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  "Title": "Ensemble Platform for Species Distribution Modeling",
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  "Date": "2026-06-03",
  "Authors@R": "c(person(\"Maya\", \"Guéguen\", role = c(\"aut\", \"cre\")\n, email = \"maya.gueguen@univ-grenoble-alpes.fr\"),\nperson(\"Hélène\", \"Blancheteau\", role = \"aut\"),\nperson(\"Rémi\", \"Lemaire-Patin\", role = \"aut\"),\nperson(\"Wilfried\", \"Thuiller\", role = c(\"aut\")\n, email = \"wilfried.thuiller@univ-grenoble-alpes.fr\"))",
  "BugReports": "https://github.com/biomodhub/biomod2/issues",
  "URL": "https://biomodhub.github.io/biomod2/",
  "Description": "Functions for species distribution modeling, calibration\nand evaluation, ensemble of models, ensemble forecasting and\nvisualization. The package permits to run consistently up to 10\nsingle models on a presence/absences (resp\npresences/pseudo-absences) dataset and to combine them in\nensemble models and ensemble projections. Some bench of other\nevaluation and visualisation tools are also available within\nthe package.",
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  "Encoding": "UTF-8",
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  "Repository": "https://biomodhub.r-universe.dev",
  "Date/Publication": "2026-06-03 14:13:23 UTC",
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      "title": "Project ensemble species distribution models onto new environment",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_EnsembleForecasting"
      ]
    },
    {
      "page": "BIOMOD_EnsembleModeling",
      "title": "Create and evaluate an ensemble set of models and predictions",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_EnsembleModeling"
      ]
    },
    {
      "page": "BIOMOD_FormatingData",
      "title": "Format input data, and select pseudo-absences if wanted, for usage in 'biomod2'",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_FormatingData"
      ]
    },
    {
      "page": "BIOMOD_LoadModels",
      "title": "Load species distribution models built with 'biomod2'",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_LoadModels"
      ]
    },
    {
      "page": "BIOMOD_Modeling",
      "title": "Run a range of species distribution models",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_Modeling"
      ]
    },
    {
      "page": "BIOMOD_Projection",
      "title": "Project a range of calibrated species distribution models onto new environment",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_Projection"
      ]
    },
    {
      "page": "BIOMOD_RangeSize",
      "title": "Analyze the range size differences between projections of species distribution models",
      "concept": [
        "Main functions"
      ],
      "topics": [
        "BIOMOD_RangeSize"
      ]
    },
    {
      "page": "BIOMOD_Report",
      "title": "Produce summary outputs from a simulation folder",
      "concept": [
        "Primary functions"
      ],
      "topics": [
        "BIOMOD_Report"
      ]
    },
    {
      "page": "BIOMOD.ensemble.models.out",
      "title": "'BIOMOD_EnsembleModeling()' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.ensemble.models.out",
        "BIOMOD.ensemble.models.out-class",
        "show,BIOMOD.ensemble.models.out-method"
      ]
    },
    {
      "page": "BIOMOD.formated.data",
      "title": "'BIOMOD_FormatingData()' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.formated.data",
        "BIOMOD.formated.data,data.frame,ANY-method",
        "BIOMOD.formated.data,numeric,data.frame-method",
        "BIOMOD.formated.data,numeric,matrix-method",
        "BIOMOD.formated.data,numeric,SpatRaster-method",
        "BIOMOD.formated.data-class",
        "show,BIOMOD.formated.data-method"
      ]
    },
    {
      "page": "BIOMOD.formated.data.PA",
      "title": "'BIOMOD_FormatingData()' output object class (with pseudo-absences)",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.formated.data.PA",
        "BIOMOD.formated.data.PA,numeric,data.frame-method",
        "BIOMOD.formated.data.PA,numeric,SpatRaster-method",
        "BIOMOD.formated.data.PA-class"
      ]
    },
    {
      "page": "BIOMOD.models.options",
      "title": "'bm_ModelingOptions' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.models.options",
        "BIOMOD.models.options-class",
        "print,BIOMOD.models.options-method",
        "show,BIOMOD.models.options-method"
      ]
    },
    {
      "page": "BIOMOD.models.out",
      "title": "'BIOMOD_Modeling()' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.models.out",
        "BIOMOD.models.out-class",
        "show,BIOMOD.models.out-method"
      ]
    },
    {
      "page": "BIOMOD.options.dataset",
      "title": "'bm_ModelingOptions' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.options.dataset",
        "BIOMOD.options.dataset,character-method",
        "BIOMOD.options.dataset-class",
        "print,BIOMOD.options.dataset-method",
        "show,BIOMOD.options.dataset-method"
      ]
    },
    {
      "page": "BIOMOD.options.default",
      "title": "'bm_ModelingOptions' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.options.default",
        "BIOMOD.options.default,character,character-method",
        "BIOMOD.options.default-class"
      ]
    },
    {
      "page": "BIOMOD.projection.out",
      "title": "'BIOMOD_Projection()' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.projection.out",
        "BIOMOD.projection.out-class",
        "plot,BIOMOD.projection.out,missing-method",
        "show,BIOMOD.projection.out-method"
      ]
    },
    {
      "page": "BIOMOD.rangesize.out",
      "title": "'BIOMOD_RangeSize()' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.rangesize.out",
        "BIOMOD.rangesize.out-class"
      ]
    },
    {
      "page": "BIOMOD.stored.data",
      "title": "'BIOMOD_Modeling' and 'BIOMOD_EnsembleModeling' output object class",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "BIOMOD.stored.data",
        "BIOMOD.stored.data-class",
        "BIOMOD.stored.data.frame-class",
        "BIOMOD.stored.files-class",
        "BIOMOD.stored.formated.data-class",
        "BIOMOD.stored.models.out-class",
        "BIOMOD.stored.options-class",
        "BIOMOD.stored.SpatRaster-class"
      ]
    },
    {
      "page": "biomod2_ensemble_model",
      "title": "Ensemble model output object class (when running 'BIOMOD_EnsembleModeling()')",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "biomod2_ensemble_model",
        "biomod2_ensemble_model-class",
        "EMca_biomod2_model-class",
        "EMci_biomod2_model-class",
        "EMcv_biomod2_model-class",
        "EMfreq_biomod2_model-class",
        "EMmean_biomod2_model-class",
        "EMmedian_biomod2_model-class",
        "EMmode_biomod2_model-class",
        "EMwmean_biomod2_model-class",
        "show,biomod2_ensemble_model-method"
      ]
    },
    {
      "page": "biomod2_model",
      "title": "Single model output object class (when running 'BIOMOD_Modeling()')",
      "concept": [
        "Toolbox objects"
      ],
      "topics": [
        "ANN_biomod2_model-class",
        "biomod2_model",
        "biomod2_model-class",
        "CTA_biomod2_model-class",
        "DNN_biomod2_model-class",
        "FDA_biomod2_model-class",
        "GAM_biomod2_model-class",
        "GBM_biomod2_model-class",
        "GLM_biomod2_model-class",
        "MARS_biomod2_model-class",
        "MAXENT_biomod2_model-class",
        "MAXNET_biomod2_model-class",
        "RFd_biomod2_model-class",
        "RF_biomod2_model-class",
        "show,biomod2_model-method",
        "SRE_biomod2_model-class",
        "XGBOOST_biomod2_model-class"
      ]
    },
    {
      "page": "bm_BinaryTransformation",
      "title": "Convert probability values into binary values using a predefined threshold",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_BinaryTransformation",
        "bm_BinaryTransformation,data.frame-method",
        "bm_BinaryTransformation,matrix-method",
        "bm_BinaryTransformation,numeric-method",
        "bm_BinaryTransformation,SpatRaster-method"
      ]
    },
    {
      "page": "bm_CrossValidation",
      "title": "Build cross-validation table",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_CrossValidation",
        "bm_CrossValidation_block",
        "bm_CrossValidation_block,BIOMOD.formated.data-method",
        "bm_CrossValidation_block,BIOMOD.formated.data.PA-method",
        "bm_CrossValidation_env",
        "bm_CrossValidation_env,BIOMOD.formated.data-method",
        "bm_CrossValidation_env,BIOMOD.formated.data.PA-method",
        "bm_CrossValidation_kfold",
        "bm_CrossValidation_kfold,BIOMOD.formated.data-method",
        "bm_CrossValidation_kfold,BIOMOD.formated.data.PA-method",
        "bm_CrossValidation_random",
        "bm_CrossValidation_random,BIOMOD.formated.data-method",
        "bm_CrossValidation_random,BIOMOD.formated.data.PA-method",
        "bm_CrossValidation_strat",
        "bm_CrossValidation_strat,BIOMOD.formated.data-method",
        "bm_CrossValidation_strat,BIOMOD.formated.data.PA-method",
        "bm_CrossValidation_user.defined",
        "bm_CrossValidation_user.defined,BIOMOD.formated.data-method",
        "bm_CrossValidation_user.defined,BIOMOD.formated.data.PA-method"
      ]
    },
    {
      "page": "bm_FindOptimStat",
      "title": "Calculate the best score according to a given evaluation method",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_CalculateStatAbun",
        "bm_CalculateStatAbund",
        "bm_CalculateStatBin",
        "bm_FindOptimStat",
        "get_optim_value"
      ]
    },
    {
      "page": "bm_MakeFormula",
      "title": "Standardized formula maker",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_MakeFormula"
      ]
    },
    {
      "page": "bm_ModelAnalysis",
      "title": "Analyze the residuals of the single models",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_ModelAnalysis"
      ]
    },
    {
      "page": "bm_ModelingOptions",
      "title": "Configure the modeling options for each selected model",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_ModelingOptions"
      ]
    },
    {
      "page": "bm_PlotEvalBoxplot",
      "title": "Plot boxplot of evaluation scores",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_PlotEvalBoxplot"
      ]
    },
    {
      "page": "bm_PlotEvalMean",
      "title": "Plot mean evaluation scores",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_PlotEvalMean"
      ]
    },
    {
      "page": "bm_PlotRangeSize",
      "title": "Plot species range change",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_PlotRangeSize"
      ]
    },
    {
      "page": "bm_PlotResponseCurves",
      "title": "Plot response curves",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_PlotResponseCurves"
      ]
    },
    {
      "page": "bm_PlotVarImpBoxplot",
      "title": "Plot boxplot of variables importance",
      "concept": [
        "Plot functions",
        "Secondary functions"
      ],
      "topics": [
        "bm_PlotVarImpBoxplot"
      ]
    },
    {
      "page": "bm_PseudoAbsences",
      "title": "Select pseudo-absences",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_PseudoAbsences",
        "bm_PseudoAbsences_disk",
        "bm_PseudoAbsences_disk,ANY,SpatRaster-method",
        "bm_PseudoAbsences_disk,ANY,SpatVector-method",
        "bm_PseudoAbsences_random",
        "bm_PseudoAbsences_random,ANY,SpatRaster-method",
        "bm_PseudoAbsences_random,ANY,SpatVector-method",
        "bm_PseudoAbsences_sre",
        "bm_PseudoAbsences_sre,ANY,SpatRaster-method",
        "bm_PseudoAbsences_sre,ANY,SpatVector-method",
        "bm_PseudoAbsences_user.defined",
        "bm_PseudoAbsences_user.defined,ANY,SpatRaster-method",
        "bm_PseudoAbsences_user.defined,ANY,SpatVector-method"
      ]
    },
    {
      "page": "bm_RangeSize",
      "title": "Analyze the range size differences between projections of species distribution models",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_RangeSize",
        "bm_RangeSize,data.frame,data.frame-method",
        "bm_RangeSize,SpatRaster,SpatRaster-method"
      ]
    },
    {
      "page": "bm_RunModelsLoop",
      "title": "Loop to compute all single species distribution models",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_RunModel",
        "bm_RunModelsLoop"
      ]
    },
    {
      "page": "bm_SampleBinaryVector",
      "title": "Sample binary vector",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_SampleBinaryVector"
      ]
    },
    {
      "page": "bm_SampleFactorLevels",
      "title": "Sample all levels of a factorial variable",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_SampleFactorLevels",
        "bm_SampleFactorLevels.data.frame",
        "bm_SampleFactorLevels.raster"
      ]
    },
    {
      "page": "bm_SRE",
      "title": "Surface Range Envelope",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_SRE"
      ]
    },
    {
      "page": "bm_Tuning",
      "title": "Tune models parameters",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_Tuning"
      ]
    },
    {
      "page": "bm_VariablesImportance",
      "title": "Variables' importance calculation",
      "concept": [
        "Secondary functions"
      ],
      "topics": [
        "bm_VariablesImportance"
      ]
    },
    {
      "page": "DataSpecies",
      "title": "Presence-Absence data to build test SDM",
      "topics": [
        "DataSpecies"
      ]
    },
    {
      "page": "DataSTOC",
      "title": "Abundance to build test SDM",
      "topics": [
        "DataSTOC"
      ]
    },
    {
      "page": "getters.bm",
      "title": "Functions to extract informations from 'biomod2_model' objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "getters.bm",
        "get_formal_model",
        "get_formal_model,biomod2_model-method",
        "get_scaling_model",
        "get_scaling_model,biomod2_model-method"
      ]
    },
    {
      "page": "getters.out",
      "title": "Functions to extract informations from 'BIOMOD.models.out', 'BIOMOD.projection.out' or 'BIOMOD.ensemble.models.out' objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "free",
        "free,BIOMOD.projection.out-method",
        "getters.out",
        "get_built_models",
        "get_built_models,BIOMOD.ensemble.models.out-method",
        "get_built_models,BIOMOD.models.out-method",
        "get_calib_lines",
        "get_calib_lines,BIOMOD.models.out-method",
        "get_evaluations",
        "get_evaluations,BIOMOD.ensemble.models.out-method",
        "get_evaluations,BIOMOD.models.out-method",
        "get_eval_data",
        "get_eval_data,BIOMOD.formated.data-method",
        "get_formal_data",
        "get_formal_data,BIOMOD.ensemble.models.out-method",
        "get_formal_data,BIOMOD.models.out-method",
        "get_kept_models",
        "get_kept_models,BIOMOD.ensemble.models.out-method",
        "get_options",
        "get_options,BIOMOD.models.out-method",
        "get_predictions",
        "get_predictions,BIOMOD.ensemble.models.out-method",
        "get_predictions,BIOMOD.models.out-method",
        "get_predictions,BIOMOD.projection.out-method",
        "get_projected_models",
        "get_projected_models,BIOMOD.projection.out-method",
        "get_species_data",
        "get_species_data,BIOMOD.formated.data-method",
        "get_species_data,BIOMOD.formated.data.PA-method",
        "get_variables_importance",
        "get_variables_importance,BIOMOD.ensemble.models.out-method",
        "get_variables_importance,BIOMOD.models.out-method"
      ]
    },
    {
      "page": "load_stored_object",
      "title": "Functions to load 'BIOMOD.stored.data' objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "load_stored_object",
        "load_stored_object,BIOMOD.stored.data-method",
        "load_stored_object,BIOMOD.stored.SpatRaster-method"
      ]
    },
    {
      "page": "ModelsTable",
      "title": "Single models package and functions",
      "topics": [
        "ModelsTable"
      ]
    },
    {
      "page": "ODMAP",
      "title": "ODMAP empty table",
      "topics": [
        "ODMAP"
      ]
    },
    {
      "page": "OptionsBigboss",
      "title": "Bigboss pre-defined parameter values for single models",
      "topics": [
        "OptionsBigboss"
      ]
    },
    {
      "page": "plot",
      "title": "'plot' method for 'BIOMOD.formated.data' and 'BIOMOD.formated.data.PA' object class",
      "topics": [
        "plot,BIOMOD.formated.data,missing-method"
      ]
    },
    {
      "page": "predict.bm",
      "title": "Functions to get predictions from 'biomod2_model' objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "predict,biomod2_model-method",
        "predict.biomod2_model",
        "predict.bm"
      ]
    },
    {
      "page": "predict.em",
      "title": "Functions to get predictions from 'biomod2_ensemble_model' objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "predict.em"
      ]
    },
    {
      "page": "setters",
      "title": "Functions to change the place of the different biomod2 objects",
      "concept": [
        "Toolbox functions"
      ],
      "topics": [
        "setters",
        "set_new_dirname",
        "set_new_dirname,BIOMOD.ensemble.models.out-method",
        "set_new_dirname,BIOMOD.models.out-method",
        "set_new_dirname,BIOMOD.projection.out-method"
      ]
    },
    {
      "page": "summary",
      "title": "'summary' method for 'BIOMOD.formated.data' object class",
      "topics": [
        "summary,BIOMOD.formated.data-method"
      ]
    }
  ],
  "_readme": "https://github.com/biomodhub/biomod2/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "cli",
    "codetools",
    "cpp11",
    "dplyr",
    "farver",
    "foreach",
    "gbm",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "iterators",
    "labeling",
    "lattice",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "pillar",
    "pkgconfig",
    "plyr",
    "PresenceAbsence",
    "pROC",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "reshape",
    "reshape2",
    "rlang",
    "rpart",
    "S7",
    "scales",
    "sp",
    "stringi",
    "stringr",
    "survival",
    "terra",
    "tibble",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "examples_2_auxiliaryFunctions.Rmd",
      "filename": "examples_2_auxiliaryFunctions.html",
      "title": "Auxiliary functions",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-code\"></i> Small code examples",
        "<i class=\"fa-solid fa-truck-ramp-box\"></i> Prepare data",
        "<i class=\"fa-solid fa-bars\"></i> Vector data",
        "<i class=\"fa-solid fa-eye\"></i> Explanatory variables & Observations",
        "<i class=\"fa-solid fa-square-check\"></i> Auxiliary functions : vector data",
        "<i class=\"fa-solid fa-scissors\"></i> Generate calibration / evaluation datasets",
        "<i class=\"fa-solid fa-scale-balanced\"></i> Find optimal threshold for a specific evaluation metric",
        "<i class=\"fa-solid fa-filter\"></i> From continuous to binary / filtered vector",
        "<i class=\"fa-solid fa-square-check\"></i> Auxiliary functions : explanatory variables",
        "<i class=\"fa-solid fa-subscript\"></i> Generate automatic formula",
        "<i class=\"fa-solid fa-layer-group\"></i> Sample all factor levels",
        "<i class=\"fa-solid fa-globe\"></i> Compute Species Range Envelop model",
        "<i class=\"fa-solid fa-chart-column\"></i> Compute variables importance",
        "<i class=\"fa-solid fa-square-check\"></i> Auxiliary functions : biomod2 data",
        "<i class=\"fa-solid fa-shuffle\"></i> Generate pseudo-absence datasets",
        "<i class=\"fa-solid fa-rectangle-list\"></i> Retrieve modeling options"
      ],
      "created": "2025-12-03 13:51:20",
      "modified": "2026-05-07 12:59:14",
      "commits": 3
    },
    {
      "source": "vignette_crossValidation.Rmd",
      "filename": "vignette_crossValidation.html",
      "title": "Cross-validation",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-address-card\"></i> Definition",
        "<i class=\"fa-solid fa-scissors\"></i> How to split data ? - Methods",
        "<i class=\"fa-solid fa-list-check\"></i> Calibration / Validation - Evaluation",
        "<i class=\"fa-solid fa-circle-info\"></i> Specifications",
        "<i class=\"fa-solid fa-book-bookmark\"></i> References"
      ],
      "created": "2024-02-14 14:10:35",
      "modified": "2026-01-15 13:31:58",
      "commits": 7
    },
    {
      "source": "vignette_dataPreparation.Rmd",
      "filename": "vignette_dataPreparation.html",
      "title": "Data preparation",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-circle-question\"></i> Small preliminary questions",
        "<i class=\"fa-solid fa-eye\"></i> Observations & Explanatory variables",
        "<i class=\"fa-solid fa-location-dot\"></i> Geographical distribution",
        "<i class=\"fa-solid fa-map\"></i> Environmental distribution",
        "<i class=\"fa-solid fa-route\"></i> Modeling choices"
      ],
      "created": "2023-09-12 12:29:51",
      "modified": "2024-09-12 13:29:33",
      "commits": 3
    },
    {
      "source": "examples_1_mainFunctions_AB.Rmd",
      "filename": "examples_1_mainFunctions_AB.html",
      "title": "Main functions: abundance data",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-code\"></i> Complete code example",
        "<i class=\"fa-solid fa-truck-ramp-box\"></i> Load dataset and variables",
        "<i class=\"fa-solid fa-list-check\"></i> Prepare data & parameters",
        "<i class=\"fa-solid fa-spell-check\"></i> Format data (observations & explanatory variables)",
        "<i class=\"fa-solid fa-scissors\"></i> Cross-validation datasets",
        "<i class=\"fa-solid fa-rectangle-list\"></i> Retrieve modeling options",
        "<i class=\"fa-solid fa-gear\"></i> Run modeling",
        "<i class=\"fa-solid fa-virus\"></i> Single models",
        "<i class=\"fa-solid fa-viruses\"></i> Ensemble models",
        "<i class=\"fa-solid fa-earth-europe\"></i> Project models",
        "<i class=\"fa-solid fa-ruler-combined\"></i> Compare range sizes",
        "<i class=\"fa-solid fa-file-export\"></i> Export a report"
      ],
      "created": "2025-12-03 13:51:20",
      "modified": "2026-05-07 12:59:14",
      "commits": 4
    },
    {
      "source": "examples_1_mainFunctions_BIN.Rmd",
      "filename": "examples_1_mainFunctions_BIN.html",
      "title": "Main functions: binary data",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-code\"></i> Complete code example",
        "<i class=\"fa-solid fa-truck-ramp-box\"></i> Load dataset and variables",
        "<i class=\"fa-solid fa-list-check\"></i> Prepare data & parameters",
        "<i class=\"fa-solid fa-spell-check\"></i> Format data (observations & explanatory variables)",
        "<i class=\"fa-solid fa-shuffle\"></i> Pseudo-absences extraction",
        "<i class=\"fa-solid fa-scissors\"></i> Cross-validation datasets",
        "<i class=\"fa-solid fa-rectangle-list\"></i> Retrieve modeling options",
        "<i class=\"fa-solid fa-gear\"></i> Run modeling",
        "<i class=\"fa-solid fa-virus\"></i> Single models",
        "<i class=\"fa-solid fa-viruses\"></i> Ensemble models",
        "<i class=\"fa-solid fa-earth-europe\"></i> Project models",
        "<i class=\"fa-solid fa-ruler-combined\"></i> Compare range sizes",
        "<i class=\"fa-solid fa-file-export\"></i> Export a report"
      ],
      "created": "2025-12-03 13:51:20",
      "modified": "2026-05-07 12:59:14",
      "commits": 3
    },
    {
      "source": "vignette_modelingOptions.Rmd",
      "filename": "vignette_modelingOptions.html",
      "title": "Modeling Options",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-phone\"></i> How it works ?",
        "<i class=\"fa-regular fa-id-card\"></i> Model ID name",
        "<i class=\"fa-solid fa-rectangle-list\"></i> Set modeling options",
        "<i class=\"fa-solid fa-vial\"></i> Default",
        "<i class=\"fa-solid fa-vial-virus\"></i> Bigboss",
        "<i class=\"fa-solid fa-vial-circle-check\"></i> Tuned",
        "<i class=\"fa-solid fa-flask-vial\"></i> User-defined"
      ],
      "created": "2024-02-14 14:10:35",
      "modified": "2026-01-15 13:23:11",
      "commits": 7
    },
    {
      "source": "news.Rmd",
      "filename": "news.html",
      "title": "News",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fas fa-code\"></i> Development updates",
        "<i class=\"fa-solid fa-chess-rook\"></i> 2026",
        "Bugfix",
        "4.3-4-4 Clean version (2026-01-22)",
        "<i class=\"fas fa-pen-alt\"></i> 2025",
        "4.3-4 DNN model (2025-06-04)",
        "4.3-3 Multiclass datatype (2025-05-20)",
        "Major Changes",
        "4.3-2 Report (2025-03-11)",
        "4.3-1 RangeSize (2025-03-03)",
        "4.3-0 Abundance (2025-01-30)",
        "Minor Changes",
        "<i class=\"fas fa-pencil-alt\"></i> 2024",
        "4.2-6 RFd and some tuning (2024-07-22)",
        "4.2-5 Modeling options and Tuning (2024-05-02)",
        "<i class=\"fas fa-feather\"></i> 2023",
        "4.2-5 Modeling options and Tuning (2023-09-12)",
        "4.2-4 XGBOOST (2023-06-21)",
        "4.2-3 Cross-Validation and Pseudo-Absences (2023-05-09)",
        "Internal",
        "4.2-2 Improvement patch (2023-01-13)",
        "Internal Changes",
        "<i class=\"fas fa-chess-pawn\"></i> 2022",
        "4.2-1 Bugfix patch",
        "4.2-0 Terra Update",
        "4.1-3",
        "4.1-2 (2022-09-29)",
        "Major changes",
        "Minor changes",
        "Bug Fix",
        "Miscellaneous",
        "4.1-1 (2022-08-30)",
        "4.1 (2022-07-12)",
        "4.0 (2022-03-01)",
        "<i class=\"fas fa-charging-station\"></i> 2021",
        "3.5-3 (2021-11-02)",
        "3.5-2 (2021-10-18)",
        "<i class=\"fas fa-battery-full\"></i> 2018-2019",
        "3.3-20 (2019-03-05)",
        "3.3-18 (2018-07-04)",
        "3.3-17 (2018-04-23)",
        "<i class=\"fas fa-battery-three-quarters\"></i> 2016",
        "3.3-6 (2016-01-14)",
        "3.3-5 (2016-01-04)",
        "<i class=\"fas fa-battery-half\"></i> 2015",
        "3.3-4 (2015-11-04)",
        "3.3-3 (2015-10-27)",
        "3.3-00 (2015-10-05)",
        "3.2-00 (2015-07-28)",
        "<i class=\"fas fa-battery-quarter\"></i> 2014",
        "3.1-59 (2014-10-23)",
        "3.1-53 (2014-08-06)",
        "3.1-44 (2014-05-20)",
        "3.1-43 (2014-05-20)",
        "3.1-42 (2014-05-19)",
        "<i class=\"fas fa-battery-empty\"></i> 2013",
        "3.1-17 (2013-10-23)",
        "3.1-1 (2013-09-04)",
        "3.0.2 (2013-07-23)",
        "3.0.0 (2013-07-01)",
        "2.1.37 (2013-06-12)",
        "2.1.32 (2013-05-30)",
        "2.1.13 (2013-03-06)",
        "2.1.12 (2013-03-04)",
        "2.1.9 (2013-02-28)",
        "2.1.9 (2013-02-27)",
        "2.1.8 (2013-02-25)",
        "2.1.0 (2013-02-21)",
        "2.0.11 (2013-02-18)",
        "2.0.9 (2013-02-15)",
        "2.0.8 (2013-02-14)",
        "2.0.7 (2013-02-12)",
        "2.0.3 (2013-01-18)",
        "2.0.0 (2013-01-17)",
        "<i class=\"fas fa-bahai\"></i> Year 0",
        "1.x.x"
      ],
      "created": "2022-03-01 10:00:51",
      "modified": "2026-06-03 13:53:39",
      "commits": 99
    },
    {
      "source": "vignette_presentation.Rmd",
      "filename": "vignette_presentation.html",
      "title": "Presentation",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-list-check\"></i> Data formatting : BIOMOD_FormatingData",
        "<i class=\"fa-solid fa-virus\"></i> Single models : BIOMOD_Modeling",
        "<i class=\"fa-solid fa-viruses\"></i> Ensemble models : BIOMOD_EnsembleModeling",
        "<i class=\"fas fa-chart-bar\"></i> Exploring outputs",
        "<i class=\"fa-solid fa-earth-europe\"></i> Projecting models : BIOMOD_Projection, BIOMOD_EnsembleForecasting",
        "<i class=\"fa-solid fa-ruler-combined\"></i> Species range change : BIOMOD_RangeSize",
        "<i class=\"fa-solid fa-file-export\"></i> Report : BIOMOD_Report"
      ],
      "created": "2024-05-06 11:14:24",
      "modified": "2026-01-15 13:23:11",
      "commits": 4
    },
    {
      "source": "vignette_pseudoAbsences.Rmd",
      "filename": "vignette_pseudoAbsences.html",
      "title": "Pseudo-absences",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-address-card\"></i> Definition",
        "<i class=\"fa-solid fa-shuffle\"></i> How to select them ? - Methods",
        "<i class=\"fa-solid fa-vial\"></i> How to select them ? - Barbet-Massin et al. 2012"
      ],
      "created": "2022-03-01 10:00:51",
      "modified": "2026-01-15 13:23:11",
      "commits": 8
    },
    {
      "source": "vignette_variability.Rmd",
      "filename": "vignette_variability.html",
      "title": "Variability in results",
      "engine": "knitr::knitr",
      "headings": [
        "<i class=\"fa-solid fa-address-card\"></i> Definition",
        "<i class=\"fa-solid fa-chart-column\"></i> Variability - within the evaluation / importance of variables",
        "<i class=\"fa-solid fa-map\"></i> Variability - within the predictions"
      ],
      "created": "2022-07-13 14:13:56",
      "modified": "2024-09-12 13:29:33",
      "commits": 4
    },
    {
      "source": "videos_2_biomod2.Rmd",
      "filename": "videos_2_biomod2.html",
      "title": "Videos - biomod2",
      "engine": "knitr::knitr",
      "headings": [
        "biomod2 team videos",
        "Tutorial 2 - v4.3-4 - part 1",
        "Tutorial 1 - v4.2-6"
      ],
      "created": "2026-02-27 14:55:02",
      "modified": "2026-02-27 14:55:02",
      "commits": 1
    },
    {
      "source": "videos_1_ENM2020.Rmd",
      "filename": "videos_1_ENM2020.html",
      "title": "Videos - ENM 2020",
      "engine": "knitr::knitr",
      "headings": [
        "2020: Ecological Niche Modeling course",
        "Introduction to biomod2 package",
        "Modeling single species",
        "Modeling multiple species",
        "biomod2 specificities (pseudo-absences, variability)",
        "Interface (package ShinyBiomod)"
      ],
      "created": "2026-02-27 14:55:02",
      "modified": "2026-02-27 14:55:02",
      "commits": 1
    }
  ],
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  "_indexed": true,
  "_nocasepkg": "biomod2",
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