{ "_id": "6a17f68cacfb0bcc41da89c3", "Package": "metrica", "Title": "Prediction Performance Metrics", "Version": "2.1.0", "Date": "2024-06-30", "Authors@R": "c(\nperson(\"Adrian A.\", \"Correndo\", email = \"acorrend@uoguelph.ca\", role = c(\"aut\", \"cre\", \"cph\"), comment = c(ORCID = \"0000-0002-4172-289X\")),\nperson(\"Luiz H.\", \"Moro Rosso\", email = \"lhmrosso@ksu.edu\", role = \"aut\", comment = c(ORCID = \"0000-0002-8642-911X\")),\nperson(\"Rai\", \"Schwalbert\", email = \"rai.schwalbert@hotmail.com\", role = \"aut\", comment = c(ORCID = \"0000-0001-8488-7507\")),\nperson(\"Carlos\", \"Hernandez\", email = \"carlosh92@ksu.edu\", role = \"aut\", comment = c(ORCID = \"0000-0001-5171-2516\")),\nperson(\"Leonardo M.\", \"Bastos\", email = \"leonardombastos@gmail.com\", role = \"aut\", comment = c(ORCID = \"0000-0001-8958-6527\")),\nperson(\"Luciana\", \"Nieto\", email = \"lnieto@ksu.edu\", comment = c(ORCID = \"0000-0002-7172-0799\"), role = \"aut\"),\nperson(\"Dean\", \"Holzworth\", email = \"dean.holzworth@csiro.au\", role = \"aut\"),\nperson(\"Ignacio A.\", \"Ciampitti\", email = \"ciampitti@ksu.edu\", role = \"aut\", comment = c(ORCID = \"0000-0001-9619-5129\")))", "Description": "A compilation of more than 80 functions designed to\nquantitatively and visually evaluate prediction performance of\nregression (continuous variables) and classification\n(categorical variables) of point-forecast models (e.g. APSIM,\nDSSAT, DNDC, supervised Machine Learning). For regression, it\nincludes functions to generate plots (scatter, tiles, density,\n& Bland-Altman plot), and to estimate error metrics (e.g. MBE,\nMAE, RMSE), error decomposition (e.g. lack of\naccuracy-precision), model efficiency (e.g. NSE, E1, KGE),\nindices of agreement (e.g. d, RAC), goodness of fit (e.g. r,\nR2), adjusted correlation coefficients (e.g. CCC, dcorr),\nsymmetric regression coefficients (intercept, slope), and mean\nabsolute scaled error (MASE) for time series predictions. For\nclassification (binomial and multinomial), it offers functions\nto generate and plot confusion matrices, and to estimate\nperformance metrics such as accuracy, precision, recall,\nspecificity, F-score, Cohen's Kappa, G-mean, and many more. For\nmore details visit the vignettes\n.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.1", "Config/testthat/edition": "3", "VignetteBuilder": "knitr", "URL": "https://adriancorrendo.github.io/metrica/", "BugReports": "https://github.com/adriancorrendo/metrica/issues", "Config/pak/sysreqs": "libgsl0-dev libicu-dev", "Repository": "https://adriancorrendo.r-universe.dev", "Date/Publication": "2024-06-30 13:05:52 UTC", "RemoteUrl": "https://github.com/adriancorrendo/metrica", "RemoteRef": "HEAD", "RemoteSha": "f01f1cf5884af1b3607834d66761a316cdc83c0c", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-28 07:56:36 UTC", "User": "root" }, "Author": "Adrian A. Correndo [aut, cre, cph] (ORCID:\n),\nLuiz H. Moro Rosso [aut] (ORCID:\n),\nRai Schwalbert [aut] (ORCID: ),\nCarlos Hernandez [aut] (ORCID: ),\nLeonardo M. Bastos [aut] (ORCID:\n),\nLuciana Nieto [aut] (ORCID: ),\nDean Holzworth [aut],\nIgnacio A. Ciampitti [aut] (ORCID:\n)", "Maintainer": "Adrian A. 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Correndo", "email": "acorrend@uoguelph.ca", "login": "adriancorrendo", "linkedin": "in/adriancorrendo", "twitter": "@aacorrendo", "description": "Assistant Professor\nSustainable Cropping Systems,\nAdvocate of Applied Stats & Programming for Agriculture.", "uuid": 46946511, "orcid": "0000-0002-4172-289X" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.6.0", "role": "Depends" }, { "package": "stats", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "DBI", "role": "Imports" }, { "package": "RSQLite", "role": "Imports" }, { "package": "ggpp", "role": "Imports" }, { "package": "minerva", "role": "Imports" }, { "package": "energy", "role": "Imports" }, { "package": "purrr", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "apsimx", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "adriancorrendo", "_selfowned": true, "_usedby": 2, "_updates": [], "_tags": [], "_stars": 79, "_contributors": [ { "user": "adriancorrendo", "count": 8, "uuid": 46946511 }, { "user": "leombastos", "count": 3, "uuid": 17149625 }, { "user": "carlitosh", "count": 1, "uuid": 4212920 }, { "user": "cbrueffer", "count": 1, "uuid": 2705287 }, { "user": "smroecker", "count": 1, "uuid": 9482534 }, { "user": "lhmrosso", "count": 1, "uuid": 46937470 } ], "_userbio": { "uuid": 46946511, "type": "user", "name": "Adrian A. 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"title": "Concordance correlation coefficient (CCC)", "topics": [ "CCC" ] }, { "page": "chickpea", "title": "Chickpea dry mass", "topics": [ "chickpea" ] }, { "page": "confusion_matrix", "title": "Confusion Matrix", "topics": [ "confusion_matrix" ] }, { "page": "csi", "title": "Critical Success Index | Jaccard's Index", "topics": [ "csi", "jaccardindex" ] }, { "page": "d", "title": "Willmott's Index of Agreement (d)", "topics": [ "d" ] }, { "page": "d1", "title": "Modified Index of Agreement (d1).", "topics": [ "d1" ] }, { "page": "d1r", "title": "Refined Index of Agreement (d1).", "topics": [ "d1r" ] }, { "page": "dcorr", "title": "Distance Correlation", "topics": [ "dcorr" ] }, { "page": "deltap", "title": "deltaP or Markedness", "topics": [ "deltap", "mk" ] }, { "page": "density_plot", "title": "Density plot of predicted and observed values", "topics": [ "density_plot" ] }, { "page": "E1", "title": "Absolute Model Efficiency (E1)", "topics": [ "E1" ] }, { "page": "Erel", "title": 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"page": "prevalence", "title": "Prevalence", "topics": [ "preval", "prevalence", "preval_t" ] }, { "page": "r", "title": "Sample Correlation Coefficient (r)", "topics": [ "r" ] }, { "page": "R2", "title": "Coefficient of determination (R2).", "topics": [ "R2" ] }, { "page": "RAC", "title": "Robinson's Agreement Coefficient (RAC).", "topics": [ "RAC" ] }, { "page": "RAE", "title": "Relative Absolute Error (RAE)", "topics": [ "RAE" ] }, { "page": "recall", "title": "Recall | Sensitivity | True Positive Rate | Hit rate", "topics": [ "FNR", "hitrate", "recall", "sensitivity", "TPR" ] }, { "page": "RMAE", "title": "Relative Mean Absolute Error (RMAE)", "topics": [ "RMAE" ] }, { "page": "RMLA", "title": "Root Mean Lack of Accuracy (RMLA)", "topics": [ "RMLA" ] }, { "page": "RMLP", "title": "Root Mean Lack of Precision (RMLP)", "topics": [ "RMLP" ] }, { "page": "RMSE", "title": "Root Mean Squared Error (RMSE)", "topics": [ "RMSE" ] }, { "page": "RRMSE", "title": "Relative Root Mean Squared 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