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scores 2.6.0 documentation

Index to Documentation:

  • scores: Verification and Evaluation for Forecasts and Models
  • Key Features of scores
  • Detailed Installation Guide
  • Index of Metrics, Statistical Techniques and Data Processing Tools Included in scores
  • API Documentation
  • Contributing Guide
  • Data Sources
  • Tutorials
    • Data Fetching
    • Additive Bias, Multiplicative Bias and Percent Bias
    • MAE
    • RMSE
    • MSE
    • Percent within X
    • Nash–Sutcliffe Model Efficiency Coefficient (NSE)
    • Pearson's Correlation
    • Spearman's Correlation
    • Kling-Gupta Efficiency
    • Quantile Loss
    • Flip-Flop Index
    • Consistent Scores
    • Threshold Weighted Scores
    • Quantile Interval Score and Interval Score
    • Brier Score
    • CRPS for Forecasts Expressed as CDFs
    • CRPS for Ensemble Forecasts
    • twCRPS for Ensemble Forecasts
    • Probability Integral Transform (PIT)
    • Relative Economic Value
    • Binary (Categorical/Contingency/Confusion Matrix) Scores
    • FIRM
    • Risk Matrix Score
    • SEEPS
    • Fractions Skill Score
    • Diebold Mariano
    • Weighting Results
    • Isotonic Regression and Reliability Diagrams
    • Block Bootstrapping
    • Murphy Diagrams
    • Q-Q plots
    • Rank Histogram
    • Receiver Operating Characteristic (ROC)
    • Dimension Handling
    • Angular Data
    • Introduction to Pandas API
  • Related Works
  • Maintainers Notes
  • Release Notes (What’s New)
  • .ipynb

Tutorials

Contents

  • Continuous
  • Probability
  • Categorical
  • Spatial
  • Statistical Tests
  • Processing
  • Plotting Data
  • Other
Interactive online version: Binder badge. 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
Percent within X
Nash–Sutcliffe Model Efficiency Coefficient (NSE)
Pearson's Correlation
Spearman's Correlation
Kling-Gupta Efficiency
Quantile Loss
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
Probability Integral Transform (PIT)
Relative Economic Value

Categorical#

Binary (Categorical/Contingency/Confusion Matrix) Scores
FIRM
Risk Matrix Score
SEEPS

Spatial#

Fractions Skill Score

Statistical Tests#

Diebold Mariano

Processing#

Weighting Results
Isotonic Regression and Reliability Diagrams
Block Bootstrapping

Plotting Data#

Murphy Diagrams
Q-Q plots
Rank Histogram
Receiver Operating Characteristic (ROC)

Other#

Dimension Handling
Angular Data
Introduction to Pandas API

previous

Data Sources

next

Tutorial One - Data Preparation

Contents
  • Continuous
  • Probability
  • Categorical
  • Spatial
  • Statistical Tests
  • Processing
  • Plotting Data
  • Other

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