Interactive online version: . Download notebook. Tutorials# Jupyter Notebooks for tutorials of scores. Firstly run Data Fetching to fetch the data needed for some later notebooks Data Fetching Continuous# Additive Bias, Multiplicative Bias and Percent Bias MAE RMSE MSE Pearson's Correlation Kling-Gupta Efficiency Quantile Loss Murphy Diagrams Flip-Flop Index Consistent Scores Threshold Weighted Scores Quantile Interval Score and Interval Score Probability# Brier Score CRPS for forecasts expressed as CDFs CRPS for ensemble forecasts twCRPS for ensemble forecasts Receiver Operating Characteristic (ROC) Categorical# FIRM Binary (Categorical/Contingency/Confusion Matrix) Scores Spatial# Fractions Skill Score Statistical Tests# Diebold Mariano Processing# Isotonic Regression and Reliability Diagrams Emerging# Risk Matrix Score Other# Dimension Handling Weighting Results Angular Data Introduction to Pandas API