A Set of Common Tools for Seasonal to Decadal Verification


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Documentation for package ‘s2dv’ version 2.0.0

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AbsBiasSS Compute the Absolute Mean Bias Skill Score
ACC Compute the spatial anomaly correlation coefficient between the forecast and corresponding observation
AMV Compute the Atlantic Multidecadal Variability (AMV) index
AnimateMap Animate Maps of Forecast/Observed Values or Scores Over Forecast Time
Ano Compute forecast or observation anomalies
Ano_CrossValid Compute anomalies in cross-validation mode
Bias Compute the Mean Bias
BrierScore Compute Brier score, its decomposition, and Brier skill score
CDORemap Interpolate arrays with longitude and latitude dimensions using CDO
Clim Compute Bias Corrected Climatologies
clim.colors Generate Climate Color Palettes
clim.palette Generate Climate Color Palettes
Cluster K-means Clustering
ColorBar Draws a Color Bar
Composite Compute composites
ConfigAddEntry Add, Remove Or Edit Entries In The Configuration
ConfigApplyMatchingEntries Apply Matching Entries To Dataset Name And Variable Name To Find Related Info
ConfigEditDefinition Add Modify Or Remove Variable Definitions In Configuration
ConfigEditEntry Add, Remove Or Edit Entries In The Configuration
ConfigFileCreate Functions To Create Open And Save Configuration File
ConfigFileOpen Functions To Create Open And Save Configuration File
ConfigFileSave Functions To Create Open And Save Configuration File
ConfigRemoveDefinition Add Modify Or Remove Variable Definitions In Configuration
ConfigRemoveEntry Add, Remove Or Edit Entries In The Configuration
ConfigShowDefinitions Show Configuration Tables And Definitions
ConfigShowSimilarEntries Find Similar Entries In Tables Of Datasets
ConfigShowTable Show Configuration Tables And Definitions
Consist_Trend Compute trend using only model data for which observations are available
Corr Compute the correlation coefficient between an array of forecast and their corresponding observation
CRPS Compute the Continuous Ranked Probability Score
CRPSS Compute the Continuous Ranked Probability Skill Score
DiffCorr Compute the correlation difference and its significance
Eno Compute effective sample size with classical method
EOF Area-weighted empirical orthogonal function analysis using SVD
EuroAtlanticTC Teleconnection indices in European Atlantic Ocean region
Filter Filter frequency peaks from an array
GetProbs Compute probabilistic forecasts or the corresponding observations
GMST Compute the Global Mean Surface Temperature (GMST) anomalies
GSAT Compute the Global Surface Air Temperature (GSAT) anomalies
Histo2Hindcast Chunk long simulations for comparison with hindcasts
InsertDim Add a named dimension to an array
LeapYear Checks Whether A Year Is Leap Year
Load Loads Experimental And Observational Data
MeanDims Average an array along multiple dimensions
MSE Compute mean square error
MSSS Compute mean square error skill score
NAO Compute the North Atlantic Oscillation (NAO) Index
Persistence Compute persistence
Plot2VarsVsLTime Plot two scores with confidence intervals in a common plot
PlotACC Plot Plumes/Timeseries Of Anomaly Correlation Coefficients
PlotAno Plot Anomaly time series
PlotBoxWhisker Box-And-Whisker Plot of Time Series with Ensemble Distribution
PlotClim Plots Climatologies
PlotEquiMap Maps A Two-Dimensional Variable On A Cylindrical Equidistant Projection
PlotLayout Arrange and Fill Multi-Pannel Layouts With Optional Colour Bar
PlotMatrix Function to convert any numerical table to a grid of coloured squares.
PlotSection Plots A Vertical Section
PlotStereoMap Maps A Two-Dimensional Variable On A Polar Stereographic Projection
PlotVsLTime Plot a score along the forecast time with its confidence interval
ProbBins Compute probabilistic information of a forecast relative to a threshold or a quantile
ProjectField Project anomalies onto modes of variability
RandomWalkTest Random Walk test for skill differences
RatioPredictableComponents Calculate ratio of predictable components (RPC)
RatioRMS Compute the ratio between the RMSE of two experiments
RatioSDRMS Compute the ratio between the ensemble spread and RMSE
Regression Compute the regression of an array on another along one dimension.
REOF Area-weighted empirical orthogonal function analysis with varimax rotation using SVD
Reorder Reorder the dimension of an array
ResidualCorr Compute the residual correlation and its significance
RMS Compute root mean square error
RMSSS Compute root mean square error skill score
ROCSS Compute the Relative Operating Characteristic Skill Score
RPS Compute the Ranked Probability Score
RPSS Compute the Ranked Probability Skill Score
sampleDepthData Sample of Experimental Data for Forecast Verification In Function Of Latitudes And Depths
sampleMap Sample Of Observational And Experimental Data For Forecast Verification In Function Of Longitudes And Latitudes
sampleTimeSeries Sample Of Observational And Experimental Data For Forecast Verification As Area Averages
Season Compute seasonal mean or other calculations
SignalNoiseRatio Calculate Signal-to-noise ratio
Smoothing Smooth an array along one dimension
Spectrum Estimate frequency spectrum
SPOD Compute the South Pacific Ocean Dipole (SPOD) index
Spread Compute interquartile range, maximum-minimum, standard deviation and median absolute deviation
StatSeasAtlHurr Compute estimate of seasonal mean of Atlantic hurricane activity
ToyModel Synthetic forecast generator imitating seasonal to decadal forecasts. The components of a forecast: (1) predictabiltiy (2) forecast error (3) non-stationarity and (4) ensemble generation. The forecast can be computed for real observations or observations generated artifically.
TPI Compute the Tripole Index (TPI) for the Interdecadal Pacific Oscillation (IPO)
Trend Compute the trend
UltimateBrier Compute Brier scores