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#' @title Simulate (non-)oceanic islands with given parameters under a
#' relaxed-rate model
#'
#' @description
#' This function simulates islands with given cladogenesis,
#' extinction, Kprime, immigration and anagenesis parameters, all of which
#' can be modelled as time-constant parameters with variation between clades in
#' one or multiple parameters. Further, it allows for the simulation of
#' non-oceanic islands, generating islands for which the starting condition
#' includes potential endemic and non-endemic species.
#'
#' @inheritParams default_params_doc
#'
#' @return
#' A list. The highest level of the least corresponds to each individual
#' replciate. The first element of each replicate is composed of island
#' information containing:
#' \itemize{
#' \item{\code{$island_age}: A numeric with the island age.}
#' \item{\code{$not_present}: the number of mainland lineages that are not
#' present on the island. It is only present if only 1 type of species is
#' simulated. Becomes \code{$not_present_type1}: the number of mainland
#' lineages of type 1 that are not present on the island and
#' \code{$not_present_type2}: the number of mainland lineages of type 2
#' that are not present on the island, if two types are simulated.}
#' \item{\code{$stt_all}: STT table for all species on the island
#' (nI - number of non-endemic species; nA - number of anagenetic species,
#' nC - number of cladogenetic species, present - number of independent
#' colonisations present)}
#' \item{\code{$stt_stt_type1}: STT table for type 1 species on the island -
#' only if 2 types of species were simulated (nI - number of non-endemic
#' species; nA - number of anagenetic species, nC - number of cladogenetic
#' species, present - number of independent colonisations present).}
#' \item{\code{$stt_stt_type2}: STT table for type 2 species on the island
#' - only if 2 types of species were simulated (nI - number of non-endemic
#' species; nA - number of anagenetic species, nC - number of cladogenetic
#' species, present - number of independent colonisations present ).}
#' \item{\code{$brts_table}: Only for simulations under \code{"IW"}. Table
#' containing information on order of events in the data, for use in maximum
#' likelihood optimization.).}
#' }
#' The subsequent elements of the list pertaining to each replcate contain
#' information on a single colonist lineage on the island and have 4 components:
#' \itemize{
#' \item{\code{$branching_times}: island age and stem age of the
#' population/species in the case of Non-endemic, Non-endemic_MaxAge and
#' Endemic anagenetic species.
#'
#' For cladogenetic species these should
#' be island age and branching times of the radiation including the
#' stem age of the radiation.}
#' \item{\code{$stac}: An integer ranging from 1 to 4
#' indicating the status of the colonist:}
#' \enumerate{
#' \item Non_endemic_MaxAge
#' \item Endemic
#' \item Endemic&Non_Endemic
#' \item Non_endemic_MaxAge
#' }
#' \item{\code{$missing_species}: number of island species that were
#' not sampled for particular clade (only applicable for endemic clades)}
#' \item{\code{$type_1or2}: whether the colonist belongs to type 1 or type 2}
#' }
#' @author Luis Valente, Albert Phillimore, Joshua Lambert, Shu Xie, Pedro
#' Neves, Richèl J. C. Bilderbeek, Rampal Etienne
#' @seealso \code{\link{DAISIE_plot_sims}()} for plotting STT of simulation
#' outputs.
#' @family simulation models
#' @keywords models
#' @examples
#' ## Simulate an island for 1 million years, with a relaxed the rate of
#' ## cladogenesis between clades. Pool size 500.
#'
#' clado_rate <- 0.5
#' ext_rate <- 0.2
#' carr_cap <- Inf
#' immig_rate <- 0.005
#' ana_rate <- 1
#' par_sd <- 1
#' sim_pars <- c(clado_rate, ext_rate, carr_cap, immig_rate, ana_rate, par_sd)
#' set.seed(1)
#' island_replicates <- DAISIE_sim_relaxed_rate(
#' time = 1,
#' M = 500,
#' pars = sim_pars,
#' replicates = 2,
#' relaxed_par = "cladogenesis",
#' plot_sims = FALSE,
#' verbose = FALSE
#' )
#'
#' @export DAISIE_sim_relaxed_rate
DAISIE_sim_relaxed_rate <- function(
time,
M,
pars,
replicates,
relaxed_par,
nonoceanic_pars = c(0, 0),
sample_freq = 25,
plot_sims = TRUE,
hyper_pars = create_hyper_pars(d = 0, x = 0),
area_pars = create_area_pars(
max_area = 1,
current_area = 1,
proportional_peak_t = 0,
total_island_age = 0,
sea_level_amplitude = 0,
sea_level_frequency = 0,
island_gradient_angle = 0),
cond = 0,
verbose = TRUE,
...
) {
testit::assert(
"Specify six parameters",
length(pars) == 6
)
testit::assert(are_hyper_pars(hyper_pars = hyper_pars))
testit::assert(are_area_pars(area_pars = area_pars))
total_time <- time
island_replicates <- list()
for (rep in 1:replicates) {
island_replicates[[rep]] <- list()
full_list <- list()
if (cond == 0) {
number_present <- -1
} else {
number_present <- 0
}
while (number_present < cond) {
for (m_spec in 1:M) {
relaxed_pars <- sample_relaxed_rate(
pars = pars,
relaxed_par = relaxed_par)
full_list[[m_spec]] <- DAISIE_sim_core_cr(
time = total_time,
mainland_n = 1,
pars = relaxed_pars,
nonoceanic_pars = nonoceanic_pars,
hyper_pars = hyper_pars,
area_pars = area_pars
)
}
stac_vec <- unlist(full_list)[which(names(unlist(full_list)) == "stac")]
present <- which(stac_vec != 0)
number_present <- length(present)
}
island_replicates[[rep]] <- full_list
if (verbose == TRUE) {
message("Island replicate ", rep)
}
}
island_replicates <- DAISIE_format_CS(
island_replicates = island_replicates,
time = total_time,
M = M,
sample_freq = sample_freq,
verbose = verbose
)
if (plot_sims == TRUE) {
DAISIE_plot_sims(
island_replicates = island_replicates,
sample_freq = sample_freq
)
}
return(island_replicates)
}
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