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List of metrics
Thomas Nipen edited this page Aug 3, 2023
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Here is a list of currently supported metrics. Note that the plots that are possible to make depend on what variables are available in the input files.
Deterministic | Description |
-m alphaindex |
Alpha index |
-m bias |
Mean error |
-m cmae |
Cube-root mean absolute cubic error |
-m corr |
Pearson correlation between obs and forecast |
-m diff |
Error in distribution of deterministic values |
-m derror |
Difference in aggregated statistics |
-m dmb |
Degree of mass balance (mean obs / mean fcst) |
-m ef |
Exceedance fraction: fraction that fcst > obs |
-m fcst |
Average forecast value |
-m kendallcorr |
Kendall correlation |
-m kge |
Kling-Gupta efficiency |
-m leps |
Linear error in probability space |
-m mae |
Mean of forecasts |
-m mbias |
Multiplicative bias |
-m nnsec |
Normalized Nash-Sutcliffe efficiency coefficient |
-m nsec |
Nash-Sutcliffe efficiency coefficient |
-m obs |
Mean of observations |
-m rankcorr |
Spearman rank correlation |
-m ratio |
Ratio of aggregated statistics |
-m rmse |
Root mean squared error |
-m rmsf |
Root mean squared factor |
-m stderror |
Standard error |
-m within |
Percentage of forecasts that are within some error bound |
Threshold | Description |
-m a |
Fraction of events that are hits |
-m b |
Fraction of events that are false alarms |
-m baserate |
Climatological frequency |
-m biasfreq |
Number of forecasts / number of observations |
-m c |
Fraction of events that are misses |
-m d |
Fraction of events that are correct rejections |
-m dscore |
Generalized discrimination score |
-m edi |
Extremal dependency index |
-m eds |
Extreme dependency score |
-m ets |
Equitable threat score |
-m fa |
False alarm rate |
-m far |
False alarm ratio |
-m fcstrate |
Fractions of forecasts (a + b) |
-m hit |
Hit rate |
-m hss |
Heidke skill score |
-m kss |
Hanssen-Kuiper skill score |
-m lor |
Log odds ratio |
-m miss |
Miss rate |
-m n |
Total cases (a + b + c + d) |
-m or |
Odds ratio |
-m pc |
Proportions correct |
-m sedi |
Symmetric extremal dependency index |
-m seds |
Symmetric extreme dependency score |
-m threat |
Threat score |
-m yulesq |
Yule's Q (odds ratio skill score) |
Probabilistic | Description |
-m bs |
Brier score |
-m bsrel |
Brier score, reliability term |
-m bsres |
Brier score, resolution term |
-m bss |
Brier skill score |
-m bssrel |
Brier skill score, reliability term |
-m bssres |
Brier skill score, resolution term |
-m bsunc |
Brier score, uncertainty term |
-m ign0 |
Ignorance of the binary probability based on threshold |
-m marginalratio |
Ratio of marginal probability of obs to that of fcst |
-m pitdev |
Deviation of the PIT histogram |
-m pithistdev |
PIT histogram deviation factor |
-m pithistshape |
Second derivative of the PIT histogram. Negative means U-shaped. |
-m pithistslope |
Average slope of the PIT histogram. Positive mean too many obs in the higher ranks. |
-m quantile |
Mean value of a quantile forecast. |
-m quantilecoverage |
Fraction of observations contained within quantile interval |
-m quantilescore |
Quantile score |
-m spherical |
Spherical probabilistic scoring rule |
-m spread |
Spread between two quantiles |
-m threshold |
Mean value of threshold forecast |
Special plots | Description |
-m against |
Plots the determinstic forecasts from each file against each other |
-m autocorr |
Plots error auto-correlation as a function of distance |
-m autocov |
Plots error auto-covariance as a function of distance |
-m change |
Forecast skill (MAE) as a function of change in obs from previous forecast run |
-m cond |
Plots forecasts as a function of obs |
-m discrimination |
Discrimination diagram for a specified threshold |
-m droc |
Receiver operating characteristic for deterministic forecast |
-m droc0 |
Like droc, except don't use different forecast thresholds |
-m drocnorm |
Like droc, except trainsform axes using standard normal distribution |
-m economicvalue |
Economic value for a specified threshold |
-m error |
Decomposition of RMSE into systematic and unsystematic components |
-m freq |
Show frequency distribution of obs and fcst |
-m fss |
Plots the fractions skill score for different spatial scales |
-m igncontrib |
Shows how much each probability issued contributes to total ignorance |
-m invreliability |
Reliability diagram for a specified quantile |
-m marginal |
Marginal distribution for a specified threshold |
-m meteo |
Show forecasts and obs in a meteogram |
-m obsfcst |
A plot showing both obs and fcst |
-m performance |
Diagram showing POD, FAR, bias, and threat score |
-m pithist |
Histogram of PIT values |
-m qq |
Quantile-quantile plot |
-m reliability |
Reliability diagram for a specified threshold |
-m roc |
Receiver operating characteristics plot for a specified threshold |
-m scatter |
A scatter plt of obs and fcst |
-m spreadskill |
Plots forecast spread vs forecast skilL |
-m taylor |
Taylor diagram showing correlation and fcst stdev |
-m timeseries |
Time series of obs and forecasts |
- Introduction
- Installation
- Basic usage
- Metrics and diagrams
- Visualization options
- Data manipulation options
- Datasets
- Other