Generate visualizations for objects created by the Qval package. The generic `plot` dispatches to appropriate methods based on object class:

CDM

Barplot of attribute-pattern distribution (frequency and proportion).

sim.data

Barplot of simulated attribute-pattern distribution (frequency and proportion).

validation

Hull plot marking the suggested point in red (method = "Hull").

# S3 method for class 'CDM'
plot(x, ...)

# S3 method for class 'sim.data'
plot(x, ...)

# S3 method for class 'validation'
plot(x, i = 1, ...)

Arguments

x

An object of class CDM, sim.data, or validation.

...

Additional arguments (currently unused).

i

For validation objects, the index of the item for which to plot the Hull curve.

Value

None. Functions are called for side effects (plotting).

Methods (by class)

  • plot(CDM): Plot method for CDM objects

  • plot(sim.data): Plot method for sim.data objects

  • plot(validation): Hull plot for validation objects

Examples

set.seed(123)
library(Qval)

# \donttest{
K <- 4
I <- 20
IQ <- list(
  P0 = runif(I, 0.2, 0.4),
  P1 = runif(I, 0.6, 0.8)
)

################################################################
# Example 1: sim.data object                                   #
################################################################
Q <- sim.Q(K, I)
data.obj <- sim.data(Q = Q, N = 500, IQ = IQ,
                     model = "GDINA", distribute = "horder")
#> distribute =  horder 
#> model =  GDINA 
#>  number of attributes:  4 
#>  number of items:  20 
#>  num of examinees:  500 
#>  average of P0 =  0.31 
#>  average of P1 =  0.715 
#> theta_mean =  0.03 , theta_sd = 0.969 
#>  a =  1.5 1.5 1.5 1.5 
#>  b =  1.5 -1.5 0.5 -0.5 

plot(data.obj)

                     

################################################################
# Example 2: CDM object                                        #
################################################################
CDM.obj <- CDM(data.obj$dat, Q, model = "GDINA", 
               method = "EM", maxitr = 2000, verbose = 1)
#> 
Iter = 1  Max. abs. change = 0.29997  Deviance  = 14639.04                                                                                  
Iter = 2  Max. abs. change = 0.07254  Deviance  = 13243.59                                                                                  
Iter = 3  Max. abs. change = 0.05078  Deviance  = 13178.25                                                                                  
Iter = 4  Max. abs. change = 0.03971  Deviance  = 13155.90                                                                                  
Iter = 5  Max. abs. change = 0.03212  Deviance  = 13144.36                                                                                  
Iter = 6  Max. abs. change = 0.02654  Deviance  = 13137.31                                                                                  
Iter = 7  Max. abs. change = 0.02329  Deviance  = 13132.53                                                                                  
Iter = 8  Max. abs. change = 0.02288  Deviance  = 13129.07                                                                                  
Iter = 9  Max. abs. change = 0.02141  Deviance  = 13126.43                                                                                  
Iter = 10  Max. abs. change = 0.01935  Deviance  = 13124.35                                                                                  
Iter = 11  Max. abs. change = 0.01705  Deviance  = 13122.67                                                                                  
Iter = 12  Max. abs. change = 0.01474  Deviance  = 13121.30                                                                                  
Iter = 13  Max. abs. change = 0.01256  Deviance  = 13120.15                                                                                  
Iter = 14  Max. abs. change = 0.01058  Deviance  = 13119.17                                                                                  
Iter = 15  Max. abs. change = 0.00882  Deviance  = 13118.33                                                                                  
Iter = 16  Max. abs. change = 0.00748  Deviance  = 13117.60                                                                                  
Iter = 17  Max. abs. change = 0.00672  Deviance  = 13116.94                                                                                  
Iter = 18  Max. abs. change = 0.00605  Deviance  = 13116.36                                                                                  
Iter = 19  Max. abs. change = 0.00572  Deviance  = 13115.82                                                                                  
Iter = 20  Max. abs. change = 0.00545  Deviance  = 13115.33                                                                                  
Iter = 21  Max. abs. change = 0.00534  Deviance  = 13114.86                                                                                  
Iter = 22  Max. abs. change = 0.00530  Deviance  = 13114.42                                                                                  
Iter = 23  Max. abs. change = 0.00528  Deviance  = 13114.00                                                                                  
Iter = 24  Max. abs. change = 0.00549  Deviance  = 13113.59                                                                                  
Iter = 25  Max. abs. change = 0.00602  Deviance  = 13113.18                                                                                  
Iter = 26  Max. abs. change = 0.00654  Deviance  = 13112.77                                                                                  
Iter = 27  Max. abs. change = 0.00705  Deviance  = 13112.36                                                                                  
Iter = 28  Max. abs. change = 0.00753  Deviance  = 13111.93                                                                                  
Iter = 29  Max. abs. change = 0.00798  Deviance  = 13111.49                                                                                  
Iter = 30  Max. abs. change = 0.00837  Deviance  = 13111.04                                                                                  
Iter = 31  Max. abs. change = 0.00869  Deviance  = 13110.57                                                                                  
Iter = 32  Max. abs. change = 0.00892  Deviance  = 13110.07                                                                                  
Iter = 33  Max. abs. change = 0.00905  Deviance  = 13109.56                                                                                  
Iter = 34  Max. abs. change = 0.00907  Deviance  = 13109.02                                                                                  
Iter = 35  Max. abs. change = 0.00898  Deviance  = 13108.47                                                                                  
Iter = 36  Max. abs. change = 0.00898  Deviance  = 13107.91                                                                                  
Iter = 37  Max. abs. change = 0.00949  Deviance  = 13107.34                                                                                  
Iter = 38  Max. abs. change = 0.00994  Deviance  = 13106.76                                                                                  
Iter = 39  Max. abs. change = 0.01032  Deviance  = 13106.18                                                                                  
Iter = 40  Max. abs. change = 0.01060  Deviance  = 13105.62                                                                                  
Iter = 41  Max. abs. change = 0.01076  Deviance  = 13105.06                                                                                  
Iter = 42  Max. abs. change = 0.01156  Deviance  = 13104.52                                                                                  
Iter = 43  Max. abs. change = 0.01237  Deviance  = 13103.99                                                                                  
Iter = 44  Max. abs. change = 0.01311  Deviance  = 13103.49                                                                                  
Iter = 45  Max. abs. change = 0.01375  Deviance  = 13103.02                                                                                  
Iter = 46  Max. abs. change = 0.01428  Deviance  = 13102.57                                                                                  
Iter = 47  Max. abs. change = 0.01468  Deviance  = 13102.15                                                                                  
Iter = 48  Max. abs. change = 0.01496  Deviance  = 13101.75                                                                                  
Iter = 49  Max. abs. change = 0.01510  Deviance  = 13101.39                                                                                  
Iter = 50  Max. abs. change = 0.01511  Deviance  = 13101.05                                                                                  
Iter = 51  Max. abs. change = 0.01500  Deviance  = 13100.74                                                                                  
Iter = 52  Max. abs. change = 0.01477  Deviance  = 13100.45                                                                                  
Iter = 53  Max. abs. change = 0.01444  Deviance  = 13100.19                                                                                  
Iter = 54  Max. abs. change = 0.01402  Deviance  = 13099.95                                                                                  
Iter = 55  Max. abs. change = 0.01352  Deviance  = 13099.74                                                                                  
Iter = 56  Max. abs. change = 0.01297  Deviance  = 13099.54                                                                                  
Iter = 57  Max. abs. change = 0.01237  Deviance  = 13099.35                                                                                  
Iter = 58  Max. abs. change = 0.01173  Deviance  = 13099.18                                                                                  
Iter = 59  Max. abs. change = 0.01108  Deviance  = 13099.02                                                                                  
Iter = 60  Max. abs. change = 0.01041  Deviance  = 13098.88                                                                                  
Iter = 61  Max. abs. change = 0.00974  Deviance  = 13098.73                                                                                  
Iter = 62  Max. abs. change = 0.00908  Deviance  = 13098.60                                                                                  
Iter = 63  Max. abs. change = 0.00844  Deviance  = 13098.47                                                                                  
Iter = 64  Max. abs. change = 0.00781  Deviance  = 13098.34                                                                                  
Iter = 65  Max. abs. change = 0.00721  Deviance  = 13098.22                                                                                  
Iter = 66  Max. abs. change = 0.00664  Deviance  = 13098.10                                                                                  
Iter = 67  Max. abs. change = 0.00610  Deviance  = 13097.98                                                                                  
Iter = 68  Max. abs. change = 0.00559  Deviance  = 13097.86                                                                                  
Iter = 69  Max. abs. change = 0.00526  Deviance  = 13097.74                                                                                  
Iter = 70  Max. abs. change = 0.00535  Deviance  = 13097.63                                                                                  
Iter = 71  Max. abs. change = 0.00542  Deviance  = 13097.51                                                                                  
Iter = 72  Max. abs. change = 0.00548  Deviance  = 13097.39                                                                                  
Iter = 73  Max. abs. change = 0.00552  Deviance  = 13097.27                                                                                  
Iter = 74  Max. abs. change = 0.00554  Deviance  = 13097.16                                                                                  
Iter = 75  Max. abs. change = 0.00554  Deviance  = 13097.04                                                                                  
Iter = 76  Max. abs. change = 0.00552  Deviance  = 13096.92                                                                                  
Iter = 77  Max. abs. change = 0.00547  Deviance  = 13096.81                                                                                  
Iter = 78  Max. abs. change = 0.00541  Deviance  = 13096.69                                                                                  
Iter = 79  Max. abs. change = 0.00533  Deviance  = 13096.58                                                                                  
Iter = 80  Max. abs. change = 0.00522  Deviance  = 13096.48                                                                                  
Iter = 81  Max. abs. change = 0.00510  Deviance  = 13096.37                                                                                  
Iter = 82  Max. abs. change = 0.00495  Deviance  = 13096.27                                                                                  
Iter = 83  Max. abs. change = 0.00480  Deviance  = 13096.18                                                                                  
Iter = 84  Max. abs. change = 0.00463  Deviance  = 13096.09                                                                                  
Iter = 85  Max. abs. change = 0.00445  Deviance  = 13096.01                                                                                  
Iter = 86  Max. abs. change = 0.00426  Deviance  = 13095.93                                                                                  
Iter = 87  Max. abs. change = 0.00407  Deviance  = 13095.86                                                                                  
Iter = 88  Max. abs. change = 0.00388  Deviance  = 13095.79                                                                                  
Iter = 89  Max. abs. change = 0.00369  Deviance  = 13095.73                                                                                  
Iter = 90  Max. abs. change = 0.00350  Deviance  = 13095.67                                                                                  
Iter = 91  Max. abs. change = 0.00331  Deviance  = 13095.62                                                                                  
Iter = 92  Max. abs. change = 0.00313  Deviance  = 13095.57                                                                                  
Iter = 93  Max. abs. change = 0.00295  Deviance  = 13095.53                                                                                  
Iter = 94  Max. abs. change = 0.00279  Deviance  = 13095.49                                                                                  
Iter = 95  Max. abs. change = 0.00262  Deviance  = 13095.45                                                                                  
Iter = 96  Max. abs. change = 0.00247  Deviance  = 13095.42                                                                                  
Iter = 97  Max. abs. change = 0.00233  Deviance  = 13095.39                                                                                  
Iter = 98  Max. abs. change = 0.00219  Deviance  = 13095.37                                                                                  
Iter = 99  Max. abs. change = 0.00206  Deviance  = 13095.34                                                                                  
Iter = 100  Max. abs. change = 0.00194  Deviance  = 13095.32                                                                                  
Iter = 101  Max. abs. change = 0.00182  Deviance  = 13095.30                                                                                  
Iter = 102  Max. abs. change = 0.00172  Deviance  = 13095.29                                                                                  
Iter = 103  Max. abs. change = 0.00162  Deviance  = 13095.27                                                                                  
Iter = 104  Max. abs. change = 0.00152  Deviance  = 13095.25                                                                                  
Iter = 105  Max. abs. change = 0.00143  Deviance  = 13095.24                                                                                  
Iter = 106  Max. abs. change = 0.00141  Deviance  = 13095.23                                                                                  
Iter = 107  Max. abs. change = 0.00139  Deviance  = 13095.21                                                                                  
Iter = 108  Max. abs. change = 0.00138  Deviance  = 13095.20                                                                                  
Iter = 109  Max. abs. change = 0.00136  Deviance  = 13095.19                                                                                  
Iter = 110  Max. abs. change = 0.00133  Deviance  = 13095.18                                                                                  
Iter = 111  Max. abs. change = 0.00131  Deviance  = 13095.17                                                                                  
Iter = 112  Max. abs. change = 0.00129  Deviance  = 13095.16                                                                                  
Iter = 113  Max. abs. change = 0.00127  Deviance  = 13095.15                                                                                  
Iter = 114  Max. abs. change = 0.00124  Deviance  = 13095.15                                                                                  
Iter = 115  Max. abs. change = 0.00122  Deviance  = 13095.14                                                                                  
Iter = 116  Max. abs. change = 0.00119  Deviance  = 13095.13                                                                                  
Iter = 117  Max. abs. change = 0.00117  Deviance  = 13095.12                                                                                  
Iter = 118  Max. abs. change = 0.00115  Deviance  = 13095.12                                                                                  
Iter = 119  Max. abs. change = 0.00112  Deviance  = 13095.11                                                                                  
Iter = 120  Max. abs. change = 0.00110  Deviance  = 13095.11                                                                                  
Iter = 121  Max. abs. change = 0.00107  Deviance  = 13095.10                                                                                  
Iter = 122  Max. abs. change = 0.00105  Deviance  = 13095.09                                                                                  
Iter = 123  Max. abs. change = 0.00102  Deviance  = 13095.09                                                                                  
Iter = 124  Max. abs. change = 0.00100  Deviance  = 13095.08                                                                                  
Iter = 125  Max. abs. change = 0.00098  Deviance  = 13095.08                                                                                  
Iter = 126  Max. abs. change = 0.00096  Deviance  = 13095.07                                                                                  
Iter = 127  Max. abs. change = 0.00096  Deviance  = 13095.07                                                                                  
Iter = 128  Max. abs. change = 0.50752  Deviance  = 13095.06                                                                                  
Iter = 129  Max. abs. change = 0.26325  Deviance  = 13095.06                                                                                  
Iter = 130  Max. abs. change = 0.12936  Deviance  = 13095.05                                                                                  
Iter = 131  Max. abs. change = 0.05883  Deviance  = 13095.05                                                                                  
Iter = 132  Max. abs. change = 0.02440  Deviance  = 13095.05                                                                                  
Iter = 133  Max. abs. change = 0.00913  Deviance  = 13095.04                                                                                  
Iter = 134  Max. abs. change = 0.00306  Deviance  = 13095.04                                                                                  
Iter = 135  Max. abs. change = 0.00092  Deviance  = 13095.03                                                                                  
Iter = 136  Max. abs. change = 0.00092  Deviance  = 13095.03                                                                                  
Iter = 137  Max. abs. change = 0.00092  Deviance  = 13095.03                                                                                  
Iter = 138  Max. abs. change = 0.00091  Deviance  = 13095.02                                                                                  
Iter = 139  Max. abs. change = 0.00091  Deviance  = 13095.02                                                                                  
Iter = 140  Max. abs. change = 0.00090  Deviance  = 13095.02                                                                                  
Iter = 141  Max. abs. change = 0.00090  Deviance  = 13095.01                                                                                  
Iter = 142  Max. abs. change = 0.00090  Deviance  = 13095.01                                                                                  
Iter = 143  Max. abs. change = 0.00089  Deviance  = 13095.01                                                                                  
Iter = 144  Max. abs. change = 0.00089  Deviance  = 13095.00                                                                                  
Iter = 145  Max. abs. change = 0.00089  Deviance  = 13095.00                                                                                  
Iter = 146  Max. abs. change = 0.00088  Deviance  = 13095.00                                                                                  
Iter = 147  Max. abs. change = 0.00088  Deviance  = 13094.99                                                                                  
Iter = 148  Max. abs. change = 0.00087  Deviance  = 13094.99                                                                                  
Iter = 149  Max. abs. change = 0.00087  Deviance  = 13094.99                                                                                  
Iter = 150  Max. abs. change = 0.00087  Deviance  = 13094.99                                                                                  
Iter = 151  Max. abs. change = 0.00086  Deviance  = 13094.98                                                                                  
Iter = 152  Max. abs. change = 0.00086  Deviance  = 13094.98                                                                                  
Iter = 153  Max. abs. change = 0.00086  Deviance  = 13094.98                                                                                  
Iter = 154  Max. abs. change = 0.00085  Deviance  = 13094.98                                                                                  
Iter = 155  Max. abs. change = 0.00085  Deviance  = 13094.97                                                                                  
Iter = 156  Max. abs. change = 0.00085  Deviance  = 13094.97                                                                                  
Iter = 157  Max. abs. change = 0.00084  Deviance  = 13094.97                                                                                  
Iter = 158  Max. abs. change = 0.00084  Deviance  = 13094.97                                                                                  
Iter = 159  Max. abs. change = 0.00083  Deviance  = 13094.96                                                                                  
Iter = 160  Max. abs. change = 0.00083  Deviance  = 13094.96                                                                                  
Iter = 161  Max. abs. change = 0.00083  Deviance  = 13094.96                                                                                  
Iter = 162  Max. abs. change = 0.00082  Deviance  = 13094.96                                                                                  
Iter = 163  Max. abs. change = 0.00082  Deviance  = 13094.96                                                                                  
Iter = 164  Max. abs. change = 0.00082  Deviance  = 13094.95                                                                                  
Iter = 165  Max. abs. change = 0.00081  Deviance  = 13094.95                                                                                  
Iter = 166  Max. abs. change = 0.00081  Deviance  = 13094.95                                                                                  
Iter = 167  Max. abs. change = 0.00080  Deviance  = 13094.95                                                                                  
Iter = 168  Max. abs. change = 0.00080  Deviance  = 13094.95                                                                                  
Iter = 169  Max. abs. change = 0.00080  Deviance  = 13094.94                                                                                  
Iter = 170  Max. abs. change = 0.00079  Deviance  = 13094.94                                                                                  
Iter = 171  Max. abs. change = 0.00079  Deviance  = 13094.94                                                                                  
Iter = 172  Max. abs. change = 0.00079  Deviance  = 13094.94                                                                                  
Iter = 173  Max. abs. change = 0.00078  Deviance  = 13094.94                                                                                  
Iter = 174  Max. abs. change = 0.00078  Deviance  = 13094.94                                                                                  
Iter = 175  Max. abs. change = 0.00078  Deviance  = 13094.93                                                                                  
Iter = 176  Max. abs. change = 0.00077  Deviance  = 13094.93                                                                                  
Iter = 177  Max. abs. change = 0.00077  Deviance  = 13094.93                                                                                  
Iter = 178  Max. abs. change = 0.00076  Deviance  = 13094.93                                                                                  
Iter = 179  Max. abs. change = 0.00076  Deviance  = 13094.93                                                                                  
Iter = 180  Max. abs. change = 0.00076  Deviance  = 13094.93                                                                                  
Iter = 181  Max. abs. change = 0.00075  Deviance  = 13094.92                                                                                  
Iter = 182  Max. abs. change = 0.00075  Deviance  = 13094.92                                                                                  
Iter = 183  Max. abs. change = 0.00075  Deviance  = 13094.92                                                                                  
Iter = 184  Max. abs. change = 0.00074  Deviance  = 13094.92                                                                                  
Iter = 185  Max. abs. change = 0.00074  Deviance  = 13094.92                                                                                  
Iter = 186  Max. abs. change = 0.00073  Deviance  = 13094.92                                                                                  
Iter = 187  Max. abs. change = 0.00073  Deviance  = 13094.92                                                                                  
Iter = 188  Max. abs. change = 0.00073  Deviance  = 13094.91                                                                                  
Iter = 189  Max. abs. change = 0.00072  Deviance  = 13094.91                                                                                  
Iter = 190  Max. abs. change = 0.00072  Deviance  = 13094.91                                                                                  
Iter = 191  Max. abs. change = 0.00072  Deviance  = 13094.91                                                                                  
Iter = 192  Max. abs. change = 0.00071  Deviance  = 13094.91                                                                                  
Iter = 193  Max. abs. change = 0.00071  Deviance  = 13094.91                                                                                  
Iter = 194  Max. abs. change = 0.00071  Deviance  = 13094.91                                                                                  
Iter = 195  Max. abs. change = 0.00070  Deviance  = 13094.91                                                                                  
Iter = 196  Max. abs. change = 0.00070  Deviance  = 13094.90                                                                                  
Iter = 197  Max. abs. change = 0.00069  Deviance  = 13094.90                                                                                  
Iter = 198  Max. abs. change = 0.00069  Deviance  = 13094.90                                                                                  
Iter = 199  Max. abs. change = 0.00069  Deviance  = 13094.90                                                                                  
Iter = 200  Max. abs. change = 0.00068  Deviance  = 13094.90                                                                                  
Iter = 201  Max. abs. change = 0.00068  Deviance  = 13094.90                                                                                  
Iter = 202  Max. abs. change = 0.00068  Deviance  = 13094.90                                                                                  
Iter = 203  Max. abs. change = 0.00067  Deviance  = 13094.90                                                                                  
Iter = 204  Max. abs. change = 0.00067  Deviance  = 13094.90                                                                                  
Iter = 205  Max. abs. change = 0.00067  Deviance  = 13094.89                                                                                  
Iter = 206  Max. abs. change = 0.00066  Deviance  = 13094.89                                                                                  
Iter = 207  Max. abs. change = 0.00066  Deviance  = 13094.89                                                                                  
Iter = 208  Max. abs. change = 0.00065  Deviance  = 13094.89                                                                                  
Iter = 209  Max. abs. change = 0.00065  Deviance  = 13094.89                                                                                  
Iter = 210  Max. abs. change = 0.00065  Deviance  = 13094.89                                                                                  
Iter = 211  Max. abs. change = 0.00064  Deviance  = 13094.89                                                                                  
Iter = 212  Max. abs. change = 0.00064  Deviance  = 13094.89                                                                                  
Iter = 213  Max. abs. change = 0.00064  Deviance  = 13094.89                                                                                  
Iter = 214  Max. abs. change = 0.00063  Deviance  = 13094.89                                                                                  
Iter = 215  Max. abs. change = 0.00063  Deviance  = 13094.88                                                                                  
Iter = 216  Max. abs. change = 0.00063  Deviance  = 13094.88                                                                                  
Iter = 217  Max. abs. change = 0.00062  Deviance  = 13094.88                                                                                  
Iter = 218  Max. abs. change = 0.00062  Deviance  = 13094.88                                                                                  
Iter = 219  Max. abs. change = 0.00062  Deviance  = 13094.88                                                                                  
Iter = 220  Max. abs. change = 0.00061  Deviance  = 13094.88                                                                                  
Iter = 221  Max. abs. change = 0.00061  Deviance  = 13094.88                                                                                  
Iter = 222  Max. abs. change = 0.00060  Deviance  = 13094.88                                                                                  
Iter = 223  Max. abs. change = 0.00060  Deviance  = 13094.88                                                                                  
Iter = 224  Max. abs. change = 0.00060  Deviance  = 13094.88                                                                                  
Iter = 225  Max. abs. change = 0.00059  Deviance  = 13094.88                                                                                  
Iter = 226  Max. abs. change = 0.00059  Deviance  = 13094.88                                                                                  
Iter = 227  Max. abs. change = 0.00059  Deviance  = 13094.87                                                                                  
Iter = 228  Max. abs. change = 0.00058  Deviance  = 13094.87                                                                                  
Iter = 229  Max. abs. change = 0.00058  Deviance  = 13094.87                                                                                  
Iter = 230  Max. abs. change = 0.00058  Deviance  = 13094.87                                                                                  
Iter = 231  Max. abs. change = 0.00057  Deviance  = 13094.87                                                                                  
Iter = 232  Max. abs. change = 0.00057  Deviance  = 13094.87                                                                                  
Iter = 233  Max. abs. change = 0.00057  Deviance  = 13094.87                                                                                  
Iter = 234  Max. abs. change = 0.00056  Deviance  = 13094.87                                                                                  
Iter = 235  Max. abs. change = 0.00056  Deviance  = 13094.87                                                                                  
Iter = 236  Max. abs. change = 0.00056  Deviance  = 13094.87                                                                                  
Iter = 237  Max. abs. change = 0.00055  Deviance  = 13094.87                                                                                  
Iter = 238  Max. abs. change = 0.00055  Deviance  = 13094.87                                                                                  
Iter = 239  Max. abs. change = 0.00055  Deviance  = 13094.87                                                                                  
Iter = 240  Max. abs. change = 0.00054  Deviance  = 13094.87                                                                                  
Iter = 241  Max. abs. change = 0.00054  Deviance  = 13094.87                                                                                  
Iter = 242  Max. abs. change = 0.00054  Deviance  = 13094.86                                                                                  
Iter = 243  Max. abs. change = 0.00054  Deviance  = 13094.86                                                                                  
Iter = 244  Max. abs. change = 0.00053  Deviance  = 13094.86                                                                                  
Iter = 245  Max. abs. change = 0.00053  Deviance  = 13094.86                                                                                  
Iter = 246  Max. abs. change = 0.00053  Deviance  = 13094.86                                                                                  
Iter = 247  Max. abs. change = 0.00052  Deviance  = 13094.86                                                                                  
Iter = 248  Max. abs. change = 0.00052  Deviance  = 13094.86                                                                                  
Iter = 249  Max. abs. change = 0.00052  Deviance  = 13094.86                                                                                  
Iter = 250  Max. abs. change = 0.00051  Deviance  = 13094.86                                                                                  
Iter = 251  Max. abs. change = 0.00051  Deviance  = 13094.86                                                                                  
Iter = 252  Max. abs. change = 0.00051  Deviance  = 13094.86                                                                                  
Iter = 253  Max. abs. change = 0.00050  Deviance  = 13094.86                                                                                  
Iter = 254  Max. abs. change = 0.00050  Deviance  = 13094.86                                                                                  
Iter = 255  Max. abs. change = 0.00050  Deviance  = 13094.86                                                                                  
Iter = 256  Max. abs. change = 0.00049  Deviance  = 13094.86                                                                                  
Iter = 257  Max. abs. change = 0.00049  Deviance  = 13094.86                                                                                  
Iter = 258  Max. abs. change = 0.00049  Deviance  = 13094.86                                                                                  
Iter = 259  Max. abs. change = 0.00049  Deviance  = 13094.86                                                                                  
Iter = 260  Max. abs. change = 0.00048  Deviance  = 13094.85                                                                                  
Iter = 261  Max. abs. change = 0.00048  Deviance  = 13094.85                                                                                  
Iter = 262  Max. abs. change = 0.00048  Deviance  = 13094.85                                                                                  
Iter = 263  Max. abs. change = 0.00047  Deviance  = 13094.85                                                                                  
Iter = 264  Max. abs. change = 0.00047  Deviance  = 13094.85                                                                                  
Iter = 265  Max. abs. change = 0.00047  Deviance  = 13094.85                                                                                  
Iter = 266  Max. abs. change = 0.00047  Deviance  = 13094.85                                                                                  
Iter = 267  Max. abs. change = 0.00046  Deviance  = 13094.85                                                                                  
Iter = 268  Max. abs. change = 0.00046  Deviance  = 13094.85                                                                                  
Iter = 269  Max. abs. change = 0.00046  Deviance  = 13094.85                                                                                  
Iter = 270  Max. abs. change = 0.00046  Deviance  = 13094.85                                                                                  
Iter = 271  Max. abs. change = 0.00045  Deviance  = 13094.85                                                                                  
Iter = 272  Max. abs. change = 0.00045  Deviance  = 13094.85                                                                                  
Iter = 273  Max. abs. change = 0.00045  Deviance  = 13094.85                                                                                  
Iter = 274  Max. abs. change = 0.00045  Deviance  = 13094.85                                                                                  
Iter = 275  Max. abs. change = 0.00044  Deviance  = 13094.85                                                                                  
Iter = 276  Max. abs. change = 0.00044  Deviance  = 13094.85                                                                                  
Iter = 277  Max. abs. change = 0.00044  Deviance  = 13094.85                                                                                  
Iter = 278  Max. abs. change = 0.00044  Deviance  = 13094.85                                                                                  
Iter = 279  Max. abs. change = 0.00043  Deviance  = 13094.85                                                                                  
Iter = 280  Max. abs. change = 0.00043  Deviance  = 13094.85                                                                                  
Iter = 281  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 282  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 283  Max. abs. change = 0.00042  Deviance  = 13094.84                                                                                  
Iter = 284  Max. abs. change = 0.00042  Deviance  = 13094.84                                                                                  
Iter = 285  Max. abs. change = 0.00042  Deviance  = 13094.84                                                                                  
Iter = 286  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 287  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 288  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 289  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 290  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 291  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 292  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 293  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 294  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 295  Max. abs. change = 0.00043  Deviance  = 13094.84                                                                                  
Iter = 296  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 297  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 298  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 299  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 300  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 301  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 302  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 303  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 304  Max. abs. change = 0.00044  Deviance  = 13094.84                                                                                  
Iter = 305  Max. abs. change = 0.00044  Deviance  = 13094.83                                                                                  
Iter = 306  Max. abs. change = 0.00044  Deviance  = 13094.83                                                                                  
Iter = 307  Max. abs. change = 0.00044  Deviance  = 13094.83                                                                                  
Iter = 308  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 309  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 310  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 311  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 312  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 313  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 314  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 315  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 316  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 317  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 318  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 319  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 320  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 321  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 322  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 323  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 324  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 325  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 326  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 327  Max. abs. change = 0.00045  Deviance  = 13094.83                                                                                  
Iter = 328  Max. abs. change = 0.00044  Deviance  = 13094.83                                                                                  
Iter = 329  Max. abs. change = 0.00044  Deviance  = 13094.83                                                                                  
Iter = 330  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 331  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 332  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 333  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 334  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 335  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 336  Max. abs. change = 0.00044  Deviance  = 13094.82                                                                                  
Iter = 337  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 338  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 339  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 340  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 341  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 342  Max. abs. change = 0.00043  Deviance  = 13094.82                                                                                  
Iter = 343  Max. abs. change = 0.00042  Deviance  = 13094.82                                                                                  
Iter = 344  Max. abs. change = 0.00042  Deviance  = 13094.82                                                                                  
Iter = 345  Max. abs. change = 0.00042  Deviance  = 13094.82                                                                                  
Iter = 346  Max. abs. change = 0.00042  Deviance  = 13094.82                                                                                  
Iter = 347  Max. abs. change = 0.00041  Deviance  = 13094.82                                                                                  
Iter = 348  Max. abs. change = 0.00041  Deviance  = 13094.82                                                                                  
Iter = 349  Max. abs. change = 0.00041  Deviance  = 13094.82                                                                                  
Iter = 350  Max. abs. change = 0.00041  Deviance  = 13094.82                                                                                  
Iter = 351  Max. abs. change = 0.00040  Deviance  = 13094.82                                                                                  
Iter = 352  Max. abs. change = 0.00040  Deviance  = 13094.82                                                                                  
Iter = 353  Max. abs. change = 0.00040  Deviance  = 13094.82                                                                                  
Iter = 354  Max. abs. change = 0.00039  Deviance  = 13094.82                                                                                  
Iter = 355  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 356  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 357  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 358  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 359  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 360  Max. abs. change = 0.00039  Deviance  = 13094.81                                                                                  
Iter = 361  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 362  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 363  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 364  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 365  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 366  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 367  Max. abs. change = 0.00038  Deviance  = 13094.81                                                                                  
Iter = 368  Max. abs. change = 0.00037  Deviance  = 13094.81                                                                                  
Iter = 369  Max. abs. change = 0.00037  Deviance  = 13094.81                                                                                  
Iter = 370  Max. abs. change = 0.00037  Deviance  = 13094.81                                                                                  
Iter = 371  Max. abs. change = 0.00037  Deviance  = 13094.81                                                                                  
Iter = 372  Max. abs. change = 0.00037  Deviance  = 13094.81                                                                                  
Iter = 373  Max. abs. change = 0.00036  Deviance  = 13094.81                                                                                  
Iter = 374  Max. abs. change = 0.00036  Deviance  = 13094.81                                                                                  
Iter = 375  Max. abs. change = 0.00036  Deviance  = 13094.81                                                                                  
Iter = 376  Max. abs. change = 0.00036  Deviance  = 13094.81                                                                                  
Iter = 377  Max. abs. change = 0.00035  Deviance  = 13094.81                                                                                  
Iter = 378  Max. abs. change = 0.00035  Deviance  = 13094.81                                                                                  
Iter = 379  Max. abs. change = 0.00035  Deviance  = 13094.81                                                                                  
Iter = 380  Max. abs. change = 0.00035  Deviance  = 13094.81                                                                                  
Iter = 381  Max. abs. change = 0.00034  Deviance  = 13094.81                                                                                  
Iter = 382  Max. abs. change = 0.00034  Deviance  = 13094.80                                                                                  
Iter = 383  Max. abs. change = 0.00034  Deviance  = 13094.80                                                                                  
Iter = 384  Max. abs. change = 0.00033  Deviance  = 13094.80                                                                                  
Iter = 385  Max. abs. change = 0.00033  Deviance  = 13094.80                                                                                  
Iter = 386  Max. abs. change = 0.00033  Deviance  = 13094.80                                                                                  
Iter = 387  Max. abs. change = 0.00032  Deviance  = 13094.80                                                                                  
Iter = 388  Max. abs. change = 0.00032  Deviance  = 13094.80                                                                                  
Iter = 389  Max. abs. change = 0.00032  Deviance  = 13094.80                                                                                  
Iter = 390  Max. abs. change = 0.00031  Deviance  = 13094.80                                                                                  
Iter = 391  Max. abs. change = 0.00031  Deviance  = 13094.80                                                                                  
Iter = 392  Max. abs. change = 0.00031  Deviance  = 13094.80                                                                                  
Iter = 393  Max. abs. change = 0.00030  Deviance  = 13094.80                                                                                  
Iter = 394  Max. abs. change = 0.00030  Deviance  = 13094.80                                                                                  
Iter = 395  Max. abs. change = 0.00030  Deviance  = 13094.80                                                                                  
Iter = 396  Max. abs. change = 0.00029  Deviance  = 13094.80                                                                                  
Iter = 397  Max. abs. change = 0.00029  Deviance  = 13094.80                                                                                  
Iter = 398  Max. abs. change = 0.00029  Deviance  = 13094.80                                                                                  
Iter = 399  Max. abs. change = 0.00028  Deviance  = 13094.80                                                                                  
Iter = 400  Max. abs. change = 0.00028  Deviance  = 13094.80                                                                                  
Iter = 401  Max. abs. change = 0.00028  Deviance  = 13094.80                                                                                  
Iter = 402  Max. abs. change = 0.00027  Deviance  = 13094.80                                                                                  
Iter = 403  Max. abs. change = 0.00027  Deviance  = 13094.80                                                                                  
Iter = 404  Max. abs. change = 0.00027  Deviance  = 13094.80                                                                                  
Iter = 405  Max. abs. change = 0.00026  Deviance  = 13094.80                                                                                  
Iter = 406  Max. abs. change = 0.00026  Deviance  = 13094.80                                                                                  
Iter = 407  Max. abs. change = 0.00026  Deviance  = 13094.80                                                                                  
Iter = 408  Max. abs. change = 0.00025  Deviance  = 13094.80                                                                                  
Iter = 409  Max. abs. change = 0.00025  Deviance  = 13094.80                                                                                  
Iter = 410  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 411  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 412  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 413  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 414  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 415  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 416  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 417  Max. abs. change = 0.00024  Deviance  = 13094.80                                                                                  
Iter = 418  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 419  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 420  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 421  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 422  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 423  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 424  Max. abs. change = 0.00023  Deviance  = 13094.79                                                                                  
Iter = 425  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 426  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 427  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 428  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 429  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 430  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 431  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 432  Max. abs. change = 0.00022  Deviance  = 13094.79                                                                                  
Iter = 433  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 434  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 435  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 436  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 437  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 438  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 439  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 440  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 441  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 442  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 443  Max. abs. change = 0.00021  Deviance  = 13094.79                                                                                  
Iter = 444  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 445  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 446  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 447  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 448  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 449  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 450  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 451  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 452  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 453  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 454  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 455  Max. abs. change = 0.00020  Deviance  = 13094.79                                                                                  
Iter = 456  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 457  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 458  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 459  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 460  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 461  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 462  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 463  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 464  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 465  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 466  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 467  Max. abs. change = 0.00019  Deviance  = 13094.79                                                                                  
Iter = 468  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 469  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 470  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 471  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 472  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 473  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 474  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 475  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 476  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 477  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 478  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 479  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 480  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 481  Max. abs. change = 0.00018  Deviance  = 13094.79                                                                                  
Iter = 482  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 483  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 484  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 485  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 486  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 487  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 488  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 489  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 490  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 491  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 492  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 493  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 494  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 495  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 496  Max. abs. change = 0.00017  Deviance  = 13094.79                                                                                  
Iter = 497  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 498  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 499  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 500  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 501  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 502  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 503  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 504  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 505  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 506  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 507  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 508  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 509  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 510  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 511  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 512  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 513  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 514  Max. abs. change = 0.00016  Deviance  = 13094.79                                                                                  
Iter = 515  Max. abs. change = 0.00015  Deviance  = 13094.79                                                                                  
Iter = 516  Max. abs. change = 0.00015  Deviance  = 13094.79                                                                                  
Iter = 517  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 518  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 519  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 520  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 521  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 522  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 523  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 524  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 525  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 526  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 527  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 528  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 529  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 530  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 531  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 532  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 533  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 534  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 535  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 536  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 537  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 538  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 539  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 540  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 541  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 542  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 543  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 544  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 545  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 546  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 547  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 548  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 549  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 550  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 551  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 552  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 553  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 554  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 555  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 556  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 557  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 558  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 559  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 560  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 561  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 562  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 563  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 564  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 565  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 566  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 567  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 568  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 569  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 570  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 571  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 572  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 573  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 574  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 575  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 576  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 577  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 578  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 579  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 580  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 581  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 582  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 583  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 584  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 585  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 586  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 587  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 588  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 589  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 590  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 591  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 592  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 593  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 594  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 595  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 596  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 597  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 598  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 599  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 600  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 601  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 602  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 603  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 604  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 605  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 606  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 607  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 608  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 609  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 610  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 611  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 612  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 613  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 614  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 615  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 616  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 617  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 618  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 619  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 620  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 621  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 622  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 623  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 624  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 625  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 626  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 627  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 628  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 629  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 630  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 631  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 632  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 633  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 634  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 635  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 636  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 637  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 638  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 639  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 640  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 641  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 642  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 643  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 644  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 645  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 646  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 647  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 648  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 649  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 650  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 651  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 652  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 653  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 654  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 655  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 656  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 657  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 658  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 659  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 660  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 661  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 662  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 663  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 664  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 665  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 666  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 667  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 668  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 669  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 670  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 671  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 672  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 673  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 674  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 675  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 676  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 677  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 678  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 679  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 680  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 681  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 682  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 683  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 684  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 685  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 686  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 687  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 688  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 689  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 690  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 691  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 692  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 693  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 694  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 695  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 696  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 697  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 698  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 699  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 700  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 701  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 702  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 703  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 704  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 705  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 706  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 707  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 708  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 709  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 710  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 711  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 712  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 713  Max. abs. change = 0.00013  Deviance  = 13094.78                                                                                  
Iter = 714  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 715  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 716  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 717  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 718  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 719  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 720  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 721  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 722  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 723  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 724  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 725  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 726  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 727  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 728  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 729  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 730  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 731  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 732  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 733  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 734  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 735  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 736  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 737  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 738  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 739  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 740  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 741  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 742  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 743  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 744  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 745  Max. abs. change = 0.00014  Deviance  = 13094.78                                                                                  
Iter = 746  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 747  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 748  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 749  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 750  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 751  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 752  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 753  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 754  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 755  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 756  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 757  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 758  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 759  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 760  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 761  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 762  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 763  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 764  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 765  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 766  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 767  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 768  Max. abs. change = 0.00015  Deviance  = 13094.78                                                                                  
Iter = 769  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 770  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 771  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 772  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 773  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 774  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 775  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 776  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 777  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 778  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 779  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 780  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 781  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 782  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 783  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 784  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 785  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 786  Max. abs. change = 0.00016  Deviance  = 13094.78                                                                                  
Iter = 787  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 788  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 789  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 790  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 791  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 792  Max. abs. change = 0.00017  Deviance  = 13094.78                                                                                  
Iter = 793  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 794  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 795  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 796  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 797  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 798  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 799  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 800  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 801  Max. abs. change = 0.00017  Deviance  = 13094.77                                                                                  
Iter = 802  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 803  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 804  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 805  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 806  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 807  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 808  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 809  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 810  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 811  Max. abs. change = 0.00018  Deviance  = 13094.77                                                                                  
Iter = 812  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 813  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 814  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 815  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 816  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 817  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 818  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 819  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 820  Max. abs. change = 0.00019  Deviance  = 13094.77                                                                                  
Iter = 821  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 822  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 823  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 824  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 825  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 826  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 827  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 828  Max. abs. change = 0.00020  Deviance  = 13094.77                                                                                  
Iter = 829  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 830  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 831  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 832  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 833  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 834  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 835  Max. abs. change = 0.00021  Deviance  = 13094.77                                                                                  
Iter = 836  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 837  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 838  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 839  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 840  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 841  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 842  Max. abs. change = 0.00022  Deviance  = 13094.77                                                                                  
Iter = 843  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 844  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 845  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 846  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 847  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 848  Max. abs. change = 0.00023  Deviance  = 13094.77                                                                                  
Iter = 849  Max. abs. change = 0.00024  Deviance  = 13094.77                                                                                  
Iter = 850  Max. abs. change = 0.00024  Deviance  = 13094.77                                                                                  
Iter = 851  Max. abs. change = 0.00024  Deviance  = 13094.77                                                                                  
Iter = 852  Max. abs. change = 0.00024  Deviance  = 13094.77                                                                                  
Iter = 853  Max. abs. change = 0.00024  Deviance  = 13094.77                                                                                  
Iter = 854  Max. abs. change = 0.00025  Deviance  = 13094.77                                                                                  
Iter = 855  Max. abs. change = 0.00025  Deviance  = 13094.77                                                                                  
Iter = 856  Max. abs. change = 0.00025  Deviance  = 13094.77                                                                                  
Iter = 857  Max. abs. change = 0.00025  Deviance  = 13094.77                                                                                  
Iter = 858  Max. abs. change = 0.00025  Deviance  = 13094.77                                                                                  
Iter = 859  Max. abs. change = 0.00026  Deviance  = 13094.77                                                                                  
Iter = 860  Max. abs. change = 0.00026  Deviance  = 13094.77                                                                                  
Iter = 861  Max. abs. change = 0.00026  Deviance  = 13094.77                                                                                  
Iter = 862  Max. abs. change = 0.00026  Deviance  = 13094.77                                                                                  
Iter = 863  Max. abs. change = 0.00026  Deviance  = 13094.77                                                                                  
Iter = 864  Max. abs. change = 0.00027  Deviance  = 13094.77                                                                                  
Iter = 865  Max. abs. change = 0.00027  Deviance  = 13094.77                                                                                  
Iter = 866  Max. abs. change = 0.00027  Deviance  = 13094.77                                                                                  
Iter = 867  Max. abs. change = 0.00027  Deviance  = 13094.77                                                                                  
Iter = 868  Max. abs. change = 0.00027  Deviance  = 13094.77                                                                                  
Iter = 869  Max. abs. change = 0.00028  Deviance  = 13094.77                                                                                  
Iter = 870  Max. abs. change = 0.00028  Deviance  = 13094.77                                                                                  
Iter = 871  Max. abs. change = 0.00028  Deviance  = 13094.77                                                                                  
Iter = 872  Max. abs. change = 0.00028  Deviance  = 13094.77                                                                                  
Iter = 873  Max. abs. change = 0.00029  Deviance  = 13094.77                                                                                  
Iter = 874  Max. abs. change = 0.00029  Deviance  = 13094.77                                                                                  
Iter = 875  Max. abs. change = 0.00029  Deviance  = 13094.77                                                                                  
Iter = 876  Max. abs. change = 0.00029  Deviance  = 13094.77                                                                                  
Iter = 877  Max. abs. change = 0.00030  Deviance  = 13094.77                                                                                  
Iter = 878  Max. abs. change = 0.00030  Deviance  = 13094.77                                                                                  
Iter = 879  Max. abs. change = 0.00030  Deviance  = 13094.77                                                                                  
Iter = 880  Max. abs. change = 0.00030  Deviance  = 13094.77                                                                                  
Iter = 881  Max. abs. change = 0.00031  Deviance  = 13094.77                                                                                  
Iter = 882  Max. abs. change = 0.00031  Deviance  = 13094.77                                                                                  
Iter = 883  Max. abs. change = 0.00031  Deviance  = 13094.77                                                                                  
Iter = 884  Max. abs. change = 0.00032  Deviance  = 13094.77                                                                                  
Iter = 885  Max. abs. change = 0.00032  Deviance  = 13094.77                                                                                  
Iter = 886  Max. abs. change = 0.00032  Deviance  = 13094.77                                                                                  
Iter = 887  Max. abs. change = 0.00033  Deviance  = 13094.77                                                                                  
Iter = 888  Max. abs. change = 0.00033  Deviance  = 13094.77                                                                                  
Iter = 889  Max. abs. change = 0.00033  Deviance  = 13094.77                                                                                  
Iter = 890  Max. abs. change = 0.00033  Deviance  = 13094.77                                                                                  
Iter = 891  Max. abs. change = 0.00034  Deviance  = 13094.77                                                                                  
Iter = 892  Max. abs. change = 0.00034  Deviance  = 13094.77                                                                                  
Iter = 893  Max. abs. change = 0.00034  Deviance  = 13094.77                                                                                  
Iter = 894  Max. abs. change = 0.00035  Deviance  = 13094.77                                                                                  
Iter = 895  Max. abs. change = 0.00035  Deviance  = 13094.77                                                                                  
Iter = 896  Max. abs. change = 0.00035  Deviance  = 13094.77                                                                                  
Iter = 897  Max. abs. change = 0.00036  Deviance  = 13094.77                                                                                  
Iter = 898  Max. abs. change = 0.00036  Deviance  = 13094.76                                                                                  
Iter = 899  Max. abs. change = 0.00037  Deviance  = 13094.76                                                                                  
Iter = 900  Max. abs. change = 0.00037  Deviance  = 13094.76                                                                                  
Iter = 901  Max. abs. change = 0.00037  Deviance  = 13094.76                                                                                  
Iter = 902  Max. abs. change = 0.00038  Deviance  = 13094.76                                                                                  
Iter = 903  Max. abs. change = 0.00038  Deviance  = 13094.76                                                                                  
Iter = 904  Max. abs. change = 0.00038  Deviance  = 13094.76                                                                                  
Iter = 905  Max. abs. change = 0.00039  Deviance  = 13094.76                                                                                  
Iter = 906  Max. abs. change = 0.00039  Deviance  = 13094.76                                                                                  
Iter = 907  Max. abs. change = 0.00040  Deviance  = 13094.76                                                                                  
Iter = 908  Max. abs. change = 0.00040  Deviance  = 13094.76                                                                                  
Iter = 909  Max. abs. change = 0.00040  Deviance  = 13094.76                                                                                  
Iter = 910  Max. abs. change = 0.00041  Deviance  = 13094.76                                                                                  
Iter = 911  Max. abs. change = 0.00041  Deviance  = 13094.76                                                                                  
Iter = 912  Max. abs. change = 0.00042  Deviance  = 13094.76                                                                                  
Iter = 913  Max. abs. change = 0.00042  Deviance  = 13094.76                                                                                  
Iter = 914  Max. abs. change = 0.00043  Deviance  = 13094.76                                                                                  
Iter = 915  Max. abs. change = 0.00043  Deviance  = 13094.76                                                                                  
Iter = 916  Max. abs. change = 0.00044  Deviance  = 13094.76                                                                                  
Iter = 917  Max. abs. change = 0.00044  Deviance  = 13094.76                                                                                  
Iter = 918  Max. abs. change = 0.00045  Deviance  = 13094.76                                                                                  
Iter = 919  Max. abs. change = 0.00045  Deviance  = 13094.76                                                                                  
Iter = 920  Max. abs. change = 0.00046  Deviance  = 13094.76                                                                                  
Iter = 921  Max. abs. change = 0.00046  Deviance  = 13094.76                                                                                  
Iter = 922  Max. abs. change = 0.00047  Deviance  = 13094.76                                                                                  
Iter = 923  Max. abs. change = 0.00047  Deviance  = 13094.76                                                                                  
Iter = 924  Max. abs. change = 0.00048  Deviance  = 13094.76                                                                                  
Iter = 925  Max. abs. change = 0.00048  Deviance  = 13094.76                                                                                  
Iter = 926  Max. abs. change = 0.00049  Deviance  = 13094.76                                                                                  
Iter = 927  Max. abs. change = 0.00050  Deviance  = 13094.76                                                                                  
Iter = 928  Max. abs. change = 0.00050  Deviance  = 13094.76                                                                                  
Iter = 929  Max. abs. change = 0.00051  Deviance  = 13094.76                                                                                  
Iter = 930  Max. abs. change = 0.00051  Deviance  = 13094.76                                                                                  
Iter = 931  Max. abs. change = 0.00052  Deviance  = 13094.76                                                                                  
Iter = 932  Max. abs. change = 0.00053  Deviance  = 13094.76                                                                                  
Iter = 933  Max. abs. change = 0.00053  Deviance  = 13094.76                                                                                  
Iter = 934  Max. abs. change = 0.00054  Deviance  = 13094.76                                                                                  
Iter = 935  Max. abs. change = 0.00055  Deviance  = 13094.76                                                                                  
Iter = 936  Max. abs. change = 0.00055  Deviance  = 13094.76                                                                                  
Iter = 937  Max. abs. change = 0.00056  Deviance  = 13094.76                                                                                  
Iter = 938  Max. abs. change = 0.00057  Deviance  = 13094.75                                                                                  
Iter = 939  Max. abs. change = 0.00057  Deviance  = 13094.75                                                                                  
Iter = 940  Max. abs. change = 0.00058  Deviance  = 13094.75                                                                                  
Iter = 941  Max. abs. change = 0.00059  Deviance  = 13094.75                                                                                  
Iter = 942  Max. abs. change = 0.00060  Deviance  = 13094.75                                                                                  
Iter = 943  Max. abs. change = 0.00060  Deviance  = 13094.75                                                                                  
Iter = 944  Max. abs. change = 0.00061  Deviance  = 13094.75                                                                                  
Iter = 945  Max. abs. change = 0.00062  Deviance  = 13094.75                                                                                  
Iter = 946  Max. abs. change = 0.00063  Deviance  = 13094.75                                                                                  
Iter = 947  Max. abs. change = 0.00064  Deviance  = 13094.75                                                                                  
Iter = 948  Max. abs. change = 0.00064  Deviance  = 13094.75                                                                                  
Iter = 949  Max. abs. change = 0.00065  Deviance  = 13094.75                                                                                  
Iter = 950  Max. abs. change = 0.00066  Deviance  = 13094.75                                                                                  
Iter = 951  Max. abs. change = 0.00067  Deviance  = 13094.75                                                                                  
Iter = 952  Max. abs. change = 0.00068  Deviance  = 13094.75                                                                                  
Iter = 953  Max. abs. change = 0.00069  Deviance  = 13094.75                                                                                  
Iter = 954  Max. abs. change = 0.00070  Deviance  = 13094.75                                                                                  
Iter = 955  Max. abs. change = 0.00071  Deviance  = 13094.75                                                                                  
Iter = 956  Max. abs. change = 0.00072  Deviance  = 13094.75                                                                                  
Iter = 957  Max. abs. change = 0.00073  Deviance  = 13094.75                                                                                  
Iter = 958  Max. abs. change = 0.00074  Deviance  = 13094.75                                                                                  
Iter = 959  Max. abs. change = 0.00075  Deviance  = 13094.75                                                                                  
Iter = 960  Max. abs. change = 0.00076  Deviance  = 13094.74                                                                                  
Iter = 961  Max. abs. change = 0.00077  Deviance  = 13094.74                                                                                  
Iter = 962  Max. abs. change = 0.00078  Deviance  = 13094.74                                                                                  
Iter = 963  Max. abs. change = 0.00079  Deviance  = 13094.74                                                                                  
Iter = 964  Max. abs. change = 0.00080  Deviance  = 13094.74                                                                                  
Iter = 965  Max. abs. change = 0.00081  Deviance  = 13094.74                                                                                  
Iter = 966  Max. abs. change = 0.00082  Deviance  = 13094.74                                                                                  
Iter = 967  Max. abs. change = 0.00084  Deviance  = 13094.74                                                                                  
Iter = 968  Max. abs. change = 0.00085  Deviance  = 13094.74                                                                                  
Iter = 969  Max. abs. change = 0.00086  Deviance  = 13094.74                                                                                  
Iter = 970  Max. abs. change = 0.00087  Deviance  = 13094.74                                                                                  
Iter = 971  Max. abs. change = 0.00089  Deviance  = 13094.74                                                                                  
Iter = 972  Max. abs. change = 0.00090  Deviance  = 13094.74                                                                                  
Iter = 973  Max. abs. change = 0.00091  Deviance  = 13094.74                                                                                  
Iter = 974  Max. abs. change = 0.00093  Deviance  = 13094.74                                                                                  
Iter = 975  Max. abs. change = 0.00094  Deviance  = 13094.74                                                                                  
Iter = 976  Max. abs. change = 0.00096  Deviance  = 13094.73                                                                                  
Iter = 977  Max. abs. change = 0.00097  Deviance  = 13094.73                                                                                  
Iter = 978  Max. abs. change = 0.00099  Deviance  = 13094.73                                                                                  
Iter = 979  Max. abs. change = 0.00100  Deviance  = 13094.73                                                                                  
Iter = 980  Max. abs. change = 0.00102  Deviance  = 13094.73                                                                                  
Iter = 981  Max. abs. change = 0.00103  Deviance  = 13094.73                                                                                  
Iter = 982  Max. abs. change = 0.00105  Deviance  = 13094.73                                                                                  
Iter = 983  Max. abs. change = 0.00106  Deviance  = 13094.73                                                                                  
Iter = 984  Max. abs. change = 0.00108  Deviance  = 13094.73                                                                                  
Iter = 985  Max. abs. change = 0.00110  Deviance  = 13094.73                                                                                  
Iter = 986  Max. abs. change = 0.00111  Deviance  = 13094.73                                                                                  
Iter = 987  Max. abs. change = 0.00113  Deviance  = 13094.73                                                                                  
Iter = 988  Max. abs. change = 0.00115  Deviance  = 13094.72                                                                                  
Iter = 989  Max. abs. change = 0.00117  Deviance  = 13094.72                                                                                  
Iter = 990  Max. abs. change = 0.00119  Deviance  = 13094.72                                                                                  
Iter = 991  Max. abs. change = 0.00121  Deviance  = 13094.72                                                                                  
Iter = 992  Max. abs. change = 0.00122  Deviance  = 13094.72                                                                                  
Iter = 993  Max. abs. change = 0.00124  Deviance  = 13094.72                                                                                  
Iter = 994  Max. abs. change = 0.00126  Deviance  = 13094.72                                                                                  
Iter = 995  Max. abs. change = 0.00128  Deviance  = 13094.72                                                                                  
Iter = 996  Max. abs. change = 0.00131  Deviance  = 13094.72                                                                                  
Iter = 997  Max. abs. change = 0.00133  Deviance  = 13094.72                                                                                  
Iter = 998  Max. abs. change = 0.00135  Deviance  = 13094.71                                                                                  
Iter = 999  Max. abs. change = 0.00137  Deviance  = 13094.71                                                                                  
Iter = 1000  Max. abs. change = 0.00139  Deviance  = 13094.71                                                                                  
Iter = 1001  Max. abs. change = 0.00142  Deviance  = 13094.71                                                                                  
Iter = 1002  Max. abs. change = 0.00144  Deviance  = 13094.71                                                                                  
Iter = 1003  Max. abs. change = 0.00146  Deviance  = 13094.71                                                                                  
Iter = 1004  Max. abs. change = 0.00149  Deviance  = 13094.71                                                                                  
Iter = 1005  Max. abs. change = 0.00151  Deviance  = 13094.71                                                                                  
Iter = 1006  Max. abs. change = 0.00154  Deviance  = 13094.70                                                                                  
Iter = 1007  Max. abs. change = 0.00156  Deviance  = 13094.70                                                                                  
Iter = 1008  Max. abs. change = 0.00159  Deviance  = 13094.70                                                                                  
Iter = 1009  Max. abs. change = 0.00161  Deviance  = 13094.70                                                                                  
Iter = 1010  Max. abs. change = 0.00164  Deviance  = 13094.70                                                                                  
Iter = 1011  Max. abs. change = 0.00167  Deviance  = 13094.70                                                                                  
Iter = 1012  Max. abs. change = 0.00169  Deviance  = 13094.70                                                                                  
Iter = 1013  Max. abs. change = 0.00172  Deviance  = 13094.69                                                                                  
Iter = 1014  Max. abs. change = 0.00175  Deviance  = 13094.69                                                                                  
Iter = 1015  Max. abs. change = 0.00178  Deviance  = 13094.69                                                                                  
Iter = 1016  Max. abs. change = 0.00181  Deviance  = 13094.69                                                                                  
Iter = 1017  Max. abs. change = 0.00184  Deviance  = 13094.69                                                                                  
Iter = 1018  Max. abs. change = 0.00186  Deviance  = 13094.69                                                                                  
Iter = 1019  Max. abs. change = 0.00189  Deviance  = 13094.68                                                                                  
Iter = 1020  Max. abs. change = 0.00192  Deviance  = 13094.68                                                                                  
Iter = 1021  Max. abs. change = 0.00195  Deviance  = 13094.68                                                                                  
Iter = 1022  Max. abs. change = 0.00199  Deviance  = 13094.68                                                                                  
Iter = 1023  Max. abs. change = 0.00202  Deviance  = 13094.68                                                                                  
Iter = 1024  Max. abs. change = 0.00205  Deviance  = 13094.67                                                                                  
Iter = 1025  Max. abs. change = 0.00208  Deviance  = 13094.67                                                                                  
Iter = 1026  Max. abs. change = 0.00211  Deviance  = 13094.67                                                                                  
Iter = 1027  Max. abs. change = 0.00214  Deviance  = 13094.67                                                                                  
Iter = 1028  Max. abs. change = 0.00217  Deviance  = 13094.67                                                                                  
Iter = 1029  Max. abs. change = 0.00220  Deviance  = 13094.66                                                                                  
Iter = 1030  Max. abs. change = 0.00223  Deviance  = 13094.66                                                                                  
Iter = 1031  Max. abs. change = 0.00226  Deviance  = 13094.66                                                                                  
Iter = 1032  Max. abs. change = 0.00229  Deviance  = 13094.66                                                                                  
Iter = 1033  Max. abs. change = 0.00232  Deviance  = 13094.66                                                                                  
Iter = 1034  Max. abs. change = 0.00235  Deviance  = 13094.65                                                                                  
Iter = 1035  Max. abs. change = 0.00237  Deviance  = 13094.65                                                                                  
Iter = 1036  Max. abs. change = 0.00240  Deviance  = 13094.65                                                                                  
Iter = 1037  Max. abs. change = 0.00242  Deviance  = 13094.65                                                                                  
Iter = 1038  Max. abs. change = 0.00245  Deviance  = 13094.64                                                                                  
Iter = 1039  Max. abs. change = 0.00247  Deviance  = 13094.64                                                                                  
Iter = 1040  Max. abs. change = 0.00249  Deviance  = 13094.64                                                                                  
Iter = 1041  Max. abs. change = 0.00250  Deviance  = 13094.64                                                                                  
Iter = 1042  Max. abs. change = 0.00252  Deviance  = 13094.63                                                                                  
Iter = 1043  Max. abs. change = 0.00253  Deviance  = 13094.63                                                                                  
Iter = 1044  Max. abs. change = 0.00254  Deviance  = 13094.63                                                                                  
Iter = 1045  Max. abs. change = 0.00254  Deviance  = 13094.62                                                                                  
Iter = 1046  Max. abs. change = 0.00254  Deviance  = 13094.62                                                                                  
Iter = 1047  Max. abs. change = 0.00254  Deviance  = 13094.62                                                                                  
Iter = 1048  Max. abs. change = 0.00254  Deviance  = 13094.62                                                                                  
Iter = 1049  Max. abs. change = 0.00253  Deviance  = 13094.61                                                                                  
Iter = 1050  Max. abs. change = 0.00251  Deviance  = 13094.61                                                                                  
Iter = 1051  Max. abs. change = 0.00249  Deviance  = 13094.61                                                                                  
Iter = 1052  Max. abs. change = 0.00248  Deviance  = 13094.60                                                                                  
Iter = 1053  Max. abs. change = 0.00248  Deviance  = 13094.60                                                                                  
Iter = 1054  Max. abs. change = 0.00248  Deviance  = 13094.60                                                                                  
Iter = 1055  Max. abs. change = 0.00247  Deviance  = 13094.60                                                                                  
Iter = 1056  Max. abs. change = 0.00245  Deviance  = 13094.59                                                                                  
Iter = 1057  Max. abs. change = 0.00243  Deviance  = 13094.59                                                                                  
Iter = 1058  Max. abs. change = 0.00241  Deviance  = 13094.59                                                                                  
Iter = 1059  Max. abs. change = 0.00238  Deviance  = 13094.58                                                                                  
Iter = 1060  Max. abs. change = 0.00235  Deviance  = 13094.58                                                                                  
Iter = 1061  Max. abs. change = 0.00231  Deviance  = 13094.58                                                                                  
Iter = 1062  Max. abs. change = 0.00227  Deviance  = 13094.58                                                                                  
Iter = 1063  Max. abs. change = 0.00224  Deviance  = 13094.57                                                                                  
Iter = 1064  Max. abs. change = 0.00220  Deviance  = 13094.57                                                                                  
Iter = 1065  Max. abs. change = 0.00216  Deviance  = 13094.57                                                                                  
Iter = 1066  Max. abs. change = 0.00212  Deviance  = 13094.56                                                                                  
Iter = 1067  Max. abs. change = 0.00210  Deviance  = 13094.56                                                                                  
Iter = 1068  Max. abs. change = 0.00207  Deviance  = 13094.56                                                                                  
Iter = 1069  Max. abs. change = 0.00206  Deviance  = 13094.56                                                                                  
Iter = 1070  Max. abs. change = 0.00207  Deviance  = 13094.55                                                                                  
Iter = 1071  Max. abs. change = 0.00209  Deviance  = 13094.55                                                                                  
Iter = 1072  Max. abs. change = 0.00214  Deviance  = 13094.55                                                                                  
Iter = 1073  Max. abs. change = 0.00221  Deviance  = 13094.54                                                                                  
Iter = 1074  Max. abs. change = 0.00232  Deviance  = 13094.54                                                                                  
Iter = 1075  Max. abs. change = 0.00247  Deviance  = 13094.54                                                                                  
Iter = 1076  Max. abs. change = 0.00267  Deviance  = 13094.53                                                                                  
Iter = 1077  Max. abs. change = 0.00293  Deviance  = 13094.53                                                                                  
Iter = 1078  Max. abs. change = 0.00326  Deviance  = 13094.52                                                                                  
Iter = 1079  Max. abs. change = 0.00366  Deviance  = 13094.51                                                                                  
Iter = 1080  Max. abs. change = 0.00414  Deviance  = 13094.50                                                                                  
Iter = 1081  Max. abs. change = 0.00476  Deviance  = 13094.49                                                                                  
Iter = 1082  Max. abs. change = 0.00560  Deviance  = 13094.48                                                                                  
Iter = 1083  Max. abs. change = 0.00650  Deviance  = 13094.47                                                                                  
Iter = 1084  Max. abs. change = 0.00744  Deviance  = 13094.45                                                                                  
Iter = 1085  Max. abs. change = 0.00834  Deviance  = 13094.43                                                                                  
Iter = 1086  Max. abs. change = 0.00916  Deviance  = 13094.41                                                                                  
Iter = 1087  Max. abs. change = 0.00980  Deviance  = 13094.39                                                                                  
Iter = 1088  Max. abs. change = 0.01019  Deviance  = 13094.37                                                                                  
Iter = 1089  Max. abs. change = 0.01030  Deviance  = 13094.35                                                                                  
Iter = 1090  Max. abs. change = 0.01009  Deviance  = 13094.33                                                                                  
Iter = 1091  Max. abs. change = 0.00959  Deviance  = 13094.31                                                                                  
Iter = 1092  Max. abs. change = 0.00887  Deviance  = 13094.29                                                                                  
Iter = 1093  Max. abs. change = 0.00800  Deviance  = 13094.28                                                                                  
Iter = 1094  Max. abs. change = 0.00708  Deviance  = 13094.26                                                                                  
Iter = 1095  Max. abs. change = 0.00633  Deviance  = 13094.26                                                                                  
Iter = 1096  Max. abs. change = 0.00559  Deviance  = 13094.25                                                                                  
Iter = 1097  Max. abs. change = 0.00489  Deviance  = 13094.24                                                                                  
Iter = 1098  Max. abs. change = 0.00425  Deviance  = 13094.24                                                                                  
Iter = 1099  Max. abs. change = 0.00367  Deviance  = 13094.23                                                                                  
Iter = 1100  Max. abs. change = 0.00317  Deviance  = 13094.23                                                                                  
Iter = 1101  Max. abs. change = 0.00274  Deviance  = 13094.23                                                                                  
Iter = 1102  Max. abs. change = 0.00237  Deviance  = 13094.23                                                                                  
Iter = 1103  Max. abs. change = 0.00205  Deviance  = 13094.23                                                                                  
Iter = 1104  Max. abs. change = 0.00177  Deviance  = 13094.23                                                                                  
Iter = 1105  Max. abs. change = 0.00154  Deviance  = 13094.22                                                                                  
Iter = 1106  Max. abs. change = 0.00135  Deviance  = 13094.22                                                                                  
Iter = 1107  Max. abs. change = 0.00118  Deviance  = 13094.22                                                                                  
Iter = 1108  Max. abs. change = 0.00104  Deviance  = 13094.22                                                                                  
Iter = 1109  Max. abs. change = 0.00091  Deviance  = 13094.22                                                                                  
Iter = 1110  Max. abs. change = 0.00081  Deviance  = 13094.22                                                                                  
Iter = 1111  Max. abs. change = 0.00072  Deviance  = 13094.22                                                                                  
Iter = 1112  Max. abs. change = 0.00064  Deviance  = 13094.22                                                                                  
Iter = 1113  Max. abs. change = 0.00057  Deviance  = 13094.22                                                                                  
Iter = 1114  Max. abs. change = 0.00051  Deviance  = 13094.22                                                                                  
Iter = 1115  Max. abs. change = 0.00046  Deviance  = 13094.22                                                                                  
Iter = 1116  Max. abs. change = 0.00042  Deviance  = 13094.22                                                                                  
Iter = 1117  Max. abs. change = 0.00038  Deviance  = 13094.22                                                                                  
Iter = 1118  Max. abs. change = 0.00034  Deviance  = 13094.22                                                                                  
Iter = 1119  Max. abs. change = 0.00031  Deviance  = 13094.22                                                                                  
Iter = 1120  Max. abs. change = 0.00028  Deviance  = 13094.22                                                                                  
Iter = 1121  Max. abs. change = 0.00026  Deviance  = 13094.22                                                                                  
Iter = 1122  Max. abs. change = 0.00024  Deviance  = 13094.22                                                                                  
Iter = 1123  Max. abs. change = 0.00022  Deviance  = 13094.22                                                                                  
Iter = 1124  Max. abs. change = 0.00020  Deviance  = 13094.22                                                                                  
Iter = 1125  Max. abs. change = 0.00018  Deviance  = 13094.22                                                                                  
Iter = 1126  Max. abs. change = 0.00017  Deviance  = 13094.22                                                                                  
Iter = 1127  Max. abs. change = 0.00016  Deviance  = 13094.22                                                                                  
Iter = 1128  Max. abs. change = 0.00014  Deviance  = 13094.22                                                                                  
Iter = 1129  Max. abs. change = 0.00013  Deviance  = 13094.22                                                                                  
Iter = 1130  Max. abs. change = 0.00012  Deviance  = 13094.22                                                                                  
Iter = 1131  Max. abs. change = 0.00011  Deviance  = 13094.22                                                                                  
Iter = 1132  Max. abs. change = 0.00011  Deviance  = 13094.22                                                                                  
Iter = 1133  Max. abs. change = 0.00010  Deviance  = 13094.22                                                                                  
plot(CDM.obj)



################################################################
# Example 3: validation object (Hull plot)                     #
################################################################
MQ <- sim.MQ(Q, 0.1)
#> rate of mis-specifications =  0.1 
#>  rate of  over-specifications =  0.05 
#>  rate of under-specifications =  0.05 

CDM.obj <- CDM(data.obj$dat, MQ)
#> 
Iter = 1  Max. abs. change = 0.38821  Deviance  = 15020.27                                                                                  
Iter = 2  Max. abs. change = 0.07103  Deviance  = 13317.06                                                                                  
Iter = 3  Max. abs. change = 0.05373  Deviance  = 13235.17                                                                                  
Iter = 4  Max. abs. change = 0.03910  Deviance  = 13205.62                                                                                  
Iter = 5  Max. abs. change = 0.03023  Deviance  = 13188.53                                                                                  
Iter = 6  Max. abs. change = 0.02691  Deviance  = 13176.57                                                                                  
Iter = 7  Max. abs. change = 0.02731  Deviance  = 13167.68                                                                                  
Iter = 8  Max. abs. change = 0.02728  Deviance  = 13160.98                                                                                  
Iter = 9  Max. abs. change = 0.02685  Deviance  = 13155.86                                                                                  
Iter = 10  Max. abs. change = 0.02609  Deviance  = 13151.86                                                                                  
Iter = 11  Max. abs. change = 0.02510  Deviance  = 13148.63                                                                                  
Iter = 12  Max. abs. change = 0.02396  Deviance  = 13145.96                                                                                  
Iter = 13  Max. abs. change = 0.02269  Deviance  = 13143.70                                                                                  
Iter = 14  Max. abs. change = 0.02133  Deviance  = 13141.75                                                                                  
Iter = 15  Max. abs. change = 0.01989  Deviance  = 13140.06                                                                                  
Iter = 16  Max. abs. change = 0.01841  Deviance  = 13138.56                                                                                  
Iter = 17  Max. abs. change = 0.01691  Deviance  = 13137.23                                                                                  
Iter = 18  Max. abs. change = 0.01544  Deviance  = 13136.03                                                                                  
Iter = 19  Max. abs. change = 0.01401  Deviance  = 13134.94                                                                                  
Iter = 20  Max. abs. change = 0.01266  Deviance  = 13133.94                                                                                  
Iter = 21  Max. abs. change = 0.01140  Deviance  = 13133.01                                                                                  
Iter = 22  Max. abs. change = 0.01025  Deviance  = 13132.15                                                                                  
Iter = 23  Max. abs. change = 0.00920  Deviance  = 13131.34                                                                                  
Iter = 24  Max. abs. change = 0.00826  Deviance  = 13130.57                                                                                  
Iter = 25  Max. abs. change = 0.00743  Deviance  = 13129.83                                                                                  
Iter = 26  Max. abs. change = 0.00700  Deviance  = 13129.12                                                                                  
Iter = 27  Max. abs. change = 0.00716  Deviance  = 13128.44                                                                                  
Iter = 28  Max. abs. change = 0.00727  Deviance  = 13127.77                                                                                  
Iter = 29  Max. abs. change = 0.00732  Deviance  = 13127.12                                                                                  
Iter = 30  Max. abs. change = 0.00730  Deviance  = 13126.47                                                                                  
Iter = 31  Max. abs. change = 0.00721  Deviance  = 13125.83                                                                                  
Iter = 32  Max. abs. change = 0.00702  Deviance  = 13125.20                                                                                  
Iter = 33  Max. abs. change = 0.00674  Deviance  = 13124.57                                                                                  
Iter = 34  Max. abs. change = 0.00677  Deviance  = 13123.95                                                                                  
Iter = 35  Max. abs. change = 0.00697  Deviance  = 13123.33                                                                                  
Iter = 36  Max. abs. change = 0.00718  Deviance  = 13122.71                                                                                  
Iter = 37  Max. abs. change = 0.00739  Deviance  = 13122.11                                                                                  
Iter = 38  Max. abs. change = 0.00760  Deviance  = 13121.51                                                                                  
Iter = 39  Max. abs. change = 0.00780  Deviance  = 13120.92                                                                                  
Iter = 40  Max. abs. change = 0.00798  Deviance  = 13120.34                                                                                  
Iter = 41  Max. abs. change = 0.00814  Deviance  = 13119.77                                                                                  
Iter = 42  Max. abs. change = 0.00828  Deviance  = 13119.22                                                                                  
Iter = 43  Max. abs. change = 0.00839  Deviance  = 13118.67                                                                                  
Iter = 44  Max. abs. change = 0.00846  Deviance  = 13118.14                                                                                  
Iter = 45  Max. abs. change = 0.00849  Deviance  = 13117.63                                                                                  
Iter = 46  Max. abs. change = 0.00849  Deviance  = 13117.13                                                                                  
Iter = 47  Max. abs. change = 0.00845  Deviance  = 13116.64                                                                                  
Iter = 48  Max. abs. change = 0.00837  Deviance  = 13116.17                                                                                  
Iter = 49  Max. abs. change = 0.00826  Deviance  = 13115.71                                                                                  
Iter = 50  Max. abs. change = 0.00812  Deviance  = 13115.27                                                                                  
Iter = 51  Max. abs. change = 0.00795  Deviance  = 13114.84                                                                                  
Iter = 52  Max. abs. change = 0.00804  Deviance  = 13114.41                                                                                  
Iter = 53  Max. abs. change = 0.00830  Deviance  = 13114.00                                                                                  
Iter = 54  Max. abs. change = 0.00859  Deviance  = 13113.60                                                                                  
Iter = 55  Max. abs. change = 0.00890  Deviance  = 13113.20                                                                                  
Iter = 56  Max. abs. change = 0.00923  Deviance  = 13112.81                                                                                  
Iter = 57  Max. abs. change = 0.00960  Deviance  = 13112.41                                                                                  
Iter = 58  Max. abs. change = 0.00999  Deviance  = 13112.02                                                                                  
Iter = 59  Max. abs. change = 0.01041  Deviance  = 13111.63                                                                                  
Iter = 60  Max. abs. change = 0.01084  Deviance  = 13111.23                                                                                  
Iter = 61  Max. abs. change = 0.01129  Deviance  = 13110.83                                                                                  
Iter = 62  Max. abs. change = 0.01173  Deviance  = 13110.41                                                                                  
Iter = 63  Max. abs. change = 0.01215  Deviance  = 13109.99                                                                                  
Iter = 64  Max. abs. change = 0.01252  Deviance  = 13109.56                                                                                  
Iter = 65  Max. abs. change = 0.01282  Deviance  = 13109.12                                                                                  
Iter = 66  Max. abs. change = 0.01301  Deviance  = 13108.66                                                                                  
Iter = 67  Max. abs. change = 0.01305  Deviance  = 13108.20                                                                                  
Iter = 68  Max. abs. change = 0.01291  Deviance  = 13107.73                                                                                  
Iter = 69  Max. abs. change = 0.01257  Deviance  = 13107.25                                                                                  
Iter = 70  Max. abs. change = 0.01202  Deviance  = 13106.78                                                                                  
Iter = 71  Max. abs. change = 0.01127  Deviance  = 13106.32                                                                                  
Iter = 72  Max. abs. change = 0.01037  Deviance  = 13105.88                                                                                  
Iter = 73  Max. abs. change = 0.00936  Deviance  = 13105.46                                                                                  
Iter = 74  Max. abs. change = 0.00831  Deviance  = 13105.07                                                                                  
Iter = 75  Max. abs. change = 0.00727  Deviance  = 13104.72                                                                                  
Iter = 76  Max. abs. change = 0.00664  Deviance  = 13104.40                                                                                  
Iter = 77  Max. abs. change = 0.00618  Deviance  = 13104.11                                                                                  
Iter = 78  Max. abs. change = 0.00574  Deviance  = 13103.85                                                                                  
Iter = 79  Max. abs. change = 0.00533  Deviance  = 13103.61                                                                                  
Iter = 80  Max. abs. change = 0.00494  Deviance  = 13103.41                                                                                  
Iter = 81  Max. abs. change = 0.00458  Deviance  = 13103.22                                                                                  
Iter = 82  Max. abs. change = 0.00425  Deviance  = 13103.04                                                                                  
Iter = 83  Max. abs. change = 0.00403  Deviance  = 13102.88                                                                                  
Iter = 84  Max. abs. change = 0.00390  Deviance  = 13102.74                                                                                  
Iter = 85  Max. abs. change = 0.00376  Deviance  = 13102.60                                                                                  
Iter = 86  Max. abs. change = 0.00366  Deviance  = 13102.47                                                                                  
Iter = 87  Max. abs. change = 0.00359  Deviance  = 13102.35                                                                                  
Iter = 88  Max. abs. change = 0.00352  Deviance  = 13102.24                                                                                  
Iter = 89  Max. abs. change = 0.00345  Deviance  = 13102.13                                                                                  
Iter = 90  Max. abs. change = 0.00339  Deviance  = 13102.03                                                                                  
Iter = 91  Max. abs. change = 0.00332  Deviance  = 13101.94                                                                                  
Iter = 92  Max. abs. change = 0.00326  Deviance  = 13101.85                                                                                  
Iter = 93  Max. abs. change = 0.00319  Deviance  = 13101.77                                                                                  
Iter = 94  Max. abs. change = 0.00312  Deviance  = 13101.69                                                                                  
Iter = 95  Max. abs. change = 0.00306  Deviance  = 13101.62                                                                                  
Iter = 96  Max. abs. change = 0.00299  Deviance  = 13101.55                                                                                  
Iter = 97  Max. abs. change = 0.00293  Deviance  = 13101.48                                                                                  
Iter = 98  Max. abs. change = 0.00286  Deviance  = 13101.42                                                                                  
Iter = 99  Max. abs. change = 0.00280  Deviance  = 13101.36                                                                                  
Iter = 100  Max. abs. change = 0.00273  Deviance  = 13101.31                                                                                  
Iter = 101  Max. abs. change = 0.00267  Deviance  = 13101.26                                                                                  
Iter = 102  Max. abs. change = 0.00260  Deviance  = 13101.21                                                                                  
Iter = 103  Max. abs. change = 0.00254  Deviance  = 13101.17                                                                                  
Iter = 104  Max. abs. change = 0.00247  Deviance  = 13101.13                                                                                  
Iter = 105  Max. abs. change = 0.00241  Deviance  = 13101.09                                                                                  
Iter = 106  Max. abs. change = 0.00234  Deviance  = 13101.05                                                                                  
Iter = 107  Max. abs. change = 0.00228  Deviance  = 13101.01                                                                                  
Iter = 108  Max. abs. change = 0.00222  Deviance  = 13100.98                                                                                  
Iter = 109  Max. abs. change = 0.00216  Deviance  = 13100.95                                                                                  
Iter = 110  Max. abs. change = 0.00209  Deviance  = 13100.92                                                                                  
Iter = 111  Max. abs. change = 0.00203  Deviance  = 13100.89                                                                                  
Iter = 112  Max. abs. change = 0.00197  Deviance  = 13100.87                                                                                  
Iter = 113  Max. abs. change = 0.00191  Deviance  = 13100.84                                                                                  
Iter = 114  Max. abs. change = 0.00185  Deviance  = 13100.82                                                                                  
Iter = 115  Max. abs. change = 0.00179  Deviance  = 13100.79                                                                                  
Iter = 116  Max. abs. change = 0.00173  Deviance  = 13100.77                                                                                  
Iter = 117  Max. abs. change = 0.00168  Deviance  = 13100.75                                                                                  
Iter = 118  Max. abs. change = 0.00162  Deviance  = 13100.73                                                                                  
Iter = 119  Max. abs. change = 0.00156  Deviance  = 13100.71                                                                                  
Iter = 120  Max. abs. change = 0.00151  Deviance  = 13100.69                                                                                  
Iter = 121  Max. abs. change = 0.00146  Deviance  = 13100.68                                                                                  
Iter = 122  Max. abs. change = 0.00142  Deviance  = 13100.66                                                                                  
Iter = 123  Max. abs. change = 0.00139  Deviance  = 13100.65                                                                                  
Iter = 124  Max. abs. change = 0.00137  Deviance  = 13100.63                                                                                  
Iter = 125  Max. abs. change = 0.00134  Deviance  = 13100.62                                                                                  
Iter = 126  Max. abs. change = 0.00132  Deviance  = 13100.60                                                                                  
Iter = 127  Max. abs. change = 0.00130  Deviance  = 13100.59                                                                                  
Iter = 128  Max. abs. change = 0.00128  Deviance  = 13100.57                                                                                  
Iter = 129  Max. abs. change = 0.00126  Deviance  = 13100.56                                                                                  
Iter = 130  Max. abs. change = 0.00124  Deviance  = 13100.55                                                                                  
Iter = 131  Max. abs. change = 0.00122  Deviance  = 13100.54                                                                                  
Iter = 132  Max. abs. change = 0.00120  Deviance  = 13100.53                                                                                  
Iter = 133  Max. abs. change = 0.00118  Deviance  = 13100.52                                                                                  
Iter = 134  Max. abs. change = 0.00116  Deviance  = 13100.50                                                                                  
Iter = 135  Max. abs. change = 0.00115  Deviance  = 13100.49                                                                                  
Iter = 136  Max. abs. change = 0.00113  Deviance  = 13100.48                                                                                  
Iter = 137  Max. abs. change = 0.00111  Deviance  = 13100.47                                                                                  
Iter = 138  Max. abs. change = 0.00110  Deviance  = 13100.46                                                                                  
Iter = 139  Max. abs. change = 0.00108  Deviance  = 13100.46                                                                                  
Iter = 140  Max. abs. change = 0.00107  Deviance  = 13100.45                                                                                  
Iter = 141  Max. abs. change = 0.00105  Deviance  = 13100.44                                                                                  
Iter = 142  Max. abs. change = 0.00104  Deviance  = 13100.43                                                                                  
Iter = 143  Max. abs. change = 0.00102  Deviance  = 13100.42                                                                                  
Iter = 144  Max. abs. change = 0.00101  Deviance  = 13100.41                                                                                  
Iter = 145  Max. abs. change = 0.00100  Deviance  = 13100.40                                                                                  
Iter = 146  Max. abs. change = 0.00098  Deviance  = 13100.40                                                                                  
Iter = 147  Max. abs. change = 0.00097  Deviance  = 13100.39                                                                                  
Iter = 148  Max. abs. change = 0.00096  Deviance  = 13100.38                                                                                  
Iter = 149  Max. abs. change = 0.00094  Deviance  = 13100.37                                                                                  
Iter = 150  Max. abs. change = 0.00093  Deviance  = 13100.37                                                                                  
Iter = 151  Max. abs. change = 0.00092  Deviance  = 13100.36                                                                                  
Iter = 152  Max. abs. change = 0.00091  Deviance  = 13100.35                                                                                  
Iter = 153  Max. abs. change = 0.00089  Deviance  = 13100.35                                                                                  
Iter = 154  Max. abs. change = 0.00088  Deviance  = 13100.34                                                                                  
Iter = 155  Max. abs. change = 0.00087  Deviance  = 13100.33                                                                                  
Iter = 156  Max. abs. change = 0.00086  Deviance  = 13100.33                                                                                  
Iter = 157  Max. abs. change = 0.00085  Deviance  = 13100.32                                                                                  
Iter = 158  Max. abs. change = 0.00084  Deviance  = 13100.31                                                                                  
Iter = 159  Max. abs. change = 0.00082  Deviance  = 13100.31                                                                                  
Iter = 160  Max. abs. change = 0.00081  Deviance  = 13100.30                                                                                  
Iter = 161  Max. abs. change = 0.00080  Deviance  = 13100.30                                                                                  
Iter = 162  Max. abs. change = 0.00079  Deviance  = 13100.29                                                                                  
Iter = 163  Max. abs. change = 0.00078  Deviance  = 13100.28                                                                                  
Iter = 164  Max. abs. change = 0.00077  Deviance  = 13100.28                                                                                  
Iter = 165  Max. abs. change = 0.00076  Deviance  = 13100.27                                                                                  
Iter = 166  Max. abs. change = 0.00075  Deviance  = 13100.27                                                                                  
Iter = 167  Max. abs. change = 0.00074  Deviance  = 13100.26                                                                                  
Iter = 168  Max. abs. change = 0.00073  Deviance  = 13100.26                                                                                  
Iter = 169  Max. abs. change = 0.00072  Deviance  = 13100.25                                                                                  
Iter = 170  Max. abs. change = 0.00071  Deviance  = 13100.25                                                                                  
Iter = 171  Max. abs. change = 0.00070  Deviance  = 13100.24                                                                                  
Iter = 172  Max. abs. change = 0.00068  Deviance  = 13100.24                                                                                  
Iter = 173  Max. abs. change = 0.00067  Deviance  = 13100.23                                                                                  
Iter = 174  Max. abs. change = 0.00066  Deviance  = 13100.23                                                                                  
Iter = 175  Max. abs. change = 0.00065  Deviance  = 13100.22                                                                                  
Iter = 176  Max. abs. change = 0.00064  Deviance  = 13100.22                                                                                  
Iter = 177  Max. abs. change = 0.00063  Deviance  = 13100.21                                                                                  
Iter = 178  Max. abs. change = 0.00062  Deviance  = 13100.21                                                                                  
Iter = 179  Max. abs. change = 0.00061  Deviance  = 13100.20                                                                                  
Iter = 180  Max. abs. change = 0.00060  Deviance  = 13100.20                                                                                  
Iter = 181  Max. abs. change = 0.00059  Deviance  = 13100.19                                                                                  
Iter = 182  Max. abs. change = 0.00058  Deviance  = 13100.19                                                                                  
Iter = 183  Max. abs. change = 0.00058  Deviance  = 13100.18                                                                                  
Iter = 184  Max. abs. change = 0.00057  Deviance  = 13100.18                                                                                  
Iter = 185  Max. abs. change = 0.00057  Deviance  = 13100.17                                                                                  
Iter = 186  Max. abs. change = 0.00057  Deviance  = 13100.17                                                                                  
Iter = 187  Max. abs. change = 0.00057  Deviance  = 13100.17                                                                                  
Iter = 188  Max. abs. change = 0.00057  Deviance  = 13100.16                                                                                  
Iter = 189  Max. abs. change = 0.00058  Deviance  = 13100.16                                                                                  
Iter = 190  Max. abs. change = 0.00058  Deviance  = 13100.15                                                                                  
Iter = 191  Max. abs. change = 0.00058  Deviance  = 13100.15                                                                                  
Iter = 192  Max. abs. change = 0.00058  Deviance  = 13100.15                                                                                  
Iter = 193  Max. abs. change = 0.00058  Deviance  = 13100.14                                                                                  
Iter = 194  Max. abs. change = 0.00058  Deviance  = 13100.14                                                                                  
Iter = 195  Max. abs. change = 0.00058  Deviance  = 13100.13                                                                                  
Iter = 196  Max. abs. change = 0.00058  Deviance  = 13100.13                                                                                  
Iter = 197  Max. abs. change = 0.00059  Deviance  = 13100.13                                                                                  
Iter = 198  Max. abs. change = 0.00059  Deviance  = 13100.12                                                                                  
Iter = 199  Max. abs. change = 0.00059  Deviance  = 13100.12                                                                                  
Iter = 200  Max. abs. change = 0.00059  Deviance  = 13100.12                                                                                  
Iter = 201  Max. abs. change = 0.00059  Deviance  = 13100.11                                                                                  
Iter = 202  Max. abs. change = 0.00059  Deviance  = 13100.11                                                                                  
Iter = 203  Max. abs. change = 0.00060  Deviance  = 13100.11                                                                                  
Iter = 204  Max. abs. change = 0.00060  Deviance  = 13100.10                                                                                  
Iter = 205  Max. abs. change = 0.00060  Deviance  = 13100.10                                                                                  
Iter = 206  Max. abs. change = 0.00060  Deviance  = 13100.10                                                                                  
Iter = 207  Max. abs. change = 0.00060  Deviance  = 13100.09                                                                                  
Iter = 208  Max. abs. change = 0.00061  Deviance  = 13100.09                                                                                  
Iter = 209  Max. abs. change = 0.00061  Deviance  = 13100.09                                                                                  
Iter = 210  Max. abs. change = 0.00061  Deviance  = 13100.08                                                                                  
Iter = 211  Max. abs. change = 0.00061  Deviance  = 13100.08                                                                                  
Iter = 212  Max. abs. change = 0.00062  Deviance  = 13100.08                                                                                  
Iter = 213  Max. abs. change = 0.00062  Deviance  = 13100.07                                                                                  
Iter = 214  Max. abs. change = 0.00062  Deviance  = 13100.07                                                                                  
Iter = 215  Max. abs. change = 0.00063  Deviance  = 13100.07                                                                                  
Iter = 216  Max. abs. change = 0.00063  Deviance  = 13100.06                                                                                  
Iter = 217  Max. abs. change = 0.00063  Deviance  = 13100.06                                                                                  
Iter = 218  Max. abs. change = 0.00064  Deviance  = 13100.06                                                                                  
Iter = 219  Max. abs. change = 0.00064  Deviance  = 13100.06                                                                                  
Iter = 220  Max. abs. change = 0.00064  Deviance  = 13100.05                                                                                  
Iter = 221  Max. abs. change = 0.00065  Deviance  = 13100.05                                                                                  
Iter = 222  Max. abs. change = 0.00065  Deviance  = 13100.05                                                                                  
Iter = 223  Max. abs. change = 0.00066  Deviance  = 13100.04                                                                                  
Iter = 224  Max. abs. change = 0.00066  Deviance  = 13100.04                                                                                  
Iter = 225  Max. abs. change = 0.00067  Deviance  = 13100.04                                                                                  
Iter = 226  Max. abs. change = 0.00067  Deviance  = 13100.04                                                                                  
Iter = 227  Max. abs. change = 0.00067  Deviance  = 13100.03                                                                                  
Iter = 228  Max. abs. change = 0.00068  Deviance  = 13100.03                                                                                  
Iter = 229  Max. abs. change = 0.00068  Deviance  = 13100.03                                                                                  
Iter = 230  Max. abs. change = 0.00069  Deviance  = 13100.03                                                                                  
Iter = 231  Max. abs. change = 0.00070  Deviance  = 13100.02                                                                                  
Iter = 232  Max. abs. change = 0.00071  Deviance  = 13100.02                                                                                  
Iter = 233  Max. abs. change = 0.00072  Deviance  = 13100.02                                                                                  
Iter = 234  Max. abs. change = 0.00073  Deviance  = 13100.02                                                                                  
Iter = 235  Max. abs. change = 0.00074  Deviance  = 13100.01                                                                                  
Iter = 236  Max. abs. change = 0.00075  Deviance  = 13100.01                                                                                  
Iter = 237  Max. abs. change = 0.00076  Deviance  = 13100.01                                                                                  
Iter = 238  Max. abs. change = 0.00077  Deviance  = 13100.01                                                                                  
Iter = 239  Max. abs. change = 0.00078  Deviance  = 13100.00                                                                                  
Iter = 240  Max. abs. change = 0.00079  Deviance  = 13100.00                                                                                  
Iter = 241  Max. abs. change = 0.00081  Deviance  = 13100.00                                                                                  
Iter = 242  Max. abs. change = 0.00082  Deviance  = 13100.00                                                                                  
Iter = 243  Max. abs. change = 0.00083  Deviance  = 13099.99                                                                                  
Iter = 244  Max. abs. change = 0.00084  Deviance  = 13099.99                                                                                  
Iter = 245  Max. abs. change = 0.00086  Deviance  = 13099.99                                                                                  
Iter = 246  Max. abs. change = 0.00087  Deviance  = 13099.99                                                                                  
Iter = 247  Max. abs. change = 0.00088  Deviance  = 13099.98                                                                                  
Iter = 248  Max. abs. change = 0.00090  Deviance  = 13099.98                                                                                  
Iter = 249  Max. abs. change = 0.00091  Deviance  = 13099.98                                                                                  
Iter = 250  Max. abs. change = 0.00092  Deviance  = 13099.98                                                                                  
Iter = 251  Max. abs. change = 0.00094  Deviance  = 13099.97                                                                                  
Iter = 252  Max. abs. change = 0.00095  Deviance  = 13099.97                                                                                  
Iter = 253  Max. abs. change = 0.00097  Deviance  = 13099.97                                                                                  
Iter = 254  Max. abs. change = 0.00098  Deviance  = 13099.97                                                                                  
Iter = 255  Max. abs. change = 0.00100  Deviance  = 13099.96                                                                                  
Iter = 256  Max. abs. change = 0.00102  Deviance  = 13099.96                                                                                  
Iter = 257  Max. abs. change = 0.00103  Deviance  = 13099.96                                                                                  
Iter = 258  Max. abs. change = 0.00105  Deviance  = 13099.96                                                                                  
Iter = 259  Max. abs. change = 0.00107  Deviance  = 13099.95                                                                                  
Iter = 260  Max. abs. change = 0.00109  Deviance  = 13099.95                                                                                  
Iter = 261  Max. abs. change = 0.00111  Deviance  = 13099.95                                                                                  
Iter = 262  Max. abs. change = 0.00113  Deviance  = 13099.95                                                                                  
Iter = 263  Max. abs. change = 0.00114  Deviance  = 13099.94                                                                                  
Iter = 264  Max. abs. change = 0.00116  Deviance  = 13099.94                                                                                  
Iter = 265  Max. abs. change = 0.00119  Deviance  = 13099.94                                                                                  
Iter = 266  Max. abs. change = 0.00121  Deviance  = 13099.94                                                                                  
Iter = 267  Max. abs. change = 0.00123  Deviance  = 13099.93                                                                                  
Iter = 268  Max. abs. change = 0.00125  Deviance  = 13099.93                                                                                  
Iter = 269  Max. abs. change = 0.00127  Deviance  = 13099.93                                                                                  
Iter = 270  Max. abs. change = 0.00130  Deviance  = 13099.92                                                                                  
Iter = 271  Max. abs. change = 0.00132  Deviance  = 13099.92                                                                                  
Iter = 272  Max. abs. change = 0.00134  Deviance  = 13099.92                                                                                  
Iter = 273  Max. abs. change = 0.00137  Deviance  = 13099.92                                                                                  
Iter = 274  Max. abs. change = 0.00139  Deviance  = 13099.91                                                                                  
Iter = 275  Max. abs. change = 0.00142  Deviance  = 13099.91                                                                                  
Iter = 276  Max. abs. change = 0.00145  Deviance  = 13099.91                                                                                  
Iter = 277  Max. abs. change = 0.00147  Deviance  = 13099.90                                                                                  
Iter = 278  Max. abs. change = 0.00150  Deviance  = 13099.90                                                                                  
Iter = 279  Max. abs. change = 0.00153  Deviance  = 13099.90                                                                                  
Iter = 280  Max. abs. change = 0.00156  Deviance  = 13099.89                                                                                  
Iter = 281  Max. abs. change = 0.00159  Deviance  = 13099.89                                                                                  
Iter = 282  Max. abs. change = 0.00162  Deviance  = 13099.88                                                                                  
Iter = 283  Max. abs. change = 0.00165  Deviance  = 13099.88                                                                                  
Iter = 284  Max. abs. change = 0.00168  Deviance  = 13099.88                                                                                  
Iter = 285  Max. abs. change = 0.00172  Deviance  = 13099.87                                                                                  
Iter = 286  Max. abs. change = 0.00175  Deviance  = 13099.87                                                                                  
Iter = 287  Max. abs. change = 0.00178  Deviance  = 13099.86                                                                                  
Iter = 288  Max. abs. change = 0.00182  Deviance  = 13099.86                                                                                  
Iter = 289  Max. abs. change = 0.00185  Deviance  = 13099.85                                                                                  
Iter = 290  Max. abs. change = 0.00189  Deviance  = 13099.85                                                                                  
Iter = 291  Max. abs. change = 0.00192  Deviance  = 13099.85                                                                                  
Iter = 292  Max. abs. change = 0.00196  Deviance  = 13099.84                                                                                  
Iter = 293  Max. abs. change = 0.00199  Deviance  = 13099.84                                                                                  
Iter = 294  Max. abs. change = 0.00203  Deviance  = 13099.83                                                                                  
Iter = 295  Max. abs. change = 0.00207  Deviance  = 13099.82                                                                                  
Iter = 296  Max. abs. change = 0.00211  Deviance  = 13099.82                                                                                  
Iter = 297  Max. abs. change = 0.00215  Deviance  = 13099.81                                                                                  
Iter = 298  Max. abs. change = 0.00218  Deviance  = 13099.81                                                                                  
Iter = 299  Max. abs. change = 0.00222  Deviance  = 13099.80                                                                                  
Iter = 300  Max. abs. change = 0.00226  Deviance  = 13099.80                                                                                  
Iter = 301  Max. abs. change = 0.00230  Deviance  = 13099.79                                                                                  
Iter = 302  Max. abs. change = 0.00234  Deviance  = 13099.78                                                                                  
Iter = 303  Max. abs. change = 0.00238  Deviance  = 13099.78                                                                                  
Iter = 304  Max. abs. change = 0.00242  Deviance  = 13099.77                                                                                  
Iter = 305  Max. abs. change = 0.00246  Deviance  = 13099.76                                                                                  
Iter = 306  Max. abs. change = 0.00250  Deviance  = 13099.76                                                                                  
Iter = 307  Max. abs. change = 0.00253  Deviance  = 13099.75                                                                                  
Iter = 308  Max. abs. change = 0.00257  Deviance  = 13099.74                                                                                  
Iter = 309  Max. abs. change = 0.00261  Deviance  = 13099.73                                                                                  
Iter = 310  Max. abs. change = 0.00264  Deviance  = 13099.73                                                                                  
Iter = 311  Max. abs. change = 0.00268  Deviance  = 13099.72                                                                                  
Iter = 312  Max. abs. change = 0.00271  Deviance  = 13099.71                                                                                  
Iter = 313  Max. abs. change = 0.00275  Deviance  = 13099.70                                                                                  
Iter = 314  Max. abs. change = 0.00278  Deviance  = 13099.69                                                                                  
Iter = 315  Max. abs. change = 0.00281  Deviance  = 13099.68                                                                                  
Iter = 316  Max. abs. change = 0.00284  Deviance  = 13099.68                                                                                  
Iter = 317  Max. abs. change = 0.00287  Deviance  = 13099.67                                                                                  
Iter = 318  Max. abs. change = 0.00289  Deviance  = 13099.66                                                                                  
Iter = 319  Max. abs. change = 0.00292  Deviance  = 13099.65                                                                                  
Iter = 320  Max. abs. change = 0.00294  Deviance  = 13099.64                                                                                  
Iter = 321  Max. abs. change = 0.00296  Deviance  = 13099.63                                                                                  
Iter = 322  Max. abs. change = 0.00298  Deviance  = 13099.62                                                                                  
Iter = 323  Max. abs. change = 0.00300  Deviance  = 13099.61                                                                                  
Iter = 324  Max. abs. change = 0.00301  Deviance  = 13099.60                                                                                  
Iter = 325  Max. abs. change = 0.00302  Deviance  = 13099.59                                                                                  
Iter = 326  Max. abs. change = 0.00303  Deviance  = 13099.58                                                                                  
Iter = 327  Max. abs. change = 0.00304  Deviance  = 13099.57                                                                                  
Iter = 328  Max. abs. change = 0.00304  Deviance  = 13099.56                                                                                  
Iter = 329  Max. abs. change = 0.00305  Deviance  = 13099.55                                                                                  
Iter = 330  Max. abs. change = 0.00305  Deviance  = 13099.55                                                                                  
Iter = 331  Max. abs. change = 0.00304  Deviance  = 13099.54                                                                                  
Iter = 332  Max. abs. change = 0.00304  Deviance  = 13099.53                                                                                  
Iter = 333  Max. abs. change = 0.00303  Deviance  = 13099.52                                                                                  
Iter = 334  Max. abs. change = 0.00302  Deviance  = 13099.51                                                                                  
Iter = 335  Max. abs. change = 0.00301  Deviance  = 13099.50                                                                                  
Iter = 336  Max. abs. change = 0.00300  Deviance  = 13099.49                                                                                  
Iter = 337  Max. abs. change = 0.00298  Deviance  = 13099.48                                                                                  
Iter = 338  Max. abs. change = 0.00296  Deviance  = 13099.47                                                                                  
Iter = 339  Max. abs. change = 0.00294  Deviance  = 13099.46                                                                                  
Iter = 340  Max. abs. change = 0.00292  Deviance  = 13099.45                                                                                  
Iter = 341  Max. abs. change = 0.00290  Deviance  = 13099.44                                                                                  
Iter = 342  Max. abs. change = 0.00287  Deviance  = 13099.44                                                                                  
Iter = 343  Max. abs. change = 0.00285  Deviance  = 13099.43                                                                                  
Iter = 344  Max. abs. change = 0.00282  Deviance  = 13099.42                                                                                  
Iter = 345  Max. abs. change = 0.00279  Deviance  = 13099.41                                                                                  
Iter = 346  Max. abs. change = 0.00276  Deviance  = 13099.40                                                                                  
Iter = 347  Max. abs. change = 0.00273  Deviance  = 13099.39                                                                                  
Iter = 348  Max. abs. change = 0.00270  Deviance  = 13099.39                                                                                  
Iter = 349  Max. abs. change = 0.00266  Deviance  = 13099.38                                                                                  
Iter = 350  Max. abs. change = 0.00263  Deviance  = 13099.37                                                                                  
Iter = 351  Max. abs. change = 0.00260  Deviance  = 13099.37                                                                                  
Iter = 352  Max. abs. change = 0.00256  Deviance  = 13099.36                                                                                  
Iter = 353  Max. abs. change = 0.00253  Deviance  = 13099.35                                                                                  
Iter = 354  Max. abs. change = 0.00249  Deviance  = 13099.34                                                                                  
Iter = 355  Max. abs. change = 0.00245  Deviance  = 13099.34                                                                                  
Iter = 356  Max. abs. change = 0.00242  Deviance  = 13099.33                                                                                  
Iter = 357  Max. abs. change = 0.00238  Deviance  = 13099.33                                                                                  
Iter = 358  Max. abs. change = 0.00235  Deviance  = 13099.32                                                                                  
Iter = 359  Max. abs. change = 0.00231  Deviance  = 13099.31                                                                                  
Iter = 360  Max. abs. change = 0.00227  Deviance  = 13099.31                                                                                  
Iter = 361  Max. abs. change = 0.00224  Deviance  = 13099.30                                                                                  
Iter = 362  Max. abs. change = 0.00220  Deviance  = 13099.30                                                                                  
Iter = 363  Max. abs. change = 0.00217  Deviance  = 13099.29                                                                                  
Iter = 364  Max. abs. change = 0.00213  Deviance  = 13099.29                                                                                  
Iter = 365  Max. abs. change = 0.00210  Deviance  = 13099.28                                                                                  
Iter = 366  Max. abs. change = 0.00206  Deviance  = 13099.28                                                                                  
Iter = 367  Max. abs. change = 0.00203  Deviance  = 13099.27                                                                                  
Iter = 368  Max. abs. change = 0.00199  Deviance  = 13099.27                                                                                  
Iter = 369  Max. abs. change = 0.00196  Deviance  = 13099.27                                                                                  
Iter = 370  Max. abs. change = 0.00193  Deviance  = 13099.26                                                                                  
Iter = 371  Max. abs. change = 0.00190  Deviance  = 13099.26                                                                                  
Iter = 372  Max. abs. change = 0.00186  Deviance  = 13099.25                                                                                  
Iter = 373  Max. abs. change = 0.00183  Deviance  = 13099.25                                                                                  
Iter = 374  Max. abs. change = 0.00180  Deviance  = 13099.25                                                                                  
Iter = 375  Max. abs. change = 0.00177  Deviance  = 13099.24                                                                                  
Iter = 376  Max. abs. change = 0.00174  Deviance  = 13099.24                                                                                  
Iter = 377  Max. abs. change = 0.00171  Deviance  = 13099.24                                                                                  
Iter = 378  Max. abs. change = 0.00168  Deviance  = 13099.23                                                                                  
Iter = 379  Max. abs. change = 0.00165  Deviance  = 13099.23                                                                                  
Iter = 380  Max. abs. change = 0.00162  Deviance  = 13099.23                                                                                  
Iter = 381  Max. abs. change = 0.00160  Deviance  = 13099.22                                                                                  
Iter = 382  Max. abs. change = 0.00157  Deviance  = 13099.22                                                                                  
Iter = 383  Max. abs. change = 0.00154  Deviance  = 13099.22                                                                                  
Iter = 384  Max. abs. change = 0.00151  Deviance  = 13099.21                                                                                  
Iter = 385  Max. abs. change = 0.00149  Deviance  = 13099.21                                                                                  
Iter = 386  Max. abs. change = 0.00146  Deviance  = 13099.21                                                                                  
Iter = 387  Max. abs. change = 0.00144  Deviance  = 13099.21                                                                                  
Iter = 388  Max. abs. change = 0.00141  Deviance  = 13099.20                                                                                  
Iter = 389  Max. abs. change = 0.00139  Deviance  = 13099.20                                                                                  
Iter = 390  Max. abs. change = 0.00136  Deviance  = 13099.20                                                                                  
Iter = 391  Max. abs. change = 0.00134  Deviance  = 13099.20                                                                                  
Iter = 392  Max. abs. change = 0.00132  Deviance  = 13099.19                                                                                  
Iter = 393  Max. abs. change = 0.00129  Deviance  = 13099.19                                                                                  
Iter = 394  Max. abs. change = 0.00127  Deviance  = 13099.19                                                                                  
Iter = 395  Max. abs. change = 0.00125  Deviance  = 13099.19                                                                                  
Iter = 396  Max. abs. change = 0.00123  Deviance  = 13099.19                                                                                  
Iter = 397  Max. abs. change = 0.00120  Deviance  = 13099.18                                                                                  
Iter = 398  Max. abs. change = 0.00118  Deviance  = 13099.18                                                                                  
Iter = 399  Max. abs. change = 0.00116  Deviance  = 13099.18                                                                                  
Iter = 400  Max. abs. change = 0.00114  Deviance  = 13099.18                                                                                  
Iter = 401  Max. abs. change = 0.00112  Deviance  = 13099.18                                                                                  
Iter = 402  Max. abs. change = 0.00110  Deviance  = 13099.18                                                                                  
Iter = 403  Max. abs. change = 0.00108  Deviance  = 13099.17                                                                                  
Iter = 404  Max. abs. change = 0.00106  Deviance  = 13099.17                                                                                  
Iter = 405  Max. abs. change = 0.00104  Deviance  = 13099.17                                                                                  
Iter = 406  Max. abs. change = 0.00102  Deviance  = 13099.17                                                                                  
Iter = 407  Max. abs. change = 0.00101  Deviance  = 13099.17                                                                                  
Iter = 408  Max. abs. change = 0.00099  Deviance  = 13099.17                                                                                  
Iter = 409  Max. abs. change = 0.00097  Deviance  = 13099.16                                                                                  
Iter = 410  Max. abs. change = 0.00095  Deviance  = 13099.16                                                                                  
Iter = 411  Max. abs. change = 0.00094  Deviance  = 13099.16                                                                                  
Iter = 412  Max. abs. change = 0.00092  Deviance  = 13099.16                                                                                  
Iter = 413  Max. abs. change = 0.00090  Deviance  = 13099.16                                                                                  
Iter = 414  Max. abs. change = 0.00089  Deviance  = 13099.16                                                                                  
Iter = 415  Max. abs. change = 0.00087  Deviance  = 13099.16                                                                                  
Iter = 416  Max. abs. change = 0.00085  Deviance  = 13099.16                                                                                  
Iter = 417  Max. abs. change = 0.00084  Deviance  = 13099.15                                                                                  
Iter = 418  Max. abs. change = 0.00082  Deviance  = 13099.15                                                                                  
Iter = 419  Max. abs. change = 0.00081  Deviance  = 13099.15                                                                                  
Iter = 420  Max. abs. change = 0.00079  Deviance  = 13099.15                                                                                  
Iter = 421  Max. abs. change = 0.00078  Deviance  = 13099.15                                                                                  
Iter = 422  Max. abs. change = 0.00076  Deviance  = 13099.15                                                                                  
Iter = 423  Max. abs. change = 0.00075  Deviance  = 13099.15                                                                                  
Iter = 424  Max. abs. change = 0.00073  Deviance  = 13099.15                                                                                  
Iter = 425  Max. abs. change = 0.00072  Deviance  = 13099.15                                                                                  
Iter = 426  Max. abs. change = 0.00071  Deviance  = 13099.15                                                                                  
Iter = 427  Max. abs. change = 0.00069  Deviance  = 13099.14                                                                                  
Iter = 428  Max. abs. change = 0.00068  Deviance  = 13099.14                                                                                  
Iter = 429  Max. abs. change = 0.00067  Deviance  = 13099.14                                                                                  
Iter = 430  Max. abs. change = 0.00065  Deviance  = 13099.14                                                                                  
Iter = 431  Max. abs. change = 0.00064  Deviance  = 13099.14                                                                                  
Iter = 432  Max. abs. change = 0.00063  Deviance  = 13099.14                                                                                  
Iter = 433  Max. abs. change = 0.00062  Deviance  = 13099.14                                                                                  
Iter = 434  Max. abs. change = 0.00060  Deviance  = 13099.14                                                                                  
Iter = 435  Max. abs. change = 0.00059  Deviance  = 13099.14                                                                                  
Iter = 436  Max. abs. change = 0.00058  Deviance  = 13099.14                                                                                  
Iter = 437  Max. abs. change = 0.00057  Deviance  = 13099.14                                                                                  
Iter = 438  Max. abs. change = 0.00056  Deviance  = 13099.14                                                                                  
Iter = 439  Max. abs. change = 0.00055  Deviance  = 13099.13                                                                                  
Iter = 440  Max. abs. change = 0.00054  Deviance  = 13099.13                                                                                  
Iter = 441  Max. abs. change = 0.00053  Deviance  = 13099.13                                                                                  
Iter = 442  Max. abs. change = 0.00051  Deviance  = 13099.13                                                                                  
Iter = 443  Max. abs. change = 0.00050  Deviance  = 13099.13                                                                                  
Iter = 444  Max. abs. change = 0.00049  Deviance  = 13099.13                                                                                  
Iter = 445  Max. abs. change = 0.00048  Deviance  = 13099.13                                                                                  
Iter = 446  Max. abs. change = 0.00047  Deviance  = 13099.13                                                                                  
Iter = 447  Max. abs. change = 0.00046  Deviance  = 13099.13                                                                                  
Iter = 448  Max. abs. change = 0.00046  Deviance  = 13099.13                                                                                  
Iter = 449  Max. abs. change = 0.00045  Deviance  = 13099.13                                                                                  
Iter = 450  Max. abs. change = 0.00044  Deviance  = 13099.13                                                                                  
Iter = 451  Max. abs. change = 0.00043  Deviance  = 13099.13                                                                                  
Iter = 452  Max. abs. change = 0.00042  Deviance  = 13099.13                                                                                  
Iter = 453  Max. abs. change = 0.00041  Deviance  = 13099.13                                                                                  
Iter = 454  Max. abs. change = 0.00040  Deviance  = 13099.13                                                                                  
Iter = 455  Max. abs. change = 0.00039  Deviance  = 13099.13                                                                                  
Iter = 456  Max. abs. change = 0.00038  Deviance  = 13099.12                                                                                  
Iter = 457  Max. abs. change = 0.00038  Deviance  = 13099.12                                                                                  
Iter = 458  Max. abs. change = 0.00037  Deviance  = 13099.12                                                                                  
Iter = 459  Max. abs. change = 0.00036  Deviance  = 13099.12                                                                                  
Iter = 460  Max. abs. change = 0.00035  Deviance  = 13099.12                                                                                  
Iter = 461  Max. abs. change = 0.00035  Deviance  = 13099.12                                                                                  
Iter = 462  Max. abs. change = 0.00034  Deviance  = 13099.12                                                                                  
Iter = 463  Max. abs. change = 0.00033  Deviance  = 13099.12                                                                                  
Iter = 464  Max. abs. change = 0.00032  Deviance  = 13099.12                                                                                  
Iter = 465  Max. abs. change = 0.00032  Deviance  = 13099.12                                                                                  
Iter = 466  Max. abs. change = 0.00031  Deviance  = 13099.12                                                                                  
Iter = 467  Max. abs. change = 0.00030  Deviance  = 13099.12                                                                                  
Iter = 468  Max. abs. change = 0.00030  Deviance  = 13099.12                                                                                  
Iter = 469  Max. abs. change = 0.00029  Deviance  = 13099.12                                                                                  
Iter = 470  Max. abs. change = 0.00028  Deviance  = 13099.12                                                                                  
Iter = 471  Max. abs. change = 0.00028  Deviance  = 13099.12                                                                                  
Iter = 472  Max. abs. change = 0.00027  Deviance  = 13099.12                                                                                  
Iter = 473  Max. abs. change = 0.00027  Deviance  = 13099.12                                                                                  
Iter = 474  Max. abs. change = 0.00026  Deviance  = 13099.12                                                                                  
Iter = 475  Max. abs. change = 0.00025  Deviance  = 13099.12                                                                                  
Iter = 476  Max. abs. change = 0.00025  Deviance  = 13099.12                                                                                  
Iter = 477  Max. abs. change = 0.00024  Deviance  = 13099.12                                                                                  
Iter = 478  Max. abs. change = 0.00024  Deviance  = 13099.12                                                                                  
Iter = 479  Max. abs. change = 0.00023  Deviance  = 13099.12                                                                                  
Iter = 480  Max. abs. change = 0.00023  Deviance  = 13099.12                                                                                  
Iter = 481  Max. abs. change = 0.00022  Deviance  = 13099.12                                                                                  
Iter = 482  Max. abs. change = 0.00022  Deviance  = 13099.12                                                                                  
Iter = 483  Max. abs. change = 0.00021  Deviance  = 13099.12                                                                                  
Iter = 484  Max. abs. change = 0.00021  Deviance  = 13099.12                                                                                  
Iter = 485  Max. abs. change = 0.00020  Deviance  = 13099.11                                                                                  
Iter = 486  Max. abs. change = 0.00020  Deviance  = 13099.11                                                                                  
Iter = 487  Max. abs. change = 0.00019  Deviance  = 13099.11                                                                                  
Iter = 488  Max. abs. change = 0.00019  Deviance  = 13099.11                                                                                  
Iter = 489  Max. abs. change = 0.00019  Deviance  = 13099.11                                                                                  
Iter = 490  Max. abs. change = 0.00018  Deviance  = 13099.11                                                                                  
Iter = 491  Max. abs. change = 0.00018  Deviance  = 13099.11                                                                                  
Iter = 492  Max. abs. change = 0.00017  Deviance  = 13099.11                                                                                  
Iter = 493  Max. abs. change = 0.00017  Deviance  = 13099.11                                                                                  
Iter = 494  Max. abs. change = 0.00017  Deviance  = 13099.11                                                                                  
Iter = 495  Max. abs. change = 0.00016  Deviance  = 13099.11                                                                                  
Iter = 496  Max. abs. change = 0.00016  Deviance  = 13099.11                                                                                  
Iter = 497  Max. abs. change = 0.00015  Deviance  = 13099.11                                                                                  
Iter = 498  Max. abs. change = 0.00015  Deviance  = 13099.11                                                                                  
Iter = 499  Max. abs. change = 0.00015  Deviance  = 13099.11                                                                                  
Iter = 500  Max. abs. change = 0.00014  Deviance  = 13099.11                                                                                  
Iter = 501  Max. abs. change = 0.00014  Deviance  = 13099.11                                                                                  
Iter = 502  Max. abs. change = 0.00014  Deviance  = 13099.11                                                                                  
Iter = 503  Max. abs. change = 0.00013  Deviance  = 13099.11                                                                                  
Iter = 504  Max. abs. change = 0.00013  Deviance  = 13099.11                                                                                  
Iter = 505  Max. abs. change = 0.00013  Deviance  = 13099.11                                                                                  
Iter = 506  Max. abs. change = 0.00013  Deviance  = 13099.11                                                                                  
Iter = 507  Max. abs. change = 0.00012  Deviance  = 13099.11                                                                                  
Iter = 508  Max. abs. change = 0.00012  Deviance  = 13099.11                                                                                  
Iter = 509  Max. abs. change = 0.00012  Deviance  = 13099.11                                                                                  
Iter = 510  Max. abs. change = 0.00011  Deviance  = 13099.11                                                                                  
Iter = 511  Max. abs. change = 0.00011  Deviance  = 13099.11                                                                                  
Iter = 512  Max. abs. change = 0.00011  Deviance  = 13099.11                                                                                  
Iter = 513  Max. abs. change = 0.00011  Deviance  = 13099.11                                                                                  
Iter = 514  Max. abs. change = 0.00010  Deviance  = 13099.11                                                                                  
Iter = 515  Max. abs. change = 0.00010  Deviance  = 13099.11                                                                                  
Iter = 516  Max. abs. change = 0.00010  Deviance  = 13099.11                                                                                  

############### ESA ###############
Hull.obj <- validation(data.obj$dat, MQ, CDM.obj, 
                       method = "Hull", search.method = "ESA") 
#> Hull  method with  ESA  in  test  level iteration ...
#> Iter  =   1/   1, 4 items have changed, ΔPVAF=1.94685 

## plot Hull curve for item 20
plot(Hull.obj, 20)


############### PAA ###############
Hull.obj <- validation(data.obj$dat, MQ, CDM.obj, 
                       method = "Hull", search.method = "PAA") 
#> Hull  method with  PAA  in  test  level iteration ...
#> Iter  =   1/   1, 11 items have changed, ΔPVAF=3.00633 

## plot Hull curve for item 20
plot(Hull.obj, 20)

# }