Quick Reference Table ===================== ***************************************************** Metrics, Abbreviations, and Functions Quick Reference ***************************************************** This table contains a list of the metrics names, abbreviations, and the name of the functions that are associated with them. It is a good reference when creating tables or plots to be able to see what metrics are available for use and their abbreviation name. +----------------------------------------------+---------------+---------------+ | Full Metric Name | Abbreviation | Function Name | +==============================================+===============+===============+ | Anomaly Correlation Coefficient | ACC | acc | +----------------------------------------------+---------------+---------------+ | Coefficient of Determination | r2 | r_squared | +----------------------------------------------+---------------+---------------+ | Eclidean Distance | ED | ed | +----------------------------------------------+---------------+---------------+ | Geometric Mean Difference | GMD | g_mean_diff | +----------------------------------------------+---------------+---------------+ | Index of Agreement (d) | d | d | +----------------------------------------------+---------------+---------------+ | Index of Agreement (d1) | d1 | d1 | +----------------------------------------------+---------------+---------------+ | Index of Agreement Refined (dr) | dr | dr | +----------------------------------------------+---------------+---------------+ | Inertial Root Mean Square Error | IRMSE | irmse | +----------------------------------------------+---------------+---------------+ | Kling-Gupta Efficiency (2009) | KGE (2009) | kge_2009 | +----------------------------------------------+---------------+---------------+ | Kling-Gupta Efficiency (2012) | KGE (2012) | kge_2012 | +----------------------------------------------+---------------+---------------+ | Legate-McCabe Efficiency Index | E1’ | lm_index | +----------------------------------------------+---------------+---------------+ | Legate-McCabe Index of Agreement | D1’ | d1_p | +----------------------------------------------+---------------+---------------+ | Mean Absolute Error | MAE | mae | +----------------------------------------------+---------------+---------------+ | Mean Absolute H1 Error | H1 (MAHE) | h1_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H10 Error | H10 (MAHE) | h10_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H2 Error | H2 (MAHE) | h2_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H3 Error | H3 (MAHE) | h3_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H4 Error | H4 (MAHE) | h4_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H5 Error | H5 (MAHE) | h5_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H6 Error | H6 (MAHE) | h6_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H7 Error | H7 (MAHE) | h7_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute H8 Error | H8 (MAHE) | h8_mahe | +----------------------------------------------+---------------+---------------+ | Mean Absolute Log Error | MALE | male | +----------------------------------------------+---------------+---------------+ | Mean Absolute Percentage Deviation | MAPD | mapd | +----------------------------------------------+---------------+---------------+ | Mean Absolute Percentage Error | MAPE | mape | +----------------------------------------------+---------------+---------------+ | Mean Absolute Scaled Error | MASE | mase | +----------------------------------------------+---------------+---------------+ | Mean Arctangent Absolute Percentage Error | MAAPE | maape | +----------------------------------------------+---------------+---------------+ | Mean Error | ME | me | +----------------------------------------------+---------------+---------------+ | Mean H1 Error | H1 (MHE) | h1_mhe | +----------------------------------------------+---------------+---------------+ | Mean H10 Error | H10 (MHE) | h10_mhe | +----------------------------------------------+---------------+---------------+ | Mean H2 Error | H2 (MHE) | h2_mhe | +----------------------------------------------+---------------+---------------+ | Mean H3 Error | H3 (MHE) | h3_mhe | +----------------------------------------------+---------------+---------------+ | Mean H4 Error | H4 (MHE) | h4_mhe | +----------------------------------------------+---------------+---------------+ | Mean H5 Error | H5 (MHE) | h5_mhe | +----------------------------------------------+---------------+---------------+ | Mean H6 Error | H6 (MHE) | h6_mhe | +----------------------------------------------+---------------+---------------+ | Mean H7 Error | H7 (MHE) | h7_mhe | +----------------------------------------------+---------------+---------------+ | Mean H8 Error | H8 (MHE) | h8_mhe | +----------------------------------------------+---------------+---------------+ | Mean Log Error | MLE | mle | +----------------------------------------------+---------------+---------------+ | Mean Squared Error | MSE | mse | +----------------------------------------------+---------------+---------------+ | Mean Squared Log Error | MSLE | msle | +----------------------------------------------+---------------+---------------+ | Mean Variance | MV | mean_var | +----------------------------------------------+---------------+---------------+ | Median Absolute Error | MdAE | mdae | +----------------------------------------------+---------------+---------------+ | Median Error | MdE | mde | +----------------------------------------------+---------------+---------------+ | Median Squared Error | MdSE | mdse | +----------------------------------------------+---------------+---------------+ | Mielke-Berry R | (MB) R | mb_r | +----------------------------------------------+---------------+---------------+ | Modified Index of Agreement | d (Mod.) | dmod | +----------------------------------------------+---------------+---------------+ | Modified Nash-Sutcliffe Efficiency | NSE (Mod.) | nse_mod | +----------------------------------------------+---------------+---------------+ | Nash-Sutcliffe Efficiency | NSE | nse | +----------------------------------------------+---------------+---------------+ | Normalized Eclidean Distance | NED | ned | +----------------------------------------------+---------------+---------------+ | Normalized Root Mean Square Error - IQR | NRMSE (IQR) | nrmse_iqr | +----------------------------------------------+---------------+---------------+ | Normalized Root Mean Square Error - Mean | NRMSE (Mean) | nrmse_mean | +----------------------------------------------+---------------+---------------+ | Normalized Root Mean Square Error - Range | NRMSE (Range) | nrmse_range | +----------------------------------------------+---------------+---------------+ | Pearson Correlation Coefficient | R (Pearson) | pearson_r | +----------------------------------------------+---------------+---------------+ | Relative Index of Agreement | d (Rel.) | drel | +----------------------------------------------+---------------+---------------+ | Relative Nash-Sutcliffe Efficiency | NSE (Rel.) | nse_rel | +----------------------------------------------+---------------+---------------+ | Root Mean Square Error | RMSE | rmse | +----------------------------------------------+---------------+---------------+ | Root Mean Square H1 Error | H1 (RMSHE) | h1_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H10 Error | H10 (RMSHE) | h10_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H2 Error | H2 (RMSHE) | h2_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H3 Error | H3 (RMSHE) | h3_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H4 Error | H4 (RMSHE) | h4_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H5 Error | H5 (RMSHE) | h5_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H6 Error | H6 (RMSHE) | h6_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H7 Error | H7 (RMSHE) | h7_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Square H8 Error | H8 (RMSHE) | h8_rmshe | +----------------------------------------------+---------------+---------------+ | Root Mean Squared Log Error | RMSLE | rmsle | +----------------------------------------------+---------------+---------------+ | Spearman Rank Correlation Coefficient | R (Spearman) | spearman_r | +----------------------------------------------+---------------+---------------+ | Spectral Angle | SA | sa | +----------------------------------------------+---------------+---------------+ | Spectral Correlation | SC | sc | +----------------------------------------------+---------------+---------------+ | Spectral Gradient Angle | SGA | sga | +----------------------------------------------+---------------+---------------+ | Spectral Information Divergence | SID | sid | +----------------------------------------------+---------------+---------------+ | Symmetric Mean Absolute Percentage Error (1) | SMAPE1 | smape1 | +----------------------------------------------+---------------+---------------+ | Symmetric Mean Absolute Percentage Error (2) | SMAPE2 | smape2 | +----------------------------------------------+---------------+---------------+ | Volumetric Efficiency | VE | ve | +----------------------------------------------+---------------+---------------+ | Watterson’s M | M | watt_m | +----------------------------------------------+---------------+---------------+