seasonal (version 0.60.0)

seas: Seasonal Adjustment with X-13ARIMA-SEATS

Description

Core function of the seasonal package. By default, seas calls the automatic procedures of X-13ARIMA-SEATS to perform a seasonal adjustment that works well in most circumstances. Via the ... argument, it is possible to invoke almost all options that are available in X-13ARIMA-SEATS (see details). The default options are specified as explicit arguments and are discussed in the arguments section.

Usage

seas(x, xreg = NULL, xtrans = NULL, seats.noadmiss = "yes",
  transform.function = "auto", regression.aictest = c("td", "easter"),
  outlier = list(), automdl = list(), na.action = na.omit, out = FALSE,
  dir = NULL, ...)

Arguments

x

object of class "ts": time series to seasonaly adjust.

xreg

(optional) object of class "ts": one or several user defined exogenous variables for regARIMA modelling, can be used both with regression or x11regression.

xtrans

(optional) object of class "ts": one or two user defined exogenous variables for the transform spec. Can be specifed together with xreg.

seats.noadmiss

spec 'seats' with argument noadmiss = "yes" (default). Seasonal adjustment by SEATS, if SEATS decomposition is invalid, an alternative model is used (a warning is given).

transform.function

spec transform with argument function = "auto" (default). Automatic log transformation detection. Set equal to "none", "log" or any value that is allowed by X-13 to turn off.

regression.aictest

spec regression with argument aictest = c("td", "easter") (default). AIC test for trading days and Easter effects. Set equal to NULL to turn off.

outlier

spec outlier without arguments (default). Automatic oulier detection. Set equal to NULL to turn off.

automdl

spec automdl without arguments (default). Automatic model search with the automdl spec. Set equal to NULL to turn off.

na.action

a function which indicates what should happen when the data contain NAs. na.omit (default), na.exclude or na.fail. If na.action = na.x13, NA handling is done by X-13, i.e. NA values are substitu

out

logical, should the X-13ARIMA-SEATS standard output be saved in the "seas" object? (this increases object size substantially, it is recommended to re-evaluate the model using the out functi

dir

character string with a user defined file path. If specified, the X-13ARIMA-SEATS output files are copied to this folder. Useful for debugging.

...

additional spec-arguments options sent to X-13ARIMA-SEATS (see details).

Value

• returns an object of class "seas", essentially a list with the following elements:
• err
  warning messages from X-13ARIMA-SEATS
• series
  a list containing the output tables of X-13. To be accessed by the series function.
• data
  seasonally adjusted data, the raw data, the trend component, the irregular component and the seasonal component (deprecated).
• model
  list with the model specification, similar to "spc". It typically contains "regression", which contains the regressors and parameter estimates, and "arima", which contains the ARIMA specification and the parameter estimates.
• estimates
  detailed information on the estimation
• lkstats
  summary statistics
• transform.function
  character string, applied transformation
• fivebestmdl
  five best models according to BIC criterion
• qs
  QS statistics
• x
  input series
• spc
  object of class "spclist", a list containing everything that is send to X-13ARIMA-SEATS. Each spec is on the first level, each argument is on the second level.
• call
  function call
• The final function returns the final adjusted series, the plot method shows a plot with the unadjusted and the adjusted series. summary gives an overview of the regARIMA model.

Details

It is possible to use the (almost) complete syntax of X-13ARIMA-SEAT via the ... argument. The syntax of X-13ARIMA-SEATS uses specs and arguments, and each spec optionally contains some arguments. In seas, an additional spec-argument can be added by separating spec and argument by a dot (.) (see examples). Similarily, the series function can be used to read (almost) every output from X-13ARIMA-SEATS.

For a more extensive description, consider the vignette or the wiki page, which contains replications of almost all examples from the official X-13ARIMA-SEATS manual.

References

Vignette with a more detailed description: http://cran.r-project.org/web/packages/seasonal/vignettes/seas.pdf

Wiki page with a comprehensive list of R examples from the X-13ARIMA-SEATS manual: https://github.com/christophsax/seasonal/wiki/Examples-of-X-13ARIMA-SEATS-in-R

Official X-13ARIMA-SEATS manual: http://www.census.gov/ts/x13as/docX13AS.pdf

See Also

static, to return the static call that is needed to replicate an automatic model

series, for universal X-13 table series import.

out, for the import of X-13 text files

inspect, to interactively inspect a seasonal adjustment model.

plot.seas, for diagnostical plots.

qs, for diagnostical statistics.

Examples

m <- seas(AirPassengers)
summary(m)

# invoke X-13ARIMA-SEATS options as 'spec.argument' through the ... argument
# (consult the X-13ARIMA-SEATS manual for many more options and the wiki for
# for more examples)
seas(AirPassengers, regression.aictest = c("td"))  # no easter testing
seas(AirPassengers, force.type = "denton")  # force equality of annual values
seas(AirPassengers, x11 = list())  # use x11, overrides the 'seats' spec

# options can be entered as vectors
seas(AirPassengers, regression.variables = c("td1coef", "easter[1]"))
seas(AirPassengers, arima.model = c(0, 1, 1, 0, 1, 1))
seas(AirPassengers, arima.model = "(0 1 1)(0 1 1)")     # equivalent

# turn off the automatic procedures
seas(AirPassengers, regression.variables = c("td1coef", "easter[1]",
"ao1951.May"), arima.model = "(0 1 1)(0 1 1)", regression.aictest = NULL,
outlier = NULL, transform.function = "log")

# static replication of 'm <- seas(AirPassengers)'
static(m)  # this also tests the equivalence of the static call
static(m, test = FALSE)  # no testing (much faster)
static(m, coef = TRUE)  # also fixes the coefficients

# specific extractor functions
final(m)
original(m)
resid(m)
coef(m)
fivebestmdl(m)
out(m)                  # the X-13 .out file (see ?out, for details)
spc(m)                  # the .spc input file to X-13 (for debugging)

# universal extractor function for any X-13ARIMA-SEATS output (see ?series)
series(m, "forecast.forecasts")

# copying the output of X-13 to a user defined directory
seas(AirPassengers, dir = "~/mydir")

# user defined regressors (see ?genhol for more examples)
# a temporary level shift in R base
tls <- ts(0, start = 1949, end = 1965, freq = 12)
window(tls, start = c(1955, 1), end = c(1957, 12)) <- 1
seas(AirPassengers, xreg = tls, outlier = NULL)
# identical to a X-13ARIMA-SEATS specification of the the level shift
seas(AirPassengers, regression.variables = c("tl1955.01-1957.12"),
     outlier = NULL)

# NA handling
AirPassengersNA <- window(AirPassengers, end = 1962, extend = TRUE)
final(seas(AirPassengersNA, na.action = na.omit))    # no NA in final series
final(seas(AirPassengersNA, na.action = na.exclude)) # NA in final series
# final(seas(AirPassengersNA, na.action = na.fail))    # fails

# NA handling by X-13 (works with internal NAs)
AirPassengersNA[20] <- NA
final(seas(AirPassengersNA, na.action = na.x13))

# inspect tool
inspect(m)