Assessing and Visualising the Performance of Prediction Models

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Documentation for package ‘modelskill’ version 0.1.1

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accuracy_plot_metrics Summarize calibration from an accuracy plot
bias Mean error (ME) of quantitative predictions
ccc Lin's concordance correlation coefficient
correlation Pearson correlation
coverage Empirical prediction-interval coverage
coverage_error Prediction-interval coverage error
crmse Centered root mean squared error
crps Continuous ranked probability score
crps_decomposition CRPS reliability decomposition
diagram_stats Statistics underlying summary diagrams
gg_coverage Plot prediction-interval calibration
gg_pit Plot a probability integral transform histogram
gg_qcp Quantile calibration plot
gg_solar Create a solar diagram
gg_target Create a target diagram
gg_taylor Create a Taylor diagram
interval_score Central prediction-interval score
interval_width Average prediction-interval width
kge Kling-Gupta efficiency: KGE (2009)
log_score Logarithmic (ignorance) score
mae Mean absolute error
mape Mean absolute percentage error
mdae Median absolute error
mec Model efficiency coefficient
median_crps Median continuous ranked probability score
model_metrics Calculate prediction-validation metrics for one or more models
mpe Mean percentage error
mse Mean squared error
msle Mean squared logarithmic error
nrmse Normalized root mean squared error
nse Nash-Sutcliffe efficiency
picp Prediction interval coverage probability (PICP)
pinball_loss Quantile (pinball) loss
pit Probability integral transform
qcp Quantile coverage probability
R2 Model-efficiency R-squared
r2 Squared Pearson correlation
rae Relative absolute error
rer Range-to-RMSE ratio
rmse Root mean squared error
rmsle Root mean squared logarithmic error
rpd Ratio of performance to deviation
rpiq Ratio of performance to interquartile distance
rrmse Relative root mean squared error
sd_ratio Prediction-to-observation standard deviation ratio
sep Standard error of prediction
smape Symmetric mean absolute percentage error
uncertainty_metrics Summarize prediction-interval validation
willmott_d Willmott's index of agreement