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#' Fetch Deutsche Bundesbank (BBk) data
#'
#' Retrieve time series data from the Bundesbank SDMX Web Service.
#'
#' @param flow (`character(1)`)\cr
#' The flow to query, 5-8 characters. See [bbk_metadata()] for available dataflows.
#' @param key (`NULL` | `character()`)\cr
#' The series keys to query.
#' @param start_period (`NULL` | `character(1)` | `integer(1)`)\cr
#' The start date of the data. Supported formats:
#' * YYYY for annual data (e.g., `2019`)
#' * YYYY-S\[1-2\] for semi-annual data (e.g., `"2019-S1"`)
#' * YYYY-Q\[1-4\] for quarterly data (e.g., `"2019-Q1"`)
#' * YYYY-MM for monthly data (e.g., `"2019-01"`)
#' * YYYY-W\[01-53\] for weekly data (e.g., `"2019-W01"`)
#' * YYYY-MM-DD for daily and business data (e.g., `"2019-01-01"`)
#'
#' If `NULL`, no start date restriction is applied (data retrieved from the earliest available
#' date). Default `NULL`.
#' @param end_period (`NULL` | `character(1)` | `integer(1)`)\cr
#' The end date of the data, in the same format as start_period. If `NULL`, no end date
#' restriction is applied (data retrieved up to the most recent available date). Default `NULL`.
#' @param first_n (`NULL` | `numeric(1)`)\cr
#' Number of observations to retrieve from the start of the series. If `NULL`, no restriction is
#' applied. Default `NULL`.
#' @param last_n (`NULL` | `numeric(1)`)\cr
#' Number of observations to retrieve from the end of the series. If `NULL`, no restriction is
#' applied. Default `NULL`.
#' @param updated_after (`NULL` | `character(1)` | `Date(1)` | `POSIXct(1)`)\cr
#' Retrieve only observations updated after the given timestamp (e.g.,
#' `"2024-06-01T00:00:00"`). Useful for incremental retrieval. If `NULL`, no restriction is
#' applied. Default `NULL`.
#' @returns A [data.table::data.table()] with the requested data.
#' @source <https://api.statistiken.bundesbank.de/>
#' @family data
#' @export
#' @examplesIf curl::has_internet()
#' \donttest{
#' # fetch all data for a given flow and key
#' data = bbk_data("BBSIS", "D.I.ZAR.ZI.EUR.S1311.B.A604.R10XX.R.A.A._Z._Z.A")
#' head(data)
#'
#' # fetch data for multiple keys
#' data = bbk_data("BBEX3", c("M.ISK.EUR", "USD.CA.AC.A01"))
#' head(data)
#'
#' # specified period (start date-end date) for daily data
#' data = bbk_data(
#' "BBSIS", "D.I.ZAR.ZI.EUR.S1311.B.A604.R10XX.R.A.A._Z._Z.A",
#' start_period = "2020-01-01",
#' end_period = "2020-08-01"
#' )
#' head(data)
#'
#' # or only specify the start date
#' data = bbk_data(
#' "BBSIS", "D.I.ZAR.ZI.EUR.S1311.B.A604.R10XX.R.A.A._Z._Z.A",
#' start_period = "2024-04-01"
#' )
#' head(data)
#' }
bbk_data = function(
flow,
key = NULL,
start_period = NULL,
end_period = NULL,
first_n = NULL,
last_n = NULL,
updated_after = NULL
) {
assert_string(flow, min.chars = 5L, max.chars = 8L)
assert_character(key, min.chars = 1L, null.ok = TRUE)
assert_period(start_period)
assert_period(end_period)
first_n = assert_count(first_n, null.ok = TRUE, positive = TRUE, coerce = TRUE)
last_n = assert_count(last_n, null.ok = TRUE, positive = TRUE, coerce = TRUE)
updated_after = assert_timestampish(updated_after, null.ok = TRUE)
resource = sdmx_data_resource(flow, key)
xml = bbk_make_request(
resource = resource,
accept = "application/vnd.sdmx.genericdata+xml;version=2.1",
startPeriod = start_period,
endPeriod = end_period,
firstNObservations = first_n,
lastNObservations = last_n,
preparedAfter = updated_after
)
parse_bbk_data(xml)
}
#' Fetch the Deutsche Bundesbank (BBk) series
#'
#' Retrieve a single series by its key via the Bundesbank SDMX Web Service.
#'
#' @inherit bbk_data source
#' @inheritParams bbk_data
#' @inherit bbk_data return
#' @family data
#' @seealso [bbk_data()] for an endpoint with more options.
#' @export
#' @examplesIf curl::has_internet()
#' \donttest{
#' bbk_series("BBEX3.M.DKK.EUR.BB.AC.A01")
#' bbk_series("BBAF3.Q.F41.S121.DE.S1.W0.LE.N._X.B")
#' bbk_series("BBBK11.D.TTA000")
#' }
bbk_series = function(key) {
assert_string(key, min.chars = 1L)
body = bbk_build_request("data/tsIdList", accept = "application/vnd.bbk.data+csv-zip") |>
req_body_json(key, auto_unbox = FALSE) |>
req_bbk_retry() |>
req_bbk_cache() |>
req_perform() |>
resp_body_raw()
parse_bbk_series(body, key)
}
#' Fetch Deutsche Bundesbank (BBk) metadata
#'
#' Retrieve metadata from the Bundesbank time series database via the SDMX Web Service.
#'
#' @param type (`character(1)`)\cr
#' The type of metadata to query.
#' One of: `"datastructure"`, `"dataflow"`, `"codelist"`, or `"concept"`.
#' @param id (`NULL` | `character(1)`)\cr
#' The id to query. Default `NULL`.
#' @param lang (`character(1)`)\cr
#' Language to query, either `"en"` or `"de"`. Default `"en"`.
#' @returns A [data.table::data.table()] with the requested metadata.
#' The columns are:
#' \item{id}{The id of the metadata}
#' \item{name}{The name of the metadata}
#' @source <https://api.statistiken.bundesbank.de/>
#' @family metadata
#' @export
#' @examplesIf curl::has_internet()
#' \donttest{
#' bbk_metadata("datastructure")
#' bbk_metadata("dataflow", "BBSIS")
#' bbk_metadata("codelist", "CL_BBK_ACIP_ASSET_LIABILITY")
#' bbk_metadata("concept", "CS_BBK_BSPL")
#' }
bbk_metadata = function(type, id = NULL, lang = "en") {
assert_choice(type, c("datastructure", "dataflow", "codelist", "concept"))
args = switch(
type,
datastructure = list("datastructure/BBK", "//structure:DataStructure"),
dataflow = list("dataflow/BBK", "//structure:Dataflow"),
codelist = list("codelist/BBK", "//structure:Codelist"),
concept = list("conceptscheme/BBK", "//structure:ConceptScheme")
)
dt = do.call(fetch_bbk_metadata, c(args, list(id, lang)))
name = NULL
dt[!nzchar(name), name := NA_character_][]
}
#' Fetch Deutsche Bundesbank (BBk) dimensions
#'
#' Retrieve the dimension structure for a given dataflow from the Bundesbank SDMX Web Service.
#'
#' @param id (`character(1)`)\cr
#' The id of the data structure definition to query (e.g., `"BBK_BBSIS"`).
#' @returns A [data.table::data.table()] with columns:
#' \item{id}{The dimension id (e.g., `"BBK_STD_FREQ"`, `"BBK_STD_AREA"`)}
#' \item{position}{The position of the dimension in the series key}
#' \item{codelist}{The id of the associated codelist}
#' @source <https://api.statistiken.bundesbank.de/>
#' @family metadata
#' @export
#' @examplesIf curl::has_internet()
#' \donttest{
#' bbk_dimension("BBK_ERX")
#' }
bbk_dimension = function(id) {
assert_string(id, min.chars = 1L)
resource = paste("metadata", "datastructure", "BBK", toupper(id), sep = "/")
xml = bbk_make_request(resource)
sdmx_dimension(xml, ns_prefix = "structure")
}
parse_bbk_series = function(body, key) {
td = tempfile()
dir.create(td)
on.exit(unlink(td, recursive = TRUE), add = TRUE)
tf = file.path(td, "tempfile.zip")
writeBin(body, tf)
utils::unzip(tf, exdir = td)
files = list.files(td, full.names = TRUE)
path = grepv("\\.csv$", files)[[1L]]
lines = readLines(path, encoding = "UTF-8")
data_start = grep("^\"?\\d{4}[-,]", lines)[1L]
if (is.na(data_start)) {
data_start = length(lines) + 1L
dt = data.table(date = character(), value = character())
} else {
dt = fread(file = path, header = FALSE, skip = data_start - 1L, select = 1:2)
setnames(dt, c("date", "value"))
}
value = NULL
dt[value %in% c(".", "-"), value := NA_character_]
dt = na.omit(dt)
metadata = lines[seq_len(data_start - 1L)]
title = sub("^[\",]+", "", metadata[[2L]])
title = sub("[\",]+$", "", title)
freq = extract_metadata(metadata, "^Time format code")
unit = extract_metadata(metadata, "^Unit \\(in english\\),")
if (is.na(unit)) {
unit = extract_metadata(metadata, "^unit,")
}
unit_mult = extract_metadata(metadata, "^unit multiplier,")
category = extract_metadata(metadata, "^category,")
last_update = extract_metadata(metadata, "^last update,")
comment = extract_metadata(metadata, "^Comment \\(in english\\),")
src = extract_metadata(metadata, "^Source \\(in english\\),")
freq = sdmx_freq(freq)
dt[, let(
date = parse_date(date, freq),
value = as.numeric(value),
key = key,
title = title,
freq = freq,
category = category,
unit = unit,
unit_mult = unit_mult,
last_update = last_update,
comment = comment,
source = src
)]
setcolorder(dt, col_order, skip_absent = TRUE)
dt[]
}
parse_bbk_data = function(xml) {
series = xml2::xml_find_all(xml, ".//generic:Series")
dt = map(series, function(x) {
series_key = x |>
xml2::xml_find_first(".//generic:SeriesKey") |>
xml2::xml_children()
nms = series_key |>
xml2::xml_attr("id") |>
tolower()
series_key = series_key |>
xml2::xml_attr("value") |>
setNames(nms) |>
as.list()
attrs = x |>
xml2::xml_find_first("./generic:Attributes") |>
xml2::xml_children()
nms = attrs |>
xml2::xml_attr("id") |>
tolower()
attrs = attrs |>
xml2::xml_attr("value") |>
setNames(nms) |>
as.list()
data = c(series_key, attrs)
nms = names(data)
nms = sub("^bbk_(seis_)?", "", nms)
nms = sub("^std_", "", nms)
has_eng = paste0(nms, "_eng") %in% nms
for (i in which(has_eng)) {
j = match(paste0(nms[[i]], "_eng"), nms)
if (is.na(data[[j]])) {
data[[j]] = data[[i]]
}
}
data = data[!has_eng]
nms = sub("_eng$", "", nms[!has_eng])
# fmt: skip
nms = fcase(
nms == "id", "key",
nms == "web_category", "category",
default = nms
)
names(data) = nms
data$freq = sdmx_freq(data$time_format)
entries = xml2::xml_find_all(x, ".//generic:Obs[generic:ObsValue]")
data$date = entries |>
xml2::xml_find_all(".//generic:ObsDimension") |>
xml2::xml_attr("value") |>
parse_date(data$freq)
data$value = entries |>
xml2::xml_find_all(".//generic:ObsValue") |>
xml2::xml_attr("value") |>
as.numeric()
as.data.table(data)
}) |>
rbindlist(fill = TRUE)
decimals = NULL
dt[, decimals := as.integer(decimals)]
setcolorder(dt, col_order, skip_absent = TRUE)
dt[]
}
fetch_bbk_metadata = function(resource, xpath, id = NULL, lang = "en") {
assert_choice(lang, c("en", "de"))
assert_string(id, min.chars = 1L, null.ok = TRUE)
resource = paste("metadata", resource, sep = "/")
if (!is.null(id)) {
resource = paste(resource, toupper(id), sep = "/")
}
xml = bbk_make_request(resource)
entries = xml2::xml_find_all(xml, xpath)
sdmx_metadata(entries, lang, ns_prefix = "common")
}
bbk_error_body = function(resp) {
content_type = resp_content_type(resp)
if (identical(content_type, "application/json")) {
msg = resp_body_json(resp)$title
docs = "See docs at <https://api.statistiken.bundesbank.de/doc/index.html>" # nolint
c(msg, docs)
}
}
bbk_build_request = function(resource, accept = NULL) {
request("https://api.statistiken.bundesbank.de/rest") |>
req_user_agent(bbk_user_agent()) |>
req_headers(`Accept-Language` = "en", accept = accept) |>
req_url_path_append(resource) |>
req_error(body = bbk_error_body)
}
bbk_make_request = function(resource, ..., accept = NULL) {
sdmx_request(
"https://api.statistiken.bundesbank.de/rest",
resource,
bbk_error_body,
...,
accept = accept
)
}
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