SpecsVerification: Verification Routines for Ensemble Forecasts of Weather and Climate

A collection of new forecast verification routines developed for the SPECS FP7 project. The emphasis is on comparative verification of ensemble forecasts.

AuthorStefan Siegert [aut, cre], Jonas Bhend [ctb], Igor Kroener [ctb], Matteo De Felice [ctb]
Date of publication2017-01-21 00:25:46
MaintainerStefan Siegert <s.siegert@exeter.ac.uk>
LicenseGPL (>= 2)
Version0.5-0

View on CRAN

Man pages

AbsErr: Calculate the absolute error between forecast and observation

Auc: Calculate area under the ROC curve (AUC) for a forecast and...

auc_cpp: Calculate AUC and its sampling standard deviation (Internal...

AucDiff: Calculate difference between areas under the ROC curve (AUC)...

aucdiff_cpp: Calculate AUC difference 'AUC(fcst,obs) - AUC(fcst_ref, obs)'...

BrierDecomp: Brier Score decomposition

ClimEns: Construct a climatological ensemble from a vector of...

Corr: Calculate correlation between forecasts and observations, and...

CorrDiff: Calculate correlation difference between a forecast and a...

Detrend: Auxiliary function for removing trends and mean from...

DressCrps: Calculate the Continuous Ranked Probability Score (CRPS) for...

dresscrps_cpp: Dress CRPS

DressCrpsDiff: Calculate DressCrps Difference (deprecated, use function...

DressCrpss: Calculate DressCrps Skill Score (deprecated, use function...

DressEnsemble: Transform an ensemble forecast to a continuous forecast...

DressIgn: Calculate the Logarithmic (Ignorance) Score for a mixture of...

DressIgnDiff: Calculate DressIgn Difference (deprecated, use function...

EnsBrier: Calculate the ensemble-adjusted Brier Score

EnsBrierDiff: Calculate EnsBrier Difference (deprecated, use function...

EnsBrierSs: Calculate EnsBrier Skill Score (deprecated, use function...

EnsCrps: Calculate the ensemble-adjusted Continuous Ranked Probability...

enscrps_cpp: CRPS for ensemble forecasts (C++ implementation)

EnsCrpsDiff: Calculate EnsCrps Difference (deprecated, use function...

EnsCrpss: Calculate EnsCrps Skill Score (deprecated, use function...

EnsQs: Calculate the ensemble-adjusted Quadratic Score (QS) for...

EnsRps: Calculate the ensemble-adjusted Ranked Probability Score...

EnsRpsDiff: Calculate EnsRps Difference (deprecated, use function...

EnsRpss: Calculate EnsRps Skill Score (deprecated, use function...

eurotempforecast: Seasonal ensemble forecast of European average summer...

FairBrierDiff: Calculate FairBrier Difference (deprecated, use function...

FairBrierSs: Calculate FairBrier Skill Score (deprecated, use function...

FairCrpsDiff: Calculate FairCrps Difference (deprecated, use function...

FairCrpss: Calculate FairCrps Skill Score (deprecated, use function...

FairRpsDiff: Calculate FairRps Difference (deprecated, use function...

FairRpss: Calculate FairRps Skill Score (deprecated, use function...

FitAkdParameters: Fit the 5 parameters used for affine kernel dressing by...

GaussCrps: Calculate the Continuous Ranked Probability Score (CRPS) for...

GaussCrpsDiff: Calculate GaussCrps Difference (deprecated, use function...

GaussCrpss: Calculate GaussCrps Skill Score (deprecated, use function...

GenerateToyData: Generate artificial data for ensemble verification using a...

GetDensity: Calculate density and integrated density function of a...

PlotDressedEns: Plot a series forecast distributions of dressed ensembles

PlotRankhist: Plotting function for rank histograms

Rankhist: Rank histogram for ensemble forecasts

ReliabilityDiagram: Reliability diagram for probability forecasts

ScoreDiff: Calculate average score difference and assess uncertainty

SkillScore: Calculate a skill score and assess uncertainty

SpecsVerification: SpecsVerification - Forecast verification routines

SqErr: Calculate the squared error between forecast and observation

TestRankhist: Statistical tests for rank histograms

Files in this package

SpecsVerification
SpecsVerification/tests
SpecsVerification/tests/testthat.R
SpecsVerification/tests/testthat
SpecsVerification/tests/testthat/test-values.R
SpecsVerification/tests/testthat/test-perfect.R
SpecsVerification/src
SpecsVerification/src/Makevars
SpecsVerification/src/dresscrps.cpp
SpecsVerification/src/auc.cpp
SpecsVerification/src/auc_diff.cpp
SpecsVerification/src/RcppExports.cpp
SpecsVerification/src/enscrps.cpp
SpecsVerification/NAMESPACE
SpecsVerification/data
SpecsVerification/data/eurotempforecast.rda
SpecsVerification/R
SpecsVerification/R/DressIgn.R SpecsVerification/R/AbsErr.R SpecsVerification/R/SkillScore.R SpecsVerification/R/EnsCrps.R SpecsVerification/R/DressEnsemble.R SpecsVerification/R/eurotempforecast.R SpecsVerification/R/EnsQs.R SpecsVerification/R/Auc.R SpecsVerification/R/Detrend.R SpecsVerification/R/EnsRps.R SpecsVerification/R/ScoreDiff.R SpecsVerification/R/SpecsVerification.R SpecsVerification/R/GaussCrps.R SpecsVerification/R/ClimEns.R SpecsVerification/R/GenerateToyData.R SpecsVerification/R/PlotDressedEns.R SpecsVerification/R/GetDensity.R SpecsVerification/R/PlotRankhist.R SpecsVerification/R/FitAkdParameters.R SpecsVerification/R/RcppExports.R SpecsVerification/R/SqErr.R SpecsVerification/R/TestRankhist.R SpecsVerification/R/ReliabilityDiagram.R SpecsVerification/R/Rankhist.R SpecsVerification/R/AucDiff.R SpecsVerification/R/Corr.R SpecsVerification/R/CorrDiff.R SpecsVerification/R/EnsBrier.R SpecsVerification/R/DressCrps.R SpecsVerification/R/BrierDecomp.R
SpecsVerification/MD5
SpecsVerification/DESCRIPTION
SpecsVerification/man
SpecsVerification/man/EnsCrpsDiff.Rd SpecsVerification/man/GaussCrpss.Rd SpecsVerification/man/FairRpss.Rd SpecsVerification/man/EnsRpss.Rd SpecsVerification/man/DressCrpss.Rd SpecsVerification/man/CorrDiff.Rd SpecsVerification/man/Rankhist.Rd SpecsVerification/man/FairBrierDiff.Rd SpecsVerification/man/EnsBrierSs.Rd SpecsVerification/man/FairBrierSs.Rd SpecsVerification/man/SqErr.Rd SpecsVerification/man/DressCrps.Rd SpecsVerification/man/FairRpsDiff.Rd SpecsVerification/man/GaussCrps.Rd SpecsVerification/man/FairCrpsDiff.Rd SpecsVerification/man/aucdiff_cpp.Rd SpecsVerification/man/PlotDressedEns.Rd SpecsVerification/man/EnsQs.Rd SpecsVerification/man/TestRankhist.Rd SpecsVerification/man/EnsRps.Rd SpecsVerification/man/Auc.Rd SpecsVerification/man/EnsCrps.Rd SpecsVerification/man/EnsRpsDiff.Rd SpecsVerification/man/FairCrpss.Rd SpecsVerification/man/auc_cpp.Rd SpecsVerification/man/DressEnsemble.Rd SpecsVerification/man/ClimEns.Rd SpecsVerification/man/Detrend.Rd SpecsVerification/man/PlotRankhist.Rd SpecsVerification/man/GenerateToyData.Rd SpecsVerification/man/BrierDecomp.Rd SpecsVerification/man/dresscrps_cpp.Rd SpecsVerification/man/ScoreDiff.Rd SpecsVerification/man/SkillScore.Rd SpecsVerification/man/DressIgn.Rd SpecsVerification/man/DressCrpsDiff.Rd SpecsVerification/man/AucDiff.Rd SpecsVerification/man/Corr.Rd SpecsVerification/man/FitAkdParameters.Rd SpecsVerification/man/SpecsVerification.Rd SpecsVerification/man/GaussCrpsDiff.Rd SpecsVerification/man/EnsCrpss.Rd SpecsVerification/man/ReliabilityDiagram.Rd SpecsVerification/man/AbsErr.Rd SpecsVerification/man/EnsBrier.Rd SpecsVerification/man/DressIgnDiff.Rd SpecsVerification/man/GetDensity.Rd SpecsVerification/man/enscrps_cpp.Rd SpecsVerification/man/EnsBrierDiff.Rd SpecsVerification/man/eurotempforecast.Rd

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