Box-And-Whisker Plot of Time Series with Ensemble Distribution
Produce time series of box-and-whisker plot showing the distribution of the members of a forecast vs. the observed evolution. The correlation between forecast and observational data is calculated and displayed. Only works for n-monthly to n-yearly time series.
PlotBoxWhisker( exp, obs, toptitle = "", ytitle = "", monini = 1, yearini = 0, freq = 1, expname = "exp 1", obsname = "obs 1", drawleg = TRUE, fileout = "output_PlotBoxWhisker.ps", width = 8, height = 5, size_units = "in", res = 100, ... )
exp |
Forecast array of multi-member time series, e.g., the NAO index of one experiment. The expected dimensions are c(members, start dates/forecast horizons). A vector with only the time dimension can also be provided. Only monthly or lower frequency time series are supported. See parameter freq. |
obs |
Observational vector or array of time series, e.g., the NAO index
of the observations that correspond the forecast data in |
toptitle |
Character string to be drawn as figure title. |
ytitle |
Character string to be drawn as y-axis title. |
monini |
Number of the month of the first time step, from 1 to 12. |
yearini |
Year of the first time step. |
freq |
Frequency of the provided time series: 1 = yearly, 12 = monthly, |
expname |
Experimental dataset name. |
obsname |
Name of the observational reference dataset. |
drawleg |
TRUE/FALSE: whether to draw the legend or not. |
fileout |
Name of output file. Extensions allowed: eps/ps, jpeg, png,
pdf, bmp and tiff. |
width |
File width, in the units specified in the parameter size_units (inches by default). Takes 8 by default. |
height |
File height, in the units specified in the parameter size_units (inches by default). Takes 5 by default. |
size_units |
Units of the size of the device (file or window) to plot in. Inches ('in') by default. See ?Devices and the creator function of the corresponding device. |
res |
Resolution of the device (file or window) to plot in. See ?Devices and the creator function of the corresponding device. |
... |
Arguments to be passed to the method. Only accepts the following
graphical parameters: |
Generates a file at the path specified via fileout
.
History:
0.1 - 2013-09 (F. Lienert, flienert@ic3.cat) - Original code
0.2 - 2015-03 (L. Batte, lauriane.batte@ic3.cat) - Removed all
normalization for sake of clarity.
1.0 - 2016-03 (N. Manubens, nicolau.manubens@bsc.es) - Formatting to R CRAN
EOF, ProjectField, NAO
# See examples on Load() to understand the first lines in this example ## Not run: data_path <- system.file('sample_data', package = 's2dverification') expA <- list(name = 'experiment', path = file.path(data_path, 'model/$EXP_NAME$/$STORE_FREQ$_mean/$VAR_NAME$_3hourly', '$VAR_NAME$_$START_DATE$.nc')) obsX <- list(name = 'observation', path = file.path(data_path, '$OBS_NAME$/$STORE_FREQ$_mean/$VAR_NAME$', '$VAR_NAME$_$YEAR$$MONTH$.nc')) # Now we are ready to use Load(). startDates <- c('19851101', '19901101', '19951101', '20001101', '20051101') sampleData <- Load('tos', list(expA), list(obsX), startDates, leadtimemin = 1, leadtimemax = 4, output = 'lonlat', latmin = 27, latmax = 48, lonmin = -12, lonmax = 40) ## End(Not run) # Now ready to compute the EOFs and project on, for example, the first # variability mode. ano <- Ano_CrossValid(sampleData$mod, sampleData$obs) nao <- NAO(ano$ano_exp, ano$ano_obs, sampleData$lon, sampleData$lat) # Finally plot the nao index PlotBoxWhisker(nao$NAO_exp, nao$NAO_obs, "NAO index, DJF", "NAO index (PC1) TOS", monini = 12, yearini = 1985, freq = 1, "Exp. A", "Obs. X")
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