knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)
library(DAISIE)

Here I create params:

n_mainland_species <- 500
island_age <- 4
n_replicates <- 50

clado_rate <- 2 # cladogenesis rate
ext_rate <- 2 # extinction rate
island_wide_cap <- 20 # clade-level carrying capacity
imm_rate <- 0.01 # immigration rate
ana_rate <- 1 # anagenesis rate
##  set various level of rate difference between two states
pars1 = c(clado_rate, ext_rate, island_wide_cap, imm_rate * 0.1, ana_rate)  ## great difference 
pars2 = c(clado_rate, ext_rate, island_wide_cap, imm_rate * 0.8, ana_rate)  ## slight difference
pars3 = c(clado_rate, ext_rate, island_wide_cap, imm_rate, ana_rate)        ## same rates

Tpars1 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate * 1.9,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species
     )
Tpars2 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate * 1.2,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)
Tpars3 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)

Here I test if using different immigration rates for two trait states will influence sinmulation results

set.seed(42)
DAISIE<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species * 2, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = NULL,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE1 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars1,
  replicates = n_replicates,
  Tpars = Tpars1,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE2 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars2,
  replicates = n_replicates,
  Tpars = Tpars2,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE3<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = Tpars3,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
DAISIE_plot_sims(island_replicates = DAISIE,Tpars = NULL, use_dev_new = FALSE)
DAISIE_plot_sims(island_replicates = TRASIE1,Tpars = Tpars1, use_dev_new = FALSE)
DAISIE_plot_sims(island_replicates = TRASIE2,Tpars = Tpars2, use_dev_new = FALSE)
DAISIE_plot_sims(island_replicates = TRASIE3,Tpars = Tpars3, use_dev_new = FALSE)
compare = compare_diff(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)
compare = compare_diff2(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)
n_mainland_species <- 500
island_age <- 4
n_replicates <- 50

clado_rate <- 2 # cladogenesis rate
ext_rate <- 2 # extinction rate
island_wide_cap <- 20 # clade-level carrying capacity
imm_rate <- 1 # immigration rate
ana_rate <- 1 # anagenesis rate
##  set various level of rate difference between two states
pars1 = c(clado_rate * 0.1, ext_rate, island_wide_cap, imm_rate, ana_rate)  ## great difference 
pars2 = c(clado_rate * 0.4, ext_rate, island_wide_cap, imm_rate, ana_rate)  ## slight difference
pars3 = c(clado_rate * 0.5, ext_rate, island_wide_cap, imm_rate, ana_rate)        ## same rates

Tpars1 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate * 0.9,
     trans_rate2 = 0,
     M2 = n_mainland_species
     )
Tpars2 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate * 0.6,
     trans_rate2 = 0,
     M2 = n_mainland_species)
Tpars3 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate * 0.5,
     trans_rate2 = 0,
     M2 = n_mainland_species)
set.seed(42)
DAISIE<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species * 2, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = NULL,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE1 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars1,
  replicates = n_replicates,
  Tpars = Tpars1,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE2 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars2,
  replicates = n_replicates,
  Tpars = Tpars2,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE3<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = Tpars3,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
DAISIE_plot_sims(island_replicates = TRASIE3,Tpars = Tpars3, use_dev_new = FALSE)
compare = compare_diff(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)
compare = compare_diff2(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)

Here test the influence of unbalance extinction rate

n_mainland_species <- 500
island_age <- 4
n_replicates <- 50

clado_rate <- 2 # cladogenesis rate
ext_rate <- 2 # extinction rate
island_wide_cap <- 20 # clade-level carrying capacity
imm_rate <- 0.1 # immigration rate
ana_rate <- 1 # anagenesis rate
##  set various level of rate difference between two states
pars1 = c(clado_rate, ext_rate * 0.1, island_wide_cap, imm_rate, ana_rate)  ## great difference 
pars2 = c(clado_rate, ext_rate * 0.4, island_wide_cap, imm_rate, ana_rate)  ## slight difference
pars3 = c(clado_rate, ext_rate * 0.5, island_wide_cap, imm_rate, ana_rate)        ## same rates

Tpars1 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate * 0.9,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species
     )
Tpars2 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate * 0.6,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)
Tpars3 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate * 0.5,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)
set.seed(42)
DAISIE<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species * 2, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = NULL,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE1 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars1,
  replicates = n_replicates,
  Tpars = Tpars1,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE2 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars2,
  replicates = n_replicates,
  Tpars = Tpars2,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE3<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = Tpars3,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
DAISIE_plot_sims(island_replicates = TRASIE3,Tpars = Tpars3, use_dev_new = FALSE)
compare = compare_diff(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)
compare = compare_diff2(DAISIE_output = DAISIE,
                       TRASIE_output1 = TRASIE1,
                       TRASIE_output2 = TRASIE2,
                       TRASIE_output3 = TRASIE3,
                       Tpars1 = Tpars1,
                       Tpars2 = Tpars2,
                       Tpars3 = Tpars3)
n_mainland_species <- 500
island_age <- 4
n_replicates <- 50

clado_rate <- 2 # cladogenesis rate
ext_rate <- 2 # extinction rate
island_wide_cap <- 20 # clade-level carrying capacity
imm_rate <- 0.1 # immigration rate
ana_rate <- 1 # anagenesis rate
##  set various level of rate difference between two states
pars1 = c(clado_rate, ext_rate * 0.1, island_wide_cap, imm_rate, ana_rate)  ## great difference 
pars2 = c(clado_rate, ext_rate * 0.8, island_wide_cap, imm_rate, ana_rate)  ## slight difference
pars3 = c(clado_rate, ext_rate, island_wide_cap, imm_rate, ana_rate)        ## same rates

Tpars1 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate * 1.9,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species
     )
Tpars2 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate * 1.2,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)
Tpars3 <- create_trait_state_params(
     trans_rate = 0,
     immig_rate2 = imm_rate,
     ext_rate2 = ext_rate,
     ana_rate2 = ana_rate,
     clado_rate2 = clado_rate,
     trans_rate2 = 0,
     M2 = n_mainland_species)
set.seed(42)
DAISIE<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species * 2, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = NULL,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE1 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars1,
  replicates = n_replicates,
  Tpars = Tpars1,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE2 <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars2,
  replicates = n_replicates,
  Tpars = Tpars2,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
set.seed(42)
TRASIE3<- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = pars3,
  replicates = n_replicates,
  Tpars = Tpars3,
  plot_sims = FALSE,
  verbose = FALSE,
  Apars = NULL,
  divdepmodel = "IW",
  sample_freq = 50
)
DAISIE_plot_sims(island_replicates = TRASIE3,Tpars = Tpars3, use_dev_new = FALSE)


xieshu95/Test-Trasie documentation built on Dec. 18, 2019, 7:34 a.m.