# Analysis of mallard data illustrating basic RMark features
# How to fit a nest level categorical variable (habitat)

# 2019-05-01 CJS Initial code

# This is the mallard data that ships with RMark

library(ggplot2)
## Registered S3 methods overwritten by 'ggplot2':
##   method         from 
##   [.quosures     rlang
##   c.quosures     rlang
##   print.quosures rlang
library(readxl)
library(RMark)
## This is RMark 2.2.6
##  Documentation available at http://www.phidot.org/software/mark/rmark/RMarkDocumentation.zip
# The dataframe must contain the following fields with the following names
#
#    FirstFound: day the nest was first found
#    LastPresent: last day that a chick was present in the nest
#    LastChecked: last day the nest was checked
#    Fate: fate of the nest; 0=hatch an
#    Freq: number of nests with this data
#   
# Also contains the following fields
#   Robel    -  Measurement of Robel pole of visibility of nest
#   PpnGrass - proportion of grassland cover on the 10.4 km2 study site t
#   AgeFound - Age of nest when found
#   AgeDay1  - Age of nest on day 1 of study (can be negative)
#   Habitat - N=Native; P=Planted; W=Wetland; R=roadside right of way
#
# In this example, the multiple visits to a nest have been collapsed
# to a single record for each nest.
# In more complex examples, you may have multple records per nest
# as shown in the mallard example.
#

malldata <- readxl::read_excel(file.path("..","mallard.xlsx"), 
                               sheet="mallard")
head(malldata)
## # A tibble: 6 x 10
##   FirstFound LastPresent LastChecked  Fate  Freq Robel PpnGrass AgeFound
##        <dbl>       <dbl>       <dbl> <dbl> <dbl> <dbl>    <dbl>    <dbl>
## 1         73          89          89     0     1  6       0.800       13
## 2         63          90          90     0     1  3.75    0.668        5
## 3         70          70          76     1     1  3.75    0.800       13
## 4         63          81          85     1     1  3.12    0.668        6
## 5         61          61          66     1     1  4.5     0.668        4
## 6         57          57          61     1     1  4.25    0.668        1
## # ... with 2 more variables: AgeDay1 <dbl>, Habitat <chr>
malldata <- as.data.frame(malldata)

malldata$Habitat <- factor(malldata$Habitat)  # RMark wants categorical variable to be factors

# what are the parameters of the model
# There is only one parameter, the daily survival probality (S)
setup.parameters("Nest", check=TRUE)
## [1] "S"
# 1. Process the data.
# The nocc variable the number of sampling occasions in the data
mall.proc <- process.data(malldata, model="Nest", 
                          group="Habitat", 
                          nocc=max(malldata$LastChecked))
mall.proc
## $data
##     FirstFound LastPresent LastChecked Fate freq Robel PpnGrass AgeFound
## 1           73          89          89    0    1 6.000   0.8002       13
## 2           63          90          90    0    1 3.750   0.6684        5
## 3           70          70          76    1    1 3.750   0.8002       13
## 4           63          81          85    1    1 3.125   0.6684        6
## 5           61          61          66    1    1 4.500   0.6684        4
## 6           57          57          61    1    1 4.250   0.6684        1
## 7           67          88          88    0    1 8.000   0.6684       12
## 8           58          87          87    0    1 5.875   0.4651        3
## 9           74          86          86    0    1 4.500   0.8002       20
## 10          65          65          70    1    1 3.625   0.8002       11
## 11          63          88          88    0    1 5.250   0.8666       10
## 12          61          66          70    1    1 3.625   0.6684        8
## 13          63          84          84    0    1 3.750   0.8002       11
## 14          74          74          78    1    1 5.625   0.8002       22
## 15          56          56          63    1    1 4.875   0.6684        4
## 16          57          87          87    0    1 3.500   0.6684        5
## 17          74          86          86    0    1 3.375   0.8002       22
## 18          68          87          87    0    1 4.875   0.8002       16
## 19          56          56          63    1    1 3.875   0.6684        4
## 20          66          66          73    1    1 3.375   0.8002       15
## 21          81          84          84    0    1 5.750   0.8002       30
## 22          63          63          68    1    1 5.250   0.8666       13
## 23          56          56          63    1    1 5.875   0.6684        7
## 24          56          63          69    1    1 5.750   0.6684        7
## 25          74          84          84    0    1 4.125   0.8002       25
## 26          55          64          69    1    1 5.875   0.4651        7
## 27          56          80          80    0    1 5.000   0.6684        8
## 28          56          56          63    1    1 2.250   0.6684        8
## 29          50          60          64    1    1 3.750   0.7281        2
## 30          58          58          63    1    1 3.375   0.6684       10
## 31          58          73          77    1    1 1.875   0.8666       10
## 32          57          80          80    0    1 2.250   0.8666        9
## 33          63          63          68    1    1 4.625   0.8002       16
## 34          60          79          79    0    1 6.125   0.6684       13
## 35          61          61          66    1    1 4.750   0.6684       14
## 36          56          69          74    1    1 4.125   0.6684        9
## 37          65          81          81    0    1 5.000   0.8002       18
## 38          57          68          73    1    1 3.000   0.4651       11
## 39          73          76          76    0    1 4.875   0.8002       27
## 40          54          64          68    1    1 5.000   0.4651        8
## 41          75          79          79    0    1 3.750   0.8002       29
## 42          55          55          59    1    1 3.000   0.6684        9
## 43          50          56          60    1    1 5.500   0.7281        4
## 44          58          58          64    1    1 5.625   0.8666       12
## 45          62          80          80    0    1 4.875   0.6684       16
## 46          54          74          74    0    1 4.625   0.4651        9
## 47          61          66          70    1    1 3.250   0.8666       16
## 48          73          76          76    0    1 6.000   0.8002       28
## 49          52          52          57    1    1 4.250   0.7281        7
## 50          53          75          75    0    1 4.750   0.7281        9
## 51          52          61          66    1    1 3.375   0.7281        8
## 52          63          78          78    0    1 4.750   0.8666       19
## 53          63          77          77    0    1 3.625   0.8002       19
## 54          70          70          76    1    1 4.375   0.8002       26
## 55          73          79          79    0    1 3.750   0.8002       29
## 56          59          77          77    0    1 4.125   0.8666       15
## 57          50          50          56    1    1 3.625   0.7281        7
## 58          63          73          73    0    1 2.750   0.8666       20
## 59          63          73          73    0    1 3.500   0.8002       20
## 60          49          49          55    1    1 3.750   0.4651        6
## 61          56          63          69    1    1 6.250   0.6684       14
## 62          47          53          59    1    1 5.250   0.4651        5
## 63          44          44          48    1    1 4.125   0.4651        2
## 64          55          74          74    0    1 5.125   0.4651       14
## 65          45          56          61    1    1 4.750   0.4651        4
## 66          47          53          59    1    1 6.875   0.4651        7
## 67          61          61          66    1    1 4.500   0.6684       21
## 68          61          61          66    1    1 4.625   0.6684       21
## 69          67          70          70    0    1 5.625   0.6684       27
## 70          55          68          68    0    1 4.375   0.4651       15
## 71          43          46          50    1    1 4.750   0.8666        3
## 72          47          67          67    0    1 3.875   0.8666        7
## 73          64          73          73    0    1 3.500   0.8002       24
## 74          50          60          64    1    1 1.875   0.7281       11
## 75          63          63          68    1    1 2.500   0.8002       24
## 76          54          68          74    1    1 4.625   0.4651       15
## 77          64          64          69    1    1 3.500   0.8002       25
## 78          43          70          70    0    1 4.625   0.5079        4
## 79          42          46          46    0    1 5.750   0.4651        4
## 80          60          60          65    1    1 3.750   0.8666       22
## 81          43          46          46    0    1 3.875   0.8666        5
## 82          61          69          69    0    1 4.750   0.6684       23
## 83          61          66          70    1    1 4.125   0.6684       23
## 84          68          72          72    0    1 4.875   0.8002       30
## 85          52          65          69    1    1 4.125   0.7281       14
## 86          47          71          71    0    1 3.625   0.8666        9
## 87          65          70          72    1    1 4.375   0.8002       28
## 88          43          43          49    1    1 4.000   0.4651        6
## 89          41          46          46    0    1 2.375   0.3344        4
## 90          43          46          50    1    1 5.125   0.8666        6
## 91          56          72          72    0    1 5.500   0.6684       19
## 92          42          68          72    1    1 5.875   0.4651        5
## 93          63          67          67    0    1 4.125   0.8002       26
## 94          62          70          70    0    1 4.500   0.8666       25
## 95          55          66          66    0    1 3.750   0.4651       18
## 96          44          72          72    0    1 3.750   0.8666        7
## 97          67          68          68    0    1 9.250   0.6684       31
## 98          61          65          65    0    1 4.625   0.6684       25
## 99          62          67          67    0    1 3.500   0.6684       26
## 100         42          57          60    1    1 5.375   0.3344        6
## 101         52          52          57    1    1 2.875   0.7281       16
## 102         50          64          69    1    1 4.000   0.7281       14
## 103         48          55          60    1    1 5.875   0.7281       12
## 104         63          67          67    0    1 4.625   0.8666       27
## 105         62          67          67    0    1 5.000   0.6684       26
## 106         63          67          67    0    1 4.375   0.6684       28
## 107         43          55          60    1    1 3.375   0.5079        8
## 108         40          50          56    1    1 2.375   0.3344        5
## 109         60          60          65    1    1 5.500   0.6684       25
## 110         42          64          68    1    1 1.750   0.5079        7
## 111         59          70          70    0    1 4.500   0.6684       24
## 112         42          66          66    0    1 2.875   0.3344        7
## 113         40          40          44    1    1 4.625   0.7265        6
## 114         46          46          52    1    1 5.250   0.4651       12
## 115         58          63          63    0    1 4.875   0.8666       24
## 116         40          60          64    1    1 3.375   0.3344        6
## 117         40          50          56    1    1 2.875   0.3344        6
## 118         42          46          46    0    1 5.375   0.4651        8
## 119         40          44          50    1    1 2.875   0.3344        6
## 120         42          42          48    1    1 2.625   0.3344        9
## 121         57          66          68    1    1 4.750   0.6684       24
## 122         63          67          67    0    1 2.750   0.8666       30
## 123         40          44          50    1    1 4.625   0.7265        7
## 124         47          67          67    0    1 4.375   0.7281       14
## 125         57          57          61    1    1 4.250   0.6684       24
## 126         40          44          50    1    1 4.000   0.3344        7
## 127         38          55          65    1    1 4.875   0.3344        5
## 128         56          56          63    1    1 4.500   0.6684       24
## 129         58          63          63    0    1 5.875   0.8666       26
## 130         60          66          66    0    1 5.250   0.6684       28
## 131         40          66          66    0    1 2.875   0.3344        8
## 132         40          50          56    1    1 3.000   0.3344        8
## 133         40          63          63    0    1 3.250   0.3344        8
## 134         47          63          63    0    1 4.250   0.4651       15
## 135         37          65          65    0    1 4.750   0.4651        5
## 136         60          66          66    0    1 5.125   0.8666       28
## 137         38          38          44    1    1 5.500   0.3344        7
## 138         40          40          44    1    1 3.000   0.3344        9
## 139         41          63          63    0    1 5.000   0.5079       10
## 140         44          65          65    0    1 3.500   0.8666       13
## 141         42          46          46    0    1 5.125   0.4651       11
## 142         55          63          63    0    1 5.125   0.4651       24
## 143         47          66          66    0    1 2.750   0.4651       16
## 144         41          57          62    1    1 3.875   0.7265       10
## 145         48          66          66    0    1 6.250   0.7281       17
## 146         40          40          44    1    1 3.375   0.3344        9
## 147         55          63          63    0    1 4.875   0.4651       25
## 148         40          40          44    1    1 3.500   0.3344       10
## 149         41          62          65    1    1 4.000   0.5079       11
## 150         38          38          43    1    1 2.000   0.3344        8
## 151         58          58          64    1    1 5.125   0.8666       28
## 152         41          45          51    1    1 3.375   0.3344       11
## 153         36          36          41    1    1 2.750   0.3344        6
## 154         40          40          44    1    1 2.875   0.3344       10
## 155         62          63          63    0    1 2.500   0.6684       32
## 156         38          38          44    1    1 4.250   0.3344        8
## 157         35          40          45    1    1 4.125   0.3344        5
## 158         36          64          64    0    1 4.250   0.3344        6
## 159         35          35          40    1    1 2.875   0.3344        5
## 160         36          41          46    1    1 2.750   0.3344        7
## 161         40          61          61    0    1 3.000   0.3344       11
## 162         47          63          63    0    1 3.000   0.4651       18
## 163         31          31          36    1    1 4.125   0.6587        2
## 164         34          37          42    1    1 1.750   0.1876        5
## 165         55          63          63    0    1 5.250   0.4651       26
## 166         38          43          49    1    1 3.875   0.3344        9
## 167         35          35          40    1    1 3.750   0.3344        6
## 168         40          64          64    0    1 2.500   0.4651       11
## 169         36          36          42    1    1 2.000   0.3344        7
## 170         31          60          60    0    1 1.250   0.1876        3
## 171         38          55          60    1    1 3.625   0.3344       10
## 172         35          57          57    0    1 3.250   0.3344        7
## 173         43          63          63    0    1 3.500   0.4651       15
## 174         43          47          55    1    1 3.625   0.5079       15
## 175         29          29          34    1    1 3.375   0.1876        2
## 176         43          59          59    0    1 3.875   0.5079       16
## 177         40          55          55    0    1 2.000   0.7265       13
## 178         41          45          51    1    1 2.500   0.3344       14
## 179         54          62          62    0    1 4.500   0.4651       27
## 180         36          51          51    0    1 4.625   0.3344        9
## 181         37          42          48    1    1 4.000   0.3344       10
## 182         43          59          59    0    1 3.500   0.5079       16
## 183         41          62          62    0    1 3.500   0.5079       14
## 184         40          55          61    1    1 6.750   0.7265       13
## 185         30          42          42    0    1 4.875   0.6587        3
## 186         36          59          59    0    1 4.125   0.3344       10
## 187         31          31          36    1    1 3.375   0.6587        5
## 188         54          59          61    1    1 4.625   0.4651       28
## 189         35          52          56    1    1 3.000   0.3344        9
## 190         42          46          46    0    1 5.125   0.4651       16
## 191         38          55          60    1    1 2.750   0.3344       12
## 192         54          61          61    0    1 2.875   0.4651       28
## 193         54          61          61    0    1 3.875   0.4651       28
## 194         27          31          31    0    1 3.400   0.6587        1
## 195         34          58          58    0    1 5.125   0.9671        8
## 196         40          50          56    1    1 3.500   0.3344       14
## 197         48          55          60    1    1 3.250   0.7281       23
## 198         31          31          36    1    1 2.875   0.6587        6
## 199         31          31          36    1    1 3.750   0.6587        6
## 200         31          42          46    1    1 4.000   0.6587        6
## 201         31          46          54    1    1 3.625   0.6587        6
## 202         31          58          58    0    1 4.875   0.6587        6
## 203         34          34          38    1    1 4.500   0.9671        9
## 204         31          58          58    0    1 3.625   0.9671        6
## 205         31          42          46    1    1 2.500   0.9671        6
## 206         40          44          50    1    1 3.250   0.3344       15
## 207         43          59          59    0    1 4.875   0.5079       18
## 208         41          50          50    0    1 3.000   0.3344       17
## 209         29          29          34    1    1 3.125   0.1876        5
## 210         36          36          40    1    1 2.875   0.3344       12
## 211         41          45          51    1    1 3.000   0.3344       17
## 212         25          25          29    1    1 4.250   0.9671        1
## 213         36          52          58    1    1 4.500   0.3344       12
## 214         31          42          46    1    1 3.375   0.9671        7
## 215         31          58          58    0    1 4.375   0.6587        7
## 216         31          31          42    1    1 4.750   0.1876        7
## 217         31          56          56    0    1 2.000   0.1876        7
## 218         31          31          36    1    1 1.750   0.1876        7
## 219         31          46          54    1    1 4.000   0.6587        7
## 220         30          56          56    0    1 1.125   0.6587        6
## 221         25          30          35    1    1 3.375   0.6587        2
## 222         31          31          36    1    1 3.750   0.6587        8
## 223         32          34          34    0    1 4.250   0.9671        9
## 224         47          47          51    1    1 4.250   0.7281       24
## 225         29          29          34    1    1 3.125   0.1876        6
## 226         30          30          41    1    1 3.250   0.6587        7
## 227         26          35          35    0    1 2.250   0.9671        3
## 228         35          41          45    1    1 4.625   0.3344       12
## 229         52          58          58    0    1 4.250   0.4651       29
## 230         26          30          30    0    1 1.750   0.9671        3
## 231         26          48          48    0    1 2.125   0.6587        4
## 232         31          55          55    0    1 4.375   0.6587        9
## 233         28          35          40    1    1 5.125   0.1876        6
## 234         34          34          37    1    1 3.000   0.1876       12
## 235         31          31          36    1    1 3.500   0.6587        9
## 236         31          42          46    1    1 2.625   0.9671        9
## 237         29          40          45    1    1 3.625   0.1876        8
## 238         41          41          45    1    1 2.875   0.3344       20
## 239         35          56          56    0    1 3.375   0.3344       14
## 240         27          30          34    1    1 0.750   0.9671        6
## 241         29          29          34    1    1 3.125   0.1876        8
## 242         25          25          32    1    1 3.125   0.6587        4
## 243         31          31          36    1    1 4.000   0.6587       10
## 244         31          53          53    0    1 3.500   0.9671       10
## 245         22          45          53    1    1 1.000   0.6587        1
## 246         40          40          44    1    1 2.625   0.3344       20
## 247         26          40          45    1    1 3.750   0.6587        6
## 248         26          26          30    1    1 1.375   0.6587        6
## 249         29          34          37    1    1 3.500   0.1876        9
## 250         41          55          55    0    1 3.875   0.7265       21
## 251         40          54          54    0    1 5.625   0.7265       20
## 252         40          40          44    1    1 3.000   0.3344       20
## 253         29          51          51    0    1 2.250   0.1876       10
## 254         31          46          54    1    1 3.625   0.6587       12
## 255         27          34          40    1    1 2.375   0.9671        8
## 256         26          30          35    1    1 2.875   0.9671        7
## 257         27          30          35    1    1 4.000   0.9671        8
## 258         25          49          54    1    1 4.375   0.9671        6
## 259         23          51          51    0    1 3.125   0.9378        4
## 260         23          23          27    1    1 2.250   0.6587        4
## 261         32          53          53    0    1 4.167   0.9671       13
## 262         45          50          54    1    1 3.875   0.4651       26
## 263         27          37          42    1    1 4.000   0.6587        8
## 264         28          54          54    0    1 2.875   0.1876        9
## 265         29          40          45    1    1 3.000   0.1876       10
## 266         26          35          41    1    1 2.500   0.9671        8
## 267         26          40          40    0    1 1.500   0.9671        8
## 268         29          29          34    1    1 2.375   0.1876       11
## 269         36          53          53    0    1 4.375   0.3344       18
## 270         35          53          53    0    1 2.625   0.3344       17
## 271         47          52          52    0    1 4.375   0.8666       29
## 272         31          46          53    1    1 3.375   0.9671       13
## 273         25          25          29    1    1 2.750   0.9671        7
## 274         31          52          52    0    1 1.625   0.9671       13
## 275         46          51          51    0    1 5.500   0.4651       28
## 276         36          40          45    1    1 3.750   0.3344       18
## 277         30          30          41    1    1 2.250   0.6587       12
## 278         26          30          30    0    1 2.250   0.9671        9
## 279         24          52          52    0    1 3.625   0.6587        7
## 280         41          50          50    0    1 2.000   0.7265       24
## 281         40          49          49    0    1 2.375   0.7265       23
## 282         29          52          52    0    1 4.375   0.6587       12
## 283         36          46          46    0    1 1.750   0.3344       20
## 284         31          51          51    0    1 3.500   0.9671       15
## 285         43          50          51    1    1 4.500   0.8666       27
## 286         40          51          51    0    1 5.625   0.3344       24
## 287         40          49          49    0    1 5.125   0.7265       24
## 288         32          44          44    0    1 5.750   0.1876       16
## 289         20          31          31    0    1 2.625   0.9378        5
## 290         19          19          21    1    1 3.250   0.9378        4
## 291         23          32          37    1    1 3.125   0.6587        8
## 292         47          48          48    0    1 3.000   0.8666       32
## 293         44          48          48    0    1 3.000   0.8666       29
## 294         21          30          30    0    1 3.625   0.9248        6
## 295         22          22          27    1    1 1.375   0.9378        7
## 296         25          46          46    0    1 5.375   0.6587       10
## 297         29          44          50    1    1 4.500   0.6587       14
## 298         29          29          34    1    1 2.625   0.1876       14
## 299         41          50          50    0    1 3.750   0.3344       26
## 300         38          38          43    1    1 3.750   0.3344       23
## 301         40          46          46    0    1 2.625   0.3344       26
## 302         21          30          41    1    1 1.000   0.9248        7
## 303         21          25          30    1    1 3.125   0.9248        7
## 304         40          49          49    0    1 3.375   0.3344       26
## 305         36          49          49    0    1 6.250   0.3344       22
## 306         40          49          49    0    1 6.750   0.7265       26
## 307         43          44          44    0    1 3.500   0.5079       29
## 308         23          46          46    0    1 5.000   0.9378        9
## 309         22          37          42    1    1 2.750   0.9378        8
## 310         31          49          49    0    1 3.250   0.6587       17
## 311         23          46          46    0    1 3.625   0.9378        9
## 312         44          44          48    1    1 5.125   0.4651       30
## 313         40          48          48    0    1 3.250   0.3344       26
## 314         17          17          23    1    1 2.625   0.9248        4
## 315         47          48          48    0    1 3.500   0.8666       34
## 316         35          46          46    0    1 3.500   0.1876       22
## 317         22          47          47    0    1 2.250   0.6587        9
## 318         16          22          22    0    1 3.125   0.9248        3
## 319         20          28          31    1    1 1.000   0.9378        7
## 320         17          23          29    1    1 5.875   0.9248        4
## 321         29          29          34    1    1 3.500   0.1876       16
## 322         32          43          47    1    1 4.500   0.9671       19
## 323         29          40          45    1    1 3.125   0.1876       16
## 324         23          47          47    0    1 3.250   0.6587       11
## 325         19          46          46    0    1 2.625   0.6607        7
## 326         20          36          36    0    1 1.000   0.9378        8
## 327         25          29          32    1    1 3.375   0.9671       13
## 328         27          31          37    1    1 2.375   0.6587       15
## 329         21          25          29    1    1 2.125   0.9378        9
## 330         21          29          34    1    1 1.750   0.9378        9
## 331         35          47          47    0    1 3.625   0.3344       23
## 332         21          31          36    1    1 2.625   0.9378        9
## 333         42          47          47    0    1 4.250   0.5079       30
## 334         22          37          42    1    1 1.375   0.9378       10
## 335         21          44          44    0    1 1.625   0.9378       10
## 336         29          34          37    1    1 2.000   0.1876       18
## 337         20          42          46    1    1 3.375   0.9248        9
## 338         20          20          24    1    1 2.375   0.9378        9
## 339         12          21          25    1    1 0.875   0.8765        1
## 340         30          46          46    0    1 2.375   0.6587       19
## 341         14          24          29    1    1 5.000   0.6607        3
## 342         14          21          25    1    1 4.375   0.9248        3
## 343         17          17          22    1    1 2.375   0.6607        6
## 344         13          13          17    1    1 3.375   0.8765        2
## 345         13          13          17    1    1 3.250   0.8765        2
## 346         13          21          21    0    1 3.375   0.8765        2
## 347         17          17          22    1    1 2.625   0.6607        6
## 348         23          42          42    0    1 2.875   0.9378       12
## 349         21          46          46    0    1 2.000   0.9378       10
## 350         21          46          46    0    1 2.250   0.9378       10
## 351         32          44          44    0    1 4.750   0.9671       22
## 352         23          27          32    1    1 3.250   0.6587       13
## 353         16          22          22    0    1 4.875   0.9248        6
## 354         15          24          27    1    1 3.625   0.9248        5
## 355         21          29          34    1    1 1.875   0.9378       11
## 356         36          41          41    0    1 3.125   0.3344       26
## 357         12          45          45    0    1 2.500   0.2290        2
## 358         20          20          24    1    1 1.875   0.9378       11
## 359         35          41          41    0    1 2.500   0.1876       26
## 360         25          43          43    0    1 5.000   0.9671       16
## 361         26          44          44    0    1 2.750   0.9671       17
## 362         31          44          44    0    1 3.500   0.9671       22
## 363         16          35          41    1    1 3.500   0.6607        7
## 364         22          25          31    1    1 6.000   0.6587       13
## 365         27          31          37    1    1 2.125   0.6587       18
## 366         31          44          44    0    1 3.500   0.6587       22
## 367          9           9          13    1    1 5.125   0.9197        1
## 368         16          34          34    0    1 4.250   0.6607        8
## 369         13          43          43    0    1 2.250   0.6607        5
## 370         11          15          21    1    1 3.375   0.2290        3
## 371         21          36          36    0    1 3.500   0.9378       13
## 372         16          16          21    1    1 2.875   0.6607        8
## 373         13          13          17    1    1 2.250   0.8765        5
## 374         15          15          20    1    1 3.125   0.9248        7
## 375         31          43          43    0    1 3.125   0.6587       23
## 376         13          17          17    0    1 2.750   0.8765        6
## 377          8           8          12    1    1 3.625   0.9378        1
## 378         15          20          25    1    1 6.375   0.6607        8
## 379         22          25          31    1    1 2.625   0.6587       15
## 380         24          37          37    0    1 2.250   0.9671       17
## 381         16          25          29    1    1 2.875   0.6607        9
## 382         24          39          39    0    1 3.625   0.9671       17
## 383         25          41          41    0    1 1.625   0.9671       18
## 384         10          42          42    0    1 4.250   0.2290        3
## 385         23          27          32    1    1 2.750   0.6587       16
## 386         16          35          35    0    1 3.500   0.6607        9
## 387         17          41          41    0    1 1.625   0.9248       10
## 388         26          39          39    0    1 5.500   0.6587       20
## 389          7          12          17    1    1 4.375   0.2290        1
## 390         17          34          40    1    1 4.375   0.9248       11
## 391         16          40          40    0    1 4.125   0.6607       10
## 392         25          32          33    1    1 3.375   0.9671       19
## 393         11          15          21    1    1 3.125   0.8765        5
## 394         14          20          20    0    1 4.125   0.6607        8
## 395         15          25          29    1    1 0.875   0.6607        9
## 396         16          39          39    0    1 3.750   0.6607       10
## 397         20          24          28    1    1 2.250   0.9378       15
## 398          9          40          40    0    1 1.375   0.9197        4
## 399         11          34          38    1    1 2.750   0.8765        6
## 400         23          36          36    0    1 2.250   0.9378       18
## 401         14          37          37    0    1 0.625   0.9248        9
## 402         22          22          27    1    1 1.000   0.9378       17
## 403         22          40          40    0    1 4.875   0.9378       17
## 404         21          40          40    0    1 2.125   0.9248       16
## 405         10          10          15    1    1 3.250   0.2290        5
## 406         23          23          27    1    1 2.750   0.6587       18
## 407         10          10          14    1    1 3.000   0.9197        5
## 408         28          32          38    1    1 3.625   0.6587       23
## 409         16          34          34    0    1 3.375   0.6607       11
## 410         34          38          38    0    1 4.250   0.9671       29
## 411         13          32          32    0    1 1.875   0.6607        8
## 412         13          28          32    1    1 3.250   0.6607        8
## 413         13          28          32    1    1 1.500   0.2290        8
## 414         12          16          22    1    1 3.250   0.2290        7
## 415         11          35          35    0    1 1.250   0.2290        6
## 416         10          24          27    1    1 3.625   0.9197        5
## 417          6          15          20    1    1 4.000   0.2290        1
## 418         13          21          21    0    1 3.125   0.8765        9
## 419         10          10          15    1    1 3.500   0.2290        6
## 420         10          15          21    1    1 3.250   0.2290        6
## 421         10          25          29    1    1 3.375   0.2290        6
## 422         10          15          21    1    1 5.875   0.2290        6
## 423         10          10          15    1    1 3.250   0.2290        6
## 424         10          10          15    1    1 5.000   0.2290        6
## 425         11          15          21    1    1 3.375   0.2290        7
## 426         13          23          28    1    1 2.500   0.2290        9
## 427         13          32          37    1    1 2.625   0.2290        9
## 428         13          20          23    1    1 3.125   0.6607        9
## 429         15          25          29    1    1 2.125   0.6607       11
## 430          8           8          12    1    1 1.750   0.9197        4
## 431          9          31          31    0    1 3.500   0.9197        5
## 432          9          25          31    1    1 3.125   0.9197        5
## 433         10          20          24    1    1 2.125   0.9197        6
## 434         10          27          27    0    1 3.375   0.9197        6
## 435         11          21          24    1    1 4.125   0.8765        7
## 436         21          21          25    1    1 4.250   0.9248       17
## 437         13          30          30    0    1 2.750   0.8765        9
## 438         13          39          39    0    1 2.000   0.8765        9
## 439         13          13          17    1    1 2.875   0.8765        9
## 440         15          37          39    1    1 2.500   0.9248       11
## 441         10          21          25    1    1 4.375   0.2290        6
## 442         25          25          30    1    1 2.500   0.6587       21
## 443         30          38          38    0    1 2.375   0.6587       26
## 444          8          22          27    1    1 3.875   0.2290        5
## 445          8          17          23    1    1 5.625   0.9378        5
## 446          9          38          38    0    1 3.375   0.2290        6
## 447         23          38          38    0    1 2.875   0.9378       20
## 448         12          22          27    1    1 3.000   0.2290        9
## 449         13          36          36    0    1 2.500   0.2290       10
## 450          6          29          32    1    1 4.000   0.2290        3
## 451         10          10          15    1    1 2.750   0.2290        7
## 452         10          15          21    1    1 4.250   0.2290        7
## 453         30          38          38    0    1 2.375   0.6587       27
## 454         20          38          38    0    1 5.875   0.9248       17
## 455         10          37          37    0    1 2.875   0.9197        7
## 456         13          38          38    0    1 2.750   0.6607       10
## 457         10          21          25    1    1 4.750   0.2290        7
## 458         13          36          36    0    1 1.250   0.6607       10
## 459         10          14          20    1    1 3.000   0.9197        7
## 460         30          38          38    0    1 2.125   0.6587       27
## 461         16          38          38    0    1 3.125   0.6607       13
## 462         17          22          27    1    1 4.000   0.6607       14
## 463         20          35          35    0    1 1.750   0.9378       17
## 464         10          10          14    1    1 3.750   0.9197        8
## 465          9           9          13    1    1 5.750   0.9197        7
## 466          8          12          17    1    1 4.250   0.9378        6
## 467          7          30          35    1    1 2.750   0.2290        5
## 468          7          17          22    1    1 4.500   0.2290        5
## 469         10          15          21    1    1 3.000   0.2290        8
## 470         11          26          31    1    1 5.750   0.2290        9
## 471         11          37          37    0    1 3.375   0.2290        9
## 472         30          30          37    1    1 4.125   0.6587       28
## 473         14          37          37    0    1 4.000   0.9248       12
## 474         14          30          37    1    1 3.125   0.9248       12
## 475         11          31          36    1    1 3.250   0.2290        9
## 476         11          26          31    1    1 2.500   0.2290        9
## 477         10          10          14    1    1 3.750   0.9197        8
## 478         10          37          37    0    1 3.375   0.9197        8
## 479          5          20          24    1    1 3.250   0.2290        3
## 480         10          36          36    0    1 2.750   0.9197        8
## 481         11          15          21    1    1 4.000   0.2290        9
## 482         10          14          20    1    1 2.125   0.9197        8
## 483          6           6          11    1    1 2.625   0.2290        4
## 484          9          36          36    0    1 1.750   0.9197        8
## 485         24          24          29    1    1 3.625   0.9671       23
## 486         11          21          24    1    1 3.750   0.8765       10
## 487         28          34          34    0    1 3.625   0.9671       27
## 488          9          36          36    0    1 4.725   0.9197        8
## 489         10          14          20    1    1 4.000   0.9197        9
## 490          9          25          25    0    1 5.750   0.9197        8
## 491         11          35          35    0    1 3.625   0.2290       10
## 492         10          10          15    1    1 4.875   0.2290        9
## 493         10          33          33    0    1 4.750   0.2290        9
## 494         10          35          35    0    1 5.875   0.2290        9
## 495         10          33          33    0    1 4.500   0.2290        9
## 496         10          36          36    0    1 5.375   0.2290        9
## 497          7          16          21    1    1 4.250   0.2290        6
## 498          6          35          35    0    1 3.750   0.2290        5
## 499          6          36          36    0    1 4.250   0.2290        5
## 500         23          32          35    1    1 2.375   0.6587       23
## 501         10          10          15    1    1 3.375   0.2290       10
## 502         23          27          32    1    1 2.000   0.6587       23
## 503          1          35          35    0    1 4.500   0.9616        1
## 504          4           9          14    1    1 3.875   0.9378        4
## 505         24          35          35    0    1 2.375   0.9671       24
## 506          9           9          13    1    1 6.000   0.9197        9
## 507          8          23          28    1    1 3.125   0.2290        8
## 508         23          23          28    1    1 3.125   0.9378       23
## 509          7          34          34    0    1 3.375   0.2290        7
## 510          8          22          27    1    1 3.750   0.2290        9
## 511          9          13          20    1    1 2.375   0.9197       10
## 512         16          34          34    0    1 3.250   0.6607       17
## 513         10          14          21    1    1 3.625   0.9197       11
## 514          6          20          25    1    1 3.875   0.2290        7
## 515         26          34          34    0    1 2.500   0.9671       27
## 516         23          23          27    1    1 3.500   0.6587       24
## 517          8           8          13    1    1 3.375   0.2290        9
## 518          7          34          34    0    1 3.625   0.2290        8
## 519         30          34          34    0    1 1.750   0.6587       31
## 520          8          12          17    1    1 5.625   0.9197        9
## 521          3          26          30    1    1 2.750   0.9378        4
## 522         10          27          27    0    1 3.375   0.9197       12
## 523          3          13          17    1    1 3.750   0.9378        5
## 524          8          13          17    1    1 4.375   0.2290       10
## 525          2           7          12    1    1 1.625   0.9378        4
## 526          4           9          14    1    1 3.875   0.9378        6
## 527          8          23          29    1    1 5.000   0.9197       10
## 528          7          12          17    1    1 5.375   0.2290        9
## 529          1          31          33    1    1 3.375   0.9616        3
## 530          7          17          22    1    1 0.875   0.2290        9
## 531         14          33          33    0    1 3.125   0.8765       16
## 532          6          11          15    1    1 3.125   0.2290        8
## 533          1          15          21    1    1 0.875   0.9616        3
## 534          1          11          15    1    1 2.750   0.9616        3
## 535          2           2           7    1    1 1.875   0.9616        4
## 536          7          12          12    0    1 3.000   0.2290       10
## 537         17          32          32    0    1 5.875   0.9248       20
## 538          7           7          12    1    1 2.750   0.2290       10
## 539         30          31          31    0    1 1.875   0.6587       33
## 540          2           7          12    1    1 2.750   0.9616        5
## 541         14          32          32    0    1 3.750   0.9248       17
## 542         23          27          32    1    1 3.375   0.6587       26
## 543          8          22          27    1    1 4.000   0.2290       11
## 544         10          30          30    0    1 4.125   0.9197       14
## 545          3          31          31    0    1 4.375   0.9616        7
## 546         23          29          29    0    1 2.625   0.9378       27
## 547          4          30          31    1    1 2.375   0.9378        8
## 548          7          12          17    1    1 8.000   0.2290       11
## 549         10          15          21    1    1 4.500   0.2290       14
## 550         12          27          30    1    1 2.000   0.2290       17
## 551         15          20          24    1    1 3.000   0.9248       20
## 552         21          30          30    0    1 3.125   0.9248       26
## 553         13          30          30    0    1 3.375   0.8765       18
## 554          4          19          23    1    1 4.125   0.2290        9
## 555         14          30          30    0    1 5.250   0.9248       19
## 556         21          30          30    0    1 4.250   0.9248       26
## 557          4          30          30    0    1 2.000   0.9378        9
## 558         10          14          20    1    1 2.250   0.9197       16
## 559          4           9          14    1    1 1.625   0.9378       10
## 560         26          29          29    0    1 2.500   0.9671       32
## 561         10          15          21    1    1 4.250   0.2290       16
## 562         15          20          25    1    1 4.625   0.6607       21
## 563         13          13          17    1    1 2.250   0.8765       20
## 564         16          26          26    0    1 3.250   0.6607       25
## 565         16          16          21    1    1 4.000   0.6607       25
##     AgeDay1 Habitat group
## 1       -59       R     3
## 2       -57       P     2
## 3       -56       P     2
## 4       -56       N     1
## 5       -56       P     2
## 6       -55       P     2
## 7       -54       P     2
## 8       -54       N     1
## 9       -53       P     2
## 10      -53       N     1
## 11      -52       P     2
## 12      -52       P     2
## 13      -51       P     2
## 14      -51       N     1
## 15      -51       N     1
## 16      -51       P     2
## 17      -51       P     2
## 18      -51       W     4
## 19      -51       N     1
## 20      -50       P     2
## 21      -50       N     1
## 22      -49       P     2
## 23      -48       N     1
## 24      -48       N     1
## 25      -48       R     3
## 26      -47       P     2
## 27      -47       N     1
## 28      -47       R     3
## 29      -47       R     3
## 30      -47       P     2
## 31      -47       N     1
## 32      -47       N     1
## 33      -46       P     2
## 34      -46       P     2
## 35      -46       P     2
## 36      -46       N     1
## 37      -46       P     2
## 38      -45       N     1
## 39      -45       P     2
## 40      -45       N     1
## 41      -45       P     2
## 42      -45       N     1
## 43      -45       R     3
## 44      -45       P     2
## 45      -45       N     1
## 46      -44       N     1
## 47      -44       N     1
## 48      -44       W     4
## 49      -44       P     2
## 50      -43       R     3
## 51      -43       N     1
## 52      -43       P     2
## 53      -43       P     2
## 54      -43       P     2
## 55      -43       P     2
## 56      -43       P     2
## 57      -42       P     2
## 58      -42       P     2
## 59      -42       P     2
## 60      -42       W     4
## 61      -41       N     1
## 62      -41       P     2
## 63      -41       N     1
## 64      -40       P     2
## 65      -40       N     1
## 66      -39       N     1
## 67      -39       P     2
## 68      -39       P     2
## 69      -39       P     2
## 70      -39       P     2
## 71      -39       N     1
## 72      -39       P     2
## 73      -39       W     4
## 74      -38       P     2
## 75      -38       P     2
## 76      -38       P     2
## 77      -38       P     2
## 78      -38       P     2
## 79      -37       P     2
## 80      -37       N     1
## 81      -37       R     3
## 82      -37       P     2
## 83      -37       P     2
## 84      -37       P     2
## 85      -37       R     3
## 86      -37       P     2
## 87      -36       P     2
## 88      -36       N     1
## 89      -36       P     2
## 90      -36       P     2
## 91      -36       R     3
## 92      -36       P     2
## 93      -36       P     2
## 94      -36       R     3
## 95      -36       P     2
## 96      -36       P     2
## 97      -35       P     2
## 98      -35       P     2
## 99      -35       W     4
## 100     -35       R     3
## 101     -35       W     4
## 102     -35       N     1
## 103     -35       R     3
## 104     -35       P     2
## 105     -35       N     1
## 106     -34       P     2
## 107     -34       P     2
## 108     -34       P     2
## 109     -34       N     1
## 110     -34       N     1
## 111     -34       P     2
## 112     -34       W     4
## 113     -33       N     1
## 114     -33       P     2
## 115     -33       P     2
## 116     -33       P     2
## 117     -33       P     2
## 118     -33       P     2
## 119     -33       P     2
## 120     -32       W     4
## 121     -32       P     2
## 122     -32       P     2
## 123     -32       N     1
## 124     -32       P     2
## 125     -32       P     2
## 126     -32       P     2
## 127     -32       N     1
## 128     -31       R     3
## 129     -31       N     1
## 130     -31       N     1
## 131     -31       N     1
## 132     -31       P     2
## 133     -31       P     2
## 134     -31       P     2
## 135     -31       P     2
## 136     -31       R     3
## 137     -30       N     1
## 138     -30       P     2
## 139     -30       P     2
## 140     -30       P     2
## 141     -30       P     2
## 142     -30       P     2
## 143     -30       P     2
## 144     -30       P     2
## 145     -30       R     3
## 146     -30       P     2
## 147     -29       P     2
## 148     -29       P     2
## 149     -29       P     2
## 150     -29       N     1
## 151     -29       P     2
## 152     -29       P     2
## 153     -29       R     3
## 154     -29       P     2
## 155     -29       N     1
## 156     -29       R     3
## 157     -29       P     2
## 158     -29       P     2
## 159     -29       N     1
## 160     -28       P     2
## 161     -28       P     2
## 162     -28       P     2
## 163     -28       P     2
## 164     -28       W     4
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## 
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## [1] "Nest"
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## 316        0        1        0        0
## 317        0        1        0        0
## 318        0        1        0        0
## 319        1        0        0        0
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## 325        0        0        0        1
## 326        1        0        0        0
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## 328        1        0        0        0
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## 330        0        0        1        0
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## 334        0        0        0        1
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## 338        0        0        0        1
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## 342        1        0        0        0
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## 395        1        0        0        0
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## 398        1        0        0        0
## 399        1        0        0        0
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## 403        1        0        0        0
## 404        1        0        0        0
## 405        0        1        0        0
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## 411        0        1        0        0
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## 413        0        0        1        0
## 414        0        0        1        0
## 415        1        0        0        0
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## 422        0        0        0        1
## 423        0        1        0        0
## 424        0        1        0        0
## 425        0        0        0        1
## 426        1        0        0        0
## 427        0        0        0        1
## 428        0        1        0        0
## 429        1        0        0        0
## 430        1        0        0        0
## 431        0        0        0        1
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## 433        0        1        0        0
## 434        0        1        0        0
## 435        1        0        0        0
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## 437        0        1        0        0
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## 440        0        1        0        0
## 441        0        1        0        0
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## 443        0        1        0        0
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## 445        1        0        0        0
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## 454        1        0        0        0
## 455        0        1        0        0
## 456        0        1        0        0
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## 473        1        0        0        0
## 474        1        0        0        0
## 475        1        0        0        0
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## 481        0        0        0        1
## 482        0        1        0        0
## 483        0        0        0        1
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## 485        1        0        0        0
## 486        0        1        0        0
## 487        0        1        0        0
## 488        1        0        0        0
## 489        0        1        0        0
## 490        0        1        0        0
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## 493        0        0        0        1
## 494        0        1        0        0
## 495        0        1        0        0
## 496        0        1        0        0
## 497        0        1        0        0
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## 499        1        0        0        0
## 500        0        1        0        0
## 501        0        1        0        0
## 502        0        1        0        0
## 503        0        1        0        0
## 504        1        0        0        0
## 505        0        0        0        1
## 506        0        1        0        0
## 507        1        0        0        0
## 508        0        1        0        0
## 509        0        1        0        0
## 510        0        1        0        0
## 511        1        0        0        0
## 512        0        1        0        0
## 513        0        1        0        0
## 514        0        0        0        1
## 515        0        1        0        0
## 516        0        1        0        0
## 517        0        1        0        0
## 518        0        1        0        0
## 519        0        1        0        0
## 520        1        0        0        0
## 521        0        1        0        0
## 522        0        0        1        0
## 523        0        1        0        0
## 524        0        1        0        0
## 525        1        0        0        0
## 526        1        0        0        0
## 527        1        0        0        0
## 528        0        1        0        0
## 529        0        1        0        0
## 530        0        1        0        0
## 531        1        0        0        0
## 532        1        0        0        0
## 533        0        1        0        0
## 534        0        1        0        0
## 535        0        0        1        0
## 536        0        1        0        0
## 537        1        0        0        0
## 538        0        0        0        1
## 539        0        1        0        0
## 540        1        0        0        0
## 541        1        0        0        0
## 542        0        1        0        0
## 543        0        1        0        0
## 544        0        1        0        0
## 545        0        1        0        0
## 546        0        1        0        0
## 547        1        0        0        0
## 548        0        1        0        0
## 549        0        1        0        0
## 550        0        0        1        0
## 551        0        1        0        0
## 552        1        0        0        0
## 553        0        1        0        0
## 554        0        1        0        0
## 555        0        0        0        1
## 556        1        0        0        0
## 557        1        0        0        0
## 558        0        1        0        0
## 559        1        0        0        0
## 560        0        1        0        0
## 561        0        0        0        1
## 562        1        0        0        0
## 563        0        1        0        0
## 564        0        1        0        0
## 565        0        1        0        0
## 
## $nocc
## [1] 90
## 
## $nocc.secondary
## NULL
## 
## $time.intervals
##  [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 1 1 1 1 1
## [36] 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 1 1 1 1
## [71] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## 
## $begin.time
## [1] 1
## 
## $age.unit
## [1] 1
## 
## $initial.ages
## [1] 0 0 0 0
## 
## $group.covariates
##   Habitat
## 1       N
## 2       P
## 3       R
## 4       W
## 
## $nstrata
## [1] 1
## 
## $strata.labels
## [1] ""
## 
## $counts
## NULL
## 
## $reverse
## [1] FALSE
## 
## $areas
## NULL
## 
## $events
## NULL
# 2. Examine and/or modify the ddl. (Not done here)
mall.ddl <- make.design.data(mall.proc)
str(mall.ddl)
## List of 2
##  $ S       :'data.frame':    356 obs. of  8 variables:
##   ..$ par.index  : int [1:356] 1 2 3 4 5 6 7 8 9 10 ...
##   ..$ model.index: num [1:356] 1 2 3 4 5 6 7 8 9 10 ...
##   ..$ group      : Factor w/ 4 levels "N","P","R","W": 1 1 1 1 1 1 1 1 1 1 ...
##   ..$ age        : Factor w/ 89 levels "0","1","2","3",..: 1 2 3 4 5 6 7 8 9 10 ...
##   ..$ time       : Factor w/ 89 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
##   ..$ Age        : num [1:356] 0 1 2 3 4 5 6 7 8 9 ...
##   ..$ Time       : num [1:356] 0 1 2 3 4 5 6 7 8 9 ...
##   ..$ Habitat    : Factor w/ 4 levels "N","P","R","W": 1 1 1 1 1 1 1 1 1 1 ...
##  $ pimtypes:List of 1
##   ..$ S:List of 1
##   .. ..$ pim.type: chr "all"
mall.ddl 
## $S
##     par.index model.index group age time Age Time Habitat
## 1           1           1     N   0    1   0    0       N
## 2           2           2     N   1    2   1    1       N
## 3           3           3     N   2    3   2    2       N
## 4           4           4     N   3    4   3    3       N
## 5           5           5     N   4    5   4    4       N
## 6           6           6     N   5    6   5    5       N
## 7           7           7     N   6    7   6    6       N
## 8           8           8     N   7    8   7    7       N
## 9           9           9     N   8    9   8    8       N
## 10         10          10     N   9   10   9    9       N
## 11         11          11     N  10   11  10   10       N
## 12         12          12     N  11   12  11   11       N
## 13         13          13     N  12   13  12   12       N
## 14         14          14     N  13   14  13   13       N
## 15         15          15     N  14   15  14   14       N
## 16         16          16     N  15   16  15   15       N
## 17         17          17     N  16   17  16   16       N
## 18         18          18     N  17   18  17   17       N
## 19         19          19     N  18   19  18   18       N
## 20         20          20     N  19   20  19   19       N
## 21         21          21     N  20   21  20   20       N
## 22         22          22     N  21   22  21   21       N
## 23         23          23     N  22   23  22   22       N
## 24         24          24     N  23   24  23   23       N
## 25         25          25     N  24   25  24   24       N
## 26         26          26     N  25   26  25   25       N
## 27         27          27     N  26   27  26   26       N
## 28         28          28     N  27   28  27   27       N
## 29         29          29     N  28   29  28   28       N
## 30         30          30     N  29   30  29   29       N
## 31         31          31     N  30   31  30   30       N
## 32         32          32     N  31   32  31   31       N
## 33         33          33     N  32   33  32   32       N
## 34         34          34     N  33   34  33   33       N
## 35         35          35     N  34   35  34   34       N
## 36         36          36     N  35   36  35   35       N
## 37         37          37     N  36   37  36   36       N
## 38         38          38     N  37   38  37   37       N
## 39         39          39     N  38   39  38   38       N
## 40         40          40     N  39   40  39   39       N
## 41         41          41     N  40   41  40   40       N
## 42         42          42     N  41   42  41   41       N
## 43         43          43     N  42   43  42   42       N
## 44         44          44     N  43   44  43   43       N
## 45         45          45     N  44   45  44   44       N
## 46         46          46     N  45   46  45   45       N
## 47         47          47     N  46   47  46   46       N
## 48         48          48     N  47   48  47   47       N
## 49         49          49     N  48   49  48   48       N
## 50         50          50     N  49   50  49   49       N
## 51         51          51     N  50   51  50   50       N
## 52         52          52     N  51   52  51   51       N
## 53         53          53     N  52   53  52   52       N
## 54         54          54     N  53   54  53   53       N
## 55         55          55     N  54   55  54   54       N
## 56         56          56     N  55   56  55   55       N
## 57         57          57     N  56   57  56   56       N
## 58         58          58     N  57   58  57   57       N
## 59         59          59     N  58   59  58   58       N
## 60         60          60     N  59   60  59   59       N
## 61         61          61     N  60   61  60   60       N
## 62         62          62     N  61   62  61   61       N
## 63         63          63     N  62   63  62   62       N
## 64         64          64     N  63   64  63   63       N
## 65         65          65     N  64   65  64   64       N
## 66         66          66     N  65   66  65   65       N
## 67         67          67     N  66   67  66   66       N
## 68         68          68     N  67   68  67   67       N
## 69         69          69     N  68   69  68   68       N
## 70         70          70     N  69   70  69   69       N
## 71         71          71     N  70   71  70   70       N
## 72         72          72     N  71   72  71   71       N
## 73         73          73     N  72   73  72   72       N
## 74         74          74     N  73   74  73   73       N
## 75         75          75     N  74   75  74   74       N
## 76         76          76     N  75   76  75   75       N
## 77         77          77     N  76   77  76   76       N
## 78         78          78     N  77   78  77   77       N
## 79         79          79     N  78   79  78   78       N
## 80         80          80     N  79   80  79   79       N
## 81         81          81     N  80   81  80   80       N
## 82         82          82     N  81   82  81   81       N
## 83         83          83     N  82   83  82   82       N
## 84         84          84     N  83   84  83   83       N
## 85         85          85     N  84   85  84   84       N
## 86         86          86     N  85   86  85   85       N
## 87         87          87     N  86   87  86   86       N
## 88         88          88     N  87   88  87   87       N
## 89         89          89     N  88   89  88   88       N
## 90         90          90     P   0    1   0    0       P
## 91         91          91     P   1    2   1    1       P
## 92         92          92     P   2    3   2    2       P
## 93         93          93     P   3    4   3    3       P
## 94         94          94     P   4    5   4    4       P
## 95         95          95     P   5    6   5    5       P
## 96         96          96     P   6    7   6    6       P
## 97         97          97     P   7    8   7    7       P
## 98         98          98     P   8    9   8    8       P
## 99         99          99     P   9   10   9    9       P
## 100       100         100     P  10   11  10   10       P
## 101       101         101     P  11   12  11   11       P
## 102       102         102     P  12   13  12   12       P
## 103       103         103     P  13   14  13   13       P
## 104       104         104     P  14   15  14   14       P
## 105       105         105     P  15   16  15   15       P
## 106       106         106     P  16   17  16   16       P
## 107       107         107     P  17   18  17   17       P
## 108       108         108     P  18   19  18   18       P
## 109       109         109     P  19   20  19   19       P
## 110       110         110     P  20   21  20   20       P
## 111       111         111     P  21   22  21   21       P
## 112       112         112     P  22   23  22   22       P
## 113       113         113     P  23   24  23   23       P
## 114       114         114     P  24   25  24   24       P
## 115       115         115     P  25   26  25   25       P
## 116       116         116     P  26   27  26   26       P
## 117       117         117     P  27   28  27   27       P
## 118       118         118     P  28   29  28   28       P
## 119       119         119     P  29   30  29   29       P
## 120       120         120     P  30   31  30   30       P
## 121       121         121     P  31   32  31   31       P
## 122       122         122     P  32   33  32   32       P
## 123       123         123     P  33   34  33   33       P
## 124       124         124     P  34   35  34   34       P
## 125       125         125     P  35   36  35   35       P
## 126       126         126     P  36   37  36   36       P
## 127       127         127     P  37   38  37   37       P
## 128       128         128     P  38   39  38   38       P
## 129       129         129     P  39   40  39   39       P
## 130       130         130     P  40   41  40   40       P
## 131       131         131     P  41   42  41   41       P
## 132       132         132     P  42   43  42   42       P
## 133       133         133     P  43   44  43   43       P
## 134       134         134     P  44   45  44   44       P
## 135       135         135     P  45   46  45   45       P
## 136       136         136     P  46   47  46   46       P
## 137       137         137     P  47   48  47   47       P
## 138       138         138     P  48   49  48   48       P
## 139       139         139     P  49   50  49   49       P
## 140       140         140     P  50   51  50   50       P
## 141       141         141     P  51   52  51   51       P
## 142       142         142     P  52   53  52   52       P
## 143       143         143     P  53   54  53   53       P
## 144       144         144     P  54   55  54   54       P
## 145       145         145     P  55   56  55   55       P
## 146       146         146     P  56   57  56   56       P
## 147       147         147     P  57   58  57   57       P
## 148       148         148     P  58   59  58   58       P
## 149       149         149     P  59   60  59   59       P
## 150       150         150     P  60   61  60   60       P
## 151       151         151     P  61   62  61   61       P
## 152       152         152     P  62   63  62   62       P
## 153       153         153     P  63   64  63   63       P
## 154       154         154     P  64   65  64   64       P
## 155       155         155     P  65   66  65   65       P
## 156       156         156     P  66   67  66   66       P
## 157       157         157     P  67   68  67   67       P
## 158       158         158     P  68   69  68   68       P
## 159       159         159     P  69   70  69   69       P
## 160       160         160     P  70   71  70   70       P
## 161       161         161     P  71   72  71   71       P
## 162       162         162     P  72   73  72   72       P
## 163       163         163     P  73   74  73   73       P
## 164       164         164     P  74   75  74   74       P
## 165       165         165     P  75   76  75   75       P
## 166       166         166     P  76   77  76   76       P
## 167       167         167     P  77   78  77   77       P
## 168       168         168     P  78   79  78   78       P
## 169       169         169     P  79   80  79   79       P
## 170       170         170     P  80   81  80   80       P
## 171       171         171     P  81   82  81   81       P
## 172       172         172     P  82   83  82   82       P
## 173       173         173     P  83   84  83   83       P
## 174       174         174     P  84   85  84   84       P
## 175       175         175     P  85   86  85   85       P
## 176       176         176     P  86   87  86   86       P
## 177       177         177     P  87   88  87   87       P
## 178       178         178     P  88   89  88   88       P
## 179       179         179     R   0    1   0    0       R
## 180       180         180     R   1    2   1    1       R
## 181       181         181     R   2    3   2    2       R
## 182       182         182     R   3    4   3    3       R
## 183       183         183     R   4    5   4    4       R
## 184       184         184     R   5    6   5    5       R
## 185       185         185     R   6    7   6    6       R
## 186       186         186     R   7    8   7    7       R
## 187       187         187     R   8    9   8    8       R
## 188       188         188     R   9   10   9    9       R
## 189       189         189     R  10   11  10   10       R
## 190       190         190     R  11   12  11   11       R
## 191       191         191     R  12   13  12   12       R
## 192       192         192     R  13   14  13   13       R
## 193       193         193     R  14   15  14   14       R
## 194       194         194     R  15   16  15   15       R
## 195       195         195     R  16   17  16   16       R
## 196       196         196     R  17   18  17   17       R
## 197       197         197     R  18   19  18   18       R
## 198       198         198     R  19   20  19   19       R
## 199       199         199     R  20   21  20   20       R
## 200       200         200     R  21   22  21   21       R
## 201       201         201     R  22   23  22   22       R
## 202       202         202     R  23   24  23   23       R
## 203       203         203     R  24   25  24   24       R
## 204       204         204     R  25   26  25   25       R
## 205       205         205     R  26   27  26   26       R
## 206       206         206     R  27   28  27   27       R
## 207       207         207     R  28   29  28   28       R
## 208       208         208     R  29   30  29   29       R
## 209       209         209     R  30   31  30   30       R
## 210       210         210     R  31   32  31   31       R
## 211       211         211     R  32   33  32   32       R
## 212       212         212     R  33   34  33   33       R
## 213       213         213     R  34   35  34   34       R
## 214       214         214     R  35   36  35   35       R
## 215       215         215     R  36   37  36   36       R
## 216       216         216     R  37   38  37   37       R
## 217       217         217     R  38   39  38   38       R
## 218       218         218     R  39   40  39   39       R
## 219       219         219     R  40   41  40   40       R
## 220       220         220     R  41   42  41   41       R
## 221       221         221     R  42   43  42   42       R
## 222       222         222     R  43   44  43   43       R
## 223       223         223     R  44   45  44   44       R
## 224       224         224     R  45   46  45   45       R
## 225       225         225     R  46   47  46   46       R
## 226       226         226     R  47   48  47   47       R
## 227       227         227     R  48   49  48   48       R
## 228       228         228     R  49   50  49   49       R
## 229       229         229     R  50   51  50   50       R
## 230       230         230     R  51   52  51   51       R
## 231       231         231     R  52   53  52   52       R
## 232       232         232     R  53   54  53   53       R
## 233       233         233     R  54   55  54   54       R
## 234       234         234     R  55   56  55   55       R
## 235       235         235     R  56   57  56   56       R
## 236       236         236     R  57   58  57   57       R
## 237       237         237     R  58   59  58   58       R
## 238       238         238     R  59   60  59   59       R
## 239       239         239     R  60   61  60   60       R
## 240       240         240     R  61   62  61   61       R
## 241       241         241     R  62   63  62   62       R
## 242       242         242     R  63   64  63   63       R
## 243       243         243     R  64   65  64   64       R
## 244       244         244     R  65   66  65   65       R
## 245       245         245     R  66   67  66   66       R
## 246       246         246     R  67   68  67   67       R
## 247       247         247     R  68   69  68   68       R
## 248       248         248     R  69   70  69   69       R
## 249       249         249     R  70   71  70   70       R
## 250       250         250     R  71   72  71   71       R
## 251       251         251     R  72   73  72   72       R
## 252       252         252     R  73   74  73   73       R
## 253       253         253     R  74   75  74   74       R
## 254       254         254     R  75   76  75   75       R
## 255       255         255     R  76   77  76   76       R
## 256       256         256     R  77   78  77   77       R
## 257       257         257     R  78   79  78   78       R
## 258       258         258     R  79   80  79   79       R
## 259       259         259     R  80   81  80   80       R
## 260       260         260     R  81   82  81   81       R
## 261       261         261     R  82   83  82   82       R
## 262       262         262     R  83   84  83   83       R
## 263       263         263     R  84   85  84   84       R
## 264       264         264     R  85   86  85   85       R
## 265       265         265     R  86   87  86   86       R
## 266       266         266     R  87   88  87   87       R
## 267       267         267     R  88   89  88   88       R
## 268       268         268     W   0    1   0    0       W
## 269       269         269     W   1    2   1    1       W
## 270       270         270     W   2    3   2    2       W
## 271       271         271     W   3    4   3    3       W
## 272       272         272     W   4    5   4    4       W
## 273       273         273     W   5    6   5    5       W
## 274       274         274     W   6    7   6    6       W
## 275       275         275     W   7    8   7    7       W
## 276       276         276     W   8    9   8    8       W
## 277       277         277     W   9   10   9    9       W
## 278       278         278     W  10   11  10   10       W
## 279       279         279     W  11   12  11   11       W
## 280       280         280     W  12   13  12   12       W
## 281       281         281     W  13   14  13   13       W
## 282       282         282     W  14   15  14   14       W
## 283       283         283     W  15   16  15   15       W
## 284       284         284     W  16   17  16   16       W
## 285       285         285     W  17   18  17   17       W
## 286       286         286     W  18   19  18   18       W
## 287       287         287     W  19   20  19   19       W
## 288       288         288     W  20   21  20   20       W
## 289       289         289     W  21   22  21   21       W
## 290       290         290     W  22   23  22   22       W
## 291       291         291     W  23   24  23   23       W
## 292       292         292     W  24   25  24   24       W
## 293       293         293     W  25   26  25   25       W
## 294       294         294     W  26   27  26   26       W
## 295       295         295     W  27   28  27   27       W
## 296       296         296     W  28   29  28   28       W
## 297       297         297     W  29   30  29   29       W
## 298       298         298     W  30   31  30   30       W
## 299       299         299     W  31   32  31   31       W
## 300       300         300     W  32   33  32   32       W
## 301       301         301     W  33   34  33   33       W
## 302       302         302     W  34   35  34   34       W
## 303       303         303     W  35   36  35   35       W
## 304       304         304     W  36   37  36   36       W
## 305       305         305     W  37   38  37   37       W
## 306       306         306     W  38   39  38   38       W
## 307       307         307     W  39   40  39   39       W
## 308       308         308     W  40   41  40   40       W
## 309       309         309     W  41   42  41   41       W
## 310       310         310     W  42   43  42   42       W
## 311       311         311     W  43   44  43   43       W
## 312       312         312     W  44   45  44   44       W
## 313       313         313     W  45   46  45   45       W
## 314       314         314     W  46   47  46   46       W
## 315       315         315     W  47   48  47   47       W
## 316       316         316     W  48   49  48   48       W
## 317       317         317     W  49   50  49   49       W
## 318       318         318     W  50   51  50   50       W
## 319       319         319     W  51   52  51   51       W
## 320       320         320     W  52   53  52   52       W
## 321       321         321     W  53   54  53   53       W
## 322       322         322     W  54   55  54   54       W
## 323       323         323     W  55   56  55   55       W
## 324       324         324     W  56   57  56   56       W
## 325       325         325     W  57   58  57   57       W
## 326       326         326     W  58   59  58   58       W
## 327       327         327     W  59   60  59   59       W
## 328       328         328     W  60   61  60   60       W
## 329       329         329     W  61   62  61   61       W
## 330       330         330     W  62   63  62   62       W
## 331       331         331     W  63   64  63   63       W
## 332       332         332     W  64   65  64   64       W
## 333       333         333     W  65   66  65   65       W
## 334       334         334     W  66   67  66   66       W
## 335       335         335     W  67   68  67   67       W
## 336       336         336     W  68   69  68   68       W
## 337       337         337     W  69   70  69   69       W
## 338       338         338     W  70   71  70   70       W
## 339       339         339     W  71   72  71   71       W
## 340       340         340     W  72   73  72   72       W
## 341       341         341     W  73   74  73   73       W
## 342       342         342     W  74   75  74   74       W
## 343       343         343     W  75   76  75   75       W
## 344       344         344     W  76   77  76   76       W
## 345       345         345     W  77   78  77   77       W
## 346       346         346     W  78   79  78   78       W
## 347       347         347     W  79   80  79   79       W
## 348       348         348     W  80   81  80   80       W
## 349       349         349     W  81   82  81   81       W
## 350       350         350     W  82   83  82   82       W
## 351       351         351     W  83   84  83   83       W
## 352       352         352     W  84   85  84   84       W
## 353       353         353     W  85   86  85   85       W
## 354       354         354     W  86   87  86   86       W
## 355       355         355     W  87   88  87   87       W
## 356       356         356     W  88   89  88   88       W
## 
## $pimtypes
## $pimtypes$S
## $pimtypes$S$pim.type
## [1] "all"
# 3. Fit a particular model
# This is a model with S varying by habitat type
mod.hab <-  RMark::mark(mall.proc, ddl=mall.ddl,
                          model="Nest",
                          model.parameters=list(
                            S   =list(formula=~Habitat)
                          )
  )
## 
## Output summary for Nest model
## Name : S(~Habitat) 
## 
## Npar :  4
## -2lnL:  1563.951
## AICc :  1571.957
## 
## Beta
##                estimate        se        lcl       ucl
## S:(Intercept) 2.8629313 0.0992682  2.6683656 3.0574970
## S:HabitatP    0.2226790 0.1273492 -0.0269255 0.4722835
## S:HabitatR    0.2111142 0.2356356 -0.2507317 0.6729600
## S:HabitatW    0.0929137 0.2454492 -0.3881667 0.5739941
## 
## 
## Real Parameter S
##                        1         2         3         4         5         6
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                        7         8         9        10        11        12
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       13        14        15        16        17        18
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       19        20        21        22        23        24
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       25        26        27        28        29        30
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       31        32        33        34        35        36
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       37        38        39        40        41        42
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       43        44        45        46        47        48
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       49        50        51        52        53        54
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       55        56        57        58        59        60
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       61        62        63        64        65        66
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       67        68        69        70        71        72
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       73        74        75        76        77        78
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       79        80        81        82        83        84
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       85        86        87        88        89
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
summary(mod.hab)
## Output summary for Nest model
## Name : S(~Habitat) 
## 
## Npar :  4
## -2lnL:  1563.951
## AICc :  1571.957
## 
## Beta
##                estimate        se        lcl       ucl
## S:(Intercept) 2.8629313 0.0992682  2.6683656 3.0574970
## S:HabitatP    0.2226790 0.1273492 -0.0269255 0.4722835
## S:HabitatR    0.2111142 0.2356356 -0.2507317 0.6729600
## S:HabitatW    0.0929137 0.2454492 -0.3881667 0.5739941
## 
## 
## Real Parameter S
##                        1         2         3         4         5         6
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                        7         8         9        10        11        12
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       13        14        15        16        17        18
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       19        20        21        22        23        24
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       25        26        27        28        29        30
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       31        32        33        34        35        36
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       37        38        39        40        41        42
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       43        44        45        46        47        48
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       49        50        51        52        53        54
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       55        56        57        58        59        60
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       61        62        63        64        65        66
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       67        68        69        70        71        72
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       73        74        75        76        77        78
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       79        80        81        82        83        84
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
##                       85        86        87        88        89
## Group:HabitatN 0.9459833 0.9459833 0.9459833 0.9459833 0.9459833
## Group:HabitatP 0.9562953 0.9562953 0.9562953 0.9562953 0.9562953
## Group:HabitatR 0.9558094 0.9558094 0.9558094 0.9558094 0.9558094
## Group:HabitatW 0.9505390 0.9505390 0.9505390 0.9505390 0.9505390
# Look the objects returned in more details
names(mod.hab)
##  [1] "data"             "model"            "title"           
##  [4] "model.name"       "links"            "mixtures"        
##  [7] "call"             "parameters"       "time.intervals"  
## [10] "number.of.groups" "group.labels"     "nocc"            
## [13] "begin.time"       "covariates"       "fixed"           
## [16] "design.matrix"    "pims"             "design.data"     
## [19] "strata.labels"    "mlogit.list"      "profile.int"     
## [22] "simplify"         "model.parameters" "results"         
## [25] "output"
names(mod.hab$results)
##  [1] "lnl"              "deviance"         "deviance.df"     
##  [4] "npar"             "n"                "AICc"            
##  [7] "beta"             "real"             "beta.vcv"        
## [10] "derived"          "derived.vcv"      "covariate.values"
## [13] "singular"         "real.vcv"
# look at estimates on beta and original scale
mod.hab$results$beta  # on the logit scale
##                estimate        se        lcl       ucl
## S:(Intercept) 2.8629313 0.0992682  2.6683656 3.0574970
## S:HabitatP    0.2226790 0.1273492 -0.0269255 0.4722835
## S:HabitatR    0.2111142 0.2356356 -0.2507317 0.6729600
## S:HabitatW    0.0929137 0.2454492 -0.3881667 0.5739941
mod.hab$results$real# on the regular 0-1 scale for each habitat
##             estimate        se       lcl       ucl fixed    note
## S gN a0 t1 0.9459833 0.0050725 0.9351340 0.9551051              
## S gP a0 t1 0.9562953 0.0033341 0.9492739 0.9623833              
## S gR a0 t1 0.9558094 0.0090265 0.9343297 0.9704853              
## S gW a0 t1 0.9505390 0.0105538 0.9252465 0.9675738
# derived variabldes is the nest survival probability over the (nocc) days 
names(mod.hab$results$derived)
## [1] "S Overall Survival"
mod.hab$results$derived$"S Overall Survival"
##      estimate          se         lcl        ucl
## 1 0.007138846 0.003406925 0.002794926 0.01811154
## 2 0.018736500 0.005813810 0.010169356 0.03427112
## 3 0.017907864 0.015051503 0.003395653 0.08890875
## 4 0.010947760 0.010818212 0.001559456 0.07273834
# alternatively
get.real(mod.hab, "S", se=TRUE)
##              all.diff.index par.index  estimate        se       lcl
## S gN a0 t1                1         1 0.9459833 0.0050725 0.9351340
## S gN a1 t2                2         1 0.9459833 0.0050725 0.9351340
## S gN a2 t3                3         1 0.9459833 0.0050725 0.9351340
## S gN a3 t4                4         1 0.9459833 0.0050725 0.9351340
## S gN a4 t5                5         1 0.9459833 0.0050725 0.9351340
## S gN a5 t6                6         1 0.9459833 0.0050725 0.9351340
## S gN a6 t7                7         1 0.9459833 0.0050725 0.9351340
## S gN a7 t8                8         1 0.9459833 0.0050725 0.9351340
## S gN a8 t9                9         1 0.9459833 0.0050725 0.9351340
## S gN a9 t10              10         1 0.9459833 0.0050725 0.9351340
## S gN a10 t11             11         1 0.9459833 0.0050725 0.9351340
## S gN a11 t12             12         1 0.9459833 0.0050725 0.9351340
## S gN a12 t13             13         1 0.9459833 0.0050725 0.9351340
## S gN a13 t14             14         1 0.9459833 0.0050725 0.9351340
## S gN a14 t15             15         1 0.9459833 0.0050725 0.9351340
## S gN a15 t16             16         1 0.9459833 0.0050725 0.9351340
## S gN a16 t17             17         1 0.9459833 0.0050725 0.9351340
## S gN a17 t18             18         1 0.9459833 0.0050725 0.9351340
## S gN a18 t19             19         1 0.9459833 0.0050725 0.9351340
## S gN a19 t20             20         1 0.9459833 0.0050725 0.9351340
## S gN a20 t21             21         1 0.9459833 0.0050725 0.9351340
## S gN a21 t22             22         1 0.9459833 0.0050725 0.9351340
## S gN a22 t23             23         1 0.9459833 0.0050725 0.9351340
## S gN a23 t24             24         1 0.9459833 0.0050725 0.9351340
## S gN a24 t25             25         1 0.9459833 0.0050725 0.9351340
## S gN a25 t26             26         1 0.9459833 0.0050725 0.9351340
## S gN a26 t27             27         1 0.9459833 0.0050725 0.9351340
## S gN a27 t28             28         1 0.9459833 0.0050725 0.9351340
## S gN a28 t29             29         1 0.9459833 0.0050725 0.9351340
## S gN a29 t30             30         1 0.9459833 0.0050725 0.9351340
## S gN a30 t31             31         1 0.9459833 0.0050725 0.9351340
## S gN a31 t32             32         1 0.9459833 0.0050725 0.9351340
## S gN a32 t33             33         1 0.9459833 0.0050725 0.9351340
## S gN a33 t34             34         1 0.9459833 0.0050725 0.9351340
## S gN a34 t35             35         1 0.9459833 0.0050725 0.9351340
## S gN a35 t36             36         1 0.9459833 0.0050725 0.9351340
## S gN a36 t37             37         1 0.9459833 0.0050725 0.9351340
## S gN a37 t38             38         1 0.9459833 0.0050725 0.9351340
## S gN a38 t39             39         1 0.9459833 0.0050725 0.9351340
## S gN a39 t40             40         1 0.9459833 0.0050725 0.9351340
## S gN a40 t41             41         1 0.9459833 0.0050725 0.9351340
## S gN a41 t42             42         1 0.9459833 0.0050725 0.9351340
## S gN a42 t43             43         1 0.9459833 0.0050725 0.9351340
## S gN a43 t44             44         1 0.9459833 0.0050725 0.9351340
## S gN a44 t45             45         1 0.9459833 0.0050725 0.9351340
## S gN a45 t46             46         1 0.9459833 0.0050725 0.9351340
## S gN a46 t47             47         1 0.9459833 0.0050725 0.9351340
## S gN a47 t48             48         1 0.9459833 0.0050725 0.9351340
## S gN a48 t49             49         1 0.9459833 0.0050725 0.9351340
## S gN a49 t50             50         1 0.9459833 0.0050725 0.9351340
## S gN a50 t51             51         1 0.9459833 0.0050725 0.9351340
## S gN a51 t52             52         1 0.9459833 0.0050725 0.9351340
## S gN a52 t53             53         1 0.9459833 0.0050725 0.9351340
## S gN a53 t54             54         1 0.9459833 0.0050725 0.9351340
## S gN a54 t55             55         1 0.9459833 0.0050725 0.9351340
## S gN a55 t56             56         1 0.9459833 0.0050725 0.9351340
## S gN a56 t57             57         1 0.9459833 0.0050725 0.9351340
## S gN a57 t58             58         1 0.9459833 0.0050725 0.9351340
## S gN a58 t59             59         1 0.9459833 0.0050725 0.9351340
## S gN a59 t60             60         1 0.9459833 0.0050725 0.9351340
## S gN a60 t61             61         1 0.9459833 0.0050725 0.9351340
## S gN a61 t62             62         1 0.9459833 0.0050725 0.9351340
## S gN a62 t63             63         1 0.9459833 0.0050725 0.9351340
## S gN a63 t64             64         1 0.9459833 0.0050725 0.9351340
## S gN a64 t65             65         1 0.9459833 0.0050725 0.9351340
## S gN a65 t66             66         1 0.9459833 0.0050725 0.9351340
## S gN a66 t67             67         1 0.9459833 0.0050725 0.9351340
## S gN a67 t68             68         1 0.9459833 0.0050725 0.9351340
## S gN a68 t69             69         1 0.9459833 0.0050725 0.9351340
## S gN a69 t70             70         1 0.9459833 0.0050725 0.9351340
## S gN a70 t71             71         1 0.9459833 0.0050725 0.9351340
## S gN a71 t72             72         1 0.9459833 0.0050725 0.9351340
## S gN a72 t73             73         1 0.9459833 0.0050725 0.9351340
## S gN a73 t74             74         1 0.9459833 0.0050725 0.9351340
## S gN a74 t75             75         1 0.9459833 0.0050725 0.9351340
## S gN a75 t76             76         1 0.9459833 0.0050725 0.9351340
## S gN a76 t77             77         1 0.9459833 0.0050725 0.9351340
## S gN a77 t78             78         1 0.9459833 0.0050725 0.9351340
## S gN a78 t79             79         1 0.9459833 0.0050725 0.9351340
## S gN a79 t80             80         1 0.9459833 0.0050725 0.9351340
## S gN a80 t81             81         1 0.9459833 0.0050725 0.9351340
## S gN a81 t82             82         1 0.9459833 0.0050725 0.9351340
## S gN a82 t83             83         1 0.9459833 0.0050725 0.9351340
## S gN a83 t84             84         1 0.9459833 0.0050725 0.9351340
## S gN a84 t85             85         1 0.9459833 0.0050725 0.9351340
## S gN a85 t86             86         1 0.9459833 0.0050725 0.9351340
## S gN a86 t87             87         1 0.9459833 0.0050725 0.9351340
## S gN a87 t88             88         1 0.9459833 0.0050725 0.9351340
## S gN a88 t89             89         1 0.9459833 0.0050725 0.9351340
## S gP a0 t1               90         2 0.9562953 0.0033341 0.9492739
## S gP a1 t2               91         2 0.9562953 0.0033341 0.9492739
## S gP a2 t3               92         2 0.9562953 0.0033341 0.9492739
## S gP a3 t4               93         2 0.9562953 0.0033341 0.9492739
## S gP a4 t5               94         2 0.9562953 0.0033341 0.9492739
## S gP a5 t6               95         2 0.9562953 0.0033341 0.9492739
## S gP a6 t7               96         2 0.9562953 0.0033341 0.9492739
## S gP a7 t8               97         2 0.9562953 0.0033341 0.9492739
## S gP a8 t9               98         2 0.9562953 0.0033341 0.9492739
## S gP a9 t10              99         2 0.9562953 0.0033341 0.9492739
## S gP a10 t11            100         2 0.9562953 0.0033341 0.9492739
## S gP a11 t12            101         2 0.9562953 0.0033341 0.9492739
## S gP a12 t13            102         2 0.9562953 0.0033341 0.9492739
## S gP a13 t14            103         2 0.9562953 0.0033341 0.9492739
## S gP a14 t15            104         2 0.9562953 0.0033341 0.9492739
## S gP a15 t16            105         2 0.9562953 0.0033341 0.9492739
## S gP a16 t17            106         2 0.9562953 0.0033341 0.9492739
## S gP a17 t18            107         2 0.9562953 0.0033341 0.9492739
## S gP a18 t19            108         2 0.9562953 0.0033341 0.9492739
## S gP a19 t20            109         2 0.9562953 0.0033341 0.9492739
## S gP a20 t21            110         2 0.9562953 0.0033341 0.9492739
## S gP a21 t22            111         2 0.9562953 0.0033341 0.9492739
## S gP a22 t23            112         2 0.9562953 0.0033341 0.9492739
## S gP a23 t24            113         2 0.9562953 0.0033341 0.9492739
## S gP a24 t25            114         2 0.9562953 0.0033341 0.9492739
## S gP a25 t26            115         2 0.9562953 0.0033341 0.9492739
## S gP a26 t27            116         2 0.9562953 0.0033341 0.9492739
## S gP a27 t28            117         2 0.9562953 0.0033341 0.9492739
## S gP a28 t29            118         2 0.9562953 0.0033341 0.9492739
## S gP a29 t30            119         2 0.9562953 0.0033341 0.9492739
## S gP a30 t31            120         2 0.9562953 0.0033341 0.9492739
## S gP a31 t32            121         2 0.9562953 0.0033341 0.9492739
## S gP a32 t33            122         2 0.9562953 0.0033341 0.9492739
## S gP a33 t34            123         2 0.9562953 0.0033341 0.9492739
## S gP a34 t35            124         2 0.9562953 0.0033341 0.9492739
## S gP a35 t36            125         2 0.9562953 0.0033341 0.9492739
## S gP a36 t37            126         2 0.9562953 0.0033341 0.9492739
## S gP a37 t38            127         2 0.9562953 0.0033341 0.9492739
## S gP a38 t39            128         2 0.9562953 0.0033341 0.9492739
## S gP a39 t40            129         2 0.9562953 0.0033341 0.9492739
## S gP a40 t41            130         2 0.9562953 0.0033341 0.9492739
## S gP a41 t42            131         2 0.9562953 0.0033341 0.9492739
## S gP a42 t43            132         2 0.9562953 0.0033341 0.9492739
## S gP a43 t44            133         2 0.9562953 0.0033341 0.9492739
## S gP a44 t45            134         2 0.9562953 0.0033341 0.9492739
## S gP a45 t46            135         2 0.9562953 0.0033341 0.9492739
## S gP a46 t47            136         2 0.9562953 0.0033341 0.9492739
## S gP a47 t48            137         2 0.9562953 0.0033341 0.9492739
## S gP a48 t49            138         2 0.9562953 0.0033341 0.9492739
## S gP a49 t50            139         2 0.9562953 0.0033341 0.9492739
## S gP a50 t51            140         2 0.9562953 0.0033341 0.9492739
## S gP a51 t52            141         2 0.9562953 0.0033341 0.9492739
## S gP a52 t53            142         2 0.9562953 0.0033341 0.9492739
## S gP a53 t54            143         2 0.9562953 0.0033341 0.9492739
## S gP a54 t55            144         2 0.9562953 0.0033341 0.9492739
## S gP a55 t56            145         2 0.9562953 0.0033341 0.9492739
## S gP a56 t57            146         2 0.9562953 0.0033341 0.9492739
## S gP a57 t58            147         2 0.9562953 0.0033341 0.9492739
## S gP a58 t59            148         2 0.9562953 0.0033341 0.9492739
## S gP a59 t60            149         2 0.9562953 0.0033341 0.9492739
## S gP a60 t61            150         2 0.9562953 0.0033341 0.9492739
## S gP a61 t62            151         2 0.9562953 0.0033341 0.9492739
## S gP a62 t63            152         2 0.9562953 0.0033341 0.9492739
## S gP a63 t64            153         2 0.9562953 0.0033341 0.9492739
## S gP a64 t65            154         2 0.9562953 0.0033341 0.9492739
## S gP a65 t66            155         2 0.9562953 0.0033341 0.9492739
## S gP a66 t67            156         2 0.9562953 0.0033341 0.9492739
## S gP a67 t68            157         2 0.9562953 0.0033341 0.9492739
## S gP a68 t69            158         2 0.9562953 0.0033341 0.9492739
## S gP a69 t70            159         2 0.9562953 0.0033341 0.9492739
## S gP a70 t71            160         2 0.9562953 0.0033341 0.9492739
## S gP a71 t72            161         2 0.9562953 0.0033341 0.9492739
## S gP a72 t73            162         2 0.9562953 0.0033341 0.9492739
## S gP a73 t74            163         2 0.9562953 0.0033341 0.9492739
## S gP a74 t75            164         2 0.9562953 0.0033341 0.9492739
## S gP a75 t76            165         2 0.9562953 0.0033341 0.9492739
## S gP a76 t77            166         2 0.9562953 0.0033341 0.9492739
## S gP a77 t78            167         2 0.9562953 0.0033341 0.9492739
## S gP a78 t79            168         2 0.9562953 0.0033341 0.9492739
## S gP a79 t80            169         2 0.9562953 0.0033341 0.9492739
## S gP a80 t81            170         2 0.9562953 0.0033341 0.9492739
## S gP a81 t82            171         2 0.9562953 0.0033341 0.9492739
## S gP a82 t83            172         2 0.9562953 0.0033341 0.9492739
## S gP a83 t84            173         2 0.9562953 0.0033341 0.9492739
## S gP a84 t85            174         2 0.9562953 0.0033341 0.9492739
## S gP a85 t86            175         2 0.9562953 0.0033341 0.9492739
## S gP a86 t87            176         2 0.9562953 0.0033341 0.9492739
## S gP a87 t88            177         2 0.9562953 0.0033341 0.9492739
## S gP a88 t89            178         2 0.9562953 0.0033341 0.9492739
## S gR a0 t1              179         3 0.9558094 0.0090265 0.9343297
## S gR a1 t2              180         3 0.9558094 0.0090265 0.9343297
## S gR a2 t3              181         3 0.9558094 0.0090265 0.9343297
## S gR a3 t4              182         3 0.9558094 0.0090265 0.9343297
## S gR a4 t5              183         3 0.9558094 0.0090265 0.9343297
## S gR a5 t6              184         3 0.9558094 0.0090265 0.9343297
## S gR a6 t7              185         3 0.9558094 0.0090265 0.9343297
## S gR a7 t8              186         3 0.9558094 0.0090265 0.9343297
## S gR a8 t9              187         3 0.9558094 0.0090265 0.9343297
## S gR a9 t10             188         3 0.9558094 0.0090265 0.9343297
## S gR a10 t11            189         3 0.9558094 0.0090265 0.9343297
## S gR a11 t12            190         3 0.9558094 0.0090265 0.9343297
## S gR a12 t13            191         3 0.9558094 0.0090265 0.9343297
## S gR a13 t14            192         3 0.9558094 0.0090265 0.9343297
## S gR a14 t15            193         3 0.9558094 0.0090265 0.9343297
## S gR a15 t16            194         3 0.9558094 0.0090265 0.9343297
## S gR a16 t17            195         3 0.9558094 0.0090265 0.9343297
## S gR a17 t18            196         3 0.9558094 0.0090265 0.9343297
## S gR a18 t19            197         3 0.9558094 0.0090265 0.9343297
## S gR a19 t20            198         3 0.9558094 0.0090265 0.9343297
## S gR a20 t21            199         3 0.9558094 0.0090265 0.9343297
## S gR a21 t22            200         3 0.9558094 0.0090265 0.9343297
## S gR a22 t23            201         3 0.9558094 0.0090265 0.9343297
## S gR a23 t24            202         3 0.9558094 0.0090265 0.9343297
## S gR a24 t25            203         3 0.9558094 0.0090265 0.9343297
## S gR a25 t26            204         3 0.9558094 0.0090265 0.9343297
## S gR a26 t27            205         3 0.9558094 0.0090265 0.9343297
## S gR a27 t28            206         3 0.9558094 0.0090265 0.9343297
## S gR a28 t29            207         3 0.9558094 0.0090265 0.9343297
## S gR a29 t30            208         3 0.9558094 0.0090265 0.9343297
## S gR a30 t31            209         3 0.9558094 0.0090265 0.9343297
## S gR a31 t32            210         3 0.9558094 0.0090265 0.9343297
## S gR a32 t33            211         3 0.9558094 0.0090265 0.9343297
## S gR a33 t34            212         3 0.9558094 0.0090265 0.9343297
## S gR a34 t35            213         3 0.9558094 0.0090265 0.9343297
## S gR a35 t36            214         3 0.9558094 0.0090265 0.9343297
## S gR a36 t37            215         3 0.9558094 0.0090265 0.9343297
## S gR a37 t38            216         3 0.9558094 0.0090265 0.9343297
## S gR a38 t39            217         3 0.9558094 0.0090265 0.9343297
## S gR a39 t40            218         3 0.9558094 0.0090265 0.9343297
## S gR a40 t41            219         3 0.9558094 0.0090265 0.9343297
## S gR a41 t42            220         3 0.9558094 0.0090265 0.9343297
## S gR a42 t43            221         3 0.9558094 0.0090265 0.9343297
## S gR a43 t44            222         3 0.9558094 0.0090265 0.9343297
## S gR a44 t45            223         3 0.9558094 0.0090265 0.9343297
## S gR a45 t46            224         3 0.9558094 0.0090265 0.9343297
## S gR a46 t47            225         3 0.9558094 0.0090265 0.9343297
## S gR a47 t48            226         3 0.9558094 0.0090265 0.9343297
## S gR a48 t49            227         3 0.9558094 0.0090265 0.9343297
## S gR a49 t50            228         3 0.9558094 0.0090265 0.9343297
## S gR a50 t51            229         3 0.9558094 0.0090265 0.9343297
## S gR a51 t52            230         3 0.9558094 0.0090265 0.9343297
## S gR a52 t53            231         3 0.9558094 0.0090265 0.9343297
## S gR a53 t54            232         3 0.9558094 0.0090265 0.9343297
## S gR a54 t55            233         3 0.9558094 0.0090265 0.9343297
## S gR a55 t56            234         3 0.9558094 0.0090265 0.9343297
## S gR a56 t57            235         3 0.9558094 0.0090265 0.9343297
## S gR a57 t58            236         3 0.9558094 0.0090265 0.9343297
## S gR a58 t59            237         3 0.9558094 0.0090265 0.9343297
## S gR a59 t60            238         3 0.9558094 0.0090265 0.9343297
## S gR a60 t61            239         3 0.9558094 0.0090265 0.9343297
## S gR a61 t62            240         3 0.9558094 0.0090265 0.9343297
## S gR a62 t63            241         3 0.9558094 0.0090265 0.9343297
## S gR a63 t64            242         3 0.9558094 0.0090265 0.9343297
## S gR a64 t65            243         3 0.9558094 0.0090265 0.9343297
## S gR a65 t66            244         3 0.9558094 0.0090265 0.9343297
## S gR a66 t67            245         3 0.9558094 0.0090265 0.9343297
## S gR a67 t68            246         3 0.9558094 0.0090265 0.9343297
## S gR a68 t69            247         3 0.9558094 0.0090265 0.9343297
## S gR a69 t70            248         3 0.9558094 0.0090265 0.9343297
## S gR a70 t71            249         3 0.9558094 0.0090265 0.9343297
## S gR a71 t72            250         3 0.9558094 0.0090265 0.9343297
## S gR a72 t73            251         3 0.9558094 0.0090265 0.9343297
## S gR a73 t74            252         3 0.9558094 0.0090265 0.9343297
## S gR a74 t75            253         3 0.9558094 0.0090265 0.9343297
## S gR a75 t76            254         3 0.9558094 0.0090265 0.9343297
## S gR a76 t77            255         3 0.9558094 0.0090265 0.9343297
## S gR a77 t78            256         3 0.9558094 0.0090265 0.9343297
## S gR a78 t79            257         3 0.9558094 0.0090265 0.9343297
## S gR a79 t80            258         3 0.9558094 0.0090265 0.9343297
## S gR a80 t81            259         3 0.9558094 0.0090265 0.9343297
## S gR a81 t82            260         3 0.9558094 0.0090265 0.9343297
## S gR a82 t83            261         3 0.9558094 0.0090265 0.9343297
## S gR a83 t84            262         3 0.9558094 0.0090265 0.9343297
## S gR a84 t85            263         3 0.9558094 0.0090265 0.9343297
## S gR a85 t86            264         3 0.9558094 0.0090265 0.9343297
## S gR a86 t87            265         3 0.9558094 0.0090265 0.9343297
## S gR a87 t88            266         3 0.9558094 0.0090265 0.9343297
## S gR a88 t89            267         3 0.9558094 0.0090265 0.9343297
## S gW a0 t1              268         4 0.9505390 0.0105538 0.9252465
## S gW a1 t2              269         4 0.9505390 0.0105538 0.9252465
## S gW a2 t3              270         4 0.9505390 0.0105538 0.9252465
## S gW a3 t4              271         4 0.9505390 0.0105538 0.9252465
## S gW a4 t5              272         4 0.9505390 0.0105538 0.9252465
## S gW a5 t6              273         4 0.9505390 0.0105538 0.9252465
## S gW a6 t7              274         4 0.9505390 0.0105538 0.9252465
## S gW a7 t8              275         4 0.9505390 0.0105538 0.9252465
## S gW a8 t9              276         4 0.9505390 0.0105538 0.9252465
## S gW a9 t10             277         4 0.9505390 0.0105538 0.9252465
## S gW a10 t11            278         4 0.9505390 0.0105538 0.9252465
## S gW a11 t12            279         4 0.9505390 0.0105538 0.9252465
## S gW a12 t13            280         4 0.9505390 0.0105538 0.9252465
## S gW a13 t14            281         4 0.9505390 0.0105538 0.9252465
## S gW a14 t15            282         4 0.9505390 0.0105538 0.9252465
## S gW a15 t16            283         4 0.9505390 0.0105538 0.9252465
## S gW a16 t17            284         4 0.9505390 0.0105538 0.9252465
## S gW a17 t18            285         4 0.9505390 0.0105538 0.9252465
## S gW a18 t19            286         4 0.9505390 0.0105538 0.9252465
## S gW a19 t20            287         4 0.9505390 0.0105538 0.9252465
## S gW a20 t21            288         4 0.9505390 0.0105538 0.9252465
## S gW a21 t22            289         4 0.9505390 0.0105538 0.9252465
## S gW a22 t23            290         4 0.9505390 0.0105538 0.9252465
## S gW a23 t24            291         4 0.9505390 0.0105538 0.9252465
## S gW a24 t25            292         4 0.9505390 0.0105538 0.9252465
## S gW a25 t26            293         4 0.9505390 0.0105538 0.9252465
## S gW a26 t27            294         4 0.9505390 0.0105538 0.9252465
## S gW a27 t28            295         4 0.9505390 0.0105538 0.9252465
## S gW a28 t29            296         4 0.9505390 0.0105538 0.9252465
## S gW a29 t30            297         4 0.9505390 0.0105538 0.9252465
## S gW a30 t31            298         4 0.9505390 0.0105538 0.9252465
## S gW a31 t32            299         4 0.9505390 0.0105538 0.9252465
## S gW a32 t33            300         4 0.9505390 0.0105538 0.9252465
## S gW a33 t34            301         4 0.9505390 0.0105538 0.9252465
## S gW a34 t35            302         4 0.9505390 0.0105538 0.9252465
## S gW a35 t36            303         4 0.9505390 0.0105538 0.9252465
## S gW a36 t37            304         4 0.9505390 0.0105538 0.9252465
## S gW a37 t38            305         4 0.9505390 0.0105538 0.9252465
## S gW a38 t39            306         4 0.9505390 0.0105538 0.9252465
## S gW a39 t40            307         4 0.9505390 0.0105538 0.9252465
## S gW a40 t41            308         4 0.9505390 0.0105538 0.9252465
## S gW a41 t42            309         4 0.9505390 0.0105538 0.9252465
## S gW a42 t43            310         4 0.9505390 0.0105538 0.9252465
## S gW a43 t44            311         4 0.9505390 0.0105538 0.9252465
## S gW a44 t45            312         4 0.9505390 0.0105538 0.9252465
## S gW a45 t46            313         4 0.9505390 0.0105538 0.9252465
## S gW a46 t47            314         4 0.9505390 0.0105538 0.9252465
## S gW a47 t48            315         4 0.9505390 0.0105538 0.9252465
## S gW a48 t49            316         4 0.9505390 0.0105538 0.9252465
## S gW a49 t50            317         4 0.9505390 0.0105538 0.9252465
## S gW a50 t51            318         4 0.9505390 0.0105538 0.9252465
## S gW a51 t52            319         4 0.9505390 0.0105538 0.9252465
## S gW a52 t53            320         4 0.9505390 0.0105538 0.9252465
## S gW a53 t54            321         4 0.9505390 0.0105538 0.9252465
## S gW a54 t55            322         4 0.9505390 0.0105538 0.9252465
## S gW a55 t56            323         4 0.9505390 0.0105538 0.9252465
## S gW a56 t57            324         4 0.9505390 0.0105538 0.9252465
## S gW a57 t58            325         4 0.9505390 0.0105538 0.9252465
## S gW a58 t59            326         4 0.9505390 0.0105538 0.9252465
## S gW a59 t60            327         4 0.9505390 0.0105538 0.9252465
## S gW a60 t61            328         4 0.9505390 0.0105538 0.9252465
## S gW a61 t62            329         4 0.9505390 0.0105538 0.9252465
## S gW a62 t63            330         4 0.9505390 0.0105538 0.9252465
## S gW a63 t64            331         4 0.9505390 0.0105538 0.9252465
## S gW a64 t65            332         4 0.9505390 0.0105538 0.9252465
## S gW a65 t66            333         4 0.9505390 0.0105538 0.9252465
## S gW a66 t67            334         4 0.9505390 0.0105538 0.9252465
## S gW a67 t68            335         4 0.9505390 0.0105538 0.9252465
## S gW a68 t69            336         4 0.9505390 0.0105538 0.9252465
## S gW a69 t70            337         4 0.9505390 0.0105538 0.9252465
## S gW a70 t71            338         4 0.9505390 0.0105538 0.9252465
## S gW a71 t72            339         4 0.9505390 0.0105538 0.9252465
## S gW a72 t73            340         4 0.9505390 0.0105538 0.9252465
## S gW a73 t74            341         4 0.9505390 0.0105538 0.9252465
## S gW a74 t75            342         4 0.9505390 0.0105538 0.9252465
## S gW a75 t76            343         4 0.9505390 0.0105538 0.9252465
## S gW a76 t77            344         4 0.9505390 0.0105538 0.9252465
## S gW a77 t78            345         4 0.9505390 0.0105538 0.9252465
## S gW a78 t79            346         4 0.9505390 0.0105538 0.9252465
## S gW a79 t80            347         4 0.9505390 0.0105538 0.9252465
## S gW a80 t81            348         4 0.9505390 0.0105538 0.9252465
## S gW a81 t82            349         4 0.9505390 0.0105538 0.9252465
## S gW a82 t83            350         4 0.9505390 0.0105538 0.9252465
## S gW a83 t84            351         4 0.9505390 0.0105538 0.9252465
## S gW a84 t85            352         4 0.9505390 0.0105538 0.9252465
## S gW a85 t86            353         4 0.9505390 0.0105538 0.9252465
## S gW a86 t87            354         4 0.9505390 0.0105538 0.9252465
## S gW a87 t88            355         4 0.9505390 0.0105538 0.9252465
## S gW a88 t89            356         4 0.9505390 0.0105538 0.9252465
##                    ucl fixed    note group age time Age Time Habitat
## S gN a0 t1   0.9551051                   N   0    1   0    0       N
## S gN a1 t2   0.9551051                   N   1    2   1    1       N
## S gN a2 t3   0.9551051                   N   2    3   2    2       N
## S gN a3 t4   0.9551051                   N   3    4   3    3       N
## S gN a4 t5   0.9551051                   N   4    5   4    4       N
## S gN a5 t6   0.9551051                   N   5    6   5    5       N
## S gN a6 t7   0.9551051                   N   6    7   6    6       N
## S gN a7 t8   0.9551051                   N   7    8   7    7       N
## S gN a8 t9   0.9551051                   N   8    9   8    8       N
## S gN a9 t10  0.9551051                   N   9   10   9    9       N
## S gN a10 t11 0.9551051                   N  10   11  10   10       N
## S gN a11 t12 0.9551051                   N  11   12  11   11       N
## S gN a12 t13 0.9551051                   N  12   13  12   12       N
## S gN a13 t14 0.9551051                   N  13   14  13   13       N
## S gN a14 t15 0.9551051                   N  14   15  14   14       N
## S gN a15 t16 0.9551051                   N  15   16  15   15       N
## S gN a16 t17 0.9551051                   N  16   17  16   16       N
## S gN a17 t18 0.9551051                   N  17   18  17   17       N
## S gN a18 t19 0.9551051                   N  18   19  18   18       N
## S gN a19 t20 0.9551051                   N  19   20  19   19       N
## S gN a20 t21 0.9551051                   N  20   21  20   20       N
## S gN a21 t22 0.9551051                   N  21   22  21   21       N
## S gN a22 t23 0.9551051                   N  22   23  22   22       N
## S gN a23 t24 0.9551051                   N  23   24  23   23       N
## S gN a24 t25 0.9551051                   N  24   25  24   24       N
## S gN a25 t26 0.9551051                   N  25   26  25   25       N
## S gN a26 t27 0.9551051                   N  26   27  26   26       N
## S gN a27 t28 0.9551051                   N  27   28  27   27       N
## S gN a28 t29 0.9551051                   N  28   29  28   28       N
## S gN a29 t30 0.9551051                   N  29   30  29   29       N
## S gN a30 t31 0.9551051                   N  30   31  30   30       N
## S gN a31 t32 0.9551051                   N  31   32  31   31       N
## S gN a32 t33 0.9551051                   N  32   33  32   32       N
## S gN a33 t34 0.9551051                   N  33   34  33   33       N
## S gN a34 t35 0.9551051                   N  34   35  34   34       N
## S gN a35 t36 0.9551051                   N  35   36  35   35       N
## S gN a36 t37 0.9551051                   N  36   37  36   36       N
## S gN a37 t38 0.9551051                   N  37   38  37   37       N
## S gN a38 t39 0.9551051                   N  38   39  38   38       N
## S gN a39 t40 0.9551051                   N  39   40  39   39       N
## S gN a40 t41 0.9551051                   N  40   41  40   40       N
## S gN a41 t42 0.9551051                   N  41   42  41   41       N
## S gN a42 t43 0.9551051                   N  42   43  42   42       N
## S gN a43 t44 0.9551051                   N  43   44  43   43       N
## S gN a44 t45 0.9551051                   N  44   45  44   44       N
## S gN a45 t46 0.9551051                   N  45   46  45   45       N
## S gN a46 t47 0.9551051                   N  46   47  46   46       N
## S gN a47 t48 0.9551051                   N  47   48  47   47       N
## S gN a48 t49 0.9551051                   N  48   49  48   48       N
## S gN a49 t50 0.9551051                   N  49   50  49   49       N
## S gN a50 t51 0.9551051                   N  50   51  50   50       N
## S gN a51 t52 0.9551051                   N  51   52  51   51       N
## S gN a52 t53 0.9551051                   N  52   53  52   52       N
## S gN a53 t54 0.9551051                   N  53   54  53   53       N
## S gN a54 t55 0.9551051                   N  54   55  54   54       N
## S gN a55 t56 0.9551051                   N  55   56  55   55       N
## S gN a56 t57 0.9551051                   N  56   57  56   56       N
## S gN a57 t58 0.9551051                   N  57   58  57   57       N
## S gN a58 t59 0.9551051                   N  58   59  58   58       N
## S gN a59 t60 0.9551051                   N  59   60  59   59       N
## S gN a60 t61 0.9551051                   N  60   61  60   60       N
## S gN a61 t62 0.9551051                   N  61   62  61   61       N
## S gN a62 t63 0.9551051                   N  62   63  62   62       N
## S gN a63 t64 0.9551051                   N  63   64  63   63       N
## S gN a64 t65 0.9551051                   N  64   65  64   64       N
## S gN a65 t66 0.9551051                   N  65   66  65   65       N
## S gN a66 t67 0.9551051                   N  66   67  66   66       N
## S gN a67 t68 0.9551051                   N  67   68  67   67       N
## S gN a68 t69 0.9551051                   N  68   69  68   68       N
## S gN a69 t70 0.9551051                   N  69   70  69   69       N
## S gN a70 t71 0.9551051                   N  70   71  70   70       N
## S gN a71 t72 0.9551051                   N  71   72  71   71       N
## S gN a72 t73 0.9551051                   N  72   73  72   72       N
## S gN a73 t74 0.9551051                   N  73   74  73   73       N
## S gN a74 t75 0.9551051                   N  74   75  74   74       N
## S gN a75 t76 0.9551051                   N  75   76  75   75       N
## S gN a76 t77 0.9551051                   N  76   77  76   76       N
## S gN a77 t78 0.9551051                   N  77   78  77   77       N
## S gN a78 t79 0.9551051                   N  78   79  78   78       N
## S gN a79 t80 0.9551051                   N  79   80  79   79       N
## S gN a80 t81 0.9551051                   N  80   81  80   80       N
## S gN a81 t82 0.9551051                   N  81   82  81   81       N
## S gN a82 t83 0.9551051                   N  82   83  82   82       N
## S gN a83 t84 0.9551051                   N  83   84  83   83       N
## S gN a84 t85 0.9551051                   N  84   85  84   84       N
## S gN a85 t86 0.9551051                   N  85   86  85   85       N
## S gN a86 t87 0.9551051                   N  86   87  86   86       N
## S gN a87 t88 0.9551051                   N  87   88  87   87       N
## S gN a88 t89 0.9551051                   N  88   89  88   88       N
## S gP a0 t1   0.9623833                   P   0    1   0    0       P
## S gP a1 t2   0.9623833                   P   1    2   1    1       P
## S gP a2 t3   0.9623833                   P   2    3   2    2       P
## S gP a3 t4   0.9623833                   P   3    4   3    3       P
## S gP a4 t5   0.9623833                   P   4    5   4    4       P
## S gP a5 t6   0.9623833                   P   5    6   5    5       P
## S gP a6 t7   0.9623833                   P   6    7   6    6       P
## S gP a7 t8   0.9623833                   P   7    8   7    7       P
## S gP a8 t9   0.9623833                   P   8    9   8    8       P
## S gP a9 t10  0.9623833                   P   9   10   9    9       P
## S gP a10 t11 0.9623833                   P  10   11  10   10       P
## S gP a11 t12 0.9623833                   P  11   12  11   11       P
## S gP a12 t13 0.9623833                   P  12   13  12   12       P
## S gP a13 t14 0.9623833                   P  13   14  13   13       P
## S gP a14 t15 0.9623833                   P  14   15  14   14       P
## S gP a15 t16 0.9623833                   P  15   16  15   15       P
## S gP a16 t17 0.9623833                   P  16   17  16   16       P
## S gP a17 t18 0.9623833                   P  17   18  17   17       P
## S gP a18 t19 0.9623833                   P  18   19  18   18       P
## S gP a19 t20 0.9623833                   P  19   20  19   19       P
## S gP a20 t21 0.9623833                   P  20   21  20   20       P
## S gP a21 t22 0.9623833                   P  21   22  21   21       P
## S gP a22 t23 0.9623833                   P  22   23  22   22       P
## S gP a23 t24 0.9623833                   P  23   24  23   23       P
## S gP a24 t25 0.9623833                   P  24   25  24   24       P
## S gP a25 t26 0.9623833                   P  25   26  25   25       P
## S gP a26 t27 0.9623833                   P  26   27  26   26       P
## S gP a27 t28 0.9623833                   P  27   28  27   27       P
## S gP a28 t29 0.9623833                   P  28   29  28   28       P
## S gP a29 t30 0.9623833                   P  29   30  29   29       P
## S gP a30 t31 0.9623833                   P  30   31  30   30       P
## S gP a31 t32 0.9623833                   P  31   32  31   31       P
## S gP a32 t33 0.9623833                   P  32   33  32   32       P
## S gP a33 t34 0.9623833                   P  33   34  33   33       P
## S gP a34 t35 0.9623833                   P  34   35  34   34       P
## S gP a35 t36 0.9623833                   P  35   36  35   35       P
## S gP a36 t37 0.9623833                   P  36   37  36   36       P
## S gP a37 t38 0.9623833                   P  37   38  37   37       P
## S gP a38 t39 0.9623833                   P  38   39  38   38       P
## S gP a39 t40 0.9623833                   P  39   40  39   39       P
## S gP a40 t41 0.9623833                   P  40   41  40   40       P
## S gP a41 t42 0.9623833                   P  41   42  41   41       P
## S gP a42 t43 0.9623833                   P  42   43  42   42       P
## S gP a43 t44 0.9623833                   P  43   44  43   43       P
## S gP a44 t45 0.9623833                   P  44   45  44   44       P
## S gP a45 t46 0.9623833                   P  45   46  45   45       P
## S gP a46 t47 0.9623833                   P  46   47  46   46       P
## S gP a47 t48 0.9623833                   P  47   48  47   47       P
## S gP a48 t49 0.9623833                   P  48   49  48   48       P
## S gP a49 t50 0.9623833                   P  49   50  49   49       P
## S gP a50 t51 0.9623833                   P  50   51  50   50       P
## S gP a51 t52 0.9623833                   P  51   52  51   51       P
## S gP a52 t53 0.9623833                   P  52   53  52   52       P
## S gP a53 t54 0.9623833                   P  53   54  53   53       P
## S gP a54 t55 0.9623833                   P  54   55  54   54       P
## S gP a55 t56 0.9623833                   P  55   56  55   55       P
## S gP a56 t57 0.9623833                   P  56   57  56   56       P
## S gP a57 t58 0.9623833                   P  57   58  57   57       P
## S gP a58 t59 0.9623833                   P  58   59  58   58       P
## S gP a59 t60 0.9623833                   P  59   60  59   59       P
## S gP a60 t61 0.9623833                   P  60   61  60   60       P
## S gP a61 t62 0.9623833                   P  61   62  61   61       P
## S gP a62 t63 0.9623833                   P  62   63  62   62       P
## S gP a63 t64 0.9623833                   P  63   64  63   63       P
## S gP a64 t65 0.9623833                   P  64   65  64   64       P
## S gP a65 t66 0.9623833                   P  65   66  65   65       P
## S gP a66 t67 0.9623833                   P  66   67  66   66       P
## S gP a67 t68 0.9623833                   P  67   68  67   67       P
## S gP a68 t69 0.9623833                   P  68   69  68   68       P
## S gP a69 t70 0.9623833                   P  69   70  69   69       P
## S gP a70 t71 0.9623833                   P  70   71  70   70       P
## S gP a71 t72 0.9623833                   P  71   72  71   71       P
## S gP a72 t73 0.9623833                   P  72   73  72   72       P
## S gP a73 t74 0.9623833                   P  73   74  73   73       P
## S gP a74 t75 0.9623833                   P  74   75  74   74       P
## S gP a75 t76 0.9623833                   P  75   76  75   75       P
## S gP a76 t77 0.9623833                   P  76   77  76   76       P
## S gP a77 t78 0.9623833                   P  77   78  77   77       P
## S gP a78 t79 0.9623833                   P  78   79  78   78       P
## S gP a79 t80 0.9623833                   P  79   80  79   79       P
## S gP a80 t81 0.9623833                   P  80   81  80   80       P
## S gP a81 t82 0.9623833                   P  81   82  81   81       P
## S gP a82 t83 0.9623833                   P  82   83  82   82       P
## S gP a83 t84 0.9623833                   P  83   84  83   83       P
## S gP a84 t85 0.9623833                   P  84   85  84   84       P
## S gP a85 t86 0.9623833                   P  85   86  85   85       P
## S gP a86 t87 0.9623833                   P  86   87  86   86       P
## S gP a87 t88 0.9623833                   P  87   88  87   87       P
## S gP a88 t89 0.9623833                   P  88   89  88   88       P
## S gR a0 t1   0.9704853                   R   0    1   0    0       R
## S gR a1 t2   0.9704853                   R   1    2   1    1       R
## S gR a2 t3   0.9704853                   R   2    3   2    2       R
## S gR a3 t4   0.9704853                   R   3    4   3    3       R
## S gR a4 t5   0.9704853                   R   4    5   4    4       R
## S gR a5 t6   0.9704853                   R   5    6   5    5       R
## S gR a6 t7   0.9704853                   R   6    7   6    6       R
## S gR a7 t8   0.9704853                   R   7    8   7    7       R
## S gR a8 t9   0.9704853                   R   8    9   8    8       R
## S gR a9 t10  0.9704853                   R   9   10   9    9       R
## S gR a10 t11 0.9704853                   R  10   11  10   10       R
## S gR a11 t12 0.9704853                   R  11   12  11   11       R
## S gR a12 t13 0.9704853                   R  12   13  12   12       R
## S gR a13 t14 0.9704853                   R  13   14  13   13       R
## S gR a14 t15 0.9704853                   R  14   15  14   14       R
## S gR a15 t16 0.9704853                   R  15   16  15   15       R
## S gR a16 t17 0.9704853                   R  16   17  16   16       R
## S gR a17 t18 0.9704853                   R  17   18  17   17       R
## S gR a18 t19 0.9704853                   R  18   19  18   18       R
## S gR a19 t20 0.9704853                   R  19   20  19   19       R
## S gR a20 t21 0.9704853                   R  20   21  20   20       R
## S gR a21 t22 0.9704853                   R  21   22  21   21       R
## S gR a22 t23 0.9704853                   R  22   23  22   22       R
## S gR a23 t24 0.9704853                   R  23   24  23   23       R
## S gR a24 t25 0.9704853                   R  24   25  24   24       R
## S gR a25 t26 0.9704853                   R  25   26  25   25       R
## S gR a26 t27 0.9704853                   R  26   27  26   26       R
## S gR a27 t28 0.9704853                   R  27   28  27   27       R
## S gR a28 t29 0.9704853                   R  28   29  28   28       R
## S gR a29 t30 0.9704853                   R  29   30  29   29       R
## S gR a30 t31 0.9704853                   R  30   31  30   30       R
## S gR a31 t32 0.9704853                   R  31   32  31   31       R
## S gR a32 t33 0.9704853                   R  32   33  32   32       R
## S gR a33 t34 0.9704853                   R  33   34  33   33       R
## S gR a34 t35 0.9704853                   R  34   35  34   34       R
## S gR a35 t36 0.9704853                   R  35   36  35   35       R
## S gR a36 t37 0.9704853                   R  36   37  36   36       R
## S gR a37 t38 0.9704853                   R  37   38  37   37       R
## S gR a38 t39 0.9704853                   R  38   39  38   38       R
## S gR a39 t40 0.9704853                   R  39   40  39   39       R
## S gR a40 t41 0.9704853                   R  40   41  40   40       R
## S gR a41 t42 0.9704853                   R  41   42  41   41       R
## S gR a42 t43 0.9704853                   R  42   43  42   42       R
## S gR a43 t44 0.9704853                   R  43   44  43   43       R
## S gR a44 t45 0.9704853                   R  44   45  44   44       R
## S gR a45 t46 0.9704853                   R  45   46  45   45       R
## S gR a46 t47 0.9704853                   R  46   47  46   46       R
## S gR a47 t48 0.9704853                   R  47   48  47   47       R
## S gR a48 t49 0.9704853                   R  48   49  48   48       R
## S gR a49 t50 0.9704853                   R  49   50  49   49       R
## S gR a50 t51 0.9704853                   R  50   51  50   50       R
## S gR a51 t52 0.9704853                   R  51   52  51   51       R
## S gR a52 t53 0.9704853                   R  52   53  52   52       R
## S gR a53 t54 0.9704853                   R  53   54  53   53       R
## S gR a54 t55 0.9704853                   R  54   55  54   54       R
## S gR a55 t56 0.9704853                   R  55   56  55   55       R
## S gR a56 t57 0.9704853                   R  56   57  56   56       R
## S gR a57 t58 0.9704853                   R  57   58  57   57       R
## S gR a58 t59 0.9704853                   R  58   59  58   58       R
## S gR a59 t60 0.9704853                   R  59   60  59   59       R
## S gR a60 t61 0.9704853                   R  60   61  60   60       R
## S gR a61 t62 0.9704853                   R  61   62  61   61       R
## S gR a62 t63 0.9704853                   R  62   63  62   62       R
## S gR a63 t64 0.9704853                   R  63   64  63   63       R
## S gR a64 t65 0.9704853                   R  64   65  64   64       R
## S gR a65 t66 0.9704853                   R  65   66  65   65       R
## S gR a66 t67 0.9704853                   R  66   67  66   66       R
## S gR a67 t68 0.9704853                   R  67   68  67   67       R
## S gR a68 t69 0.9704853                   R  68   69  68   68       R
## S gR a69 t70 0.9704853                   R  69   70  69   69       R
## S gR a70 t71 0.9704853                   R  70   71  70   70       R
## S gR a71 t72 0.9704853                   R  71   72  71   71       R
## S gR a72 t73 0.9704853                   R  72   73  72   72       R
## S gR a73 t74 0.9704853                   R  73   74  73   73       R
## S gR a74 t75 0.9704853                   R  74   75  74   74       R
## S gR a75 t76 0.9704853                   R  75   76  75   75       R
## S gR a76 t77 0.9704853                   R  76   77  76   76       R
## S gR a77 t78 0.9704853                   R  77   78  77   77       R
## S gR a78 t79 0.9704853                   R  78   79  78   78       R
## S gR a79 t80 0.9704853                   R  79   80  79   79       R
## S gR a80 t81 0.9704853                   R  80   81  80   80       R
## S gR a81 t82 0.9704853                   R  81   82  81   81       R
## S gR a82 t83 0.9704853                   R  82   83  82   82       R
## S gR a83 t84 0.9704853                   R  83   84  83   83       R
## S gR a84 t85 0.9704853                   R  84   85  84   84       R
## S gR a85 t86 0.9704853                   R  85   86  85   85       R
## S gR a86 t87 0.9704853                   R  86   87  86   86       R
## S gR a87 t88 0.9704853                   R  87   88  87   87       R
## S gR a88 t89 0.9704853                   R  88   89  88   88       R
## S gW a0 t1   0.9675738                   W   0    1   0    0       W
## S gW a1 t2   0.9675738                   W   1    2   1    1       W
## S gW a2 t3   0.9675738                   W   2    3   2    2       W
## S gW a3 t4   0.9675738                   W   3    4   3    3       W
## S gW a4 t5   0.9675738                   W   4    5   4    4       W
## S gW a5 t6   0.9675738                   W   5    6   5    5       W
## S gW a6 t7   0.9675738                   W   6    7   6    6       W
## S gW a7 t8   0.9675738                   W   7    8   7    7       W
## S gW a8 t9   0.9675738                   W   8    9   8    8       W
## S gW a9 t10  0.9675738                   W   9   10   9    9       W
## S gW a10 t11 0.9675738                   W  10   11  10   10       W
## S gW a11 t12 0.9675738                   W  11   12  11   11       W
## S gW a12 t13 0.9675738                   W  12   13  12   12       W
## S gW a13 t14 0.9675738                   W  13   14  13   13       W
## S gW a14 t15 0.9675738                   W  14   15  14   14       W
## S gW a15 t16 0.9675738                   W  15   16  15   15       W
## S gW a16 t17 0.9675738                   W  16   17  16   16       W
## S gW a17 t18 0.9675738                   W  17   18  17   17       W
## S gW a18 t19 0.9675738                   W  18   19  18   18       W
## S gW a19 t20 0.9675738                   W  19   20  19   19       W
## S gW a20 t21 0.9675738                   W  20   21  20   20       W
## S gW a21 t22 0.9675738                   W  21   22  21   21       W
## S gW a22 t23 0.9675738                   W  22   23  22   22       W
## S gW a23 t24 0.9675738                   W  23   24  23   23       W
## S gW a24 t25 0.9675738                   W  24   25  24   24       W
## S gW a25 t26 0.9675738                   W  25   26  25   25       W
## S gW a26 t27 0.9675738                   W  26   27  26   26       W
## S gW a27 t28 0.9675738                   W  27   28  27   27       W
## S gW a28 t29 0.9675738                   W  28   29  28   28       W
## S gW a29 t30 0.9675738                   W  29   30  29   29       W
## S gW a30 t31 0.9675738                   W  30   31  30   30       W
## S gW a31 t32 0.9675738                   W  31   32  31   31       W
## S gW a32 t33 0.9675738                   W  32   33  32   32       W
## S gW a33 t34 0.9675738                   W  33   34  33   33       W
## S gW a34 t35 0.9675738                   W  34   35  34   34       W
## S gW a35 t36 0.9675738                   W  35   36  35   35       W
## S gW a36 t37 0.9675738                   W  36   37  36   36       W
## S gW a37 t38 0.9675738                   W  37   38  37   37       W
## S gW a38 t39 0.9675738                   W  38   39  38   38       W
## S gW a39 t40 0.9675738                   W  39   40  39   39       W
## S gW a40 t41 0.9675738                   W  40   41  40   40       W
## S gW a41 t42 0.9675738                   W  41   42  41   41       W
## S gW a42 t43 0.9675738                   W  42   43  42   42       W
## S gW a43 t44 0.9675738                   W  43   44  43   43       W
## S gW a44 t45 0.9675738                   W  44   45  44   44       W
## S gW a45 t46 0.9675738                   W  45   46  45   45       W
## S gW a46 t47 0.9675738                   W  46   47  46   46       W
## S gW a47 t48 0.9675738                   W  47   48  47   47       W
## S gW a48 t49 0.9675738                   W  48   49  48   48       W
## S gW a49 t50 0.9675738                   W  49   50  49   49       W
## S gW a50 t51 0.9675738                   W  50   51  50   50       W
## S gW a51 t52 0.9675738                   W  51   52  51   51       W
## S gW a52 t53 0.9675738                   W  52   53  52   52       W
## S gW a53 t54 0.9675738                   W  53   54  53   53       W
## S gW a54 t55 0.9675738                   W  54   55  54   54       W
## S gW a55 t56 0.9675738                   W  55   56  55   55       W
## S gW a56 t57 0.9675738                   W  56   57  56   56       W
## S gW a57 t58 0.9675738                   W  57   58  57   57       W
## S gW a58 t59 0.9675738                   W  58   59  58   58       W
## S gW a59 t60 0.9675738                   W  59   60  59   59       W
## S gW a60 t61 0.9675738                   W  60   61  60   60       W
## S gW a61 t62 0.9675738                   W  61   62  61   61       W
## S gW a62 t63 0.9675738                   W  62   63  62   62       W
## S gW a63 t64 0.9675738                   W  63   64  63   63       W
## S gW a64 t65 0.9675738                   W  64   65  64   64       W
## S gW a65 t66 0.9675738                   W  65   66  65   65       W
## S gW a66 t67 0.9675738                   W  66   67  66   66       W
## S gW a67 t68 0.9675738                   W  67   68  67   67       W
## S gW a68 t69 0.9675738                   W  68   69  68   68       W
## S gW a69 t70 0.9675738                   W  69   70  69   69       W
## S gW a70 t71 0.9675738                   W  70   71  70   70       W
## S gW a71 t72 0.9675738                   W  71   72  71   71       W
## S gW a72 t73 0.9675738                   W  72   73  72   72       W
## S gW a73 t74 0.9675738                   W  73   74  73   73       W
## S gW a74 t75 0.9675738                   W  74   75  74   74       W
## S gW a75 t76 0.9675738                   W  75   76  75   75       W
## S gW a76 t77 0.9675738                   W  76   77  76   76       W
## S gW a77 t78 0.9675738                   W  77   78  77   77       W
## S gW a78 t79 0.9675738                   W  78   79  78   78       W
## S gW a79 t80 0.9675738                   W  79   80  79   79       W
## S gW a80 t81 0.9675738                   W  80   81  80   80       W
## S gW a81 t82 0.9675738                   W  81   82  81   81       W
## S gW a82 t83 0.9675738                   W  82   83  82   82       W
## S gW a83 t84 0.9675738                   W  83   84  83   83       W
## S gW a84 t85 0.9675738                   W  84   85  84   84       W
## S gW a85 t86 0.9675738                   W  85   86  85   85       W
## S gW a86 t87 0.9675738                   W  86   87  86   86       W
## S gW a87 t88 0.9675738                   W  87   88  87   87       W
## S gW a88 t89 0.9675738                   W  88   89  88   88       W
# we plot the results
# because the DSR is the same for all days, we use the time=1 values
plotdata <- get.real(mod.hab, "S", se=TRUE)
head(plotdata)
##            all.diff.index par.index  estimate        se      lcl       ucl
## S gN a0 t1              1         1 0.9459833 0.0050725 0.935134 0.9551051
## S gN a1 t2              2         1 0.9459833 0.0050725 0.935134 0.9551051
## S gN a2 t3              3         1 0.9459833 0.0050725 0.935134 0.9551051
## S gN a3 t4              4         1 0.9459833 0.0050725 0.935134 0.9551051
## S gN a4 t5              5         1 0.9459833 0.0050725 0.935134 0.9551051
## S gN a5 t6              6         1 0.9459833 0.0050725 0.935134 0.9551051
##            fixed    note group age time Age Time Habitat
## S gN a0 t1                   N   0    1   0    0       N
## S gN a1 t2                   N   1    2   1    1       N
## S gN a2 t3                   N   2    3   2    2       N
## S gN a3 t4                   N   3    4   3    3       N
## S gN a4 t5                   N   4    5   4    4       N
## S gN a5 t6                   N   5    6   5    5       N
plotdata <- plotdata[plotdata$time==1,]
plotdata
##            all.diff.index par.index  estimate        se       lcl
## S gN a0 t1              1         1 0.9459833 0.0050725 0.9351340
## S gP a0 t1             90         2 0.9562953 0.0033341 0.9492739
## S gR a0 t1            179         3 0.9558094 0.0090265 0.9343297
## S gW a0 t1            268         4 0.9505390 0.0105538 0.9252465
##                  ucl fixed    note group age time Age Time Habitat
## S gN a0 t1 0.9551051                   N   0    1   0    0       N
## S gP a0 t1 0.9623833                   P   0    1   0    0       P
## S gR a0 t1 0.9704853                   R   0    1   0    0       R
## S gW a0 t1 0.9675738                   W   0    1   0    0       W
dsr.hab.plot <- ggplot(data=plotdata, aes(x=Habitat, y=estimate))+
  ggtitle("DSR in different habitats for mallards")+
  geom_point()+
  geom_errorbar(aes(ymin=lcl, ymax=ucl), width=.1)+
  ylab("DSR (95% ci)")
dsr.hab.plot 

ggsave(dsr.hab.plot,
       file=file.path("..","..","..","..","MyStuff","Images","mallard-dsr-habitat.png"), h=4, w=6, units="in", dpi=300)


# you can get the nest survival probability in the usual way by using the estimated DSRs.
# we want to do this for each habitat 
ns <- plyr::ldply(unique(malldata$Habitat), function(habitat, ndays){
  daily.dsr <- get.real(mod.hab, "S", se=TRUE, vcv=TRUE, expand=TRUE)
  # this has all habitats together; select only habitat of interest
  select <- daily.dsr$estimates$Habitat==habitat
  daily.dsr$estimates <- daily.dsr$estimates[select,]
  daily.dsr$vcv.real  <- daily.dsr$vcv.real[select,select]
  #browser()
  ns    <- prod(daily.dsr$estimates$estimate[1:ndays])
  ns.se <- deltamethod.special("prod", 
                      daily.dsr$estimates$estimate[1:ndays],
                      daily.dsr$vcv.real[1:ndays, 1:ndays])
  data.frame(Habitat=habitat, ns=ns, ns.se=ns.se)
}, ndays=20)
ns
##   Habitat        ns      ns.se
## 1       R 0.4049726 0.07648941
## 2       P 0.4091100 0.02852674
## 3       N 0.3293588 0.03532138
## 4       W 0.3625759 0.08051351
# fit a null models
# 3. Fit a particular model
# This is a model with S varying by habitat type
mod.null <-  RMark::mark(mall.proc, ddl=mall.ddl,
                        model="Nest",
                        model.parameters=list(
                          S   =list(formula=~1)
                        )
)
## 
## Output summary for Nest model
## Name : S(~1) 
## 
## Npar :  1
## -2lnL:  1567.116
## AICc :  1569.117
## 
## Beta
##               estimate        se      lcl      ucl
## S:(Intercept) 3.005653 0.0576808 2.892598 3.118707
## 
## 
## Real Parameter S
##                        1         2         3         4         5         6
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                        7         8         9        10        11        12
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       13        14        15        16        17        18
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       19        20        21        22        23        24
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       25        26        27        28        29        30
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       31        32        33        34        35        36
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       37        38        39        40        41        42
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       43        44        45        46        47        48
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       49        50        51        52        53        54
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       55        56        57        58        59        60
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       61        62        63        64        65        66
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       67        68        69        70        71        72
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       73        74        75        76        77        78
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       79        80        81        82        83        84
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       85        86        87        88        89
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
summary(mod.null)
## Output summary for Nest model
## Name : S(~1) 
## 
## Npar :  1
## -2lnL:  1567.116
## AICc :  1569.117
## 
## Beta
##               estimate        se      lcl      ucl
## S:(Intercept) 3.005653 0.0576808 2.892598 3.118707
## 
## 
## Real Parameter S
##                        1         2         3         4         5         6
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                        7         8         9        10        11        12
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       13        14        15        16        17        18
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       19        20        21        22        23        24
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       25        26        27        28        29        30
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       31        32        33        34        35        36
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       37        38        39        40        41        42
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       43        44        45        46        47        48
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       49        50        51        52        53        54
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       55        56        57        58        59        60
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       61        62        63        64        65        66
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       67        68        69        70        71        72
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       73        74        75        76        77        78
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       79        80        81        82        83        84
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
##                       85        86        87        88        89
## Group:HabitatN 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatP 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatR 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
## Group:HabitatW 0.9528288 0.9528288 0.9528288 0.9528288 0.9528288
collect.models(type="Nest")
##         model npar     AICc DeltaAICc   weight Deviance
## 2       S(~1)    1 1569.117  0.000000 0.805384 1567.116
## 1 S(~Habitat)    4 1571.957  2.840582 0.194616 1563.951
cleanup(ask=FALSE)