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Update README to reflect increased number of binary contingency table metrics in scores #786

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Nov 27, 2024
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Update README to reflect increased number of binary contingency table metrics in scores #786

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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -20,7 +20,7 @@ Below is a **curated selection** of the metrics, tools and statistical tests inc
|----------------------- |----------------- |-------------- |
| **[Continuous](https://scores.readthedocs.io/en/stable/included.html#continuous)** |Scores for evaluating single-valued continuous forecasts. |MAE, MSE, RMSE, Additive Bias, Multiplicative Bias, Percent Bias, Pearson's Correlation Coefficient, Kling-Gupta Efficiency, Flip-Flop Index, Quantile Loss, Quantile Interval Score, Interval Score, Murphy Score, and threshold weighted scores for expectiles, quantiles and Huber Loss. |
| **[Probability](https://scores.readthedocs.io/en/stable/included.html#probability)** |Scores for evaluating forecasts that are expressed as predictive distributions, ensembles, and probabilities of binary events. |Brier Score, Continuous Ranked Probability Score (CRPS) for Cumulative Density Functions (CDF) and ensembles (including threshold weighted versions), Receiver Operating Characteristic (ROC), Isotonic Regression (reliability diagrams). |
| **[Categorical](https://scores.readthedocs.io/en/stable/included.html#categorical)** |Scores for evaluating forecasts of categories. |17 binary contingency table (confusion matrix) metrics and the FIxed Risk Multicategorical (FIRM) Score. |
| **[Categorical](https://scores.readthedocs.io/en/stable/included.html#categorical)** |Scores for evaluating forecasts of categories. |18 binary contingency table (confusion matrix) metrics and the FIxed Risk Multicategorical (FIRM) Score. |
| **[Spatial](https://scores.readthedocs.io/en/stable/included.html#spatial)** |Scores that take into account spatial structure. |Fractions Skill Score. |
| **[Statistical Tests](https://scores.readthedocs.io/en/stable/included.html#statistical-tests)** |Tools to conduct statistical tests and generate confidence intervals. |Diebold Mariano. |
| **[Processing Tools](https://scores.readthedocs.io/en/stable/included.html#processing-tools-for-preparing-data)** |Tools to pre-process data. |Data matching, Discretisation, Cumulative Density Function Manipulation. |
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