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 |