R version 3.6.3 (2020-02-29) -- "Holding the Windsock" Copyright (C) 2020 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 2013-2017 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 v3.05/ 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 Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 12805.994829 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 12701.732578 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 12724.390456 Adapting finished and took 400 iterations Adapting took 400 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 12644.886667 Burning in for 100 iterations out of 500 -2 * Loglike = 12677.914744 Burning in for 150 iterations out of 500 -2 * Loglike = 12519.580841 Burning in for 200 iterations out of 500 -2 * Loglike = 12667.799806 Burning in for 250 iterations out of 500 -2 * Loglike = 12634.161580 Burning in for 300 iterations out of 500 -2 * Loglike = 12694.642713 Burning in for 350 iterations out of 500 -2 * Loglike = 12719.620791 Burning in for 400 iterations out of 500 -2 * Loglike = 12658.786407 Burning in for 450 iterations out of 500 -2 * Loglike = 12592.747762 Burning in for 500 iterations out of 500 -2 * Loglike = 12746.360304 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 = 12796.522205 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 12656.064815 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 12694.258119 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 12606.728281 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 12577.775711 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 12698.818511 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 12569.306425 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 12789.942996 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 12610.843198 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 12682.706838 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 12597.893347 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 12559.048824 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 12568.441026 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 12765.174713 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 12658.175428 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 12683.844532 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 12610.634044 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 12752.638928 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 12649.882380 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 12646.046502 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 12647.973320 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 12747.748707 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 12657.026643 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 12705.140004 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 12675.142654 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 12717.794227 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 12667.445077 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 12630.563382 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 12705.050444 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 12676.193995 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 12742.408087 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 12753.110196 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 12704.490821 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 12667.289229 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 12773.461726 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 12801.352394 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 12695.444529 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 12796.098093 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 12682.202371 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 12681.172716 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 12698.496149 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 12671.863176 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 12663.311681 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 12727.171161 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 12666.202639 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 12652.323066 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 12684.371903 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 12771.840974 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 12703.329278 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 12688.775234 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 12664.284521 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 12640.038178 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 12699.283669 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 12649.062300 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 12658.294228 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 12652.610130 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 12613.582467 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 12637.030677 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 12671.673168 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 12660.789255 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 12696.443953 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 12745.679444 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 12667.638189 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 12724.881927 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 12707.733312 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 12681.875177 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 12678.754785 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 12732.905554 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 12777.514863 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 12685.130835 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 12737.719115 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 12718.772062 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 12696.546029 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 12777.511165 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 12747.208115 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 12651.180201 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 12768.306785 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 12760.771298 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 12784.285065 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 12726.061394 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 12795.379811 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 12642.817884 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 12787.906320 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 12726.661034 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 12575.547200 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 12668.978327 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 12666.411092 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 12622.720101 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 12621.221227 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 12753.835390 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 12773.303382 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 12662.229789 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 12712.203349 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 12726.830417 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 12741.282427 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 12737.291126 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 12730.633125 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 12815.318382 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 12666.945986 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 12778.902232 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 12698. S.D. = 54.404 S.E.M. = 0.76939 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.05) multilevel model (Mixed) Estimation algorithm: MCMC Elapsed time : 3.03s 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 -6.96715 1.09320 -6.37 1.851e-10 *** -9.09428 -4.82603 5000 sexmale_behaviour -0.39743 0.08626 -4.61 4.079e-06 *** -0.56673 -0.22984 1497 ravens_english 1.74997 0.09191 19.04 8.063e-81 *** 1.56448 1.92459 5000 ravens_behaviour 0.05622 0.00727 7.73 1.066e-14 *** 0.04208 0.07034 1382 fluent_1 6.77051 1.31461 5.15 2.602e-07 *** 4.27870 9.34429 4315 Intercept_1 -11.69678 3.19541 -3.66 0.0002517 *** -17.87894 -5.36995 4601 Intercept_2 -0.38432 0.17993 -2.14 0.03269 * -0.72889 -0.03304 1715 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 6.22678 0.71826 4.80217 7.68186 371 var_Intercept_1 329.54290 13.85086 303.56265 357.43881 886 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > # 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 Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 12525.658322 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 12593.457854 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 12542.630286 Adapting for 400 iterations (Maximum 5000) -2 * Loglike = 12467.925995 Adapting for 500 iterations (Maximum 5000) -2 * Loglike = 12569.865026 Adapting for 600 iterations (Maximum 5000) -2 * Loglike = 12561.878881 Adapting for 700 iterations (Maximum 5000) -2 * Loglike = 12485.786776 Adapting finished and took 800 iterations Adapting took 800 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 12561.833984 Burning in for 100 iterations out of 500 -2 * Loglike = 12590.811909 Burning in for 150 iterations out of 500 -2 * Loglike = 12484.819059 Burning in for 200 iterations out of 500 -2 * Loglike = 12582.254061 Burning in for 250 iterations out of 500 -2 * Loglike = 12572.319424 Burning in for 300 iterations out of 500 -2 * Loglike = 12568.440828 Burning in for 350 iterations out of 500 -2 * Loglike = 12566.051808 Burning in for 400 iterations out of 500 -2 * Loglike = 12551.209439 Burning in for 450 iterations out of 500 -2 * Loglike = 12523.790179 Burning in for 500 iterations out of 500 -2 * Loglike = 12562.427806 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 = 12588.808395 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 12510.453167 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 12664.435852 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 12542.722437 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 12522.155920 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 12578.344955 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 12566.853411 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 12465.874142 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 12584.190993 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 12602.940999 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 12445.486613 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 12537.055338 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 12617.291428 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 12462.995124 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 12545.681692 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 12506.899370 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 12474.618203 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 12554.530305 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 12566.010778 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 12519.719816 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 12450.965390 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 12564.980219 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 12499.566213 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 12562.123366 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 12560.872773 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 12468.739685 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 12508.356907 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 12477.288177 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 12422.673899 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 12602.517576 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 12581.578312 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 12585.553877 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 12549.691145 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 12626.643663 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 12586.903014 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 12484.665680 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 12486.328551 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 12497.814341 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 12487.421476 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 12488.144779 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 12465.074512 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 12546.661222 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 12507.636723 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 12608.623492 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 12500.235270 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 12605.135751 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 12643.360000 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 12541.408777 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 12646.548957 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 12598.267247 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 12456.516485 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 12486.544571 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 12523.251366 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 12630.881340 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 12576.997843 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 12579.945712 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 12506.448137 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 12510.190371 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 12472.260589 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 12464.480791 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 12393.313306 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 12533.290687 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 12562.288463 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 12499.309589 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 12526.616523 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 12581.839372 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 12487.938207 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 12479.313460 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 12545.773577 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 12505.310953 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 12452.990205 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 12570.980498 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 12647.585685 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 12569.762979 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 12522.044375 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 12568.953657 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 12636.900420 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 12502.428452 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 12440.901754 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 12656.500634 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 12610.232973 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 12619.856266 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 12544.921528 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 12562.320164 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 12549.874046 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 12546.631284 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 12468.626822 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 12653.896506 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 12531.798163 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 12566.774518 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 12398.839179 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 12518.103460 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 12475.833195 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 12485.950731 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 12503.389621 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 12641.030255 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 12471.456858 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 12560.844191 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 12515.566571 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 12559.674437 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 12540. S.D. = 55.432 S.E.M. = 0.78393 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.05) 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 : 4.44s 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 -6.25128 1.04875 -5.96 2.512e-09 *** -8.24857 -4.14073 5000 sexmale_behaviour -0.41709 0.08993 -4.64 3.515e-06 *** -0.59170 -0.23841 1362 ravens_english 1.66182 0.09105 18.25 2.026e-74 *** 1.48512 1.83777 4083 ravens_behaviour 0.05683 0.00772 7.36 1.791e-13 *** 0.04202 0.07219 1155 fluent_1 6.37932 1.28503 4.96 6.894e-07 *** 3.90506 8.87736 4348 Intercept_1 -9.27886 3.29575 -2.82 0.004872 ** -15.81773 -2.67064 2931 Intercept_2 -0.35566 0.19942 -1.78 0.07451 . -0.74788 0.03255 1185 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 40.87154 11.81184 22.55033 68.01690 1700 cov_Intercept_1_Intercept_2 0.03318 0.42400 -0.79115 0.91364 694 var_Intercept_2 0.06268 0.03102 0.01903 0.13664 363 --------------------------------------------------------------------------------------------------- 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 6.22421 0.70235 4.85780 7.59930 345 var_Intercept_1 291.33014 12.34688 268.03250 316.60036 782 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > # 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 for 50 iterations out of 500 -2 * Loglike = 1009.437068 Burning in for 100 iterations out of 500 -2 * Loglike = 1006.298254 Burning in for 150 iterations out of 500 -2 * Loglike = 1008.607885 Burning in for 200 iterations out of 500 -2 * Loglike = 1005.985450 Burning in for 250 iterations out of 500 -2 * Loglike = 1014.145045 Burning in for 300 iterations out of 500 -2 * Loglike = 1004.938369 Burning in for 350 iterations out of 500 -2 * Loglike = 1025.544161 Burning in for 400 iterations out of 500 -2 * Loglike = 1011.374624 Burning in for 450 iterations out of 500 -2 * Loglike = 1005.990961 Burning in for 500 iterations out of 500 -2 * Loglike = 1013.121401 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 = 1005.847619 Actual update 100 of 5000, Stored update 100 of 5000 -2 * Loglike = 1000.383434 Actual update 150 of 5000, Stored update 150 of 5000 -2 * Loglike = 1004.012006 Actual update 200 of 5000, Stored update 200 of 5000 -2 * Loglike = 1007.236221 Actual update 250 of 5000, Stored update 250 of 5000 -2 * Loglike = 999.010435 Actual update 300 of 5000, Stored update 300 of 5000 -2 * Loglike = 1017.094345 Actual update 350 of 5000, Stored update 350 of 5000 -2 * Loglike = 995.171524 Actual update 400 of 5000, Stored update 400 of 5000 -2 * Loglike = 1003.569097 Actual update 450 of 5000, Stored update 450 of 5000 -2 * Loglike = 1004.595807 Actual update 500 of 5000, Stored update 500 of 5000 -2 * Loglike = 1006.079451 Actual update 550 of 5000, Stored update 550 of 5000 -2 * Loglike = 1020.354743 Actual update 600 of 5000, Stored update 600 of 5000 -2 * Loglike = 1001.352172 Actual update 650 of 5000, Stored update 650 of 5000 -2 * Loglike = 1005.268099 Actual update 700 of 5000, Stored update 700 of 5000 -2 * Loglike = 1003.690802 Actual update 750 of 5000, Stored update 750 of 5000 -2 * Loglike = 1016.582578 Actual update 800 of 5000, Stored update 800 of 5000 -2 * Loglike = 1014.114350 Actual update 850 of 5000, Stored update 850 of 5000 -2 * Loglike = 1006.188743 Actual update 900 of 5000, Stored update 900 of 5000 -2 * Loglike = 1016.805220 Actual update 950 of 5000, Stored update 950 of 5000 -2 * Loglike = 1007.322041 Actual update 1000 of 5000, Stored update 1000 of 5000 -2 * Loglike = 1014.086949 Actual update 1050 of 5000, Stored update 1050 of 5000 -2 * Loglike = 1011.356589 Actual update 1100 of 5000, Stored update 1100 of 5000 -2 * Loglike = 1011.278404 Actual update 1150 of 5000, Stored update 1150 of 5000 -2 * Loglike = 1005.294994 Actual update 1200 of 5000, Stored update 1200 of 5000 -2 * Loglike = 1012.864830 Actual update 1250 of 5000, Stored update 1250 of 5000 -2 * Loglike = 1018.141424 Actual update 1300 of 5000, Stored update 1300 of 5000 -2 * Loglike = 1002.441202 Actual update 1350 of 5000, Stored update 1350 of 5000 -2 * Loglike = 1007.791599 Actual update 1400 of 5000, Stored update 1400 of 5000 -2 * Loglike = 1006.282787 Actual update 1450 of 5000, Stored update 1450 of 5000 -2 * Loglike = 1002.465128 Actual update 1500 of 5000, Stored update 1500 of 5000 -2 * Loglike = 1008.373744 Actual update 1550 of 5000, Stored update 1550 of 5000 -2 * Loglike = 998.012181 Actual update 1600 of 5000, Stored update 1600 of 5000 -2 * Loglike = 1011.666889 Actual update 1650 of 5000, Stored update 1650 of 5000 -2 * Loglike = 1012.384353 Actual update 1700 of 5000, Stored update 1700 of 5000 -2 * Loglike = 1007.227055 Actual update 1750 of 5000, Stored update 1750 of 5000 -2 * Loglike = 1005.776334 Actual update 1800 of 5000, Stored update 1800 of 5000 -2 * Loglike = 998.252170 Actual update 1850 of 5000, Stored update 1850 of 5000 -2 * Loglike = 1013.941667 Actual update 1900 of 5000, Stored update 1900 of 5000 -2 * Loglike = 1000.592760 Actual update 1950 of 5000, Stored update 1950 of 5000 -2 * Loglike = 1043.017936 Actual update 2000 of 5000, Stored update 2000 of 5000 -2 * Loglike = 1008.574665 Actual update 2050 of 5000, Stored update 2050 of 5000 -2 * Loglike = 1008.853444 Actual update 2100 of 5000, Stored update 2100 of 5000 -2 * Loglike = 1007.879983 Actual update 2150 of 5000, Stored update 2150 of 5000 -2 * Loglike = 998.853832 Actual update 2200 of 5000, Stored update 2200 of 5000 -2 * Loglike = 997.792486 Actual update 2250 of 5000, Stored update 2250 of 5000 -2 * Loglike = 1009.573882 Actual update 2300 of 5000, Stored update 2300 of 5000 -2 * Loglike = 1005.072069 Actual update 2350 of 5000, Stored update 2350 of 5000 -2 * Loglike = 1014.309930 Actual update 2400 of 5000, Stored update 2400 of 5000 -2 * Loglike = 1009.381119 Actual update 2450 of 5000, Stored update 2450 of 5000 -2 * Loglike = 998.066328 Actual update 2500 of 5000, Stored update 2500 of 5000 -2 * Loglike = 1003.244556 Actual update 2550 of 5000, Stored update 2550 of 5000 -2 * Loglike = 1012.617477 Actual update 2600 of 5000, Stored update 2600 of 5000 -2 * Loglike = 1011.178643 Actual update 2650 of 5000, Stored update 2650 of 5000 -2 * Loglike = 999.873629 Actual update 2700 of 5000, Stored update 2700 of 5000 -2 * Loglike = 1000.019906 Actual update 2750 of 5000, Stored update 2750 of 5000 -2 * Loglike = 1002.187112 Actual update 2800 of 5000, Stored update 2800 of 5000 -2 * Loglike = 1014.454894 Actual update 2850 of 5000, Stored update 2850 of 5000 -2 * Loglike = 1003.814192 Actual update 2900 of 5000, Stored update 2900 of 5000 -2 * Loglike = 1011.189844 Actual update 2950 of 5000, Stored update 2950 of 5000 -2 * Loglike = 1009.392813 Actual update 3000 of 5000, Stored update 3000 of 5000 -2 * Loglike = 1012.664242 Actual update 3050 of 5000, Stored update 3050 of 5000 -2 * Loglike = 1003.039396 Actual update 3100 of 5000, Stored update 3100 of 5000 -2 * Loglike = 1000.360655 Actual update 3150 of 5000, Stored update 3150 of 5000 -2 * Loglike = 1005.715447 Actual update 3200 of 5000, Stored update 3200 of 5000 -2 * Loglike = 1002.291413 Actual update 3250 of 5000, Stored update 3250 of 5000 -2 * Loglike = 1017.965747 Actual update 3300 of 5000, Stored update 3300 of 5000 -2 * Loglike = 1001.340079 Actual update 3350 of 5000, Stored update 3350 of 5000 -2 * Loglike = 1012.673352 Actual update 3400 of 5000, Stored update 3400 of 5000 -2 * Loglike = 1006.586695 Actual update 3450 of 5000, Stored update 3450 of 5000 -2 * Loglike = 1004.155966 Actual update 3500 of 5000, Stored update 3500 of 5000 -2 * Loglike = 1012.705577 Actual update 3550 of 5000, Stored update 3550 of 5000 -2 * Loglike = 1016.562440 Actual update 3600 of 5000, Stored update 3600 of 5000 -2 * Loglike = 1002.849180 Actual update 3650 of 5000, Stored update 3650 of 5000 -2 * Loglike = 1007.336922 Actual update 3700 of 5000, Stored update 3700 of 5000 -2 * Loglike = 1012.578390 Actual update 3750 of 5000, Stored update 3750 of 5000 -2 * Loglike = 1016.766568 Actual update 3800 of 5000, Stored update 3800 of 5000 -2 * Loglike = 1015.016906 Actual update 3850 of 5000, Stored update 3850 of 5000 -2 * Loglike = 1014.993475 Actual update 3900 of 5000, Stored update 3900 of 5000 -2 * Loglike = 1006.696834 Actual update 3950 of 5000, Stored update 3950 of 5000 -2 * Loglike = 1013.314038 Actual update 4000 of 5000, Stored update 4000 of 5000 -2 * Loglike = 1012.698703 Actual update 4050 of 5000, Stored update 4050 of 5000 -2 * Loglike = 1019.858500 Actual update 4100 of 5000, Stored update 4100 of 5000 -2 * Loglike = 997.735015 Actual update 4150 of 5000, Stored update 4150 of 5000 -2 * Loglike = 1009.535942 Actual update 4200 of 5000, Stored update 4200 of 5000 -2 * Loglike = 1009.256408 Actual update 4250 of 5000, Stored update 4250 of 5000 -2 * Loglike = 1011.503094 Actual update 4300 of 5000, Stored update 4300 of 5000 -2 * Loglike = 1017.411966 Actual update 4350 of 5000, Stored update 4350 of 5000 -2 * Loglike = 1011.252261 Actual update 4400 of 5000, Stored update 4400 of 5000 -2 * Loglike = 1005.894385 Actual update 4450 of 5000, Stored update 4450 of 5000 -2 * Loglike = 1003.128223 Actual update 4500 of 5000, Stored update 4500 of 5000 -2 * Loglike = 1005.864592 Actual update 4550 of 5000, Stored update 4550 of 5000 -2 * Loglike = 995.244438 Actual update 4600 of 5000, Stored update 4600 of 5000 -2 * Loglike = 1001.822149 Actual update 4650 of 5000, Stored update 4650 of 5000 -2 * Loglike = 1015.106792 Actual update 4700 of 5000, Stored update 4700 of 5000 -2 * Loglike = 1017.796146 Actual update 4750 of 5000, Stored update 4750 of 5000 -2 * Loglike = 1009.323841 Actual update 4800 of 5000, Stored update 4800 of 5000 -2 * Loglike = 1016.696885 Actual update 4850 of 5000, Stored update 4850 of 5000 -2 * Loglike = 1018.440639 Actual update 4900 of 5000, Stored update 4900 of 5000 -2 * Loglike = 1007.334206 Actual update 4950 of 5000, Stored update 4950 of 5000 -2 * Loglike = 1005.905818 Actual update 5000 of 5000, Stored update 5000 of 5000 -2 * Loglike = 1004.216268 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 5000 Average = 1008.8 S.D. = 6.0605 S.E.M. = 0.085709 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.05) multilevel model (Multivariate Normal) Estimation algorithm: MCMC Elapsed time : 0.37s 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 1008.798 993.349 15.449 1024.246 --------------------------------------------------------------------------------------------------- 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 152.15244 2.20921 68.87 0 *** 147.73541 156.45141 5418 Intercept_y15 201.74869 2.51077 80.35 0 *** 196.71465 206.70704 5095 Intercept_y22 244.98005 3.02945 80.87 0 *** 238.86493 250.89769 5057 Intercept_y29 289.42062 3.79411 76.28 0 *** 281.92528 296.81249 5224 Intercept_y36 324.70046 3.86453 84.02 0 *** 317.22035 332.38677 5222 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 150.54482 41.72600 89.02023 252.82079 4670 cov_Intercept_y8_Intercept_y15 156.76883 45.79837 90.00509 268.72897 4544 var_Intercept_y15 194.00095 54.64486 115.22264 328.33698 3256 cov_Intercept_y8_Intercept_y22 170.61354 53.13663 93.99026 301.82521 4549 cov_Intercept_y15_Intercept_y22 216.67225 63.84111 124.67072 375.76304 4513 var_Intercept_y22 284.80724 80.51540 169.55108 482.66966 4547 cov_Intercept_y8_Intercept_y29 187.41159 63.35202 94.61906 342.49951 4554 cov_Intercept_y15_Intercept_y29 247.17615 76.65214 136.53310 438.54704 4586 cov_Intercept_y22_Intercept_y29 336.73233 97.73940 195.26309 576.76341 4616 var_Intercept_y29 443.26810 125.17855 262.92079 743.86706 4695 cov_Intercept_y8_Intercept_y36 161.00551 60.74671 67.94944 309.01290 4597 cov_Intercept_y15_Intercept_y36 208.38045 72.35116 102.60791 385.91683 4613 cov_Intercept_y22_Intercept_y36 309.57136 94.68515 171.94331 537.56497 4645 cov_Intercept_y29_Intercept_y36 413.91606 121.63624 238.59326 698.03954 4706 var_Intercept_y36 457.05567 128.41577 275.64905 756.37108 4770 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > 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 150.545 NA NA NA NA cons.y15 156.769 194.001 NA NA NA cons.y22 170.614 216.672 284.807 NA NA cons.y29 187.412 247.176 336.732 443.268 NA cons.y36 161.006 208.380 309.571 413.916 457.056 > 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 0.725 0.843 0.948 1.00 NA cons.y36 0.614 0.700 0.858 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 Adapting for 100 iterations (Maximum 5000) -2 * Loglike = 1016.624698 Adapting for 200 iterations (Maximum 5000) -2 * Loglike = 1008.605908 Adapting for 300 iterations (Maximum 5000) -2 * Loglike = 1009.070767 Adapting for 400 iterations (Maximum 5000) -2 * Loglike = 1018.927028 Adapting for 500 iterations (Maximum 5000) -2 * Loglike = 1007.533016 Adapting for 600 iterations (Maximum 5000) -2 * Loglike = 1020.805994 Adapting for 700 iterations (Maximum 5000) -2 * Loglike = 1011.440789 Adapting for 800 iterations (Maximum 5000) -2 * Loglike = 1011.484499 Adapting for 900 iterations (Maximum 5000) -2 * Loglike = 1011.513250 Adapting for 1000 iterations (Maximum 5000) -2 * Loglike = 1015.574310 Adapting for 1100 iterations (Maximum 5000) -2 * Loglike = 1017.289232 Adapting for 1200 iterations (Maximum 5000) -2 * Loglike = 1020.070828 Adapting for 1300 iterations (Maximum 5000) -2 * Loglike = 1009.814970 Adapting for 1400 iterations (Maximum 5000) -2 * Loglike = 1024.969594 Adapting finished and took 1500 iterations Adapting took 1500 iterations Burning in for 50 iterations out of 500 -2 * Loglike = 1010.566090 Burning in for 100 iterations out of 500 -2 * Loglike = 1008.441573 Burning in for 150 iterations out of 500 -2 * Loglike = 1008.100849 Burning in for 200 iterations out of 500 -2 * Loglike = 1020.348375 Burning in for 250 iterations out of 500 -2 * Loglike = 1020.824615 Burning in for 300 iterations out of 500 -2 * Loglike = 1014.750780 Burning in for 350 iterations out of 500 -2 * Loglike = 1029.249535 Burning in for 400 iterations out of 500 -2 * Loglike = 1017.027205 Burning in for 450 iterations out of 500 -2 * Loglike = 1017.263181 Burning in for 500 iterations out of 500 -2 * Loglike = 1020.356006 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 = 1016.441678 Actual update 100 of 50000, Stored update 100 of 50000 -2 * Loglike = 1010.202563 Actual update 150 of 50000, Stored update 150 of 50000 -2 * Loglike = 1011.831392 Actual update 200 of 50000, Stored update 200 of 50000 -2 * Loglike = 1008.250494 Actual update 250 of 50000, Stored update 250 of 50000 -2 * Loglike = 1006.935569 Actual update 300 of 50000, Stored update 300 of 50000 -2 * Loglike = 1017.039697 Actual update 350 of 50000, Stored update 350 of 50000 -2 * Loglike = 1021.248399 Actual update 400 of 50000, Stored update 400 of 50000 -2 * Loglike = 1008.783608 Actual update 450 of 50000, Stored update 450 of 50000 -2 * Loglike = 1021.509422 Actual update 500 of 50000, Stored update 500 of 50000 -2 * Loglike = 1017.593841 Actual update 550 of 50000, Stored update 550 of 50000 -2 * Loglike = 1006.595263 Actual update 600 of 50000, Stored update 600 of 50000 -2 * Loglike = 1012.804379 Actual update 650 of 50000, Stored update 650 of 50000 -2 * Loglike = 1021.202253 Actual update 700 of 50000, Stored update 700 of 50000 -2 * Loglike = 1012.028717 Actual update 750 of 50000, Stored update 750 of 50000 -2 * Loglike = 1022.903985 Actual update 800 of 50000, Stored update 800 of 50000 -2 * Loglike = 1022.289997 Actual update 850 of 50000, Stored update 850 of 50000 -2 * Loglike = 1014.408990 Actual update 900 of 50000, Stored update 900 of 50000 -2 * Loglike = 1007.695558 Actual update 950 of 50000, Stored update 950 of 50000 -2 * Loglike = 1015.918717 Actual update 1000 of 50000, Stored update 1000 of 50000 -2 * Loglike = 1012.241524 Actual update 1050 of 50000, Stored update 1050 of 50000 -2 * Loglike = 1005.727757 Actual update 1100 of 50000, Stored update 1100 of 50000 -2 * Loglike = 1006.808714 Actual update 1150 of 50000, Stored update 1150 of 50000 -2 * Loglike = 1012.472998 Actual update 1200 of 50000, Stored update 1200 of 50000 -2 * Loglike = 1007.903318 Actual update 1250 of 50000, Stored update 1250 of 50000 -2 * Loglike = 1008.337983 Actual update 1300 of 50000, Stored update 1300 of 50000 -2 * Loglike = 1009.058194 Actual update 1350 of 50000, Stored update 1350 of 50000 -2 * Loglike = 1018.889231 Actual update 1400 of 50000, Stored update 1400 of 50000 -2 * Loglike = 1006.795302 Actual update 1450 of 50000, Stored update 1450 of 50000 -2 * Loglike = 1008.457421 Actual update 1500 of 50000, Stored update 1500 of 50000 -2 * Loglike = 1007.494342 Actual update 1550 of 50000, Stored update 1550 of 50000 -2 * Loglike = 1020.627549 Actual update 1600 of 50000, Stored update 1600 of 50000 -2 * Loglike = 1014.934025 Actual update 1650 of 50000, Stored update 1650 of 50000 -2 * Loglike = 1016.502796 Actual update 1700 of 50000, Stored update 1700 of 50000 -2 * Loglike = 1020.007771 Actual update 1750 of 50000, Stored update 1750 of 50000 -2 * Loglike = 1017.572431 Actual update 1800 of 50000, Stored update 1800 of 50000 -2 * Loglike = 1015.713737 Actual update 1850 of 50000, Stored update 1850 of 50000 -2 * Loglike = 1010.557916 Actual update 1900 of 50000, Stored update 1900 of 50000 -2 * Loglike = 1014.360348 Actual update 1950 of 50000, Stored update 1950 of 50000 -2 * Loglike = 1005.112777 Actual update 2000 of 50000, Stored update 2000 of 50000 -2 * Loglike = 1020.030861 Actual update 2050 of 50000, Stored update 2050 of 50000 -2 * Loglike = 1014.048123 Actual update 2100 of 50000, Stored update 2100 of 50000 -2 * Loglike = 1020.780800 Actual update 2150 of 50000, Stored update 2150 of 50000 -2 * Loglike = 1016.623249 Actual update 2200 of 50000, Stored update 2200 of 50000 -2 * Loglike = 1015.047747 Actual update 2250 of 50000, Stored update 2250 of 50000 -2 * Loglike = 1014.432035 Actual update 2300 of 50000, Stored update 2300 of 50000 -2 * Loglike = 1020.842533 Actual update 2350 of 50000, Stored update 2350 of 50000 -2 * Loglike = 1008.342615 Actual update 2400 of 50000, Stored update 2400 of 50000 -2 * Loglike = 1019.480506 Actual update 2450 of 50000, Stored update 2450 of 50000 -2 * Loglike = 1023.712967 Actual update 2500 of 50000, Stored update 2500 of 50000 -2 * Loglike = 1029.615857 Actual update 2550 of 50000, Stored update 2550 of 50000 -2 * Loglike = 1015.573914 Actual update 2600 of 50000, Stored update 2600 of 50000 -2 * Loglike = 1010.574522 Actual update 2650 of 50000, Stored update 2650 of 50000 -2 * Loglike = 1024.022687 Actual update 2700 of 50000, Stored update 2700 of 50000 -2 * Loglike = 1016.806892 Actual update 2750 of 50000, Stored update 2750 of 50000 -2 * Loglike = 1017.268107 Actual update 2800 of 50000, Stored update 2800 of 50000 -2 * Loglike = 1017.498462 Actual update 2850 of 50000, Stored update 2850 of 50000 -2 * Loglike = 1020.170940 Actual update 2900 of 50000, Stored update 2900 of 50000 -2 * Loglike = 1017.742886 Actual update 2950 of 50000, Stored update 2950 of 50000 -2 * Loglike = 1022.324671 Actual update 3000 of 50000, Stored update 3000 of 50000 -2 * Loglike = 1016.436711 Actual update 3050 of 50000, Stored update 3050 of 50000 -2 * Loglike = 1015.752862 Actual update 3100 of 50000, Stored update 3100 of 50000 -2 * Loglike = 1022.197505 Actual update 3150 of 50000, Stored update 3150 of 50000 -2 * Loglike = 1005.969966 Actual update 3200 of 50000, Stored update 3200 of 50000 -2 * Loglike = 1020.390297 Actual update 3250 of 50000, Stored update 3250 of 50000 -2 * Loglike = 1013.271658 Actual update 3300 of 50000, Stored update 3300 of 50000 -2 * Loglike = 1030.192388 Actual update 3350 of 50000, Stored update 3350 of 50000 -2 * Loglike = 1007.521462 Actual update 3400 of 50000, Stored update 3400 of 50000 -2 * Loglike = 1008.637029 Actual update 3450 of 50000, Stored update 3450 of 50000 -2 * Loglike = 1016.729922 Actual update 3500 of 50000, Stored update 3500 of 50000 -2 * Loglike = 1015.986462 Actual update 3550 of 50000, Stored update 3550 of 50000 -2 * Loglike = 1013.293208 Actual update 3600 of 50000, Stored update 3600 of 50000 -2 * Loglike = 1009.965805 Actual update 3650 of 50000, Stored update 3650 of 50000 -2 * Loglike = 1015.833158 Actual update 3700 of 50000, Stored update 3700 of 50000 -2 * Loglike = 1023.063515 Actual update 3750 of 50000, Stored update 3750 of 50000 -2 * Loglike = 1013.586550 Actual update 3800 of 50000, Stored update 3800 of 50000 -2 * Loglike = 1005.514443 Actual update 3850 of 50000, Stored update 3850 of 50000 -2 * Loglike = 1010.019698 Actual update 3900 of 50000, Stored update 3900 of 50000 -2 * Loglike = 1013.028663 Actual update 3950 of 50000, Stored update 3950 of 50000 -2 * Loglike = 1015.275639 Actual update 4000 of 50000, Stored update 4000 of 50000 -2 * Loglike = 1016.561760 Actual update 4050 of 50000, Stored update 4050 of 50000 -2 * Loglike = 1018.456227 Actual update 4100 of 50000, Stored update 4100 of 50000 -2 * Loglike = 1014.824768 Actual update 4150 of 50000, Stored update 4150 of 50000 -2 * Loglike = 1009.189601 Actual update 4200 of 50000, Stored update 4200 of 50000 -2 * Loglike = 1022.692343 Actual update 4250 of 50000, Stored update 4250 of 50000 -2 * Loglike = 1009.042323 Actual update 4300 of 50000, Stored update 4300 of 50000 -2 * Loglike = 1011.655352 Actual update 4350 of 50000, Stored update 4350 of 50000 -2 * Loglike = 1008.933639 Actual update 4400 of 50000, Stored update 4400 of 50000 -2 * Loglike = 1015.695589 Actual update 4450 of 50000, Stored update 4450 of 50000 -2 * Loglike = 1013.718937 Actual update 4500 of 50000, Stored update 4500 of 50000 -2 * Loglike = 1018.093306 Actual update 4550 of 50000, Stored update 4550 of 50000 -2 * Loglike = 1020.682127 Actual update 4600 of 50000, Stored update 4600 of 50000 -2 * Loglike = 1024.431097 Actual update 4650 of 50000, Stored update 4650 of 50000 -2 * Loglike = 1011.192936 Actual update 4700 of 50000, Stored update 4700 of 50000 -2 * Loglike = 1019.419434 Actual update 4750 of 50000, Stored update 4750 of 50000 -2 * Loglike = 1013.498805 Actual update 4800 of 50000, Stored update 4800 of 50000 -2 * Loglike = 1016.984248 Actual update 4850 of 50000, Stored update 4850 of 50000 -2 * Loglike = 1021.163006 Actual update 4900 of 50000, Stored update 4900 of 50000 -2 * Loglike = 1025.831540 Actual update 4950 of 50000, Stored update 4950 of 50000 -2 * Loglike = 1028.636337 Actual update 5000 of 50000, Stored update 5000 of 50000 -2 * Loglike = 1047.021764 Actual update 5050 of 50000, Stored update 5050 of 50000 -2 * Loglike = 1020.401698 Actual update 5100 of 50000, Stored update 5100 of 50000 -2 * Loglike = 1017.551938 Actual update 5150 of 50000, Stored update 5150 of 50000 -2 * Loglike = 1023.805317 Actual update 5200 of 50000, Stored update 5200 of 50000 -2 * Loglike = 1020.707470 Actual update 5250 of 50000, Stored update 5250 of 50000 -2 * Loglike = 1020.512011 Actual update 5300 of 50000, Stored update 5300 of 50000 -2 * Loglike = 1016.565454 Actual update 5350 of 50000, Stored update 5350 of 50000 -2 * Loglike = 1014.025173 Actual update 5400 of 50000, Stored update 5400 of 50000 -2 * Loglike = 1017.817837 Actual update 5450 of 50000, Stored update 5450 of 50000 -2 * Loglike = 1014.595849 Actual update 5500 of 50000, Stored update 5500 of 50000 -2 * Loglike = 1030.471663 Actual update 5550 of 50000, Stored update 5550 of 50000 -2 * Loglike = 1022.483837 Actual update 5600 of 50000, Stored update 5600 of 50000 -2 * Loglike = 1018.042110 Actual update 5650 of 50000, Stored update 5650 of 50000 -2 * Loglike = 1012.885574 Actual update 5700 of 50000, Stored update 5700 of 50000 -2 * Loglike = 1016.189808 Actual update 5750 of 50000, Stored update 5750 of 50000 -2 * Loglike = 1011.106721 Actual update 5800 of 50000, Stored update 5800 of 50000 -2 * Loglike = 1012.598813 Actual update 5850 of 50000, Stored update 5850 of 50000 -2 * Loglike = 1022.565045 Actual update 5900 of 50000, Stored update 5900 of 50000 -2 * Loglike = 1004.418480 Actual update 5950 of 50000, Stored update 5950 of 50000 -2 * Loglike = 1016.348989 Actual update 6000 of 50000, Stored update 6000 of 50000 -2 * Loglike = 1013.595084 Actual update 6050 of 50000, Stored update 6050 of 50000 -2 * Loglike = 1011.264494 Actual update 6100 of 50000, Stored update 6100 of 50000 -2 * Loglike = 1015.217719 Actual update 6150 of 50000, Stored update 6150 of 50000 -2 * Loglike = 1010.845722 Actual update 6200 of 50000, Stored update 6200 of 50000 -2 * Loglike = 1021.520700 Actual update 6250 of 50000, Stored update 6250 of 50000 -2 * Loglike = 1016.725922 Actual update 6300 of 50000, Stored update 6300 of 50000 -2 * Loglike = 1016.120195 Actual update 6350 of 50000, Stored update 6350 of 50000 -2 * Loglike = 1014.078924 Actual update 6400 of 50000, Stored update 6400 of 50000 -2 * Loglike = 1018.960654 Actual update 6450 of 50000, Stored update 6450 of 50000 -2 * Loglike = 1008.901435 Actual update 6500 of 50000, Stored update 6500 of 50000 -2 * Loglike = 1011.444744 Actual update 6550 of 50000, Stored update 6550 of 50000 -2 * Loglike = 1013.420129 Actual update 6600 of 50000, Stored update 6600 of 50000 -2 * Loglike = 1007.864058 Actual update 6650 of 50000, Stored update 6650 of 50000 -2 * Loglike = 1018.205973 Actual update 6700 of 50000, Stored update 6700 of 50000 -2 * Loglike = 1013.274486 Actual update 6750 of 50000, Stored update 6750 of 50000 -2 * Loglike = 1016.110789 Actual update 6800 of 50000, Stored update 6800 of 50000 -2 * Loglike = 1017.608655 Actual update 6850 of 50000, Stored update 6850 of 50000 -2 * Loglike = 1013.546396 Actual update 6900 of 50000, Stored update 6900 of 50000 -2 * Loglike = 1025.164005 Actual update 6950 of 50000, Stored update 6950 of 50000 -2 * Loglike = 1013.537496 Actual update 7000 of 50000, Stored update 7000 of 50000 -2 * Loglike = 1016.381952 Actual update 7050 of 50000, Stored update 7050 of 50000 -2 * Loglike = 1017.875625 Actual update 7100 of 50000, Stored update 7100 of 50000 -2 * Loglike = 1008.188043 Actual update 7150 of 50000, Stored update 7150 of 50000 -2 * Loglike = 1019.416455 Actual update 7200 of 50000, Stored update 7200 of 50000 -2 * Loglike = 1012.508957 Actual update 7250 of 50000, Stored update 7250 of 50000 -2 * Loglike = 1008.972442 Actual update 7300 of 50000, Stored update 7300 of 50000 -2 * Loglike = 1014.152011 Actual update 7350 of 50000, Stored update 7350 of 50000 -2 * Loglike = 1013.915934 Actual update 7400 of 50000, Stored update 7400 of 50000 -2 * Loglike = 1006.275735 Actual update 7450 of 50000, Stored update 7450 of 50000 -2 * Loglike = 1015.176184 Actual update 7500 of 50000, Stored update 7500 of 50000 -2 * Loglike = 1013.728997 Actual update 7550 of 50000, Stored update 7550 of 50000 -2 * Loglike = 1020.678858 Actual update 7600 of 50000, Stored update 7600 of 50000 -2 * Loglike = 1012.035842 Actual update 7650 of 50000, Stored update 7650 of 50000 -2 * Loglike = 1006.766038 Actual update 7700 of 50000, Stored update 7700 of 50000 -2 * Loglike = 1016.564075 Actual update 7750 of 50000, Stored update 7750 of 50000 -2 * Loglike = 1014.050578 Actual update 7800 of 50000, Stored update 7800 of 50000 -2 * Loglike = 1013.929140 Actual update 7850 of 50000, Stored update 7850 of 50000 -2 * Loglike = 1008.341894 Actual update 7900 of 50000, Stored update 7900 of 50000 -2 * Loglike = 1023.470895 Actual update 7950 of 50000, Stored update 7950 of 50000 -2 * Loglike = 1012.510404 Actual update 8000 of 50000, Stored update 8000 of 50000 -2 * Loglike = 1017.547756 Actual update 8050 of 50000, Stored update 8050 of 50000 -2 * Loglike = 1017.961700 Actual update 8100 of 50000, Stored update 8100 of 50000 -2 * Loglike = 1018.208763 Actual update 8150 of 50000, Stored update 8150 of 50000 -2 * Loglike = 1023.720373 Actual update 8200 of 50000, Stored update 8200 of 50000 -2 * Loglike = 1022.182625 Actual update 8250 of 50000, Stored update 8250 of 50000 -2 * Loglike = 1026.144048 Actual update 8300 of 50000, Stored update 8300 of 50000 -2 * Loglike = 1027.865113 Actual update 8350 of 50000, Stored update 8350 of 50000 -2 * Loglike = 1025.751672 Actual update 8400 of 50000, Stored update 8400 of 50000 -2 * Loglike = 1021.474865 Actual update 8450 of 50000, Stored update 8450 of 50000 -2 * Loglike = 1013.114197 Actual update 8500 of 50000, Stored update 8500 of 50000 -2 * Loglike = 1013.144770 Actual update 8550 of 50000, Stored update 8550 of 50000 -2 * Loglike = 1023.445052 Actual update 8600 of 50000, Stored update 8600 of 50000 -2 * Loglike = 1034.558138 Actual update 8650 of 50000, Stored update 8650 of 50000 -2 * Loglike = 1022.642475 Actual update 8700 of 50000, Stored update 8700 of 50000 -2 * Loglike = 1010.628490 Actual update 8750 of 50000, Stored update 8750 of 50000 -2 * Loglike = 1012.931440 Actual update 8800 of 50000, Stored update 8800 of 50000 -2 * Loglike = 1010.421994 Actual update 8850 of 50000, Stored update 8850 of 50000 -2 * Loglike = 1020.767053 Actual update 8900 of 50000, Stored update 8900 of 50000 -2 * Loglike = 1012.968031 Actual update 8950 of 50000, Stored update 8950 of 50000 -2 * Loglike = 1012.515236 Actual update 9000 of 50000, Stored update 9000 of 50000 -2 * Loglike = 1016.661845 Actual update 9050 of 50000, Stored update 9050 of 50000 -2 * Loglike = 1022.831293 Actual update 9100 of 50000, Stored update 9100 of 50000 -2 * Loglike = 1012.099324 Actual update 9150 of 50000, Stored update 9150 of 50000 -2 * Loglike = 1011.757689 Actual update 9200 of 50000, Stored update 9200 of 50000 -2 * Loglike = 1016.779354 Actual update 9250 of 50000, Stored update 9250 of 50000 -2 * Loglike = 1006.889424 Actual update 9300 of 50000, Stored update 9300 of 50000 -2 * Loglike = 1006.889134 Actual update 9350 of 50000, Stored update 9350 of 50000 -2 * Loglike = 1013.323594 Actual update 9400 of 50000, Stored update 9400 of 50000 -2 * Loglike = 1011.090975 Actual update 9450 of 50000, Stored update 9450 of 50000 -2 * Loglike = 1014.260062 Actual update 9500 of 50000, Stored update 9500 of 50000 -2 * Loglike = 1013.368589 Actual update 9550 of 50000, Stored update 9550 of 50000 -2 * Loglike = 1007.431861 Actual update 9600 of 50000, Stored update 9600 of 50000 -2 * Loglike = 1020.973556 Actual update 9650 of 50000, Stored update 9650 of 50000 -2 * Loglike = 1008.025566 Actual update 9700 of 50000, Stored update 9700 of 50000 -2 * Loglike = 1010.059710 Actual update 9750 of 50000, Stored update 9750 of 50000 -2 * Loglike = 1018.419980 Actual update 9800 of 50000, Stored update 9800 of 50000 -2 * Loglike = 1018.019092 Actual update 9850 of 50000, Stored update 9850 of 50000 -2 * Loglike = 1008.379689 Actual update 9900 of 50000, Stored update 9900 of 50000 -2 * Loglike = 1011.359852 Actual update 9950 of 50000, Stored update 9950 of 50000 -2 * Loglike = 1021.091746 Actual update 10000 of 50000, Stored update 10000 of 50000 -2 * Loglike = 1021.518916 Actual update 10050 of 50000, Stored update 10050 of 50000 -2 * Loglike = 1016.078643 Actual update 10100 of 50000, Stored update 10100 of 50000 -2 * Loglike = 1012.363887 Actual update 10150 of 50000, Stored update 10150 of 50000 -2 * Loglike = 1017.441452 Actual update 10200 of 50000, Stored update 10200 of 50000 -2 * Loglike = 1030.613342 Actual update 10250 of 50000, Stored update 10250 of 50000 -2 * Loglike = 1012.345129 Actual update 10300 of 50000, Stored update 10300 of 50000 -2 * Loglike = 1018.585096 Actual update 10350 of 50000, Stored update 10350 of 50000 -2 * Loglike = 1015.761809 Actual update 10400 of 50000, Stored update 10400 of 50000 -2 * Loglike = 1025.300878 Actual update 10450 of 50000, Stored update 10450 of 50000 -2 * Loglike = 1014.265210 Actual update 10500 of 50000, Stored update 10500 of 50000 -2 * Loglike = 1009.709390 Actual update 10550 of 50000, Stored update 10550 of 50000 -2 * Loglike = 1006.547863 Actual update 10600 of 50000, Stored update 10600 of 50000 -2 * Loglike = 1015.950591 Actual update 10650 of 50000, Stored update 10650 of 50000 -2 * Loglike = 1012.360603 Actual update 10700 of 50000, Stored update 10700 of 50000 -2 * Loglike = 1028.352130 Actual update 10750 of 50000, Stored update 10750 of 50000 -2 * Loglike = 1014.240675 Actual update 10800 of 50000, Stored update 10800 of 50000 -2 * Loglike = 1017.647386 Actual update 10850 of 50000, Stored update 10850 of 50000 -2 * Loglike = 1012.507521 Actual update 10900 of 50000, Stored update 10900 of 50000 -2 * Loglike = 1017.436609 Actual update 10950 of 50000, Stored update 10950 of 50000 -2 * Loglike = 1020.401706 Actual update 11000 of 50000, Stored update 11000 of 50000 -2 * Loglike = 1017.892344 Actual update 11050 of 50000, Stored update 11050 of 50000 -2 * Loglike = 1010.564051 Actual update 11100 of 50000, Stored update 11100 of 50000 -2 * Loglike = 1013.367025 Actual update 11150 of 50000, Stored update 11150 of 50000 -2 * Loglike = 1021.587847 Actual update 11200 of 50000, Stored update 11200 of 50000 -2 * Loglike = 1018.930712 Actual update 11250 of 50000, Stored update 11250 of 50000 -2 * Loglike = 1031.074578 Actual update 11300 of 50000, Stored update 11300 of 50000 -2 * Loglike = 1015.678243 Actual update 11350 of 50000, Stored update 11350 of 50000 -2 * Loglike = 1011.960416 Actual update 11400 of 50000, Stored update 11400 of 50000 -2 * Loglike = 1017.905070 Actual update 11450 of 50000, Stored update 11450 of 50000 -2 * Loglike = 1011.313374 Actual update 11500 of 50000, Stored update 11500 of 50000 -2 * Loglike = 1017.383281 Actual update 11550 of 50000, Stored update 11550 of 50000 -2 * Loglike = 1016.598992 Actual update 11600 of 50000, Stored update 11600 of 50000 -2 * Loglike = 1025.809351 Actual update 11650 of 50000, Stored update 11650 of 50000 -2 * Loglike = 1004.367094 Actual update 11700 of 50000, Stored update 11700 of 50000 -2 * Loglike = 1010.269951 Actual update 11750 of 50000, Stored update 11750 of 50000 -2 * Loglike = 1014.574390 Actual update 11800 of 50000, Stored update 11800 of 50000 -2 * Loglike = 1016.814490 Actual update 11850 of 50000, Stored update 11850 of 50000 -2 * Loglike = 1029.963367 Actual update 11900 of 50000, Stored update 11900 of 50000 -2 * Loglike = 1022.895894 Actual update 11950 of 50000, Stored update 11950 of 50000 -2 * Loglike = 1031.103133 Actual update 12000 of 50000, Stored update 12000 of 50000 -2 * Loglike = 1013.210749 Actual update 12050 of 50000, Stored update 12050 of 50000 -2 * Loglike = 1024.602991 Actual update 12100 of 50000, Stored update 12100 of 50000 -2 * Loglike = 1014.755734 Actual update 12150 of 50000, Stored update 12150 of 50000 -2 * Loglike = 1020.777593 Actual update 12200 of 50000, Stored update 12200 of 50000 -2 * Loglike = 1014.768563 Actual update 12250 of 50000, Stored update 12250 of 50000 -2 * Loglike = 1025.956509 Actual update 12300 of 50000, Stored update 12300 of 50000 -2 * Loglike = 1020.813694 Actual update 12350 of 50000, Stored update 12350 of 50000 -2 * Loglike = 1017.562069 Actual update 12400 of 50000, Stored update 12400 of 50000 -2 * Loglike = 1019.747766 Actual update 12450 of 50000, Stored update 12450 of 50000 -2 * Loglike = 1022.155495 Actual update 12500 of 50000, Stored update 12500 of 50000 -2 * Loglike = 1029.228346 Actual update 12550 of 50000, Stored update 12550 of 50000 -2 * Loglike = 1037.810849 Actual update 12600 of 50000, Stored update 12600 of 50000 -2 * Loglike = 1025.184707 Actual update 12650 of 50000, Stored update 12650 of 50000 -2 * Loglike = 1016.696596 Actual update 12700 of 50000, Stored update 12700 of 50000 -2 * Loglike = 1015.431775 Actual update 12750 of 50000, Stored update 12750 of 50000 -2 * Loglike = 1020.044487 Actual update 12800 of 50000, Stored update 12800 of 50000 -2 * Loglike = 1012.377032 Actual update 12850 of 50000, Stored update 12850 of 50000 -2 * Loglike = 1010.798001 Actual update 12900 of 50000, Stored update 12900 of 50000 -2 * Loglike = 1029.641312 Actual update 12950 of 50000, Stored update 12950 of 50000 -2 * Loglike = 1023.494558 Actual update 13000 of 50000, Stored update 13000 of 50000 -2 * Loglike = 1019.669746 Actual update 13050 of 50000, Stored update 13050 of 50000 -2 * Loglike = 1012.291378 Actual update 13100 of 50000, Stored update 13100 of 50000 -2 * Loglike = 1012.453680 Actual update 13150 of 50000, Stored update 13150 of 50000 -2 * Loglike = 1018.641583 Actual update 13200 of 50000, Stored update 13200 of 50000 -2 * Loglike = 1007.142214 Actual update 13250 of 50000, Stored update 13250 of 50000 -2 * Loglike = 1011.633253 Actual update 13300 of 50000, Stored update 13300 of 50000 -2 * Loglike = 1020.050497 Actual update 13350 of 50000, Stored update 13350 of 50000 -2 * Loglike = 1014.234335 Actual update 13400 of 50000, Stored update 13400 of 50000 -2 * Loglike = 1007.830551 Actual update 13450 of 50000, Stored update 13450 of 50000 -2 * Loglike = 1027.487521 Actual update 13500 of 50000, Stored update 13500 of 50000 -2 * Loglike = 1019.412450 Actual update 13550 of 50000, Stored update 13550 of 50000 -2 * Loglike = 1018.049675 Actual update 13600 of 50000, Stored update 13600 of 50000 -2 * Loglike = 1021.036879 Actual update 13650 of 50000, Stored update 13650 of 50000 -2 * Loglike = 1023.330570 Actual update 13700 of 50000, Stored update 13700 of 50000 -2 * Loglike = 1009.096437 Actual update 13750 of 50000, Stored update 13750 of 50000 -2 * Loglike = 1016.202675 Actual update 13800 of 50000, Stored update 13800 of 50000 -2 * Loglike = 1019.543385 Actual update 13850 of 50000, Stored update 13850 of 50000 -2 * Loglike = 1010.583577 Actual update 13900 of 50000, Stored update 13900 of 50000 -2 * Loglike = 1019.759116 Actual update 13950 of 50000, Stored update 13950 of 50000 -2 * Loglike = 1010.772336 Actual update 14000 of 50000, Stored update 14000 of 50000 -2 * Loglike = 1013.678018 Actual update 14050 of 50000, Stored update 14050 of 50000 -2 * Loglike = 1011.119690 Actual update 14100 of 50000, Stored update 14100 of 50000 -2 * Loglike = 1012.057994 Actual update 14150 of 50000, Stored update 14150 of 50000 -2 * Loglike = 1011.637830 Actual update 14200 of 50000, Stored update 14200 of 50000 -2 * Loglike = 1013.807278 Actual update 14250 of 50000, Stored update 14250 of 50000 -2 * Loglike = 1017.441221 Actual update 14300 of 50000, Stored update 14300 of 50000 -2 * Loglike = 1013.613454 Actual update 14350 of 50000, Stored update 14350 of 50000 -2 * Loglike = 1014.288373 Actual update 14400 of 50000, Stored update 14400 of 50000 -2 * Loglike = 1014.150426 Actual update 14450 of 50000, Stored update 14450 of 50000 -2 * Loglike = 1015.373787 Actual update 14500 of 50000, Stored update 14500 of 50000 -2 * Loglike = 1015.458492 Actual update 14550 of 50000, Stored update 14550 of 50000 -2 * Loglike = 1019.723960 Actual update 14600 of 50000, Stored update 14600 of 50000 -2 * Loglike = 1019.057411 Actual update 14650 of 50000, Stored update 14650 of 50000 -2 * Loglike = 1016.766330 Actual update 14700 of 50000, Stored update 14700 of 50000 -2 * Loglike = 1013.115791 Actual update 14750 of 50000, Stored update 14750 of 50000 -2 * Loglike = 1017.357341 Actual update 14800 of 50000, Stored update 14800 of 50000 -2 * Loglike = 1019.144170 Actual update 14850 of 50000, Stored update 14850 of 50000 -2 * Loglike = 1015.512496 Actual update 14900 of 50000, Stored update 14900 of 50000 -2 * Loglike = 1017.338403 Actual update 14950 of 50000, Stored update 14950 of 50000 -2 * Loglike = 1010.210537 Actual update 15000 of 50000, Stored update 15000 of 50000 -2 * Loglike = 1011.540402 Actual update 15050 of 50000, Stored update 15050 of 50000 -2 * Loglike = 1012.599622 Actual update 15100 of 50000, Stored update 15100 of 50000 -2 * Loglike = 1012.264768 Actual update 15150 of 50000, Stored update 15150 of 50000 -2 * Loglike = 1008.869309 Actual update 15200 of 50000, Stored update 15200 of 50000 -2 * Loglike = 1017.630672 Actual update 15250 of 50000, Stored update 15250 of 50000 -2 * Loglike = 1012.223249 Actual update 15300 of 50000, Stored update 15300 of 50000 -2 * Loglike = 1009.892588 Actual update 15350 of 50000, Stored update 15350 of 50000 -2 * Loglike = 1016.227911 Actual update 15400 of 50000, Stored update 15400 of 50000 -2 * Loglike = 1027.478128 Actual update 15450 of 50000, Stored update 15450 of 50000 -2 * Loglike = 1007.285343 Actual update 15500 of 50000, Stored update 15500 of 50000 -2 * Loglike = 1015.928894 Actual update 15550 of 50000, Stored update 15550 of 50000 -2 * Loglike = 1005.200543 Actual update 15600 of 50000, Stored update 15600 of 50000 -2 * Loglike = 1009.954585 Actual update 15650 of 50000, Stored update 15650 of 50000 -2 * Loglike = 1015.249704 Actual update 15700 of 50000, Stored update 15700 of 50000 -2 * Loglike = 1010.882554 Actual update 15750 of 50000, Stored update 15750 of 50000 -2 * Loglike = 1014.196848 Actual update 15800 of 50000, Stored update 15800 of 50000 -2 * Loglike = 1010.499864 Actual update 15850 of 50000, Stored update 15850 of 50000 -2 * Loglike = 1019.649682 Actual update 15900 of 50000, Stored update 15900 of 50000 -2 * Loglike = 1011.057320 Actual update 15950 of 50000, Stored update 15950 of 50000 -2 * Loglike = 1021.499947 Actual update 16000 of 50000, Stored update 16000 of 50000 -2 * Loglike = 1011.276774 Actual update 16050 of 50000, Stored update 16050 of 50000 -2 * Loglike = 1005.445654 Actual update 16100 of 50000, Stored update 16100 of 50000 -2 * Loglike = 1010.780604 Actual update 16150 of 50000, Stored update 16150 of 50000 -2 * Loglike = 1015.842631 Actual update 16200 of 50000, Stored update 16200 of 50000 -2 * Loglike = 1016.736483 Actual update 16250 of 50000, Stored update 16250 of 50000 -2 * Loglike = 1014.200249 Actual update 16300 of 50000, Stored update 16300 of 50000 -2 * Loglike = 1017.642637 Actual update 16350 of 50000, Stored update 16350 of 50000 -2 * Loglike = 1010.785966 Actual update 16400 of 50000, Stored update 16400 of 50000 -2 * Loglike = 1006.556109 Actual update 16450 of 50000, Stored update 16450 of 50000 -2 * Loglike = 1012.408513 Actual update 16500 of 50000, Stored update 16500 of 50000 -2 * Loglike = 1009.497224 Actual update 16550 of 50000, Stored update 16550 of 50000 -2 * Loglike = 1019.820925 Actual update 16600 of 50000, Stored update 16600 of 50000 -2 * Loglike = 1012.318203 Actual update 16650 of 50000, Stored update 16650 of 50000 -2 * Loglike = 1014.889575 Actual update 16700 of 50000, Stored update 16700 of 50000 -2 * Loglike = 1015.471913 Actual update 16750 of 50000, Stored update 16750 of 50000 -2 * Loglike = 1006.010054 Actual update 16800 of 50000, Stored update 16800 of 50000 -2 * Loglike = 1012.154717 Actual update 16850 of 50000, Stored update 16850 of 50000 -2 * Loglike = 1016.868583 Actual update 16900 of 50000, Stored update 16900 of 50000 -2 * Loglike = 1014.738077 Actual update 16950 of 50000, Stored update 16950 of 50000 -2 * Loglike = 1016.035198 Actual update 17000 of 50000, Stored update 17000 of 50000 -2 * Loglike = 1011.179329 Actual update 17050 of 50000, Stored update 17050 of 50000 -2 * Loglike = 1025.645854 Actual update 17100 of 50000, Stored update 17100 of 50000 -2 * Loglike = 1007.695052 Actual update 17150 of 50000, Stored update 17150 of 50000 -2 * Loglike = 1007.495788 Actual update 17200 of 50000, Stored update 17200 of 50000 -2 * Loglike = 1014.123291 Actual update 17250 of 50000, Stored update 17250 of 50000 -2 * Loglike = 1010.850138 Actual update 17300 of 50000, Stored update 17300 of 50000 -2 * Loglike = 1014.257317 Actual update 17350 of 50000, Stored update 17350 of 50000 -2 * Loglike = 1010.357786 Actual update 17400 of 50000, Stored update 17400 of 50000 -2 * Loglike = 1010.343306 Actual update 17450 of 50000, Stored update 17450 of 50000 -2 * Loglike = 1018.387430 Actual update 17500 of 50000, Stored update 17500 of 50000 -2 * Loglike = 1004.950759 Actual update 17550 of 50000, Stored update 17550 of 50000 -2 * Loglike = 1023.750674 Actual update 17600 of 50000, Stored update 17600 of 50000 -2 * Loglike = 1021.147627 Actual update 17650 of 50000, Stored update 17650 of 50000 -2 * Loglike = 1012.289048 Actual update 17700 of 50000, Stored update 17700 of 50000 -2 * Loglike = 1020.990506 Actual update 17750 of 50000, Stored update 17750 of 50000 -2 * Loglike = 1015.888403 Actual update 17800 of 50000, Stored update 17800 of 50000 -2 * Loglike = 1019.785225 Actual update 17850 of 50000, Stored update 17850 of 50000 -2 * Loglike = 1025.669394 Actual update 17900 of 50000, Stored update 17900 of 50000 -2 * Loglike = 1025.831908 Actual update 17950 of 50000, Stored update 17950 of 50000 -2 * Loglike = 1026.393815 Actual update 18000 of 50000, Stored update 18000 of 50000 -2 * Loglike = 1030.660983 Actual update 18050 of 50000, Stored update 18050 of 50000 -2 * Loglike = 1020.287160 Actual update 18100 of 50000, Stored update 18100 of 50000 -2 * Loglike = 1037.137904 Actual update 18150 of 50000, Stored update 18150 of 50000 -2 * Loglike = 1016.264596 Actual update 18200 of 50000, Stored update 18200 of 50000 -2 * Loglike = 1012.032685 Actual update 18250 of 50000, Stored update 18250 of 50000 -2 * Loglike = 1030.012754 Actual update 18300 of 50000, Stored update 18300 of 50000 -2 * Loglike = 1017.941574 Actual update 18350 of 50000, Stored update 18350 of 50000 -2 * Loglike = 1015.634703 Actual update 18400 of 50000, Stored update 18400 of 50000 -2 * Loglike = 1015.822441 Actual update 18450 of 50000, Stored update 18450 of 50000 -2 * Loglike = 1014.423459 Actual update 18500 of 50000, Stored update 18500 of 50000 -2 * Loglike = 1013.883768 Actual update 18550 of 50000, Stored update 18550 of 50000 -2 * Loglike = 1012.864958 Actual update 18600 of 50000, Stored update 18600 of 50000 -2 * Loglike = 1020.069001 Actual update 18650 of 50000, Stored update 18650 of 50000 -2 * Loglike = 1017.835995 Actual update 18700 of 50000, Stored update 18700 of 50000 -2 * Loglike = 1021.724054 Actual update 18750 of 50000, Stored update 18750 of 50000 -2 * Loglike = 1008.407774 Actual update 18800 of 50000, Stored update 18800 of 50000 -2 * Loglike = 1019.157667 Actual update 18850 of 50000, Stored update 18850 of 50000 -2 * Loglike = 1016.032794 Actual update 18900 of 50000, Stored update 18900 of 50000 -2 * Loglike = 1017.849092 Actual update 18950 of 50000, Stored update 18950 of 50000 -2 * Loglike = 1012.267856 Actual update 19000 of 50000, Stored update 19000 of 50000 -2 * Loglike = 1018.368819 Actual update 19050 of 50000, Stored update 19050 of 50000 -2 * Loglike = 1013.444017 Actual update 19100 of 50000, Stored update 19100 of 50000 -2 * Loglike = 1011.169727 Actual update 19150 of 50000, Stored update 19150 of 50000 -2 * Loglike = 1012.538362 Actual update 19200 of 50000, Stored update 19200 of 50000 -2 * Loglike = 1021.094641 Actual update 19250 of 50000, Stored update 19250 of 50000 -2 * Loglike = 1018.970402 Actual update 19300 of 50000, Stored update 19300 of 50000 -2 * Loglike = 1019.508837 Actual update 19350 of 50000, Stored update 19350 of 50000 -2 * Loglike = 1013.984086 Actual update 19400 of 50000, Stored update 19400 of 50000 -2 * Loglike = 1009.607082 Actual update 19450 of 50000, Stored update 19450 of 50000 -2 * Loglike = 1020.395255 Actual update 19500 of 50000, Stored update 19500 of 50000 -2 * Loglike = 1018.349668 Actual update 19550 of 50000, Stored update 19550 of 50000 -2 * Loglike = 1009.024769 Actual update 19600 of 50000, Stored update 19600 of 50000 -2 * Loglike = 1014.276184 Actual update 19650 of 50000, Stored update 19650 of 50000 -2 * Loglike = 1019.012843 Actual update 19700 of 50000, Stored update 19700 of 50000 -2 * Loglike = 1017.132933 Actual update 19750 of 50000, Stored update 19750 of 50000 -2 * Loglike = 1013.572575 Actual update 19800 of 50000, Stored update 19800 of 50000 -2 * Loglike = 1011.797495 Actual update 19850 of 50000, Stored update 19850 of 50000 -2 * Loglike = 1017.233783 Actual update 19900 of 50000, Stored update 19900 of 50000 -2 * Loglike = 1014.327298 Actual update 19950 of 50000, Stored update 19950 of 50000 -2 * Loglike = 1015.542208 Actual update 20000 of 50000, Stored update 20000 of 50000 -2 * Loglike = 1008.116090 Actual update 20050 of 50000, Stored update 20050 of 50000 -2 * Loglike = 1014.914085 Actual update 20100 of 50000, Stored update 20100 of 50000 -2 * Loglike = 1012.834730 Actual update 20150 of 50000, Stored update 20150 of 50000 -2 * Loglike = 1009.549109 Actual update 20200 of 50000, Stored update 20200 of 50000 -2 * Loglike = 1013.028455 Actual update 20250 of 50000, Stored update 20250 of 50000 -2 * Loglike = 1015.499438 Actual update 20300 of 50000, Stored update 20300 of 50000 -2 * Loglike = 1009.818919 Actual update 20350 of 50000, Stored update 20350 of 50000 -2 * Loglike = 1015.150664 Actual update 20400 of 50000, Stored update 20400 of 50000 -2 * Loglike = 1015.032915 Actual update 20450 of 50000, Stored update 20450 of 50000 -2 * Loglike = 1017.024621 Actual update 20500 of 50000, Stored update 20500 of 50000 -2 * Loglike = 1007.462265 Actual update 20550 of 50000, Stored update 20550 of 50000 -2 * Loglike = 1016.620455 Actual update 20600 of 50000, Stored update 20600 of 50000 -2 * Loglike = 1013.586755 Actual update 20650 of 50000, Stored update 20650 of 50000 -2 * Loglike = 1006.485915 Actual update 20700 of 50000, Stored update 20700 of 50000 -2 * Loglike = 1007.539889 Actual update 20750 of 50000, Stored update 20750 of 50000 -2 * Loglike = 1010.329178 Actual update 20800 of 50000, Stored update 20800 of 50000 -2 * Loglike = 1008.442124 Actual update 20850 of 50000, Stored update 20850 of 50000 -2 * Loglike = 1024.599475 Actual update 20900 of 50000, Stored update 20900 of 50000 -2 * Loglike = 1017.229863 Actual update 20950 of 50000, Stored update 20950 of 50000 -2 * Loglike = 1013.321109 Actual update 21000 of 50000, Stored update 21000 of 50000 -2 * Loglike = 1023.862171 Actual update 21050 of 50000, Stored update 21050 of 50000 -2 * Loglike = 1008.407557 Actual update 21100 of 50000, Stored update 21100 of 50000 -2 * Loglike = 1019.710814 Actual update 21150 of 50000, Stored update 21150 of 50000 -2 * Loglike = 1008.380720 Actual update 21200 of 50000, Stored update 21200 of 50000 -2 * Loglike = 1012.487123 Actual update 21250 of 50000, Stored update 21250 of 50000 -2 * Loglike = 1010.139225 Actual update 21300 of 50000, Stored update 21300 of 50000 -2 * Loglike = 1036.094170 Actual update 21350 of 50000, Stored update 21350 of 50000 -2 * Loglike = 1008.983449 Actual update 21400 of 50000, Stored update 21400 of 50000 -2 * Loglike = 1007.819138 Actual update 21450 of 50000, Stored update 21450 of 50000 -2 * Loglike = 1024.796560 Actual update 21500 of 50000, Stored update 21500 of 50000 -2 * Loglike = 1012.264836 Actual update 21550 of 50000, Stored update 21550 of 50000 -2 * Loglike = 1019.780883 Actual update 21600 of 50000, Stored update 21600 of 50000 -2 * Loglike = 1009.844781 Actual update 21650 of 50000, Stored update 21650 of 50000 -2 * Loglike = 1019.589689 Actual update 21700 of 50000, Stored update 21700 of 50000 -2 * Loglike = 1017.872601 Actual update 21750 of 50000, Stored update 21750 of 50000 -2 * Loglike = 1012.065225 Actual update 21800 of 50000, Stored update 21800 of 50000 -2 * Loglike = 1013.900490 Actual update 21850 of 50000, Stored update 21850 of 50000 -2 * Loglike = 1018.926663 Actual update 21900 of 50000, Stored update 21900 of 50000 -2 * Loglike = 1017.417450 Actual update 21950 of 50000, Stored update 21950 of 50000 -2 * Loglike = 1010.973600 Actual update 22000 of 50000, Stored update 22000 of 50000 -2 * Loglike = 1011.283403 Actual update 22050 of 50000, Stored update 22050 of 50000 -2 * Loglike = 1026.154802 Actual update 22100 of 50000, Stored update 22100 of 50000 -2 * Loglike = 1007.712712 Actual update 22150 of 50000, Stored update 22150 of 50000 -2 * Loglike = 1015.853452 Actual update 22200 of 50000, Stored update 22200 of 50000 -2 * Loglike = 1011.661123 Actual update 22250 of 50000, Stored update 22250 of 50000 -2 * Loglike = 1022.476893 Actual update 22300 of 50000, Stored update 22300 of 50000 -2 * Loglike = 1016.345279 Actual update 22350 of 50000, Stored update 22350 of 50000 -2 * Loglike = 1019.022622 Actual update 22400 of 50000, Stored update 22400 of 50000 -2 * Loglike = 1009.927381 Actual update 22450 of 50000, Stored update 22450 of 50000 -2 * Loglike = 1019.391549 Actual update 22500 of 50000, Stored update 22500 of 50000 -2 * Loglike = 1011.258039 Actual update 22550 of 50000, Stored update 22550 of 50000 -2 * Loglike = 1011.922250 Actual update 22600 of 50000, Stored update 22600 of 50000 -2 * Loglike = 1011.506125 Actual update 22650 of 50000, Stored update 22650 of 50000 -2 * Loglike = 1014.258347 Actual update 22700 of 50000, Stored update 22700 of 50000 -2 * Loglike = 1009.573482 Actual update 22750 of 50000, Stored update 22750 of 50000 -2 * Loglike = 1008.085839 Actual update 22800 of 50000, Stored update 22800 of 50000 -2 * Loglike = 1016.461796 Actual update 22850 of 50000, Stored update 22850 of 50000 -2 * Loglike = 1012.640404 Actual update 22900 of 50000, Stored update 22900 of 50000 -2 * Loglike = 1015.479433 Actual update 22950 of 50000, Stored update 22950 of 50000 -2 * Loglike = 1027.991799 Actual update 23000 of 50000, Stored update 23000 of 50000 -2 * Loglike = 1022.470886 Actual update 23050 of 50000, Stored update 23050 of 50000 -2 * Loglike = 1022.293930 Actual update 23100 of 50000, Stored update 23100 of 50000 -2 * Loglike = 1012.815088 Actual update 23150 of 50000, Stored update 23150 of 50000 -2 * Loglike = 1016.091044 Actual update 23200 of 50000, Stored update 23200 of 50000 -2 * Loglike = 1017.577212 Actual update 23250 of 50000, Stored update 23250 of 50000 -2 * Loglike = 1012.858533 Actual update 23300 of 50000, Stored update 23300 of 50000 -2 * Loglike = 1009.311580 Actual update 23350 of 50000, Stored update 23350 of 50000 -2 * Loglike = 1018.190200 Actual update 23400 of 50000, Stored update 23400 of 50000 -2 * Loglike = 1024.010302 Actual update 23450 of 50000, Stored update 23450 of 50000 -2 * Loglike = 1007.711802 Actual update 23500 of 50000, Stored update 23500 of 50000 -2 * Loglike = 1017.284549 Actual update 23550 of 50000, Stored update 23550 of 50000 -2 * Loglike = 1009.118059 Actual update 23600 of 50000, Stored update 23600 of 50000 -2 * Loglike = 1010.148871 Actual update 23650 of 50000, Stored update 23650 of 50000 -2 * Loglike = 1011.883918 Actual update 23700 of 50000, Stored update 23700 of 50000 -2 * Loglike = 1013.954376 Actual update 23750 of 50000, Stored update 23750 of 50000 -2 * Loglike = 1027.504648 Actual update 23800 of 50000, Stored update 23800 of 50000 -2 * Loglike = 1016.285125 Actual update 23850 of 50000, Stored update 23850 of 50000 -2 * Loglike = 1013.885297 Actual update 23900 of 50000, Stored update 23900 of 50000 -2 * Loglike = 1009.496975 Actual update 23950 of 50000, Stored update 23950 of 50000 -2 * Loglike = 1010.159219 Actual update 24000 of 50000, Stored update 24000 of 50000 -2 * Loglike = 1015.208346 Actual update 24050 of 50000, Stored update 24050 of 50000 -2 * Loglike = 1006.575928 Actual update 24100 of 50000, Stored update 24100 of 50000 -2 * Loglike = 1016.359051 Actual update 24150 of 50000, Stored update 24150 of 50000 -2 * Loglike = 1015.047199 Actual update 24200 of 50000, Stored update 24200 of 50000 -2 * Loglike = 1014.277479 Actual update 24250 of 50000, Stored update 24250 of 50000 -2 * Loglike = 1009.933575 Actual update 24300 of 50000, Stored update 24300 of 50000 -2 * Loglike = 1018.023459 Actual update 24350 of 50000, Stored update 24350 of 50000 -2 * Loglike = 1024.662163 Actual update 24400 of 50000, Stored update 24400 of 50000 -2 * Loglike = 1015.149503 Actual update 24450 of 50000, Stored update 24450 of 50000 -2 * Loglike = 1016.083246 Actual update 24500 of 50000, Stored update 24500 of 50000 -2 * Loglike = 1007.938614 Actual update 24550 of 50000, Stored update 24550 of 50000 -2 * Loglike = 1009.436042 Actual update 24600 of 50000, Stored update 24600 of 50000 -2 * Loglike = 1015.870148 Actual update 24650 of 50000, Stored update 24650 of 50000 -2 * Loglike = 1013.974038 Actual update 24700 of 50000, Stored update 24700 of 50000 -2 * Loglike = 1014.578963 Actual update 24750 of 50000, Stored update 24750 of 50000 -2 * Loglike = 1018.437836 Actual update 24800 of 50000, Stored update 24800 of 50000 -2 * Loglike = 1020.471033 Actual update 24850 of 50000, Stored update 24850 of 50000 -2 * Loglike = 1026.170236 Actual update 24900 of 50000, Stored update 24900 of 50000 -2 * Loglike = 1012.251847 Actual update 24950 of 50000, Stored update 24950 of 50000 -2 * Loglike = 1014.197894 Actual update 25000 of 50000, Stored update 25000 of 50000 -2 * Loglike = 1015.683607 Actual update 25050 of 50000, Stored update 25050 of 50000 -2 * Loglike = 1024.076611 Actual update 25100 of 50000, Stored update 25100 of 50000 -2 * Loglike = 1018.810024 Actual update 25150 of 50000, Stored update 25150 of 50000 -2 * Loglike = 1019.427145 Actual update 25200 of 50000, Stored update 25200 of 50000 -2 * Loglike = 1019.123683 Actual update 25250 of 50000, Stored update 25250 of 50000 -2 * Loglike = 1017.905714 Actual update 25300 of 50000, Stored update 25300 of 50000 -2 * Loglike = 1021.801265 Actual update 25350 of 50000, Stored update 25350 of 50000 -2 * Loglike = 1017.205694 Actual update 25400 of 50000, Stored update 25400 of 50000 -2 * Loglike = 1034.984244 Actual update 25450 of 50000, Stored update 25450 of 50000 -2 * Loglike = 1028.986578 Actual update 25500 of 50000, Stored update 25500 of 50000 -2 * Loglike = 1022.258114 Actual update 25550 of 50000, Stored update 25550 of 50000 -2 * Loglike = 1016.331365 Actual update 25600 of 50000, Stored update 25600 of 50000 -2 * Loglike = 1019.412121 Actual update 25650 of 50000, Stored update 25650 of 50000 -2 * Loglike = 1013.917172 Actual update 25700 of 50000, Stored update 25700 of 50000 -2 * Loglike = 1016.047232 Actual update 25750 of 50000, Stored update 25750 of 50000 -2 * Loglike = 1025.497118 Actual update 25800 of 50000, Stored update 25800 of 50000 -2 * Loglike = 1006.337525 Actual update 25850 of 50000, Stored update 25850 of 50000 -2 * Loglike = 1014.478307 Actual update 25900 of 50000, Stored update 25900 of 50000 -2 * Loglike = 1011.359115 Actual update 25950 of 50000, Stored update 25950 of 50000 -2 * Loglike = 1006.365110 Actual update 26000 of 50000, Stored update 26000 of 50000 -2 * Loglike = 1015.962959 Actual update 26050 of 50000, Stored update 26050 of 50000 -2 * Loglike = 1016.674367 Actual update 26100 of 50000, Stored update 26100 of 50000 -2 * Loglike = 1022.780432 Actual update 26150 of 50000, Stored update 26150 of 50000 -2 * Loglike = 1017.202858 Actual update 26200 of 50000, Stored update 26200 of 50000 -2 * Loglike = 1009.130041 Actual update 26250 of 50000, Stored update 26250 of 50000 -2 * Loglike = 1006.740061 Actual update 26300 of 50000, Stored update 26300 of 50000 -2 * Loglike = 1011.636715 Actual update 26350 of 50000, Stored update 26350 of 50000 -2 * Loglike = 1013.597405 Actual update 26400 of 50000, Stored update 26400 of 50000 -2 * Loglike = 1010.239446 Actual update 26450 of 50000, Stored update 26450 of 50000 -2 * Loglike = 1011.104915 Actual update 26500 of 50000, Stored update 26500 of 50000 -2 * Loglike = 1008.104440 Actual update 26550 of 50000, Stored update 26550 of 50000 -2 * Loglike = 1015.799914 Actual update 26600 of 50000, Stored update 26600 of 50000 -2 * Loglike = 1003.848428 Actual update 26650 of 50000, Stored update 26650 of 50000 -2 * Loglike = 1013.888753 Actual update 26700 of 50000, Stored update 26700 of 50000 -2 * Loglike = 1014.513030 Actual update 26750 of 50000, Stored update 26750 of 50000 -2 * Loglike = 1021.671935 Actual update 26800 of 50000, Stored update 26800 of 50000 -2 * Loglike = 1024.967841 Actual update 26850 of 50000, Stored update 26850 of 50000 -2 * Loglike = 1025.698001 Actual update 26900 of 50000, Stored update 26900 of 50000 -2 * Loglike = 1018.576035 Actual update 26950 of 50000, Stored update 26950 of 50000 -2 * Loglike = 1021.518675 Actual update 27000 of 50000, Stored update 27000 of 50000 -2 * Loglike = 1019.957116 Actual update 27050 of 50000, Stored update 27050 of 50000 -2 * Loglike = 1012.178108 Actual update 27100 of 50000, Stored update 27100 of 50000 -2 * Loglike = 1024.896844 Actual update 27150 of 50000, Stored update 27150 of 50000 -2 * Loglike = 1017.839483 Actual update 27200 of 50000, Stored update 27200 of 50000 -2 * Loglike = 1030.867788 Actual update 27250 of 50000, Stored update 27250 of 50000 -2 * Loglike = 1019.810063 Actual update 27300 of 50000, Stored update 27300 of 50000 -2 * Loglike = 1017.959577 Actual update 27350 of 50000, Stored update 27350 of 50000 -2 * Loglike = 1017.828613 Actual update 27400 of 50000, Stored update 27400 of 50000 -2 * Loglike = 1009.238477 Actual update 27450 of 50000, Stored update 27450 of 50000 -2 * Loglike = 1010.569009 Actual update 27500 of 50000, Stored update 27500 of 50000 -2 * Loglike = 1006.831235 Actual update 27550 of 50000, Stored update 27550 of 50000 -2 * Loglike = 1017.999358 Actual update 27600 of 50000, Stored update 27600 of 50000 -2 * Loglike = 1019.127802 Actual update 27650 of 50000, Stored update 27650 of 50000 -2 * Loglike = 1016.251828 Actual update 27700 of 50000, Stored update 27700 of 50000 -2 * Loglike = 1016.217064 Actual update 27750 of 50000, Stored update 27750 of 50000 -2 * Loglike = 1027.971835 Actual update 27800 of 50000, Stored update 27800 of 50000 -2 * Loglike = 1027.486288 Actual update 27850 of 50000, Stored update 27850 of 50000 -2 * Loglike = 1028.153723 Actual update 27900 of 50000, Stored update 27900 of 50000 -2 * Loglike = 1016.470015 Actual update 27950 of 50000, Stored update 27950 of 50000 -2 * Loglike = 1018.313147 Actual update 28000 of 50000, Stored update 28000 of 50000 -2 * Loglike = 1026.553348 Actual update 28050 of 50000, Stored update 28050 of 50000 -2 * Loglike = 1009.381410 Actual update 28100 of 50000, Stored update 28100 of 50000 -2 * Loglike = 1009.652690 Actual update 28150 of 50000, Stored update 28150 of 50000 -2 * Loglike = 1011.109354 Actual update 28200 of 50000, Stored update 28200 of 50000 -2 * Loglike = 1015.281891 Actual update 28250 of 50000, Stored update 28250 of 50000 -2 * Loglike = 1023.550608 Actual update 28300 of 50000, Stored update 28300 of 50000 -2 * Loglike = 1017.778718 Actual update 28350 of 50000, Stored update 28350 of 50000 -2 * Loglike = 1016.051687 Actual update 28400 of 50000, Stored update 28400 of 50000 -2 * Loglike = 1027.813728 Actual update 28450 of 50000, Stored update 28450 of 50000 -2 * Loglike = 1019.695040 Actual update 28500 of 50000, Stored update 28500 of 50000 -2 * Loglike = 1011.982923 Actual update 28550 of 50000, Stored update 28550 of 50000 -2 * Loglike = 1015.188889 Actual update 28600 of 50000, Stored update 28600 of 50000 -2 * Loglike = 1012.322938 Actual update 28650 of 50000, Stored update 28650 of 50000 -2 * Loglike = 1007.622548 Actual update 28700 of 50000, Stored update 28700 of 50000 -2 * Loglike = 1008.562231 Actual update 28750 of 50000, Stored update 28750 of 50000 -2 * Loglike = 1024.625866 Actual update 28800 of 50000, Stored update 28800 of 50000 -2 * Loglike = 1019.351011 Actual update 28850 of 50000, Stored update 28850 of 50000 -2 * Loglike = 1019.129922 Actual update 28900 of 50000, Stored update 28900 of 50000 -2 * Loglike = 1016.072980 Actual update 28950 of 50000, Stored update 28950 of 50000 -2 * Loglike = 1013.525024 Actual update 29000 of 50000, Stored update 29000 of 50000 -2 * Loglike = 1010.359947 Actual update 29050 of 50000, Stored update 29050 of 50000 -2 * Loglike = 1017.285945 Actual update 29100 of 50000, Stored update 29100 of 50000 -2 * Loglike = 1011.272531 Actual update 29150 of 50000, Stored update 29150 of 50000 -2 * Loglike = 1007.555593 Actual update 29200 of 50000, Stored update 29200 of 50000 -2 * Loglike = 1018.459172 Actual update 29250 of 50000, Stored update 29250 of 50000 -2 * Loglike = 1018.409756 Actual update 29300 of 50000, Stored update 29300 of 50000 -2 * Loglike = 1009.104247 Actual update 29350 of 50000, Stored update 29350 of 50000 -2 * Loglike = 1010.540608 Actual update 29400 of 50000, Stored update 29400 of 50000 -2 * Loglike = 1008.644610 Actual update 29450 of 50000, Stored update 29450 of 50000 -2 * Loglike = 1010.165215 Actual update 29500 of 50000, Stored update 29500 of 50000 -2 * Loglike = 1011.637166 Actual update 29550 of 50000, Stored update 29550 of 50000 -2 * Loglike = 1018.944187 Actual update 29600 of 50000, Stored update 29600 of 50000 -2 * Loglike = 1010.738152 Actual update 29650 of 50000, Stored update 29650 of 50000 -2 * Loglike = 1014.169370 Actual update 29700 of 50000, Stored update 29700 of 50000 -2 * Loglike = 1025.067415 Actual update 29750 of 50000, Stored update 29750 of 50000 -2 * Loglike = 1027.997261 Actual update 29800 of 50000, Stored update 29800 of 50000 -2 * Loglike = 1028.244813 Actual update 29850 of 50000, Stored update 29850 of 50000 -2 * Loglike = 1023.139731 Actual update 29900 of 50000, Stored update 29900 of 50000 -2 * Loglike = 1019.390160 Actual update 29950 of 50000, Stored update 29950 of 50000 -2 * Loglike = 1015.549473 Actual update 30000 of 50000, Stored update 30000 of 50000 -2 * Loglike = 1012.559741 Actual update 30050 of 50000, Stored update 30050 of 50000 -2 * Loglike = 1016.445101 Actual update 30100 of 50000, Stored update 30100 of 50000 -2 * Loglike = 1009.298084 Actual update 30150 of 50000, Stored update 30150 of 50000 -2 * Loglike = 1019.888292 Actual update 30200 of 50000, Stored update 30200 of 50000 -2 * Loglike = 1016.419789 Actual update 30250 of 50000, Stored update 30250 of 50000 -2 * Loglike = 1007.438551 Actual update 30300 of 50000, Stored update 30300 of 50000 -2 * Loglike = 1020.539933 Actual update 30350 of 50000, Stored update 30350 of 50000 -2 * Loglike = 1010.305648 Actual update 30400 of 50000, Stored update 30400 of 50000 -2 * Loglike = 1010.449264 Actual update 30450 of 50000, Stored update 30450 of 50000 -2 * Loglike = 1009.854220 Actual update 30500 of 50000, Stored update 30500 of 50000 -2 * Loglike = 1012.158465 Actual update 30550 of 50000, Stored update 30550 of 50000 -2 * Loglike = 1012.921442 Actual update 30600 of 50000, Stored update 30600 of 50000 -2 * Loglike = 1008.520352 Actual update 30650 of 50000, Stored update 30650 of 50000 -2 * Loglike = 1009.828564 Actual update 30700 of 50000, Stored update 30700 of 50000 -2 * Loglike = 1010.665656 Actual update 30750 of 50000, Stored update 30750 of 50000 -2 * Loglike = 1008.827683 Actual update 30800 of 50000, Stored update 30800 of 50000 -2 * Loglike = 1013.748627 Actual update 30850 of 50000, Stored update 30850 of 50000 -2 * Loglike = 1014.016626 Actual update 30900 of 50000, Stored update 30900 of 50000 -2 * Loglike = 1009.488027 Actual update 30950 of 50000, Stored update 30950 of 50000 -2 * Loglike = 1018.841304 Actual update 31000 of 50000, Stored update 31000 of 50000 -2 * Loglike = 1010.640491 Actual update 31050 of 50000, Stored update 31050 of 50000 -2 * Loglike = 1010.569249 Actual update 31100 of 50000, Stored update 31100 of 50000 -2 * Loglike = 1015.587757 Actual update 31150 of 50000, Stored update 31150 of 50000 -2 * Loglike = 1013.065733 Actual update 31200 of 50000, Stored update 31200 of 50000 -2 * Loglike = 1015.544068 Actual update 31250 of 50000, Stored update 31250 of 50000 -2 * Loglike = 1019.720311 Actual update 31300 of 50000, Stored update 31300 of 50000 -2 * Loglike = 1015.961348 Actual update 31350 of 50000, Stored update 31350 of 50000 -2 * Loglike = 1014.750244 Actual update 31400 of 50000, Stored update 31400 of 50000 -2 * Loglike = 1012.929770 Actual update 31450 of 50000, Stored update 31450 of 50000 -2 * Loglike = 1013.852600 Actual update 31500 of 50000, Stored update 31500 of 50000 -2 * Loglike = 1015.369091 Actual update 31550 of 50000, Stored update 31550 of 50000 -2 * Loglike = 1015.497320 Actual update 31600 of 50000, Stored update 31600 of 50000 -2 * Loglike = 1015.071488 Actual update 31650 of 50000, Stored update 31650 of 50000 -2 * Loglike = 1016.338807 Actual update 31700 of 50000, Stored update 31700 of 50000 -2 * Loglike = 1012.218343 Actual update 31750 of 50000, Stored update 31750 of 50000 -2 * Loglike = 1008.066460 Actual update 31800 of 50000, Stored update 31800 of 50000 -2 * Loglike = 1011.421021 Actual update 31850 of 50000, Stored update 31850 of 50000 -2 * Loglike = 1014.135595 Actual update 31900 of 50000, Stored update 31900 of 50000 -2 * Loglike = 1013.763067 Actual update 31950 of 50000, Stored update 31950 of 50000 -2 * Loglike = 1010.865429 Actual update 32000 of 50000, Stored update 32000 of 50000 -2 * Loglike = 1009.491903 Actual update 32050 of 50000, Stored update 32050 of 50000 -2 * Loglike = 1019.843158 Actual update 32100 of 50000, Stored update 32100 of 50000 -2 * Loglike = 1009.841154 Actual update 32150 of 50000, Stored update 32150 of 50000 -2 * Loglike = 1010.354794 Actual update 32200 of 50000, Stored update 32200 of 50000 -2 * Loglike = 1009.453904 Actual update 32250 of 50000, Stored update 32250 of 50000 -2 * Loglike = 1011.909461 Actual update 32300 of 50000, Stored update 32300 of 50000 -2 * Loglike = 1012.370847 Actual update 32350 of 50000, Stored update 32350 of 50000 -2 * Loglike = 1021.754810 Actual update 32400 of 50000, Stored update 32400 of 50000 -2 * Loglike = 1013.972030 Actual update 32450 of 50000, Stored update 32450 of 50000 -2 * Loglike = 1017.908593 Actual update 32500 of 50000, Stored update 32500 of 50000 -2 * Loglike = 1035.470390 Actual update 32550 of 50000, Stored update 32550 of 50000 -2 * Loglike = 1020.341232 Actual update 32600 of 50000, Stored update 32600 of 50000 -2 * Loglike = 1015.267760 Actual update 32650 of 50000, Stored update 32650 of 50000 -2 * Loglike = 1024.877665 Actual update 32700 of 50000, Stored update 32700 of 50000 -2 * Loglike = 1015.458002 Actual update 32750 of 50000, Stored update 32750 of 50000 -2 * Loglike = 1027.818467 Actual update 32800 of 50000, Stored update 32800 of 50000 -2 * Loglike = 1020.135009 Actual update 32850 of 50000, Stored update 32850 of 50000 -2 * Loglike = 1012.826095 Actual update 32900 of 50000, Stored update 32900 of 50000 -2 * Loglike = 1009.663431 Actual update 32950 of 50000, Stored update 32950 of 50000 -2 * Loglike = 1015.366448 Actual update 33000 of 50000, Stored update 33000 of 50000 -2 * Loglike = 1008.169912 Actual update 33050 of 50000, Stored update 33050 of 50000 -2 * Loglike = 1020.652011 Actual update 33100 of 50000, Stored update 33100 of 50000 -2 * Loglike = 1009.426871 Actual update 33150 of 50000, Stored update 33150 of 50000 -2 * Loglike = 1019.629770 Actual update 33200 of 50000, Stored update 33200 of 50000 -2 * Loglike = 1013.531113 Actual update 33250 of 50000, Stored update 33250 of 50000 -2 * Loglike = 1005.268348 Actual update 33300 of 50000, Stored update 33300 of 50000 -2 * Loglike = 1007.902460 Actual update 33350 of 50000, Stored update 33350 of 50000 -2 * Loglike = 1004.988357 Actual update 33400 of 50000, Stored update 33400 of 50000 -2 * Loglike = 1013.838627 Actual update 33450 of 50000, Stored update 33450 of 50000 -2 * Loglike = 1012.397271 Actual update 33500 of 50000, Stored update 33500 of 50000 -2 * Loglike = 1013.227700 Actual update 33550 of 50000, Stored update 33550 of 50000 -2 * Loglike = 1020.590010 Actual update 33600 of 50000, Stored update 33600 of 50000 -2 * Loglike = 1012.941044 Actual update 33650 of 50000, Stored update 33650 of 50000 -2 * Loglike = 1011.052135 Actual update 33700 of 50000, Stored update 33700 of 50000 -2 * Loglike = 1026.050789 Actual update 33750 of 50000, Stored update 33750 of 50000 -2 * Loglike = 1012.151825 Actual update 33800 of 50000, Stored update 33800 of 50000 -2 * Loglike = 1022.222604 Actual update 33850 of 50000, Stored update 33850 of 50000 -2 * Loglike = 1027.136631 Actual update 33900 of 50000, Stored update 33900 of 50000 -2 * Loglike = 1021.946383 Actual update 33950 of 50000, Stored update 33950 of 50000 -2 * Loglike = 1020.448561 Actual update 34000 of 50000, Stored update 34000 of 50000 -2 * Loglike = 1013.133517 Actual update 34050 of 50000, Stored update 34050 of 50000 -2 * Loglike = 1015.814014 Actual update 34100 of 50000, Stored update 34100 of 50000 -2 * Loglike = 1012.744238 Actual update 34150 of 50000, Stored update 34150 of 50000 -2 * Loglike = 1020.464689 Actual update 34200 of 50000, Stored update 34200 of 50000 -2 * Loglike = 1026.260038 Actual update 34250 of 50000, Stored update 34250 of 50000 -2 * Loglike = 1019.960607 Actual update 34300 of 50000, Stored update 34300 of 50000 -2 * Loglike = 1016.353921 Actual update 34350 of 50000, Stored update 34350 of 50000 -2 * Loglike = 1011.551472 Actual update 34400 of 50000, Stored update 34400 of 50000 -2 * Loglike = 1016.657709 Actual update 34450 of 50000, Stored update 34450 of 50000 -2 * Loglike = 1010.933789 Actual update 34500 of 50000, Stored update 34500 of 50000 -2 * Loglike = 1008.900530 Actual update 34550 of 50000, Stored update 34550 of 50000 -2 * Loglike = 1015.680262 Actual update 34600 of 50000, Stored update 34600 of 50000 -2 * Loglike = 1017.629415 Actual update 34650 of 50000, Stored update 34650 of 50000 -2 * Loglike = 1015.354174 Actual update 34700 of 50000, Stored update 34700 of 50000 -2 * Loglike = 1012.156396 Actual update 34750 of 50000, Stored update 34750 of 50000 -2 * Loglike = 1020.760882 Actual update 34800 of 50000, Stored update 34800 of 50000 -2 * Loglike = 1020.982360 Actual update 34850 of 50000, Stored update 34850 of 50000 -2 * Loglike = 1024.377973 Actual update 34900 of 50000, Stored update 34900 of 50000 -2 * Loglike = 1018.592918 Actual update 34950 of 50000, Stored update 34950 of 50000 -2 * Loglike = 1018.727559 Actual update 35000 of 50000, Stored update 35000 of 50000 -2 * Loglike = 1023.397213 Actual update 35050 of 50000, Stored update 35050 of 50000 -2 * Loglike = 1015.548981 Actual update 35100 of 50000, Stored update 35100 of 50000 -2 * Loglike = 1011.803388 Actual update 35150 of 50000, Stored update 35150 of 50000 -2 * Loglike = 1013.825515 Actual update 35200 of 50000, Stored update 35200 of 50000 -2 * Loglike = 1013.229506 Actual update 35250 of 50000, Stored update 35250 of 50000 -2 * Loglike = 1012.129489 Actual update 35300 of 50000, Stored update 35300 of 50000 -2 * Loglike = 1013.919177 Actual update 35350 of 50000, Stored update 35350 of 50000 -2 * Loglike = 1013.545770 Actual update 35400 of 50000, Stored update 35400 of 50000 -2 * Loglike = 1018.590127 Actual update 35450 of 50000, Stored update 35450 of 50000 -2 * Loglike = 1012.696902 Actual update 35500 of 50000, Stored update 35500 of 50000 -2 * Loglike = 1019.111370 Actual update 35550 of 50000, Stored update 35550 of 50000 -2 * Loglike = 1009.397282 Actual update 35600 of 50000, Stored update 35600 of 50000 -2 * Loglike = 1014.033750 Actual update 35650 of 50000, Stored update 35650 of 50000 -2 * Loglike = 1015.681981 Actual update 35700 of 50000, Stored update 35700 of 50000 -2 * Loglike = 1019.474222 Actual update 35750 of 50000, Stored update 35750 of 50000 -2 * Loglike = 1020.951001 Actual update 35800 of 50000, Stored update 35800 of 50000 -2 * Loglike = 1015.564042 Actual update 35850 of 50000, Stored update 35850 of 50000 -2 * Loglike = 1023.304159 Actual update 35900 of 50000, Stored update 35900 of 50000 -2 * Loglike = 1012.054709 Actual update 35950 of 50000, Stored update 35950 of 50000 -2 * Loglike = 1018.019549 Actual update 36000 of 50000, Stored update 36000 of 50000 -2 * Loglike = 1006.783736 Actual update 36050 of 50000, Stored update 36050 of 50000 -2 * Loglike = 1017.440424 Actual update 36100 of 50000, Stored update 36100 of 50000 -2 * Loglike = 1016.330838 Actual update 36150 of 50000, Stored update 36150 of 50000 -2 * Loglike = 1014.159914 Actual update 36200 of 50000, Stored update 36200 of 50000 -2 * Loglike = 1012.568194 Actual update 36250 of 50000, Stored update 36250 of 50000 -2 * Loglike = 1015.315274 Actual update 36300 of 50000, Stored update 36300 of 50000 -2 * Loglike = 1017.131358 Actual update 36350 of 50000, Stored update 36350 of 50000 -2 * Loglike = 1013.262969 Actual update 36400 of 50000, Stored update 36400 of 50000 -2 * Loglike = 1015.374368 Actual update 36450 of 50000, Stored update 36450 of 50000 -2 * Loglike = 1018.705718 Actual update 36500 of 50000, Stored update 36500 of 50000 -2 * Loglike = 1025.043830 Actual update 36550 of 50000, Stored update 36550 of 50000 -2 * Loglike = 1022.762267 Actual update 36600 of 50000, Stored update 36600 of 50000 -2 * Loglike = 1025.127996 Actual update 36650 of 50000, Stored update 36650 of 50000 -2 * Loglike = 1029.206830 Actual update 36700 of 50000, Stored update 36700 of 50000 -2 * Loglike = 1022.386266 Actual update 36750 of 50000, Stored update 36750 of 50000 -2 * Loglike = 1027.754723 Actual update 36800 of 50000, Stored update 36800 of 50000 -2 * Loglike = 1032.647243 Actual update 36850 of 50000, Stored update 36850 of 50000 -2 * Loglike = 1021.307476 Actual update 36900 of 50000, Stored update 36900 of 50000 -2 * Loglike = 1010.026086 Actual update 36950 of 50000, Stored update 36950 of 50000 -2 * Loglike = 1006.994246 Actual update 37000 of 50000, Stored update 37000 of 50000 -2 * Loglike = 1016.317403 Actual update 37050 of 50000, Stored update 37050 of 50000 -2 * Loglike = 1012.847418 Actual update 37100 of 50000, Stored update 37100 of 50000 -2 * Loglike = 1016.037799 Actual update 37150 of 50000, Stored update 37150 of 50000 -2 * Loglike = 1013.059868 Actual update 37200 of 50000, Stored update 37200 of 50000 -2 * Loglike = 1008.529177 Actual update 37250 of 50000, Stored update 37250 of 50000 -2 * Loglike = 1009.061621 Actual update 37300 of 50000, Stored update 37300 of 50000 -2 * Loglike = 1019.354116 Actual update 37350 of 50000, Stored update 37350 of 50000 -2 * Loglike = 1014.197516 Actual update 37400 of 50000, Stored update 37400 of 50000 -2 * Loglike = 1026.139144 Actual update 37450 of 50000, Stored update 37450 of 50000 -2 * Loglike = 1011.405860 Actual update 37500 of 50000, Stored update 37500 of 50000 -2 * Loglike = 1010.975653 Actual update 37550 of 50000, Stored update 37550 of 50000 -2 * Loglike = 1012.891119 Actual update 37600 of 50000, Stored update 37600 of 50000 -2 * Loglike = 1011.632942 Actual update 37650 of 50000, Stored update 37650 of 50000 -2 * Loglike = 1018.769010 Actual update 37700 of 50000, Stored update 37700 of 50000 -2 * Loglike = 1011.807313 Actual update 37750 of 50000, Stored update 37750 of 50000 -2 * Loglike = 1008.242646 Actual update 37800 of 50000, Stored update 37800 of 50000 -2 * Loglike = 1011.905329 Actual update 37850 of 50000, Stored update 37850 of 50000 -2 * Loglike = 1009.383226 Actual update 37900 of 50000, Stored update 37900 of 50000 -2 * Loglike = 1009.079231 Actual update 37950 of 50000, Stored update 37950 of 50000 -2 * Loglike = 1011.196232 Actual update 38000 of 50000, Stored update 38000 of 50000 -2 * Loglike = 1009.596920 Actual update 38050 of 50000, Stored update 38050 of 50000 -2 * Loglike = 1009.357757 Actual update 38100 of 50000, Stored update 38100 of 50000 -2 * Loglike = 1012.354520 Actual update 38150 of 50000, Stored update 38150 of 50000 -2 * Loglike = 1008.633654 Actual update 38200 of 50000, Stored update 38200 of 50000 -2 * Loglike = 1007.787091 Actual update 38250 of 50000, Stored update 38250 of 50000 -2 * Loglike = 1019.915410 Actual update 38300 of 50000, Stored update 38300 of 50000 -2 * Loglike = 1018.277126 Actual update 38350 of 50000, Stored update 38350 of 50000 -2 * Loglike = 1012.971383 Actual update 38400 of 50000, Stored update 38400 of 50000 -2 * Loglike = 1018.313935 Actual update 38450 of 50000, Stored update 38450 of 50000 -2 * Loglike = 1014.647677 Actual update 38500 of 50000, Stored update 38500 of 50000 -2 * Loglike = 1011.328150 Actual update 38550 of 50000, Stored update 38550 of 50000 -2 * Loglike = 1015.963671 Actual update 38600 of 50000, Stored update 38600 of 50000 -2 * Loglike = 1026.570854 Actual update 38650 of 50000, Stored update 38650 of 50000 -2 * Loglike = 1015.712596 Actual update 38700 of 50000, Stored update 38700 of 50000 -2 * Loglike = 1011.918340 Actual update 38750 of 50000, Stored update 38750 of 50000 -2 * Loglike = 1031.302700 Actual update 38800 of 50000, Stored update 38800 of 50000 -2 * Loglike = 1012.284909 Actual update 38850 of 50000, Stored update 38850 of 50000 -2 * Loglike = 1007.900828 Actual update 38900 of 50000, Stored update 38900 of 50000 -2 * Loglike = 1021.741261 Actual update 38950 of 50000, Stored update 38950 of 50000 -2 * Loglike = 1013.899148 Actual update 39000 of 50000, Stored update 39000 of 50000 -2 * Loglike = 1027.280571 Actual update 39050 of 50000, Stored update 39050 of 50000 -2 * Loglike = 1020.622980 Actual update 39100 of 50000, Stored update 39100 of 50000 -2 * Loglike = 1020.591263 Actual update 39150 of 50000, Stored update 39150 of 50000 -2 * Loglike = 1023.001835 Actual update 39200 of 50000, Stored update 39200 of 50000 -2 * Loglike = 1018.867199 Actual update 39250 of 50000, Stored update 39250 of 50000 -2 * Loglike = 1021.601699 Actual update 39300 of 50000, Stored update 39300 of 50000 -2 * Loglike = 1030.030185 Actual update 39350 of 50000, Stored update 39350 of 50000 -2 * Loglike = 1011.796341 Actual update 39400 of 50000, Stored update 39400 of 50000 -2 * Loglike = 1014.129014 Actual update 39450 of 50000, Stored update 39450 of 50000 -2 * Loglike = 1025.046845 Actual update 39500 of 50000, Stored update 39500 of 50000 -2 * Loglike = 1014.857856 Actual update 39550 of 50000, Stored update 39550 of 50000 -2 * Loglike = 1024.664074 Actual update 39600 of 50000, Stored update 39600 of 50000 -2 * Loglike = 1013.072882 Actual update 39650 of 50000, Stored update 39650 of 50000 -2 * Loglike = 1013.469086 Actual update 39700 of 50000, Stored update 39700 of 50000 -2 * Loglike = 1010.017115 Actual update 39750 of 50000, Stored update 39750 of 50000 -2 * Loglike = 1015.126914 Actual update 39800 of 50000, Stored update 39800 of 50000 -2 * Loglike = 1013.384563 Actual update 39850 of 50000, Stored update 39850 of 50000 -2 * Loglike = 1011.412561 Actual update 39900 of 50000, Stored update 39900 of 50000 -2 * Loglike = 1018.904279 Actual update 39950 of 50000, Stored update 39950 of 50000 -2 * Loglike = 1010.714926 Actual update 40000 of 50000, Stored update 40000 of 50000 -2 * Loglike = 1017.231939 Actual update 40050 of 50000, Stored update 40050 of 50000 -2 * Loglike = 1013.026520 Actual update 40100 of 50000, Stored update 40100 of 50000 -2 * Loglike = 1019.188418 Actual update 40150 of 50000, Stored update 40150 of 50000 -2 * Loglike = 1018.659504 Actual update 40200 of 50000, Stored update 40200 of 50000 -2 * Loglike = 1013.097888 Actual update 40250 of 50000, Stored update 40250 of 50000 -2 * Loglike = 1014.779167 Actual update 40300 of 50000, Stored update 40300 of 50000 -2 * Loglike = 1013.355276 Actual update 40350 of 50000, Stored update 40350 of 50000 -2 * Loglike = 1008.748162 Actual update 40400 of 50000, Stored update 40400 of 50000 -2 * Loglike = 1008.588878 Actual update 40450 of 50000, Stored update 40450 of 50000 -2 * Loglike = 1019.625305 Actual update 40500 of 50000, Stored update 40500 of 50000 -2 * Loglike = 1017.510828 Actual update 40550 of 50000, Stored update 40550 of 50000 -2 * Loglike = 1017.392080 Actual update 40600 of 50000, Stored update 40600 of 50000 -2 * Loglike = 1015.891251 Actual update 40650 of 50000, Stored update 40650 of 50000 -2 * Loglike = 1012.005119 Actual update 40700 of 50000, Stored update 40700 of 50000 -2 * Loglike = 1005.015218 Actual update 40750 of 50000, Stored update 40750 of 50000 -2 * Loglike = 1014.367835 Actual update 40800 of 50000, Stored update 40800 of 50000 -2 * Loglike = 1012.979552 Actual update 40850 of 50000, Stored update 40850 of 50000 -2 * Loglike = 1014.770270 Actual update 40900 of 50000, Stored update 40900 of 50000 -2 * Loglike = 1020.709008 Actual update 40950 of 50000, Stored update 40950 of 50000 -2 * Loglike = 1035.122600 Actual update 41000 of 50000, Stored update 41000 of 50000 -2 * Loglike = 1014.023050 Actual update 41050 of 50000, Stored update 41050 of 50000 -2 * Loglike = 1014.165334 Actual update 41100 of 50000, Stored update 41100 of 50000 -2 * Loglike = 1018.502552 Actual update 41150 of 50000, Stored update 41150 of 50000 -2 * Loglike = 1016.269849 Actual update 41200 of 50000, Stored update 41200 of 50000 -2 * Loglike = 1008.727931 Actual update 41250 of 50000, Stored update 41250 of 50000 -2 * Loglike = 1010.209905 Actual update 41300 of 50000, Stored update 41300 of 50000 -2 * Loglike = 1013.716790 Actual update 41350 of 50000, Stored update 41350 of 50000 -2 * Loglike = 1008.854623 Actual update 41400 of 50000, Stored update 41400 of 50000 -2 * Loglike = 1007.867554 Actual update 41450 of 50000, Stored update 41450 of 50000 -2 * Loglike = 1019.844819 Actual update 41500 of 50000, Stored update 41500 of 50000 -2 * Loglike = 1012.865395 Actual update 41550 of 50000, Stored update 41550 of 50000 -2 * Loglike = 1010.862695 Actual update 41600 of 50000, Stored update 41600 of 50000 -2 * Loglike = 1013.184797 Actual update 41650 of 50000, Stored update 41650 of 50000 -2 * Loglike = 1013.370214 Actual update 41700 of 50000, Stored update 41700 of 50000 -2 * Loglike = 1017.001634 Actual update 41750 of 50000, Stored update 41750 of 50000 -2 * Loglike = 1011.451369 Actual update 41800 of 50000, Stored update 41800 of 50000 -2 * Loglike = 1020.339165 Actual update 41850 of 50000, Stored update 41850 of 50000 -2 * Loglike = 1021.522763 Actual update 41900 of 50000, Stored update 41900 of 50000 -2 * Loglike = 1020.968648 Actual update 41950 of 50000, Stored update 41950 of 50000 -2 * Loglike = 1009.717406 Actual update 42000 of 50000, Stored update 42000 of 50000 -2 * Loglike = 1030.639046 Actual update 42050 of 50000, Stored update 42050 of 50000 -2 * Loglike = 1018.397010 Actual update 42100 of 50000, Stored update 42100 of 50000 -2 * Loglike = 1013.547798 Actual update 42150 of 50000, Stored update 42150 of 50000 -2 * Loglike = 1010.420071 Actual update 42200 of 50000, Stored update 42200 of 50000 -2 * Loglike = 1011.766066 Actual update 42250 of 50000, Stored update 42250 of 50000 -2 * Loglike = 1010.380988 Actual update 42300 of 50000, Stored update 42300 of 50000 -2 * Loglike = 1011.507273 Actual update 42350 of 50000, Stored update 42350 of 50000 -2 * Loglike = 1016.504284 Actual update 42400 of 50000, Stored update 42400 of 50000 -2 * Loglike = 1016.155978 Actual update 42450 of 50000, Stored update 42450 of 50000 -2 * Loglike = 1016.787153 Actual update 42500 of 50000, Stored update 42500 of 50000 -2 * Loglike = 1008.216854 Actual update 42550 of 50000, Stored update 42550 of 50000 -2 * Loglike = 1012.760015 Actual update 42600 of 50000, Stored update 42600 of 50000 -2 * Loglike = 1012.037720 Actual update 42650 of 50000, Stored update 42650 of 50000 -2 * Loglike = 1022.118399 Actual update 42700 of 50000, Stored update 42700 of 50000 -2 * Loglike = 1011.166316 Actual update 42750 of 50000, Stored update 42750 of 50000 -2 * Loglike = 1019.940299 Actual update 42800 of 50000, Stored update 42800 of 50000 -2 * Loglike = 1017.190702 Actual update 42850 of 50000, Stored update 42850 of 50000 -2 * Loglike = 1013.278190 Actual update 42900 of 50000, Stored update 42900 of 50000 -2 * Loglike = 1010.200481 Actual update 42950 of 50000, Stored update 42950 of 50000 -2 * Loglike = 1021.507479 Actual update 43000 of 50000, Stored update 43000 of 50000 -2 * Loglike = 1017.927708 Actual update 43050 of 50000, Stored update 43050 of 50000 -2 * Loglike = 1009.208135 Actual update 43100 of 50000, Stored update 43100 of 50000 -2 * Loglike = 1020.376719 Actual update 43150 of 50000, Stored update 43150 of 50000 -2 * Loglike = 1020.535095 Actual update 43200 of 50000, Stored update 43200 of 50000 -2 * Loglike = 1016.009378 Actual update 43250 of 50000, Stored update 43250 of 50000 -2 * Loglike = 1008.689612 Actual update 43300 of 50000, Stored update 43300 of 50000 -2 * Loglike = 1007.654226 Actual update 43350 of 50000, Stored update 43350 of 50000 -2 * Loglike = 1008.987489 Actual update 43400 of 50000, Stored update 43400 of 50000 -2 * Loglike = 1015.178445 Actual update 43450 of 50000, Stored update 43450 of 50000 -2 * Loglike = 1014.867810 Actual update 43500 of 50000, Stored update 43500 of 50000 -2 * Loglike = 1020.030957 Actual update 43550 of 50000, Stored update 43550 of 50000 -2 * Loglike = 1007.610400 Actual update 43600 of 50000, Stored update 43600 of 50000 -2 * Loglike = 1010.148931 Actual update 43650 of 50000, Stored update 43650 of 50000 -2 * Loglike = 1008.806970 Actual update 43700 of 50000, Stored update 43700 of 50000 -2 * Loglike = 1016.064025 Actual update 43750 of 50000, Stored update 43750 of 50000 -2 * Loglike = 1009.738028 Actual update 43800 of 50000, Stored update 43800 of 50000 -2 * Loglike = 1013.415551 Actual update 43850 of 50000, Stored update 43850 of 50000 -2 * Loglike = 1016.603614 Actual update 43900 of 50000, Stored update 43900 of 50000 -2 * Loglike = 1018.773351 Actual update 43950 of 50000, Stored update 43950 of 50000 -2 * Loglike = 1029.086015 Actual update 44000 of 50000, Stored update 44000 of 50000 -2 * Loglike = 1025.305952 Actual update 44050 of 50000, Stored update 44050 of 50000 -2 * Loglike = 1020.996233 Actual update 44100 of 50000, Stored update 44100 of 50000 -2 * Loglike = 1010.781738 Actual update 44150 of 50000, Stored update 44150 of 50000 -2 * Loglike = 1018.208929 Actual update 44200 of 50000, Stored update 44200 of 50000 -2 * Loglike = 1008.377905 Actual update 44250 of 50000, Stored update 44250 of 50000 -2 * Loglike = 1012.540591 Actual update 44300 of 50000, Stored update 44300 of 50000 -2 * Loglike = 1024.381462 Actual update 44350 of 50000, Stored update 44350 of 50000 -2 * Loglike = 1008.168419 Actual update 44400 of 50000, Stored update 44400 of 50000 -2 * Loglike = 1005.106823 Actual update 44450 of 50000, Stored update 44450 of 50000 -2 * Loglike = 1023.840554 Actual update 44500 of 50000, Stored update 44500 of 50000 -2 * Loglike = 1011.912229 Actual update 44550 of 50000, Stored update 44550 of 50000 -2 * Loglike = 1012.566833 Actual update 44600 of 50000, Stored update 44600 of 50000 -2 * Loglike = 1017.629798 Actual update 44650 of 50000, Stored update 44650 of 50000 -2 * Loglike = 1019.934424 Actual update 44700 of 50000, Stored update 44700 of 50000 -2 * Loglike = 1015.956862 Actual update 44750 of 50000, Stored update 44750 of 50000 -2 * Loglike = 1014.499485 Actual update 44800 of 50000, Stored update 44800 of 50000 -2 * Loglike = 1021.009293 Actual update 44850 of 50000, Stored update 44850 of 50000 -2 * Loglike = 1010.520371 Actual update 44900 of 50000, Stored update 44900 of 50000 -2 * Loglike = 1017.373001 Actual update 44950 of 50000, Stored update 44950 of 50000 -2 * Loglike = 1013.058972 Actual update 45000 of 50000, Stored update 45000 of 50000 -2 * Loglike = 1026.855867 Actual update 45050 of 50000, Stored update 45050 of 50000 -2 * Loglike = 1013.111981 Actual update 45100 of 50000, Stored update 45100 of 50000 -2 * Loglike = 1017.537453 Actual update 45150 of 50000, Stored update 45150 of 50000 -2 * Loglike = 1012.799952 Actual update 45200 of 50000, Stored update 45200 of 50000 -2 * Loglike = 1011.114277 Actual update 45250 of 50000, Stored update 45250 of 50000 -2 * Loglike = 1013.771763 Actual update 45300 of 50000, Stored update 45300 of 50000 -2 * Loglike = 1018.792987 Actual update 45350 of 50000, Stored update 45350 of 50000 -2 * Loglike = 1013.366007 Actual update 45400 of 50000, Stored update 45400 of 50000 -2 * Loglike = 1024.310437 Actual update 45450 of 50000, Stored update 45450 of 50000 -2 * Loglike = 1014.381273 Actual update 45500 of 50000, Stored update 45500 of 50000 -2 * Loglike = 1014.674063 Actual update 45550 of 50000, Stored update 45550 of 50000 -2 * Loglike = 1019.336134 Actual update 45600 of 50000, Stored update 45600 of 50000 -2 * Loglike = 1019.248715 Actual update 45650 of 50000, Stored update 45650 of 50000 -2 * Loglike = 1007.541375 Actual update 45700 of 50000, Stored update 45700 of 50000 -2 * Loglike = 1012.254447 Actual update 45750 of 50000, Stored update 45750 of 50000 -2 * Loglike = 1014.266055 Actual update 45800 of 50000, Stored update 45800 of 50000 -2 * Loglike = 1016.259406 Actual update 45850 of 50000, Stored update 45850 of 50000 -2 * Loglike = 1021.590632 Actual update 45900 of 50000, Stored update 45900 of 50000 -2 * Loglike = 1014.222469 Actual update 45950 of 50000, Stored update 45950 of 50000 -2 * Loglike = 1010.156540 Actual update 46000 of 50000, Stored update 46000 of 50000 -2 * Loglike = 1012.608806 Actual update 46050 of 50000, Stored update 46050 of 50000 -2 * Loglike = 1024.177928 Actual update 46100 of 50000, Stored update 46100 of 50000 -2 * Loglike = 1012.818571 Actual update 46150 of 50000, Stored update 46150 of 50000 -2 * Loglike = 1013.945776 Actual update 46200 of 50000, Stored update 46200 of 50000 -2 * Loglike = 1009.852223 Actual update 46250 of 50000, Stored update 46250 of 50000 -2 * Loglike = 1014.777561 Actual update 46300 of 50000, Stored update 46300 of 50000 -2 * Loglike = 1011.414043 Actual update 46350 of 50000, Stored update 46350 of 50000 -2 * Loglike = 1011.371580 Actual update 46400 of 50000, Stored update 46400 of 50000 -2 * Loglike = 1009.434461 Actual update 46450 of 50000, Stored update 46450 of 50000 -2 * Loglike = 1007.559185 Actual update 46500 of 50000, Stored update 46500 of 50000 -2 * Loglike = 1018.883699 Actual update 46550 of 50000, Stored update 46550 of 50000 -2 * Loglike = 1009.948922 Actual update 46600 of 50000, Stored update 46600 of 50000 -2 * Loglike = 1013.289432 Actual update 46650 of 50000, Stored update 46650 of 50000 -2 * Loglike = 1014.074470 Actual update 46700 of 50000, Stored update 46700 of 50000 -2 * Loglike = 1018.217341 Actual update 46750 of 50000, Stored update 46750 of 50000 -2 * Loglike = 1017.515874 Actual update 46800 of 50000, Stored update 46800 of 50000 -2 * Loglike = 1015.569662 Actual update 46850 of 50000, Stored update 46850 of 50000 -2 * Loglike = 1012.528388 Actual update 46900 of 50000, Stored update 46900 of 50000 -2 * Loglike = 1018.810858 Actual update 46950 of 50000, Stored update 46950 of 50000 -2 * Loglike = 1012.827777 Actual update 47000 of 50000, Stored update 47000 of 50000 -2 * Loglike = 1012.915862 Actual update 47050 of 50000, Stored update 47050 of 50000 -2 * Loglike = 1009.873152 Actual update 47100 of 50000, Stored update 47100 of 50000 -2 * Loglike = 1017.736243 Actual update 47150 of 50000, Stored update 47150 of 50000 -2 * Loglike = 1015.345371 Actual update 47200 of 50000, Stored update 47200 of 50000 -2 * Loglike = 1021.933511 Actual update 47250 of 50000, Stored update 47250 of 50000 -2 * Loglike = 1019.088429 Actual update 47300 of 50000, Stored update 47300 of 50000 -2 * Loglike = 1022.587543 Actual update 47350 of 50000, Stored update 47350 of 50000 -2 * Loglike = 1022.362336 Actual update 47400 of 50000, Stored update 47400 of 50000 -2 * Loglike = 1018.435267 Actual update 47450 of 50000, Stored update 47450 of 50000 -2 * Loglike = 1011.434498 Actual update 47500 of 50000, Stored update 47500 of 50000 -2 * Loglike = 1018.836900 Actual update 47550 of 50000, Stored update 47550 of 50000 -2 * Loglike = 1015.627159 Actual update 47600 of 50000, Stored update 47600 of 50000 -2 * Loglike = 1026.712738 Actual update 47650 of 50000, Stored update 47650 of 50000 -2 * Loglike = 1020.561584 Actual update 47700 of 50000, Stored update 47700 of 50000 -2 * Loglike = 1011.664197 Actual update 47750 of 50000, Stored update 47750 of 50000 -2 * Loglike = 1010.175849 Actual update 47800 of 50000, Stored update 47800 of 50000 -2 * Loglike = 1015.636093 Actual update 47850 of 50000, Stored update 47850 of 50000 -2 * Loglike = 1009.957975 Actual update 47900 of 50000, Stored update 47900 of 50000 -2 * Loglike = 1014.648497 Actual update 47950 of 50000, Stored update 47950 of 50000 -2 * Loglike = 1008.800804 Actual update 48000 of 50000, Stored update 48000 of 50000 -2 * Loglike = 1008.559100 Actual update 48050 of 50000, Stored update 48050 of 50000 -2 * Loglike = 1017.132258 Actual update 48100 of 50000, Stored update 48100 of 50000 -2 * Loglike = 1011.514625 Actual update 48150 of 50000, Stored update 48150 of 50000 -2 * Loglike = 1012.955873 Actual update 48200 of 50000, Stored update 48200 of 50000 -2 * Loglike = 1013.574219 Actual update 48250 of 50000, Stored update 48250 of 50000 -2 * Loglike = 1007.334774 Actual update 48300 of 50000, Stored update 48300 of 50000 -2 * Loglike = 1011.256255 Actual update 48350 of 50000, Stored update 48350 of 50000 -2 * Loglike = 1016.131127 Actual update 48400 of 50000, Stored update 48400 of 50000 -2 * Loglike = 1013.767156 Actual update 48450 of 50000, Stored update 48450 of 50000 -2 * Loglike = 1012.470402 Actual update 48500 of 50000, Stored update 48500 of 50000 -2 * Loglike = 1015.086505 Actual update 48550 of 50000, Stored update 48550 of 50000 -2 * Loglike = 1010.612767 Actual update 48600 of 50000, Stored update 48600 of 50000 -2 * Loglike = 1016.878634 Actual update 48650 of 50000, Stored update 48650 of 50000 -2 * Loglike = 1012.380493 Actual update 48700 of 50000, Stored update 48700 of 50000 -2 * Loglike = 1016.985610 Actual update 48750 of 50000, Stored update 48750 of 50000 -2 * Loglike = 1013.807346 Actual update 48800 of 50000, Stored update 48800 of 50000 -2 * Loglike = 1012.994436 Actual update 48850 of 50000, Stored update 48850 of 50000 -2 * Loglike = 1012.485581 Actual update 48900 of 50000, Stored update 48900 of 50000 -2 * Loglike = 1007.228853 Actual update 48950 of 50000, Stored update 48950 of 50000 -2 * Loglike = 1009.238441 Actual update 49000 of 50000, Stored update 49000 of 50000 -2 * Loglike = 1015.673783 Actual update 49050 of 50000, Stored update 49050 of 50000 -2 * Loglike = 1013.867770 Actual update 49100 of 50000, Stored update 49100 of 50000 -2 * Loglike = 1014.033355 Actual update 49150 of 50000, Stored update 49150 of 50000 -2 * Loglike = 1009.060836 Actual update 49200 of 50000, Stored update 49200 of 50000 -2 * Loglike = 1028.496445 Actual update 49250 of 50000, Stored update 49250 of 50000 -2 * Loglike = 1012.580715 Actual update 49300 of 50000, Stored update 49300 of 50000 -2 * Loglike = 1015.614574 Actual update 49350 of 50000, Stored update 49350 of 50000 -2 * Loglike = 1013.408860 Actual update 49400 of 50000, Stored update 49400 of 50000 -2 * Loglike = 1016.566013 Actual update 49450 of 50000, Stored update 49450 of 50000 -2 * Loglike = 1011.656152 Actual update 49500 of 50000, Stored update 49500 of 50000 -2 * Loglike = 1016.559243 Actual update 49550 of 50000, Stored update 49550 of 50000 -2 * Loglike = 1013.854577 Actual update 49600 of 50000, Stored update 49600 of 50000 -2 * Loglike = 1015.676116 Actual update 49650 of 50000, Stored update 49650 of 50000 -2 * Loglike = 1015.930715 Actual update 49700 of 50000, Stored update 49700 of 50000 -2 * Loglike = 1011.734354 Actual update 49750 of 50000, Stored update 49750 of 50000 -2 * Loglike = 1022.297470 Actual update 49800 of 50000, Stored update 49800 of 50000 -2 * Loglike = 1018.200043 Actual update 49850 of 50000, Stored update 49850 of 50000 -2 * Loglike = 1012.411804 Actual update 49900 of 50000, Stored update 49900 of 50000 -2 * Loglike = 1020.945468 Actual update 49950 of 50000, Stored update 49950 of 50000 -2 * Loglike = 1013.121629 Actual update 50000 of 50000, Stored update 50000 of 50000 -2 * Loglike = 1016.110930 PUPN c1003 c1004 AVER c1091 b99 b100 Count = 50000 Average = 1015.5 S.D. = 5.8399 S.E.M. = 0.026117 ECHO 0 Execution completed -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- MLwiN (version: 3.05) multilevel model (Multivariate Normal) Estimation algorithm: MCMC Elapsed time : 3.5s 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 1015.492 1006.066 9.426 1024.918 --------------------------------------------------------------------------------------------------- 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 152.17942 2.48879 61.15 0 *** 147.26931 157.10175 54056 Intercept_y15 201.78200 2.82935 71.32 0 *** 196.20846 207.39190 50000 Intercept_y22 245.04770 3.37835 72.53 0 *** 238.38848 251.74274 50000 Intercept_y29 289.52491 4.19432 69.03 0 *** 281.27384 297.85980 50000 Intercept_y36 324.82494 4.27035 76.07 0 *** 316.37428 333.28894 50000 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 184.31374 59.43683 100.84944 334.80092 239 cov_Intercept_y8_Intercept_y15 197.37939 65.54327 105.97165 364.16411 209 var_Intercept_y15 237.99477 77.86234 129.72295 436.48498 223 cov_Intercept_y8_Intercept_y22 222.45205 77.19883 115.25896 420.62690 180 cov_Intercept_y15_Intercept_y22 268.00309 91.00943 142.85305 501.32784 181 var_Intercept_y22 339.38254 113.14830 184.20810 633.02593 196 cov_Intercept_y8_Intercept_y29 260.95261 94.45845 130.83844 507.71541 172 cov_Intercept_y15_Intercept_y29 314.22007 110.97162 162.83473 605.80377 165 cov_Intercept_y22_Intercept_y29 397.51232 136.76851 211.48635 753.85170 179 var_Intercept_y29 523.46746 175.75299 285.63715 975.19910 205 cov_Intercept_y8_Intercept_y36 250.40602 92.92772 122.29886 491.81793 183 cov_Intercept_y15_Intercept_y36 301.46519 109.19109 151.94555 589.57541 182 cov_Intercept_y22_Intercept_y36 381.18483 134.04153 198.21371 732.98502 193 cov_Intercept_y29_Intercept_y36 501.51490 170.68462 268.88069 952.66896 205 var_Intercept_y36 540.75002 177.81520 297.56802 999.60314 271 -*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*- > > 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 184.314 NA NA NA NA cons.y15 197.379 237.995 NA NA NA cons.y22 222.452 268.003 339.383 NA NA cons.y29 260.953 314.220 397.512 523.467 NA cons.y36 250.406 301.465 381.185 501.515 540.75 > 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 0.942 1.000 NA NA NA cons.y22 0.889 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 0.943 1 > > # Chapter learning outcomes . . . . . . . . . . . . . . . . . . . . . . .128 > > > > > > ############################################################################ > > proc.time() user system elapsed 9.59 1.56 23.93