Function reference • metrica

All functions

AC(): Ji and Gallo's Agreement Coefficient (AC)

AUC_roc(): Area Under the ROC Curve

B0_sma(): Intercept of standardized major axis regression (SMA).

B1_sma(): Slope of standardized major axis regression (SMA).

CCC(): Concordance correlation coefficient (CCC)

E1(): Absolute Model Efficiency (E1)

Erel(): Relative Model Efficiency (Erel)

KGE(): Kling-Gupta Model Efficiency (KGE).

LCS(): Lack of Correlation (LCS)

MAE(): Mean Absolute Error (MAE)

MAPE(): Mean Absolute Percentage Error (MAPE)

MASE(): Mean Absolute Scaled Error (MASE)

MBE(): Mean Bias Error (MBE)

MIC(): Maximal Information Coefficient

MLA(): Mean Lack of Accuracy (MLA)

MLP(): Mean Lack of Precision (MLP)

MSE(): Mean Squared Error (MSE)

NSE(): Nash-Sutcliffe Model Efficiency (NSE)

PAB(): Percentage Additive Bias (PAB)

PBE(): Percentage Bias Error (PBE).

PLA(): Percentage Lack of Accuracy (PLA)

PLP(): Percentage Lack of Precision (PLP)

PPB(): Percentage Proportional Bias (PPB)

R2(): Coefficient of determination (R2).

RAC(): Robinson's Agreement Coefficient (RAC).

RAE(): Relative Absolute Error (RAE)

RMAE(): Relative Mean Absolute Error (RMAE)

RMLA(): Root Mean Lack of Accuracy (RMLA)

RMLP(): Root Mean Lack of Precision (RMLP)

RMSE(): Root Mean Squared Error (RMSE)

RRMSE(): Relative Root Mean Squared Error (RMSE)

RSE(): Relative Squared Error (RSE)

RSR(): Root Mean Standard Deviation Ratio (RSR)

RSS(): Residual Sum of Squares (RSS)

SB(): Squared bias (SB)

SDSD(): Squared difference between standard deviations (SDSD)

SMAPE(): Symmetric Mean Absolute Percentage Error (SMAPE).

TSS(): Total Sum of Squares (TSS)

Ub(): Mean Bias Error Proportion (Ub)

Uc(): Lack of Consistency (Uc)

Ue(): Lack of Consistency (Ue)

Xa(): Accuracy Component (Xa) of CCC

accuracy(): Accuracy

agf(): Adjusted F-score

balacc(): Balanced Accuracy

barley: Barley grain number

bland_altman_plot(): Bland-Altman plot

bmi() jindex(): Bookmaker Informedness

chickpea: Chickpea dry mass

confusion_matrix(): Confusion Matrix

csi() jaccardindex(): Critical Success Index | Jaccard's Index

d(): Willmott's Index of Agreement (d)

d1(): Modified Index of Agreement (d1).

d1r(): Refined Index of Agreement (d1).

dcorr(): Distance Correlation

deltap() mk(): deltaP or Markedness

density_plot(): Density plot of predicted and observed values

error_rate(): Error rate

fmi(): Fowlkes-Mallows Index

fscore(): F-score

gmean(): Geometric Mean

import_apsim_db(): Import SQLite databases generated by APSIM NextGen

import_apsim_out(): import_apsim_out

iqRMSE(): Inter-Quartile Root Mean Squared Error

khat(): K-hat (Cohen's Kappa Coefficient)

lambda(): Duveiller's Agreement Coefficient

land_cover: Binary Land Cover Data

posLr() negLr() dor(): Likelihood Ratios (Classification)

maize_phenology: Multi Class Phenology

mcc() phi_coef(): Matthews Correlation Coefficient | Phi Coefficient

metrics_summary(): Prediction Performance Summary

npv() FOR(): Negative Predictive Value

p4(): P4-metric

precision() ppv() FDR(): Precision | Positive Predictive Value

preval() preval_t(): Prevalence

r(): Sample Correlation Coefficient (r)

recall() TPR() sensitivity() hitrate() FNR(): Recall | Sensitivity | True Positive Rate | Hit rate

scatter_plot(): Scatter plot of predicted and observed values

sorghum: Sorghum grain number

specificity() selectivity() TNR() FPR(): Specificity | Selectivity | True Negative Rate

tiles_plot(): Tiles plot of predicted and observed values

uSD(): Uncorrected Standard Deviation

var_u(): Uncorrected Variance (var_u)

wheat: Wheat grain nitrogen