#' Raw Data Import for USGS NWIS QW Data
#'
#' Imports data from NWIS web service. This function gets the data from here: \url{http://nwis.waterdata.usgs.gov/nwis/qwdata}
#' A list of parameter codes can be found here: \url{http://nwis.waterdata.usgs.gov/nwis/pmcodes/}
#' A list of statistic codes can be found here: \url{http://nwis.waterdata.usgs.gov/nwis/help/?read_file=stat&format=table}
#'
#' @details Valid parameter code groups are "All," or group codes:
#'\tabular{ll}{
#'Code \tab Description\cr
#'INF \tab Information \cr
#'PHY \tab Physical \cr
#'INM \tab Inorganics, Major, Metals (major cations) \cr
#'INN \tab Inorganics, Major, Non-metals (major anions) \cr
#'NUT \tab Nutrient \cr
#'MBI \tab Microbiological \cr
#'BIO \tab Biological \cr
#'IMN \tab Inorganics, Minor, Non-metals \cr
#'IMM \tab Inorganics, Minor, Metals \cr
#'TOX \tab Toxicity \cr
#'OPE \tab Organics, pesticide \cr
#'OPC \tab Organics, PCBs \cr
#'OOT \tab Organics, other \cr
#'RAD \tab Radiochemical \cr
#'SED \tab Sediment \cr
#'POP \tab Population/community \cr
#'}
#'If more than one parameter group is requested, only sites that data for all requested groups are returned.
#'
#' @param siteNumbers character of USGS site numbers. This is usually an 8 digit number
#' @param parameterCd character that contains the code for a parameter
#' group, or a character vector of 5-digit parameter codes. See \bold{Details}.
#' @param startDate character starting date for data retrieval in the form YYYY-MM-DD. Default is "" which indicates
#' retrieval for the earliest possible record.
#' @param endDate character ending date for data retrieval in the form YYYY-MM-DD. Default is "" which indicates
#' retrieval for the latest possible record.
#' @param expanded logical defaults to \code{TRUE}. If \code{TRUE}, retrieves additional information. Expanded data includes
#' remark_cd (remark code), result_va (result value), val_qual_tx (result value qualifier code), meth_cd (method code),
#' dqi_cd (data-quality indicator code), rpt_lev_va (reporting level), and rpt_lev_cd (reporting level type). If \code{FALSE},
#' only returns remark_cd (remark code) and result_va (result value). Expanded = \code{FALSE} will not give
#' sufficient information for unbiased statistical analysis.
#' @param reshape logical, reshape the expanded data. If \code{TRUE}, then return a wide data frame with all water-quality in a single row for each sample.
#' If \code{FALSE} (default), then return a long data frame with each water-quality result in a single row. This
#' argument is only applicable to expanded data. Data requested using \code{expanded=FALSE} is always returned in the wide format.
#' @param tz character to set timezone attribute of datetime. Default is an empty quote, which converts the
#' datetimes to UTC (properly accounting for daylight savings times based on the data's provided tz_cd column).
#' Possible values to provide are "America/New_York","America/Chicago", "America/Denver","America/Los_Angeles",
#' "America/Anchorage","America/Honolulu","America/Jamaica","America/Managua","America/Phoenix", and "America/Metlakatla"
#' @keywords data import USGS web service
#' @return A data frame with the following columns:
#' \tabular{lll}{
#' Name \tab Type \tab Description \cr
#' agency_cd \tab character \tab The NWIS code for the agency reporting the data\cr
#' site_no \tab character \tab The USGS site number \cr
#' datetime \tab POSIXct \tab The date and time of the value converted to UTC (if asDateTime = TRUE), \cr
#' \tab character \tab or raw character string (if asDateTime = FALSE) \cr
#' tz_cd \tab character \tab The time zone code for datetime \cr
#' code \tab character \tab Any codes that qualify the corresponding value\cr
#' value \tab numeric \tab The numeric value for the parameter \cr
#' }
#'
#' There are also several useful attributes attached to the data frame:
#' \tabular{lll}{
#' Name \tab Type \tab Description \cr
#' url \tab character \tab The url used to generate the data \cr
#' queryTime \tab POSIXct \tab The time the data was returned \cr
#' comment \tab character \tab Header comments from the RDB file \cr
#' siteInfo \tab data.frame \tab A data frame containing information on the requested sites \cr
#' variableInfo \tab data.frame \tab A data frame containing information on the requested parameters \cr
#' }
#' @export
#' @import reshape2
#' @seealso \code{\link{readWQPdata}}, \code{\link{whatWQPsites}},
#' \code{\link{readWQPqw}}, \code{\link{constructNWISURL}}
#' @examples
#' siteNumbers <- c('04024430','04024000')
#' startDate <- '2010-01-01'
#' endDate <- ''
#' parameterCd <- c('34247','30234','32104','34220')
#' \dontrun{
#' rawNWISqwData <- readNWISqw(siteNumbers,parameterCd,startDate,endDate)
#' rawNWISqwDataReshaped <- readNWISqw(siteNumbers,parameterCd,
#' startDate,endDate,reshape=TRUE)
#' parameterCd <- "all"
#' rawNWISall <- readNWISqw(siteNumbers,parameterCd,
#' startDate,endDate)
#' pgroup <- c("NUT")
#' rawNWISNutrients <- readNWISqw(siteNumbers,pgroup,
#' startDate,endDate)
#' groups <- c("NUT","OPE")
#' rawNWISNutOpe <- readNWISqw(siteNumbers,groups,
#' startDate,endDate)
#' rawNWISOpe <- readNWISqw(siteNumbers,"OPE",
#' startDate,endDate)
#' }
readNWISqw <- function (siteNumbers,parameterCd,startDate="",endDate="",
expanded=TRUE,reshape=FALSE,tz=""){
pgrp <- c("INF", "PHY", "INM", "INN", "NUT", "MBI", "BIO", "IMM", "IMN", "TOX",
"OPE", "OPC", "OOT", "RAD", "XXX", "SED", "POP")
if(any(parameterCd == "all") | any(parameterCd == "All") ){
siteNumbers <- paste(siteNumbers, collapse=",")
url <- paste0("http://nwis.waterdata.usgs.gov/nwis/qwdata?multiple_site_no=", siteNumbers,
"&sort_key=site_no&group_key=NONE&inventory_output=0",
"&begin_date=", startDate, "&end_date=", endDate,
"&TZoutput=0",
"&radio_parm_cds=all_parm_cds&qw_attributes=0&format=rdb",
"&qw_sample_wide=0&rdb_qw_attributes=expanded&date_format=YYYY-MM-DD",
"&rdb_compression=value&list_of_search_criteria=multiple_site_no")
} else if (all(parameterCd %in% pgrp)){
siteNumbers <- paste(siteNumbers, collapse=",")
groups <- paste(parameterCd, collapse=",")
url <- paste0("http://nwis.waterdata.usgs.gov/nwis/qwdata?multiple_site_no=", siteNumbers,
"&sort_key=site_no&group_key=NONE&inventory_output=0",
"&begin_date=", startDate, "&end_date=", endDate,
"&TZoutput=0¶m_group=", groups,
"&qw_attributes=0&format=rdb",
"&qw_sample_wide=0&rdb_qw_attributes=expanded&date_format=YYYY-MM-DD",
"&rdb_compression=value&list_of_search_criteria=multiple_site_no")
} else {
url <- constructNWISURL(siteNumbers,
parameterCd,
startDate,
endDate,"qw",expanded=expanded)
}
data <- importRDB1(url,asDateTime=TRUE, qw=TRUE, tz = tz)
originalHeader <- comment(data)
parameterCd <- unique(data$parm_cd)
if(reshape){
if(expanded){
columnsToMelt <- c("agency_cd","site_no","sample_dt","sample_tm",
"sample_end_dt","sample_end_tm","sample_start_time_datum_cd","tm_datum_rlbty_cd",
"parm_cd","startDateTime","endDateTime","coll_ent_cd", "medium_cd","project_cd",
"aqfr_cd","tu_id","body_part_id", "hyd_cond_cd", "samp_type_cd",
"hyd_event_cd","sample_lab_cm_tx")
columnsToMelt <- columnsToMelt[columnsToMelt %in% names(data)]
dataWithPcodes <- data[data$parm_cd != "",]
if(sum(data$parm_cd == "") > 0){
warning("Some or all data returned without pCodes, those data will not be included in reshape")
}
longDF <- melt(dataWithPcodes, columnsToMelt)
wideDF <- dcast(longDF, ... ~ variable + parm_cd )
wideDF[,grep("_va_",names(wideDF))] <- sapply(wideDF[,grep("_va_",names(wideDF))], function(x) as.numeric(x))
pCodesReturned <- unique(dataWithPcodes$parm_cd)
groupByPCode <- as.vector(sapply(pCodesReturned, function(x) grep(x, names(wideDF)) ))
data <- wideDF[,c(1:length(columnsToMelt)-1,groupByPCode)]
comment(data) <- originalHeader
} else {
warning("Reshape can only be used with expanded data. Reshape request will be ignored.")
}
}
parameterCd <- parameterCd[parameterCd != ""]
siteInfo <- readNWISsite(siteNumbers)
varInfo <- readNWISpCode(parameterCd)
attr(data, "siteInfo") <- siteInfo
attr(data, "variableInfo") <- varInfo
attr(data, "statisticInfo") <- NULL
attr(data, "url") <- url
attr(data, "queryTime") <- Sys.time()
return (data)
}