{
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  "Type": "Package",
  "Title": "Automated Tuning and Evaluations of Ecological Niche Models",
  "Version": "2.0.5.2",
  "Date": "2025-05-01",
  "Authors@R": "c(\nperson(\"Jamie M.\",\"Kass\", email = \"jamie.m.kass@gmail.com\", role = c(\"aut\",\"cre\")),\nperson(\"Robert\",\"Muscarella\", role = \"aut\"),\nperson(\"Peter J.\",\"Galante\", role = \"aut\"),\nperson(\"Corentin\",\"Bohl\", role = \"aut\"),\nperson(\"Gonzalo E.\",\"Buitrago-Pinilla\", role = \"aut\"),\nperson(\"Robert A.\",\"Boria\", role = \"aut\"),\nperson(\"Mariano\",\"Soley-Guardia\", role = \"aut\"),\nperson(\"Robert P.\",\"Anderson\", role = c(\"aut\")))",
  "Maintainer": "Jamie M. Kass <jamie.m.kass@gmail.com>",
  "Description": "Runs ecological niche models over all combinations of\nuser-defined settings (i.e., tuning), performs cross validation\nto evaluate models, and returns data tables to aid in selection\nof optimal model settings that balance goodness-of-fit and\nmodel complexity. Also has functions to partition data\nspatially (or not) for cross validation, to plot multiple\nvisualizations of results, to run null models to estimate\nsignificance and effect sizes of performance metrics, and to\ncalculate range overlap between model predictions, among\nothers. The package was originally built for Maxent models\n(Phillips et al. 2006, Phillips et al. 2017), but the current\nversion allows possible extensions for any modeling algorithm.\nThe extensive vignette, which guides users through most package\nfunctionality but unfortunately has a file size too big for\nCRAN, can be found here on the package's Github Pages website:\n<https://jamiemkass.github.io/ENMeval/articles/ENMeval-2.0-vignette.html>.",
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  "Date/Publication": "2025-10-10 07:52:47 UTC",
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    "calc.niche.overlap",
    "clamp.vars",
    "corrected.var",
    "emp.bg",
    "emp.bg.grp",
    "emp.occs",
    "emp.occs.grp",
    "enm.args",
    "enm.args<-",
    "enm.bioclim",
    "enm.errors",
    "enm.errors<-",
    "enm.fun",
    "enm.fun<-",
    "enm.maxent.jar",
    "enm.maxnet",
    "enm.msgs",
    "enm.msgs<-",
    "enm.name",
    "enm.name<-",
    "enm.ncoefs",
    "enm.ncoefs<-",
    "enm.predict",
    "enm.predict<-",
    "enm.variable.importance",
    "enm.variable.importance<-",
    "ENMdetails",
    "ENMevaluate",
    "ENMevaluation",
    "ENMevaluation_convert",
    "ENMnull",
    "ENMnulls",
    "eval.algorithm",
    "eval.bg",
    "eval.bg.grp",
    "eval.clamp.directions",
    "eval.doClamp",
    "eval.models",
    "eval.occs",
    "eval.occs.grp",
    "eval.occs.testing",
    "eval.other.settings",
    "eval.overlap",
    "eval.partition.method",
    "eval.partition.settings",
    "eval.predictions",
    "eval.results",
    "eval.results.partitions",
    "eval.rmm",
    "eval.taxon.name",
    "eval.tune.settings",
    "eval.variable.importance",
    "evalplot.envSim.hist",
    "evalplot.envSim.map",
    "evalplot.grps",
    "evalplot.nulls",
    "evalplot.stats",
    "get.block",
    "get.checkerboard",
    "get.checkerboard1",
    "get.checkerboard2",
    "get.jackknife",
    "get.randomkfold",
    "loadENMevaluation",
    "maxnet.predictRaster",
    "null.algorithm",
    "null.doClamp",
    "null.emp.results",
    "null.mod.settings",
    "null.no.iter",
    "null.other.settings",
    "null.partition.method",
    "null.partition.settings",
    "null.results",
    "null.results.partitions",
    "parse_lambdas",
    "saveENMevaluation"
  ],
  "_datasets": [
    {
      "name": "bvariegatus",
      "title": "Example occurrence dataset.",
      "object": "bvariegatus",
      "class": [
        "data.frame"
      ],
      "fields": [
        "longitude",
        "latitude"
      ],
      "rows": 476,
      "table": true,
      "tojson": true
    },
    {
      "name": "enmeval_results",
      "title": "Example ENMevaluation object.",
      "object": "enmeval_results",
      "class": [
        "ENMevaluation"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "ENMeval-package",
      "title": "Automated runs and evaluations of ecological niche models",
      "topics": [
        "ENMeval-package",
        "ENMeval"
      ]
    },
    {
      "page": "aic.maxent",
      "title": "Calculate AICc from Maxent model prediction",
      "topics": [
        "aic.maxent",
        "calc.aicc"
      ]
    },
    {
      "page": "buildRMM",
      "title": "Build metadata object from ENMeval results",
      "topics": [
        "buildRMM"
      ]
    },
    {
      "page": "bvariegatus",
      "title": "Example occurrence dataset.",
      "topics": [
        "bvariegatus"
      ]
    },
    {
      "page": "calc.10p.trainThresh",
      "title": "Calculate 10 percentile threshold",
      "topics": [
        "calc.10p.trainThresh"
      ]
    },
    {
      "page": "calc.niche.overlap",
      "title": "Calculate Similarity of ENMs in Geographic Space",
      "topics": [
        "calc.niche.overlap"
      ]
    },
    {
      "page": "clamp.vars",
      "title": "Clamp predictor variables",
      "topics": [
        "clamp.vars"
      ]
    },
    {
      "page": "corrected.var",
      "title": "Corrected variance function",
      "topics": [
        "corrected.var"
      ]
    },
    {
      "page": "emp.bg",
      "title": "emp.bg generic for ENMnull object",
      "topics": [
        "emp.bg",
        "emp.bg,ENMnull-method"
      ]
    },
    {
      "page": "emp.bg.grp",
      "title": "emp.bg.grp generic for ENMnull object",
      "topics": [
        "emp.bg.grp",
        "emp.bg.grp,ENMnull-method"
      ]
    },
    {
      "page": "emp.occs",
      "title": "emp.occs generic for ENMnull object",
      "topics": [
        "emp.occs",
        "emp.occs,ENMnull-method"
      ]
    },
    {
      "page": "emp.occs.grp",
      "title": "emp.occs.grp generic for ENMnull object",
      "topics": [
        "emp.occs.grp",
        "emp.occs.grp,ENMnull-method"
      ]
    },
    {
      "page": "enm.args",
      "title": "enm.args generic for ENMdetails object",
      "topics": [
        "enm.args",
        "enm.args,ENMdetails-method",
        "enm.args<-",
        "enm.args<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.bioclim",
      "title": "ENMdetails bioclim",
      "topics": [
        "enm.bioclim"
      ]
    },
    {
      "page": "enm.errors",
      "title": "enm.errors generic for ENMdetails object",
      "topics": [
        "enm.errors",
        "enm.errors,ENMdetails-method",
        "enm.errors<-",
        "enm.errors<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.fun",
      "title": "enm.fun generic for ENMdetails object",
      "topics": [
        "enm.fun",
        "enm.fun,ENMdetails-method",
        "enm.fun<-",
        "enm.fun<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.maxent.jar",
      "title": "ENMdetails maxent.jar",
      "topics": [
        "enm.maxent.jar"
      ]
    },
    {
      "page": "enm.maxnet",
      "title": "ENMdetails maxnet",
      "topics": [
        "enm.maxnet"
      ]
    },
    {
      "page": "enm.msgs",
      "title": "enm.msgs generic for ENMdetails object",
      "topics": [
        "enm.msgs",
        "enm.msgs,ENMdetails-method",
        "enm.msgs<-",
        "enm.msgs<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.name",
      "title": "eval.name generic for ENMdetails object",
      "topics": [
        "enm.name",
        "enm.name,ENMdetails-method",
        "enm.name<-",
        "enm.name<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.ncoefs",
      "title": "enm.ncoefs generic for ENMdetails object",
      "topics": [
        "enm.ncoefs",
        "enm.ncoefs,ENMdetails-method",
        "enm.ncoefs<-",
        "enm.ncoefs<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.predict",
      "title": "enm.predict generic for ENMdetails object",
      "topics": [
        "enm.predict",
        "enm.predict,ENMdetails-method",
        "enm.predict<-",
        "enm.predict<-,ENMdetails-method"
      ]
    },
    {
      "page": "enm.variable.importance",
      "title": "enm.variable.importance generic for ENMdetails object",
      "topics": [
        "enm.variable.importance",
        "enm.variable.importance,ENMdetails-method",
        "enm.variable.importance<-",
        "enm.variable.importance<-,ENMdetails-method"
      ]
    },
    {
      "page": "ENMdetails",
      "title": "ENMdetails class",
      "topics": [
        "ENMdetails",
        "ENMdetails-class",
        "show,ENMdetails-method"
      ]
    },
    {
      "page": "enmeval_results",
      "title": "Example ENMevaluation object.",
      "topics": [
        "enmeval_results"
      ]
    },
    {
      "page": "ENMevaluate",
      "title": "Tune ecological niche model (ENM) settings and calculate evaluation statistics",
      "topics": [
        "ENMevaluate"
      ]
    },
    {
      "page": "ENMevaluation_convert",
      "title": "Convert old ENMevaluation objects to new ones",
      "topics": [
        "ENMevaluation_convert"
      ]
    },
    {
      "page": "ENMevaluation",
      "title": "ENMevaluation class",
      "topics": [
        "ENMevaluation",
        "ENMevaluation-class",
        "show,ENMevaluation-method"
      ]
    },
    {
      "page": "ENMnull",
      "title": "ENMnull class",
      "topics": [
        "ENMnull",
        "ENMnull-class",
        "show,ENMnull-method"
      ]
    },
    {
      "page": "ENMnulls",
      "title": "Generate null ecological niche models (ENMs) and compare null with empirical performance metrics",
      "topics": [
        "ENMnulls"
      ]
    },
    {
      "page": "eval.algorithm",
      "title": "eval.algorithm generic for ENMevaluation object",
      "topics": [
        "eval.algorithm",
        "eval.algorithm,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.bg",
      "title": "eval.bg generic for ENMevaluation object",
      "topics": [
        "eval.bg",
        "eval.bg,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.bg.grp",
      "title": "eval.bg.grp generic for ENMevaluation object",
      "topics": [
        "eval.bg.grp",
        "eval.bg.grp,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.clamp.directions",
      "title": "eval.clamp.directions generic for ENMevaluation object",
      "topics": [
        "eval.clamp.directions",
        "eval.clamp.directions,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.doClamp",
      "title": "eval.doClamp generic for ENMevaluation object",
      "topics": [
        "eval.doClamp",
        "eval.doClamp,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.models",
      "title": "eval.models generic for ENMevaluation object",
      "topics": [
        "eval.models",
        "eval.models,ENMevaluation-method",
        "eval.variable.importance,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.occs",
      "title": "eval.occs generic for ENMevaluation object",
      "topics": [
        "eval.occs",
        "eval.occs,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.occs.grp",
      "title": "eval.occs.grp generic for ENMevaluation object",
      "topics": [
        "eval.occs.grp",
        "eval.occs.grp,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.occs.testing",
      "title": "eval.occs.testing generic for ENMevaluation object",
      "topics": [
        "eval.occs.testing",
        "eval.occs.testing,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.other.settings",
      "title": "eval.other.settings generic for ENMevaluation object",
      "topics": [
        "eval.other.settings",
        "eval.other.settings,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.overlap",
      "title": "eval.overlap generic for ENMevaluation object",
      "topics": [
        "eval.overlap",
        "eval.overlap,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.partition.method",
      "title": "eval.partition.method generic for ENMevaluation object",
      "topics": [
        "eval.partition.method",
        "eval.partition.method,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.partition.settings",
      "title": "eval.partition.settings generic for ENMevaluation object",
      "topics": [
        "eval.partition.settings",
        "eval.partition.settings,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.predictions",
      "title": "eval.predictions generic for ENMevaluation object",
      "topics": [
        "eval.predictions",
        "eval.predictions,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.results",
      "title": "eval.results generic for ENMevaluation object",
      "topics": [
        "eval.results",
        "eval.results,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.results.partitions",
      "title": "eval.results.partitions generic for ENMevaluation object",
      "topics": [
        "eval.results.partitions",
        "eval.results.partitions,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.rmm",
      "title": "eval.rmm generic for ENMevaluation object",
      "topics": [
        "eval.rmm",
        "eval.rmm,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.taxon.name",
      "title": "eval.taxon.name generic for ENMevaluation object",
      "topics": [
        "eval.taxon.name",
        "eval.taxon.name,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.tune.settings",
      "title": "eval.tune.settings generic for ENMevaluation object",
      "topics": [
        "eval.tune.settings",
        "eval.tune.settings,ENMevaluation-method"
      ]
    },
    {
      "page": "eval.variable.importance",
      "title": "eval.variable.importance (variable importance) generic for ENMevaluation object",
      "topics": [
        "eval.variable.importance"
      ]
    },
    {
      "page": "evalplot.envSim.hist",
      "title": "Similarity histogram plots for partition groups",
      "topics": [
        "evalplot.envSim.hist"
      ]
    },
    {
      "page": "evalplot.envSim.map",
      "title": "Similarity maps for partition groups",
      "topics": [
        "evalplot.envSim.map"
      ]
    },
    {
      "page": "evalplot.grps",
      "title": "Partition group plots",
      "topics": [
        "evalplot.grps"
      ]
    },
    {
      "page": "evalplot.nulls",
      "title": "ENMnulls statistics plot",
      "topics": [
        "evalplot.nulls"
      ]
    },
    {
      "page": "evalplot.stats",
      "title": "ENMevaluation statistics plot",
      "topics": [
        "evalplot.stats"
      ]
    },
    {
      "page": "loadENMevaluation",
      "title": "Load ENMevaluation object",
      "topics": [
        "loadENMevaluation"
      ]
    },
    {
      "page": "lookup.enm",
      "title": "Look up ENMdetails abject",
      "topics": [
        "lookup.enm"
      ]
    },
    {
      "page": "maxentJARversion",
      "title": "Look up version of maxent.jar",
      "topics": [
        "maxentJARversion"
      ]
    },
    {
      "page": "maxnet.predictRaster",
      "title": "Predict raster for maxnet",
      "topics": [
        "maxnet.predictRaster"
      ]
    },
    {
      "page": "null.algorithm",
      "title": "null.algorithm generic for ENMnull object",
      "topics": [
        "null.algorithm",
        "null.algorithm,ENMnull-method"
      ]
    },
    {
      "page": "null.doClamp",
      "title": "null.doClamp generic for ENMnull object",
      "topics": [
        "null.doClamp",
        "null.doClamp,ENMnull-method"
      ]
    },
    {
      "page": "null.emp.results",
      "title": "null.emp.results generic for ENMnull object",
      "topics": [
        "null.emp.results",
        "null.emp.results,ENMnull-method"
      ]
    },
    {
      "page": "null.mod.settings",
      "title": "null.mod.settings generic for ENMnull object",
      "topics": [
        "null.mod.settings",
        "null.mod.settings,ENMnull-method"
      ]
    },
    {
      "page": "null.no.iter",
      "title": "null.no.iter generic for ENMnull object",
      "topics": [
        "null.no.iter",
        "null.no.iter,ENMnull-method"
      ]
    },
    {
      "page": "null.other.settings",
      "title": "null.other.settings generic for ENMnull object",
      "topics": [
        "null.other.settings",
        "null.other.settings,ENMnull-method"
      ]
    },
    {
      "page": "null.partition.method",
      "title": "null.partition.method generic for ENMnull object",
      "topics": [
        "null.partition.method",
        "null.partition.method,ENMnull-method"
      ]
    },
    {
      "page": "null.partition.settings",
      "title": "null.partition.settings generic for ENMnull object",
      "topics": [
        "null.partition.settings",
        "null.partition.settings,ENMnull-method"
      ]
    },
    {
      "page": "null.results",
      "title": "null.results generic for ENMnull object",
      "topics": [
        "null.results",
        "null.results,ENMnull-method"
      ]
    },
    {
      "page": "null.results.partitions",
      "title": "null.results.partitions generic for ENMnull object",
      "topics": [
        "null.results.partitions",
        "null.results.partitions,ENMnull-method"
      ]
    },
    {
      "page": "parse_lambdas",
      "title": "Parse Maxent lambdas information",
      "topics": [
        "parse_lambdas"
      ]
    },
    {
      "page": "partitions",
      "title": "Methods to partition data for evaluation",
      "topics": [
        "get.block",
        "get.checkerboard",
        "get.checkerboard1",
        "get.checkerboard2",
        "get.jackknife",
        "get.randomkfold",
        "partitions"
      ]
    },
    {
      "page": "saveENMevaluation",
      "title": "Save ENMevaluation object",
      "topics": [
        "saveENMevaluation"
      ]
    },
    {
      "page": "tune.enm",
      "title": "Iterate tuning of ENMs",
      "topics": [
        "cv.enm",
        "tune",
        "tune.enm",
        "tune.parallel",
        "tune.regular",
        "tune.train",
        "tune.validate"
      ]
    }
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  ],
  "_vignettes": [
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      "source": "ENMeval-2.0-vignette.Rmd",
      "filename": "ENMeval-2.0-vignette.html",
      "title": "ENMeval 2.0.5 Vignette",
      "author": "Jamie M. Kass, Robert Muscarella, Gonzalo E. Pinilla-Buitrago, and Peter J. Galante",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Data Acquisition & Pre-processing",
        "Partitioning Occurrences for Evaluation",
        "1. Block",
        "2. Basic checkerboard",
        "3. Hierarchical checkerboard",
        "4. Jackknife (leave-one-out)",
        "5. Random k-fold",
        "6. Fully Withheld Testing Data",
        "7. User-defined",
        "Running ENMeval",
        "Initial considerations",
        "Different parameterizations",
        "Exploring the results",
        "Visualizing tuning results",
        "Model selection",
        "Null models",
        "Metadata",
        "References and Resources",
        "Web Resources",
        "General Guides",
        "Maxent",
        "Environmental and Niche Similarity",
        "Model Evaluation",
        "Null ENMs",
        "Model Transfer",
        "Metadata",
        "R Packages for ENMs"
      ],
      "created": "2022-05-25 22:36:26",
      "modified": "2025-05-01 04:54:00",
      "commits": 20
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