSA_bio11_1979-2013_V1_1 0 23927 23927 4.19 12.2 -44.1 +## CHELSA_bio12_1979-2013_V1_1 0 23927 23927 910.16 612.07 0.2 +## CHELSA_bio13_1979-2013_V1_1 0 23927 23927 135.34 104.42 0.1 +## CHELSA_bio14_1979-2013_V1_1 0 23927 23927 34.36 32.27 0 +## CHELSA_bio15_1979-2013_V1_1 0 23927 23927 48.27 31.17 6.8 +## CHELSA_bio16_1979-2013_V1_1 0 23927 23927 387.24 295.97 0.1 +## CHELSA_bio17_1979-2013_V1_1 0 23927 23927 109.86 101.59 0 +## CHELSA_bio18_1979-2013_V1_1 0 23927 23927 254.12 202.56 0 +## CHELSA_bio19_1979-2013_V1_1 0 23927 23927 183.24 198.41 0 +## CHELSA_bio2_1979-2013_V1_1 0 23927 23927 19.31 5.87 3 +## CHELSA_bio3_1979-2013_V1_1 0 23927 23927 52.44 10.01 29.3 +## CHELSA_bio4_1979-2013_V1_1 0 23927 23927 673.06 348.8 7.6 +## CHELSA_bio5_1979-2013_V1_1 0 23927 23927 32.03 5.58 -1.5 +## CHELSA_bio6_1979-2013_V1_1 0 23927 23927 -6.74 15.41 -55.5 +## CHELSA_bio7_1979-2013_V1_1 0 23927 23927 38.77 14.59 4 +## CHELSA_bio8_1979-2013_V1_1 0 23927 23927 17.65 7.66 -29.6 +## CHELSA_bio9_1979-2013_V1_1 0 23927 23927 9.9 13.74 -36.3 +## CHELSA_prec_1_1979-2013 0 23927 23927 68.28 69.25 0 +## CHELSA_prec_10_1979-2013 0 23927 23927 77.46 65.43 0 +## CHELSA_prec_11_1979-2013 0 23927 23927 72.5 63.95 0 +## CHELSA_prec_12_1979-2013 0 23927 23927 70.82 66.84 0 +## CHELSA_prec_1979-2013_land 0 23927 23927 910 612.88 0.2 +## CHELSA_prec_2_1979-2013 0 23927 23927 61.29 60.98 0 +## CHELSA_prec_3_1979-2013 0 23927 23927 67.59 60.06 0 +## CHELSA_prec_4_1979-2013 0 23927 23927 66.02 53.5 0 +## CHELSA_prec_5_1979-2013 0 23927 23927 76.52 61.01 0 +## CHELSA_prec_6_1979-2013 0 23927 23927 87.07 78.4 0 +## CHELSA_prec_7_1979-2013 0 23927 23927 92.22 90.25 0 +## CHELSA_prec_8_1979-2013 0 23927 23927 89.22 83.84 0 +## CHELSA_prec_9_1979-2013 0 23927 23927 83.46 72.62 0 +## CHELSA_temp_1_1979-2013 0 23927 23927 5.09 13.63 -44.7 +## CHELSA_temp_10_1979-2013 0 23927 23927 14.42 8.14 -23.6 +## CHELSA_temp_11_1979-2013 0 23927 23927 9.88 10.65 -30.8 +## CHELSA_temp_12_1979-2013 0 23927 23927 6.26 12.72 -43 +## CHELSA_temp_1979-2013_land 0 23927 23927 13.55 8.22 -21.1 +## CHELSA_temp_2_1979-2013 0 23927 23927 6.29 13.02 -39.1 +## CHELSA_temp_3_1979-2013 0 23927 23927 9.53 11.01 -28.5 +## CHELSA_temp_4_1979-2013 0 23927 23927 13.42 8.61 -23 +## CHELSA_temp_5_1979-2013 0 23927 23927 17.01 6.95 -16 +## CHELSA_temp_6_1979-2013 0 23927 23927 19.8 6.37 -10.6 +## CHELSA_temp_7_1979-2013 0 23927 23927 19.8 6.37 -10.6 +## CHELSA_temp_8_1979-2013 0 23927 23927 21.09 6.07 -11.1 +## CHELSA_temp_9_1979-2013 0 23927 23927 18.39 6.56 -17.4 +## p25 p50 p75 p100 hist +## 7.8 12.8 19.7 31.2 ▁▁▁▃▇▆▅▃ +## 18.2 22.8 26.8 39.3 ▁▁▁▂▇▇▅▁ +## -3.6 3.7 12.6 28.5 ▁▁▁▃▇▇▅▅ +## 492.05 782.8 1196.2 9701.5 ▇▂▁▁▁▁▁▁ +## 74.3 104.7 161 2083.5 ▇▁▁▁▁▁▁▁ +## 9.3 27.6 51.7 384.9 ▇▃▁▁▁▁▁▁ +## 23.3 39.9 66.3 206 ▇▆▃▂▁▁▁▁ +## 214.1 302 462.95 5869.1 ▇▁▁▁▁▁▁▁ +## 31.5 88.3 164.1 1195.6 ▇▃▁▁▁▁▁▁ +## 128.4 223.7 325.2 5021.5 ▇▁▁▁▁▁▁▁ +## 61.65 131.9 232.6 5034.3 ▇▁▁▁▁▁▁▁ +## 15.2 20.1 23.7 30.6 ▁▂▃▅▆▇▆▂ +## 45.4 50.1 57 93.3 ▁▅▇▃▂▁▁▁ +## 414.9 698.3 892.6 2319.2 ▃▅▇▅▂▁▁▁ +## 29.3 32.3 35.3 49.8 ▁▁▁▁▅▇▂▁ +## -17.3 -6.8 3.75 25.5 ▁▁▃▆▇▇▅▃ +## 28.8 39.7 48.2 87.7 ▂▃▅▇▅▃▁▁ +## 12 18.2 24.4 35.7 ▁▁▁▁▅▇▇▂ +## -1.4 11.4 21.7 39.3 ▁▁▂▇▅▇▇▁ +## 22 49.7 87 680 ▇▂▁▁▁▁▁▁ +## 34.2 65.3 97 647 ▇▃▁▁▁▁▁▁ +## 29.3 59.7 93 596.4 ▇▃▁▁▁▁▁▁ +## 23.8 54 93.5 681.5 ▇▂▁▁▁▁▁▁ +## 491.8 781.7 1195 9773.6 ▇▂▁▁▁▁▁▁ +## 21.3 43.9 78.7 535.8 ▇▃▁▁▁▁▁▁ +## 27.8 51.3 90.9 605.3 ▇▃▁▁▁▁▁▁ +## 30.3 53.4 86.6 524 ▇▅▁▁▁▁▁▁ +## 36.8 63.8 99.1 832.5 ▇▂▁▁▁▁▁▁ +## 41.3 74.3 107.5 1201.9 ▇▁▁▁▁▁▁▁ +## 41 76 112.7 1278.6 ▇▁▁▁▁▁▁▁ +## 38.8 73.7 108.7 964.8 ▇▂▁▁▁▁▁▁ +## 37.6 67.6 102.3 710.5 ▇▃▁▁▁▁▁▁ +## -4 3.6 16.4 33.5 ▁▁▂▃▇▅▃▃ +## 8.7 13.5 20.8 32.9 ▁▁▁▂▇▆▅▃ +## 2.8 8.5 18.6 33.2 ▁▁▁▃▇▅▅▂ +## -2 4.7 16.6 33 ▁▁▁▃▇▆▅▃ +## 7.8 12.8 19.7 31.3 ▁▁▁▃▇▆▅▃ +## -2.8 4.6 17.6 32.4 ▁▁▂▅▇▅▃▃ +## 1.5 7.8 18.8 32.3 ▁▁▂▅▇▅▅▃ +## 7.1 12.3 19.6 34.7 ▁▁▁▅▇▆▅▂ +## 12 16.1 22.1 36.5 ▁▁▁▂▇▅▃▁ +## 15.2 19.6 24.7 38.5 ▁▁▁▃▇▇▃▁ +## 15.2 19.6 24.7 38.5 ▁▁▁▃▇▇▃▁ +## 16.8 21.3 25.9 39.1 ▁▁▁▂▇▇▅▁ +## 13.5 17.9 23.8 35.6 ▁▁▁▂▇▇▇▁ ``` Compare the GSOD weather data from the Philippines with climatic data provided @@ -213,7 +329,7 @@ ggplot(df_melt, aes(x = DATE, y = value)) + xlab("Month") + labs(colour = "") + scale_color_brewer(palette = "Dark2") + - facet_wrap(~ STNID) + + facet_wrap( ~ STNID) + theme_classic() ``` diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index 1d7204ae..620886f5 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -16,10 +16,9 @@ required <- if (!all(unlist(lapply(required, function(pkg) requireNamespace(pkg, quietly = TRUE))))) - knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>" - )``` + knitr::opts_chunk$set(collapse = TRUE, + comment = "#>") +``` # Introduction @@ -53,9 +52,11 @@ PHL <- country = "Philippines", max_missing = 5) -PHL <- st_as_sf(x = PHL, - coords = c("LONGITUDE", "LATITUDE"), - crs = "+proj=longlat +datum=WGS84") +PHL <- st_as_sf( + x = PHL, + coords = c("LONGITUDE", "LATITUDE"), + crs = "+proj=longlat +datum=WGS84" +) write_sf(obj = PHL, dsn = file.path(tempdir(), "PHL-2010.gpkg")) ``` @@ -71,7 +72,8 @@ library(spacetime) library(plotKML) layers <- ogrListLayers(dsn = file.path(tempdir(), "PHL-2010.gpkg")) -pnts <- readOGR(dsn = file.path(tempdir(), ("PHL-2010.gpkg"), layers[1]) +pnts <- + readOGR(dsn = file.path(tempdir(), "PHL-2010.gpkg"), layers[1]) # Plot results in Google Earth as a spacetime object: pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) @@ -133,8 +135,9 @@ are one of the data sets included in the _GSODRdata_ package. ```{r GSODRdata, eval=TRUE, message=FALSE} library(GSODRdata) +library(skimr) -str(CHELSA) +skim(CHELSA) ``` Compare the GSOD weather data from the Philippines with climatic data provided @@ -175,7 +178,7 @@ ggplot(df_melt, aes(x = DATE, y = value)) + xlab("Month") + labs(colour = "") + scale_color_brewer(palette = "Dark2") + - facet_wrap(~ STNID) + + facet_wrap( ~ STNID) + theme_classic() ``` diff --git a/vignettes/figures/Ex5-1.png b/vignettes/figures/Ex5-1.png deleted file mode 100644 index 762da9568ebbed290af5725dff51f256dc32206a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 82452 zcmZU)WnA37@;;2yqHS?+i@UqErMSDhySqby;_mKV+;wqxw_V)bS>zAr+;`9K^E@y1 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ztEg*U$rJ-5P-YyHbUkTH^k)#oajVW-Wek73!1mP?XH-UUshI$}ZPO8g{bhU(LTBbX zj9tI!ElMJWWB_eEb5T?(ZUAu#Px#RQ+vExrBO7o9&VZzLRp7;Z{&gNEl&3XlpAhRq z)aEwxzh!GcO)#e0Q>5U%j5F?ngHT0VF2keu<8A0jq#5t87@U-C$-pG$!e4Y*B=`fgeUAb(r*iKG6)VDR}-X*!mWJpZ%5_3Wg0;`T)i~K`&B{P$twp*yQzYfXFrsK5HMyHM+!?cK*bJ6j zSLgmPzO%!gG5F$7mGFPlG^f1)RvQVY9rzO;-WfzJx@g&CIcW$7EwHXPM4hm)+h@TAFagxV+qZ&n6 qRnxV0qk8`B-4vmL+^_|I_Z=>w{Qh2f{=;|x_NAt*rBtP09rk|+wBiu} From 420f4d3b7ce864204025aa616d7804212a6d1414 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:11:56 +1000 Subject: [PATCH 56/62] Update codemeta.json --- codemeta.json | 12 ------------ 1 file changed, 12 deletions(-) diff --git a/codemeta.json b/codemeta.json index 382fbd52..f41c8a34 100644 --- a/codemeta.json +++ b/codemeta.json @@ -194,18 +194,6 @@ }, "sameAs": "https://CRAN.R-project.org/package=rgdal" }, - { - "@type": "SoftwareApplication", - "identifier": "rgeos", - "name": "rgeos", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=rgeos" - }, { "@type": "SoftwareApplication", "identifier": "rmarkdown", From 0a12dada5db3a8cec076869b628311efa221bf79 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:15:13 +1000 Subject: [PATCH 57/62] Update update_station_list.R Brings update_station_list.R up-to date with the data-raw version --- R/update_station_list.R | 50 +++++++++++++++++++++++++++++++---------- 1 file changed, 38 insertions(+), 12 deletions(-) diff --git a/R/update_station_list.R b/R/update_station_list.R index 9e5fecbb..95260a0a 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -48,18 +48,6 @@ update_station_list <- function() { isd_history <- fread("https://www1.ncdc.noaa.gov/pub/data/noaa/isd-history.csv") - # clean data - isd_history[isd_history == -999] <- NA - isd_history[isd_history == -999.9] <- NA - isd_history <- isd_history[!is.na(isd_history$LAT) & - !is.na(isd_history$LON), ] - isd_history <- - isd_history[isd_history$LAT != 0 & isd_history$LON != 0, ] - isd_history <- - isd_history[isd_history$LAT > -90 & isd_history$LAT < 90, ] - isd_history <- - isd_history[isd_history$LON > -180 & isd_history$LON < 180, ] - # add STNID column isd_history[, STNID := paste(USAF, WBAN, sep = "-")] setcolorder(isd_history, "STNID") @@ -73,6 +61,44 @@ update_station_list <- function() { # remove extra columns isd_history[, c("USAF", "WBAN", "ICAO", "ELEV(M)", "STNID_len") := NULL] + isd_history <- + isd_history[countrycode::codelist, on = c("CTRY" = "fips")] + + isd_history <- isd_history[, c( + "STNID", + "NAME", + "LAT", + "LON", + "CTRY", + "STATE", + "BEGIN", + "END", + "country.name.en", + "iso2c", + "iso3c" + )] + + # clean data + isd_history[isd_history == -999] <- NA + isd_history[isd_history == -999.9] <- NA + isd_history <- + isd_history[!is.na(isd_history$LAT) & !is.na(isd_history$LON),] + isd_history <- + isd_history[isd_history$LAT != 0 & isd_history$LON != 0,] + isd_history <- + isd_history[isd_history$LAT > -90 & isd_history$LAT < 90,] + isd_history <- + isd_history[isd_history$LON > -180 & isd_history$LON < 180,] + + # set colnames to upper case + names(isd_history) <- toupper(names(isd_history)) + setnames(isd_history, + old = "COUNTRY.NAME.EN", + new = "COUNTRY_NAME") + + # set country names to be upper case for easier internal verifications + isd_history[, COUNTRY_NAME := toupper(COUNTRY_NAME)] + # write rda file to disk for use with GSODR package fname <- system.file("extdata", "isd_history.rda", package = "GSODR") From 613157ba9cad22e2fab86c517a7ca4f0e59d80b6 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:23:15 +1000 Subject: [PATCH 58/62] Fix NOTES * Add countrycode to imports * Set `COUNTRY_NAME` to `NULL` in `update_station_list()` to avoid NOTE --- DESCRIPTION | 1 + R/update_station_list.R | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 40f318fc..62041d47 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -44,6 +44,7 @@ Depends: R (>= 3.3.0) License: MIT + file LICENSE Imports: + countrycode, curl, data.table (>= 1.11.6), future.apply, diff --git a/R/update_station_list.R b/R/update_station_list.R index 95260a0a..c432a5f2 100644 --- a/R/update_station_list.R +++ b/R/update_station_list.R @@ -25,7 +25,7 @@ #' @export update_station_list update_station_list <- function() { - "STNID" <- "USAF" <- "WBAN" <- "STNID_len" <- NULL + "STNID" <- "USAF" <- "WBAN" <- "COUNTRY_NAME" <- "STNID_len" <- NULL message( "This will overwrite GSODR's current internal list of GSOD stations.\n", From 19fe9bc5fa71b1329726c1f7800a2c2395b1b413 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:23:43 +1000 Subject: [PATCH 59/62] Update codemeta.json --- codemeta.json | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/codemeta.json b/codemeta.json index f41c8a34..061c067b 100644 --- a/codemeta.json +++ b/codemeta.json @@ -299,6 +299,18 @@ "name": "R", "version": ">= 3.3.0" }, + { + "@type": "SoftwareApplication", + "identifier": "countrycode", + "name": "countrycode", + "provider": { + "@id": "https://cran.r-project.org", + "@type": "Organization", + "name": "Comprehensive R Archive Network (CRAN)", + "url": "https://cran.r-project.org" + }, + "sameAs": "https://CRAN.R-project.org/package=countrycode" + }, { "@type": "SoftwareApplication", "identifier": "curl", From c599e0812e46d4efbb0acc9f1b369b8d26d50567 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:38:42 +1000 Subject: [PATCH 60/62] Update .travis.yml Don't need libgeos? --- .travis.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index e35e7dde..8771269c 100644 --- a/.travis.yml +++ b/.travis.yml @@ -18,7 +18,6 @@ addons: packages: - libudunits2-dev - libproj-dev - - libgeos-dev - libgdal-dev after_failure: From 390d8f90f744025eb0b4eaa7a48a499d1d50b2a7 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 21:48:59 +1000 Subject: [PATCH 61/62] Update CRAN comments and add docs folder --- cran-comments.md | 2 +- docs/.gitignore | 0 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 docs/.gitignore diff --git a/cran-comments.md b/cran-comments.md index 7d8fd9da..24ae0b7e 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -39,7 +39,7 @@ package updates much easier - Improved test coverage -- Update internal database of station locations +- Updated internal database of station locations # Reverse dependencies diff --git a/docs/.gitignore b/docs/.gitignore new file mode 100644 index 00000000..e69de29b From 42bced1410ab4bcd92e37f0d78b6aa6cbf8ff6a2 Mon Sep 17 00:00:00 2001 From: "Adam H. Sparks" Date: Wed, 4 Sep 2019 22:07:55 +1000 Subject: [PATCH 62/62] Clean up vignette output --- .../Working_with_spatial_and_climate_data.Rmd | 34 ------------------- ...ing_with_spatial_and_climate_data.Rmd.orig | 2 +- 2 files changed, 1 insertion(+), 35 deletions(-) diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd index 324f105c..6fdd24bd 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -11,11 +11,6 @@ vignette: > --- -``` -## Registered S3 method overwritten by 'xts': -## method from -## as.zoo.xts zoo -``` # Introduction @@ -139,35 +134,6 @@ if (!require(devtools)) { devtools::install_github("adamhsparks/GSODRdata") ``` -``` -## - checking for file ‘/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/remotes3ea566dbcb21/adamhsparks-GSODRdata-54baad1/DESCRIPTION’ ... - -✔ checking for file ‘/private/var/folders/_x/gqh2xrvn4qb0qs5d8795n8vr0000gn/T/RtmpS2DFky/remotes3ea566dbcb21/adamhsparks-GSODRdata-54baad1/DESCRIPTION’ -## - -─ preparing ‘GSODRdata’: -## - - checking DESCRIPTION meta-information ... - -✔ checking DESCRIPTION meta-information -## - -─ checking for LF line-endings in source and make files and shell scripts -## - -─ checking for empty or unneeded directories -## ─ looking to see if a ‘data/datalist’ file should be added -## - -─ building ‘GSODRdata_0.2.13.tar.gz’ (1.9s) -## - - -## -``` - Now that the extra data have been installed, take a look at the CHELSA data that are one of the data sets included in the _GSODRdata_ package. diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index 620886f5..021a28b9 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -44,7 +44,7 @@ directory and link it with climate data from the _GSODRdata_ package. Download data for Philippines for year 2010 and generate a spatial, year summary file, PHL-2010.gpkg, in the user's home directory. -```{r get-data, eval=TRUE, message=FALSE} +```{r get-data, eval=TRUE, messages=FALSE} library(GSODR) library(sf) PHL <-

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Perhaps -## the server is not responding currently or there is no -## Internet connection. Please try again later. -``` -```r inventory ``` ``` -## Error in eval(expr, envir, enclos): object 'inventory' not found +## *** FEDERAL CLIMATE COMPLEX INTEGRATED SURFACE DATA INVENTORY *** +## This inventory provides the number of weather observations by +## STATION-YEAR-MONTH for beginning of record through August 2019 +## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP +## 1: 007018-99999 2011 0 0 2104 2797 2543 2614 382 0 0 +## 2: 007018-99999 2013 0 0 0 0 0 0 710 0 0 +## 3: 007026-99999 2012 0 0 0 0 0 0 367 0 0 +## 4: 007026-99999 2014 0 0 0 0 0 0 180 0 4 +## 5: 007026-99999 2016 0 0 0 0 0 794 0 0 0 +## --- +## 629792: A51256-451 2015 2196 1866 2206 1909 2215 2090 2202 2191 2128 +## 629793: A51256-451 2016 2185 2047 2175 2131 2213 2139 2209 2216 2131 +## 629794: A51256-451 2017 2192 1883 2204 1910 2145 2113 2218 2204 2082 +## 629795: A51256-451 2018 2192 1887 2194 2113 2151 2095 2202 2197 1816 +## 629796: A51256-451 2019 2188 2000 2143 2105 2187 2131 2174 2013 0 +## OCT NOV DEC +## 1: 0 0 0 +## 2: 0 0 0 +## 3: 0 0 7 +## 4: 0 552 0 +## 5: 0 0 0 +## --- +## 629792: 2192 2097 2093 +## 629793: 2196 2131 1665 +## 629794: 2192 2103 2174 +## 629795: 2195 2063 2178 +## 629796: 0 0 0 ``` ```r @@ -587,7 +632,33 @@ subset(inventory, STNID %in% "955510-99999") ``` ``` -## Error in subset(inventory, STNID %in% "955510-99999"): object 'inventory' not found +## *** FEDERAL CLIMATE COMPLEX INTEGRATED SURFACE DATA INVENTORY *** +## This inventory provides the number of weather observations by +## STATION-YEAR-MONTH for beginning of record through August 2019 +## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC +## 1: 955510-99999 1998 0 0 222 223 221 211 226 217 222 234 215 230 +## 2: 955510-99999 1999 213 201 235 224 244 229 239 247 236 246 233 243 +## 3: 955510-99999 2000 241 227 247 238 246 237 245 240 236 248 239 248 +## 4: 955510-99999 2001 245 223 246 238 239 236 243 240 237 236 235 246 +## 5: 955510-99999 2002 245 219 246 236 243 229 243 246 227 238 233 246 +## 6: 955510-99999 2003 244 217 220 232 235 233 246 242 218 239 225 245 +## 7: 955510-99999 2004 240 227 241 229 233 224 235 244 235 244 235 245 +## 8: 955510-99999 2005 241 221 242 240 247 239 247 247 234 242 239 246 +## 9: 955510-99999 2006 245 223 246 232 241 238 247 247 239 247 240 247 +## 10: 955510-99999 2007 247 222 244 240 248 240 244 244 239 247 237 246 +## 11: 955510-99999 2008 247 228 248 239 248 239 248 247 239 247 238 248 +## 12: 955510-99999 2009 245 222 246 235 244 237 248 248 239 248 239 248 +## 13: 955510-99999 2010 248 223 248 240 244 240 242 247 240 248 240 247 +## 14: 955510-99999 2011 247 224 247 240 247 240 248 247 239 248 239 248 +## 15: 955510-99999 2012 248 232 248 240 248 240 248 247 240 248 240 245 +## 16: 955510-99999 2013 236 220 247 233 248 239 252 247 238 248 239 246 +## 17: 955510-99999 2014 243 224 247 240 246 239 246 247 240 247 240 248 +## 18: 955510-99999 2015 248 222 248 72 247 240 247 248 239 247 238 247 +## 19: 955510-99999 2016 246 228 245 240 246 240 248 248 238 248 239 248 +## 20: 955510-99999 2017 247 224 248 240 248 239 248 247 239 248 240 248 +## 21: 955510-99999 2018 248 224 248 239 247 240 246 247 218 244 190 248 +## 22: 955510-99999 2019 247 224 245 240 214 240 248 231 0 0 0 0 +## STNID YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC ``` # Additional Climate Data Availability @@ -771,4 +842,4 @@ no/not reported) for the occurrence during the day; ## Appendix 2: Map of Current GSOD Station Locations -plot of chunk unnamed-chunk-1 +plot of chunk unnamed-chunk-1 diff --git a/vignettes/GSODR.Rmd.orig b/vignettes/GSODR.Rmd.orig index 51c49ad0..6e3b6d89 100644 --- a/vignettes/GSODR.Rmd.orig +++ b/vignettes/GSODR.Rmd.orig @@ -128,7 +128,7 @@ tbar_stations <- tbar_stations[!tbar_stations %in% remove] Using the first data downloaded for a single station, 955510-99999, plot the temperature for 2010. -```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center", fig.path = "vignettes/figures/"} +```{r Ex5, eval=TRUE, fig.width = 7, fig.height = 7, fig.align = "center", fig.path = "vignettes/"} library(ggplot2) library(ggthemes) library(tidyr) @@ -427,7 +427,7 @@ no/not reported) for the occurrence during the day; ## Appendix 2: Map of Current GSOD Station Locations -```{r, eval=TRUE, message=FALSE, echo=FALSE, warning=FALSE, fig.width = 7, fig.height = 5, fig.align = "center", fig.path = "vignettes/figures/"} +```{r, eval=TRUE, message=FALSE, echo=FALSE, warning=FALSE, fig.width = 7, fig.height = 5, fig.align = "center", fig.path = "vignettes/"} if (requireNamespace("maps", quietly = TRUE) && requireNamespace("mapproj", quietly = TRUE) && requireNamespace("gridExtra", quietly = TRUE) && diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd b/vignettes/Working_with_spatial_and_climate_data.Rmd index 8e1fb4ad..e9ab2f31 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd @@ -17,36 +17,19 @@ vignette: > ```r library(GSODR) +library(sf) PHL <- get_GSOD(years = 2010, country = "Philippines", max_missing = 5) -``` - -``` -## Registered S3 method overwritten by 'R.oo': -## method from -## throw.default R.methodsS3 -``` -```r PHL <- st_as_sf(x = PHL, - coords = c("LON", "LAT"), + coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") -``` -``` -## Error in `[.data.frame`(x, i): undefined columns selected -``` - -```r write_sf(PHL, "~/PHL-2010.gpkg") ``` -``` -## Error in st_sf(x, ..., agr = agr, sf_column_name = sf_column_name): no simple features geometry column present -``` - ## Example - Use the GeoPackage File to Create a KML File Using the GeoPackage that was just created, you can now create a KML file to @@ -56,73 +39,31 @@ open with Google Earth and visualise the data spatially and over time. ```r library(rgdal) library(spacetime) -``` - -``` -## Registered S3 method overwritten by 'xts': -## method from -## as.zoo.xts zoo -``` - -```r library(plotKML) -``` - -``` -## plotKML version 0.5-9 (2019-01-04) -``` -``` -## URL: http://plotkml.r-forge.r-project.org/ -``` - -```r layers <- ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")) -``` - -``` -## Error in ogrListLayers(dsn = path.expand("~/PHL-2010.gpkg")): Cannot open data source -``` - -```r pnts <- readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]) ``` ``` -## Error in readOGR(dsn = path.expand("~/PHL-2010.gpkg"), layers[1]): object 'layers' not found +## OGR data source with driver: GPKG +## Source: "/Users/adamsparks/PHL-2010.gpkg", layer: "PHL-2010" +## with 4709 features +## It has 42 fields ``` ```r # Plot results in Google Earth as a spacetime object: pnts$DATE = as.Date(paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-")) -``` - -``` -## Error in paste(pnts$YEAR, pnts$MONTH, pnts$DAY, sep = "-"): object 'pnts' not found -``` - -```r row.names(pnts) <- paste("point", 1:nrow(pnts), sep = "") -``` - -``` -## Error in nrow(pnts): object 'pnts' not found -``` -```r tmp_ST <- STIDF( sp = as(pnts, "SpatialPoints"), time = pnts$DATE - 0.5, data = pnts@data[, c("TEMP", "STNID")], endTime = pnts$DATE + 0.5 ) -``` - -``` -## Error in as.POSIXct(endTime): object 'pnts' not found -``` -```r shape = "http://maps.google.com/mapfiles/kml/pal2/icon18.png" kml( @@ -134,13 +75,7 @@ kml( file.name = "Temperatures_PHL_2010-2010.kml", folder.name = "TEMP" ) -``` - -``` -## Error in kml(tmp_ST, dtime = 24 * 3600, colour = TEMP, shape = shape, : object 'tmp_ST' not found -``` -```r system("zip -m Temperatures_PHL_2010-2010.kmz Temperatures_PHL_2010-2010.kml") ``` @@ -174,11 +109,6 @@ if (!require(devtools)) { devtools::install_github("adamhsparks/GSODRdata") ``` -``` -## Skipping install of 'GSODRdata' from a github remote, the SHA1 (fd505088) has not changed since last install. -## Use `force = TRUE` to force installation -``` - Now that the extra data have been installed, take a look at the CHELSA data that are one of the data sets included in the _GSODRdata_ package. @@ -248,86 +178,36 @@ join the CHELSA and _GSODR_ data for plotting. library(dplyr) library(ggplot2) library(reshape2) -``` - -``` -## -## Attaching package: 'reshape2' -``` -``` -## The following object is masked from 'package:tidyr': -## -## smiths -``` - -``` -## The following objects are masked from 'package:data.table': -## -## dcast, melt -``` - -```r cnames <- paste0("CHELSA_temp_", 1:12, "_1979-2013") clim_temp <- CHELSA[CHELSA$STNID %in% pnts$STNID, paste(c("STNID", cnames))] -``` - -``` -## Error in CHELSA$STNID %in% pnts$STNID: object 'pnts' not found -``` - -```r clim_temp_df <- data.frame( STNID = rep(clim_temp$STNID, 12), MONTHC = as.vector(sapply(1:12, rep, times = nrow(clim_temp))), CHELSA_TEMP = as.vector(unlist(clim_temp[, cnames])) ) -``` - -``` -## Error in data.frame(STNID = rep(clim_temp$STNID, 12), MONTHC = as.vector(sapply(1:12, : object 'clim_temp' not found -``` -```r pnts$MONTHC <- as.numeric(paste(pnts$MONTH)) -``` - -``` -## Error in paste(pnts$MONTH): object 'pnts' not found -``` - -```r temp <- left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")) ``` ``` -## Error in left_join(pnts@data, clim_temp_df, by = c("STNID", "MONTHC")): object 'pnts' not found +## Warning: Column `STNID` joining factors with different levels, coercing to +## character vector ``` ```r temp <- temp %>% group_by(MONTH) %>% mutate(AVG_DAILY_TEMP = round(mean(TEMP), 1)) -``` - -``` -## Error in eval(lhs, parent, parent): object 'temp' not found -``` -```r df_melt <- na.omit(melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], id = c("DATE", "STNID"))) -``` -``` -## Error in melt(temp[, c("STNID", "DATE", "CHELSA_TEMP", "TEMP", "AVG_DAILY_TEMP")], : object 'temp' not found -``` - -```r ggplot(df_melt, aes(x = DATE, y = value)) + geom_point(aes(color = variable), alpha = 0.2) + scale_x_date(date_labels = "%b") + @@ -339,9 +219,7 @@ ggplot(df_melt, aes(x = DATE, y = value)) + theme_tufte() ``` -``` -## Error in ggplot(df_melt, aes(x = DATE, y = value)): object 'df_melt' not found -``` +![plot of chunk comparison](comparison-1.png) # Notes diff --git a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig index be4ad24c..b9166db6 100644 --- a/vignettes/Working_with_spatial_and_climate_data.Rmd.orig +++ b/vignettes/Working_with_spatial_and_climate_data.Rmd.orig @@ -45,15 +45,16 @@ directory and link it with climate data from the _GSODRdata_ package. Download data for Philippines for year 2010 and generate a spatial, year summary file, PHL-2010.gpkg, in the user's home directory. -```{r get-data, eval=TRUE} +```{r get-data, eval=TRUE, message=FALSE} library(GSODR) +library(sf) PHL <- get_GSOD(years = 2010, country = "Philippines", max_missing = 5) PHL <- st_as_sf(x = PHL, - coords = c("LON", "LAT"), + coords = c("LONGITUDE", "LATITUDE"), crs = "+proj=longlat +datum=WGS84") write_sf(PHL, "~/PHL-2010.gpkg") @@ -64,7 +65,7 @@ write_sf(PHL, "~/PHL-2010.gpkg") Using the GeoPackage that was just created, you can now create a KML file to open with Google Earth and visualise the data spatially and over time. -```{r spatial-layers, eval=TRUE} +```{r spatial-layers, eval=TRUE, message=FALSE} library(rgdal) library(spacetime) library(plotKML) @@ -118,7 +119,7 @@ CHELSA is based on a quasi-mechanistical statistical downscaling of the ERA inte See http://chelsa-climate.org for more information on these data. -```{r devtools, eval=TRUE} +```{r devtools, eval=TRUE, message=FALSE} if (!require(devtools)) { install.packages("devtools", repos = c(CRAN = "https://cloud.r-project.org/")) @@ -130,7 +131,7 @@ devtools::install_github("adamhsparks/GSODRdata") Now that the extra data have been installed, take a look at the CHELSA data that are one of the data sets included in the _GSODRdata_ package. -```{r GSODRdata, eval=TRUE} +```{r GSODRdata, eval=TRUE, message=FALSE} library(GSODRdata) str(CHELSA) @@ -140,7 +141,7 @@ Compare the GSOD weather data from the Philippines with climatic data provided by the _GSODRdata_ package in the CHELSA data set using `dplyr` functions to join the CHELSA and _GSODR_ data for plotting. -```{r comparison, eval=TRUE, fig.path = "vignettes/figure/"} +```{r comparison, eval=TRUE, fig.path = "vignettes/", message=FALSE} library(dplyr) library(ggplot2) library(reshape2) diff --git a/vignettes/comparison-1.png b/vignettes/comparison-1.png new file mode 100644 index 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