# multi season multi-species model
# Fidino M, Simonis JL, Magle SB (2018)
# A multi-species dynamic occupancy model to estimate local colonization-extinction
# rates and patterns of co-occurrence between two or more interacting species.
# Methods in Ecology and Evolution, online in advance of print.
# https://doi.org/10.1111/2041-210x.13117
#
# Several years of data on occurrences of 3 species. See their paper.
#
# Data extracted from Dryad Digital Repository.
# https://doi.org/10.5061/dryad.k5mp137
# 2018-12-16 Code contributed by Carl James Schwarz (cschwarz.stat.sfu.cs@gmail.com)
library(car)
## Loading required package: carData
library(ggplot2)
library(plyr)
library(readxl)
library(reshape2)
library(RMark)
## This is RMark 2.2.5
## Documentation available at http://www.phidot.org/software/mark/rmark/RMarkDocumentation.zip
# get the data
# importing detection / non-detection data for each of the 3 species at each camera trap.
# The data is the long format and we need to convert to the wide format
input.data <- read.csv(file.path("..","Fidino_MEE","data","fidino_sp_data.csv"),
as.is=TRUE, strip.white=TRUE, header=TRUE)
head(input.data)
## Season Week Date SeasonWeek StationID SurveyID Coyote
## 1 SP10 week 1 5/4/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 2 SP10 week 1 5/5/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 3 SP10 week 1 5/6/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 4 SP10 week 1 5/7/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 5 SP10 week 1 5/8/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 6 SP10 week 1 5/9/2010 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## Opossum Raccoon
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA
input.data$Date <- as.Date(input.data$Date, "%m/%d/%Y")
input.data$Year <- as.numeric(format(input.data$Date, "%Y"))
# code the seasons numerically so sort properly. Notice the ordering
input.data$SeasonN <- car::recode(substr(input.data$Season,1,2),
" 'SP'=2; 'SU'=3; 'FA'=4; 'WI'=1 ")
xtabs(~Date+SeasonWeek, data=input.data)
## SeasonWeek
## Date FA10 week 1 FA10 week 2 FA10 week 3 FA10 week 4 FA11 week 1
## 2010-05-04 0 0 0 0 0
## 2010-05-05 0 0 0 0 0
## 2010-05-06 0 0 0 0 0
## 2010-05-07 0 0 0 0 0
## 2010-05-08 0 0 0 0 0
## 2010-05-09 0 0 0 0 0
## 2010-05-10 0 0 0 0 0
## 2010-05-11 0 0 0 0 0
## 2010-05-12 0 0 0 0 0
## 2010-05-13 0 0 0 0 0
## 2010-05-14 0 0 0 0 0
## 2010-05-15 0 0 0 0 0
## 2010-05-16 0 0 0 0 0
## 2010-05-17 0 0 0 0 0
## 2010-05-18 0 0 0 0 0
## 2010-05-19 0 0 0 0 0
## 2010-05-20 0 0 0 0 0
## 2010-05-21 0 0 0 0 0
## 2010-05-22 0 0 0 0 0
## 2010-05-23 0 0 0 0 0
## 2010-05-24 0 0 0 0 0
## 2010-05-25 0 0 0 0 0
## 2010-05-26 0 0 0 0 0
## 2010-05-27 0 0 0 0 0
## 2010-05-28 0 0 0 0 0
## 2010-05-29 0 0 0 0 0
## 2010-05-30 0 0 0 0 0
## 2010-05-31 0 0 0 0 0
## 2010-07-13 0 0 0 0 0
## 2010-07-14 0 0 0 0 0
## 2010-07-15 0 0 0 0 0
## 2010-07-16 0 0 0 0 0
## 2010-07-17 0 0 0 0 0
## 2010-07-18 0 0 0 0 0
## 2010-07-19 0 0 0 0 0
## 2010-07-20 0 0 0 0 0
## 2010-07-21 0 0 0 0 0
## 2010-07-22 0 0 0 0 0
## 2010-07-23 0 0 0 0 0
## 2010-07-24 0 0 0 0 0
## 2010-07-25 0 0 0 0 0
## 2010-07-26 0 0 0 0 0
## 2010-07-27 0 0 0 0 0
## 2010-07-28 0 0 0 0 0
## 2010-07-29 0 0 0 0 0
## 2010-07-30 0 0 0 0 0
## 2010-07-31 0 0 0 0 0
## 2010-08-01 0 0 0 0 0
## 2010-08-02 0 0 0 0 0
## 2010-08-03 0 0 0 0 0
## 2010-08-04 0 0 0 0 0
## 2010-08-05 0 0 0 0 0
## 2010-08-06 0 0 0 0 0
## 2010-08-07 0 0 0 0 0
## 2010-08-08 0 0 0 0 0
## 2010-08-09 0 0 0 0 0
## 2010-10-12 123 0 0 0 0
## 2010-10-13 123 0 0 0 0
## 2010-10-14 123 0 0 0 0
## 2010-10-15 123 0 0 0 0
## 2010-10-16 123 0 0 0 0
## 2010-10-17 123 0 0 0 0
## 2010-10-18 123 0 0 0 0
## 2010-10-19 0 123 0 0 0
## 2010-10-20 0 123 0 0 0
## 2010-10-21 0 123 0 0 0
## 2010-10-22 0 123 0 0 0
## 2010-10-23 0 123 0 0 0
## 2010-10-24 0 123 0 0 0
## 2010-10-25 0 123 0 0 0
## 2010-10-26 0 0 123 0 0
## 2010-10-27 0 0 123 0 0
## 2010-10-28 0 0 123 0 0
## 2010-10-29 0 0 123 0 0
## 2010-10-30 0 0 123 0 0
## 2010-10-31 0 0 123 0 0
## 2010-11-01 0 0 123 0 0
## 2010-11-02 0 0 0 123 0
## 2010-11-03 0 0 0 123 0
## 2010-11-04 0 0 0 123 0
## 2010-11-05 0 0 0 123 0
## 2010-11-06 0 0 0 123 0
## 2010-11-07 0 0 0 123 0
## 2010-11-08 0 0 0 123 0
## 2011-01-25 0 0 0 0 0
## 2011-01-26 0 0 0 0 0
## 2011-01-27 0 0 0 0 0
## 2011-01-28 0 0 0 0 0
## 2011-01-29 0 0 0 0 0
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## 2011-02-01 0 0 0 0 0
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## 2011-02-10 0 0 0 0 0
## 2011-02-11 0 0 0 0 0
## 2011-02-12 0 0 0 0 0
## 2011-02-13 0 0 0 0 0
## 2011-02-14 0 0 0 0 0
## 2011-02-15 0 0 0 0 0
## 2011-02-16 0 0 0 0 0
## 2011-02-17 0 0 0 0 0
## 2011-02-18 0 0 0 0 0
## 2011-02-19 0 0 0 0 0
## 2011-02-20 0 0 0 0 0
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## 2011-04-19 0 0 0 0 0
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## 2011-05-11 0 0 0 0 0
## 2011-05-12 0 0 0 0 0
## 2011-05-13 0 0 0 0 0
## 2011-05-14 0 0 0 0 0
## 2011-05-15 0 0 0 0 0
## 2011-05-16 0 0 0 0 0
## 2011-07-12 0 0 0 0 0
## 2011-07-13 0 0 0 0 0
## 2011-07-14 0 0 0 0 0
## 2011-07-15 0 0 0 0 0
## 2011-07-16 0 0 0 0 0
## 2011-07-17 0 0 0 0 0
## 2011-07-18 0 0 0 0 0
## 2011-07-19 0 0 0 0 0
## 2011-07-20 0 0 0 0 0
## 2011-07-21 0 0 0 0 0
## 2011-07-22 0 0 0 0 0
## 2011-07-23 0 0 0 0 0
## 2011-07-24 0 0 0 0 0
## 2011-07-25 0 0 0 0 0
## 2011-07-26 0 0 0 0 0
## 2011-07-27 0 0 0 0 0
## 2011-07-28 0 0 0 0 0
## 2011-07-29 0 0 0 0 0
## 2011-07-30 0 0 0 0 0
## 2011-07-31 0 0 0 0 0
## 2011-08-01 0 0 0 0 0
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## 2011-08-05 0 0 0 0 0
## 2011-08-06 0 0 0 0 0
## 2011-08-07 0 0 0 0 0
## 2011-08-08 0 0 0 0 0
## 2011-10-04 0 0 0 0 123
## 2011-10-05 0 0 0 0 123
## 2011-10-06 0 0 0 0 123
## 2011-10-07 0 0 0 0 123
## 2011-10-08 0 0 0 0 123
## 2011-10-09 0 0 0 0 123
## 2011-10-10 0 0 0 0 123
## 2011-10-11 0 0 0 0 0
## 2011-10-12 0 0 0 0 0
## 2011-10-13 0 0 0 0 0
## 2011-10-14 0 0 0 0 0
## 2011-10-15 0 0 0 0 0
## 2011-10-16 0 0 0 0 0
## 2011-10-17 0 0 0 0 0
## 2011-10-18 0 0 0 0 0
## 2011-10-19 0 0 0 0 0
## 2011-10-20 0 0 0 0 0
## 2011-10-21 0 0 0 0 0
## 2011-10-22 0 0 0 0 0
## 2011-10-23 0 0 0 0 0
## 2011-10-24 0 0 0 0 0
## 2011-10-25 0 0 0 0 0
## 2011-10-26 0 0 0 0 0
## 2011-10-27 0 0 0 0 0
## 2011-10-28 0 0 0 0 0
## 2011-10-29 0 0 0 0 0
## 2011-10-30 0 0 0 0 0
## 2011-10-31 0 0 0 0 0
## 2012-01-24 0 0 0 0 0
## 2012-01-25 0 0 0 0 0
## 2012-01-26 0 0 0 0 0
## 2012-01-27 0 0 0 0 0
## 2012-01-28 0 0 0 0 0
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## 2012-02-07 0 0 0 0 0
## 2012-02-08 0 0 0 0 0
## 2012-02-09 0 0 0 0 0
## 2012-02-10 0 0 0 0 0
## 2012-02-11 0 0 0 0 0
## 2012-02-12 0 0 0 0 0
## 2012-02-13 0 0 0 0 0
## 2012-02-14 0 0 0 0 0
## 2012-02-15 0 0 0 0 0
## 2012-02-16 0 0 0 0 0
## 2012-02-17 0 0 0 0 0
## 2012-02-18 0 0 0 0 0
## 2012-02-19 0 0 0 0 0
## 2012-02-20 0 0 0 0 0
## 2012-04-17 0 0 0 0 0
## 2012-04-18 0 0 0 0 0
## 2012-04-19 0 0 0 0 0
## 2012-04-20 0 0 0 0 0
## 2012-04-21 0 0 0 0 0
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## 2012-05-11 0 0 0 0 0
## 2012-05-12 0 0 0 0 0
## 2012-05-13 0 0 0 0 0
## 2012-05-14 0 0 0 0 0
## 2012-07-10 0 0 0 0 0
## 2012-07-11 0 0 0 0 0
## 2012-07-12 0 0 0 0 0
## 2012-07-13 0 0 0 0 0
## 2012-07-14 0 0 0 0 0
## 2012-07-15 0 0 0 0 0
## 2012-07-16 0 0 0 0 0
## 2012-07-17 0 0 0 0 0
## 2012-07-18 0 0 0 0 0
## 2012-07-19 0 0 0 0 0
## 2012-07-20 0 0 0 0 0
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## 2012-07-24 0 0 0 0 0
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## 2012-07-26 0 0 0 0 0
## 2012-07-27 0 0 0 0 0
## 2012-07-28 0 0 0 0 0
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## 2012-10-14 0 0 0 0 0
## 2012-10-15 0 0 0 0 0
## 2012-10-16 0 0 0 0 0
## 2012-10-17 0 0 0 0 0
## 2012-10-18 0 0 0 0 0
## 2012-10-19 0 0 0 0 0
## 2012-10-20 0 0 0 0 0
## 2012-10-21 0 0 0 0 0
## 2012-10-22 0 0 0 0 0
## 2012-10-23 0 0 0 0 0
## 2012-10-24 0 0 0 0 0
## 2012-10-25 0 0 0 0 0
## 2012-10-26 0 0 0 0 0
## 2012-10-27 0 0 0 0 0
## 2012-10-28 0 0 0 0 0
## 2012-10-29 0 0 0 0 0
## 2012-10-30 0 0 0 0 0
## 2012-10-31 0 0 0 0 0
## 2012-11-01 0 0 0 0 0
## 2012-11-02 0 0 0 0 0
## 2012-11-03 0 0 0 0 0
## 2012-11-04 0 0 0 0 0
## 2012-11-05 0 0 0 0 0
## 2012-11-06 0 0 0 0 0
## 2013-01-14 0 0 0 0 0
## 2013-01-15 0 0 0 0 0
## 2013-01-16 0 0 0 0 0
## 2013-01-17 0 0 0 0 0
## 2013-01-18 0 0 0 0 0
## 2013-01-19 0 0 0 0 0
## 2013-01-20 0 0 0 0 0
## 2013-01-21 0 0 0 0 0
## 2013-01-22 0 0 0 0 0
## 2013-01-23 0 0 0 0 0
## 2013-01-24 0 0 0 0 0
## 2013-01-25 0 0 0 0 0
## 2013-01-26 0 0 0 0 0
## 2013-01-27 0 0 0 0 0
## 2013-01-28 0 0 0 0 0
## 2013-01-29 0 0 0 0 0
## 2013-01-30 0 0 0 0 0
## 2013-01-31 0 0 0 0 0
## 2013-02-01 0 0 0 0 0
## 2013-02-02 0 0 0 0 0
## 2013-02-03 0 0 0 0 0
## 2013-02-04 0 0 0 0 0
## 2013-02-05 0 0 0 0 0
## 2013-02-06 0 0 0 0 0
## 2013-02-07 0 0 0 0 0
## 2013-02-08 0 0 0 0 0
## 2013-02-09 0 0 0 0 0
## 2013-02-10 0 0 0 0 0
## 2013-04-09 0 0 0 0 0
## 2013-04-10 0 0 0 0 0
## 2013-04-11 0 0 0 0 0
## 2013-04-12 0 0 0 0 0
## 2013-04-13 0 0 0 0 0
## 2013-04-14 0 0 0 0 0
## 2013-04-15 0 0 0 0 0
## 2013-04-16 0 0 0 0 0
## 2013-04-17 0 0 0 0 0
## 2013-04-18 0 0 0 0 0
## 2013-04-19 0 0 0 0 0
## 2013-04-20 0 0 0 0 0
## 2013-04-21 0 0 0 0 0
## 2013-04-22 0 0 0 0 0
## 2013-04-23 0 0 0 0 0
## 2013-04-24 0 0 0 0 0
## 2013-04-25 0 0 0 0 0
## 2013-04-26 0 0 0 0 0
## 2013-04-27 0 0 0 0 0
## 2013-04-28 0 0 0 0 0
## 2013-04-29 0 0 0 0 0
## 2013-04-30 0 0 0 0 0
## 2013-05-01 0 0 0 0 0
## 2013-05-02 0 0 0 0 0
## 2013-05-03 0 0 0 0 0
## 2013-05-04 0 0 0 0 0
## 2013-05-05 0 0 0 0 0
## 2013-05-06 0 0 0 0 0
## SeasonWeek
## Date FA11 week 2 FA11 week 3 FA11 week 4 FA12 week 1 FA12 week 2
## 2010-05-04 0 0 0 0 0
## 2010-05-05 0 0 0 0 0
## 2010-05-06 0 0 0 0 0
## 2010-05-07 0 0 0 0 0
## 2010-05-08 0 0 0 0 0
## 2010-05-09 0 0 0 0 0
## 2010-05-10 0 0 0 0 0
## 2010-05-11 0 0 0 0 0
## 2010-05-12 0 0 0 0 0
## 2010-05-13 0 0 0 0 0
## 2010-05-14 0 0 0 0 0
## 2010-05-15 0 0 0 0 0
## 2010-05-16 0 0 0 0 0
## 2010-05-17 0 0 0 0 0
## 2010-05-18 0 0 0 0 0
## 2010-05-19 0 0 0 0 0
## 2010-05-20 0 0 0 0 0
## 2010-05-21 0 0 0 0 0
## 2010-05-22 0 0 0 0 0
## 2010-05-23 0 0 0 0 0
## 2010-05-24 0 0 0 0 0
## 2010-05-25 0 0 0 0 0
## 2010-05-26 0 0 0 0 0
## 2010-05-27 0 0 0 0 0
## 2010-05-28 0 0 0 0 0
## 2010-05-29 0 0 0 0 0
## 2010-05-30 0 0 0 0 0
## 2010-05-31 0 0 0 0 0
## 2010-07-13 0 0 0 0 0
## 2010-07-14 0 0 0 0 0
## 2010-07-15 0 0 0 0 0
## 2010-07-16 0 0 0 0 0
## 2010-07-17 0 0 0 0 0
## 2010-07-18 0 0 0 0 0
## 2010-07-19 0 0 0 0 0
## 2010-07-20 0 0 0 0 0
## 2010-07-21 0 0 0 0 0
## 2010-07-22 0 0 0 0 0
## 2010-07-23 0 0 0 0 0
## 2010-07-24 0 0 0 0 0
## 2010-07-25 0 0 0 0 0
## 2010-07-26 0 0 0 0 0
## 2010-07-27 0 0 0 0 0
## 2010-07-28 0 0 0 0 0
## 2010-07-29 0 0 0 0 0
## 2010-07-30 0 0 0 0 0
## 2010-07-31 0 0 0 0 0
## 2010-08-01 0 0 0 0 0
## 2010-08-02 0 0 0 0 0
## 2010-08-03 0 0 0 0 0
## 2010-08-04 0 0 0 0 0
## 2010-08-05 0 0 0 0 0
## 2010-08-06 0 0 0 0 0
## 2010-08-07 0 0 0 0 0
## 2010-08-08 0 0 0 0 0
## 2010-08-09 0 0 0 0 0
## 2010-10-12 0 0 0 0 0
## 2010-10-13 0 0 0 0 0
## 2010-10-14 0 0 0 0 0
## 2010-10-15 0 0 0 0 0
## 2010-10-16 0 0 0 0 0
## 2010-10-17 0 0 0 0 0
## 2010-10-18 0 0 0 0 0
## 2010-10-19 0 0 0 0 0
## 2010-10-20 0 0 0 0 0
## 2010-10-21 0 0 0 0 0
## 2010-10-22 0 0 0 0 0
## 2010-10-23 0 0 0 0 0
## 2010-10-24 0 0 0 0 0
## 2010-10-25 0 0 0 0 0
## 2010-10-26 0 0 0 0 0
## 2010-10-27 0 0 0 0 0
## 2010-10-28 0 0 0 0 0
## 2010-10-29 0 0 0 0 0
## 2010-10-30 0 0 0 0 0
## 2010-10-31 0 0 0 0 0
## 2010-11-01 0 0 0 0 0
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## 2011-02-09 0 0 0 0 0
## 2011-02-10 0 0 0 0 0
## 2011-02-11 0 0 0 0 0
## 2011-02-12 0 0 0 0 0
## 2011-02-13 0 0 0 0 0
## 2011-02-14 0 0 0 0 0
## 2011-02-15 0 0 0 0 0
## 2011-02-16 0 0 0 0 0
## 2011-02-17 0 0 0 0 0
## 2011-02-18 0 0 0 0 0
## 2011-02-19 0 0 0 0 0
## 2011-02-20 0 0 0 0 0
## 2011-02-21 0 0 0 0 0
## 2011-04-19 0 0 0 0 0
## 2011-04-20 0 0 0 0 0
## 2011-04-21 0 0 0 0 0
## 2011-04-22 0 0 0 0 0
## 2011-04-23 0 0 0 0 0
## 2011-04-24 0 0 0 0 0
## 2011-04-25 0 0 0 0 0
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## 2011-04-27 0 0 0 0 0
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## 2011-05-12 0 0 0 0 0
## 2011-05-13 0 0 0 0 0
## 2011-05-14 0 0 0 0 0
## 2011-05-15 0 0 0 0 0
## 2011-05-16 0 0 0 0 0
## 2011-07-12 0 0 0 0 0
## 2011-07-13 0 0 0 0 0
## 2011-07-14 0 0 0 0 0
## 2011-07-15 0 0 0 0 0
## 2011-07-16 0 0 0 0 0
## 2011-07-17 0 0 0 0 0
## 2011-07-18 0 0 0 0 0
## 2011-07-19 0 0 0 0 0
## 2011-07-20 0 0 0 0 0
## 2011-07-21 0 0 0 0 0
## 2011-07-22 0 0 0 0 0
## 2011-07-23 0 0 0 0 0
## 2011-07-24 0 0 0 0 0
## 2011-07-25 0 0 0 0 0
## 2011-07-26 0 0 0 0 0
## 2011-07-27 0 0 0 0 0
## 2011-07-28 0 0 0 0 0
## 2011-07-29 0 0 0 0 0
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## 2011-07-31 0 0 0 0 0
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## 2011-10-06 0 0 0 0 0
## 2011-10-07 0 0 0 0 0
## 2011-10-08 0 0 0 0 0
## 2011-10-09 0 0 0 0 0
## 2011-10-10 0 0 0 0 0
## 2011-10-11 123 0 0 0 0
## 2011-10-12 123 0 0 0 0
## 2011-10-13 123 0 0 0 0
## 2011-10-14 123 0 0 0 0
## 2011-10-15 123 0 0 0 0
## 2011-10-16 123 0 0 0 0
## 2011-10-17 123 0 0 0 0
## 2011-10-18 0 123 0 0 0
## 2011-10-19 0 123 0 0 0
## 2011-10-20 0 123 0 0 0
## 2011-10-21 0 123 0 0 0
## 2011-10-22 0 123 0 0 0
## 2011-10-23 0 123 0 0 0
## 2011-10-24 0 123 0 0 0
## 2011-10-25 0 0 123 0 0
## 2011-10-26 0 0 123 0 0
## 2011-10-27 0 0 123 0 0
## 2011-10-28 0 0 123 0 0
## 2011-10-29 0 0 123 0 0
## 2011-10-30 0 0 123 0 0
## 2011-10-31 0 0 123 0 0
## 2012-01-24 0 0 0 0 0
## 2012-01-25 0 0 0 0 0
## 2012-01-26 0 0 0 0 0
## 2012-01-27 0 0 0 0 0
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## 2010-08-09 0 0
## 2010-10-12 0 0
## 2010-10-13 0 0
## 2010-10-14 0 0
## 2010-10-15 0 0
## 2010-10-16 0 0
## 2010-10-17 0 0
## 2010-10-18 0 0
## 2010-10-19 0 0
## 2010-10-20 0 0
## 2010-10-21 0 0
## 2010-10-22 0 0
## 2010-10-23 0 0
## 2010-10-24 0 0
## 2010-10-25 0 0
## 2010-10-26 0 0
## 2010-10-27 0 0
## 2010-10-28 0 0
## 2010-10-29 0 0
## 2010-10-30 0 0
## 2010-10-31 0 0
## 2010-11-01 0 0
## 2010-11-02 0 0
## 2010-11-03 0 0
## 2010-11-04 0 0
## 2010-11-05 0 0
## 2010-11-06 0 0
## 2010-11-07 0 0
## 2010-11-08 0 0
## 2011-01-25 0 0
## 2011-01-26 0 0
## 2011-01-27 0 0
## 2011-01-28 0 0
## 2011-01-29 0 0
## 2011-01-30 0 0
## 2011-01-31 0 0
## 2011-02-01 0 0
## 2011-02-02 0 0
## 2011-02-03 0 0
## 2011-02-04 0 0
## 2011-02-05 0 0
## 2011-02-06 0 0
## 2011-02-07 0 0
## 2011-02-08 0 0
## 2011-02-09 0 0
## 2011-02-10 0 0
## 2011-02-11 0 0
## 2011-02-12 0 0
## 2011-02-13 0 0
## 2011-02-14 0 0
## 2011-02-15 0 0
## 2011-02-16 0 0
## 2011-02-17 0 0
## 2011-02-18 0 0
## 2011-02-19 0 0
## 2011-02-20 0 0
## 2011-02-21 0 0
## 2011-04-19 0 0
## 2011-04-20 0 0
## 2011-04-21 0 0
## 2011-04-22 0 0
## 2011-04-23 0 0
## 2011-04-24 0 0
## 2011-04-25 0 0
## 2011-04-26 0 0
## 2011-04-27 0 0
## 2011-04-28 0 0
## 2011-04-29 0 0
## 2011-04-30 0 0
## 2011-05-01 0 0
## 2011-05-02 0 0
## 2011-05-03 0 0
## 2011-05-04 0 0
## 2011-05-05 0 0
## 2011-05-06 0 0
## 2011-05-07 0 0
## 2011-05-08 0 0
## 2011-05-09 0 0
## 2011-05-10 0 0
## 2011-05-11 0 0
## 2011-05-12 0 0
## 2011-05-13 0 0
## 2011-05-14 0 0
## 2011-05-15 0 0
## 2011-05-16 0 0
## 2011-07-12 0 0
## 2011-07-13 0 0
## 2011-07-14 0 0
## 2011-07-15 0 0
## 2011-07-16 0 0
## 2011-07-17 0 0
## 2011-07-18 0 0
## 2011-07-19 0 0
## 2011-07-20 0 0
## 2011-07-21 0 0
## 2011-07-22 0 0
## 2011-07-23 0 0
## 2011-07-24 0 0
## 2011-07-25 0 0
## 2011-07-26 0 0
## 2011-07-27 0 0
## 2011-07-28 0 0
## 2011-07-29 0 0
## 2011-07-30 0 0
## 2011-07-31 0 0
## 2011-08-01 0 0
## 2011-08-02 0 0
## 2011-08-03 0 0
## 2011-08-04 0 0
## 2011-08-05 0 0
## 2011-08-06 0 0
## 2011-08-07 0 0
## 2011-08-08 0 0
## 2011-10-04 0 0
## 2011-10-05 0 0
## 2011-10-06 0 0
## 2011-10-07 0 0
## 2011-10-08 0 0
## 2011-10-09 0 0
## 2011-10-10 0 0
## 2011-10-11 0 0
## 2011-10-12 0 0
## 2011-10-13 0 0
## 2011-10-14 0 0
## 2011-10-15 0 0
## 2011-10-16 0 0
## 2011-10-17 0 0
## 2011-10-18 0 0
## 2011-10-19 0 0
## 2011-10-20 0 0
## 2011-10-21 0 0
## 2011-10-22 0 0
## 2011-10-23 0 0
## 2011-10-24 0 0
## 2011-10-25 0 0
## 2011-10-26 0 0
## 2011-10-27 0 0
## 2011-10-28 0 0
## 2011-10-29 0 0
## 2011-10-30 0 0
## 2011-10-31 0 0
## 2012-01-24 0 0
## 2012-01-25 0 0
## 2012-01-26 0 0
## 2012-01-27 0 0
## 2012-01-28 0 0
## 2012-01-29 0 0
## 2012-01-30 0 0
## 2012-01-31 0 0
## 2012-02-01 0 0
## 2012-02-02 0 0
## 2012-02-03 0 0
## 2012-02-04 0 0
## 2012-02-05 0 0
## 2012-02-06 0 0
## 2012-02-07 0 0
## 2012-02-08 0 0
## 2012-02-09 0 0
## 2012-02-10 0 0
## 2012-02-11 0 0
## 2012-02-12 0 0
## 2012-02-13 0 0
## 2012-02-14 0 0
## 2012-02-15 0 0
## 2012-02-16 0 0
## 2012-02-17 0 0
## 2012-02-18 0 0
## 2012-02-19 0 0
## 2012-02-20 0 0
## 2012-04-17 0 0
## 2012-04-18 0 0
## 2012-04-19 0 0
## 2012-04-20 0 0
## 2012-04-21 0 0
## 2012-04-22 0 0
## 2012-04-23 0 0
## 2012-04-24 0 0
## 2012-04-25 0 0
## 2012-04-26 0 0
## 2012-04-27 0 0
## 2012-04-28 0 0
## 2012-04-29 0 0
## 2012-04-30 0 0
## 2012-05-01 0 0
## 2012-05-02 0 0
## 2012-05-03 0 0
## 2012-05-04 0 0
## 2012-05-05 0 0
## 2012-05-06 0 0
## 2012-05-07 0 0
## 2012-05-08 0 0
## 2012-05-09 0 0
## 2012-05-10 0 0
## 2012-05-11 0 0
## 2012-05-12 0 0
## 2012-05-13 0 0
## 2012-05-14 0 0
## 2012-07-10 0 0
## 2012-07-11 0 0
## 2012-07-12 0 0
## 2012-07-13 0 0
## 2012-07-14 0 0
## 2012-07-15 0 0
## 2012-07-16 0 0
## 2012-07-17 0 0
## 2012-07-18 0 0
## 2012-07-19 0 0
## 2012-07-20 0 0
## 2012-07-21 0 0
## 2012-07-22 0 0
## 2012-07-23 0 0
## 2012-07-24 0 0
## 2012-07-25 0 0
## 2012-07-26 0 0
## 2012-07-27 0 0
## 2012-07-28 0 0
## 2012-07-29 0 0
## 2012-07-30 0 0
## 2012-07-31 0 0
## 2012-08-01 0 0
## 2012-08-02 0 0
## 2012-08-03 0 0
## 2012-08-04 0 0
## 2012-08-05 0 0
## 2012-08-06 0 0
## 2012-10-10 0 0
## 2012-10-11 0 0
## 2012-10-12 0 0
## 2012-10-13 0 0
## 2012-10-14 0 0
## 2012-10-15 0 0
## 2012-10-16 0 0
## 2012-10-17 0 0
## 2012-10-18 0 0
## 2012-10-19 0 0
## 2012-10-20 0 0
## 2012-10-21 0 0
## 2012-10-22 0 0
## 2012-10-23 0 0
## 2012-10-24 0 0
## 2012-10-25 0 0
## 2012-10-26 0 0
## 2012-10-27 0 0
## 2012-10-28 0 0
## 2012-10-29 0 0
## 2012-10-30 0 0
## 2012-10-31 0 0
## 2012-11-01 0 0
## 2012-11-02 0 0
## 2012-11-03 0 0
## 2012-11-04 0 0
## 2012-11-05 0 0
## 2012-11-06 0 0
## 2013-01-14 0 0
## 2013-01-15 0 0
## 2013-01-16 0 0
## 2013-01-17 0 0
## 2013-01-18 0 0
## 2013-01-19 0 0
## 2013-01-20 0 0
## 2013-01-21 0 0
## 2013-01-22 0 0
## 2013-01-23 0 0
## 2013-01-24 0 0
## 2013-01-25 0 0
## 2013-01-26 0 0
## 2013-01-27 0 0
## 2013-01-28 123 0
## 2013-01-29 123 0
## 2013-01-30 123 0
## 2013-01-31 123 0
## 2013-02-01 123 0
## 2013-02-02 123 0
## 2013-02-03 123 0
## 2013-02-04 0 123
## 2013-02-05 0 123
## 2013-02-06 0 123
## 2013-02-07 0 123
## 2013-02-08 0 123
## 2013-02-09 0 123
## 2013-02-10 0 123
## 2013-04-09 0 0
## 2013-04-10 0 0
## 2013-04-11 0 0
## 2013-04-12 0 0
## 2013-04-13 0 0
## 2013-04-14 0 0
## 2013-04-15 0 0
## 2013-04-16 0 0
## 2013-04-17 0 0
## 2013-04-18 0 0
## 2013-04-19 0 0
## 2013-04-20 0 0
## 2013-04-21 0 0
## 2013-04-22 0 0
## 2013-04-23 0 0
## 2013-04-24 0 0
## 2013-04-25 0 0
## 2013-04-26 0 0
## 2013-04-27 0 0
## 2013-04-28 0 0
## 2013-04-29 0 0
## 2013-04-30 0 0
## 2013-05-01 0 0
## 2013-05-02 0 0
## 2013-05-03 0 0
## 2013-05-04 0 0
## 2013-05-05 0 0
## 2013-05-06 0 0
xtabs(~Year, data=input.data)
## Year
## 2010 2011 2012 2013
## 10332 13776 13776 6888
plyr::ddply(input.data, c("Year","SeasonN"), plyr::summarize,
min.date=min(Date),
max.date=max(Date),
dif.date=max.date-min.date+1,
n.date=length(unique(Date)))
## Year SeasonN min.date max.date dif.date n.date
## 1 2010 2 2010-05-04 2010-05-31 28 days 28
## 2 2010 3 2010-07-13 2010-08-09 28 days 28
## 3 2010 4 2010-10-12 2010-11-08 28 days 28
## 4 2011 1 2011-01-25 2011-02-21 28 days 28
## 5 2011 2 2011-04-19 2011-05-16 28 days 28
## 6 2011 3 2011-07-12 2011-08-08 28 days 28
## 7 2011 4 2011-10-04 2011-10-31 28 days 28
## 8 2012 1 2012-01-24 2012-02-20 28 days 28
## 9 2012 2 2012-04-17 2012-05-14 28 days 28
## 10 2012 3 2012-07-10 2012-08-06 28 days 28
## 11 2012 4 2012-10-10 2012-11-06 28 days 28
## 12 2013 1 2013-01-14 2013-02-10 28 days 28
## 13 2013 2 2013-04-09 2013-05-06 28 days 28
head(input.data)
## Season Week Date SeasonWeek StationID SurveyID Coyote
## 1 SP10 week 1 2010-05-04 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 2 SP10 week 1 2010-05-05 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 3 SP10 week 1 2010-05-06 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 4 SP10 week 1 2010-05-07 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 5 SP10 week 1 2010-05-08 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## 6 SP10 week 1 2010-05-09 SP10 week 1 D02-BMT0 D02-BMT0-SP10 NA
## Opossum Raccoon Year SeasonN
## 1 NA NA 2010 2
## 2 NA NA 2010 2
## 3 NA NA 2010 2
## 4 NA NA 2010 2
## 5 NA NA 2010 2
## 6 NA NA 2010 2
# According to the paper, they collapse each weeks of data to a single "visit" within a year-season,
# i.e. collapse the 28 days in a year-season to 4 visit in the year-season. Any detection on a camera
# during that period was declared a detection
input.data.red <- plyr::ddply(input.data, c("StationID","Year","SeasonN","Week"), plyr::summarize,
Coyote = any(Coyote),
Opossum= any(Opossum),
Raccoon= any(Raccoon))
head(input.data.red)
## StationID Year SeasonN Week Coyote Opossum Raccoon
## 1 D02-BMT0 2010 2 week 1 NA NA NA
## 2 D02-BMT0 2010 2 week 2 NA NA NA
## 3 D02-BMT0 2010 2 week 3 NA NA NA
## 4 D02-BMT0 2010 2 week 4 NA NA NA
## 5 D02-BMT0 2010 3 week 1 NA NA NA
## 6 D02-BMT0 2010 3 week 2 NA NA NA
# How many Seasons are collected at each site.
any.data.seasons.station <- plyr::ddply(input.data.red, c("StationID","Year","SeasonN"), plyr::summarize,
any.data = sum(!is.na(Coyote)))
n.seasons.with.data <- plyr::ddply(any.data.seasons.station, c("StationID"), plyr::summarize,
n.seasons = sum(any.data>0))
xtabs(~n.seasons, n.seasons.with.data)
## n.seasons
## 0 1 2 3 4 5 6 7 8 9 10 11 12 13
## 13 7 3 3 2 3 1 8 7 8 19 20 12 17
# According to the papery they exclude any station with less than 2 seasons of data reducing the data
# set to 103 records
exclude.stations <- n.seasons.with.data[ n.seasons.with.data$n.seasons < 2, c("StationID","n.seasons")]
exclude.stations
## StationID n.seasons
## 1 D02-BMT0 0
## 3 D02-JBS1 1
## 4 D02-MBS0 0
## 5 D02-MDU1 1
## 12 D03-GOM1 1
## 13 D03-HOR1 0
## 15 D03-STB1 0
## 18 D04-EVC0 0
## 21 D04-ROS0 0
## 44 J01-BBS1 0
## 47 J01-NOR1 0
## 50 J01-TFS1 0
## 55 R02-GFP1 1
## 86 S02-BNS1 1
## 91 S02-PLP1 0
## 92 S02-TNE1 0
## 93 S02-TNW1 0
## 95 S03-JKP1 1
## 96 S03-JKP2 1
## 110 S06-CBW2 0
input.data.red <- input.data.red[ !input.data.red$StationID %in% exclude.stations$StationID,]
length(unique(input.data.red$Station)) # number of stations
## [1] 103
nrow(unique(input.data.red[, c("Year","SeasonN","Week")])) # = 13 (year-Seasons) x 4 weeks/season
## [1] 52
coyote <- reshape2::dcast(input.data.red, StationID ~ Year + SeasonN + Week, value.var="Coyote")
opossum <- reshape2::dcast(input.data.red, StationID ~ Year + SeasonN + Week, value.var="Opossum")
raccoon <- reshape2::dcast(input.data.red, StationID ~ Year + SeasonN + Week, value.var="Raccoon")
# MARK wants a 2 "digit" code xy for each visit where
# x = 0/1 if species A is not detected/detected
# and y = 0/1 if species B is not detected/detected
input.data2 <- 1*coyote[,-1] + 2*raccoon[,-1]
input.data2[1:2,]
## 2010_2_week 1 2010_2_week 2 2010_2_week 3 2010_2_week 4 2010_3_week 1
## 1 NA NA NA NA NA
## 2 NA NA NA NA NA
## 2010_3_week 2 2010_3_week 3 2010_3_week 4 2010_4_week 1 2010_4_week 2
## 1 NA NA NA NA 2
## 2 NA NA NA NA NA
## 2010_4_week 3 2010_4_week 4 2011_1_week 1 2011_1_week 2 2011_1_week 3
## 1 2 2 NA 0 0
## 2 NA NA NA NA NA
## 2011_1_week 4 2011_2_week 1 2011_2_week 2 2011_2_week 3 2011_2_week 4
## 1 0 NA NA NA NA
## 2 NA NA 0 0 0
## 2011_3_week 1 2011_3_week 2 2011_3_week 3 2011_3_week 4 2011_4_week 1
## 1 0 0 0 0 NA
## 2 NA NA NA NA NA
## 2011_4_week 2 2011_4_week 3 2011_4_week 4 2012_1_week 1 2012_1_week 2
## 1 2 0 2 0 2
## 2 0 0 0 NA NA
## 2012_1_week 3 2012_1_week 4 2012_2_week 1 2012_2_week 2 2012_2_week 3
## 1 0 2 0 0 0
## 2 NA NA 0 0 0
## 2012_2_week 4 2012_3_week 1 2012_3_week 2 2012_3_week 3 2012_3_week 4
## 1 NA NA NA NA 0
## 2 NA 0 0 0 0
## 2012_4_week 1 2012_4_week 2 2012_4_week 3 2012_4_week 4 2013_1_week 1
## 1 2 2 2 NA NA
## 2 0 0 0 NA NA
## 2013_1_week 2 2013_1_week 3 2013_1_week 4 2013_2_week 1 2013_2_week 2
## 1 0 0 0 NA 0
## 2 NA NA NA NA 0
## 2013_2_week 3 2013_2_week 4
## 1 2 0
## 2 0 0
input.chistory <- data.frame(lapply(as.data.frame(input.data2), as.character), stringsAsFactors=FALSE)
input.chistory <- data.frame(lapply(input.chistory,
car::recode, " '0'='00'; '1'='10';'2'='01';'3'='11';", as.numeric=FALSE, as.factor=FALSE),
stringsAsFactors=FALSE)
input.history <- data.frame(ch=apply(input.chistory, 1, paste, sep="",collapse=""), freq=1)
# Change any NA to . in the chapter history
select <- grepl("NA", input.history$ch)
input.history[ select,][1:5,]
## ch
## 1 NANANANANANANANANA010101NA000000NANANANA00000000NA01000100010001000000NANANANA00010101NANA000000NA000100
## 2 NANANANANANANANANANANANANANANANANA000000NANANANANA000000NANANANA000000NA00000000000000NANANANANANA000000
## 3 NANANANANANANANANA100010NANANANANANA000001010110NA111100NANANANA1000111100000000000010NANA000010NA011000
## 4 NANANANANANANANANANANANANANANANANA000000000000NANA000000NANANANA0000000100000000000000NANANANANANA000000
## 5 NANANANANANANANANA000000NA0000000000000000000000NA00000000000000000000NANANANANA000000NANA000000NA000000
## freq
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
input.history$ch <- gsub("NA","..", input.history$ch, fixed=TRUE)
input.history[ select,][1:5,]
## ch
## 1 ..................010101..000000........00000000..01000100010001000000........00010101....000000..000100
## 2 ..................................000000..........000000........000000..00000000000000............000000
## 3 ..................100010............000001010110..111100........1000111100000000000010....000010..011000
## 4 ..................................000000000000....000000........0000000100000000000000............000000
## 5 ..................000000..0000000000000000000000..00000000000000000000..........000000....000000..000000
## freq
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
# Any site covariates?
site.covar <- read.csv(file.path("..","Fidino_MEE","data","fidino_covariate_data.csv"), header=TRUE, as.is=TRUE, strip.white=TRUE)
names(site.covar)
## [1] "StationID" "House" "Tree" "Imp"
names(site.covar) <- make.names(names(site.covar))
names(site.covar)
## [1] "StationID" "House" "Tree" "Imp"
site.covar <- site.covar[ order(site.covar$StationID),]
# standardized some variables
site.covar$House_std = scale(site.covar$House)
# Compute the first principal component on the site covariates (see paper)
URB <- princomp(site.covar[,c("House","Tree","Imp")], cor=TRUE, scores=TRUE)
URB$sdev^2 / sum(URB$sdev^2)
## Comp.1 Comp.2 Comp.3
## 0.78756534 0.16359854 0.04883612
site.covar$UR <- URB$scores[,1]
ggplot(data=site.covar, aes(x=House, y=UR))+
ggtitle("Relationship between Housing and UR index")+
geom_point()
ggplot(data=site.covar, aes(x=Tree, y=UR))+
ggtitle("Relationship between Tree and UR index")+
geom_point()
head(site.covar)
## StationID House Tree Imp House_std UR
## 1 D02-HUP0 9575.771 0.2136080 0.4813910 2.4446140 1.998435
## 2 D02-MOP1 10891.391 0.1664510 0.6049284 2.9397488 2.849000
## 3 D02-RCP1 7037.755 0.1569485 0.6503124 1.4894289 2.209523
## 4 D02-SCP1 7303.335 0.1709490 0.6732621 1.5893802 2.292678
## 5 D03-AFP1 7590.769 0.1940602 0.6029040 1.6975563 2.042356
## 6 D03-AMP1 4863.446 0.2349715 0.5256341 0.6711251 1.064498
# make sure that data is sorted properly and complete
setdiff(site.covar$StationID, coyote$StationID)
## character(0)
setdiff(coyote$StationID, site.covar$StationID)
## character(0)
# add the site covariate to the chapture hisotry
input.history <- cbind(input.history, site.covar)
head(input.history)
## ch
## 1 ..................010101..000000........00000000..01000100010001000000........00010101....000000..000100
## 2 ..................................000000..........000000........000000..00000000000000............000000
## 3 ..................100010............000001010110..111100........1000111100000000000010....000010..011000
## 4 ..................................000000000000....000000........0000000100000000000000............000000
## 5 ..................000000..0000000000000000000000..00000000000000000000..........000000....000000..000000
## 6 ..........................000000........000000....0000000000....00000000........000000....000000..000000
## freq StationID House Tree Imp House_std UR
## 1 1 D02-HUP0 9575.771 0.2136080 0.4813910 2.4446140 1.998435
## 2 1 D02-MOP1 10891.391 0.1664510 0.6049284 2.9397488 2.849000
## 3 1 D02-RCP1 7037.755 0.1569485 0.6503124 1.4894289 2.209523
## 4 1 D02-SCP1 7303.335 0.1709490 0.6732621 1.5893802 2.292678
## 5 1 D03-AFP1 7590.769 0.1940602 0.6029040 1.6975563 2.042356
## 6 1 D03-AMP1 4863.446 0.2349715 0.5256341 0.6711251 1.064498
nrow(input.history) # sites
## [1] 103
nchar(input.history$ch[1]) # total number of visits 13 seasons x 4 visit/seasons x 2 digits/history element
## [1] 104
time.intervals <-c( rep( c(rep(0, length(unique(input.data$Week))-1),1), nrow(unique(input.data.red[, c("Year","SeasonN")]))-1 ),
rep(0, length(unique(input.data$Week))-1) )
length(time.intervals)
## [1] 51
pcr.data <- process.data(data=input.history, time.intervals=time.intervals,
model="RD2SpGEConOcc") # this parameterization is more stable
summary(pcr.data)
## Length Class Mode
## data 8 data.frame list
## model 1 -none- character
## mixtures 1 -none- numeric
## freq 103 -none- numeric
## nocc 1 -none- numeric
## nocc.secondary 13 -none- numeric
## time.intervals 51 -none- numeric
## begin.time 1 -none- numeric
## age.unit 1 -none- numeric
## initial.ages 1 -none- numeric
## group.covariates 0 -none- NULL
## nstrata 1 -none- numeric
## strata.labels 0 -none- NULL
## counts 0 -none- NULL
## reverse 1 -none- logical
## areas 0 -none- NULL
## events 0 -none- NULL
# are there any time varying covariates that need to be added to the ddls?
pcr.ddl <- RMark::make.design.data(pcr.data) # need for covariate predictions
# What are the parameter names for Single Season Single Species models
setup.parameters("RD2SpGEConOcc", check=TRUE)
## [1] "PsiA" "PsiBA" "PsiBa" "GammaA" "GammaB"
## [6] "GammaAB" "GammaBA" "EpsilonA" "EpsilonB" "EpsilonAB"
## [11] "EpsilonBA" "pA" "pB" "rA" "rBA"
## [16] "rBa"
# Use the psiAB parameterization
# Parameters of the model are
# PsiA - Initial probability that site is occupied by A only
# PsiBA- Initial probability that site is occupied by B if A is present
# PsiBa- Initial probability that site is occupied by B is A is absent
#
# If species are independent thatn psiBA = psiBa.
#
# GammaA - Colonization by A given B absent at t-1
# GammaB - Colonization by B given A absent at t-1
# GammaAB - Colonization by A given B present at t-1
# GammaBA - Colonization by B given A present at t-1
# EpsilonA - extinction of A given B absent at t-1
# EpsilonB - extinction of B given A absent at t-1
# EpsilonAB - extinction of A given B present at t-1
# EpsilonBA - extinction of B given A present at t-1
#
# This give the transition matrx (see (2) in the paper but notice that the
# From/To sides of the matrix have been transposed below
# To State
# U A B AB
# From U (1-GammaA)(1-GammaB) GammaA(1-GammaB) (1-GammaA)GammaB GammaA GammaB
# State A EpsilonA (1-GammaBA) (1-EpsilonA)(1-GammaBA) EpsilonGammaBA (1-EpsilonA)(GammaBA)
# B (1-gammaAB)EpsilonB GammaAB (EpsilonB) (1-GammaAB)(1-EpsilonB) GammaAB(1-EpsilonB)
# AB EssolonAB EpsilonBA (1-EpsilonAB)EpsilonBA EpsilonAB(1-EpsionBA) (1-EpsionAB)(1-EpsilonBA)
#
#
# Detection parameters
# pA - probability of detection if A is alone in the site
# pB - probability of detection if B is alone in the site
# rA - probability of detecting A only given both on the site
# rBA - probability of detecting B given that A was detected and both are on the site
# rBa - probability of detecting B given that A not detected and both are on the site
# Ifspecies do not interact, then
# rBA = rBa
# and
# rho = odds(rBA)/odds(rBa) = 1
# Get the list of models. NOtice NO equal signs here
model.list.csv <- textConnection("
PsiA, PsiBA, PsiBa, GammaA, GammaB, GammaAB, GammaBA, EpsilonA, EpsilonB, EpsilonAB, EpsilonBA, pA, pB, rA, rBA,rBa
~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1
~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~1, ~SHARE
~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~UR, ~1, ~1, ~1, ~1, ~1")
model.list <- read.csv(model.list.csv, header=TRUE, as.is=TRUE, strip.white=TRUE)
model.list$model.number <- 1:nrow(model.list)
model.list
## PsiA PsiBA PsiBa GammaA GammaB GammaAB GammaBA EpsilonA EpsilonB
## 1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1
## 2 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1
## 3 ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR
## EpsilonAB EpsilonBA pA pB rA rBA rBa model.number
## 1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 1
## 2 ~1 ~1 ~1 ~1 ~1 ~1 ~SHARE 2
## 3 ~UR ~UR ~1 ~1 ~1 ~1 ~1 3
# fit the models
myobs <- ls()
myobs <- myobs[ grepl("m...",myobs,fixed=TRUE)]
cat("Removing ", myobs, "\n")
## Removing
rm(list=myobs)
model.fits <- plyr::dlply(model.list, "model.number", function(x,input.data, input.ddl){
cat("\n\n***** Starting ", unlist(x), "\n")
#browser()
# Now we need to set up the model parameters accounting for sharing
model.parameters= list(
PsiA =list(formula=as.formula(eval(x$PsiA ))),
PsiBA =list(formula=as.formula(eval(x$PsiBA))),
PsiBa =list(formula=as.formula(eval(x$PsiBa))),
GammaA =list(formula=as.formula(eval(x$GammaA))),
GammaB =list(formula=as.formula(eval(x$GammaB))),
GammaAB =list(formula=as.formula(eval(x$GammaAB))),
GammaBA =list(formula=as.formula(eval(x$GammaBA))),
EpsilonA =list(formula=as.formula(eval(x$EpsilonA))),
EpsilonB =list(formula=as.formula(eval(x$EpsilonB))),
EpsilonAB=list(formula=as.formula(eval(x$EpsilonAB))),
EpsilonBA=list(formula=as.formula(eval(x$EpsilonBA))),
pA =list(formula=as.formula(eval(x$pA ))),
pB =list(formula=as.formula(eval(x$pB ))),
rA =list(formula=as.formula(eval(x$rA ))),
rBA =list(formula=as.formula(eval(x$rBA))),
rBa =list(formula=as.formula(eval(x$rBa)))
)
if(x$PsiBa == "~SHARE"){
model.parametesr$PsiBA =list(formula=as.formula(eval(x$PsiBA)), share=TRUE)
model.parameters$PsiBa =NULL
}
if(x$rBa == '~SHARE'){
model.parameters$rBA = list(formula=as.formula(eval(x$rBA)), share=TRUE)
model.parameters$rBa = NULL
}
print(model.parameters)
fit <- RMark::mark(input.data, ddl=input.ddl,
model="RD2SpGEConOcc",
model.parameters=model.parameters
#,brief=TRUE,output=FALSE, delete=TRUE
#,invisible=TRUE,output=TRUE # set for debugging
)
mnumber <- paste("m...",formatC(x$model.number, width = 3, format = "d", flag = "0"),sep="")
assign( mnumber, fit, envir=.GlobalEnv)
#browser()
fit
},input.data=pcr.data, input.ddl=pcr.ddl)
##
##
## ***** Starting ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 1
## $PsiA
## $PsiA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $PsiBA
## $PsiBA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $PsiBa
## $PsiBa$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $GammaA
## $GammaA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $GammaB
## $GammaB$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $GammaAB
## $GammaAB$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $GammaBA
## $GammaBA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $EpsilonA
## $EpsilonA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $EpsilonB
## $EpsilonB$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $EpsilonAB
## $EpsilonAB$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $EpsilonBA
## $EpsilonBA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $pA
## $pA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $pB
## $pB$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $rA
## $rA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $rBA
## $rBA$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
## $rBa
## $rBa$formula
## ~1
## <environment: 0x00000000164767c8>
##
##
##
## Output summary for RD2SpGEConOcc model
## Name : PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
##
## Npar : 16
## -2lnL: 6616.949
## AICc : 6649.505
##
## Beta
## estimate se lcl ucl
## PsiA:(Intercept) -0.2775196 0.3545191 -0.9723771 0.4173378
## PsiBA:(Intercept) 1.4098845 0.7876602 -0.1339295 2.9536985
## PsiBa:(Intercept) 0.8650515 0.7709971 -0.6461028 2.3762058
## GammaA:(Intercept) -2.4932497 0.3239786 -3.1282479 -1.8582516
## GammaB:(Intercept) -1.9092607 0.2376844 -2.3751221 -1.4433993
## GammaAB:(Intercept) -0.2463717 0.2075687 -0.6532063 0.1604630
## GammaBA:(Intercept) 0.0203379 0.2326607 -0.4356770 0.4763529
## EpsilonA:(Intercept) -0.8575882 0.2828539 -1.4119819 -0.3031945
## EpsilonB:(Intercept) -0.9902603 0.2352578 -1.4513656 -0.5291551
## EpsilonAB:(Intercept) -1.6901694 0.2241470 -2.1294976 -1.2508412
## EpsilonBA:(Intercept) -1.7890748 0.1976036 -2.1763778 -1.4017718
## pA:(Intercept) -0.6128103 0.1397898 -0.8867984 -0.3388222
## pB:(Intercept) -0.0974345 0.1330206 -0.3581549 0.1632859
## rA:(Intercept) 0.0768033 0.0689417 -0.0583223 0.2119290
## rBA:(Intercept) 1.0038163 0.0899648 0.8274854 1.1801472
## rBa:(Intercept) 0.4330344 0.0967085 0.2434858 0.6225830
##
##
## Real Parameter PsiA
##
## 1
## 0.431062
##
##
## Real Parameter PsiBA
##
## 1
## 0.8037477
##
##
## Real Parameter PsiBa
##
## 1
## 0.703715
##
##
## Real Parameter GammaA
##
## 1 2 3 4 5 6 7
## 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328
## 8 9 10 11 12
## 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328
##
##
## Real Parameter GammaB
##
## 1 2 3 4 5 6 7
## 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639
## 8 9 10 11 12
## 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639
##
##
## Real Parameter GammaAB
##
## 1 2 3 4 5 6 7
## 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168
## 8 9 10 11 12
## 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168
##
##
## Real Parameter GammaBA
##
## 1 2 3 4 5 6 7
## 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843
## 8 9 10 11 12
## 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843
##
##
## Real Parameter EpsilonA
##
## 1 2 3 4 5 6 7
## 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435
## 8 9 10 11 12
## 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435
##
##
## Real Parameter EpsilonB
##
## 1 2 3 4 5 6 7
## 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607
## 8 9 10 11 12
## 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607
##
##
## Real Parameter EpsilonAB
##
## 1 2 3 4 5 6 7
## 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536
## 8 9 10 11 12
## 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536
##
##
## Real Parameter EpsilonBA
##
## 1 2 3 4 5 6 7
## 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862
## 8 9 10 11 12
## 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862
##
##
## Real Parameter pA
## Session:1
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:2
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:3
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:4
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:5
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:6
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:7
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:8
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:9
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:10
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:11
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:12
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:13
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
##
## Real Parameter pB
## Session:1
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:2
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:3
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:4
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:5
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:6
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:7
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:8
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:9
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:10
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:11
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:12
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:13
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
##
## Real Parameter rA
## Session:1
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:2
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:3
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:4
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:5
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:6
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:7
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:8
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:9
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:10
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:11
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:12
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:13
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
##
## Real Parameter rBA
## Session:1
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:2
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:3
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:4
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:5
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:6
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:7
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:8
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:9
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:10
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:11
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:12
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:13
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
##
## Real Parameter rBa
## Session:1
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:2
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:3
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:4
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:5
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:6
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:7
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:8
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:9
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:10
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:11
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:12
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:13
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
##
## ***** Starting ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~SHARE 2
## $PsiA
## $PsiA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $PsiBA
## $PsiBA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $PsiBa
## $PsiBa$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $GammaA
## $GammaA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $GammaB
## $GammaB$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $GammaAB
## $GammaAB$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $GammaBA
## $GammaBA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $EpsilonA
## $EpsilonA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $EpsilonB
## $EpsilonB$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $EpsilonAB
## $EpsilonAB$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $EpsilonBA
## $EpsilonBA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $pA
## $pA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $pB
## $pB$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $rA
## $rA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
##
## $rBA
## $rBA$formula
## ~1
## <environment: 0x0000000016a88ae8>
##
## $rBA$share
## [1] TRUE
##
##
##
## Output summary for RD2SpGEConOcc model
## Name : PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa()
##
## Npar : 15
## -2lnL: 6637.245
## AICc : 6667.736
##
## Beta
## estimate se lcl ucl
## PsiA:(Intercept) -0.2413836 0.3582240 -0.9435026 0.4607354
## PsiBA:(Intercept) 1.3642135 0.7589657 -0.1233593 2.8517863
## PsiBa:(Intercept) 0.9791328 0.8449989 -0.6770651 2.6353307
## GammaA:(Intercept) -2.5195647 0.3366744 -3.1794466 -1.8596828
## GammaB:(Intercept) -1.9257742 0.2458492 -2.4076387 -1.4439098
## GammaAB:(Intercept) -0.2343149 0.2125706 -0.6509533 0.1823234
## GammaBA:(Intercept) 0.0327240 0.2381876 -0.4341237 0.4995717
## EpsilonA:(Intercept) -0.8393697 0.2834529 -1.3949374 -0.2838020
## EpsilonB:(Intercept) -0.9693613 0.2444412 -1.4484661 -0.4902565
## EpsilonAB:(Intercept) -1.7287536 0.2254027 -2.1705428 -1.2869644
## EpsilonBA:(Intercept) -1.8240463 0.2009807 -2.2179685 -1.4301241
## pA:(Intercept) -0.6292622 0.1460524 -0.9155250 -0.3429994
## pB:(Intercept) -0.2504336 0.1560546 -0.5563007 0.0554334
## rA:(Intercept) 0.0522657 0.0715791 -0.0880294 0.1925607
## rBA:(Intercept) 0.7551312 0.0672419 0.6233370 0.8869254
##
##
## Real Parameter PsiA
##
## 1
## 0.4399454
##
##
## Real Parameter PsiBA
##
## 1
## 0.7964436
##
##
## Real Parameter PsiBa
##
## 1
## 0.7269361
##
##
## Real Parameter GammaA
##
## 1 2 3 4 5 6 7 8
## 0.074498 0.074498 0.074498 0.074498 0.074498 0.074498 0.074498 0.074498
## 9 10 11 12
## 0.074498 0.074498 0.074498 0.074498
##
##
## Real Parameter GammaB
##
## 1 2 3 4 5 6 7 8
## 0.127219 0.127219 0.127219 0.127219 0.127219 0.127219 0.127219 0.127219
## 9 10 11 12
## 0.127219 0.127219 0.127219 0.127219
##
##
## Real Parameter GammaAB
##
## 1 2 3 4 5 6 7
## 0.4416878 0.4416878 0.4416878 0.4416878 0.4416878 0.4416878 0.4416878
## 8 9 10 11 12
## 0.4416878 0.4416878 0.4416878 0.4416878 0.4416878
##
##
## Real Parameter GammaBA
##
## 1 2 3 4 5 6 7
## 0.5081803 0.5081803 0.5081803 0.5081803 0.5081803 0.5081803 0.5081803
## 8 9 10 11 12
## 0.5081803 0.5081803 0.5081803 0.5081803 0.5081803
##
##
## Real Parameter EpsilonA
##
## 1 2 3 4 5 6 7
## 0.3016676 0.3016676 0.3016676 0.3016676 0.3016676 0.3016676 0.3016676
## 8 9 10 11 12
## 0.3016676 0.3016676 0.3016676 0.3016676 0.3016676
##
##
## Real Parameter EpsilonB
##
## 1 2 3 4 5 6 7
## 0.2750078 0.2750078 0.2750078 0.2750078 0.2750078 0.2750078 0.2750078
## 8 9 10 11 12
## 0.2750078 0.2750078 0.2750078 0.2750078 0.2750078
##
##
## Real Parameter EpsilonAB
##
## 1 2 3 4 5 6 7
## 0.1507471 0.1507471 0.1507471 0.1507471 0.1507471 0.1507471 0.1507471
## 8 9 10 11 12
## 0.1507471 0.1507471 0.1507471 0.1507471 0.1507471
##
##
## Real Parameter EpsilonBA
##
## 1 2 3 4 5 6 7
## 0.1389491 0.1389491 0.1389491 0.1389491 0.1389491 0.1389491 0.1389491
## 8 9 10 11 12
## 0.1389491 0.1389491 0.1389491 0.1389491 0.1389491
##
##
## Real Parameter pA
## Session:1
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:2
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:3
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:4
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:5
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:6
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:7
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:8
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:9
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:10
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:11
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:12
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
## Session:13
## 1 2 3 4
## 0.3476778 0.3476778 0.3476778 0.3476778
##
##
## Real Parameter pB
## Session:1
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:2
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:3
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:4
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:5
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:6
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:7
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:8
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:9
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:10
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:11
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:12
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
## Session:13
## 1 2 3 4
## 0.4377168 0.4377168 0.4377168 0.4377168
##
##
## Real Parameter rA
## Session:1
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:2
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:3
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:4
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:5
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:6
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:7
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:8
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:9
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:10
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:11
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:12
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
## Session:13
## 1 2 3 4
## 0.5130634 0.5130634 0.5130634 0.5130634
##
##
## Real Parameter rBA
## Session:1
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:2
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:3
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:4
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:5
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:6
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:7
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:8
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:9
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:10
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:11
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:12
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:13
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
##
## Real Parameter rBa
## Session:1
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:2
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:3
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:4
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:5
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:6
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:7
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:8
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:9
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:10
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:11
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:12
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
## Session:13
## 1 2 3 4
## 0.6802957 0.6802957 0.6802957 0.6802957
##
##
## ***** Starting ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~1 ~1 ~1 ~1 ~1 3
## $PsiA
## $PsiA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $PsiBA
## $PsiBA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $PsiBa
## $PsiBa$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $GammaA
## $GammaA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $GammaB
## $GammaB$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $GammaAB
## $GammaAB$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $GammaBA
## $GammaBA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $EpsilonA
## $EpsilonA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $EpsilonB
## $EpsilonB$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $EpsilonAB
## $EpsilonAB$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $EpsilonBA
## $EpsilonBA$formula
## ~UR
## <environment: 0x0000000015e60198>
##
##
## $pA
## $pA$formula
## ~1
## <environment: 0x0000000015e60198>
##
##
## $pB
## $pB$formula
## ~1
## <environment: 0x0000000015e60198>
##
##
## $rA
## $rA$formula
## ~1
## <environment: 0x0000000015e60198>
##
##
## $rBA
## $rBA$formula
## ~1
## <environment: 0x0000000015e60198>
##
##
## $rBa
## $rBa$formula
## ~1
## <environment: 0x0000000015e60198>
##
## Note: only 25 parameters counted of 27 specified parameters
## AICc and parameter count have been adjusted upward
##
## Output summary for RD2SpGEConOcc model
## Name : PsiA(~UR)PsiBA(~UR)PsiBa(~UR)GammaA(~UR)GammaB(~UR)GammaAB(~UR)GammaBA(~UR)EpsilonA(~UR)EpsilonB(~UR)EpsilonAB(~UR)EpsilonBA(~UR)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
##
## Npar : 27 (unadjusted=25)
## -2lnL: 6484.373
## AICc : 6539.936 (unadjusted=6535.7143)
##
## Beta
## estimate se lcl ucl
## PsiA:(Intercept) -0.3445186 0.4598134 -1.2457528 0.5567157
## PsiA:UR -0.2667567 0.3348651 -0.9230924 0.3895790
## PsiBA:(Intercept) 1358.2519000 0.0000000 1358.2519000 1358.2519000
## PsiBA:UR 665.5573600 0.0000000 665.5573600 665.5573600
## PsiBa:(Intercept) 0.5897863 0.9707296 -1.3128437 2.4924163
## PsiBa:UR -0.6560109 0.9736699 -2.5644039 1.2523821
## GammaA:(Intercept) -2.2199711 0.5973420 -3.3907615 -1.0491806
## GammaA:UR -0.1912351 0.4302766 -1.0345772 0.6521069
## GammaB:(Intercept) -0.7967189 0.2724072 -1.3306370 -0.2628008
## GammaB:UR -0.9685590 0.2203834 -1.4005104 -0.5366076
## GammaAB:(Intercept) -0.3795700 0.2298771 -0.8301292 0.0709892
## GammaAB:UR -0.4493928 0.1691883 -0.7810019 -0.1177837
## GammaBA:(Intercept) 0.0811231 0.2603525 -0.4291678 0.5914140
## GammaBA:UR -0.4801710 0.1735767 -0.8203813 -0.1399606
## EpsilonA:(Intercept) -0.9904814 0.2916044 -1.5620261 -0.4189367
## EpsilonA:UR 0.1216601 0.2047868 -0.2797220 0.5230422
## EpsilonB:(Intercept) -0.9104339 0.2467862 -1.3941349 -0.4267329
## EpsilonB:UR 0.5258715 0.2038224 0.1263796 0.9253633
## EpsilonAB:(Intercept) -1.4716332 0.2671709 -1.9952881 -0.9479783
## EpsilonAB:UR 0.1361006 0.1874972 -0.2313939 0.5035952
## EpsilonBA:(Intercept) -1.2783009 0.2168517 -1.7033302 -0.8532716
## EpsilonBA:UR 0.5914401 0.2437107 0.1137672 1.0691131
## pA:(Intercept) -0.5998248 0.1404384 -0.8750841 -0.3245655
## pB:(Intercept) 0.0061548 0.1188228 -0.2267379 0.2390475
## rA:(Intercept) 0.1047668 0.0664144 -0.0254056 0.2349391
## rBA:(Intercept) 0.9971517 0.0899064 0.8209352 1.1733682
## rBa:(Intercept) 0.4035861 0.0951321 0.2171271 0.5900451
##
##
## Real Parameter PsiA
##
## 1
## 0.4147123
##
##
## Real Parameter PsiBA
##
## 1
## 1
##
##
## Real Parameter PsiBa
##
## 1
## 0.6433161
##
##
## Real Parameter GammaA
##
## 1 2 3 4 5 6 7
## 0.0979714 0.0979714 0.0979714 0.0979714 0.0979714 0.0979714 0.0979714
## 8 9 10 11 12
## 0.0979714 0.0979714 0.0979714 0.0979714 0.0979714
##
##
## Real Parameter GammaB
##
## 1 2 3 4 5 6 7
## 0.3107278 0.3107278 0.3107278 0.3107278 0.3107278 0.3107278 0.3107278
## 8 9 10 11 12
## 0.3107278 0.3107278 0.3107278 0.3107278 0.3107278
##
##
## Real Parameter GammaAB
##
## 1 2 3 4 5 6 7
## 0.4062306 0.4062306 0.4062306 0.4062306 0.4062306 0.4062306 0.4062306
## 8 9 10 11 12
## 0.4062306 0.4062306 0.4062306 0.4062306 0.4062306
##
##
## Real Parameter GammaBA
##
## 1 2 3 4 5 6 7
## 0.5202697 0.5202697 0.5202697 0.5202697 0.5202697 0.5202697 0.5202697
## 8 9 10 11 12
## 0.5202697 0.5202697 0.5202697 0.5202697 0.5202697
##
##
## Real Parameter EpsilonA
##
## 1 2 3 4 5 6 7 8
## 0.270817 0.270817 0.270817 0.270817 0.270817 0.270817 0.270817 0.270817
## 9 10 11 12
## 0.270817 0.270817 0.270817 0.270817
##
##
## Real Parameter EpsilonB
##
## 1 2 3 4 5 6 7
## 0.2869111 0.2869111 0.2869111 0.2869111 0.2869111 0.2869111 0.2869111
## 8 9 10 11 12
## 0.2869111 0.2869111 0.2869111 0.2869111 0.2869111
##
##
## Real Parameter EpsilonAB
##
## 1 2 3 4 5 6 7
## 0.1866945 0.1866945 0.1866945 0.1866945 0.1866945 0.1866945 0.1866945
## 8 9 10 11 12
## 0.1866945 0.1866945 0.1866945 0.1866945 0.1866945
##
##
## Real Parameter EpsilonBA
##
## 1 2 3 4 5 6 7
## 0.2178396 0.2178396 0.2178396 0.2178396 0.2178396 0.2178396 0.2178396
## 8 9 10 11 12
## 0.2178396 0.2178396 0.2178396 0.2178396 0.2178396
##
##
## Real Parameter pA
## Session:1
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:2
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:3
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:4
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:5
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:6
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:7
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:8
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:9
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:10
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:11
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:12
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
## Session:13
## 1 2 3 4
## 0.3543838 0.3543838 0.3543838 0.3543838
##
##
## Real Parameter pB
## Session:1
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:2
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:3
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:4
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:5
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:6
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:7
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:8
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:9
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:10
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:11
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:12
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
## Session:13
## 1 2 3 4
## 0.5015387 0.5015387 0.5015387 0.5015387
##
##
## Real Parameter rA
## Session:1
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:2
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:3
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:4
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:5
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:6
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:7
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:8
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:9
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:10
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:11
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:12
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
## Session:13
## 1 2 3 4
## 0.5261678 0.5261678 0.5261678 0.5261678
##
##
## Real Parameter rBA
## Session:1
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:2
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:3
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:4
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:5
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:6
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:7
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:8
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:9
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:10
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:11
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:12
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
## Session:13
## 1 2 3 4
## 0.7304982 0.7304982 0.7304982 0.7304982
##
##
## Real Parameter rBa
## Session:1
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:2
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:3
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:4
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:5
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:6
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:7
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:8
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:9
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:10
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:11
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:12
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
##
## Session:13
## 1 2 3 4
## 0.5995489 0.5995489 0.5995489 0.5995489
# examine individual model results
model.number <-1
summary(model.fits[[model.number]])
## Output summary for RD2SpGEConOcc model
## Name : PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
##
## Npar : 16
## -2lnL: 6616.949
## AICc : 6649.505
##
## Beta
## estimate se lcl ucl
## PsiA:(Intercept) -0.2775196 0.3545191 -0.9723771 0.4173378
## PsiBA:(Intercept) 1.4098845 0.7876602 -0.1339295 2.9536985
## PsiBa:(Intercept) 0.8650515 0.7709971 -0.6461028 2.3762058
## GammaA:(Intercept) -2.4932497 0.3239786 -3.1282479 -1.8582516
## GammaB:(Intercept) -1.9092607 0.2376844 -2.3751221 -1.4433993
## GammaAB:(Intercept) -0.2463717 0.2075687 -0.6532063 0.1604630
## GammaBA:(Intercept) 0.0203379 0.2326607 -0.4356770 0.4763529
## EpsilonA:(Intercept) -0.8575882 0.2828539 -1.4119819 -0.3031945
## EpsilonB:(Intercept) -0.9902603 0.2352578 -1.4513656 -0.5291551
## EpsilonAB:(Intercept) -1.6901694 0.2241470 -2.1294976 -1.2508412
## EpsilonBA:(Intercept) -1.7890748 0.1976036 -2.1763778 -1.4017718
## pA:(Intercept) -0.6128103 0.1397898 -0.8867984 -0.3388222
## pB:(Intercept) -0.0974345 0.1330206 -0.3581549 0.1632859
## rA:(Intercept) 0.0768033 0.0689417 -0.0583223 0.2119290
## rBA:(Intercept) 1.0038163 0.0899648 0.8274854 1.1801472
## rBa:(Intercept) 0.4330344 0.0967085 0.2434858 0.6225830
##
##
## Real Parameter PsiA
##
## 1
## 0.431062
##
##
## Real Parameter PsiBA
##
## 1
## 0.8037477
##
##
## Real Parameter PsiBa
##
## 1
## 0.703715
##
##
## Real Parameter GammaA
##
## 1 2 3 4 5 6 7
## 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328
## 8 9 10 11 12
## 0.0763328 0.0763328 0.0763328 0.0763328 0.0763328
##
##
## Real Parameter GammaB
##
## 1 2 3 4 5 6 7
## 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639
## 8 9 10 11 12
## 0.1290639 0.1290639 0.1290639 0.1290639 0.1290639
##
##
## Real Parameter GammaAB
##
## 1 2 3 4 5 6 7
## 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168
## 8 9 10 11 12
## 0.4387168 0.4387168 0.4387168 0.4387168 0.4387168
##
##
## Real Parameter GammaBA
##
## 1 2 3 4 5 6 7
## 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843
## 8 9 10 11 12
## 0.5050843 0.5050843 0.5050843 0.5050843 0.5050843
##
##
## Real Parameter EpsilonA
##
## 1 2 3 4 5 6 7
## 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435
## 8 9 10 11 12
## 0.2978435 0.2978435 0.2978435 0.2978435 0.2978435
##
##
## Real Parameter EpsilonB
##
## 1 2 3 4 5 6 7
## 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607
## 8 9 10 11 12
## 0.2708607 0.2708607 0.2708607 0.2708607 0.2708607
##
##
## Real Parameter EpsilonAB
##
## 1 2 3 4 5 6 7
## 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536
## 8 9 10 11 12
## 0.1557536 0.1557536 0.1557536 0.1557536 0.1557536
##
##
## Real Parameter EpsilonBA
##
## 1 2 3 4 5 6 7
## 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862
## 8 9 10 11 12
## 0.1431862 0.1431862 0.1431862 0.1431862 0.1431862
##
##
## Real Parameter pA
## Session:1
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:2
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:3
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:4
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:5
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:6
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:7
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:8
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:9
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:10
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:11
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:12
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
## Session:13
## 1 2 3 4
## 0.3514184 0.3514184 0.3514184 0.3514184
##
##
## Real Parameter pB
## Session:1
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:2
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:3
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:4
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:5
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:6
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:7
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:8
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:9
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:10
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:11
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:12
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
## Session:13
## 1 2 3 4
## 0.4756606 0.4756606 0.4756606 0.4756606
##
##
## Real Parameter rA
## Session:1
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:2
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:3
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:4
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:5
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:6
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:7
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:8
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:9
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:10
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:11
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:12
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
## Session:13
## 1 2 3 4
## 0.5191914 0.5191914 0.5191914 0.5191914
##
##
## Real Parameter rBA
## Session:1
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:2
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:3
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:4
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:5
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:6
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:7
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:8
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:9
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:10
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:11
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:12
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
## Session:13
## 1 2 3 4
## 0.7318082 0.7318082 0.7318082 0.7318082
##
##
## Real Parameter rBa
## Session:1
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:2
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:3
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:4
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:5
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:6
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:7
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:8
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:9
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:10
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:11
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:12
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
##
## Session:13
## 1 2 3 4
## 0.606598 0.606598 0.606598 0.606598
model.fits[[model.number]]$results$real
## estimate se lcl ucl fixed note
## PsiA g1 a0 t1 0.4310620 0.0869449 0.2744070 0.6028460
## PsiBA g1 a0 t1 0.8037477 0.1242434 0.4665676 0.9504380
## PsiBa g1 a0 t1 0.7037150 0.1607531 0.3438683 0.9149948
## GammaA g1 a0 t1 0.0763328 0.0228425 0.0419570 0.1349070
## GammaB g1 a0 t1 0.1290639 0.0267173 0.0850895 0.1910195
## GammaAB g1 a0 t1 0.4387168 0.0511126 0.3422674 0.5400299
## GammaBA g1 a0 t1 0.5050843 0.0581592 0.3927715 0.6168863
## EpsilonA g1 a0 t1 0.2978435 0.0591540 0.1959217 0.4247768
## EpsilonB g1 a0 t1 0.2708607 0.0464623 0.1897915 0.3707140
## EpsilonAB g1 a0 t1 0.1557536 0.0294741 0.1062627 0.2225546
## EpsilonBA g1 a0 t1 0.1431862 0.0242428 0.1018919 0.1975351
## pA g1 a0 s1 t1 0.3514184 0.0318614 0.2917710 0.4160956
## pB g1 a0 s1 t1 0.4756606 0.0331764 0.4114063 0.5407310
## rA g1 a0 s1 t1 0.5191914 0.0172100 0.4854235 0.5527848
## rBA g1 a0 s1 t1 0.7318082 0.0176569 0.6958230 0.7649743
## rBa g1 a0 s1 t1 0.6065980 0.0230782 0.5605725 0.6508058
model.fits[[model.number]]$results$beta
## estimate se lcl ucl
## PsiA:(Intercept) -0.2775196 0.3545191 -0.9723771 0.4173378
## PsiBA:(Intercept) 1.4098845 0.7876602 -0.1339295 2.9536985
## PsiBa:(Intercept) 0.8650515 0.7709971 -0.6461028 2.3762058
## GammaA:(Intercept) -2.4932497 0.3239786 -3.1282479 -1.8582516
## GammaB:(Intercept) -1.9092607 0.2376844 -2.3751221 -1.4433993
## GammaAB:(Intercept) -0.2463717 0.2075687 -0.6532063 0.1604630
## GammaBA:(Intercept) 0.0203379 0.2326607 -0.4356770 0.4763529
## EpsilonA:(Intercept) -0.8575882 0.2828539 -1.4119819 -0.3031945
## EpsilonB:(Intercept) -0.9902603 0.2352578 -1.4513656 -0.5291551
## EpsilonAB:(Intercept) -1.6901694 0.2241470 -2.1294976 -1.2508412
## EpsilonBA:(Intercept) -1.7890748 0.1976036 -2.1763778 -1.4017718
## pA:(Intercept) -0.6128103 0.1397898 -0.8867984 -0.3388222
## pB:(Intercept) -0.0974345 0.1330206 -0.3581549 0.1632859
## rA:(Intercept) 0.0768033 0.0689417 -0.0583223 0.2119290
## rBA:(Intercept) 1.0038163 0.0899648 0.8274854 1.1801472
## rBa:(Intercept) 0.4330344 0.0967085 0.2434858 0.6225830
model.fits[[model.number]]$results$derived
## $`Species A Occupancy`
## estimate se lcl ucl
## 1 0.4310620 0.08694494 0.2744070 0.6028460
## 2 0.5404185 0.05206588 0.4381056 0.6394342
## 3 0.5608740 0.04212018 0.4773952 0.6410445
## 4 0.5597380 0.03603533 0.4883747 0.6287147
## 5 0.5543715 0.03281135 0.4895091 0.6174334
## 6 0.5490502 0.03175723 0.4863629 0.6102183
## 7 0.5446476 0.03197662 0.4815972 0.6062984
## 8 0.5411877 0.03277211 0.4766261 0.6043955
## 9 0.5385150 0.03373677 0.4721017 0.6035887
## 10 0.5364626 0.03467274 0.4682483 0.6033391
## 11 0.5348900 0.03549962 0.4650840 0.6033555
## 12 0.5336860 0.03619540 0.4625409 0.6034866
## 13 0.5327643 0.03676453 0.4605244 0.6036561
##
## $`Species B given A Occupancy`
## estimate se lcl ucl
## 1 0.8037477 0.12424341 0.4665676 0.9504380
## 2 0.7593285 0.03067857 0.6942301 0.8142752
## 3 0.7538244 0.02323247 0.7055225 0.7964889
## 4 0.7521470 0.02406530 0.7020499 0.7962652
## 5 0.7507363 0.02469961 0.6992736 0.7959620
## 6 0.7494148 0.02507670 0.6971507 0.7953076
## 7 0.7482773 0.02536183 0.6954106 0.7946772
## 8 0.7473526 0.02560379 0.6939738 0.7941820
## 9 0.7466224 0.02581059 0.6928047 0.7938177
## 10 0.7460541 0.02598317 0.6918691 0.7935538
## 11 0.7456147 0.02612351 0.6911306 0.7933614
## 12 0.7452762 0.02623525 0.6905537 0.7932193
## 13 0.7450160 0.02632277 0.6901066 0.7931128
##
## $`Species B given not A Occupancy`
## estimate se lcl ucl
## 1 0.7037150 0.16075305 0.3438683 0.9149948
## 2 0.5285486 0.09430197 0.3480942 0.7018377
## 3 0.4544729 0.05825200 0.3445398 0.5690312
## 4 0.4257186 0.04417478 0.3422040 0.5136980
## 5 0.4126772 0.03875307 0.3393277 0.4901197
## 6 0.4053490 0.03688934 0.3355501 0.4791958
## 7 0.4005347 0.03661255 0.3313452 0.4739317
## 8 0.3971022 0.03701266 0.3272683 0.4713959
## 9 0.3945631 0.03765113 0.3236401 0.4702229
## 10 0.3926546 0.03832461 0.3205706 0.4697410
## 11 0.3912096 0.03894642 0.3180508 0.4696082
## 12 0.3901115 0.03948592 0.3160196 0.4696468
## 13 0.3892752 0.03993840 0.3144010 0.4697631
##
## $`Species B Occupancy`
## estimate se lcl ucl
## 1 0.7468353 0.09782812 0.5169132 0.8905070
## 2 0.6532663 0.05545751 0.5383124 0.7527448
## 3 0.6223713 0.04100800 0.5393281 0.6988048
## 4 0.6084329 0.03378834 0.5405994 0.6723215
## 5 0.6000875 0.03047368 0.5391555 0.6580725
## 6 0.5942584 0.02955756 0.5352732 0.6506432
## 7 0.5899319 0.02991407 0.5302920 0.6470394
## 8 0.5866534 0.03080367 0.5252706 0.6454565
## 9 0.5841523 0.03182655 0.5207502 0.6448865
## 10 0.5822402 0.03279804 0.5169160 0.6448009
## 11 0.5807773 0.03364733 0.5137717 0.6449307
## 12 0.5796579 0.03435816 0.5112446 0.6451419
## 13 0.5788012 0.03493818 0.5092394 0.6453695
##
## $`Occupancy of Both Species`
## estimate se lcl ucl
## 1 0.3464651 0.08049639 0.2089266 0.5155399
## 2 0.4103552 0.04445080 0.3268282 0.4993929
## 3 0.4228005 0.03652923 0.3532758 0.4955240
## 4 0.4210052 0.03221558 0.3594657 0.4851013
## 5 0.4161868 0.02998978 0.3588488 0.4758864
## 6 0.4114664 0.02940050 0.3552897 0.4700494
## 7 0.4075474 0.02976734 0.3507484 0.4669293
## 8 0.4044580 0.03054707 0.3462670 0.4654653
## 9 0.4020674 0.03142527 0.3423000 0.4648940
## 10 0.4002301 0.03225248 0.3389782 0.4647681
## 11 0.3988218 0.03297115 0.3362820 0.4648466
## 12 0.3977434 0.03356891 0.3341343 0.4650053
## 13 0.3969179 0.03405340 0.3324436 0.4651830
##
## $`Species Interaction Factor`
## estimate se lcl ucl
## 1 1.076205 0.17200276 0.7390794 1.413330
## 2 1.162357 0.09070189 0.9845810 1.340132
## 3 1.211213 0.06473051 1.0843414 1.338085
## 4 1.236204 0.05192641 1.1344278 1.337979
## 5 1.251045 0.04592113 1.1610393 1.341050
## 6 1.261093 0.04424511 1.1743721 1.347813
## 7 1.268413 0.04500547 1.1802023 1.356624
## 8 1.273925 0.04683956 1.1821197 1.365731
## 9 1.278130 0.04896166 1.1821649 1.374095
## 10 1.281351 0.05099346 1.1814038 1.381298
## 11 1.283822 0.05278388 1.1803655 1.387278
## 12 1.285717 0.05429407 1.1793009 1.392134
## 13 1.287171 0.05553579 1.1783206 1.396021
get.real(model.fits[[model.number]], "PsiA", se=TRUE)
## all.diff.index par.index estimate se lcl
## PsiA g1 a0 t1 1 1 0.431062 0.0869449 0.274407
## ucl fixed note group age time Age Time
## PsiA g1 a0 t1 0.602846 1 0 1 0 0
get.real(model.fits[[model.number]], "PsiBA", se=TRUE)
## all.diff.index par.index estimate se lcl
## PsiBA g1 a0 t1 2 2 0.8037477 0.1242434 0.4665676
## ucl fixed note group age time Age Time
## PsiBA g1 a0 t1 0.950438 1 0 1 0 0
get.real(model.fits[[model.number]], "PsiBa", se=TRUE)
## all.diff.index par.index estimate se lcl
## PsiBa g1 a0 t1 3 3 0.703715 0.1607531 0.3438683
## ucl fixed note group age time Age Time
## PsiBa g1 a0 t1 0.9149948 1 0 1 0 0
get.real(model.fits[[model.number]], "pA", se=TRUE)
## all.diff.index par.index estimate se lcl
## pA g1 a0 s1 t1 100 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s1 t2 101 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s1 t3 102 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s1 t4 103 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s2 t1 104 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s2 t2 105 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s2 t3 106 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s2 t4 107 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s3 t1 108 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s3 t2 109 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s3 t3 110 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s3 t4 111 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s4 t1 112 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s4 t2 113 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s4 t3 114 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s4 t4 115 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s5 t1 116 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s5 t2 117 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s5 t3 118 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s5 t4 119 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s6 t1 120 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s6 t2 121 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s6 t3 122 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s6 t4 123 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s7 t1 124 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s7 t2 125 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s7 t3 126 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s7 t4 127 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s8 t1 128 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s8 t2 129 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s8 t3 130 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s8 t4 131 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s9 t1 132 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s9 t2 133 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s9 t3 134 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s9 t4 135 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s10 t1 136 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s10 t2 137 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s10 t3 138 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s10 t4 139 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s11 t1 140 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s11 t2 141 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s11 t3 142 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s11 t4 143 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s12 t1 144 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s12 t2 145 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s12 t3 146 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s12 t4 147 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s13 t1 148 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s13 t2 149 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s13 t3 150 12 0.3514184 0.0318614 0.291771
## pA g1 a0 s13 t4 151 12 0.3514184 0.0318614 0.291771
## ucl fixed note group age time session Age Time
## pA g1 a0 s1 t1 0.4160956 1 0 1 1 0 0
## pA g1 a0 s1 t2 0.4160956 1 0 2 1 0 1
## pA g1 a0 s1 t3 0.4160956 1 0 3 1 0 2
## pA g1 a0 s1 t4 0.4160956 1 0 4 1 0 3
## pA g1 a0 s2 t1 0.4160956 1 0 1 2 0 0
## pA g1 a0 s2 t2 0.4160956 1 0 2 2 0 1
## pA g1 a0 s2 t3 0.4160956 1 0 3 2 0 2
## pA g1 a0 s2 t4 0.4160956 1 0 4 2 0 3
## pA g1 a0 s3 t1 0.4160956 1 0 1 3 0 0
## pA g1 a0 s3 t2 0.4160956 1 0 2 3 0 1
## pA g1 a0 s3 t3 0.4160956 1 0 3 3 0 2
## pA g1 a0 s3 t4 0.4160956 1 0 4 3 0 3
## pA g1 a0 s4 t1 0.4160956 1 0 1 4 0 0
## pA g1 a0 s4 t2 0.4160956 1 0 2 4 0 1
## pA g1 a0 s4 t3 0.4160956 1 0 3 4 0 2
## pA g1 a0 s4 t4 0.4160956 1 0 4 4 0 3
## pA g1 a0 s5 t1 0.4160956 1 0 1 5 0 0
## pA g1 a0 s5 t2 0.4160956 1 0 2 5 0 1
## pA g1 a0 s5 t3 0.4160956 1 0 3 5 0 2
## pA g1 a0 s5 t4 0.4160956 1 0 4 5 0 3
## pA g1 a0 s6 t1 0.4160956 1 0 1 6 0 0
## pA g1 a0 s6 t2 0.4160956 1 0 2 6 0 1
## pA g1 a0 s6 t3 0.4160956 1 0 3 6 0 2
## pA g1 a0 s6 t4 0.4160956 1 0 4 6 0 3
## pA g1 a0 s7 t1 0.4160956 1 0 1 7 0 0
## pA g1 a0 s7 t2 0.4160956 1 0 2 7 0 1
## pA g1 a0 s7 t3 0.4160956 1 0 3 7 0 2
## pA g1 a0 s7 t4 0.4160956 1 0 4 7 0 3
## pA g1 a0 s8 t1 0.4160956 1 0 1 8 0 0
## pA g1 a0 s8 t2 0.4160956 1 0 2 8 0 1
## pA g1 a0 s8 t3 0.4160956 1 0 3 8 0 2
## pA g1 a0 s8 t4 0.4160956 1 0 4 8 0 3
## pA g1 a0 s9 t1 0.4160956 1 0 1 9 0 0
## pA g1 a0 s9 t2 0.4160956 1 0 2 9 0 1
## pA g1 a0 s9 t3 0.4160956 1 0 3 9 0 2
## pA g1 a0 s9 t4 0.4160956 1 0 4 9 0 3
## pA g1 a0 s10 t1 0.4160956 1 0 1 10 0 0
## pA g1 a0 s10 t2 0.4160956 1 0 2 10 0 1
## pA g1 a0 s10 t3 0.4160956 1 0 3 10 0 2
## pA g1 a0 s10 t4 0.4160956 1 0 4 10 0 3
## pA g1 a0 s11 t1 0.4160956 1 0 1 11 0 0
## pA g1 a0 s11 t2 0.4160956 1 0 2 11 0 1
## pA g1 a0 s11 t3 0.4160956 1 0 3 11 0 2
## pA g1 a0 s11 t4 0.4160956 1 0 4 11 0 3
## pA g1 a0 s12 t1 0.4160956 1 0 1 12 0 0
## pA g1 a0 s12 t2 0.4160956 1 0 2 12 0 1
## pA g1 a0 s12 t3 0.4160956 1 0 3 12 0 2
## pA g1 a0 s12 t4 0.4160956 1 0 4 12 0 3
## pA g1 a0 s13 t1 0.4160956 1 0 1 13 0 0
## pA g1 a0 s13 t2 0.4160956 1 0 2 13 0 1
## pA g1 a0 s13 t3 0.4160956 1 0 3 13 0 2
## pA g1 a0 s13 t4 0.4160956 1 0 4 13 0 3
get.real(model.fits[[model.number]], "pB", se=TRUE)
## all.diff.index par.index estimate se lcl
## pB g1 a0 s1 t1 152 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s1 t2 153 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s1 t3 154 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s1 t4 155 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s2 t1 156 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s2 t2 157 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s2 t3 158 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s2 t4 159 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s3 t1 160 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s3 t2 161 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s3 t3 162 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s3 t4 163 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s4 t1 164 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s4 t2 165 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s4 t3 166 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s4 t4 167 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s5 t1 168 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s5 t2 169 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s5 t3 170 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s5 t4 171 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s6 t1 172 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s6 t2 173 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s6 t3 174 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s6 t4 175 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s7 t1 176 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s7 t2 177 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s7 t3 178 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s7 t4 179 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s8 t1 180 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s8 t2 181 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s8 t3 182 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s8 t4 183 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s9 t1 184 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s9 t2 185 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s9 t3 186 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s9 t4 187 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s10 t1 188 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s10 t2 189 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s10 t3 190 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s10 t4 191 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s11 t1 192 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s11 t2 193 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s11 t3 194 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s11 t4 195 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s12 t1 196 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s12 t2 197 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s12 t3 198 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s12 t4 199 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s13 t1 200 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s13 t2 201 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s13 t3 202 13 0.4756606 0.0331764 0.4114063
## pB g1 a0 s13 t4 203 13 0.4756606 0.0331764 0.4114063
## ucl fixed note group age time session Age Time
## pB g1 a0 s1 t1 0.540731 1 0 1 1 0 0
## pB g1 a0 s1 t2 0.540731 1 0 2 1 0 1
## pB g1 a0 s1 t3 0.540731 1 0 3 1 0 2
## pB g1 a0 s1 t4 0.540731 1 0 4 1 0 3
## pB g1 a0 s2 t1 0.540731 1 0 1 2 0 0
## pB g1 a0 s2 t2 0.540731 1 0 2 2 0 1
## pB g1 a0 s2 t3 0.540731 1 0 3 2 0 2
## pB g1 a0 s2 t4 0.540731 1 0 4 2 0 3
## pB g1 a0 s3 t1 0.540731 1 0 1 3 0 0
## pB g1 a0 s3 t2 0.540731 1 0 2 3 0 1
## pB g1 a0 s3 t3 0.540731 1 0 3 3 0 2
## pB g1 a0 s3 t4 0.540731 1 0 4 3 0 3
## pB g1 a0 s4 t1 0.540731 1 0 1 4 0 0
## pB g1 a0 s4 t2 0.540731 1 0 2 4 0 1
## pB g1 a0 s4 t3 0.540731 1 0 3 4 0 2
## pB g1 a0 s4 t4 0.540731 1 0 4 4 0 3
## pB g1 a0 s5 t1 0.540731 1 0 1 5 0 0
## pB g1 a0 s5 t2 0.540731 1 0 2 5 0 1
## pB g1 a0 s5 t3 0.540731 1 0 3 5 0 2
## pB g1 a0 s5 t4 0.540731 1 0 4 5 0 3
## pB g1 a0 s6 t1 0.540731 1 0 1 6 0 0
## pB g1 a0 s6 t2 0.540731 1 0 2 6 0 1
## pB g1 a0 s6 t3 0.540731 1 0 3 6 0 2
## pB g1 a0 s6 t4 0.540731 1 0 4 6 0 3
## pB g1 a0 s7 t1 0.540731 1 0 1 7 0 0
## pB g1 a0 s7 t2 0.540731 1 0 2 7 0 1
## pB g1 a0 s7 t3 0.540731 1 0 3 7 0 2
## pB g1 a0 s7 t4 0.540731 1 0 4 7 0 3
## pB g1 a0 s8 t1 0.540731 1 0 1 8 0 0
## pB g1 a0 s8 t2 0.540731 1 0 2 8 0 1
## pB g1 a0 s8 t3 0.540731 1 0 3 8 0 2
## pB g1 a0 s8 t4 0.540731 1 0 4 8 0 3
## pB g1 a0 s9 t1 0.540731 1 0 1 9 0 0
## pB g1 a0 s9 t2 0.540731 1 0 2 9 0 1
## pB g1 a0 s9 t3 0.540731 1 0 3 9 0 2
## pB g1 a0 s9 t4 0.540731 1 0 4 9 0 3
## pB g1 a0 s10 t1 0.540731 1 0 1 10 0 0
## pB g1 a0 s10 t2 0.540731 1 0 2 10 0 1
## pB g1 a0 s10 t3 0.540731 1 0 3 10 0 2
## pB g1 a0 s10 t4 0.540731 1 0 4 10 0 3
## pB g1 a0 s11 t1 0.540731 1 0 1 11 0 0
## pB g1 a0 s11 t2 0.540731 1 0 2 11 0 1
## pB g1 a0 s11 t3 0.540731 1 0 3 11 0 2
## pB g1 a0 s11 t4 0.540731 1 0 4 11 0 3
## pB g1 a0 s12 t1 0.540731 1 0 1 12 0 0
## pB g1 a0 s12 t2 0.540731 1 0 2 12 0 1
## pB g1 a0 s12 t3 0.540731 1 0 3 12 0 2
## pB g1 a0 s12 t4 0.540731 1 0 4 12 0 3
## pB g1 a0 s13 t1 0.540731 1 0 1 13 0 0
## pB g1 a0 s13 t2 0.540731 1 0 2 13 0 1
## pB g1 a0 s13 t3 0.540731 1 0 3 13 0 2
## pB g1 a0 s13 t4 0.540731 1 0 4 13 0 3
get.real(model.fits[[model.number]], "rA", se=TRUE)
## all.diff.index par.index estimate se lcl
## rA g1 a0 s1 t1 204 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s1 t2 205 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s1 t3 206 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s1 t4 207 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s2 t1 208 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s2 t2 209 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s2 t3 210 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s2 t4 211 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s3 t1 212 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s3 t2 213 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s3 t3 214 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s3 t4 215 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s4 t1 216 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s4 t2 217 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s4 t3 218 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s4 t4 219 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s5 t1 220 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s5 t2 221 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s5 t3 222 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s5 t4 223 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s6 t1 224 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s6 t2 225 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s6 t3 226 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s6 t4 227 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s7 t1 228 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s7 t2 229 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s7 t3 230 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s7 t4 231 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s8 t1 232 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s8 t2 233 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s8 t3 234 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s8 t4 235 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s9 t1 236 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s9 t2 237 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s9 t3 238 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s9 t4 239 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s10 t1 240 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s10 t2 241 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s10 t3 242 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s10 t4 243 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s11 t1 244 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s11 t2 245 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s11 t3 246 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s11 t4 247 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s12 t1 248 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s12 t2 249 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s12 t3 250 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s12 t4 251 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s13 t1 252 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s13 t2 253 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s13 t3 254 14 0.5191914 0.01721 0.4854235
## rA g1 a0 s13 t4 255 14 0.5191914 0.01721 0.4854235
## ucl fixed note group age time session Age Time
## rA g1 a0 s1 t1 0.5527848 1 0 1 1 0 0
## rA g1 a0 s1 t2 0.5527848 1 0 2 1 0 1
## rA g1 a0 s1 t3 0.5527848 1 0 3 1 0 2
## rA g1 a0 s1 t4 0.5527848 1 0 4 1 0 3
## rA g1 a0 s2 t1 0.5527848 1 0 1 2 0 0
## rA g1 a0 s2 t2 0.5527848 1 0 2 2 0 1
## rA g1 a0 s2 t3 0.5527848 1 0 3 2 0 2
## rA g1 a0 s2 t4 0.5527848 1 0 4 2 0 3
## rA g1 a0 s3 t1 0.5527848 1 0 1 3 0 0
## rA g1 a0 s3 t2 0.5527848 1 0 2 3 0 1
## rA g1 a0 s3 t3 0.5527848 1 0 3 3 0 2
## rA g1 a0 s3 t4 0.5527848 1 0 4 3 0 3
## rA g1 a0 s4 t1 0.5527848 1 0 1 4 0 0
## rA g1 a0 s4 t2 0.5527848 1 0 2 4 0 1
## rA g1 a0 s4 t3 0.5527848 1 0 3 4 0 2
## rA g1 a0 s4 t4 0.5527848 1 0 4 4 0 3
## rA g1 a0 s5 t1 0.5527848 1 0 1 5 0 0
## rA g1 a0 s5 t2 0.5527848 1 0 2 5 0 1
## rA g1 a0 s5 t3 0.5527848 1 0 3 5 0 2
## rA g1 a0 s5 t4 0.5527848 1 0 4 5 0 3
## rA g1 a0 s6 t1 0.5527848 1 0 1 6 0 0
## rA g1 a0 s6 t2 0.5527848 1 0 2 6 0 1
## rA g1 a0 s6 t3 0.5527848 1 0 3 6 0 2
## rA g1 a0 s6 t4 0.5527848 1 0 4 6 0 3
## rA g1 a0 s7 t1 0.5527848 1 0 1 7 0 0
## rA g1 a0 s7 t2 0.5527848 1 0 2 7 0 1
## rA g1 a0 s7 t3 0.5527848 1 0 3 7 0 2
## rA g1 a0 s7 t4 0.5527848 1 0 4 7 0 3
## rA g1 a0 s8 t1 0.5527848 1 0 1 8 0 0
## rA g1 a0 s8 t2 0.5527848 1 0 2 8 0 1
## rA g1 a0 s8 t3 0.5527848 1 0 3 8 0 2
## rA g1 a0 s8 t4 0.5527848 1 0 4 8 0 3
## rA g1 a0 s9 t1 0.5527848 1 0 1 9 0 0
## rA g1 a0 s9 t2 0.5527848 1 0 2 9 0 1
## rA g1 a0 s9 t3 0.5527848 1 0 3 9 0 2
## rA g1 a0 s9 t4 0.5527848 1 0 4 9 0 3
## rA g1 a0 s10 t1 0.5527848 1 0 1 10 0 0
## rA g1 a0 s10 t2 0.5527848 1 0 2 10 0 1
## rA g1 a0 s10 t3 0.5527848 1 0 3 10 0 2
## rA g1 a0 s10 t4 0.5527848 1 0 4 10 0 3
## rA g1 a0 s11 t1 0.5527848 1 0 1 11 0 0
## rA g1 a0 s11 t2 0.5527848 1 0 2 11 0 1
## rA g1 a0 s11 t3 0.5527848 1 0 3 11 0 2
## rA g1 a0 s11 t4 0.5527848 1 0 4 11 0 3
## rA g1 a0 s12 t1 0.5527848 1 0 1 12 0 0
## rA g1 a0 s12 t2 0.5527848 1 0 2 12 0 1
## rA g1 a0 s12 t3 0.5527848 1 0 3 12 0 2
## rA g1 a0 s12 t4 0.5527848 1 0 4 12 0 3
## rA g1 a0 s13 t1 0.5527848 1 0 1 13 0 0
## rA g1 a0 s13 t2 0.5527848 1 0 2 13 0 1
## rA g1 a0 s13 t3 0.5527848 1 0 3 13 0 2
## rA g1 a0 s13 t4 0.5527848 1 0 4 13 0 3
get.real(model.fits[[model.number]], "rBA", se=TRUE)
## all.diff.index par.index estimate se lcl
## rBA g1 a0 s1 t1 256 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s1 t2 257 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s1 t3 258 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s1 t4 259 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s2 t1 260 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s2 t2 261 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s2 t3 262 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s2 t4 263 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s3 t1 264 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s3 t2 265 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s3 t3 266 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s3 t4 267 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s4 t1 268 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s4 t2 269 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s4 t3 270 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s4 t4 271 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s5 t1 272 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s5 t2 273 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s5 t3 274 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s5 t4 275 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s6 t1 276 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s6 t2 277 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s6 t3 278 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s6 t4 279 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s7 t1 280 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s7 t2 281 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s7 t3 282 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s7 t4 283 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s8 t1 284 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s8 t2 285 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s8 t3 286 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s8 t4 287 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s9 t1 288 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s9 t2 289 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s9 t3 290 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s9 t4 291 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s10 t1 292 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s10 t2 293 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s10 t3 294 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s10 t4 295 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s11 t1 296 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s11 t2 297 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s11 t3 298 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s11 t4 299 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s12 t1 300 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s12 t2 301 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s12 t3 302 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s12 t4 303 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s13 t1 304 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s13 t2 305 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s13 t3 306 15 0.7318082 0.0176569 0.695823
## rBA g1 a0 s13 t4 307 15 0.7318082 0.0176569 0.695823
## ucl fixed note group age time session Age Time
## rBA g1 a0 s1 t1 0.7649743 1 0 1 1 0 0
## rBA g1 a0 s1 t2 0.7649743 1 0 2 1 0 1
## rBA g1 a0 s1 t3 0.7649743 1 0 3 1 0 2
## rBA g1 a0 s1 t4 0.7649743 1 0 4 1 0 3
## rBA g1 a0 s2 t1 0.7649743 1 0 1 2 0 0
## rBA g1 a0 s2 t2 0.7649743 1 0 2 2 0 1
## rBA g1 a0 s2 t3 0.7649743 1 0 3 2 0 2
## rBA g1 a0 s2 t4 0.7649743 1 0 4 2 0 3
## rBA g1 a0 s3 t1 0.7649743 1 0 1 3 0 0
## rBA g1 a0 s3 t2 0.7649743 1 0 2 3 0 1
## rBA g1 a0 s3 t3 0.7649743 1 0 3 3 0 2
## rBA g1 a0 s3 t4 0.7649743 1 0 4 3 0 3
## rBA g1 a0 s4 t1 0.7649743 1 0 1 4 0 0
## rBA g1 a0 s4 t2 0.7649743 1 0 2 4 0 1
## rBA g1 a0 s4 t3 0.7649743 1 0 3 4 0 2
## rBA g1 a0 s4 t4 0.7649743 1 0 4 4 0 3
## rBA g1 a0 s5 t1 0.7649743 1 0 1 5 0 0
## rBA g1 a0 s5 t2 0.7649743 1 0 2 5 0 1
## rBA g1 a0 s5 t3 0.7649743 1 0 3 5 0 2
## rBA g1 a0 s5 t4 0.7649743 1 0 4 5 0 3
## rBA g1 a0 s6 t1 0.7649743 1 0 1 6 0 0
## rBA g1 a0 s6 t2 0.7649743 1 0 2 6 0 1
## rBA g1 a0 s6 t3 0.7649743 1 0 3 6 0 2
## rBA g1 a0 s6 t4 0.7649743 1 0 4 6 0 3
## rBA g1 a0 s7 t1 0.7649743 1 0 1 7 0 0
## rBA g1 a0 s7 t2 0.7649743 1 0 2 7 0 1
## rBA g1 a0 s7 t3 0.7649743 1 0 3 7 0 2
## rBA g1 a0 s7 t4 0.7649743 1 0 4 7 0 3
## rBA g1 a0 s8 t1 0.7649743 1 0 1 8 0 0
## rBA g1 a0 s8 t2 0.7649743 1 0 2 8 0 1
## rBA g1 a0 s8 t3 0.7649743 1 0 3 8 0 2
## rBA g1 a0 s8 t4 0.7649743 1 0 4 8 0 3
## rBA g1 a0 s9 t1 0.7649743 1 0 1 9 0 0
## rBA g1 a0 s9 t2 0.7649743 1 0 2 9 0 1
## rBA g1 a0 s9 t3 0.7649743 1 0 3 9 0 2
## rBA g1 a0 s9 t4 0.7649743 1 0 4 9 0 3
## rBA g1 a0 s10 t1 0.7649743 1 0 1 10 0 0
## rBA g1 a0 s10 t2 0.7649743 1 0 2 10 0 1
## rBA g1 a0 s10 t3 0.7649743 1 0 3 10 0 2
## rBA g1 a0 s10 t4 0.7649743 1 0 4 10 0 3
## rBA g1 a0 s11 t1 0.7649743 1 0 1 11 0 0
## rBA g1 a0 s11 t2 0.7649743 1 0 2 11 0 1
## rBA g1 a0 s11 t3 0.7649743 1 0 3 11 0 2
## rBA g1 a0 s11 t4 0.7649743 1 0 4 11 0 3
## rBA g1 a0 s12 t1 0.7649743 1 0 1 12 0 0
## rBA g1 a0 s12 t2 0.7649743 1 0 2 12 0 1
## rBA g1 a0 s12 t3 0.7649743 1 0 3 12 0 2
## rBA g1 a0 s12 t4 0.7649743 1 0 4 12 0 3
## rBA g1 a0 s13 t1 0.7649743 1 0 1 13 0 0
## rBA g1 a0 s13 t2 0.7649743 1 0 2 13 0 1
## rBA g1 a0 s13 t3 0.7649743 1 0 3 13 0 2
## rBA g1 a0 s13 t4 0.7649743 1 0 4 13 0 3
get.real(model.fits[[model.number]], "rBa", se=TRUE)
## all.diff.index par.index estimate se lcl
## rBa g1 a0 s1 t1 308 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s1 t2 309 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s1 t3 310 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s1 t4 311 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s2 t1 312 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s2 t2 313 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s2 t3 314 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s2 t4 315 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s3 t1 316 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s3 t2 317 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s3 t3 318 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s3 t4 319 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s4 t1 320 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s4 t2 321 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s4 t3 322 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s4 t4 323 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s5 t1 324 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s5 t2 325 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s5 t3 326 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s5 t4 327 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s6 t1 328 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s6 t2 329 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s6 t3 330 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s6 t4 331 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s7 t1 332 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s7 t2 333 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s7 t3 334 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s7 t4 335 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s8 t1 336 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s8 t2 337 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s8 t3 338 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s8 t4 339 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s9 t1 340 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s9 t2 341 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s9 t3 342 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s9 t4 343 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s10 t1 344 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s10 t2 345 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s10 t3 346 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s10 t4 347 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s11 t1 348 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s11 t2 349 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s11 t3 350 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s11 t4 351 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s12 t1 352 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s12 t2 353 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s12 t3 354 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s12 t4 355 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s13 t1 356 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s13 t2 357 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s13 t3 358 16 0.606598 0.0230782 0.5605725
## rBa g1 a0 s13 t4 359 16 0.606598 0.0230782 0.5605725
## ucl fixed note group age time session Age Time
## rBa g1 a0 s1 t1 0.6508058 1 0 1 1 0 0
## rBa g1 a0 s1 t2 0.6508058 1 0 2 1 0 1
## rBa g1 a0 s1 t3 0.6508058 1 0 3 1 0 2
## rBa g1 a0 s1 t4 0.6508058 1 0 4 1 0 3
## rBa g1 a0 s2 t1 0.6508058 1 0 1 2 0 0
## rBa g1 a0 s2 t2 0.6508058 1 0 2 2 0 1
## rBa g1 a0 s2 t3 0.6508058 1 0 3 2 0 2
## rBa g1 a0 s2 t4 0.6508058 1 0 4 2 0 3
## rBa g1 a0 s3 t1 0.6508058 1 0 1 3 0 0
## rBa g1 a0 s3 t2 0.6508058 1 0 2 3 0 1
## rBa g1 a0 s3 t3 0.6508058 1 0 3 3 0 2
## rBa g1 a0 s3 t4 0.6508058 1 0 4 3 0 3
## rBa g1 a0 s4 t1 0.6508058 1 0 1 4 0 0
## rBa g1 a0 s4 t2 0.6508058 1 0 2 4 0 1
## rBa g1 a0 s4 t3 0.6508058 1 0 3 4 0 2
## rBa g1 a0 s4 t4 0.6508058 1 0 4 4 0 3
## rBa g1 a0 s5 t1 0.6508058 1 0 1 5 0 0
## rBa g1 a0 s5 t2 0.6508058 1 0 2 5 0 1
## rBa g1 a0 s5 t3 0.6508058 1 0 3 5 0 2
## rBa g1 a0 s5 t4 0.6508058 1 0 4 5 0 3
## rBa g1 a0 s6 t1 0.6508058 1 0 1 6 0 0
## rBa g1 a0 s6 t2 0.6508058 1 0 2 6 0 1
## rBa g1 a0 s6 t3 0.6508058 1 0 3 6 0 2
## rBa g1 a0 s6 t4 0.6508058 1 0 4 6 0 3
## rBa g1 a0 s7 t1 0.6508058 1 0 1 7 0 0
## rBa g1 a0 s7 t2 0.6508058 1 0 2 7 0 1
## rBa g1 a0 s7 t3 0.6508058 1 0 3 7 0 2
## rBa g1 a0 s7 t4 0.6508058 1 0 4 7 0 3
## rBa g1 a0 s8 t1 0.6508058 1 0 1 8 0 0
## rBa g1 a0 s8 t2 0.6508058 1 0 2 8 0 1
## rBa g1 a0 s8 t3 0.6508058 1 0 3 8 0 2
## rBa g1 a0 s8 t4 0.6508058 1 0 4 8 0 3
## rBa g1 a0 s9 t1 0.6508058 1 0 1 9 0 0
## rBa g1 a0 s9 t2 0.6508058 1 0 2 9 0 1
## rBa g1 a0 s9 t3 0.6508058 1 0 3 9 0 2
## rBa g1 a0 s9 t4 0.6508058 1 0 4 9 0 3
## rBa g1 a0 s10 t1 0.6508058 1 0 1 10 0 0
## rBa g1 a0 s10 t2 0.6508058 1 0 2 10 0 1
## rBa g1 a0 s10 t3 0.6508058 1 0 3 10 0 2
## rBa g1 a0 s10 t4 0.6508058 1 0 4 10 0 3
## rBa g1 a0 s11 t1 0.6508058 1 0 1 11 0 0
## rBa g1 a0 s11 t2 0.6508058 1 0 2 11 0 1
## rBa g1 a0 s11 t3 0.6508058 1 0 3 11 0 2
## rBa g1 a0 s11 t4 0.6508058 1 0 4 11 0 3
## rBa g1 a0 s12 t1 0.6508058 1 0 1 12 0 0
## rBa g1 a0 s12 t2 0.6508058 1 0 2 12 0 1
## rBa g1 a0 s12 t3 0.6508058 1 0 3 12 0 2
## rBa g1 a0 s12 t4 0.6508058 1 0 4 12 0 3
## rBa g1 a0 s13 t1 0.6508058 1 0 1 13 0 0
## rBa g1 a0 s13 t2 0.6508058 1 0 2 13 0 1
## rBa g1 a0 s13 t3 0.6508058 1 0 3 13 0 2
## rBa g1 a0 s13 t4 0.6508058 1 0 4 13 0 3
# collect models and make AICc table
model.set <- RMark::collect.models( type="RD2SpGEConOcc")
model.set
## model
## 3 PsiA(~UR)PsiBA(~UR)PsiBa(~UR)GammaA(~UR)GammaB(~UR)GammaAB(~UR)GammaBA(~UR)EpsilonA(~UR)EpsilonB(~UR)EpsilonAB(~UR)EpsilonBA(~UR)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
## 1 PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
## 2 PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa()
## npar AICc DeltaAICc weight Deviance
## 3 27 6539.936 0.0000 1 6484.373
## 1 16 6649.505 109.5689 0 6616.949
## 2 15 6667.736 127.7993 0 6637.245
names(model.set)
## [1] "m...001" "m...002" "m...003" "model.table"
model.set$model.table
## PsiA PsiBA PsiBa GammaA GammaB GammaAB GammaBA EpsilonA EpsilonB
## 3 ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR ~UR
## 1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1
## 2 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1 ~1
## EpsilonAB EpsilonBA pA pB rA rBA rBa
## 3 ~UR ~UR ~1 ~1 ~1 ~1 ~1
## 1 ~1 ~1 ~1 ~1 ~1 ~1 ~1
## 2 ~1 ~1 ~1 ~1 ~1 ~1
## model
## 3 PsiA(~UR)PsiBA(~UR)PsiBa(~UR)GammaA(~UR)GammaB(~UR)GammaAB(~UR)GammaBA(~UR)EpsilonA(~UR)EpsilonB(~UR)EpsilonAB(~UR)EpsilonBA(~UR)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
## 1 PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa(~1)
## 2 PsiA(~1)PsiBA(~1)PsiBa(~1)GammaA(~1)GammaB(~1)GammaAB(~1)GammaBA(~1)EpsilonA(~1)EpsilonB(~1)EpsilonAB(~1)EpsilonBA(~1)pA(~1)pB(~1)rA(~1)rBA(~1)rBa()
## npar AICc DeltaAICc weight Deviance
## 3 27 6539.936 0.0000 1 6484.373
## 1 16 6649.505 109.5689 0 6616.949
## 2 15 6667.736 127.7993 0 6637.245
# make predictions as a function of urbanization
# We need to know the all.diff.index indices to the parameters
# Because we don't have any time effects in the model, we only need to find predictions for one session
setup.parameters("RD2SpGEConOcc", check=TRUE)
## [1] "PsiA" "PsiBA" "PsiBa" "GammaA" "GammaB"
## [6] "GammaAB" "GammaBA" "EpsilonA" "EpsilonB" "EpsilonAB"
## [11] "EpsilonBA" "pA" "pB" "rA" "rBA"
## [16] "rBa"
get.real(model.fits[[model.number]], "GammaA", se=TRUE)
## all.diff.index par.index estimate se lcl
## GammaA g1 a0 t1 4 4 0.0763328 0.0228425 0.041957
## GammaA g1 a1 t2 5 4 0.0763328 0.0228425 0.041957
## GammaA g1 a2 t3 6 4 0.0763328 0.0228425 0.041957
## GammaA g1 a3 t4 7 4 0.0763328 0.0228425 0.041957
## GammaA g1 a4 t5 8 4 0.0763328 0.0228425 0.041957
## GammaA g1 a5 t6 9 4 0.0763328 0.0228425 0.041957
## GammaA g1 a6 t7 10 4 0.0763328 0.0228425 0.041957
## GammaA g1 a7 t8 11 4 0.0763328 0.0228425 0.041957
## GammaA g1 a8 t9 12 4 0.0763328 0.0228425 0.041957
## GammaA g1 a9 t10 13 4 0.0763328 0.0228425 0.041957
## GammaA g1 a10 t11 14 4 0.0763328 0.0228425 0.041957
## GammaA g1 a11 t12 15 4 0.0763328 0.0228425 0.041957
## ucl fixed note group age time Age Time
## GammaA g1 a0 t1 0.134907 1 0 1 0 0
## GammaA g1 a1 t2 0.134907 1 1 2 1 1
## GammaA g1 a2 t3 0.134907 1 2 3 2 2
## GammaA g1 a3 t4 0.134907 1 3 4 3 3
## GammaA g1 a4 t5 0.134907 1 4 5 4 4
## GammaA g1 a5 t6 0.134907 1 5 6 5 5
## GammaA g1 a6 t7 0.134907 1 6 7 6 6
## GammaA g1 a7 t8 0.134907 1 7 8 7 7
## GammaA g1 a8 t9 0.134907 1 8 9 8 8
## GammaA g1 a9 t10 0.134907 1 9 10 9 9
## GammaA g1 a10 t11 0.134907 1 10 11 10 10
## GammaA g1 a11 t12 0.134907 1 11 12 11 11
GammaA <- RMark::covariate.predictions(model.set, indices=4, data=input.history)$estimates
GammaA$parameter <- 'GammaA'
get.real(model.fits[[model.number]], "GammaB", se=TRUE)
## all.diff.index par.index estimate se lcl
## GammaB g1 a0 t1 16 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a1 t2 17 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a2 t3 18 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a3 t4 19 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a4 t5 20 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a5 t6 21 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a6 t7 22 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a7 t8 23 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a8 t9 24 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a9 t10 25 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a10 t11 26 5 0.1290639 0.0267173 0.0850895
## GammaB g1 a11 t12 27 5 0.1290639 0.0267173 0.0850895
## ucl fixed note group age time Age Time
## GammaB g1 a0 t1 0.1910195 1 0 1 0 0
## GammaB g1 a1 t2 0.1910195 1 1 2 1 1
## GammaB g1 a2 t3 0.1910195 1 2 3 2 2
## GammaB g1 a3 t4 0.1910195 1 3 4 3 3
## GammaB g1 a4 t5 0.1910195 1 4 5 4 4
## GammaB g1 a5 t6 0.1910195 1 5 6 5 5
## GammaB g1 a6 t7 0.1910195 1 6 7 6 6
## GammaB g1 a7 t8 0.1910195 1 7 8 7 7
## GammaB g1 a8 t9 0.1910195 1 8 9 8 8
## GammaB g1 a9 t10 0.1910195 1 9 10 9 9
## GammaB g1 a10 t11 0.1910195 1 10 11 10 10
## GammaB g1 a11 t12 0.1910195 1 11 12 11 11
GammaB <- RMark::covariate.predictions(model.set, indices=16, data=input.history)$estimates
GammaB$parameter <- 'GammaB'
get.real(model.fits[[model.number]], "GammaAB", se=TRUE)
## all.diff.index par.index estimate se lcl
## GammaAB g1 a0 t1 28 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a1 t2 29 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a2 t3 30 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a3 t4 31 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a4 t5 32 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a5 t6 33 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a6 t7 34 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a7 t8 35 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a8 t9 36 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a9 t10 37 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a10 t11 38 6 0.4387168 0.0511126 0.3422674
## GammaAB g1 a11 t12 39 6 0.4387168 0.0511126 0.3422674
## ucl fixed note group age time Age Time
## GammaAB g1 a0 t1 0.5400299 1 0 1 0 0
## GammaAB g1 a1 t2 0.5400299 1 1 2 1 1
## GammaAB g1 a2 t3 0.5400299 1 2 3 2 2
## GammaAB g1 a3 t4 0.5400299 1 3 4 3 3
## GammaAB g1 a4 t5 0.5400299 1 4 5 4 4
## GammaAB g1 a5 t6 0.5400299 1 5 6 5 5
## GammaAB g1 a6 t7 0.5400299 1 6 7 6 6
## GammaAB g1 a7 t8 0.5400299 1 7 8 7 7
## GammaAB g1 a8 t9 0.5400299 1 8 9 8 8
## GammaAB g1 a9 t10 0.5400299 1 9 10 9 9
## GammaAB g1 a10 t11 0.5400299 1 10 11 10 10
## GammaAB g1 a11 t12 0.5400299 1 11 12 11 11
GammaAB <- RMark::covariate.predictions(model.set, indices=28, data=input.history)$estimates
GammaAB$parameter <- 'GammaAB'
get.real(model.fits[[model.number]], "GammaBA", se=TRUE)
## all.diff.index par.index estimate se lcl
## GammaBA g1 a0 t1 40 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a1 t2 41 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a2 t3 42 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a3 t4 43 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a4 t5 44 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a5 t6 45 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a6 t7 46 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a7 t8 47 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a8 t9 48 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a9 t10 49 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a10 t11 50 7 0.5050843 0.0581592 0.3927715
## GammaBA g1 a11 t12 51 7 0.5050843 0.0581592 0.3927715
## ucl fixed note group age time Age Time
## GammaBA g1 a0 t1 0.6168863 1 0 1 0 0
## GammaBA g1 a1 t2 0.6168863 1 1 2 1 1
## GammaBA g1 a2 t3 0.6168863 1 2 3 2 2
## GammaBA g1 a3 t4 0.6168863 1 3 4 3 3
## GammaBA g1 a4 t5 0.6168863 1 4 5 4 4
## GammaBA g1 a5 t6 0.6168863 1 5 6 5 5
## GammaBA g1 a6 t7 0.6168863 1 6 7 6 6
## GammaBA g1 a7 t8 0.6168863 1 7 8 7 7
## GammaBA g1 a8 t9 0.6168863 1 8 9 8 8
## GammaBA g1 a9 t10 0.6168863 1 9 10 9 9
## GammaBA g1 a10 t11 0.6168863 1 10 11 10 10
## GammaBA g1 a11 t12 0.6168863 1 11 12 11 11
GammaBA <- RMark::covariate.predictions(model.set, indices=40, data=input.history)$estimates
GammaBA$parameter <- 'GammaBA'
plotdata <- plyr::rbind.fill(GammaA, GammaB, GammaAB, GammaBA)
ggplot(data=plotdata, aes(x=UR, y=estimate))+
ggtitle("Effects of urbanization on local colonization")+
geom_point()+
geom_ribbon(aes(ymin=lcl, ymax=ucl), alpha=0.2)+
facet_wrap(~parameter, ncol=2)
# look at the extinction probabilities
get.real(model.fits[[model.number]], "EpsilonA", se=TRUE)
## all.diff.index par.index estimate se lcl
## EpsilonA g1 a0 t1 52 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a1 t2 53 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a2 t3 54 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a3 t4 55 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a4 t5 56 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a5 t6 57 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a6 t7 58 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a7 t8 59 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a8 t9 60 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a9 t10 61 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a10 t11 62 8 0.2978435 0.059154 0.1959217
## EpsilonA g1 a11 t12 63 8 0.2978435 0.059154 0.1959217
## ucl fixed note group age time Age Time
## EpsilonA g1 a0 t1 0.4247768 1 0 1 0 0
## EpsilonA g1 a1 t2 0.4247768 1 1 2 1 1
## EpsilonA g1 a2 t3 0.4247768 1 2 3 2 2
## EpsilonA g1 a3 t4 0.4247768 1 3 4 3 3
## EpsilonA g1 a4 t5 0.4247768 1 4 5 4 4
## EpsilonA g1 a5 t6 0.4247768 1 5 6 5 5
## EpsilonA g1 a6 t7 0.4247768 1 6 7 6 6
## EpsilonA g1 a7 t8 0.4247768 1 7 8 7 7
## EpsilonA g1 a8 t9 0.4247768 1 8 9 8 8
## EpsilonA g1 a9 t10 0.4247768 1 9 10 9 9
## EpsilonA g1 a10 t11 0.4247768 1 10 11 10 10
## EpsilonA g1 a11 t12 0.4247768 1 11 12 11 11
EpsilonA <- RMark::covariate.predictions(model.set, indices=52, data=input.history)$estimates
EpsilonA$parameter <- 'EpsilonA'
get.real(model.fits[[model.number]], "EpsilonB", se=TRUE)
## all.diff.index par.index estimate se lcl
## EpsilonB g1 a0 t1 64 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a1 t2 65 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a2 t3 66 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a3 t4 67 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a4 t5 68 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a5 t6 69 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a6 t7 70 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a7 t8 71 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a8 t9 72 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a9 t10 73 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a10 t11 74 9 0.2708607 0.0464623 0.1897915
## EpsilonB g1 a11 t12 75 9 0.2708607 0.0464623 0.1897915
## ucl fixed note group age time Age Time
## EpsilonB g1 a0 t1 0.370714 1 0 1 0 0
## EpsilonB g1 a1 t2 0.370714 1 1 2 1 1
## EpsilonB g1 a2 t3 0.370714 1 2 3 2 2
## EpsilonB g1 a3 t4 0.370714 1 3 4 3 3
## EpsilonB g1 a4 t5 0.370714 1 4 5 4 4
## EpsilonB g1 a5 t6 0.370714 1 5 6 5 5
## EpsilonB g1 a6 t7 0.370714 1 6 7 6 6
## EpsilonB g1 a7 t8 0.370714 1 7 8 7 7
## EpsilonB g1 a8 t9 0.370714 1 8 9 8 8
## EpsilonB g1 a9 t10 0.370714 1 9 10 9 9
## EpsilonB g1 a10 t11 0.370714 1 10 11 10 10
## EpsilonB g1 a11 t12 0.370714 1 11 12 11 11
EpsilonB <- RMark::covariate.predictions(model.set, indices=64, data=input.history)$estimates
EpsilonB$parameter <- 'EpsilonB'
get.real(model.fits[[model.number]], "EpsilonAB", se=TRUE)
## all.diff.index par.index estimate se
## EpsilonAB g1 a0 t1 76 10 0.1557536 0.0294741
## EpsilonAB g1 a1 t2 77 10 0.1557536 0.0294741
## EpsilonAB g1 a2 t3 78 10 0.1557536 0.0294741
## EpsilonAB g1 a3 t4 79 10 0.1557536 0.0294741
## EpsilonAB g1 a4 t5 80 10 0.1557536 0.0294741
## EpsilonAB g1 a5 t6 81 10 0.1557536 0.0294741
## EpsilonAB g1 a6 t7 82 10 0.1557536 0.0294741
## EpsilonAB g1 a7 t8 83 10 0.1557536 0.0294741
## EpsilonAB g1 a8 t9 84 10 0.1557536 0.0294741
## EpsilonAB g1 a9 t10 85 10 0.1557536 0.0294741
## EpsilonAB g1 a10 t11 86 10 0.1557536 0.0294741
## EpsilonAB g1 a11 t12 87 10 0.1557536 0.0294741
## lcl ucl fixed note group age time Age
## EpsilonAB g1 a0 t1 0.1062627 0.2225546 1 0 1 0
## EpsilonAB g1 a1 t2 0.1062627 0.2225546 1 1 2 1
## EpsilonAB g1 a2 t3 0.1062627 0.2225546 1 2 3 2
## EpsilonAB g1 a3 t4 0.1062627 0.2225546 1 3 4 3
## EpsilonAB g1 a4 t5 0.1062627 0.2225546 1 4 5 4
## EpsilonAB g1 a5 t6 0.1062627 0.2225546 1 5 6 5
## EpsilonAB g1 a6 t7 0.1062627 0.2225546 1 6 7 6
## EpsilonAB g1 a7 t8 0.1062627 0.2225546 1 7 8 7
## EpsilonAB g1 a8 t9 0.1062627 0.2225546 1 8 9 8
## EpsilonAB g1 a9 t10 0.1062627 0.2225546 1 9 10 9
## EpsilonAB g1 a10 t11 0.1062627 0.2225546 1 10 11 10
## EpsilonAB g1 a11 t12 0.1062627 0.2225546 1 11 12 11
## Time
## EpsilonAB g1 a0 t1 0
## EpsilonAB g1 a1 t2 1
## EpsilonAB g1 a2 t3 2
## EpsilonAB g1 a3 t4 3
## EpsilonAB g1 a4 t5 4
## EpsilonAB g1 a5 t6 5
## EpsilonAB g1 a6 t7 6
## EpsilonAB g1 a7 t8 7
## EpsilonAB g1 a8 t9 8
## EpsilonAB g1 a9 t10 9
## EpsilonAB g1 a10 t11 10
## EpsilonAB g1 a11 t12 11
EpsilonAB <- RMark::covariate.predictions(model.set, indices=76, data=input.history)$estimates
EpsilonAB$parameter <- 'EpsilonAB'
get.real(model.fits[[model.number]], "EpsilonBA", se=TRUE)
## all.diff.index par.index estimate se
## EpsilonBA g1 a0 t1 88 11 0.1431862 0.0242428
## EpsilonBA g1 a1 t2 89 11 0.1431862 0.0242428
## EpsilonBA g1 a2 t3 90 11 0.1431862 0.0242428
## EpsilonBA g1 a3 t4 91 11 0.1431862 0.0242428
## EpsilonBA g1 a4 t5 92 11 0.1431862 0.0242428
## EpsilonBA g1 a5 t6 93 11 0.1431862 0.0242428
## EpsilonBA g1 a6 t7 94 11 0.1431862 0.0242428
## EpsilonBA g1 a7 t8 95 11 0.1431862 0.0242428
## EpsilonBA g1 a8 t9 96 11 0.1431862 0.0242428
## EpsilonBA g1 a9 t10 97 11 0.1431862 0.0242428
## EpsilonBA g1 a10 t11 98 11 0.1431862 0.0242428
## EpsilonBA g1 a11 t12 99 11 0.1431862 0.0242428
## lcl ucl fixed note group age time Age
## EpsilonBA g1 a0 t1 0.1018919 0.1975351 1 0 1 0
## EpsilonBA g1 a1 t2 0.1018919 0.1975351 1 1 2 1
## EpsilonBA g1 a2 t3 0.1018919 0.1975351 1 2 3 2
## EpsilonBA g1 a3 t4 0.1018919 0.1975351 1 3 4 3
## EpsilonBA g1 a4 t5 0.1018919 0.1975351 1 4 5 4
## EpsilonBA g1 a5 t6 0.1018919 0.1975351 1 5 6 5
## EpsilonBA g1 a6 t7 0.1018919 0.1975351 1 6 7 6
## EpsilonBA g1 a7 t8 0.1018919 0.1975351 1 7 8 7
## EpsilonBA g1 a8 t9 0.1018919 0.1975351 1 8 9 8
## EpsilonBA g1 a9 t10 0.1018919 0.1975351 1 9 10 9
## EpsilonBA g1 a10 t11 0.1018919 0.1975351 1 10 11 10
## EpsilonBA g1 a11 t12 0.1018919 0.1975351 1 11 12 11
## Time
## EpsilonBA g1 a0 t1 0
## EpsilonBA g1 a1 t2 1
## EpsilonBA g1 a2 t3 2
## EpsilonBA g1 a3 t4 3
## EpsilonBA g1 a4 t5 4
## EpsilonBA g1 a5 t6 5
## EpsilonBA g1 a6 t7 6
## EpsilonBA g1 a7 t8 7
## EpsilonBA g1 a8 t9 8
## EpsilonBA g1 a9 t10 9
## EpsilonBA g1 a10 t11 10
## EpsilonBA g1 a11 t12 11
EpsilonBA <- RMark::covariate.predictions(model.set, indices=88, data=input.history)$estimates
EpsilonBA$parameter <- 'EpsilonBA'
plotdata <- plyr::rbind.fill(EpsilonA, EpsilonB, EpsilonAB, EpsilonBA)
ggplot(data=plotdata, aes(x=UR, y=estimate))+
ggtitle("Effects of urbanization on local extinction")+
geom_point()+
geom_ribbon(aes(ymin=lcl, ymax=ucl), alpha=0.2)+
facet_wrap(~parameter, ncol=2)
# cleanup
cleanup(ask=FALSE)