Citation | Installation | Setting up the environment | Example using NSE | Ex 1: ideal integer values | Ex 2: ideal real values | Ex 3: ideal daily ts | Ex 4: random noise in the first half of the simulated values | Ex 5: random noise and logarithmic transformation | Ex 6: random noise, logarithmic transformation and Pushpalatha2012 constant | Ex 7: random noise, logarithmic transformation and user-defined constant | Ex 8: random noise, logarithmic transformation and user-defined factor | Ex 9: random noise, user-defined transformation | A short example from hydrological modelling | Removing warm-up period | Plotting uncertainty bands | Computing P-factor | Computing R-factor | Analysis of the residuals | Software details | Version history of this vignette
Package: hydroGOF 0.7-0
hydroGOF: Goodness-of-Fit Functions for Comparison of Simulated and Observed Hydrological Time Series
S3 functions implementing both statistical and graphical goodness-of-fit measures between observed and simulated values, mainly oriented to be used during the calibration, validation, and application of hydrological models. Missing values in observed and/or simulated values can be removed before computations. Comments / questions / collaboration of any kind are very welcomed.
Authors:
hydroGOF_0.7-0.tar.gz
hydroGOF_0.7-0.zip(r-4.7)hydroGOF_0.7-0.zip(r-4.6)hydroGOF_0.7-0.zip(r-4.5)
hydroGOF_0.7-0.tgz(r-4.6-any)hydroGOF_0.7-0.tgz(r-4.5-any)
hydroGOF_0.7-0.tar.gz(r-4.7-any)hydroGOF_0.7-0.tar.gz(r-4.6-any)
hydroGOF_0.7-0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
hydroGOF/json (API)
| # Install 'hydroGOF' in R: |
| install.packages('hydroGOF', repos = c('https://hzambran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/hzambran/hydrogof/issues
Pkgdown/docs site:https://hzambran.github.io
Datasets:
- EgaEnEstellaQts - Ega in "Estella" (Q071), ts with daily streamflows.
Last updated from:a2479d338f. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 138 | ||
| source / vignettes | OK | 200 | ||
| linux-release-x86_64 | OK | 144 | ||
| macos-release-arm64 | OK | 127 | ||
| macos-oldrel-arm64 | OK | 116 | ||
| windows-devel | OK | 136 | ||
| windows-release | OK | 132 | ||
| windows-oldrel | OK | 105 | ||
| wasm-release | OK | 103 |
Exports:APFBAPFB.data.frameAPFB.defaultAPFB.matrixAPFB.zoobr2br2.data.framebr2.defaultbr2.matrixbr2.zoocpcp.data.framecp.defaultcp.matrixcp.zoodd.data.framed.defaultd.matrixd.zoodrdr.data.framedr.defaultdr.matrixdr.zooggofgofgof.data.framegof.defaultgof.matrixgof.zooHFBHFB.data.frameHFB.defaultHFB.matrixHFB.zooJDKGEJDKGE.data.frameJDKGE.defaultJDKGE.matrixJDKGE.zooKGEKGE.data.frameKGE.defaultKGE.matrixKGE.zooKGEkmKGEkm.data.frameKGEkm.defaultKGEkm.matrixKGEkm.zooKGElfKGElf.data.frameKGElf.defaultKGElf.matrixKGElf.zooKGEnpKGEnp.data.frameKGEnp.defaultKGEnp.matrixKGEnp.zooLCELCE.data.frameLCE.defaultLCE.matrixLCE.zooLMELME.data.frameLME.defaultLME.matrixLME.zoomaemae.data.framemae.defaultmae.matrixmae.zoomdmd.data.framemd.defaultmd.matrixmd.zoomeme.data.frameme.defaultme.matrixme.zoomNSEmNSE.data.framemNSE.defaultmNSE.matrixmNSE.zoomNSeffmsemse.data.framemse.defaultmse.matrixmse.zoonrmsenrmse.data.framenrmse.defaultnrmse.matrixnrmse.zooNSENSE.data.frameNSE.defaultNSE.matrixNSE.zooNSeffpbiaspbias.data.framepbias.defaultpbias.matrixpbias.zoopbiasfdcpbiasfdc.data.framepbiasfdc.defaultpbiasfdc.matrixpbiasfdc.zoopfactorpfactor.data.framepfactor.defaultpfactor.matrixplot2plotbandsplotbandsonlyPMRPMR.data.framePMR.defaultPMR.matrixPMR.zoopreprocR2R2.data.frameR2.defaultR2.matrixR2.zoordrd.data.framerd.defaultrd.matrixrd.zoorfactorrfactor.data.framerfactor.defaultrfactor.matrixrmsermse.data.framermse.defaultrmse.matrixrmse.zoorNSErNSE.data.framerNSE.defaultrNSE.matrixrNSE.zoorNSeffrPearsonrPearson.data.framerPearson.defaultrPearson.matrixrPearson.zoorSDrSD.data.framerSD.defaultrSD.matrixrSD.zoorSpearmanrSpearman.data.framerSpearman.defaultrSpearman.matrixrSpearman.zoorsrrsr.data.framersr.defaultrsr.matrixrsr.zoosKGEsKGE.data.framesKGE.defaultsKGE.matrixsKGE.zoossqssq.data.framessq.defaultssq.matrixssq.zooubRMSEubRMSE.data.frameubRMSE.defaultubRMSE.matrixubRMSE.zoovalindexvalindex.defaultvalindex.matrixVEVE.data.frameVE.defaultVE.matrixVE.zoowNSEwNSE.data.framewNSE.defaultwNSE.matrixwNSE.zoowsNSEwsNSE.data.framewsNSE.defaultwsNSE.matrixwsNSE.zoo
Dependencies:classclassIntcpp11e1071hydroTSMKernSmoothlatticeMASSproxytimechangextszoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Goodness-of-fit (GoF) functions for numerical and graphical comparison of simulated and observed time series, mainly focused on hydrological modelling. | hydroGOF-package hydroGOF |
| Annual Peak Flow Bias | APFB APFB.data.frame APFB.default APFB.matrix APFB.zoo |
| br2 | br2 br2.data.frame br2.default br2.matrix br2.zoo |
| Coefficient of persistence | cp cp.data.frame cp.default cp.matrix cp.zoo |
| Index of Agreement | d d.data.frame d.default d.matrix d.zoo |
| Refined Index of Agreement | dr dr.data.frame dr.default dr.matrix dr.zoo |
| Ega in "Estella" (Q071), ts with daily streamflows. | EgaEnEstellaQts |
| Graphical Goodness of Fit | ggof |
| Numerical Goodness-of-fit measures | gof gof.data.frame gof.default gof.matrix gof.zoo |
| Median annual high-flow bias | HFB HFB.data.frame HFB.default HFB.matrix HFB.zoo |
| Joint Divergence Kling-Gupta Efficiency | JDKGE JDKGE.data.frame JDKGE.default JDKGE.matrix JDKGE.zoo |
| Kling-Gupta Efficiency | KGE KGE.data.frame KGE.default KGE.matrix KGE.zoo |
| Kling-Gupta Efficiency with knowable-moments | KGEkm KGEkm.data.frame KGEkm.default KGEkm.matrix KGEkm.zoo |
| Kling-Gupta Efficiency for low values | KGElf KGElf.data.frame KGElf.default KGElf.matrix KGElf.zoo |
| Non-parametric version of the Kling-Gupta Efficiency | KGEnp KGEnp.data.frame KGEnp.default KGEnp.matrix KGEnp.zoo |
| Lee and Choi Efficiency | LCE LCE.data.frame LCE.default LCE.matrix LCE.zoo |
| Liu-Mean Efficiency | LME LME.data.frame LME.default LME.matrix LME.zoo |
| Mean Absolute Error | mae mae.data.frame mae.default mae.matrix mae.zoo |
| Modified Index of Agreement | md md.data.frame md.default md.matrix md.zoo |
| Mean Error | me me.data.frame me.default me.matrix me.zoo |
| Modified Nash-Sutcliffe efficiency | mNSE mNSE.data.frame mNSE.default mNSE.matrix mNSE.zoo mNSeff |
| Mean Squared Error | mse mse.data.frame mse.default mse.matrix mse.zoo |
| Normalized Root Mean Square Error | nrmse nrmse.data.frame nrmse.default nrmse.matrix nrmse.zoo |
| Nash-Sutcliffe Efficiency | NSE NSE.data.frame NSE.default NSE.matrix NSE.zoo NSeff |
| Percent Bias | pbias pbias.data.frame pbias.default pbias.matrix pbias.zoo |
| Percent Bias in the Slope of the Midsegment of the Flow Duration Curve | pbiasfdc pbiasfdc.data.frame pbiasfdc.default pbiasfdc.matrix pbiasfdc.zoo |
| P-factor | pfactor pfactor.data.frame pfactor.default pfactor.matrix |
| Plotting 2 Time Series | plot2 |
| Plot a ts with observed values and two confidence bounds | plotbands |
| Adds uncertainty bounds to an existing plot. | plotbandsonly |
| Proxy for Model Robustness | PMR PMR.data.frame PMR.default PMR.matrix PMR.zoo PMRrob |
| Coefficient of determination | R2 R2.data.frame R2.default R2.matrix R2.zoo |
| Relative Index of Agreement | rd rd.data.frame rd.default rd.matrix rd.zoo |
| R-factor | rfactor rfactor.data.frame rfactor.default rfactor.matrix |
| Root Mean Square Error | rmse rmse.data.frame rmse.default rmse.matrix rmse.zoo |
| Relative Nash-Sutcliffe efficiency | rNSE rNSE.data.frame rNSE.default rNSE.matrix rNSE.zoo rNSeff |
| Pearson correlation coefficient | rPearson rPearson.data.frame rPearson.default rPearson.matrix rPearson.zoo |
| Ratio of Standard Deviations | rSD rSD.data.frame rSD.default rSD.matrix rSD.zoo |
| Spearman's rank correlation coefficient | rSpearman rSpearman.data.frame rSpearman.default rSpearman.matrix rSpearman.zoo |
| Ratio of RMSE to the standard deviation of the observations | rsr rsr.data.frame rsr.default rsr.matrix rsr.zoo |
| Split Kling-Gupta Efficiency | sKGE sKGE.data.frame sKGE.default sKGE.matrix sKGE.zoo |
| Sum of the Squared Residuals | ssq ssq.data.frame ssq.default ssq.matrix ssq.zoo |
| Unbiased Root Mean Square Error | ubRMSE ubRMSE.data.frame ubRMSE.default ubRMSE.matrix ubRMSE.zoo |
| Valid Indexes | valindex valindex.default valindex.matrix |
| Volumetric Efficiency | VE VE.data.frame VE.default VE.matrix VE.zoo |
| Weighted Nash-Sutcliffe efficiency | wNSE wNSE.data.frame wNSE.default wNSE.matrix wNSE.zoo |
| Weighted seasonal Nash-Sutcliffe Efficiency | wsNSE wsNSE.data.frame wsNSE.default wsNSE.matrix wsNSE.zoo |
