Merge model performance tables

Usage

adm_summarize(models)

Arguments

models: list. A list of a single or several models fitted with some of fit_ or tune_ functions. Usage models = list(mod1, mod2, mod3)

Value

A tibble object with combined model performance for all input models. Models fit with tune will include model performance for the best hyperparameters.

Examples

if (FALSE) {
require(dplyr)
require(terra)

data("sppabund")
envar <- system.file("external/envar.tif", package = "adm")
envar <- terra::rast(envar)

# Species abundance data, coordinates, and partition
some_sp <- sppabund %>%
  dplyr::filter(species == "Species one") %>%
  dplyr::select(species, ind_ha, x, y, .part)
some_sp

# Extract data
some_sp <-
  adm_extract(
    data = some_sp,
    x = "x",
    y = "y",
    env_layer = envar
  )

# Fit RAF
m_raf <- fit_abund_raf(
  data = some_sp,
  response = "ind_ha",
  predictors = c("elevation", "sand", "bio3", "bio12"),
  partition = ".part",
)

# Fit SVM
m_svm <- fit_abund_svm(
  data = some_sp,
  response = "ind_ha",
  predictors = c("elevation", "sand", "bio3", "bio12"),
  partition = ".part"
)

# XGB
m_xbg <- fit_abund_xgb(
  data = some_sp,
  response = "ind_ha",
  predictors = c("elevation", "sand", "bio3", "bio12"),
  partition = ".part"
)


perf <- adm_summarize(list(m_svm, m_raf, m_xbg))

perf
}