Nothing
R/readVars.R
In rdwd: Select and Download Climate Data from 'DWD' (German Weather Service)
Defines functions
readVars
Documented in
readVars
#' Process data from the DWD CDC FTP Server
#'
#' Read climate variables (column meta data) from zip folders downloaded with
#' [dataDWD()].
#' The metadata file `"Metadaten_Parameter.*txt"` in the zip folder `file`
#' is read, processed and returned as a data.frame.\cr
#' `file` can be a vector with several filenames.
#'
#' @return data.frame of the desired dataset,
#' or a named list of data.frames if length(file) > 1.
#' @author Berry Boessenkool, \email{berry-b@@gmx.de}, Jun 2018
#' @seealso [dataDWD()], [readDWD()], [`dwdparams`], [newColumnNames()]\cr
#' [readMeta()] for complete `Metadaten_Parameter` file.\cr
#' [website use case](https://bookdown.org/brry/rdwd/use-case-get-all-hourly-rainfall-data-20142016.html#read-the-data)
#' @keywords file
#' @importFrom utils read.table unzip
#' @importFrom berryFunctions checkFile na9 twarning
#' @importFrom pbapply pblapply
#' @importFrom tools file_path_sans_ext
#' @export
#' @examples
#' # see dataDWD
#'
#' @param file Char (vector): name(s) of the file(s) downloaded with [dataDWD()],
#' e.g. "~/DWDdata/tageswerte_KL_02575_akt.zip"
#' @param params data.frame: Parameter explanations. DEFAULT: [`dwdparams`]
#' @param quiet Suppress message about non-abbreviated parameters?
#' DEFAULT: FALSE through [rdwdquiet()]
#' @param progbar Logical: present a progress bar with estimated remaining time?
#' If missing and length(file)==1, progbar is internally set to FALSE.
#' DEFAULT: TRUE
#'
readVars <- function(
file,
params=dwdparams,
quiet=rdwdquiet(),
progbar=TRUE
)
{
# Optional progress bar:
if(missing(progbar) & length(file)==1) progbar <- FALSE
if(progbar) lapply <- pbapply::pblapply
#
checkFile(file)
#
# loop over each filename
output <- lapply(seq_along(file), function(i)
{
f <- file[i]
# temporary unzipping directory
fn <- tools::file_path_sans_ext(basename(f))
exdir <- paste0(tempdir(),"/", fn)
unzip(f, exdir=exdir)
on.exit(unlink(exdir, recursive=TRUE), add=TRUE)
f <- dir(exdir, pattern="Metadaten_Parameter.*txt", full.names=TRUE)
if(length(f)!=1) return(length(f))
nr <- readLines(f) # number of rows
nr <- sum(!substr(nr, 1, 7) %in% c("Legende", "generie"))
# read file:
read_with_encoding <- function(enc)
try(read.table(f, na.strings=na9(), sep=";", header=TRUE, nrows=nr-1,
stringsAsFactors=FALSE, fileEncoding=enc), silent=TRUE)
tab <- read_with_encoding("latin1")
if(inherits(tab,"try-error")) tab <- read_with_encoding("UTF-8")
if(inherits(tab,"try-error")) tab <- read_with_encoding(readr::guess_encoding(f)$encoding[1])
if(inherits(tab,"try-error"))
{
twarning("readVars read.table failed for '", file[i], "/Metadaten_Parameter*.txt'")
return(NULL)
}
#
tab <- tab[,c("Parameter", "Parameterbeschreibung", "Einheit")]
tab <- unique(tab)
#
dupli <- duplicated(tab$Parameter)
if(any(dupli)) twarning("The following entries are duplicated: ",
toString(unique(tab$Parameter[dupli])),
"\nThis occurs in '", fn, "/Metadaten_Parameter*.txt'",
skip=2)
rownames(tab) <- NULL
#
# Merge with short variable descriptions:
tab2 <- merge(params, tab, all.y=TRUE)
kurzna <- is.na(tab2$Kurz)
if(any(kurzna) && !quiet) twarning("The following entries are not",
" abbreviated yet: ", toString(tab2$Parameter[kurzna]),
"\nThis occurs in '", fn, "/Metadaten_Parameter*.txt'.",
"\nPlease inform berry-b@gmx.de so this can be included!\n",
skip=2)
#
colnames(tab2)[1] <- "Par"
rownames(tab2) <- tab2$Par
# return column metadata:
return(tab2)
# lapply loop end
})
#
# Warn about zip folders with no meta file:
nometa <- sapply(output, class)=="integer"
if(any(nometa))
{
msg <- paste(unlist(output[nometa]), file[nometa], sep=" in ")
exp <- grepl("_minute", file[nometa]) # expected no meta files
mexp <- c("\nThis is expected since 1 and 10 minute data do not have ",
"meta-information in most of the zip folders (as of 2019-02).\n")
mnexp <- "\nPlease contact berry-b@gmx.de with with a copy of this warning.\n"
twarning("The number of determined ",
"'Metadaten_Parameter*.txt' files should be 1, but is instead:\n",
paste(msg[ exp],collapse="\n"), if(any( exp)) mexp,
paste(msg[!exp],collapse="\n"), if(any(!exp)) mnexp)
}
#
names(output) <- tools::file_path_sans_ext(basename(file))
output <- if(length(file)==1) output[[1]] else output
return(output)
}
# dwdparams --------------------------------------------------------------------
# updateIndexes will add new rows with NA for Kurz in 'misc/params.txt'
# Copy that to 'misc/params.xlsx', sheet 'input'.
# Add the Kurz entries there manually.
# Copy the 'output' sheet below here.
# Remove the 0 0 row at the end.
#' @title DWD parameter explanations
#' @description Short German parameter explanations for the DWD abbreviations
#' on the CDC FTP server.\cr
#' These are manually created by me and might need to be expanded if the DWD adds
#' more abbreviations.\cr
#' [readVars()] maps them to the variable abbreviations in the
#' `"Metadaten_Parameter.*txt"` file in any given zip folder
#' and will warn about missing entries.
#'
#' @author Berry Boessenkool, \email{berry-b@@gmx.de}, Jun 2018
#' @seealso [readVars()], [readDWD()]
#' @keywords datasets
#' @export
#' @examples
#' head(dwdparams)
#'
dwdparams <- unique(read.table(header=TRUE, strip.white=TRUE,
stringsAsFactors=FALSE, text="
Parameter Kurz
ABSF_STD Absolute_Feuchte
JA_N Bedeckungsgrad
MO_N Bedeckungsgrad
N_TER Bedeckungsgrad
NM Bedeckungsgrad
V_N Bedeckungsgrad
V_S1_NS Bedeckungsgrad_Schicht1
V_S2_NS Bedeckungsgrad_Schicht2
V_S3_NS Bedeckungsgrad_Schicht3
V_S4_NS Bedeckungsgrad_Schicht4
WW Beobachtung
VP_STD Dampfdruck
VP_TER Dampfdruck
VPM Dampfdruck
E_TF_TER Eisansatz
V_TE002 Erdbodentemperatur_002cm
V_TE002M Erdbodentemperatur_002cm
V_TE005 Erdbodentemperatur_005cm
V_TE005M Erdbodentemperatur_005cm
V_TE010 Erdbodentemperatur_010cm
V_TE010M Erdbodentemperatur_010cm
V_TE020 Erdbodentemperatur_020cm
V_TE020M Erdbodentemperatur_020cm
V_TE050 Erdbodentemperatur_050cm
V_TE050M Erdbodentemperatur_050cm
V_TE100 Erdbodentemperatur_100cm
EK_TER Erdbodenzustand
TF_STD Feuchttemperatur
TF_TER Feuchttemperatur
GEWITTER Gewitter
JA_GEWITTER Gewitter
MO_GEWITTER Gewitter
RR_GEWITTER Gewitter
GLATTEIS Glatteis
JA_GLATTEIS Glatteis
MO_GLATTEIS Glatteis
GRAUPEL Graupel
JA_GRAUPEL Graupel
MO_GRAUPEL Graupel
RR_GRAUPEL Graupel
HAGEL Hagel
JA_HAGEL Hagel
MO_HAGEL Hagel
RR_HAGEL Hagel
P_STD Luftdruck
PM Luftdruck
P Luftdruck_NN
P0 Luftdruck_Stationshoehe
PP_TER Luftdruck_Terminwert
JA_TT Lufttemperatur
MO_TT Lufttemperatur
TMK Lufttemperatur
TT Lufttemperatur
TT_STD Lufttemperatur
TT_TU Lufttemperatur
TGK Lufttemperatur_5cm_min
JA_MX_TX Lufttemperatur_AbsMax
MX_TX Lufttemperatur_AbsMax
JA_MX_TN Lufttemperatur_AbsMin
MX_TN Lufttemperatur_AbsMin
JA_TX Lufttemperatur_Max
MO_TX Lufttemperatur_Max
TXK Lufttemperatur_Max
JA_TN Lufttemperatur_Min
MO_TN Lufttemperatur_Min
TNK Lufttemperatur_Min
TT_TER Lufttemperatur_Terminwert
JA_NEBEL Nebel
MO_NEBEL Nebel
NEBEL Nebel
RR_NEBEL Nebel
RSF Niederschlagsform
RSKF Niederschlagsform
WRTR Niederschlagsform
JA_RR Niederschlagshoehe
MO_RR Niederschlagshoehe
R1 Niederschlagshoehe
RS Niederschlagshoehe
RSK Niederschlagshoehe
JA_MX_RS Niederschlagshoehe_Max
MX_RS Niederschlagshoehe_Max
RS_IND Niederschlagsindikator
REIF Reif
RF_STD Relative_Feuchte
RF_TU Relative_Feuchte
UPM Relative_Feuchte
RF_TER Relative_Feuchte_Terminwert
JA_SH_S Schneehoehe
MO_SH_S Schneehoehe
SH_TAG Schneehoehe
SHK_TAG Schneehoehe
ASH_6 Schneehoehe_Ausstich
JA_NSH Schneehoehe_Neu
MO_NSH Schneehoehe_Neu
NSH_TAG Schneehoehe_Neu
WAAS_6 Schneewasseraequivalent
WASH_6 Schneewasseraequivalent_Gesamt
V_VV Sichtweite
VK_TER Sichtweite
JA_SD_S Sonnenscheindauer
MO_SD_S Sonnenscheindauer
SD_LBERG Sonnenscheindauer
SD_SO Sonnenscheindauer
SD_STRAHL Sonnenscheindauer
SDK Sonnenscheindauer
ATMO_LBERG Strahlung_Atmospaere
ATMO_STRAHL Strahlung_Atmospaere
FG_LBERG Strahlung_Global_kurzwellig
FG_STRAHL Strahlung_Global_kurzwellig
FD_LBERG Strahlung_Himmel_diffus
FD_STRAHL Strahlung_Himmel_diffus
JA_STURM_6 Sturm_6Bft
MO_STURM_6 Sturm_6Bft
STURM_6 Sturm_6Bft
JA_STURM_8 Sturm_8Bft
MO_STURM_8 Sturm_8Bft
STURM_8 Sturm_8Bft
JA_TAU Tau
MO_TAU Tau
TAU Tau
TD Taupunkttemperatur
TD_STD Taupunkttemperatur
F Windgeschwindigkeit
FF Windgeschwindigkeit
FM Windgeschwindigkeit
D Windrichtung
DD Windrichtung
DK_TER Windrichtung
FX Windspitze
JA_MX_FX Windspitze
MX_FX Windspitze
FX_911 Windspitze_Stunde1
FX_911_3 Windspitze_Stunde3
FX_911_6 Windspitze_Stunde6
FK_TER Windstaerke
JA_FK Windstaerke
MO_FK Windstaerke
V_S1_CSA Wolkenart_Abk_Schicht1
V_S2_CSA Wolkenart_Abk_Schicht2
V_S3_CSA Wolkenart_Abk_Schicht3
V_S4_CSA Wolkenart_Abk_Schicht4
V_S1_CS Wolkenart_Schicht1
V_S2_CS Wolkenart_Schicht2
V_S3_CS Wolkenart_Schicht3
V_S4_CS Wolkenart_Schicht4
CD_TER Wolkendichte
V_S1_HHS Wolkenhoehe_Schicht1
V_S2_HHS Wolkenhoehe_Schicht2
V_S3_HHS Wolkenhoehe_Schicht3
V_S4_HHS Wolkenhoehe_Schicht4
JA_EISTAGE Anzahl_Eistage
JA_FROSTTAGE Anzahl_Frosttage
JA_HEISSE_TAGE Anzahl_Heisse_Tage
JA_RR_GE_0_1_MM Anzahl_Niederschlag00.1
JA_RR_GE_1_0_MM Anzahl_Niederschlag01
JA_RR_GE_10_0_MM Anzahl_Niederschlag10
JA_RR_GE_2_5_MM Anzahl_Niederschlag02.5
JA_RR_GE_20_0_MM Anzahl_Niederschlag20
JA_RR_GE_5_0_MM Anzahl_Niederschlag05
JA_SH_GE_1_0_CM Anzahl_Schnee1
JA_SH_GE_5_0_CM Anzahl_Schnee5
JA_SOMMERTAGE Anzahl_Sommertage
JA_TROPENNAECHTE Anzahl_Tropennaechte
MO_EISTAGE Anzahl_Eistage
MO_FROSTTAGE Anzahl_Frosttage
MO_HEISSE_TAGE Anzahl_Heisse_Tage
MO_RR_GE_0_1_MM Anzahl_Niederschlag00.1
MO_RR_GE_1_0_MM Anzahl_Niederschlag01
MO_RR_GE_10_0_MM Anzahl_Niederschlag10
MO_RR_GE_2_5_MM Anzahl_Niederschlag02.5
MO_RR_GE_20_0_MM Anzahl_Niederschlag20
MO_RR_GE_5_0_MM Anzahl_Niederschlag05
MO_SH_GE_1_0_CM Anzahl_Schnee1
MO_SH_GE_5_0_CM Anzahl_Schnee5
MO_SOMMERTAGE Anzahl_Sommertage
MO_TROPENNAECHTE Anzahl_Tropennaechte
"))
rownames(dwdparams) <- dwdparams$Parameter
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Defines functions readVars
Documented in readVars
#' Process data from the DWD CDC FTP Server
#'
#' Read climate variables (column meta data) from zip folders downloaded with
#' [dataDWD()].
#' The metadata file `"Metadaten_Parameter.*txt"` in the zip folder `file`
#' is read, processed and returned as a data.frame.\cr
#' `file` can be a vector with several filenames.
#'
#' @return data.frame of the desired dataset,
#' or a named list of data.frames if length(file) > 1.
#' @author Berry Boessenkool, \email{berry-b@@gmx.de}, Jun 2018
#' @seealso [dataDWD()], [readDWD()], [`dwdparams`], [newColumnNames()]\cr
#' [readMeta()] for complete `Metadaten_Parameter` file.\cr
#' [website use case](https://bookdown.org/brry/rdwd/use-case-get-all-hourly-rainfall-data-20142016.html#read-the-data)
#' @keywords file
#' @importFrom utils read.table unzip
#' @importFrom berryFunctions checkFile na9 twarning
#' @importFrom pbapply pblapply
#' @importFrom tools file_path_sans_ext
#' @export
#' @examples
#' # see dataDWD
#'
#' @param file Char (vector): name(s) of the file(s) downloaded with [dataDWD()],
#' e.g. "~/DWDdata/tageswerte_KL_02575_akt.zip"
#' @param params data.frame: Parameter explanations. DEFAULT: [`dwdparams`]
#' @param quiet Suppress message about non-abbreviated parameters?
#' DEFAULT: FALSE through [rdwdquiet()]
#' @param progbar Logical: present a progress bar with estimated remaining time?
#' If missing and length(file)==1, progbar is internally set to FALSE.
#' DEFAULT: TRUE
#'
readVars <- function(
file,
params=dwdparams,
quiet=rdwdquiet(),
progbar=TRUE
)
{
# Optional progress bar:
if(missing(progbar) & length(file)==1) progbar <- FALSE
if(progbar) lapply <- pbapply::pblapply
#
checkFile(file)
#
# loop over each filename
output <- lapply(seq_along(file), function(i)
{
f <- file[i]
# temporary unzipping directory
fn <- tools::file_path_sans_ext(basename(f))
exdir <- paste0(tempdir(),"/", fn)
unzip(f, exdir=exdir)
on.exit(unlink(exdir, recursive=TRUE), add=TRUE)
f <- dir(exdir, pattern="Metadaten_Parameter.*txt", full.names=TRUE)
if(length(f)!=1) return(length(f))
nr <- readLines(f) # number of rows
nr <- sum(!substr(nr, 1, 7) %in% c("Legende", "generie"))
# read file:
read_with_encoding <- function(enc)
try(read.table(f, na.strings=na9(), sep=";", header=TRUE, nrows=nr-1,
stringsAsFactors=FALSE, fileEncoding=enc), silent=TRUE)
tab <- read_with_encoding("latin1")
if(inherits(tab,"try-error")) tab <- read_with_encoding("UTF-8")
if(inherits(tab,"try-error")) tab <- read_with_encoding(readr::guess_encoding(f)$encoding[1])
if(inherits(tab,"try-error"))
{
twarning("readVars read.table failed for '", file[i], "/Metadaten_Parameter*.txt'")
return(NULL)
}
#
tab <- tab[,c("Parameter", "Parameterbeschreibung", "Einheit")]
tab <- unique(tab)
#
dupli <- duplicated(tab$Parameter)
if(any(dupli)) twarning("The following entries are duplicated: ",
toString(unique(tab$Parameter[dupli])),
"\nThis occurs in '", fn, "/Metadaten_Parameter*.txt'",
skip=2)
rownames(tab) <- NULL
#
# Merge with short variable descriptions:
tab2 <- merge(params, tab, all.y=TRUE)
kurzna <- is.na(tab2$Kurz)
if(any(kurzna) && !quiet) twarning("The following entries are not",
" abbreviated yet: ", toString(tab2$Parameter[kurzna]),
"\nThis occurs in '", fn, "/Metadaten_Parameter*.txt'.",
"\nPlease inform berry-b@gmx.de so this can be included!\n",
skip=2)
#
colnames(tab2)[1] <- "Par"
rownames(tab2) <- tab2$Par
# return column metadata:
return(tab2)
# lapply loop end
})
#
# Warn about zip folders with no meta file:
nometa <- sapply(output, class)=="integer"
if(any(nometa))
{
msg <- paste(unlist(output[nometa]), file[nometa], sep=" in ")
exp <- grepl("_minute", file[nometa]) # expected no meta files
mexp <- c("\nThis is expected since 1 and 10 minute data do not have ",
"meta-information in most of the zip folders (as of 2019-02).\n")
mnexp <- "\nPlease contact berry-b@gmx.de with with a copy of this warning.\n"
twarning("The number of determined ",
"'Metadaten_Parameter*.txt' files should be 1, but is instead:\n",
paste(msg[ exp],collapse="\n"), if(any( exp)) mexp,
paste(msg[!exp],collapse="\n"), if(any(!exp)) mnexp)
}
#
names(output) <- tools::file_path_sans_ext(basename(file))
output <- if(length(file)==1) output[[1]] else output
return(output)
}
# dwdparams --------------------------------------------------------------------
# updateIndexes will add new rows with NA for Kurz in 'misc/params.txt'
# Copy that to 'misc/params.xlsx', sheet 'input'.
# Add the Kurz entries there manually.
# Copy the 'output' sheet below here.
# Remove the 0 0 row at the end.
#' @title DWD parameter explanations
#' @description Short German parameter explanations for the DWD abbreviations
#' on the CDC FTP server.\cr
#' These are manually created by me and might need to be expanded if the DWD adds
#' more abbreviations.\cr
#' [readVars()] maps them to the variable abbreviations in the
#' `"Metadaten_Parameter.*txt"` file in any given zip folder
#' and will warn about missing entries.
#'
#' @author Berry Boessenkool, \email{berry-b@@gmx.de}, Jun 2018
#' @seealso [readVars()], [readDWD()]
#' @keywords datasets
#' @export
#' @examples
#' head(dwdparams)
#'
dwdparams <- unique(read.table(header=TRUE, strip.white=TRUE,
stringsAsFactors=FALSE, text="
Parameter Kurz
ABSF_STD Absolute_Feuchte
JA_N Bedeckungsgrad
MO_N Bedeckungsgrad
N_TER Bedeckungsgrad
NM Bedeckungsgrad
V_N Bedeckungsgrad
V_S1_NS Bedeckungsgrad_Schicht1
V_S2_NS Bedeckungsgrad_Schicht2
V_S3_NS Bedeckungsgrad_Schicht3
V_S4_NS Bedeckungsgrad_Schicht4
WW Beobachtung
VP_STD Dampfdruck
VP_TER Dampfdruck
VPM Dampfdruck
E_TF_TER Eisansatz
V_TE002 Erdbodentemperatur_002cm
V_TE002M Erdbodentemperatur_002cm
V_TE005 Erdbodentemperatur_005cm
V_TE005M Erdbodentemperatur_005cm
V_TE010 Erdbodentemperatur_010cm
V_TE010M Erdbodentemperatur_010cm
V_TE020 Erdbodentemperatur_020cm
V_TE020M Erdbodentemperatur_020cm
V_TE050 Erdbodentemperatur_050cm
V_TE050M Erdbodentemperatur_050cm
V_TE100 Erdbodentemperatur_100cm
EK_TER Erdbodenzustand
TF_STD Feuchttemperatur
TF_TER Feuchttemperatur
GEWITTER Gewitter
JA_GEWITTER Gewitter
MO_GEWITTER Gewitter
RR_GEWITTER Gewitter
GLATTEIS Glatteis
JA_GLATTEIS Glatteis
MO_GLATTEIS Glatteis
GRAUPEL Graupel
JA_GRAUPEL Graupel
MO_GRAUPEL Graupel
RR_GRAUPEL Graupel
HAGEL Hagel
JA_HAGEL Hagel
MO_HAGEL Hagel
RR_HAGEL Hagel
P_STD Luftdruck
PM Luftdruck
P Luftdruck_NN
P0 Luftdruck_Stationshoehe
PP_TER Luftdruck_Terminwert
JA_TT Lufttemperatur
MO_TT Lufttemperatur
TMK Lufttemperatur
TT Lufttemperatur
TT_STD Lufttemperatur
TT_TU Lufttemperatur
TGK Lufttemperatur_5cm_min
JA_MX_TX Lufttemperatur_AbsMax
MX_TX Lufttemperatur_AbsMax
JA_MX_TN Lufttemperatur_AbsMin
MX_TN Lufttemperatur_AbsMin
JA_TX Lufttemperatur_Max
MO_TX Lufttemperatur_Max
TXK Lufttemperatur_Max
JA_TN Lufttemperatur_Min
MO_TN Lufttemperatur_Min
TNK Lufttemperatur_Min
TT_TER Lufttemperatur_Terminwert
JA_NEBEL Nebel
MO_NEBEL Nebel
NEBEL Nebel
RR_NEBEL Nebel
RSF Niederschlagsform
RSKF Niederschlagsform
WRTR Niederschlagsform
JA_RR Niederschlagshoehe
MO_RR Niederschlagshoehe
R1 Niederschlagshoehe
RS Niederschlagshoehe
RSK Niederschlagshoehe
JA_MX_RS Niederschlagshoehe_Max
MX_RS Niederschlagshoehe_Max
RS_IND Niederschlagsindikator
REIF Reif
RF_STD Relative_Feuchte
RF_TU Relative_Feuchte
UPM Relative_Feuchte
RF_TER Relative_Feuchte_Terminwert
JA_SH_S Schneehoehe
MO_SH_S Schneehoehe
SH_TAG Schneehoehe
SHK_TAG Schneehoehe
ASH_6 Schneehoehe_Ausstich
JA_NSH Schneehoehe_Neu
MO_NSH Schneehoehe_Neu
NSH_TAG Schneehoehe_Neu
WAAS_6 Schneewasseraequivalent
WASH_6 Schneewasseraequivalent_Gesamt
V_VV Sichtweite
VK_TER Sichtweite
JA_SD_S Sonnenscheindauer
MO_SD_S Sonnenscheindauer
SD_LBERG Sonnenscheindauer
SD_SO Sonnenscheindauer
SD_STRAHL Sonnenscheindauer
SDK Sonnenscheindauer
ATMO_LBERG Strahlung_Atmospaere
ATMO_STRAHL Strahlung_Atmospaere
FG_LBERG Strahlung_Global_kurzwellig
FG_STRAHL Strahlung_Global_kurzwellig
FD_LBERG Strahlung_Himmel_diffus
FD_STRAHL Strahlung_Himmel_diffus
JA_STURM_6 Sturm_6Bft
MO_STURM_6 Sturm_6Bft
STURM_6 Sturm_6Bft
JA_STURM_8 Sturm_8Bft
MO_STURM_8 Sturm_8Bft
STURM_8 Sturm_8Bft
JA_TAU Tau
MO_TAU Tau
TAU Tau
TD Taupunkttemperatur
TD_STD Taupunkttemperatur
F Windgeschwindigkeit
FF Windgeschwindigkeit
FM Windgeschwindigkeit
D Windrichtung
DD Windrichtung
DK_TER Windrichtung
FX Windspitze
JA_MX_FX Windspitze
MX_FX Windspitze
FX_911 Windspitze_Stunde1
FX_911_3 Windspitze_Stunde3
FX_911_6 Windspitze_Stunde6
FK_TER Windstaerke
JA_FK Windstaerke
MO_FK Windstaerke
V_S1_CSA Wolkenart_Abk_Schicht1
V_S2_CSA Wolkenart_Abk_Schicht2
V_S3_CSA Wolkenart_Abk_Schicht3
V_S4_CSA Wolkenart_Abk_Schicht4
V_S1_CS Wolkenart_Schicht1
V_S2_CS Wolkenart_Schicht2
V_S3_CS Wolkenart_Schicht3
V_S4_CS Wolkenart_Schicht4
CD_TER Wolkendichte
V_S1_HHS Wolkenhoehe_Schicht1
V_S2_HHS Wolkenhoehe_Schicht2
V_S3_HHS Wolkenhoehe_Schicht3
V_S4_HHS Wolkenhoehe_Schicht4
JA_EISTAGE Anzahl_Eistage
JA_FROSTTAGE Anzahl_Frosttage
JA_HEISSE_TAGE Anzahl_Heisse_Tage
JA_RR_GE_0_1_MM Anzahl_Niederschlag00.1
JA_RR_GE_1_0_MM Anzahl_Niederschlag01
JA_RR_GE_10_0_MM Anzahl_Niederschlag10
JA_RR_GE_2_5_MM Anzahl_Niederschlag02.5
JA_RR_GE_20_0_MM Anzahl_Niederschlag20
JA_RR_GE_5_0_MM Anzahl_Niederschlag05
JA_SH_GE_1_0_CM Anzahl_Schnee1
JA_SH_GE_5_0_CM Anzahl_Schnee5
JA_SOMMERTAGE Anzahl_Sommertage
JA_TROPENNAECHTE Anzahl_Tropennaechte
MO_EISTAGE Anzahl_Eistage
MO_FROSTTAGE Anzahl_Frosttage
MO_HEISSE_TAGE Anzahl_Heisse_Tage
MO_RR_GE_0_1_MM Anzahl_Niederschlag00.1
MO_RR_GE_1_0_MM Anzahl_Niederschlag01
MO_RR_GE_10_0_MM Anzahl_Niederschlag10
MO_RR_GE_2_5_MM Anzahl_Niederschlag02.5
MO_RR_GE_20_0_MM Anzahl_Niederschlag20
MO_RR_GE_5_0_MM Anzahl_Niederschlag05
MO_SH_GE_1_0_CM Anzahl_Schnee1
MO_SH_GE_5_0_CM Anzahl_Schnee5
MO_SOMMERTAGE Anzahl_Sommertage
MO_TROPENNAECHTE Anzahl_Tropennaechte
"))
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