R version 4.3.2 (2023-10-31 ucrt) -- "Eye Holes" Copyright (C) 2023 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 (64-bit) R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. Natural language support but running in an English locale R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > ############################################################################ > # MLwiN MCMC Manual > # > # 19 Mixed Response Models and Correlated Residuals . . . . . . . . . . 287 > # > # Browne, W.J. (2009) MCMC Estimation in MLwiN, v2.13. Centre for > # Multilevel Modelling, University of Bristol. > ############################################################################ > # R script to replicate all analyses using R2MLwiN > # > # Zhang, Z., Charlton, C., Parker, R, Leckie, G., and Browne, W.J. > # Centre for Multilevel Modelling, 2012 > # http://www.bristol.ac.uk/cmm/software/R2MLwiN/ > ############################################################################ > > # 19.1 Mixed response models . . . . . . . . . . . . . . . . . . . . . . 287 > > # 19.2 The JSP mixed response example . . . . . . . . . . . . . . . . . .289 > > library(R2MLwiN) R2MLwiN: A package to run models implemented in MLwiN from R Copyright 2013-2024 Zhengzheng Zhang, Christopher M. J. Charlton, Richard M. A. Parker, William J. Browne and George Leckie Support provided by the Economic and Social Research Council (ESRC) (Grants RES-149-25-1084, RES-576-25-0032 and ES/K007246/1) To cite R2MLwiN in publications use: Zhengzheng Zhang, Richard M. A. Parker, Christopher M. J. Charlton, George Leckie, William J. Browne (2016). R2MLwiN: A Package to Run MLwiN from within R. Journal of Statistical Software, 72(10), 1-43. doi:10.18637/jss.v072.i10 A BibTeX entry for LaTeX users is @Article{, title = {{R2MLwiN}: A Package to Run {MLwiN} from within {R}}, author = {Zhengzheng Zhang and Richard M. A. Parker and Christopher M. J. Charlton and George Leckie and William J. Browne}, journal = {Journal of Statistical Software}, year = {2016}, volume = {72}, number = {10}, pages = {1--43}, doi = {10.18637/jss.v072.i10}, } The MLwiN_path option is currently set to C:/Program Files/MLwiN v3.09/ To change this use: options(MLwiN_path="") > # MLwiN folder > mlwin <- getOption("MLwiN_path") > while (!file.access(mlwin, mode = 1) == 0) { + cat("Please specify the root MLwiN folder or the full path to the MLwiN executable:\n") + mlwin <- scan(what = character(0), sep = "\n") + mlwin <- gsub("\\", "/", mlwin, fixed = TRUE) + } > options(MLwiN_path = mlwin) > > # User's input if necessary > > ## Read jspmix1 data > data(jspmix1, package = "R2MLwiN") > > tab1 <- matrix(, 3, 3) > colnames(tab1) <- c("0", "1", "TOTALS") > rownames(tab1) <- c("N", "MEANS", "SDs") > tab1[1, 1:2] <- colSums(table(jspmix1$english, jspmix1$behaviour)) > tab1[1, 3] <- sum(tab1[1, 1:2]) > tab1[2, 1] <- mean(jspmix1$english[jspmix1$behaviour == 0]) > tab1[2, 2] <- mean(jspmix1$english[jspmix1$behaviour == 1]) > tab1[2, 3] <- mean(jspmix1$english) > tab1[3, 1] <- sd(jspmix1$english[jspmix1$behaviour == 0]) > tab1[3, 2] <- sd(jspmix1$english[jspmix1$behaviour == 1]) > tab1[3, 3] <- sd(jspmix1$english) > formatC(tab1) 0 1 TOTALS N "248" "871" "1119" MEANS "NaN" "NaN" "41.47" SDs " NA" " NA" "21.56" > > vars <- cbind(as.numeric(jspmix1$sex) - 1, jspmix1$fluent, jspmix1$ravens, jspmix1$english, as.numeric(jspmix1$behaviour) - + 1) > colnames(vars) <- c("sex", "fluent", "ravens", "english", "behaviour") > round(cor(vars), 4) sex fluent ravens english behaviour sex 1.0000 -0.0229 0.0341 -0.1479 -0.1272 fluent -0.0229 1.0000 0.1705 0.2054 -0.0038 ravens 0.0341 0.1705 1.0000 0.5042 0.2181 english -0.1479 0.2054 0.5042 1.0000 0.3122 behaviour -0.1272 -0.0038 0.2181 0.3122 1.0000 > > # 19.3 Setting up a single level mixed response model . . . . . . . . . .291 > > (mymodel <- runMLwiN(c(english, probit(behaviour)) ~ 1 + sex + ravens + fluent[1] + (1[1] | id), D = c("Mixed", + "Normal", "Binomial"), estoptions = list(EstM = 1, mcmcMeth = list(fixM = 1, residM = 1, Lev1VarM = 1), sort.ignore = TRUE), + data = jspmix1)) MLwiN is running, please wait...... /nogui option ignored ECHO 0 Echoing is ON BATC 1 Batch mode is ON MAXI 2 STAR iteration 0 iteration 1 Convergence not achieved TOLE 2 MAXI 20 BATC 1 Batch mode is ON NEXT iteration 2 iteration 3 iteration 4 Convergence achieved ECHO 0 Echoing is ON MCMC 0 500 1 5.8 50 10 G30[1] G30[2] 1 1 1 1 1 5 RUNNING ADAPTIVE PROCEDURE AND BURNING IN... Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 12693.142081 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 12633.435052 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 12626.287424 Adapting for 400 iterations (Maximum 5000) -2 * Loglike = 12711.568924 Adapting for 500 iterations (Maximum 5000) -2 * Loglike = 12691.888707 Adapting finished and took 600 iterations Adapting took 600 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 12706.820313 Burning in for 100 iterations out of 500 -2 * Loglike = 12680.003708 Burning in for 150 iterations out of 500 -2 * Loglike = 12754.493736 Burning in for 200 iterations out of 500 -2 * Loglike = 12718.890569 Burning in for 250 iterations out of 500 -2 * Loglike = 12736.891399 Burning in for 300 iterations out of 500 -2 * Loglike = 12663.804243 Burning in for 350 iterations out of 500 -2 * Loglike = 12632.308989 Burning in for 400 iterations out of 500 -2 * Loglike = 12635.602976 Burning in for 450 iterations out of 500 -2 * Loglike = 12671.092005 Burning in for 500 iterations out of 500 -2 * Loglike = 12740.891388 ERAS G30 LINK 0 G30 ERAS c1090 c1091 MCMC 1 5000 1 c1090 c1091 c1003 c1004 1 5 Actual update 50 of 5000, Stored update 50 of 5000 -2 * Loglike = 12807.791975 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 12641.661566 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 12718.713584 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 12715.324608 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 12680.595855 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 12677.733868 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 12695.519896 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 12743.622529 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 12718.062384 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 12665.445471 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 12781.619363 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 12683.858425 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 12688.692164 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 12631.853448 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 12658.904941 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 12668.259689 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 12636.797785 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 12708.512875 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 12667.228870 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 12687.499871 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 12640.034386 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 12645.339793 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 12744.428788 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 12703.238361 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 12704.164123 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 12620.568286 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 12711.893573 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 12648.088361 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 12695.702446 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 12764.239416 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 12675.957253 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 12682.495876 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 12727.032363 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 12708.676448 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 12677.362947 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 12766.828212 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 12694.700132 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 12639.169744 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 12791.219243 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 12641.909301 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 12711.189131 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 12676.165963 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 12710.767976 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 12661.804844 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 12697.409744 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 12732.211293 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 12709.786976 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 12650.650718 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 12699.336069 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 12804.009949 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 12719.314396 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 12728.369301 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 12660.104862 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 12678.043912 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 12763.983726 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 12731.328537 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 12649.566710 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 12625.613313 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 12734.831035 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 12676.376062 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 12705.316787 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 12676.704256 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 12670.752686 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 12733.095099 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 12661.996692 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 12709.952387 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 12745.800296 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 12649.630027 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 12789.117110 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 12722.070779 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 12764.778102 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 12701.145819 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 12585.218159 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 12757.649844 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 12618.066050 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 12748.897366 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 12682.125963 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 12724.444280 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 12612.248601 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 12742.397192 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 12558.128414 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 12801.000705 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 12632.308041 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 12665.810970 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 12772.048231 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 12697.634394 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 12673.779381 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 12692.138168 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 12653.712942 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 12743.388607 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 12631.854068 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 12732.461995 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 12753.118908 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 12686.854974 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 12790.498686 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 12722.348651 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 12734.608580 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 12736.613513 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 12783.885027 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 12667.758698 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 12696. S.D. = 54.126 S.E.M. = 0.76546 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.09) multilevel model (Mixed) Estimation algorithm: MCMC Elapsed time : 3.48s Number of obs: 1119 (from total 1119) Number of iter.: 5000 Chains: 1 Burn-in: 500 Deviance statistic: NA --------------------------------------------------------------------------------------------------- The model formula: c(english, probit(behaviour)) ~ 1 + sex + ravens + fluent[1] + (1[1] | id) Level 1: id --------------------------------------------------------------------------------------------------- The fixed part estimates: Coef. Std. Err. z Pr(>|z|) [95% Cred. Interval] ESS sexmale_english -6.97689 1.09830 -6.35 2.119e-10 *** -9.17039 -4.86454 5000 sexmale_behaviour -0.40019 0.08605 -4.65 3.308e-06 *** -0.56150 -0.22784 1405 ravens_english 1.75430 0.09099 19.28 7.831e-83 *** 1.57991 1.92902 5000 ravens_behaviour 0.05643 0.00736 7.67 1.686e-14 *** 0.04173 0.07035 1489 fluent_1 6.74508 1.31762 5.12 3.069e-07 *** 4.20866 9.33295 4451 Intercept_1 -11.75602 3.18476 -3.69 0.0002231 *** -18.00297 -5.44557 5000 Intercept_2 -0.38972 0.18250 -2.14 0.03272 * -0.73348 -0.03014 1782 Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 --------------------------------------------------------------------------------------------------- The random part estimates at the id level: Coef. Std. Err. [95% Cred. Interval] ESS var_bcons_2 1.00000 0.00001 1.00000 1.00000 5000 cov_bcons_2_Intercept_1 6.29710 0.73252 4.92041 7.74367 336 var_Intercept_1 330.94600 14.23168 304.24223 360.59835 766 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > # 19.4 Multilevel mixed response model . . . . . . . . . . . . . . . . . 294 > > (mymodel <- runMLwiN(c(english, probit(behaviour)) ~ 1 + sex + ravens + fluent[1] + (1 | school) + (1[1] | id), + D = c("Mixed", "Normal", "Binomial"), estoptions = list(EstM = 1, mcmcMeth = list(fixM = 1, residM = 1, Lev1VarM = 1)), + data = jspmix1)) MLwiN is running, please wait...... /nogui option ignored ECHO 0 Echoing is ON BATC 1 Batch mode is ON MAXI 2 STAR iteration 0 iteration 1 Convergence not achieved TOLE 2 MAXI 20 BATC 1 Batch mode is ON NEXT iteration 2 iteration 3 iteration 4 iteration 5 iteration 6 iteration 7 iteration 8 Convergence achieved ECHO 0 Echoing is ON MCMC 0 500 1 5.8 50 10 G30[1] G30[2] 1 1 1 1 1 5 RUNNING ADAPTIVE PROCEDURE AND BURNING IN... Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 12536.149788 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 12585.717124 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 12444.391777 Adapting finished and took 400 iterations Adapting took 400 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 12579.176377 Burning in for 100 iterations out of 500 -2 * Loglike = 12515.131882 Burning in for 150 iterations out of 500 -2 * Loglike = 12614.607752 Burning in for 200 iterations out of 500 -2 * Loglike = 12568.693381 Burning in for 250 iterations out of 500 -2 * Loglike = 12559.752140 Burning in for 300 iterations out of 500 -2 * Loglike = 12527.326924 Burning in for 350 iterations out of 500 -2 * Loglike = 12484.072449 Burning in for 400 iterations out of 500 -2 * Loglike = 12435.580925 Burning in for 450 iterations out of 500 -2 * Loglike = 12475.570542 Burning in for 500 iterations out of 500 -2 * Loglike = 12535.032570 ERAS G30 LINK 0 G30 ERAS c1090 c1091 MCMC 1 5000 1 c1090 c1091 c1003 c1004 1 5 Actual update 50 of 5000, Stored update 50 of 5000 -2 * Loglike = 12597.843704 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 12457.186261 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 12536.387587 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 12548.616782 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 12527.964332 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 12568.974422 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 12454.888900 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 12522.023997 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 12577.549771 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 12527.106968 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 12515.163443 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 12546.165344 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 12586.919012 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 12587.113640 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 12499.474443 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 12459.947737 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 12509.725762 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 12583.676748 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 12631.213135 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 12581.829947 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 12547.670681 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 12511.365531 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 12599.246844 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 12444.543881 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 12515.845942 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 12617.981897 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 12492.843713 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 12674.902359 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 12501.247046 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 12510.327603 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 12565.566224 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 12714.733601 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 12581.643906 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 12571.585204 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 12557.771879 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 12532.084909 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 12471.369978 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 12528.455471 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 12582.441419 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 12643.449847 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 12568.796011 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 12575.083616 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 12566.911963 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 12507.069972 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 12469.157205 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 12581.803732 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 12446.506281 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 12590.779143 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 12570.539315 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 12631.619064 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 12579.010521 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 12689.975253 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 12496.906558 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 12516.566176 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 12575.320996 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 12529.789908 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 12535.470033 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 12561.352425 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 12671.230786 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 12582.579881 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 12533.147470 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 12567.410857 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 12535.664330 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 12665.307915 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 12472.272621 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 12394.924296 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 12534.587981 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 12570.372898 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 12595.534320 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 12538.276503 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 12520.938389 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 12513.768691 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 12481.694870 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 12472.266231 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 12538.775647 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 12592.002896 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 12610.406139 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 12575.957195 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 12505.315855 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 12599.470864 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 12470.124532 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 12587.448029 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 12530.642285 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 12466.136063 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 12575.855786 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 12497.280694 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 12468.822350 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 12547.808457 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 12480.278603 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 12477.648313 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 12591.087538 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 12527.113687 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 12505.882637 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 12564.345371 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 12471.043401 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 12545.962210 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 12513.499562 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 12546.274233 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 12604.814956 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 12580.475354 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 12542. S.D. = 56.731 S.E.M. = 0.80230 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.09) multilevel model (Mixed) N min mean max N_complete min_complete mean_complete max_complete school 47 7 23.80851 76 47 7 23.80851 76 Estimation algorithm: MCMC Elapsed time : 4.77s Number of obs: 1119 (from total 1119) Number of iter.: 5000 Chains: 1 Burn-in: 500 Deviance statistic: NA --------------------------------------------------------------------------------------------------- The model formula: c(english, probit(behaviour)) ~ 1 + sex + ravens + fluent[1] + (1 | school) + (1[1] | id) Level 2: school Level 1: id --------------------------------------------------------------------------------------------------- The fixed part estimates: Coef. Std. Err. z Pr(>|z|) [95% Cred. Interval] ESS sexmale_english -6.25243 1.04997 -5.95 2.603e-09 *** -8.30831 -4.17068 4674 sexmale_behaviour -0.41671 0.09151 -4.55 5.274e-06 *** -0.59736 -0.23591 1086 ravens_english 1.65817 0.09137 18.15 1.313e-73 *** 1.47724 1.84114 3706 ravens_behaviour 0.05620 0.00759 7.41 1.268e-13 *** 0.04139 0.07098 1292 fluent_1 6.37506 1.27140 5.01 5.325e-07 *** 3.86689 8.89825 3749 Intercept_1 -9.11965 3.30985 -2.76 0.005864 ** -15.48075 -2.69822 3040 Intercept_2 -0.33781 0.19233 -1.76 0.07902 . -0.71015 0.03909 1316 Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 --------------------------------------------------------------------------------------------------- The random part estimates at the school level: Coef. Std. Err. [95% Cred. Interval] ESS var_Intercept_1 40.53026 11.40708 22.79914 66.37680 1767 cov_Intercept_1_Intercept_2 0.05692 0.42241 -0.74792 0.93309 647 var_Intercept_2 0.06424 0.02931 0.02268 0.13419 451 --------------------------------------------------------------------------------------------------- The random part estimates at the id level: Coef. Std. Err. [95% Cred. Interval] ESS var_bcons_2 1.00000 0.00001 1.00000 1.00000 5000 cov_bcons_2_Intercept_1 6.17684 0.74534 4.67787 7.59995 315 var_Intercept_1 291.67313 12.91537 266.64852 319.77538 637 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > # 19.5 Rats dataset . . . . . . . . . . . . . . . . . . . . . . . . . . .295 > > ## Read rats data > data(rats, package = "R2MLwiN") > > (mymodel <- runMLwiN(c(y8, y15, y22, y29, y36) ~ 1 + (1 | rat), D = "Multivariate Normal", estoptions = list(EstM = 1), + data = rats)) MLwiN is running, please wait...... /nogui option ignored ECHO 0 Echoing is ON BATC 1 Batch mode is ON MAXI 2 STAR iteration 0 iteration 1 Convergence achieved TOLE 2 MAXI 20 BATC 1 Batch mode is ON NEXT iteration 2 Convergence achieved ECHO 0 Echoing is ON MCMC 0 500 1 5.8 50 10 G30[1] G30[2] 1 1 1 1 1 4 BURNING IN... Burning in for 50 iterations out of 500 -2 * Loglike = 1012.661040 Burning in for 100 iterations out of 500 -2 * Loglike = 1014.011632 Burning in for 150 iterations out of 500 -2 * Loglike = 1005.748207 Burning in for 200 iterations out of 500 -2 * Loglike = 1005.517134 Burning in for 250 iterations out of 500 -2 * Loglike = 1018.903915 Burning in for 300 iterations out of 500 -2 * Loglike = 1004.354927 Burning in for 350 iterations out of 500 -2 * Loglike = 1007.551571 Burning in for 400 iterations out of 500 -2 * Loglike = 1009.914258 Burning in for 450 iterations out of 500 -2 * Loglike = 1014.321248 Burning in for 500 iterations out of 500 -2 * Loglike = 1013.925423 ERAS G30 LINK 0 G30 ERAS c1090 c1091 MCMC 1 5000 1 c1090 c1091 c1003 c1004 1 4 Actual update 50 of 5000, Stored update 50 of 5000 -2 * Loglike = 1007.454750 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 1004.212412 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 1001.233755 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 1009.195712 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 1014.962130 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 1009.118809 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 1006.963438 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 1004.987457 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 1008.616276 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 1012.917743 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 1006.069992 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 1012.595147 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 1008.851846 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 1003.735234 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 1013.086054 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 1007.016049 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 1007.807141 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 1010.790419 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 1009.957117 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 1017.100269 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 1022.759183 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 1006.662868 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 1005.273793 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 1017.292523 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 1009.117765 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 1003.474246 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 1020.678615 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 1006.909563 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 1002.116169 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 1016.051596 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 1012.979385 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 1008.673159 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 1013.422769 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 1010.989110 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 999.080702 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 1006.276316 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 1020.435805 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 1006.087253 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 1025.540698 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 1006.513193 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 1014.622884 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 1012.733423 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 998.431612 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 1006.917249 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 1013.541946 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 1012.892504 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 1021.003381 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 1003.297699 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 1010.150906 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 1007.738569 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 1003.926733 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 998.536786 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 1003.194447 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 1010.113962 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 1024.328744 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 1012.574128 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 1008.569130 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 1010.415554 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 1001.502422 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 1004.547392 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 1005.786131 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 1000.451027 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 1013.746751 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 1011.172871 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 1015.763066 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 1003.384757 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 1011.833740 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 1007.068176 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 1018.982099 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 1006.693649 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 998.314613 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 1013.739038 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 1014.187737 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 1005.693900 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 1011.961285 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 1009.089766 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 1006.625336 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 1020.493370 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 1002.472077 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 1019.024436 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 1005.563823 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 1009.886860 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 999.580343 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 1007.157973 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 1007.747610 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 1011.431200 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 1014.293789 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 1004.763867 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 1007.668730 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 1004.240551 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 1008.826466 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 1013.227764 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 1007.053812 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 1011.279993 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 1010.476324 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 998.339476 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 1005.835322 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 1009.020815 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 999.091833 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 1007.955096 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 1008.7 S.D. = 5.9352 S.E.M. = 0.083936 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.09) multilevel model (Multivariate Normal) Estimation algorithm: MCMC Elapsed time : 0.36s Number of obs: 30 (from total 30) Number of iter.: 5000 Chains: 1 Burn-in: 500 Bayesian Deviance Information Criterion (DIC) Dbar D(thetabar) pD DIC 1008.744 993.331 15.413 1024.158 --------------------------------------------------------------------------------------------------- The model formula: c(y8, y15, y22, y29, y36) ~ 1 + (1 | rat) Level 1: rat --------------------------------------------------------------------------------------------------- The fixed part estimates: Coef. Std. Err. z Pr(>|z|) [95% Cred. Interval] ESS Intercept_y8 152.17643 2.20463 69.03 0 *** 147.76010 156.44198 5000 Intercept_y15 201.77279 2.49569 80.85 0 *** 196.91725 206.71000 4732 Intercept_y22 245.04163 3.05538 80.20 0 *** 239.06703 251.04587 5000 Intercept_y29 289.52110 3.82770 75.64 0 *** 282.06752 297.08368 5000 Intercept_y36 324.79665 3.92172 82.82 0 *** 317.02291 332.47919 5000 Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 --------------------------------------------------------------------------------------------------- The random part estimates at the rat level: Coef. Std. Err. [95% Cred. Interval] ESS var_Intercept_y8 150.44783 41.02490 89.57631 246.19454 4759 cov_Intercept_y8_Intercept_y15 156.56749 44.80222 90.96581 263.54542 4788 var_Intercept_y15 193.73990 53.02276 115.85750 320.58344 4939 cov_Intercept_y8_Intercept_y22 171.02243 52.19967 94.71162 299.05885 4837 cov_Intercept_y15_Intercept_y22 217.18174 62.30167 127.68802 365.71242 4983 var_Intercept_y22 286.17880 79.10952 173.88062 475.92816 5002 cov_Intercept_y8_Intercept_y29 187.92012 62.36200 96.60231 339.43036 4823 cov_Intercept_y15_Intercept_y29 247.85443 74.96997 139.41152 425.18577 4985 cov_Intercept_y22_Intercept_y29 338.20100 96.27904 202.11554 561.68398 5057 var_Intercept_y29 444.56787 123.71311 271.56103 730.93164 4845 cov_Intercept_y8_Intercept_y36 161.93346 59.95086 71.26897 304.33830 4934 cov_Intercept_y15_Intercept_y36 209.72304 70.90976 106.04118 380.19339 4985 cov_Intercept_y22_Intercept_y36 311.58165 93.18058 180.63540 535.38993 4988 cov_Intercept_y29_Intercept_y36 415.67384 120.19575 246.44677 701.61143 4911 var_Intercept_y36 459.09514 126.67347 277.19021 761.02348 4898 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > sixway(mymodel@chains[, "RP1_var_Intercept_y8", drop = FALSE], "sigma2u0") > > covM1 <- matrix(, 5, 5) > colnames(covM1) <- rownames(covM1) <- c("cons.y8", "cons.y15", "cons.y22", "cons.y29", "cons.y36") > covM1[upper.tri(covM1, diag = TRUE)] <- mymodel@RP > # covM1[lower.tri(covM1)] <- t(covM1)[lower.tri(covM1)] > round(t(covM1), 3) cons.y8 cons.y15 cons.y22 cons.y29 cons.y36 cons.y8 150.448 NA NA NA NA cons.y15 156.567 193.740 NA NA NA cons.y22 171.022 217.182 286.179 NA NA cons.y29 187.920 247.854 338.201 444.568 NA cons.y36 161.933 209.723 311.582 415.674 459.095 > round(cov2cor(t(covM1)), 3) cons.y8 cons.y15 cons.y22 cons.y29 cons.y36 cons.y8 1.000 NA NA NA NA cons.y15 0.917 1.000 NA NA NA cons.y22 0.824 0.922 1.000 NA NA cons.y29 0.727 0.845 0.948 1.00 NA cons.y36 0.616 0.703 0.860 0.92 1 > > # 19.6 Fitting an autoregressive structure to the variance matrix . . . .298 > > (mymodel <- runMLwiN(c(y8, y15, y22, y29, y36) ~ 1 + (1 | rat), D = "Multivariate Normal", estoptions = list(EstM = 1, + mcmcMeth = list(iterations = 50000), mcmcOptions = list(mcco = 4)), data = rats)) MLwiN is running, please wait...... /nogui option ignored ECHO 0 Echoing is ON BATC 1 Batch mode is ON MAXI 2 STAR iteration 0 iteration 1 Convergence achieved TOLE 2 MAXI 20 BATC 1 Batch mode is ON NEXT iteration 2 Convergence achieved ECHO 0 Echoing is ON MCMC 0 500 1 5.8 50 10 G30[1] G30[2] 1 1 1 1 1 4 RUNNING ADAPTIVE PROCEDURE AND BURNING IN... Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 1015.281601 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 1006.685972 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 1016.244204 Adapting for 400 iterations (Maximum 5000) -2 * Loglike = 1012.153839 Adapting for 500 iterations (Maximum 5000) -2 * Loglike = 1013.765262 Adapting for 600 iterations (Maximum 5000) -2 * Loglike = 1012.095955 Adapting for 700 iterations (Maximum 5000) -2 * Loglike = 1006.700647 Adapting for 800 iterations (Maximum 5000) -2 * Loglike = 1011.952056 Adapting for 900 iterations (Maximum 5000) -2 * Loglike = 1011.831544 Adapting for 1000 iterations (Maximum 5000) -2 * Loglike = 1020.987309 Adapting finished and took 1100 iterations Adapting took 1100 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 1009.419250 Burning in for 100 iterations out of 500 -2 * Loglike = 1016.907075 Burning in for 150 iterations out of 500 -2 * Loglike = 1018.645999 Burning in for 200 iterations out of 500 -2 * Loglike = 1010.513030 Burning in for 250 iterations out of 500 -2 * Loglike = 1013.499704 Burning in for 300 iterations out of 500 -2 * Loglike = 1018.167524 Burning in for 350 iterations out of 500 -2 * Loglike = 1017.586584 Burning in for 400 iterations out of 500 -2 * Loglike = 1020.316302 Burning in for 450 iterations out of 500 -2 * Loglike = 1029.491529 Burning in for 500 iterations out of 500 -2 * Loglike = 1023.550239 ERAS G30 LINK 0 G30 ERAS c1090 c1091 MCMC 1 50000 1 c1090 c1091 c1003 c1004 1 4 Actual update 50 of 50000, Stored update 50 of 50000 -2 * Loglike = 1023.017979 Actual update 100 of 50000, Stored update 100 of 50000 -2 * Loglike = 1011.405505 Actual update 150 of 50000, Stored update 150 of 50000 -2 * Loglike = 1025.551505 Actual update 200 of 50000, Stored update 200 of 50000 -2 * Loglike = 1014.207688 Actual update 250 of 50000, Stored update 250 of 50000 -2 * Loglike = 1014.299858 Actual update 300 of 50000, Stored update 300 of 50000 -2 * Loglike = 1013.430934 Actual update 350 of 50000, Stored update 350 of 50000 -2 * Loglike = 1018.533518 Actual update 400 of 50000, Stored update 400 of 50000 -2 * Loglike = 1010.569799 Actual update 450 of 50000, Stored update 450 of 50000 -2 * Loglike = 1018.231424 Actual update 500 of 50000, Stored update 500 of 50000 -2 * Loglike = 1014.435392 Actual update 550 of 50000, Stored update 550 of 50000 -2 * Loglike = 1009.624736 Actual update 600 of 50000, Stored update 600 of 50000 -2 * Loglike = 1009.904976 Actual update 650 of 50000, Stored update 650 of 50000 -2 * Loglike = 1007.881980 Actual update 700 of 50000, Stored update 700 of 50000 -2 * Loglike = 1013.648611 Actual update 750 of 50000, Stored update 750 of 50000 -2 * Loglike = 1013.726368 Actual update 800 of 50000, Stored update 800 of 50000 -2 * Loglike = 1013.581074 Actual update 850 of 50000, Stored update 850 of 50000 -2 * Loglike = 1013.550843 Actual update 900 of 50000, Stored update 900 of 50000 -2 * Loglike = 1009.328128 Actual update 950 of 50000, Stored update 950 of 50000 -2 * Loglike = 1014.972894 Actual update 1000 of 50000, Stored update 1000 of 50000 -2 * Loglike = 1007.838605 Actual update 1050 of 50000, Stored update 1050 of 50000 -2 * Loglike = 1032.372451 Actual update 1100 of 50000, Stored update 1100 of 50000 -2 * Loglike = 1019.954796 Actual update 1150 of 50000, Stored update 1150 of 50000 -2 * Loglike = 1007.320474 Actual update 1200 of 50000, Stored update 1200 of 50000 -2 * Loglike = 1016.306548 Actual update 1250 of 50000, Stored update 1250 of 50000 -2 * Loglike = 1014.906122 Actual update 1300 of 50000, Stored update 1300 of 50000 -2 * Loglike = 1012.641473 Actual update 1350 of 50000, Stored update 1350 of 50000 -2 * Loglike = 1014.162851 Actual update 1400 of 50000, Stored update 1400 of 50000 -2 * Loglike = 1017.447613 Actual update 1450 of 50000, Stored update 1450 of 50000 -2 * Loglike = 1010.988470 Actual update 1500 of 50000, Stored update 1500 of 50000 -2 * Loglike = 1025.002481 Actual update 1550 of 50000, Stored update 1550 of 50000 -2 * Loglike = 1010.359791 Actual update 1600 of 50000, Stored update 1600 of 50000 -2 * Loglike = 1017.300048 Actual update 1650 of 50000, Stored update 1650 of 50000 -2 * Loglike = 1013.774648 Actual update 1700 of 50000, Stored update 1700 of 50000 -2 * Loglike = 1011.357388 Actual update 1750 of 50000, Stored update 1750 of 50000 -2 * Loglike = 1009.323816 Actual update 1800 of 50000, Stored update 1800 of 50000 -2 * Loglike = 1008.830230 Actual update 1850 of 50000, Stored update 1850 of 50000 -2 * Loglike = 1018.730288 Actual update 1900 of 50000, Stored update 1900 of 50000 -2 * Loglike = 1008.799317 Actual update 1950 of 50000, Stored update 1950 of 50000 -2 * Loglike = 1016.317208 Actual update 2000 of 50000, Stored update 2000 of 50000 -2 * Loglike = 1020.547804 Actual update 2050 of 50000, Stored update 2050 of 50000 -2 * Loglike = 1014.279919 Actual update 2100 of 50000, Stored update 2100 of 50000 -2 * Loglike = 1013.214540 Actual update 2150 of 50000, Stored update 2150 of 50000 -2 * Loglike = 1013.145049 Actual update 2200 of 50000, Stored update 2200 of 50000 -2 * Loglike = 1014.673402 Actual update 2250 of 50000, Stored update 2250 of 50000 -2 * Loglike = 1010.454817 Actual update 2300 of 50000, Stored update 2300 of 50000 -2 * Loglike = 1010.053827 Actual update 2350 of 50000, Stored update 2350 of 50000 -2 * Loglike = 1009.219991 Actual update 2400 of 50000, Stored update 2400 of 50000 -2 * Loglike = 1009.731448 Actual update 2450 of 50000, Stored update 2450 of 50000 -2 * Loglike = 1007.589706 Actual update 2500 of 50000, Stored update 2500 of 50000 -2 * Loglike = 1012.943066 Actual update 2550 of 50000, Stored update 2550 of 50000 -2 * Loglike = 1010.694472 Actual update 2600 of 50000, Stored update 2600 of 50000 -2 * Loglike = 1011.854459 Actual update 2650 of 50000, Stored update 2650 of 50000 -2 * Loglike = 1018.578500 Actual update 2700 of 50000, Stored update 2700 of 50000 -2 * Loglike = 1018.894767 Actual update 2750 of 50000, Stored update 2750 of 50000 -2 * Loglike = 1029.315143 Actual update 2800 of 50000, Stored update 2800 of 50000 -2 * Loglike = 1015.342452 Actual update 2850 of 50000, Stored update 2850 of 50000 -2 * Loglike = 1009.665000 Actual update 2900 of 50000, Stored update 2900 of 50000 -2 * Loglike = 1014.098452 Actual update 2950 of 50000, Stored update 2950 of 50000 -2 * Loglike = 1015.744375 Actual update 3000 of 50000, Stored update 3000 of 50000 -2 * Loglike = 1019.845718 Actual update 3050 of 50000, Stored update 3050 of 50000 -2 * Loglike = 1012.434663 Actual update 3100 of 50000, Stored update 3100 of 50000 -2 * Loglike = 1019.341844 Actual update 3150 of 50000, Stored update 3150 of 50000 -2 * Loglike = 1015.224016 Actual update 3200 of 50000, Stored update 3200 of 50000 -2 * Loglike = 1012.410147 Actual update 3250 of 50000, Stored update 3250 of 50000 -2 * Loglike = 1010.255334 Actual update 3300 of 50000, Stored update 3300 of 50000 -2 * Loglike = 1016.854196 Actual update 3350 of 50000, Stored update 3350 of 50000 -2 * Loglike = 1021.091161 Actual update 3400 of 50000, Stored update 3400 of 50000 -2 * Loglike = 1008.940692 Actual update 3450 of 50000, Stored update 3450 of 50000 -2 * Loglike = 1011.761772 Actual update 3500 of 50000, Stored update 3500 of 50000 -2 * Loglike = 1021.377219 Actual update 3550 of 50000, Stored update 3550 of 50000 -2 * Loglike = 1016.027490 Actual update 3600 of 50000, Stored update 3600 of 50000 -2 * Loglike = 1018.301234 Actual update 3650 of 50000, Stored update 3650 of 50000 -2 * Loglike = 1025.897432 Actual update 3700 of 50000, Stored update 3700 of 50000 -2 * Loglike = 1012.987783 Actual update 3750 of 50000, Stored update 3750 of 50000 -2 * Loglike = 1010.271775 Actual update 3800 of 50000, Stored update 3800 of 50000 -2 * Loglike = 1015.465728 Actual update 3850 of 50000, Stored update 3850 of 50000 -2 * Loglike = 1011.749796 Actual update 3900 of 50000, Stored update 3900 of 50000 -2 * Loglike = 1007.495827 Actual update 3950 of 50000, Stored update 3950 of 50000 -2 * Loglike = 1010.326046 Actual update 4000 of 50000, Stored update 4000 of 50000 -2 * Loglike = 1021.361475 Actual update 4050 of 50000, Stored update 4050 of 50000 -2 * Loglike = 1014.167444 Actual update 4100 of 50000, Stored update 4100 of 50000 -2 * Loglike = 1018.993019 Actual update 4150 of 50000, Stored update 4150 of 50000 -2 * Loglike = 1019.165654 Actual update 4200 of 50000, Stored update 4200 of 50000 -2 * Loglike = 1013.822779 Actual update 4250 of 50000, Stored update 4250 of 50000 -2 * Loglike = 1016.693355 Actual update 4300 of 50000, Stored update 4300 of 50000 -2 * Loglike = 1010.683507 Actual update 4350 of 50000, Stored update 4350 of 50000 -2 * Loglike = 1023.717417 Actual update 4400 of 50000, Stored update 4400 of 50000 -2 * Loglike = 1009.211183 Actual update 4450 of 50000, Stored update 4450 of 50000 -2 * Loglike = 1016.241309 Actual update 4500 of 50000, Stored update 4500 of 50000 -2 * Loglike = 1018.898505 Actual update 4550 of 50000, Stored update 4550 of 50000 -2 * Loglike = 1010.556895 Actual update 4600 of 50000, Stored update 4600 of 50000 -2 * Loglike = 1010.748989 Actual update 4650 of 50000, Stored update 4650 of 50000 -2 * Loglike = 1011.905371 Actual update 4700 of 50000, Stored update 4700 of 50000 -2 * Loglike = 1012.108001 Actual update 4750 of 50000, Stored update 4750 of 50000 -2 * Loglike = 1019.151655 Actual update 4800 of 50000, Stored update 4800 of 50000 -2 * Loglike = 1004.957745 Actual update 4850 of 50000, Stored update 4850 of 50000 -2 * Loglike = 1013.728555 Actual update 4900 of 50000, Stored update 4900 of 50000 -2 * Loglike = 1013.104159 Actual update 4950 of 50000, Stored update 4950 of 50000 -2 * Loglike = 1031.642758 Actual update 5000 of 50000, Stored update 5000 of 50000 -2 * Loglike = 1021.036845 Actual update 5050 of 50000, Stored update 5050 of 50000 -2 * Loglike = 1018.340942 Actual update 5100 of 50000, Stored update 5100 of 50000 -2 * Loglike = 1016.082404 Actual update 5150 of 50000, Stored update 5150 of 50000 -2 * Loglike = 1017.450996 Actual update 5200 of 50000, Stored update 5200 of 50000 -2 * Loglike = 1006.799921 Actual update 5250 of 50000, Stored update 5250 of 50000 -2 * Loglike = 1003.501577 Actual update 5300 of 50000, Stored update 5300 of 50000 -2 * Loglike = 1020.805505 Actual update 5350 of 50000, Stored update 5350 of 50000 -2 * Loglike = 1010.782525 Actual update 5400 of 50000, Stored update 5400 of 50000 -2 * Loglike = 1028.301373 Actual update 5450 of 50000, Stored update 5450 of 50000 -2 * Loglike = 1026.593729 Actual update 5500 of 50000, Stored update 5500 of 50000 -2 * Loglike = 1024.979449 Actual update 5550 of 50000, Stored update 5550 of 50000 -2 * Loglike = 1030.376446 Actual update 5600 of 50000, Stored update 5600 of 50000 -2 * Loglike = 1029.210005 Actual update 5650 of 50000, Stored update 5650 of 50000 -2 * Loglike = 1014.771338 Actual update 5700 of 50000, Stored update 5700 of 50000 -2 * Loglike = 1022.132661 Actual update 5750 of 50000, Stored update 5750 of 50000 -2 * Loglike = 1015.744661 Actual update 5800 of 50000, Stored update 5800 of 50000 -2 * Loglike = 1013.424261 Actual update 5850 of 50000, Stored update 5850 of 50000 -2 * Loglike = 1005.856308 Actual update 5900 of 50000, Stored update 5900 of 50000 -2 * Loglike = 1016.125989 Actual update 5950 of 50000, Stored update 5950 of 50000 -2 * Loglike = 1013.578927 Actual update 6000 of 50000, Stored update 6000 of 50000 -2 * Loglike = 1013.483425 Actual update 6050 of 50000, Stored update 6050 of 50000 -2 * Loglike = 1014.326422 Actual update 6100 of 50000, Stored update 6100 of 50000 -2 * Loglike = 1008.915200 Actual update 6150 of 50000, Stored update 6150 of 50000 -2 * Loglike = 1011.301687 Actual update 6200 of 50000, Stored update 6200 of 50000 -2 * Loglike = 1014.566714 Actual update 6250 of 50000, Stored update 6250 of 50000 -2 * Loglike = 1008.962502 Actual update 6300 of 50000, Stored update 6300 of 50000 -2 * Loglike = 1018.211058 Actual update 6350 of 50000, Stored update 6350 of 50000 -2 * Loglike = 1009.010984 Actual update 6400 of 50000, Stored update 6400 of 50000 -2 * Loglike = 1017.209165 Actual update 6450 of 50000, Stored update 6450 of 50000 -2 * Loglike = 1017.227923 Actual update 6500 of 50000, Stored update 6500 of 50000 -2 * Loglike = 1012.291742 Actual update 6550 of 50000, Stored update 6550 of 50000 -2 * Loglike = 1014.000802 Actual update 6600 of 50000, Stored update 6600 of 50000 -2 * Loglike = 1020.953722 Actual update 6650 of 50000, Stored update 6650 of 50000 -2 * Loglike = 1014.885246 Actual update 6700 of 50000, Stored update 6700 of 50000 -2 * Loglike = 1012.854997 Actual update 6750 of 50000, Stored update 6750 of 50000 -2 * Loglike = 1010.460369 Actual update 6800 of 50000, Stored update 6800 of 50000 -2 * Loglike = 1017.019503 Actual update 6850 of 50000, Stored update 6850 of 50000 -2 * Loglike = 1020.658404 Actual update 6900 of 50000, Stored update 6900 of 50000 -2 * Loglike = 1019.994900 Actual update 6950 of 50000, Stored update 6950 of 50000 -2 * Loglike = 1017.169788 Actual update 7000 of 50000, Stored update 7000 of 50000 -2 * Loglike = 1010.100263 Actual update 7050 of 50000, Stored update 7050 of 50000 -2 * Loglike = 1006.632735 Actual update 7100 of 50000, Stored update 7100 of 50000 -2 * Loglike = 1008.333765 Actual update 7150 of 50000, Stored update 7150 of 50000 -2 * Loglike = 1012.183680 Actual update 7200 of 50000, Stored update 7200 of 50000 -2 * Loglike = 1014.348219 Actual update 7250 of 50000, Stored update 7250 of 50000 -2 * Loglike = 1015.331828 Actual update 7300 of 50000, Stored update 7300 of 50000 -2 * Loglike = 1022.008010 Actual update 7350 of 50000, Stored update 7350 of 50000 -2 * Loglike = 1020.572149 Actual update 7400 of 50000, Stored update 7400 of 50000 -2 * Loglike = 1007.515463 Actual update 7450 of 50000, Stored update 7450 of 50000 -2 * Loglike = 1009.790463 Actual update 7500 of 50000, Stored update 7500 of 50000 -2 * Loglike = 1009.733920 Actual update 7550 of 50000, Stored update 7550 of 50000 -2 * Loglike = 1016.548845 Actual update 7600 of 50000, Stored update 7600 of 50000 -2 * Loglike = 1019.690678 Actual update 7650 of 50000, Stored update 7650 of 50000 -2 * Loglike = 1013.176140 Actual update 7700 of 50000, Stored update 7700 of 50000 -2 * Loglike = 1013.177816 Actual update 7750 of 50000, Stored update 7750 of 50000 -2 * Loglike = 1022.324018 Actual update 7800 of 50000, Stored update 7800 of 50000 -2 * Loglike = 1018.889491 Actual update 7850 of 50000, Stored update 7850 of 50000 -2 * Loglike = 1013.331551 Actual update 7900 of 50000, Stored update 7900 of 50000 -2 * Loglike = 1014.257197 Actual update 7950 of 50000, Stored update 7950 of 50000 -2 * Loglike = 1010.443750 Actual update 8000 of 50000, Stored update 8000 of 50000 -2 * Loglike = 1019.756750 Actual update 8050 of 50000, Stored update 8050 of 50000 -2 * Loglike = 1023.733017 Actual update 8100 of 50000, Stored update 8100 of 50000 -2 * Loglike = 1013.940806 Actual update 8150 of 50000, Stored update 8150 of 50000 -2 * Loglike = 1025.855444 Actual update 8200 of 50000, Stored update 8200 of 50000 -2 * Loglike = 1009.752750 Actual update 8250 of 50000, Stored update 8250 of 50000 -2 * Loglike = 1008.702513 Actual update 8300 of 50000, Stored update 8300 of 50000 -2 * Loglike = 1007.264576 Actual update 8350 of 50000, Stored update 8350 of 50000 -2 * Loglike = 1011.286483 Actual update 8400 of 50000, Stored update 8400 of 50000 -2 * Loglike = 1015.798855 Actual update 8450 of 50000, Stored update 8450 of 50000 -2 * Loglike = 1015.861931 Actual update 8500 of 50000, Stored update 8500 of 50000 -2 * Loglike = 1015.615287 Actual update 8550 of 50000, Stored update 8550 of 50000 -2 * Loglike = 1013.897330 Actual update 8600 of 50000, Stored update 8600 of 50000 -2 * Loglike = 1019.669509 Actual update 8650 of 50000, Stored update 8650 of 50000 -2 * Loglike = 1015.876941 Actual update 8700 of 50000, Stored update 8700 of 50000 -2 * Loglike = 1021.470787 Actual update 8750 of 50000, Stored update 8750 of 50000 -2 * Loglike = 1017.497280 Actual update 8800 of 50000, Stored update 8800 of 50000 -2 * Loglike = 1015.356243 Actual update 8850 of 50000, Stored update 8850 of 50000 -2 * Loglike = 1016.480388 Actual update 8900 of 50000, Stored update 8900 of 50000 -2 * Loglike = 1011.280918 Actual update 8950 of 50000, Stored update 8950 of 50000 -2 * Loglike = 1017.439254 Actual update 9000 of 50000, Stored update 9000 of 50000 -2 * Loglike = 1010.044420 Actual update 9050 of 50000, Stored update 9050 of 50000 -2 * Loglike = 1010.947687 Actual update 9100 of 50000, Stored update 9100 of 50000 -2 * Loglike = 1011.588180 Actual update 9150 of 50000, Stored update 9150 of 50000 -2 * Loglike = 1020.931749 Actual update 9200 of 50000, Stored update 9200 of 50000 -2 * Loglike = 1017.118680 Actual update 9250 of 50000, Stored update 9250 of 50000 -2 * Loglike = 1015.577160 Actual update 9300 of 50000, Stored update 9300 of 50000 -2 * Loglike = 1016.202255 Actual update 9350 of 50000, Stored update 9350 of 50000 -2 * Loglike = 1014.839827 Actual update 9400 of 50000, Stored update 9400 of 50000 -2 * Loglike = 1009.764047 Actual update 9450 of 50000, Stored update 9450 of 50000 -2 * Loglike = 1013.385215 Actual update 9500 of 50000, Stored update 9500 of 50000 -2 * Loglike = 1031.644243 Actual update 9550 of 50000, Stored update 9550 of 50000 -2 * Loglike = 1025.877350 Actual update 9600 of 50000, Stored update 9600 of 50000 -2 * Loglike = 1038.321311 Actual update 9650 of 50000, Stored update 9650 of 50000 -2 * Loglike = 1024.265715 Actual update 9700 of 50000, Stored update 9700 of 50000 -2 * Loglike = 1020.261734 Actual update 9750 of 50000, Stored update 9750 of 50000 -2 * Loglike = 1036.486776 Actual update 9800 of 50000, Stored update 9800 of 50000 -2 * Loglike = 1037.600996 Actual update 9850 of 50000, Stored update 9850 of 50000 -2 * Loglike = 1014.656906 Actual update 9900 of 50000, Stored update 9900 of 50000 -2 * Loglike = 1016.380565 Actual update 9950 of 50000, Stored update 9950 of 50000 -2 * Loglike = 1016.416364 Actual update 10000 of 50000, Stored update 10000 of 50000 -2 * Loglike = 1019.463400 Actual update 10050 of 50000, Stored update 10050 of 50000 -2 * Loglike = 1019.762377 Actual update 10100 of 50000, Stored update 10100 of 50000 -2 * Loglike = 1016.638067 Actual update 10150 of 50000, Stored update 10150 of 50000 -2 * Loglike = 1020.441978 Actual update 10200 of 50000, Stored update 10200 of 50000 -2 * Loglike = 1015.430948 Actual update 10250 of 50000, Stored update 10250 of 50000 -2 * Loglike = 1011.006190 Actual update 10300 of 50000, Stored update 10300 of 50000 -2 * Loglike = 1010.924053 Actual update 10350 of 50000, Stored update 10350 of 50000 -2 * Loglike = 1020.233901 Actual update 10400 of 50000, Stored update 10400 of 50000 -2 * Loglike = 1010.527962 Actual update 10450 of 50000, Stored update 10450 of 50000 -2 * Loglike = 1012.576783 Actual update 10500 of 50000, Stored update 10500 of 50000 -2 * Loglike = 1016.559291 Actual update 10550 of 50000, Stored update 10550 of 50000 -2 * Loglike = 1010.739885 Actual update 10600 of 50000, Stored update 10600 of 50000 -2 * Loglike = 1015.173917 Actual update 10650 of 50000, Stored update 10650 of 50000 -2 * Loglike = 1012.174022 Actual update 10700 of 50000, Stored update 10700 of 50000 -2 * Loglike = 1006.156335 Actual update 10750 of 50000, Stored update 10750 of 50000 -2 * Loglike = 1019.351777 Actual update 10800 of 50000, Stored update 10800 of 50000 -2 * Loglike = 1010.305549 Actual update 10850 of 50000, Stored update 10850 of 50000 -2 * Loglike = 1011.716021 Actual update 10900 of 50000, Stored update 10900 of 50000 -2 * Loglike = 1035.803743 Actual update 10950 of 50000, Stored update 10950 of 50000 -2 * Loglike = 1010.733000 Actual update 11000 of 50000, Stored update 11000 of 50000 -2 * Loglike = 1012.306113 Actual update 11050 of 50000, Stored update 11050 of 50000 -2 * Loglike = 1009.760896 Actual update 11100 of 50000, Stored update 11100 of 50000 -2 * Loglike = 1021.255062 Actual update 11150 of 50000, Stored update 11150 of 50000 -2 * Loglike = 1009.539631 Actual update 11200 of 50000, Stored update 11200 of 50000 -2 * Loglike = 1020.259200 Actual update 11250 of 50000, Stored update 11250 of 50000 -2 * Loglike = 1019.215856 Actual update 11300 of 50000, Stored update 11300 of 50000 -2 * Loglike = 1015.959355 Actual update 11350 of 50000, Stored update 11350 of 50000 -2 * Loglike = 1023.857218 Actual update 11400 of 50000, Stored update 11400 of 50000 -2 * Loglike = 1025.197945 Actual update 11450 of 50000, Stored update 11450 of 50000 -2 * Loglike = 1019.246089 Actual update 11500 of 50000, Stored update 11500 of 50000 -2 * Loglike = 1032.633896 Actual update 11550 of 50000, Stored update 11550 of 50000 -2 * Loglike = 1012.828143 Actual update 11600 of 50000, Stored update 11600 of 50000 -2 * Loglike = 1019.601907 Actual update 11650 of 50000, Stored update 11650 of 50000 -2 * Loglike = 1011.429172 Actual update 11700 of 50000, Stored update 11700 of 50000 -2 * Loglike = 1020.703058 Actual update 11750 of 50000, Stored update 11750 of 50000 -2 * Loglike = 1019.139498 Actual update 11800 of 50000, Stored update 11800 of 50000 -2 * Loglike = 1019.786802 Actual update 11850 of 50000, Stored update 11850 of 50000 -2 * Loglike = 1017.896996 Actual update 11900 of 50000, Stored update 11900 of 50000 -2 * Loglike = 1011.019026 Actual update 11950 of 50000, Stored update 11950 of 50000 -2 * Loglike = 1010.728086 Actual update 12000 of 50000, Stored update 12000 of 50000 -2 * Loglike = 1013.457610 Actual update 12050 of 50000, Stored update 12050 of 50000 -2 * Loglike = 1010.454703 Actual update 12100 of 50000, Stored update 12100 of 50000 -2 * Loglike = 1014.271822 Actual update 12150 of 50000, Stored update 12150 of 50000 -2 * Loglike = 1020.457160 Actual update 12200 of 50000, Stored update 12200 of 50000 -2 * Loglike = 1010.294347 Actual update 12250 of 50000, Stored update 12250 of 50000 -2 * Loglike = 1016.004537 Actual update 12300 of 50000, Stored update 12300 of 50000 -2 * Loglike = 1024.194039 Actual update 12350 of 50000, Stored update 12350 of 50000 -2 * Loglike = 1025.417387 Actual update 12400 of 50000, Stored update 12400 of 50000 -2 * Loglike = 1021.021878 Actual update 12450 of 50000, Stored update 12450 of 50000 -2 * Loglike = 1018.249356 Actual update 12500 of 50000, Stored update 12500 of 50000 -2 * Loglike = 1016.896367 Actual update 12550 of 50000, Stored update 12550 of 50000 -2 * Loglike = 1021.870389 Actual update 12600 of 50000, Stored update 12600 of 50000 -2 * Loglike = 1021.664685 Actual update 12650 of 50000, Stored update 12650 of 50000 -2 * Loglike = 1013.659373 Actual update 12700 of 50000, Stored update 12700 of 50000 -2 * Loglike = 1015.937538 Actual update 12750 of 50000, Stored update 12750 of 50000 -2 * Loglike = 1015.868564 Actual update 12800 of 50000, Stored update 12800 of 50000 -2 * Loglike = 1015.808367 Actual update 12850 of 50000, Stored update 12850 of 50000 -2 * Loglike = 1013.533447 Actual update 12900 of 50000, Stored update 12900 of 50000 -2 * Loglike = 1016.999083 Actual update 12950 of 50000, Stored update 12950 of 50000 -2 * Loglike = 1018.719864 Actual update 13000 of 50000, Stored update 13000 of 50000 -2 * Loglike = 1007.938979 Actual update 13050 of 50000, Stored update 13050 of 50000 -2 * Loglike = 1018.360823 Actual update 13100 of 50000, Stored update 13100 of 50000 -2 * Loglike = 1022.042710 Actual update 13150 of 50000, Stored update 13150 of 50000 -2 * Loglike = 1030.466064 Actual update 13200 of 50000, Stored update 13200 of 50000 -2 * Loglike = 1031.544969 Actual update 13250 of 50000, Stored update 13250 of 50000 -2 * Loglike = 1035.210082 Actual update 13300 of 50000, Stored update 13300 of 50000 -2 * Loglike = 1020.880845 Actual update 13350 of 50000, Stored update 13350 of 50000 -2 * Loglike = 1041.956144 Actual update 13400 of 50000, Stored update 13400 of 50000 -2 * Loglike = 1021.304282 Actual update 13450 of 50000, Stored update 13450 of 50000 -2 * Loglike = 1022.337329 Actual update 13500 of 50000, Stored update 13500 of 50000 -2 * Loglike = 1020.473528 Actual update 13550 of 50000, Stored update 13550 of 50000 -2 * Loglike = 1028.368702 Actual update 13600 of 50000, Stored update 13600 of 50000 -2 * Loglike = 1013.481833 Actual update 13650 of 50000, Stored update 13650 of 50000 -2 * Loglike = 1019.017810 Actual update 13700 of 50000, Stored update 13700 of 50000 -2 * Loglike = 1012.081614 Actual update 13750 of 50000, Stored update 13750 of 50000 -2 * Loglike = 1015.224128 Actual update 13800 of 50000, Stored update 13800 of 50000 -2 * Loglike = 1009.019261 Actual update 13850 of 50000, Stored update 13850 of 50000 -2 * Loglike = 1014.333502 Actual update 13900 of 50000, Stored update 13900 of 50000 -2 * Loglike = 1017.308416 Actual update 13950 of 50000, Stored update 13950 of 50000 -2 * Loglike = 1011.325308 Actual update 14000 of 50000, Stored update 14000 of 50000 -2 * Loglike = 1010.784101 Actual update 14050 of 50000, Stored update 14050 of 50000 -2 * Loglike = 1010.597782 Actual update 14100 of 50000, Stored update 14100 of 50000 -2 * Loglike = 1014.932823 Actual update 14150 of 50000, Stored update 14150 of 50000 -2 * Loglike = 1011.972253 Actual update 14200 of 50000, Stored update 14200 of 50000 -2 * Loglike = 1018.413086 Actual update 14250 of 50000, Stored update 14250 of 50000 -2 * Loglike = 1012.066502 Actual update 14300 of 50000, Stored update 14300 of 50000 -2 * Loglike = 1015.326537 Actual update 14350 of 50000, Stored update 14350 of 50000 -2 * Loglike = 1016.413550 Actual update 14400 of 50000, Stored update 14400 of 50000 -2 * Loglike = 1009.011141 Actual update 14450 of 50000, Stored update 14450 of 50000 -2 * Loglike = 1016.541651 Actual update 14500 of 50000, Stored update 14500 of 50000 -2 * Loglike = 1012.283804 Actual update 14550 of 50000, Stored update 14550 of 50000 -2 * Loglike = 1015.605436 Actual update 14600 of 50000, Stored update 14600 of 50000 -2 * Loglike = 1014.041233 Actual update 14650 of 50000, Stored update 14650 of 50000 -2 * Loglike = 1021.796929 Actual update 14700 of 50000, Stored update 14700 of 50000 -2 * Loglike = 1014.481514 Actual update 14750 of 50000, Stored update 14750 of 50000 -2 * Loglike = 1010.836707 Actual update 14800 of 50000, Stored update 14800 of 50000 -2 * Loglike = 1020.825998 Actual update 14850 of 50000, Stored update 14850 of 50000 -2 * Loglike = 1006.995931 Actual update 14900 of 50000, Stored update 14900 of 50000 -2 * Loglike = 1018.466918 Actual update 14950 of 50000, Stored update 14950 of 50000 -2 * Loglike = 1017.393839 Actual update 15000 of 50000, Stored update 15000 of 50000 -2 * Loglike = 1009.580628 Actual update 15050 of 50000, Stored update 15050 of 50000 -2 * Loglike = 1016.124882 Actual update 15100 of 50000, Stored update 15100 of 50000 -2 * Loglike = 1016.313563 Actual update 15150 of 50000, Stored update 15150 of 50000 -2 * Loglike = 1014.914667 Actual update 15200 of 50000, Stored update 15200 of 50000 -2 * Loglike = 1018.751501 Actual update 15250 of 50000, Stored update 15250 of 50000 -2 * Loglike = 1017.500081 Actual update 15300 of 50000, Stored update 15300 of 50000 -2 * Loglike = 1016.608002 Actual update 15350 of 50000, Stored update 15350 of 50000 -2 * Loglike = 1024.986276 Actual update 15400 of 50000, Stored update 15400 of 50000 -2 * Loglike = 1019.008891 Actual update 15450 of 50000, Stored update 15450 of 50000 -2 * Loglike = 1027.301937 Actual update 15500 of 50000, Stored update 15500 of 50000 -2 * Loglike = 1029.406345 Actual update 15550 of 50000, Stored update 15550 of 50000 -2 * Loglike = 1021.635595 Actual update 15600 of 50000, Stored update 15600 of 50000 -2 * Loglike = 1013.168982 Actual update 15650 of 50000, Stored update 15650 of 50000 -2 * Loglike = 1015.021378 Actual update 15700 of 50000, Stored update 15700 of 50000 -2 * Loglike = 1022.964211 Actual update 15750 of 50000, Stored update 15750 of 50000 -2 * Loglike = 1007.489503 Actual update 15800 of 50000, Stored update 15800 of 50000 -2 * Loglike = 1018.835986 Actual update 15850 of 50000, Stored update 15850 of 50000 -2 * Loglike = 1013.093773 Actual update 15900 of 50000, Stored update 15900 of 50000 -2 * Loglike = 1005.214963 Actual update 15950 of 50000, Stored update 15950 of 50000 -2 * Loglike = 1013.764749 Actual update 16000 of 50000, Stored update 16000 of 50000 -2 * Loglike = 1023.883619 Actual update 16050 of 50000, Stored update 16050 of 50000 -2 * Loglike = 1010.223663 Actual update 16100 of 50000, Stored update 16100 of 50000 -2 * Loglike = 1008.480388 Actual update 16150 of 50000, Stored update 16150 of 50000 -2 * Loglike = 1016.240743 Actual update 16200 of 50000, Stored update 16200 of 50000 -2 * Loglike = 1013.689226 Actual update 16250 of 50000, Stored update 16250 of 50000 -2 * Loglike = 1021.936797 Actual update 16300 of 50000, Stored update 16300 of 50000 -2 * Loglike = 1011.654139 Actual update 16350 of 50000, Stored update 16350 of 50000 -2 * Loglike = 1013.624027 Actual update 16400 of 50000, Stored update 16400 of 50000 -2 * Loglike = 1022.347933 Actual update 16450 of 50000, Stored update 16450 of 50000 -2 * Loglike = 1008.239716 Actual update 16500 of 50000, Stored update 16500 of 50000 -2 * Loglike = 1012.635765 Actual update 16550 of 50000, Stored update 16550 of 50000 -2 * Loglike = 1014.155260 Actual update 16600 of 50000, Stored update 16600 of 50000 -2 * Loglike = 1015.046112 Actual update 16650 of 50000, Stored update 16650 of 50000 -2 * Loglike = 1008.492752 Actual update 16700 of 50000, Stored update 16700 of 50000 -2 * Loglike = 1015.236819 Actual update 16750 of 50000, Stored update 16750 of 50000 -2 * Loglike = 1009.712367 Actual update 16800 of 50000, Stored update 16800 of 50000 -2 * Loglike = 1012.396161 Actual update 16850 of 50000, Stored update 16850 of 50000 -2 * Loglike = 1016.554581 Actual update 16900 of 50000, Stored update 16900 of 50000 -2 * Loglike = 1012.187885 Actual update 16950 of 50000, Stored update 16950 of 50000 -2 * Loglike = 1012.177173 Actual update 17000 of 50000, Stored update 17000 of 50000 -2 * Loglike = 1006.192803 Actual update 17050 of 50000, Stored update 17050 of 50000 -2 * Loglike = 1016.568261 Actual update 17100 of 50000, Stored update 17100 of 50000 -2 * Loglike = 1011.628739 Actual update 17150 of 50000, Stored update 17150 of 50000 -2 * Loglike = 1016.936143 Actual update 17200 of 50000, Stored update 17200 of 50000 -2 * Loglike = 1010.220929 Actual update 17250 of 50000, Stored update 17250 of 50000 -2 * Loglike = 1018.977661 Actual update 17300 of 50000, Stored update 17300 of 50000 -2 * Loglike = 1007.678359 Actual update 17350 of 50000, Stored update 17350 of 50000 -2 * Loglike = 1009.453960 Actual update 17400 of 50000, Stored update 17400 of 50000 -2 * Loglike = 1016.844453 Actual update 17450 of 50000, Stored update 17450 of 50000 -2 * Loglike = 1011.789970 Actual update 17500 of 50000, Stored update 17500 of 50000 -2 * Loglike = 1010.389456 Actual update 17550 of 50000, Stored update 17550 of 50000 -2 * Loglike = 1012.023642 Actual update 17600 of 50000, Stored update 17600 of 50000 -2 * Loglike = 1017.445736 Actual update 17650 of 50000, Stored update 17650 of 50000 -2 * Loglike = 1016.219416 Actual update 17700 of 50000, Stored update 17700 of 50000 -2 * Loglike = 1021.602534 Actual update 17750 of 50000, Stored update 17750 of 50000 -2 * Loglike = 1007.586293 Actual update 17800 of 50000, Stored update 17800 of 50000 -2 * Loglike = 1006.882112 Actual update 17850 of 50000, Stored update 17850 of 50000 -2 * Loglike = 1016.134379 Actual update 17900 of 50000, Stored update 17900 of 50000 -2 * Loglike = 1022.028735 Actual update 17950 of 50000, Stored update 17950 of 50000 -2 * Loglike = 1013.624661 Actual update 18000 of 50000, Stored update 18000 of 50000 -2 * Loglike = 1008.887709 Actual update 18050 of 50000, Stored update 18050 of 50000 -2 * Loglike = 1012.345714 Actual update 18100 of 50000, Stored update 18100 of 50000 -2 * Loglike = 1012.625410 Actual update 18150 of 50000, Stored update 18150 of 50000 -2 * Loglike = 1012.581397 Actual update 18200 of 50000, Stored update 18200 of 50000 -2 * Loglike = 1017.492760 Actual update 18250 of 50000, Stored update 18250 of 50000 -2 * Loglike = 1021.451531 Actual update 18300 of 50000, Stored update 18300 of 50000 -2 * Loglike = 1019.530274 Actual update 18350 of 50000, Stored update 18350 of 50000 -2 * Loglike = 1017.346354 Actual update 18400 of 50000, Stored update 18400 of 50000 -2 * Loglike = 1018.865134 Actual update 18450 of 50000, Stored update 18450 of 50000 -2 * Loglike = 1011.516889 Actual update 18500 of 50000, Stored update 18500 of 50000 -2 * Loglike = 1015.789904 Actual update 18550 of 50000, Stored update 18550 of 50000 -2 * Loglike = 1012.657122 Actual update 18600 of 50000, Stored update 18600 of 50000 -2 * Loglike = 1021.131996 Actual update 18650 of 50000, Stored update 18650 of 50000 -2 * Loglike = 1010.291226 Actual update 18700 of 50000, Stored update 18700 of 50000 -2 * Loglike = 1012.225802 Actual update 18750 of 50000, Stored update 18750 of 50000 -2 * Loglike = 1018.569506 Actual update 18800 of 50000, Stored update 18800 of 50000 -2 * Loglike = 1012.088039 Actual update 18850 of 50000, Stored update 18850 of 50000 -2 * Loglike = 1017.904340 Actual update 18900 of 50000, Stored update 18900 of 50000 -2 * Loglike = 1016.350178 Actual update 18950 of 50000, Stored update 18950 of 50000 -2 * Loglike = 1011.614848 Actual update 19000 of 50000, Stored update 19000 of 50000 -2 * Loglike = 1008.327090 Actual update 19050 of 50000, Stored update 19050 of 50000 -2 * Loglike = 1012.347279 Actual update 19100 of 50000, Stored update 19100 of 50000 -2 * Loglike = 1014.097134 Actual update 19150 of 50000, Stored update 19150 of 50000 -2 * Loglike = 1019.775042 Actual update 19200 of 50000, Stored update 19200 of 50000 -2 * Loglike = 1007.828581 Actual update 19250 of 50000, Stored update 19250 of 50000 -2 * Loglike = 1009.592257 Actual update 19300 of 50000, Stored update 19300 of 50000 -2 * Loglike = 1013.883629 Actual update 19350 of 50000, Stored update 19350 of 50000 -2 * Loglike = 1016.039881 Actual update 19400 of 50000, Stored update 19400 of 50000 -2 * Loglike = 1010.220647 Actual update 19450 of 50000, Stored update 19450 of 50000 -2 * Loglike = 1012.569985 Actual update 19500 of 50000, Stored update 19500 of 50000 -2 * Loglike = 1016.282431 Actual update 19550 of 50000, Stored update 19550 of 50000 -2 * Loglike = 1017.707805 Actual update 19600 of 50000, Stored update 19600 of 50000 -2 * Loglike = 1010.852535 Actual update 19650 of 50000, Stored update 19650 of 50000 -2 * Loglike = 1019.742741 Actual update 19700 of 50000, Stored update 19700 of 50000 -2 * Loglike = 1013.957142 Actual update 19750 of 50000, Stored update 19750 of 50000 -2 * Loglike = 1016.175068 Actual update 19800 of 50000, Stored update 19800 of 50000 -2 * Loglike = 1006.571496 Actual update 19850 of 50000, Stored update 19850 of 50000 -2 * Loglike = 1018.482082 Actual update 19900 of 50000, Stored update 19900 of 50000 -2 * Loglike = 1015.258720 Actual update 19950 of 50000, Stored update 19950 of 50000 -2 * Loglike = 1016.414805 Actual update 20000 of 50000, Stored update 20000 of 50000 -2 * Loglike = 1012.654273 Actual update 20050 of 50000, Stored update 20050 of 50000 -2 * Loglike = 1017.400031 Actual update 20100 of 50000, Stored update 20100 of 50000 -2 * Loglike = 1009.953099 Actual update 20150 of 50000, Stored update 20150 of 50000 -2 * Loglike = 1010.887775 Actual update 20200 of 50000, Stored update 20200 of 50000 -2 * Loglike = 1019.522479 Actual update 20250 of 50000, Stored update 20250 of 50000 -2 * Loglike = 1013.284626 Actual update 20300 of 50000, Stored update 20300 of 50000 -2 * Loglike = 1010.450056 Actual update 20350 of 50000, Stored update 20350 of 50000 -2 * Loglike = 1017.072792 Actual update 20400 of 50000, Stored update 20400 of 50000 -2 * Loglike = 1016.085792 Actual update 20450 of 50000, Stored update 20450 of 50000 -2 * Loglike = 1008.117317 Actual update 20500 of 50000, Stored update 20500 of 50000 -2 * Loglike = 1020.257413 Actual update 20550 of 50000, Stored update 20550 of 50000 -2 * Loglike = 1009.432710 Actual update 20600 of 50000, Stored update 20600 of 50000 -2 * Loglike = 1017.336392 Actual update 20650 of 50000, Stored update 20650 of 50000 -2 * Loglike = 1011.492222 Actual update 20700 of 50000, Stored update 20700 of 50000 -2 * Loglike = 1021.838976 Actual update 20750 of 50000, Stored update 20750 of 50000 -2 * Loglike = 1009.851031 Actual update 20800 of 50000, Stored update 20800 of 50000 -2 * Loglike = 1014.858660 Actual update 20850 of 50000, Stored update 20850 of 50000 -2 * Loglike = 1018.964814 Actual update 20900 of 50000, Stored update 20900 of 50000 -2 * Loglike = 1012.476454 Actual update 20950 of 50000, Stored update 20950 of 50000 -2 * Loglike = 1012.907973 Actual update 21000 of 50000, Stored update 21000 of 50000 -2 * Loglike = 1010.653028 Actual update 21050 of 50000, Stored update 21050 of 50000 -2 * Loglike = 1009.902065 Actual update 21100 of 50000, Stored update 21100 of 50000 -2 * Loglike = 1011.162404 Actual update 21150 of 50000, Stored update 21150 of 50000 -2 * Loglike = 1006.788870 Actual update 21200 of 50000, Stored update 21200 of 50000 -2 * Loglike = 1013.842707 Actual update 21250 of 50000, Stored update 21250 of 50000 -2 * Loglike = 1023.882709 Actual update 21300 of 50000, Stored update 21300 of 50000 -2 * Loglike = 1019.241748 Actual update 21350 of 50000, Stored update 21350 of 50000 -2 * Loglike = 1020.112523 Actual update 21400 of 50000, Stored update 21400 of 50000 -2 * Loglike = 1038.029423 Actual update 21450 of 50000, Stored update 21450 of 50000 -2 * Loglike = 1017.387483 Actual update 21500 of 50000, Stored update 21500 of 50000 -2 * Loglike = 1012.815004 Actual update 21550 of 50000, Stored update 21550 of 50000 -2 * Loglike = 1015.672150 Actual update 21600 of 50000, Stored update 21600 of 50000 -2 * Loglike = 1008.312414 Actual update 21650 of 50000, Stored update 21650 of 50000 -2 * Loglike = 1010.838035 Actual update 21700 of 50000, Stored update 21700 of 50000 -2 * Loglike = 1011.921770 Actual update 21750 of 50000, Stored update 21750 of 50000 -2 * Loglike = 1016.646219 Actual update 21800 of 50000, Stored update 21800 of 50000 -2 * Loglike = 1013.532396 Actual update 21850 of 50000, Stored update 21850 of 50000 -2 * Loglike = 1016.770767 Actual update 21900 of 50000, Stored update 21900 of 50000 -2 * Loglike = 1015.394716 Actual update 21950 of 50000, Stored update 21950 of 50000 -2 * Loglike = 1010.430592 Actual update 22000 of 50000, Stored update 22000 of 50000 -2 * Loglike = 1008.196574 Actual update 22050 of 50000, Stored update 22050 of 50000 -2 * Loglike = 1010.315885 Actual update 22100 of 50000, Stored update 22100 of 50000 -2 * Loglike = 1007.848493 Actual update 22150 of 50000, Stored update 22150 of 50000 -2 * Loglike = 1009.773631 Actual update 22200 of 50000, Stored update 22200 of 50000 -2 * Loglike = 1019.037696 Actual update 22250 of 50000, Stored update 22250 of 50000 -2 * Loglike = 1004.259763 Actual update 22300 of 50000, Stored update 22300 of 50000 -2 * Loglike = 1017.942394 Actual update 22350 of 50000, Stored update 22350 of 50000 -2 * Loglike = 1011.305120 Actual update 22400 of 50000, Stored update 22400 of 50000 -2 * Loglike = 1039.508833 Actual update 22450 of 50000, Stored update 22450 of 50000 -2 * Loglike = 1018.198684 Actual update 22500 of 50000, Stored update 22500 of 50000 -2 * Loglike = 1012.285124 Actual update 22550 of 50000, Stored update 22550 of 50000 -2 * Loglike = 1019.700527 Actual update 22600 of 50000, Stored update 22600 of 50000 -2 * Loglike = 1010.957452 Actual update 22650 of 50000, Stored update 22650 of 50000 -2 * Loglike = 1017.281714 Actual update 22700 of 50000, Stored update 22700 of 50000 -2 * Loglike = 1018.221782 Actual update 22750 of 50000, Stored update 22750 of 50000 -2 * Loglike = 1028.292097 Actual update 22800 of 50000, Stored update 22800 of 50000 -2 * Loglike = 1028.656488 Actual update 22850 of 50000, Stored update 22850 of 50000 -2 * Loglike = 1026.209942 Actual update 22900 of 50000, Stored update 22900 of 50000 -2 * Loglike = 1018.498988 Actual update 22950 of 50000, Stored update 22950 of 50000 -2 * Loglike = 1016.274403 Actual update 23000 of 50000, Stored update 23000 of 50000 -2 * Loglike = 1017.934734 Actual update 23050 of 50000, Stored update 23050 of 50000 -2 * Loglike = 1010.699630 Actual update 23100 of 50000, Stored update 23100 of 50000 -2 * Loglike = 1018.979646 Actual update 23150 of 50000, Stored update 23150 of 50000 -2 * Loglike = 1010.482821 Actual update 23200 of 50000, Stored update 23200 of 50000 -2 * Loglike = 1014.858286 Actual update 23250 of 50000, Stored update 23250 of 50000 -2 * Loglike = 1010.816911 Actual update 23300 of 50000, Stored update 23300 of 50000 -2 * Loglike = 1011.139480 Actual update 23350 of 50000, Stored update 23350 of 50000 -2 * Loglike = 1020.160572 Actual update 23400 of 50000, Stored update 23400 of 50000 -2 * Loglike = 1025.359837 Actual update 23450 of 50000, Stored update 23450 of 50000 -2 * Loglike = 1018.556225 Actual update 23500 of 50000, Stored update 23500 of 50000 -2 * Loglike = 1012.255923 Actual update 23550 of 50000, Stored update 23550 of 50000 -2 * Loglike = 1014.427148 Actual update 23600 of 50000, Stored update 23600 of 50000 -2 * Loglike = 1009.062289 Actual update 23650 of 50000, Stored update 23650 of 50000 -2 * Loglike = 1010.851088 Actual update 23700 of 50000, Stored update 23700 of 50000 -2 * Loglike = 1013.441039 Actual update 23750 of 50000, Stored update 23750 of 50000 -2 * Loglike = 1009.227298 Actual update 23800 of 50000, Stored update 23800 of 50000 -2 * Loglike = 1010.534207 Actual update 23850 of 50000, Stored update 23850 of 50000 -2 * Loglike = 1006.654405 Actual update 23900 of 50000, Stored update 23900 of 50000 -2 * Loglike = 1015.165317 Actual update 23950 of 50000, Stored update 23950 of 50000 -2 * Loglike = 1013.255872 Actual update 24000 of 50000, Stored update 24000 of 50000 -2 * Loglike = 1020.139116 Actual update 24050 of 50000, Stored update 24050 of 50000 -2 * Loglike = 1011.155759 Actual update 24100 of 50000, Stored update 24100 of 50000 -2 * Loglike = 1023.783073 Actual update 24150 of 50000, Stored update 24150 of 50000 -2 * Loglike = 1013.796028 Actual update 24200 of 50000, Stored update 24200 of 50000 -2 * Loglike = 1018.448922 Actual update 24250 of 50000, Stored update 24250 of 50000 -2 * Loglike = 1013.876324 Actual update 24300 of 50000, Stored update 24300 of 50000 -2 * Loglike = 1014.046071 Actual update 24350 of 50000, Stored update 24350 of 50000 -2 * Loglike = 1019.398219 Actual update 24400 of 50000, Stored update 24400 of 50000 -2 * Loglike = 1026.895831 Actual update 24450 of 50000, Stored update 24450 of 50000 -2 * Loglike = 1012.355177 Actual update 24500 of 50000, Stored update 24500 of 50000 -2 * Loglike = 1016.131289 Actual update 24550 of 50000, Stored update 24550 of 50000 -2 * Loglike = 1012.436682 Actual update 24600 of 50000, Stored update 24600 of 50000 -2 * Loglike = 1010.493411 Actual update 24650 of 50000, Stored update 24650 of 50000 -2 * Loglike = 1011.643799 Actual update 24700 of 50000, Stored update 24700 of 50000 -2 * Loglike = 1009.203911 Actual update 24750 of 50000, Stored update 24750 of 50000 -2 * Loglike = 1011.646917 Actual update 24800 of 50000, Stored update 24800 of 50000 -2 * Loglike = 1015.431406 Actual update 24850 of 50000, Stored update 24850 of 50000 -2 * Loglike = 1013.936755 Actual update 24900 of 50000, Stored update 24900 of 50000 -2 * Loglike = 1011.982734 Actual update 24950 of 50000, Stored update 24950 of 50000 -2 * Loglike = 1010.948474 Actual update 25000 of 50000, Stored update 25000 of 50000 -2 * Loglike = 1009.009952 Actual update 25050 of 50000, Stored update 25050 of 50000 -2 * Loglike = 1013.136461 Actual update 25100 of 50000, Stored update 25100 of 50000 -2 * Loglike = 1016.732398 Actual update 25150 of 50000, Stored update 25150 of 50000 -2 * Loglike = 1012.213446 Actual update 25200 of 50000, Stored update 25200 of 50000 -2 * Loglike = 1032.365096 Actual update 25250 of 50000, Stored update 25250 of 50000 -2 * Loglike = 1022.182635 Actual update 25300 of 50000, Stored update 25300 of 50000 -2 * Loglike = 1022.767844 Actual update 25350 of 50000, Stored update 25350 of 50000 -2 * Loglike = 1014.175344 Actual update 25400 of 50000, Stored update 25400 of 50000 -2 * Loglike = 1017.053689 Actual update 25450 of 50000, Stored update 25450 of 50000 -2 * Loglike = 1019.958157 Actual update 25500 of 50000, Stored update 25500 of 50000 -2 * Loglike = 1013.650877 Actual update 25550 of 50000, Stored update 25550 of 50000 -2 * Loglike = 1011.417913 Actual update 25600 of 50000, Stored update 25600 of 50000 -2 * Loglike = 1022.682661 Actual update 25650 of 50000, Stored update 25650 of 50000 -2 * Loglike = 1020.528314 Actual update 25700 of 50000, Stored update 25700 of 50000 -2 * Loglike = 1016.229365 Actual update 25750 of 50000, Stored update 25750 of 50000 -2 * Loglike = 1017.059486 Actual update 25800 of 50000, Stored update 25800 of 50000 -2 * Loglike = 1012.561260 Actual update 25850 of 50000, Stored update 25850 of 50000 -2 * Loglike = 1009.138870 Actual update 25900 of 50000, Stored update 25900 of 50000 -2 * Loglike = 1010.611791 Actual update 25950 of 50000, Stored update 25950 of 50000 -2 * Loglike = 1012.694357 Actual update 26000 of 50000, Stored update 26000 of 50000 -2 * Loglike = 1009.596683 Actual update 26050 of 50000, Stored update 26050 of 50000 -2 * Loglike = 1007.960633 Actual update 26100 of 50000, Stored update 26100 of 50000 -2 * Loglike = 1010.697691 Actual update 26150 of 50000, Stored update 26150 of 50000 -2 * Loglike = 1025.989317 Actual update 26200 of 50000, Stored update 26200 of 50000 -2 * Loglike = 1012.456987 Actual update 26250 of 50000, Stored update 26250 of 50000 -2 * Loglike = 1012.335325 Actual update 26300 of 50000, Stored update 26300 of 50000 -2 * Loglike = 1009.639279 Actual update 26350 of 50000, Stored update 26350 of 50000 -2 * Loglike = 1011.356000 Actual update 26400 of 50000, Stored update 26400 of 50000 -2 * Loglike = 1009.473359 Actual update 26450 of 50000, Stored update 26450 of 50000 -2 * Loglike = 1009.992389 Actual update 26500 of 50000, Stored update 26500 of 50000 -2 * Loglike = 1009.024505 Actual update 26550 of 50000, Stored update 26550 of 50000 -2 * Loglike = 1019.090683 Actual update 26600 of 50000, Stored update 26600 of 50000 -2 * Loglike = 1012.034493 Actual update 26650 of 50000, Stored update 26650 of 50000 -2 * Loglike = 1020.382374 Actual update 26700 of 50000, Stored update 26700 of 50000 -2 * Loglike = 1008.376960 Actual update 26750 of 50000, Stored update 26750 of 50000 -2 * Loglike = 1011.747451 Actual update 26800 of 50000, Stored update 26800 of 50000 -2 * Loglike = 1018.421122 Actual update 26850 of 50000, Stored update 26850 of 50000 -2 * Loglike = 1012.321074 Actual update 26900 of 50000, Stored update 26900 of 50000 -2 * Loglike = 1018.502465 Actual update 26950 of 50000, Stored update 26950 of 50000 -2 * Loglike = 1009.032835 Actual update 27000 of 50000, Stored update 27000 of 50000 -2 * Loglike = 1008.854592 Actual update 27050 of 50000, Stored update 27050 of 50000 -2 * Loglike = 1007.556362 Actual update 27100 of 50000, Stored update 27100 of 50000 -2 * Loglike = 1015.106514 Actual update 27150 of 50000, Stored update 27150 of 50000 -2 * Loglike = 1011.311125 Actual update 27200 of 50000, Stored update 27200 of 50000 -2 * Loglike = 1013.050611 Actual update 27250 of 50000, Stored update 27250 of 50000 -2 * Loglike = 1016.884845 Actual update 27300 of 50000, Stored update 27300 of 50000 -2 * Loglike = 1012.028100 Actual update 27350 of 50000, Stored update 27350 of 50000 -2 * Loglike = 1014.690877 Actual update 27400 of 50000, Stored update 27400 of 50000 -2 * Loglike = 1011.121396 Actual update 27450 of 50000, Stored update 27450 of 50000 -2 * Loglike = 1013.158024 Actual update 27500 of 50000, Stored update 27500 of 50000 -2 * Loglike = 1012.907078 Actual update 27550 of 50000, Stored update 27550 of 50000 -2 * Loglike = 1010.318697 Actual update 27600 of 50000, Stored update 27600 of 50000 -2 * Loglike = 1010.922786 Actual update 27650 of 50000, Stored update 27650 of 50000 -2 * Loglike = 1024.845790 Actual update 27700 of 50000, Stored update 27700 of 50000 -2 * Loglike = 1011.106695 Actual update 27750 of 50000, Stored update 27750 of 50000 -2 * Loglike = 1015.091502 Actual update 27800 of 50000, Stored update 27800 of 50000 -2 * Loglike = 1008.886231 Actual update 27850 of 50000, Stored update 27850 of 50000 -2 * Loglike = 1010.078843 Actual update 27900 of 50000, Stored update 27900 of 50000 -2 * Loglike = 1011.118544 Actual update 27950 of 50000, Stored update 27950 of 50000 -2 * Loglike = 1015.696325 Actual update 28000 of 50000, Stored update 28000 of 50000 -2 * Loglike = 1013.462786 Actual update 28050 of 50000, Stored update 28050 of 50000 -2 * Loglike = 1015.872271 Actual update 28100 of 50000, Stored update 28100 of 50000 -2 * Loglike = 1014.351654 Actual update 28150 of 50000, Stored update 28150 of 50000 -2 * Loglike = 1019.282124 Actual update 28200 of 50000, Stored update 28200 of 50000 -2 * Loglike = 1017.146642 Actual update 28250 of 50000, Stored update 28250 of 50000 -2 * Loglike = 1012.808539 Actual update 28300 of 50000, Stored update 28300 of 50000 -2 * Loglike = 1016.767534 Actual update 28350 of 50000, Stored update 28350 of 50000 -2 * Loglike = 1014.398837 Actual update 28400 of 50000, Stored update 28400 of 50000 -2 * Loglike = 1016.253059 Actual update 28450 of 50000, Stored update 28450 of 50000 -2 * Loglike = 1014.784052 Actual update 28500 of 50000, Stored update 28500 of 50000 -2 * Loglike = 1013.001700 Actual update 28550 of 50000, Stored update 28550 of 50000 -2 * Loglike = 1016.786639 Actual update 28600 of 50000, Stored update 28600 of 50000 -2 * Loglike = 1011.791597 Actual update 28650 of 50000, Stored update 28650 of 50000 -2 * Loglike = 1007.439351 Actual update 28700 of 50000, Stored update 28700 of 50000 -2 * Loglike = 1016.439929 Actual update 28750 of 50000, Stored update 28750 of 50000 -2 * Loglike = 1018.399758 Actual update 28800 of 50000, Stored update 28800 of 50000 -2 * Loglike = 1013.839641 Actual update 28850 of 50000, Stored update 28850 of 50000 -2 * Loglike = 1011.812521 Actual update 28900 of 50000, Stored update 28900 of 50000 -2 * Loglike = 1008.408231 Actual update 28950 of 50000, Stored update 28950 of 50000 -2 * Loglike = 1006.035459 Actual update 29000 of 50000, Stored update 29000 of 50000 -2 * Loglike = 1013.999699 Actual update 29050 of 50000, Stored update 29050 of 50000 -2 * Loglike = 1020.890350 Actual update 29100 of 50000, Stored update 29100 of 50000 -2 * Loglike = 1018.005710 Actual update 29150 of 50000, Stored update 29150 of 50000 -2 * Loglike = 1006.944528 Actual update 29200 of 50000, Stored update 29200 of 50000 -2 * Loglike = 1029.935852 Actual update 29250 of 50000, Stored update 29250 of 50000 -2 * Loglike = 1016.175165 Actual update 29300 of 50000, Stored update 29300 of 50000 -2 * Loglike = 1018.862350 Actual update 29350 of 50000, Stored update 29350 of 50000 -2 * Loglike = 1006.851386 Actual update 29400 of 50000, Stored update 29400 of 50000 -2 * Loglike = 1013.370776 Actual update 29450 of 50000, Stored update 29450 of 50000 -2 * Loglike = 1007.837351 Actual update 29500 of 50000, Stored update 29500 of 50000 -2 * Loglike = 1008.808932 Actual update 29550 of 50000, Stored update 29550 of 50000 -2 * Loglike = 1015.940819 Actual update 29600 of 50000, Stored update 29600 of 50000 -2 * Loglike = 1016.026242 Actual update 29650 of 50000, Stored update 29650 of 50000 -2 * Loglike = 1013.039253 Actual update 29700 of 50000, Stored update 29700 of 50000 -2 * Loglike = 1011.413323 Actual update 29750 of 50000, Stored update 29750 of 50000 -2 * Loglike = 1013.885066 Actual update 29800 of 50000, Stored update 29800 of 50000 -2 * Loglike = 1016.252476 Actual update 29850 of 50000, Stored update 29850 of 50000 -2 * Loglike = 1015.352376 Actual update 29900 of 50000, Stored update 29900 of 50000 -2 * Loglike = 1023.607692 Actual update 29950 of 50000, Stored update 29950 of 50000 -2 * Loglike = 1012.680063 Actual update 30000 of 50000, Stored update 30000 of 50000 -2 * Loglike = 1011.506823 Actual update 30050 of 50000, Stored update 30050 of 50000 -2 * Loglike = 1014.483104 Actual update 30100 of 50000, Stored update 30100 of 50000 -2 * Loglike = 1017.950036 Actual update 30150 of 50000, Stored update 30150 of 50000 -2 * Loglike = 1014.665623 Actual update 30200 of 50000, Stored update 30200 of 50000 -2 * Loglike = 1019.371571 Actual update 30250 of 50000, Stored update 30250 of 50000 -2 * Loglike = 1012.194696 Actual update 30300 of 50000, Stored update 30300 of 50000 -2 * Loglike = 1011.844851 Actual update 30350 of 50000, Stored update 30350 of 50000 -2 * Loglike = 1015.147301 Actual update 30400 of 50000, Stored update 30400 of 50000 -2 * Loglike = 1015.229233 Actual update 30450 of 50000, Stored update 30450 of 50000 -2 * Loglike = 1013.825092 Actual update 30500 of 50000, Stored update 30500 of 50000 -2 * Loglike = 1015.221662 Actual update 30550 of 50000, Stored update 30550 of 50000 -2 * Loglike = 1009.497076 Actual update 30600 of 50000, Stored update 30600 of 50000 -2 * Loglike = 1013.313032 Actual update 30650 of 50000, Stored update 30650 of 50000 -2 * Loglike = 1018.670330 Actual update 30700 of 50000, Stored update 30700 of 50000 -2 * Loglike = 1017.045338 Actual update 30750 of 50000, Stored update 30750 of 50000 -2 * Loglike = 1008.593064 Actual update 30800 of 50000, Stored update 30800 of 50000 -2 * Loglike = 1010.829865 Actual update 30850 of 50000, Stored update 30850 of 50000 -2 * Loglike = 1010.465625 Actual update 30900 of 50000, Stored update 30900 of 50000 -2 * Loglike = 1013.073947 Actual update 30950 of 50000, Stored update 30950 of 50000 -2 * Loglike = 1017.124056 Actual update 31000 of 50000, Stored update 31000 of 50000 -2 * Loglike = 1007.805153 Actual update 31050 of 50000, Stored update 31050 of 50000 -2 * Loglike = 1035.996048 Actual update 31100 of 50000, Stored update 31100 of 50000 -2 * Loglike = 1011.017615 Actual update 31150 of 50000, Stored update 31150 of 50000 -2 * Loglike = 1017.343489 Actual update 31200 of 50000, Stored update 31200 of 50000 -2 * Loglike = 1024.031001 Actual update 31250 of 50000, Stored update 31250 of 50000 -2 * Loglike = 1014.609349 Actual update 31300 of 50000, Stored update 31300 of 50000 -2 * Loglike = 1015.205120 Actual update 31350 of 50000, Stored update 31350 of 50000 -2 * Loglike = 1012.071746 Actual update 31400 of 50000, Stored update 31400 of 50000 -2 * Loglike = 1009.994638 Actual update 31450 of 50000, Stored update 31450 of 50000 -2 * Loglike = 1028.765995 Actual update 31500 of 50000, Stored update 31500 of 50000 -2 * Loglike = 1024.742962 Actual update 31550 of 50000, Stored update 31550 of 50000 -2 * Loglike = 1009.606143 Actual update 31600 of 50000, Stored update 31600 of 50000 -2 * Loglike = 1011.312699 Actual update 31650 of 50000, Stored update 31650 of 50000 -2 * Loglike = 1013.446782 Actual update 31700 of 50000, Stored update 31700 of 50000 -2 * Loglike = 1012.984742 Actual update 31750 of 50000, Stored update 31750 of 50000 -2 * Loglike = 1020.262826 Actual update 31800 of 50000, Stored update 31800 of 50000 -2 * Loglike = 1020.428723 Actual update 31850 of 50000, Stored update 31850 of 50000 -2 * Loglike = 1019.044503 Actual update 31900 of 50000, Stored update 31900 of 50000 -2 * Loglike = 1018.627481 Actual update 31950 of 50000, Stored update 31950 of 50000 -2 * Loglike = 1011.454141 Actual update 32000 of 50000, Stored update 32000 of 50000 -2 * Loglike = 1012.475811 Actual update 32050 of 50000, Stored update 32050 of 50000 -2 * Loglike = 1017.569499 Actual update 32100 of 50000, Stored update 32100 of 50000 -2 * Loglike = 1011.813123 Actual update 32150 of 50000, Stored update 32150 of 50000 -2 * Loglike = 1011.879180 Actual update 32200 of 50000, Stored update 32200 of 50000 -2 * Loglike = 1010.976230 Actual update 32250 of 50000, Stored update 32250 of 50000 -2 * Loglike = 1013.425863 Actual update 32300 of 50000, Stored update 32300 of 50000 -2 * Loglike = 1011.628873 Actual update 32350 of 50000, Stored update 32350 of 50000 -2 * Loglike = 1012.742792 Actual update 32400 of 50000, Stored update 32400 of 50000 -2 * Loglike = 1020.022273 Actual update 32450 of 50000, Stored update 32450 of 50000 -2 * Loglike = 1025.788723 Actual update 32500 of 50000, Stored update 32500 of 50000 -2 * Loglike = 1020.644352 Actual update 32550 of 50000, Stored update 32550 of 50000 -2 * Loglike = 1020.933693 Actual update 32600 of 50000, Stored update 32600 of 50000 -2 * Loglike = 1015.228959 Actual update 32650 of 50000, Stored update 32650 of 50000 -2 * Loglike = 1014.891305 Actual update 32700 of 50000, Stored update 32700 of 50000 -2 * Loglike = 1018.609216 Actual update 32750 of 50000, Stored update 32750 of 50000 -2 * Loglike = 1024.384338 Actual update 32800 of 50000, Stored update 32800 of 50000 -2 * Loglike = 1009.055806 Actual update 32850 of 50000, Stored update 32850 of 50000 -2 * Loglike = 1011.949861 Actual update 32900 of 50000, Stored update 32900 of 50000 -2 * Loglike = 1007.399662 Actual update 32950 of 50000, Stored update 32950 of 50000 -2 * Loglike = 1014.238873 Actual update 33000 of 50000, Stored update 33000 of 50000 -2 * Loglike = 1010.218718 Actual update 33050 of 50000, Stored update 33050 of 50000 -2 * Loglike = 1011.519601 Actual update 33100 of 50000, Stored update 33100 of 50000 -2 * Loglike = 1011.285200 Actual update 33150 of 50000, Stored update 33150 of 50000 -2 * Loglike = 1008.241595 Actual update 33200 of 50000, Stored update 33200 of 50000 -2 * Loglike = 1022.726646 Actual update 33250 of 50000, Stored update 33250 of 50000 -2 * Loglike = 1024.251233 Actual update 33300 of 50000, Stored update 33300 of 50000 -2 * Loglike = 1016.728459 Actual update 33350 of 50000, Stored update 33350 of 50000 -2 * Loglike = 1009.741257 Actual update 33400 of 50000, Stored update 33400 of 50000 -2 * Loglike = 1012.933561 Actual update 33450 of 50000, Stored update 33450 of 50000 -2 * Loglike = 1014.531110 Actual update 33500 of 50000, Stored update 33500 of 50000 -2 * Loglike = 1018.790830 Actual update 33550 of 50000, Stored update 33550 of 50000 -2 * Loglike = 1016.742208 Actual update 33600 of 50000, Stored update 33600 of 50000 -2 * Loglike = 1011.565638 Actual update 33650 of 50000, Stored update 33650 of 50000 -2 * Loglike = 1010.209983 Actual update 33700 of 50000, Stored update 33700 of 50000 -2 * Loglike = 1017.773415 Actual update 33750 of 50000, Stored update 33750 of 50000 -2 * Loglike = 1017.985726 Actual update 33800 of 50000, Stored update 33800 of 50000 -2 * Loglike = 1026.344923 Actual update 33850 of 50000, Stored update 33850 of 50000 -2 * Loglike = 1016.865428 Actual update 33900 of 50000, Stored update 33900 of 50000 -2 * Loglike = 1015.628954 Actual update 33950 of 50000, Stored update 33950 of 50000 -2 * Loglike = 1014.440038 Actual update 34000 of 50000, Stored update 34000 of 50000 -2 * Loglike = 1019.383510 Actual update 34050 of 50000, Stored update 34050 of 50000 -2 * Loglike = 1012.906030 Actual update 34100 of 50000, Stored update 34100 of 50000 -2 * Loglike = 1008.115850 Actual update 34150 of 50000, Stored update 34150 of 50000 -2 * Loglike = 1011.197575 Actual update 34200 of 50000, Stored update 34200 of 50000 -2 * Loglike = 1015.155783 Actual update 34250 of 50000, Stored update 34250 of 50000 -2 * Loglike = 1018.570905 Actual update 34300 of 50000, Stored update 34300 of 50000 -2 * Loglike = 1016.655962 Actual update 34350 of 50000, Stored update 34350 of 50000 -2 * Loglike = 1013.687611 Actual update 34400 of 50000, Stored update 34400 of 50000 -2 * Loglike = 1015.475632 Actual update 34450 of 50000, Stored update 34450 of 50000 -2 * Loglike = 1011.535526 Actual update 34500 of 50000, Stored update 34500 of 50000 -2 * Loglike = 1017.538951 Actual update 34550 of 50000, Stored update 34550 of 50000 -2 * Loglike = 1009.529608 Actual update 34600 of 50000, Stored update 34600 of 50000 -2 * Loglike = 1012.660714 Actual update 34650 of 50000, Stored update 34650 of 50000 -2 * Loglike = 1015.524140 Actual update 34700 of 50000, Stored update 34700 of 50000 -2 * Loglike = 1017.643296 Actual update 34750 of 50000, Stored update 34750 of 50000 -2 * Loglike = 1011.184569 Actual update 34800 of 50000, Stored update 34800 of 50000 -2 * Loglike = 1025.510893 Actual update 34850 of 50000, Stored update 34850 of 50000 -2 * Loglike = 1012.934228 Actual update 34900 of 50000, Stored update 34900 of 50000 -2 * Loglike = 1008.051407 Actual update 34950 of 50000, Stored update 34950 of 50000 -2 * Loglike = 1013.867223 Actual update 35000 of 50000, Stored update 35000 of 50000 -2 * Loglike = 1015.610339 Actual update 35050 of 50000, Stored update 35050 of 50000 -2 * Loglike = 1013.268010 Actual update 35100 of 50000, Stored update 35100 of 50000 -2 * Loglike = 1016.234616 Actual update 35150 of 50000, Stored update 35150 of 50000 -2 * Loglike = 1019.223870 Actual update 35200 of 50000, Stored update 35200 of 50000 -2 * Loglike = 1017.620650 Actual update 35250 of 50000, Stored update 35250 of 50000 -2 * Loglike = 1019.090994 Actual update 35300 of 50000, Stored update 35300 of 50000 -2 * Loglike = 1024.579189 Actual update 35350 of 50000, Stored update 35350 of 50000 -2 * Loglike = 1016.953481 Actual update 35400 of 50000, Stored update 35400 of 50000 -2 * Loglike = 1013.727411 Actual update 35450 of 50000, Stored update 35450 of 50000 -2 * Loglike = 1022.168272 Actual update 35500 of 50000, Stored update 35500 of 50000 -2 * Loglike = 1026.369643 Actual update 35550 of 50000, Stored update 35550 of 50000 -2 * Loglike = 1017.765494 Actual update 35600 of 50000, Stored update 35600 of 50000 -2 * Loglike = 1020.834589 Actual update 35650 of 50000, Stored update 35650 of 50000 -2 * Loglike = 1023.012842 Actual update 35700 of 50000, Stored update 35700 of 50000 -2 * Loglike = 1013.868587 Actual update 35750 of 50000, Stored update 35750 of 50000 -2 * Loglike = 1015.191781 Actual update 35800 of 50000, Stored update 35800 of 50000 -2 * Loglike = 1009.579886 Actual update 35850 of 50000, Stored update 35850 of 50000 -2 * Loglike = 1021.669174 Actual update 35900 of 50000, Stored update 35900 of 50000 -2 * Loglike = 1015.532884 Actual update 35950 of 50000, Stored update 35950 of 50000 -2 * Loglike = 1021.175026 Actual update 36000 of 50000, Stored update 36000 of 50000 -2 * Loglike = 1017.729193 Actual update 36050 of 50000, Stored update 36050 of 50000 -2 * Loglike = 1023.237692 Actual update 36100 of 50000, Stored update 36100 of 50000 -2 * Loglike = 1028.603063 Actual update 36150 of 50000, Stored update 36150 of 50000 -2 * Loglike = 1018.668304 Actual update 36200 of 50000, Stored update 36200 of 50000 -2 * Loglike = 1029.241625 Actual update 36250 of 50000, Stored update 36250 of 50000 -2 * Loglike = 1025.949979 Actual update 36300 of 50000, Stored update 36300 of 50000 -2 * Loglike = 1034.853912 Actual update 36350 of 50000, Stored update 36350 of 50000 -2 * Loglike = 1020.249395 Actual update 36400 of 50000, Stored update 36400 of 50000 -2 * Loglike = 1019.540404 Actual update 36450 of 50000, Stored update 36450 of 50000 -2 * Loglike = 1019.907318 Actual update 36500 of 50000, Stored update 36500 of 50000 -2 * Loglike = 1014.228262 Actual update 36550 of 50000, Stored update 36550 of 50000 -2 * Loglike = 1010.615286 Actual update 36600 of 50000, Stored update 36600 of 50000 -2 * Loglike = 1027.263674 Actual update 36650 of 50000, Stored update 36650 of 50000 -2 * Loglike = 1009.580459 Actual update 36700 of 50000, Stored update 36700 of 50000 -2 * Loglike = 1009.630336 Actual update 36750 of 50000, Stored update 36750 of 50000 -2 * Loglike = 1013.244616 Actual update 36800 of 50000, Stored update 36800 of 50000 -2 * Loglike = 1012.795628 Actual update 36850 of 50000, Stored update 36850 of 50000 -2 * Loglike = 1015.670309 Actual update 36900 of 50000, Stored update 36900 of 50000 -2 * Loglike = 1007.633600 Actual update 36950 of 50000, Stored update 36950 of 50000 -2 * Loglike = 1012.153551 Actual update 37000 of 50000, Stored update 37000 of 50000 -2 * Loglike = 1013.846125 Actual update 37050 of 50000, Stored update 37050 of 50000 -2 * Loglike = 1013.426087 Actual update 37100 of 50000, Stored update 37100 of 50000 -2 * Loglike = 1014.822932 Actual update 37150 of 50000, Stored update 37150 of 50000 -2 * Loglike = 1012.857011 Actual update 37200 of 50000, Stored update 37200 of 50000 -2 * Loglike = 1014.525586 Actual update 37250 of 50000, Stored update 37250 of 50000 -2 * Loglike = 1012.826960 Actual update 37300 of 50000, Stored update 37300 of 50000 -2 * Loglike = 1025.154903 Actual update 37350 of 50000, Stored update 37350 of 50000 -2 * Loglike = 1013.267033 Actual update 37400 of 50000, Stored update 37400 of 50000 -2 * Loglike = 1027.439747 Actual update 37450 of 50000, Stored update 37450 of 50000 -2 * Loglike = 1009.967629 Actual update 37500 of 50000, Stored update 37500 of 50000 -2 * Loglike = 1018.426390 Actual update 37550 of 50000, Stored update 37550 of 50000 -2 * Loglike = 1018.930702 Actual update 37600 of 50000, Stored update 37600 of 50000 -2 * Loglike = 1011.933841 Actual update 37650 of 50000, Stored update 37650 of 50000 -2 * Loglike = 1018.379476 Actual update 37700 of 50000, Stored update 37700 of 50000 -2 * Loglike = 1012.213997 Actual update 37750 of 50000, Stored update 37750 of 50000 -2 * Loglike = 1014.349920 Actual update 37800 of 50000, Stored update 37800 of 50000 -2 * Loglike = 1017.414453 Actual update 37850 of 50000, Stored update 37850 of 50000 -2 * Loglike = 1007.442575 Actual update 37900 of 50000, Stored update 37900 of 50000 -2 * Loglike = 1011.015450 Actual update 37950 of 50000, Stored update 37950 of 50000 -2 * Loglike = 1027.317097 Actual update 38000 of 50000, Stored update 38000 of 50000 -2 * Loglike = 1019.949236 Actual update 38050 of 50000, Stored update 38050 of 50000 -2 * Loglike = 1031.025497 Actual update 38100 of 50000, Stored update 38100 of 50000 -2 * Loglike = 1019.268610 Actual update 38150 of 50000, Stored update 38150 of 50000 -2 * Loglike = 1015.351948 Actual update 38200 of 50000, Stored update 38200 of 50000 -2 * Loglike = 1016.777414 Actual update 38250 of 50000, Stored update 38250 of 50000 -2 * Loglike = 1019.482160 Actual update 38300 of 50000, Stored update 38300 of 50000 -2 * Loglike = 1017.113572 Actual update 38350 of 50000, Stored update 38350 of 50000 -2 * Loglike = 1013.686688 Actual update 38400 of 50000, Stored update 38400 of 50000 -2 * Loglike = 1016.682589 Actual update 38450 of 50000, Stored update 38450 of 50000 -2 * Loglike = 1026.631735 Actual update 38500 of 50000, Stored update 38500 of 50000 -2 * Loglike = 1014.259554 Actual update 38550 of 50000, Stored update 38550 of 50000 -2 * Loglike = 1020.046944 Actual update 38600 of 50000, Stored update 38600 of 50000 -2 * Loglike = 1015.901544 Actual update 38650 of 50000, Stored update 38650 of 50000 -2 * Loglike = 1019.109739 Actual update 38700 of 50000, Stored update 38700 of 50000 -2 * Loglike = 1013.790301 Actual update 38750 of 50000, Stored update 38750 of 50000 -2 * Loglike = 1024.274104 Actual update 38800 of 50000, Stored update 38800 of 50000 -2 * Loglike = 1009.308985 Actual update 38850 of 50000, Stored update 38850 of 50000 -2 * Loglike = 1017.721623 Actual update 38900 of 50000, Stored update 38900 of 50000 -2 * Loglike = 1018.364468 Actual update 38950 of 50000, Stored update 38950 of 50000 -2 * Loglike = 1022.589230 Actual update 39000 of 50000, Stored update 39000 of 50000 -2 * Loglike = 1023.218167 Actual update 39050 of 50000, Stored update 39050 of 50000 -2 * Loglike = 1015.464636 Actual update 39100 of 50000, Stored update 39100 of 50000 -2 * Loglike = 1013.365776 Actual update 39150 of 50000, Stored update 39150 of 50000 -2 * Loglike = 1013.834657 Actual update 39200 of 50000, Stored update 39200 of 50000 -2 * Loglike = 1013.276261 Actual update 39250 of 50000, Stored update 39250 of 50000 -2 * Loglike = 1027.136349 Actual update 39300 of 50000, Stored update 39300 of 50000 -2 * Loglike = 1011.953578 Actual update 39350 of 50000, Stored update 39350 of 50000 -2 * Loglike = 1021.253360 Actual update 39400 of 50000, Stored update 39400 of 50000 -2 * Loglike = 1017.246615 Actual update 39450 of 50000, Stored update 39450 of 50000 -2 * Loglike = 1013.089311 Actual update 39500 of 50000, Stored update 39500 of 50000 -2 * Loglike = 1022.580497 Actual update 39550 of 50000, Stored update 39550 of 50000 -2 * Loglike = 1009.595976 Actual update 39600 of 50000, Stored update 39600 of 50000 -2 * Loglike = 1009.652332 Actual update 39650 of 50000, Stored update 39650 of 50000 -2 * Loglike = 1026.346520 Actual update 39700 of 50000, Stored update 39700 of 50000 -2 * Loglike = 1023.709867 Actual update 39750 of 50000, Stored update 39750 of 50000 -2 * Loglike = 1012.929684 Actual update 39800 of 50000, Stored update 39800 of 50000 -2 * Loglike = 1017.935648 Actual update 39850 of 50000, Stored update 39850 of 50000 -2 * Loglike = 1021.273383 Actual update 39900 of 50000, Stored update 39900 of 50000 -2 * Loglike = 1008.621794 Actual update 39950 of 50000, Stored update 39950 of 50000 -2 * Loglike = 1012.923481 Actual update 40000 of 50000, Stored update 40000 of 50000 -2 * Loglike = 1018.720435 Actual update 40050 of 50000, Stored update 40050 of 50000 -2 * Loglike = 1019.307354 Actual update 40100 of 50000, Stored update 40100 of 50000 -2 * Loglike = 1015.234294 Actual update 40150 of 50000, Stored update 40150 of 50000 -2 * Loglike = 1016.766313 Actual update 40200 of 50000, Stored update 40200 of 50000 -2 * Loglike = 1011.409181 Actual update 40250 of 50000, Stored update 40250 of 50000 -2 * Loglike = 1015.696719 Actual update 40300 of 50000, Stored update 40300 of 50000 -2 * Loglike = 1011.626855 Actual update 40350 of 50000, Stored update 40350 of 50000 -2 * Loglike = 1011.609198 Actual update 40400 of 50000, Stored update 40400 of 50000 -2 * Loglike = 1013.067471 Actual update 40450 of 50000, Stored update 40450 of 50000 -2 * Loglike = 1012.760804 Actual update 40500 of 50000, Stored update 40500 of 50000 -2 * Loglike = 1009.619017 Actual update 40550 of 50000, Stored update 40550 of 50000 -2 * Loglike = 1007.737983 Actual update 40600 of 50000, Stored update 40600 of 50000 -2 * Loglike = 1026.428751 Actual update 40650 of 50000, Stored update 40650 of 50000 -2 * Loglike = 1009.307452 Actual update 40700 of 50000, Stored update 40700 of 50000 -2 * Loglike = 1010.652319 Actual update 40750 of 50000, Stored update 40750 of 50000 -2 * Loglike = 1007.765919 Actual update 40800 of 50000, Stored update 40800 of 50000 -2 * Loglike = 1017.944424 Actual update 40850 of 50000, Stored update 40850 of 50000 -2 * Loglike = 1017.419814 Actual update 40900 of 50000, Stored update 40900 of 50000 -2 * Loglike = 1012.361062 Actual update 40950 of 50000, Stored update 40950 of 50000 -2 * Loglike = 1010.130151 Actual update 41000 of 50000, Stored update 41000 of 50000 -2 * Loglike = 1015.939877 Actual update 41050 of 50000, Stored update 41050 of 50000 -2 * Loglike = 1010.179255 Actual update 41100 of 50000, Stored update 41100 of 50000 -2 * Loglike = 1009.835432 Actual update 41150 of 50000, Stored update 41150 of 50000 -2 * Loglike = 1016.697811 Actual update 41200 of 50000, Stored update 41200 of 50000 -2 * Loglike = 1015.579601 Actual update 41250 of 50000, Stored update 41250 of 50000 -2 * Loglike = 1013.644970 Actual update 41300 of 50000, Stored update 41300 of 50000 -2 * Loglike = 1015.415643 Actual update 41350 of 50000, Stored update 41350 of 50000 -2 * Loglike = 1016.451752 Actual update 41400 of 50000, Stored update 41400 of 50000 -2 * Loglike = 1016.217666 Actual update 41450 of 50000, Stored update 41450 of 50000 -2 * Loglike = 1018.065986 Actual update 41500 of 50000, Stored update 41500 of 50000 -2 * Loglike = 1016.763248 Actual update 41550 of 50000, Stored update 41550 of 50000 -2 * Loglike = 1011.008421 Actual update 41600 of 50000, Stored update 41600 of 50000 -2 * Loglike = 1007.201419 Actual update 41650 of 50000, Stored update 41650 of 50000 -2 * Loglike = 1013.574334 Actual update 41700 of 50000, Stored update 41700 of 50000 -2 * Loglike = 1018.654852 Actual update 41750 of 50000, Stored update 41750 of 50000 -2 * Loglike = 1006.347415 Actual update 41800 of 50000, Stored update 41800 of 50000 -2 * Loglike = 1017.660107 Actual update 41850 of 50000, Stored update 41850 of 50000 -2 * Loglike = 1006.964707 Actual update 41900 of 50000, Stored update 41900 of 50000 -2 * Loglike = 1021.683434 Actual update 41950 of 50000, Stored update 41950 of 50000 -2 * Loglike = 1014.572015 Actual update 42000 of 50000, Stored update 42000 of 50000 -2 * Loglike = 1017.215517 Actual update 42050 of 50000, Stored update 42050 of 50000 -2 * Loglike = 1013.038388 Actual update 42100 of 50000, Stored update 42100 of 50000 -2 * Loglike = 1013.659412 Actual update 42150 of 50000, Stored update 42150 of 50000 -2 * Loglike = 1015.861877 Actual update 42200 of 50000, Stored update 42200 of 50000 -2 * Loglike = 1012.470942 Actual update 42250 of 50000, Stored update 42250 of 50000 -2 * Loglike = 1017.931465 Actual update 42300 of 50000, Stored update 42300 of 50000 -2 * Loglike = 1011.471872 Actual update 42350 of 50000, Stored update 42350 of 50000 -2 * Loglike = 1005.559930 Actual update 42400 of 50000, Stored update 42400 of 50000 -2 * Loglike = 1009.286208 Actual update 42450 of 50000, Stored update 42450 of 50000 -2 * Loglike = 1006.248901 Actual update 42500 of 50000, Stored update 42500 of 50000 -2 * Loglike = 1011.377708 Actual update 42550 of 50000, Stored update 42550 of 50000 -2 * Loglike = 1014.588306 Actual update 42600 of 50000, Stored update 42600 of 50000 -2 * Loglike = 1007.667555 Actual update 42650 of 50000, Stored update 42650 of 50000 -2 * Loglike = 1017.149706 Actual update 42700 of 50000, Stored update 42700 of 50000 -2 * Loglike = 1015.749133 Actual update 42750 of 50000, Stored update 42750 of 50000 -2 * Loglike = 1023.165612 Actual update 42800 of 50000, Stored update 42800 of 50000 -2 * Loglike = 1011.073359 Actual update 42850 of 50000, Stored update 42850 of 50000 -2 * Loglike = 1026.110836 Actual update 42900 of 50000, Stored update 42900 of 50000 -2 * Loglike = 1020.029657 Actual update 42950 of 50000, Stored update 42950 of 50000 -2 * Loglike = 1007.179671 Actual update 43000 of 50000, Stored update 43000 of 50000 -2 * Loglike = 1013.832312 Actual update 43050 of 50000, Stored update 43050 of 50000 -2 * Loglike = 1013.849582 Actual update 43100 of 50000, Stored update 43100 of 50000 -2 * Loglike = 1019.648720 Actual update 43150 of 50000, Stored update 43150 of 50000 -2 * Loglike = 1012.336025 Actual update 43200 of 50000, Stored update 43200 of 50000 -2 * Loglike = 1017.298653 Actual update 43250 of 50000, Stored update 43250 of 50000 -2 * Loglike = 1012.632440 Actual update 43300 of 50000, Stored update 43300 of 50000 -2 * Loglike = 1014.479484 Actual update 43350 of 50000, Stored update 43350 of 50000 -2 * Loglike = 1021.559446 Actual update 43400 of 50000, Stored update 43400 of 50000 -2 * Loglike = 1018.008961 Actual update 43450 of 50000, Stored update 43450 of 50000 -2 * Loglike = 1018.119187 Actual update 43500 of 50000, Stored update 43500 of 50000 -2 * Loglike = 1028.136304 Actual update 43550 of 50000, Stored update 43550 of 50000 -2 * Loglike = 1023.718373 Actual update 43600 of 50000, Stored update 43600 of 50000 -2 * Loglike = 1013.610340 Actual update 43650 of 50000, Stored update 43650 of 50000 -2 * Loglike = 1022.560843 Actual update 43700 of 50000, Stored update 43700 of 50000 -2 * Loglike = 1021.661887 Actual update 43750 of 50000, Stored update 43750 of 50000 -2 * Loglike = 1023.872263 Actual update 43800 of 50000, Stored update 43800 of 50000 -2 * Loglike = 1019.592850 Actual update 43850 of 50000, Stored update 43850 of 50000 -2 * Loglike = 1033.023415 Actual update 43900 of 50000, Stored update 43900 of 50000 -2 * Loglike = 1016.068031 Actual update 43950 of 50000, Stored update 43950 of 50000 -2 * Loglike = 1021.791338 Actual update 44000 of 50000, Stored update 44000 of 50000 -2 * Loglike = 1013.375598 Actual update 44050 of 50000, Stored update 44050 of 50000 -2 * Loglike = 1020.736708 Actual update 44100 of 50000, Stored update 44100 of 50000 -2 * Loglike = 1020.809018 Actual update 44150 of 50000, Stored update 44150 of 50000 -2 * Loglike = 1016.917299 Actual update 44200 of 50000, Stored update 44200 of 50000 -2 * Loglike = 1016.008858 Actual update 44250 of 50000, Stored update 44250 of 50000 -2 * Loglike = 1013.933323 Actual update 44300 of 50000, Stored update 44300 of 50000 -2 * Loglike = 1012.416308 Actual update 44350 of 50000, Stored update 44350 of 50000 -2 * Loglike = 1014.453843 Actual update 44400 of 50000, Stored update 44400 of 50000 -2 * Loglike = 1021.424604 Actual update 44450 of 50000, Stored update 44450 of 50000 -2 * Loglike = 1014.929860 Actual update 44500 of 50000, Stored update 44500 of 50000 -2 * Loglike = 1011.058740 Actual update 44550 of 50000, Stored update 44550 of 50000 -2 * Loglike = 1018.685427 Actual update 44600 of 50000, Stored update 44600 of 50000 -2 * Loglike = 1014.438178 Actual update 44650 of 50000, Stored update 44650 of 50000 -2 * Loglike = 1009.099571 Actual update 44700 of 50000, Stored update 44700 of 50000 -2 * Loglike = 1019.649136 Actual update 44750 of 50000, Stored update 44750 of 50000 -2 * Loglike = 1011.329398 Actual update 44800 of 50000, Stored update 44800 of 50000 -2 * Loglike = 1014.330768 Actual update 44850 of 50000, Stored update 44850 of 50000 -2 * Loglike = 1018.096415 Actual update 44900 of 50000, Stored update 44900 of 50000 -2 * Loglike = 1016.692859 Actual update 44950 of 50000, Stored update 44950 of 50000 -2 * Loglike = 1034.898666 Actual update 45000 of 50000, Stored update 45000 of 50000 -2 * Loglike = 1009.498898 Actual update 45050 of 50000, Stored update 45050 of 50000 -2 * Loglike = 1016.413502 Actual update 45100 of 50000, Stored update 45100 of 50000 -2 * Loglike = 1015.745939 Actual update 45150 of 50000, Stored update 45150 of 50000 -2 * Loglike = 1018.742556 Actual update 45200 of 50000, Stored update 45200 of 50000 -2 * Loglike = 1019.306511 Actual update 45250 of 50000, Stored update 45250 of 50000 -2 * Loglike = 1014.452897 Actual update 45300 of 50000, Stored update 45300 of 50000 -2 * Loglike = 1009.849451 Actual update 45350 of 50000, Stored update 45350 of 50000 -2 * Loglike = 1007.813453 Actual update 45400 of 50000, Stored update 45400 of 50000 -2 * Loglike = 1022.318190 Actual update 45450 of 50000, Stored update 45450 of 50000 -2 * Loglike = 1016.420654 Actual update 45500 of 50000, Stored update 45500 of 50000 -2 * Loglike = 1026.353085 Actual update 45550 of 50000, Stored update 45550 of 50000 -2 * Loglike = 1007.877553 Actual update 45600 of 50000, Stored update 45600 of 50000 -2 * Loglike = 1011.016672 Actual update 45650 of 50000, Stored update 45650 of 50000 -2 * Loglike = 1010.121166 Actual update 45700 of 50000, Stored update 45700 of 50000 -2 * Loglike = 1013.949134 Actual update 45750 of 50000, Stored update 45750 of 50000 -2 * Loglike = 1010.597545 Actual update 45800 of 50000, Stored update 45800 of 50000 -2 * Loglike = 1017.941617 Actual update 45850 of 50000, Stored update 45850 of 50000 -2 * Loglike = 1006.185291 Actual update 45900 of 50000, Stored update 45900 of 50000 -2 * Loglike = 1017.665340 Actual update 45950 of 50000, Stored update 45950 of 50000 -2 * Loglike = 1017.400967 Actual update 46000 of 50000, Stored update 46000 of 50000 -2 * Loglike = 1009.746855 Actual update 46050 of 50000, Stored update 46050 of 50000 -2 * Loglike = 1012.986622 Actual update 46100 of 50000, Stored update 46100 of 50000 -2 * Loglike = 1010.183813 Actual update 46150 of 50000, Stored update 46150 of 50000 -2 * Loglike = 1007.758249 Actual update 46200 of 50000, Stored update 46200 of 50000 -2 * Loglike = 1014.166081 Actual update 46250 of 50000, Stored update 46250 of 50000 -2 * Loglike = 1019.943380 Actual update 46300 of 50000, Stored update 46300 of 50000 -2 * Loglike = 1010.882182 Actual update 46350 of 50000, Stored update 46350 of 50000 -2 * Loglike = 1016.344244 Actual update 46400 of 50000, Stored update 46400 of 50000 -2 * Loglike = 1009.166636 Actual update 46450 of 50000, Stored update 46450 of 50000 -2 * Loglike = 1013.033375 Actual update 46500 of 50000, Stored update 46500 of 50000 -2 * Loglike = 1011.619360 Actual update 46550 of 50000, Stored update 46550 of 50000 -2 * Loglike = 1026.279838 Actual update 46600 of 50000, Stored update 46600 of 50000 -2 * Loglike = 1016.779558 Actual update 46650 of 50000, Stored update 46650 of 50000 -2 * Loglike = 1017.482440 Actual update 46700 of 50000, Stored update 46700 of 50000 -2 * Loglike = 1035.164280 Actual update 46750 of 50000, Stored update 46750 of 50000 -2 * Loglike = 1022.019867 Actual update 46800 of 50000, Stored update 46800 of 50000 -2 * Loglike = 1015.398784 Actual update 46850 of 50000, Stored update 46850 of 50000 -2 * Loglike = 1015.143969 Actual update 46900 of 50000, Stored update 46900 of 50000 -2 * Loglike = 1008.607687 Actual update 46950 of 50000, Stored update 46950 of 50000 -2 * Loglike = 1016.864691 Actual update 47000 of 50000, Stored update 47000 of 50000 -2 * Loglike = 1020.149287 Actual update 47050 of 50000, Stored update 47050 of 50000 -2 * Loglike = 1014.384425 Actual update 47100 of 50000, Stored update 47100 of 50000 -2 * Loglike = 1009.033449 Actual update 47150 of 50000, Stored update 47150 of 50000 -2 * Loglike = 1013.944668 Actual update 47200 of 50000, Stored update 47200 of 50000 -2 * Loglike = 1011.215152 Actual update 47250 of 50000, Stored update 47250 of 50000 -2 * Loglike = 1022.830737 Actual update 47300 of 50000, Stored update 47300 of 50000 -2 * Loglike = 1009.989252 Actual update 47350 of 50000, Stored update 47350 of 50000 -2 * Loglike = 1009.750907 Actual update 47400 of 50000, Stored update 47400 of 50000 -2 * Loglike = 1016.511961 Actual update 47450 of 50000, Stored update 47450 of 50000 -2 * Loglike = 1015.576075 Actual update 47500 of 50000, Stored update 47500 of 50000 -2 * Loglike = 1013.078344 Actual update 47550 of 50000, Stored update 47550 of 50000 -2 * Loglike = 1017.021667 Actual update 47600 of 50000, Stored update 47600 of 50000 -2 * Loglike = 1009.400686 Actual update 47650 of 50000, Stored update 47650 of 50000 -2 * Loglike = 1012.030414 Actual update 47700 of 50000, Stored update 47700 of 50000 -2 * Loglike = 1013.202048 Actual update 47750 of 50000, Stored update 47750 of 50000 -2 * Loglike = 1008.563831 Actual update 47800 of 50000, Stored update 47800 of 50000 -2 * Loglike = 1010.145806 Actual update 47850 of 50000, Stored update 47850 of 50000 -2 * Loglike = 1015.663682 Actual update 47900 of 50000, Stored update 47900 of 50000 -2 * Loglike = 1012.917417 Actual update 47950 of 50000, Stored update 47950 of 50000 -2 * Loglike = 1013.074049 Actual update 48000 of 50000, Stored update 48000 of 50000 -2 * Loglike = 1019.192202 Actual update 48050 of 50000, Stored update 48050 of 50000 -2 * Loglike = 1010.451228 Actual update 48100 of 50000, Stored update 48100 of 50000 -2 * Loglike = 1013.146405 Actual update 48150 of 50000, Stored update 48150 of 50000 -2 * Loglike = 1011.272163 Actual update 48200 of 50000, Stored update 48200 of 50000 -2 * Loglike = 1026.175229 Actual update 48250 of 50000, Stored update 48250 of 50000 -2 * Loglike = 1015.247527 Actual update 48300 of 50000, Stored update 48300 of 50000 -2 * Loglike = 1008.312349 Actual update 48350 of 50000, Stored update 48350 of 50000 -2 * Loglike = 1012.424343 Actual update 48400 of 50000, Stored update 48400 of 50000 -2 * Loglike = 1008.094262 Actual update 48450 of 50000, Stored update 48450 of 50000 -2 * Loglike = 1017.146038 Actual update 48500 of 50000, Stored update 48500 of 50000 -2 * Loglike = 1009.376353 Actual update 48550 of 50000, Stored update 48550 of 50000 -2 * Loglike = 1012.845103 Actual update 48600 of 50000, Stored update 48600 of 50000 -2 * Loglike = 1018.827319 Actual update 48650 of 50000, Stored update 48650 of 50000 -2 * Loglike = 1007.456953 Actual update 48700 of 50000, Stored update 48700 of 50000 -2 * Loglike = 1008.678272 Actual update 48750 of 50000, Stored update 48750 of 50000 -2 * Loglike = 1012.165366 Actual update 48800 of 50000, Stored update 48800 of 50000 -2 * Loglike = 1015.348380 Actual update 48850 of 50000, Stored update 48850 of 50000 -2 * Loglike = 1004.712810 Actual update 48900 of 50000, Stored update 48900 of 50000 -2 * Loglike = 1008.726124 Actual update 48950 of 50000, Stored update 48950 of 50000 -2 * Loglike = 1008.605697 Actual update 49000 of 50000, Stored update 49000 of 50000 -2 * Loglike = 1014.806138 Actual update 49050 of 50000, Stored update 49050 of 50000 -2 * Loglike = 1011.869344 Actual update 49100 of 50000, Stored update 49100 of 50000 -2 * Loglike = 1008.158289 Actual update 49150 of 50000, Stored update 49150 of 50000 -2 * Loglike = 1013.971231 Actual update 49200 of 50000, Stored update 49200 of 50000 -2 * Loglike = 1013.664295 Actual update 49250 of 50000, Stored update 49250 of 50000 -2 * Loglike = 1019.209775 Actual update 49300 of 50000, Stored update 49300 of 50000 -2 * Loglike = 1023.973890 Actual update 49350 of 50000, Stored update 49350 of 50000 -2 * Loglike = 1012.283011 Actual update 49400 of 50000, Stored update 49400 of 50000 -2 * Loglike = 1009.184983 Actual update 49450 of 50000, Stored update 49450 of 50000 -2 * Loglike = 1012.493149 Actual update 49500 of 50000, Stored update 49500 of 50000 -2 * Loglike = 1011.023499 Actual update 49550 of 50000, Stored update 49550 of 50000 -2 * Loglike = 1014.696888 Actual update 49600 of 50000, Stored update 49600 of 50000 -2 * Loglike = 1007.361718 Actual update 49650 of 50000, Stored update 49650 of 50000 -2 * Loglike = 1012.970215 Actual update 49700 of 50000, Stored update 49700 of 50000 -2 * Loglike = 1017.844700 Actual update 49750 of 50000, Stored update 49750 of 50000 -2 * Loglike = 1014.576744 Actual update 49800 of 50000, Stored update 49800 of 50000 -2 * Loglike = 1008.832715 Actual update 49850 of 50000, Stored update 49850 of 50000 -2 * Loglike = 1016.122609 Actual update 49900 of 50000, Stored update 49900 of 50000 -2 * Loglike = 1009.735502 Actual update 49950 of 50000, Stored update 49950 of 50000 -2 * Loglike = 1011.263113 Actual update 50000 of 50000, Stored update 50000 of 50000 -2 * Loglike = 1010.892600 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 50000 Average = 1015.4 S.D. = 5.8158 S.E.M. = 0.026009 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.09) multilevel model (Multivariate Normal) Estimation algorithm: MCMC Elapsed time : 3.84s Number of obs: 30 (from total 30) Number of iter.: 50000 Chains: 1 Burn-in: 500 Bayesian Deviance Information Criterion (DIC) Dbar D(thetabar) pD DIC 1015.423 1006.005 9.418 1024.840 --------------------------------------------------------------------------------------------------- The model formula: c(y8, y15, y22, y29, y36) ~ 1 + (1 | rat) Level 1: rat --------------------------------------------------------------------------------------------------- The fixed part estimates: Coef. Std. Err. z Pr(>|z|) [95% Cred. Interval] ESS Intercept_y8 152.16955 2.48435 61.25 0 *** 147.25693 157.09464 50000 Intercept_y15 201.76484 2.81909 71.57 0 *** 196.19856 207.31011 50000 Intercept_y22 245.03782 3.35730 72.99 0 *** 238.42476 251.67358 50000 Intercept_y29 289.50561 4.16949 69.43 0 *** 281.27449 297.73565 50000 Intercept_y36 324.80671 4.23349 76.72 0 *** 316.44088 333.18680 49056 Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 --------------------------------------------------------------------------------------------------- The random part estimates at the rat level: Coef. Std. Err. [95% Cred. Interval] ESS var_Intercept_y8 184.99986 64.63109 99.27080 349.14376 266 cov_Intercept_y8_Intercept_y15 197.96303 70.90982 104.18641 384.19912 229 var_Intercept_y15 238.45038 83.02111 128.03163 456.41404 257 cov_Intercept_y8_Intercept_y22 222.66138 82.27239 113.50299 441.85902 200 cov_Intercept_y15_Intercept_y22 267.96912 95.66329 139.64078 524.43019 221 var_Intercept_y22 338.66755 116.70093 180.02655 648.20730 229 cov_Intercept_y8_Intercept_y29 260.67292 100.06371 127.81774 534.59883 190 cov_Intercept_y15_Intercept_y29 313.58451 116.24887 157.67839 628.60641 205 cov_Intercept_y22_Intercept_y29 395.91211 140.85835 204.83120 778.70819 207 var_Intercept_y29 520.39377 179.25479 277.65158 1008.49029 225 cov_Intercept_y8_Intercept_y36 250.00869 98.12261 119.43459 517.81668 204 cov_Intercept_y15_Intercept_y36 300.69907 113.98774 148.09726 612.21703 200 cov_Intercept_y22_Intercept_y36 379.48084 137.84916 193.14231 755.83215 206 cov_Intercept_y29_Intercept_y36 498.41114 174.27542 262.93141 977.45230 236 var_Intercept_y36 537.40121 180.64997 292.34950 1017.60914 241 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > covM2 <- matrix(, 5, 5) > colnames(covM2) <- rownames(covM2) <- c("cons.y8", "cons.y15", "cons.y22", "cons.y29", "cons.y36") > covM2[upper.tri(covM2, diag = TRUE)] <- mymodel@RP > # covM2[lower.tri(covM2)] <- t(covM2)[lower.tri(covM2)] > round(t(covM2), 3) cons.y8 cons.y15 cons.y22 cons.y29 cons.y36 cons.y8 185.000 NA NA NA NA cons.y15 197.963 238.450 NA NA NA cons.y22 222.661 267.969 338.668 NA NA cons.y29 260.673 313.585 395.912 520.394 NA cons.y36 250.009 300.699 379.481 498.411 537.401 > round(cov2cor(t(covM2)), 3) cons.y8 cons.y15 cons.y22 cons.y29 cons.y36 cons.y8 1.000 NA NA NA NA cons.y15 0.943 1.000 NA NA NA cons.y22 0.890 0.943 1.000 NA NA cons.y29 0.840 0.890 0.943 1.000 NA cons.y36 0.793 0.840 0.890 0.942 1 > > # Chapter learning outcomes . . . . . . . . . . . . . . . . . . . . . . .128 > > > > > > ############################################################################ > > proc.time() user system elapsed 9.40 1.59 24.39