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a/misc/make-scan-snotel-metadata-db.R +++ b/misc/make-scan-snotel-metadata-db.R @@ -1,41 +1,135 @@ +library(soilDB) library(plyr) # https://github.com/ncss-tech/soilDB/issues/61 -## get these data from SCAN www map, zoom all the way out and then click on export to CSV -x <- read.csv('scan-snotel-data/station-metadata.csv', stringsAsFactors = FALSE) - -# fix HUC formatting -x$HUC <- as.character(as.numeric(x$HUC)) +# attempt to cross-reference a lab ID via pedon ID +# using a LIMS report and HTML scraping, ick +# about 5 seconds per request +getLabPedon <- function(pedonID) { + url <- sprintf('https://nasis.sc.egov.usda.gov/NasisReportsWebSite/limsreport.aspx?report_name=Pedon+Description+html+(userpedid)&pedon_id=%s', pedonID) + + rpt <- read_html(url) + n <- html_node(rpt, xpath = "//*/table/tr[10]/td[1]/*") + n <- xml_text(n) + lab.id <- gsub(' ', '', strsplit(n, ':')[[1]][2]) + + return(lab.id) +} + +getLabPedon <- Vectorize(getLabPedon) + + + +## +## station list / site information +## + +# get these data from SCAN/SNOTEL www map, zoom all the way out and then click on export to CSV +# there are some trash data in here, trailing tabs +x <- read.csv('scan-snotel-data/station-metadata.csv', stringsAsFactors = FALSE, colClasses = 'character') + +# fix formatting +x$Name <- trimws(x$Name) +x$ID <- as.numeric(trimws(x$ID)) +x$State <- trimws(x$State) +x$Network <- trimws(x$Network) +x$County <- trimws(x$County) +x$Elevation_ft <- as.numeric(trimws(x$Elevation_ft)) +x$Latitude <- as.numeric(trimws(x$Latitude)) +x$Longitude <- as.numeric(trimws(x$Longitude)) +x$HUC <- trimws(x$HUC) # re-name ID names(x)[2] <- 'Site' # check: OK +nrow(x) str(x) -## most of these files are maintained by regional staff -## naming convention from NASIS site table -p <- read.csv('scan-snotel-data/Utah_DCO_Soil_Lab_Data.csv', stringsAsFactors = FALSE) +## +## pedon / lab IDs +## + +## SCAN / SNOTEL sites from western US +# most of these files are maintained by regional staff +# naming convention from NASIS site table +p.west <- read.csv('scan-snotel-data/Utah_DCO_Soil_Lab_Data.csv', stringsAsFactors = FALSE) # whats in here: # many sites from several states! -str(p) -table(p$state) +str(p.west) +table(p.west$state) # keep subset of columns -p <- p[, c('climstaid', 'climstanm', 'upedonid', 'pedlabsampnum')] +p.west <- p.west[, c('climstaid', 'climstanm', 'upedonid', 'pedlabsampnum')] # re-name ID -names(p)[1] <- 'Site' +names(p.west)[1] <- 'Site' + +# re-name for mixing +names(p.west)[-1] <- paste0(names(p.west)[-1], '-WEST') # check: ok -str(p) +str(p.west) + + + +## SCAN data via Steve Campbell / soil climate center +# missing lab IDs +# missing SNOTEL sites +p.scan <- read.csv('scan-snotel-data/SCAN_Pedon_Master.csv', stringsAsFactors = FALSE) + +str(p.scan) +table(p.scan$State) + +# re-name to match other metadata +names(p.scan) <- c('Site', 'climstanm', 'state', 'upedonid') + +# look-up lab ID via LIMS report +# takes a couple of minutes +# some pedon IDs won't map to a lab ID (not linked in NASIS) +p.scan$pedlabsampnum <- getLabPedon(p.scan$upedonid) + +# replace missing values with NA +p.scan$pedlabsampnum[which(p.scan$pedlabsampnum == '')] <- NA +# re-name and subset columns +p.scan <- p.scan[, c('Site', 'climstanm', 'upedonid', 'pedlabsampnum')] +names(p.scan)[-1] <- paste0(names(p.scan)[-1], '-SCAN') + +## +## merge metada from various sources, filling in the missing values with best available data +## + +# unique set of site IDs +m <- data.frame(Site=unique(c(p.west$Site, p.scan$Site)), stringsAsFactors = FALSE) + +# western data +m <- join(m, p.west, by='Site', type='left') + +# SCAN master list +m <- join(m, p.scan, by='Site', type='left') + +# new columns for best-available +m$climstanm <- NA +m$upedonid <- NA +m$pedlabsampnum <- NA + +### TODO: double check logic +# select best available +m$climstanm <- ifelse(! is.na(m$`climstanm-WEST`), m$`climstanm-WEST`, m$`climstanm-SCAN`) +m$upedonid <- ifelse(! is.na(m$`upedonid-WEST`), m$`upedonid-WEST`, m$`upedonid-SCAN`) +m$pedlabsampnum <- ifelse(! is.na(m$`pedlabsampnum-WEST`), m$`pedlabsampnum-WEST`, m$`pedlabsampnum-SCAN`) + + +## ## combine site metadata and pedon links -SCAN_SNOTEL_metadata <- join(x, p, by='Site', type='left') +## + +SCAN_SNOTEL_metadata <- join(x, m[, c('Site', 'climstanm', 'upedonid', 'pedlabsampnum')], by='Site', type='left') # check for possible errors via station name comparison idx <- which( ! SCAN_SNOTEL_metadata$Name == SCAN_SNOTEL_metadata$climstanm ) diff --git a/misc/scan-snotel-data/SCAN_Pedon_Master.csv b/misc/scan-snotel-data/SCAN_Pedon_Master.csv new file mode 100644 index 00000000..4187af81 --- /dev/null +++ b/misc/scan-snotel-data/SCAN_Pedon_Master.csv @@ -0,0 +1,179 @@ +Station ID,Site Name,State,Pedon ID +2065,Aniak,AK,S2001AK178001 +1232,Canyon Lake,AK,S2012AK070008 +2213,Checksers Creek,AK,S2014AK180002 +2210,Hozatka Lake,AK,S2014AK290013 +2211,Innoko Camp,AK,S2014AK290015 +2208,Kanaryagak Camp,AK,S2013AK270002 +2212,Kanuti Lake,AK,S2014AK290011 +1233,Lower Mulchatna,AK,S2012AK060001 +2209,Naknek River,AK,S2013AK060002 +2080,Tok,AK,S2002AK174002 +1234,Weary Lake,AK,S2012AK070006 +2057,AAMU-JTG,AL,S02AL089002 +2078,Bragg Farm,AL,S2003AL089005 +2177,Broad Acres,AL,S10AL101001 +2113,Cullman-NAHRC,AL,S2006AL043001 +2055,Hodges,AL,S2002AL095001 +2173,Isbell Farms,AL,S10AL033001 +2180,Koptis Farms,AL,S2010AL003001 +2114,Livingston-UWA,AL,S2006AL119001 +2178,Morris Farms,AL,S10AL087001 +2178,Morris Farms,AL,S10AL087001 +2181,Perdido Riv Farms,AL,S2006AL053001 +2176,Selma,AL,S10AL047001 +2056,Stanley Farm,AL,S2002AL103002 +2179,Sudduth Farms,AL,S10AL133001 +2115,Tuskegee,AL,S2006AL087001 +2175,Wedowee,AL,S10AL111001 +2053,Wtars,AL,S2002AL089001 +2083,Uapb Campus-PB,AR,04AR069001 +2091,Uapb Dewitt,AR,S2004AR001001 +2090,Uapb Point Remove,AR,S2004AR115001 +2030,Uapb-Lonoke Farm,AR,99AR085001 +2084,Uapb-Marianna,AR,04AR077001 +2026,Walnut Gulch #1,AZ,99AZ003001 +2189,Cochora Ranch,CA,S2012CA079003 +2190,Death Valley Jct,CA,S2012CA027001 +2187,Deep Springs,CA,S2012CA027002 +2191,Doe Ridge,CA,S2012CA051002 +2192,Eagle Lake,CA,S2012CA063001 +2185,Essex,CA,S2011CA071003 +2149,Marble Creek,CA,S2009CA051001 +2186,Shadow Mtns,CA,S2011CA071004 +2017,Nunn #1,CO,91CO123003 +2051,Everglades ARS,FL,97FL025005A +2012,Sellers Lake #1,FL,92FL069000 +2009,Wakulla #1,FL,91FL073001 +2027,Little River,GA,99GA277001 +2013,Watkinsville #1,GA,92GA219001 +2100,Island Dairy,HI,S05HI001007 +2096,Kainaliu,HI,S2005HI001001 +2103,Kemole Gulch,HI,S05HI001008 +2097,Kukuihaele,HI,S05HI001002 +2102,Mana House,HI,S05HI001006 +2098,Pua Akala,HI,S05HI001003 +2101,Silver Sword,HI,S2005HI001004 +2099,Waimea Plain,HI,S2005HI001005 +2031,Ames,IA,S2001IA015001 +2068,Sharbark Hills,IA,S2002IA193001 +2004,Mason #1,IL,S1991IL125001 +2092,Abrams,KS,04KS035001 +2094,Centralia Lake,KS,04KS131100 +2093,Phillipsburg,KS,04KS147001 +2079,Mammoth Cave,KY,2003KY099001 +2005,Princeton #1,KY,1991KY033002 +2049,Powder Mill,MD,S2002MD033006 +2002,Crescent Lake #1,MN,S1991MN141001 +2050,Glacial Ridge,MN,S2002MN119001 +2048,Dexter,MO,S2002MO207001 +2220,Elsberry PMC,MO,S2015MO113001 +2194,Journagan Ranch,MO,S2012MO067001 +2060,Mt. Vernon,MO,S2002MO109001 +2193,Schell-Osage,MO,S2012MO185001 +2032,Beasley Lake,MS,99MS133001 +2024,Goodwin Ck Pasture,MS,S2002MS107001 +2025,Goodwin Ck Timber,MS,S2002MS107002 +2110,Mayday,MS,S2005MS163001 +2087,North Issaquena,MS,S2004MS055001 +2033,Onward,MS,99MS125003 +2046,Perthshire,MS,S02MS-011-001 +2061,Powell Gardens,MS,S2002MO101001 +2109,Sandy Ridge,MS,S2005MS133001 +2070,Scott,MS,S05MS-011-001 +2086,Silver City,MS,S2004MS053001 +2047,Spickard,MS,S2002MO079001 +2064,Starkville,MS,S02MS-105-001 +2082,TNC Fort Bayou,MS,03MS059001 +2034,Tunica,MS,99MS143001 +2035,Vance,MS,99MS135001 +2117,Conrad Ag Rc,MT,S06MT073001 +2019,Fort Assiniboine #1,MT,92MT041003 +2121,Jordan,MT,S2006MT033001 +581,Lindsay,MT,S2006MT021001 +2119,Moccasin,MT,S06MT045001 +2120,Sidney,MT,S06MT083001 +2118,Violett,MT,S06MT051001 +2008,Tidewater #1,NC,91NC187001 +2020,Mandan #1,ND,92ND059400 +2111,Johnson Farm,NE,S06NE029001 +2001,Rogers Farm #1,NE,91NE109001 +2069,Hubbard Brook,NH,S2002NH009001 +2043,Mascoma River,NH,S1998NH009001 +2015,Adam's Ranch,NM,92NM027001 +2172,Alcalde,NM,S2010NM039001 +2107,Crossroads,NM,S2004NM025001 +2168,Jornada Exp Range,NM,S2009NM013011 +2169,Los Lunas PMC,NM,S09NM061001 +2108,Willow Wells,NM,S2004NM025002 +2171,Sevilleta,NM ,S2010NM053001 +2141,Kyle Canyon,NV,S08NV003002 +2146,Lovell Summit,NV,S08NV003004 +2116,Lovelock NNR,NV,S2006NV027001 +2144,Pine Nut,NV,S08NV003003 +750,Sheldon,NV,89NV031003 +2011,Geneva #1,NY,S1991NY069001 +2014,Molly Caren #1,OH,S1992OH097001 +2073,Sunleaf Nursery,OH,S2003OH085001 +2022,Fort Reno #1,OK,S2001OK017001 +2074,Lynhart Ranch,OR,03OR035015 +2028,Mahantango Ck,PA,99PA049014 +2036,Rock Springs Pa,PA,99PA027095 +2067,Bosque Seco,PR,D99PR055007 +2066,Combate,PR,D99PR023004 +2188,Corozal,PR,S2004PR047001 +2045,Guilarte Forest,PR,S2001PR153004 +2052,Isabela,PR,82PR007001 +15,Maricao Forest,PR,S2001PR125007R +2112,Mayaguez TARS,PR,S2007PR097001 +2072,Eros Data Center,SD,S2003SD099001 +2076,Allen Farms,TN,2003TN055001S +2077,Eastview Farm,TN,2003TN051004 +2075,McAllister Farm,TN,2003TN103001 +2006,Bushland #1,TX,91TX381001 +2206,Kingsville,TX,S2012TX273017 +2201,Knox City,TX,S2012TX275001 +2106,Lehman,TX,S2004TX079001 +2105,Levelland,TX,S2004TX219001 +2016,Prairie View #1,TX,92TX473001 +2104,Reese Center,TX,S2004TX303001 +2138,Alkali Mesa,UT,S07UT037004 +2207,Blue Creek,UT,S07UT003-001 +2151,Buffalo Jump,UT,S2009UT033001 +2136,Cache Junction ,UT,S07UT005-001 +2161,Cave Valley,UT,2014UT0531053 +2150,Chicken Ridge,UT,S2009UT029001 +2125,Circleville,UT,S07UT031001 +2167,Dugway,UT,S2009UT045002 +2130,Eastland,UT,S07UT037001 +2128,Enterprise,UT,S07UT021001 +2126,Ephraim,UT,S07UT039001 +2165,Goshute,UT,S2009UT003001 +2131,Green River,UT,S07UT015001 +2160,Grouse Creek,UT,S2009UT003001 +2164,Hals Canyon,UT,S2009UT027002 +2166,Harms Way,UT,S2009UT037001 +2127,Holden,UT,S07UT027001 +2155,Little Red Fox,UT,S2009UT013004 +2156,Manderfield,UT,S2009UT001001 +2140,Mccracken Mesa,UT,S07UT037005 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