metrica
Prediction Performance Metrics
Description
A compilation of more than 80 functions designed to quantitatively and visually evaluate prediction performance of regression (continuous variables) and classification (categorical variables) of point-forecast models (e.g. APSIM, DSSAT, DNDC, supervised Machine Learning). For regression, it includes functions to generate plots (scatter, tiles, density, & Bland-Altman plot), and to estimate error metrics (e.g. MBE, MAE, RMSE), error decomposition (e.g. lack of accuracy-precision), model efficiency (e.g. NSE, E1, KGE), indices of agreement (e.g. d, RAC), goodness of fit (e.g. r, R2), adjusted correlation coefficients (e.g. CCC, dcorr), symmetric regression coefficients (intercept, slope), and mean absolute scaled error (MASE) for time series predictions. For classification (binomial and multinomial), it offers functions to generate and plot confusion matrices, and to estimate performance metrics such as accuracy, precision, recall, specificity, F-score, Cohen's Kappa, G-mean, and many more. For more details visit the vignettes <https://adriancorrendo.github.io/metrica/>.
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CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | OK |
| r-devel-linux-x86_64-debian-gcc | OK |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | OK |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check History
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 26, 2026
ERROR 5 OK · 0 NOTE · 0 WARNING · 9 ERROR · 0 FAILURE Mar 10, 2026
re-building of vignette outputs
Error(s) in re-building vignettes: ... --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ us ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: ... --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ us ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ using rm ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ using rm ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'Cheatsheet.Rmd' using rmarkdown --- finished re-building 'Cheatsheet.Rmd' --- re-building 'JOSS_publication.Rmd' using rmarkdown --- finished re-building 'JOSS_publication.Rmd' --- re-building 'Sh ...[truncated]... fication_case.Rmd' --- re-building 'regression_case.Rmd' using rmarkdown --- finished re-building 'regression_case.Rmd' SUMMARY: processing the following file failed: 'classification_case.Rmd' Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: ... --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ us ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: ... --- re-building ‘Cheatsheet.Rmd’ using rmarkdown [WARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘Cheatsheet.Rmd’ --- re-building ‘JOSS_publication.Rmd’ us ...[truncated]... ARNING] Deprecated: --highlight-style. Use --syntax-highlighting instead. --- finished re-building ‘regression_case.Rmd’ SUMMARY: processing the following file failed: ‘classification_case.Rmd’ Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'Cheatsheet.Rmd' using rmarkdown --- finished re-building 'Cheatsheet.Rmd' --- re-building 'JOSS_publication.Rmd' using rmarkdown --- finished re-building 'JOSS_publication.Rmd' --- re-building 'Sh ...[truncated]... fication_case.Rmd' --- re-building 'regression_case.Rmd' using rmarkdown --- finished re-building 'regression_case.Rmd' SUMMARY: processing the following file failed: 'classification_case.Rmd' Error: Vignette re-building failed. Execution halted
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'Cheatsheet.Rmd' using rmarkdown --- finished re-building 'Cheatsheet.Rmd' --- re-building 'JOSS_publication.Rmd' using rmarkdown --- finished re-building 'JOSS_publication.Rmd' --- re-building 'Sh ...[truncated]... fication_case.Rmd' --- re-building 'regression_case.Rmd' using rmarkdown --- finished re-building 'regression_case.Rmd' SUMMARY: processing the following file failed: 'classification_case.Rmd' Error: Vignette re-building failed. Execution halted