SpecsVerification v0.5-3
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Forecast Verification Routines for Ensemble Forecasts of Weather and Climate
A collection of forecast verification routines developed for the SPECS
FP7 project. The emphasis is on comparative verification of ensemble forecasts of weather and climate.
Functions in SpecsVerification
| Name | Description | |
| FairCrpsDiff | Calculate FairCrps Difference (deprecated, use function ScoreDiff instead) | |
| PlotDressedEns | Plot a series forecast distributions of dressed ensembles | |
| GetDensity | Calculate density and integrated density function of a dressed ensemble forecast at a matrix of values | |
| GaussCrps | Calculate the Continuous Ranked Probability Score (CRPS) for forecasts issued as Normal distributions | |
| dresscrps_cpp | Dress CRPS | |
| enscrps_cpp | CRPS for ensemble forecasts (C++ implementation) | |
| EnsRps | Calculate the ensemble-adjusted Ranked Probability Score (RPS) for categorical forecasts | |
| EnsBrierSs | Calculate EnsBrier Skill Score (deprecated, use function SkillScore instead) | |
| CorrDiff | Calculate correlation difference between a forecast and a reference forecast, and assess uncertainty | |
| Corr | Calculate correlation between forecasts and observations, and assess uncertainty | |
| Detrend | Auxiliary function for removing trends and mean from observation vector or ensemble matrix. | |
| AbsErr | Calculate the absolute error between forecast and observation | |
| EnsQs | Calculate the ensemble-adjusted Quadratic Score (QS) for categorical forecasts | |
| EnsCorr | Correlation skill analysis for ensemble forecasts | |
| Auc | Calculate area under the ROC curve (AUC) for a forecast and its verifying binary observation, and estimate the variance of the AUC | |
| FairRpss | Calculate FairRps Skill Score (deprecated, use function SkillScore instead) | |
| FairBrierDiff | Calculate FairBrier Difference (deprecated, use function ScoreDiff instead) | |
| EnsBrier | Calculate the ensemble-adjusted Brier Score | |
| FitAkdParameters | Fit the 5 parameters used for affine kernel dressing by minimum CRPS estimation. | |
| EnsBrierDiff | Calculate EnsBrier Difference (deprecated, use function ScoreDiff instead) | |
| DressCrps | Calculate the Continuous Ranked Probability Score (CRPS) for a mixture of Normal distributions, for example generated by ensemble dressing | |
| FairCrpss | Calculate FairCrps Skill Score (deprecated, use function SkillScore instead) | |
| FairRpsDiff | Calculate FairRps Difference (deprecated, use function ScoreDiff instead) | |
| DressIgn | Calculate the Logarithmic (Ignorance) Score for a mixture of Normal distributions, for example generated by ensemble dressing | |
| TestRankhist | Statistical tests for rank histograms | |
| GaussCrpsDiff | Calculate GaussCrps Difference (deprecated, use function ScoreDiff instead) | |
| SqErr | Calculate the squared error between forecast and observation | |
| auc_cpp | Calculate AUC and its sampling standard deviation (Internal C++ implementation) | |
| ClimEns | Construct a climatological ensemble from a vector of observations. | |
| aucdiff_cpp | Calculate AUC difference `AUC(fcst,obs) - AUC(fcst_ref, obs)` of two forecasts for the same observations, and the sampling standard deviation of the AUC difference (Internal C++ implementation) | |
| DressCrpsDiff | Calculate DressCrps Difference (deprecated, use function ScoreDiff instead) | |
| DressIgnDiff | Calculate DressIgn Difference (deprecated, use function ScoreDiff instead) | |
| GenerateToyData | Generate artificial data for ensemble verification using a signal-plus-noise model | |
| EnsCrps | Calculate the ensemble-adjusted Continuous Ranked Probability Score (CRPS) | |
| Rankhist | Rank histogram for ensemble forecasts | |
| GaussCrpss | Calculate GaussCrps Skill Score (deprecated, use function SkillScore instead) | |
| EnsRpss | Calculate EnsRps Skill Score (deprecated, use function SkillScore instead) | |
| eurotempforecast | Seasonal ensemble forecast of European average summer temperature | |
| EnsCrpsDiff | Calculate EnsCrps Difference (deprecated, use function ScoreDiff instead) | |
| SkillScore | Calculate a skill score and assess uncertainty. | |
| SpecsVerification | SpecsVerification - Forecast verification routines | |
| EnsRpsDiff | Calculate EnsRps Difference (deprecated, use function ScoreDiff instead) | |
| ScoreDiff | Calculate average score difference and assess uncertainty | |
| PlotRankhist | Plotting function for rank histograms | |
| ReliabilityDiagram | Reliability diagram for probability forecasts | |
| AucDiff | Calculate difference between areas under the ROC curve (AUC) between a forecast and a reference forecast for the same observation, and estimate the variance of the AUC difference | |
| BrierDecomp | Brier Score decomposition | |
| DressCrpss | Calculate DressCrps Skill Score (deprecated, use function SkillScore instead) | |
| EnsCrpss | Calculate EnsCrps Skill Score (deprecated, use function SkillScore instead) | |
| FairBrierSs | Calculate FairBrier Skill Score (deprecated, use function SkillScore instead) | |
| DressEnsemble | Transform an ensemble forecast to a continuous forecast distribution by kernel dressing. | |
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Details
| Date | 2020-02-26 |
| License | GPL (>= 2) |
| LinkingTo | Rcpp, RcppArmadillo |
| LazyData | true |
| RoxygenNote | 7.0.2 |
| NeedsCompilation | yes |
| Packaged | 2020-02-26 13:27:31 UTC; stefan |
| Repository | CRAN |
| Date/Publication | 2020-02-26 15:40:06 UTC |
| imports | methods , Rcpp |
| linkingto | RcppArmadillo |
| suggests | testthat |
| Contributors | Matteo De Felice, Jonas Bhend, Igor Kroener |
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