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Genomic-Selection-for-Drought-Tolerance-Using-Genome-Wide-SNPs-in-Casava/
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To perform the analyses, we will need the following packages:
The Ridge Regression BLUP, or RRBLUP, will predict the marker effect. In the RRBLUP, we will use the matrix of markers directly.
For this purpose, we will use the sommer package [@Covarrubias-Pazaran_2014]. In the code below, y is for the vector with the means, Z is where we will insert the SNPs matrix, K is for a covariance matrix for the random effects, which will be and identity matrix by default; and X is a design matrix for the fixed effects, which will be a vector of ones (1) by default. Note that we are returning to the “1, 0, -1” codification in the SNPs matrix. This is a requirement of the rrBlUP package.
To prove that the prediction is accurate, we should perform a cross-validation (CV) scheme. For this purpose, we divide the data into a training set and a validation set.
First we separate the data into k folds. Then, we attribute NA for one fold and try to predict the data from this fold based on the others. When selecting the number of folds, one must prioritize the balance between the number of observations in each fold.
In addition, this process should be repeated for further validation. The step-by-step below will guide the CV in the data we are analysing.
Since we defined 5 folds, our data will be divided into 5 parts with 83 observations each.
The order is decreasing or increasing (numeric or alphabetical) regarding the name of the genotypes.
pheno <- pheno[order(pheno$ID_Clone, decreasing = F),]
geno <- geno[order(row.names(geno)),]
all(rownames(geno) == pheno$ID_Clone)
[1] TRUE
This will be useful to assign each observation for a fold, which will be the next step.
In this step, we will assign each observation to a fold. Bear in mind that for each repetition, the folds will comprise different observations. The purpose of the repetition is to make sure of the randomness of the assignment step.
In this step, we will use the cvTools package [@cvTools]
For better performance, we included this step in the loop of the next step.
The next step is the very CV. Here, we will define the linear predictor and the lists that will be useful in the loop. The first list, here called results_cv_RR_BLUP and, contains the results for each fold assignation that we built in the previous step. The second GEBVS_RR_BLUP contains the GEBVs.
Then, we will construct the loop. Each iteration will assign NA for a different fold, and we will use the other folds to predict the missing values. Note that the folds vary for each repetition and trait.
Set up parallel processing. Define and run multiple models to get the GEBVs ATTENTION: This process is time-consuming.
# Planejar o processamento em várias sessões para paralelização
plan(multisession)
# Iniciar uma lista para armazenar os resultados
results_list <-
future_map(traits, .options = furrr_options(seed = 100), function(j) {
# Pré-processamento dos dados
pheno2 <- pheno %>%
select(ID_Clone, all_of(j)) %>%
na.omit() %>%
ungroup() %>%
filter(ID_Clone %in% rownames(Z)) %>%
mutate(ID = factor(1:nrow(.))) %>%
droplevels()
# Filtrar as linhas de Z com base em pheno2$ID_Clone
Z1 <- Z[rownames(Z) %in% pheno2$ID_Clone, ]
# Listas das folds
fold.list <- lapply(1:nrept, function(a) {
folds <- cvFolds(nlevels(pheno2$ID),
type = "random",
K = nfolds)
split(folds$subsets, f = folds$which)
})
# Usar future_map_dfr para criar dobras cruzadas em paralelo
future_map_dfr(1:length(fold.list), function(z) {
for (i in 1:nfolds) {
# Conjunto de treinamento
train_data <- pheno2
# Conjunto de validação
train_data[train_data$ID %in% fold.list[[z]][[i]], j] <- NA
# Ajustar o modelo
fixed <- formula(paste(j, " ~ 1"))
RR_BLUP <-
sommer::mmer(
fixed,
random = ~ sommer::vsr(list(Z1), buildGu = FALSE),
data = train_data,
getPEV = FALSE,
rcov = ~ units
)
# GEBV (Valores Genômicos Empíricos Melhorados)
Pred <-
data.frame(
Yhat = Z1 %*% RR_BLUP$U$`u:Z1`[[j]],
ID = train_data$ID,
ID_Clone = train_data$ID_Clone
) %>%
filter(ID %in% fold.list[[z]][[i]])
result1 <-
tibble(
GEBV = Pred$Yhat,
ID = Pred$ID,
ID_Clone = Pred$ID_Clone,
Trait = j,
rep = z,
fold = i
)
# Resultados da previsão
if (i == 1) {
result <- result1
} else {
result <- rbind(result, result1)
}
}
#Ordenando os resultados de acordo com o ID
result <- result[order(result$ID, decreasing = F),]
# Resultados da validação cruzada
result_cv <- tibble(
Trait = j,
rep = z,
Log = all(result$ID == pheno2$ID),
Ac = round(cor(result$GEBV, pheno2[[j]], use = "na.or.complete"), 3),
MSPE = round(mean((
result$GEBV - pheno2[[j]]
) ^ 2, na.rm = TRUE), 3),
result = list(result)
)
})
})
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1 -343.348 17:45:46 7 0
2 -256.4 17:45:46 7 0
3 -187.628 17:45:46 7 0
4 -160.159 17:45:46 7 0
5 -156.181 17:45:46 7 0
6 -155.919 17:45:47 8 0
7 -155.916 17:45:47 8 0
8 -155.916 17:45:47 8 0
iteration LogLik wall cpu(sec) restrained
1 -333.612 17:45:54 7 0
2 -246.349 17:45:54 7 0
3 -180.435 17:45:54 7 0
4 -158.04 17:45:54 7 0
5 -155.307 17:45:54 7 0
6 -154.935 17:45:55 8 0
7 -154.893 17:45:55 8 0
8 -154.888 17:45:55 8 0
9 -154.888 17:45:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -355.013 17:46:2 6 0
2 -251.837 17:46:2 6 0
3 -183.392 17:46:2 6 0
4 -157.647 17:46:3 7 0
5 -155.82 17:46:3 7 0
6 -155.782 17:46:3 7 0
7 -155.782 17:46:3 7 0
iteration LogLik wall cpu(sec) restrained
1 -320.544 17:46:10 6 0
2 -229.082 17:46:10 6 0
3 -171.678 17:46:10 6 0
4 -153.699 17:46:10 6 0
5 -150.913 17:46:11 7 0
6 -150.526 17:46:11 7 0
7 -150.481 17:46:11 7 0
8 -150.477 17:46:11 7 0
9 -150.476 17:46:11 7 0
iteration LogLik wall cpu(sec) restrained
1 -336.135 17:46:18 6 0
2 -244.677 17:46:18 6 0
3 -187.557 17:46:19 7 0
4 -164.093 17:46:19 7 0
5 -158.633 17:46:19 7 0
6 -157.603 17:46:19 7 0
7 -157.522 17:46:19 7 0
8 -157.52 17:46:19 7 0
9 -157.52 17:46:19 7 0
iteration LogLik wall cpu(sec) restrained
1 -344.989 17:46:26 6 0
2 -244.008 17:46:27 7 0
3 -172.403 17:46:27 7 0
4 -153.249 17:46:27 7 0
5 -151.728 17:46:27 7 0
6 -151.633 17:46:27 7 0
7 -151.629 17:46:27 7 0
8 -151.629 17:46:27 7 0
iteration LogLik wall cpu(sec) restrained
1 -310.773 17:46:34 6 0
2 -238.371 17:46:35 7 0
3 -178.395 17:46:35 7 0
4 -153.579 17:46:35 7 0
5 -149.996 17:46:35 7 0
6 -149.712 17:46:35 7 0
7 -149.697 17:46:35 7 0
8 -149.696 17:46:35 7 0
iteration LogLik wall cpu(sec) restrained
1 -328.868 17:46:43 7 0
2 -249.14 17:46:43 7 0
3 -183.545 17:46:43 7 0
4 -158.163 17:46:43 7 0
5 -154.568 17:46:43 7 0
6 -154.205 17:46:43 7 0
7 -154.182 17:46:43 7 0
8 -154.181 17:46:44 8 0
9 -154.181 17:46:44 8 0
iteration LogLik wall cpu(sec) restrained
1 -364.618 17:46:51 7 0
2 -261.086 17:46:51 7 0
3 -180.337 17:46:51 7 0
4 -154.382 17:46:51 7 0
5 -153.623 17:46:51 7 0
6 -153.619 17:46:51 7 0
7 -153.619 17:46:51 7 0
iteration LogLik wall cpu(sec) restrained
1 -314.123 17:43:34 7 0
2 -220.89 17:43:34 7 0
3 -162.469 17:43:34 7 0
4 -148.655 17:43:34 7 0
5 -147.388 17:43:34 7 0
6 -147.216 17:43:34 7 0
7 -147.191 17:43:35 8 0
8 -147.187 17:43:35 8 0
9 -147.187 17:43:35 8 0
iteration LogLik wall cpu(sec) restrained
1 -292.04 17:43:42 6 0
2 -216.25 17:43:42 6 0
3 -164.263 17:43:42 6 0
4 -151.202 17:43:43 7 0
5 -148.896 17:43:43 7 0
6 -148.231 17:43:43 7 0
7 -148.02 17:43:43 7 0
8 -147.954 17:43:43 7 0
9 -147.933 17:43:43 7 0
10 -147.927 17:43:43 7 0
11 -147.926 17:43:44 8 0
12 -147.925 17:43:44 8 0
iteration LogLik wall cpu(sec) restrained
1 -287.378 17:43:51 6 0
2 -210.323 17:43:51 6 0
3 -159.514 17:43:52 7 0
4 -146.872 17:43:52 7 0
5 -144.806 17:43:52 7 0
6 -144.28 17:43:52 7 0
7 -144.135 17:43:52 7 0
8 -144.094 17:43:52 7 0
9 -144.083 17:43:52 7 0
10 -144.081 17:43:53 8 0
11 -144.08 17:43:53 8 0
iteration LogLik wall cpu(sec) restrained
1 -302.39 17:44:0 7 0
2 -215.507 17:44:0 7 0
3 -156.969 17:44:0 7 0
4 -142.32 17:44:0 7 0
5 -140.877 17:44:1 8 0
6 -140.689 17:44:1 8 0
7 -140.665 17:44:1 8 0
8 -140.662 17:44:1 8 0
9 -140.662 17:44:1 8 0
iteration LogLik wall cpu(sec) restrained
1 -293.74 17:44:8 6 0
2 -210.388 17:44:9 7 0
3 -164.203 17:44:9 7 0
4 -151.86 17:44:9 7 0
5 -149.568 17:44:9 7 0
6 -148.942 17:44:9 7 0
7 -148.753 17:44:9 7 0
8 -148.695 17:44:10 8 0
9 -148.677 17:44:10 8 0
10 -148.672 17:44:10 8 0
11 -148.67 17:44:10 8 0
12 -148.67 17:44:10 8 0
iteration LogLik wall cpu(sec) restrained
1 -257.547 17:44:18 7 0
2 -193.899 17:44:18 7 0
3 -151.1 17:44:18 7 0
4 -140.603 17:44:18 7 0
5 -139.308 17:44:18 7 0
6 -139.027 17:44:18 7 0
7 -138.951 17:44:19 8 0
8 -138.929 17:44:19 8 0
9 -138.922 17:44:19 8 0
10 -138.92 17:44:19 8 0
11 -138.92 17:44:19 8 0
iteration LogLik wall cpu(sec) restrained
1 -297.11 17:44:26 6 0
2 -215.711 17:44:27 7 0
3 -163.239 17:44:27 7 0
4 -149.535 17:44:27 7 0
5 -147.267 17:44:27 7 0
6 -146.731 17:44:27 7 0
7 -146.6 17:44:27 7 0
8 -146.568 17:44:27 7 0
9 -146.561 17:44:28 8 0
10 -146.559 17:44:28 8 0
11 -146.559 17:44:28 8 0
iteration LogLik wall cpu(sec) restrained
1 -319.397 17:44:35 7 0
2 -225.09 17:44:35 7 0
3 -160.479 17:44:35 7 0
4 -144.99 17:44:35 7 0
5 -143.864 17:44:36 8 0
6 -143.781 17:44:36 8 0
7 -143.776 17:44:36 8 0
8 -143.775 17:44:36 8 0
iteration LogLik wall cpu(sec) restrained
1 -320.582 17:44:43 6 0
2 -228.88 17:44:43 6 0
3 -170.827 17:44:44 7 0
4 -154.882 17:44:44 7 0
5 -152.101 17:44:44 7 0
6 -151.487 17:44:44 7 0
7 -151.372 17:44:44 7 0
8 -151.354 17:44:44 7 0
9 -151.352 17:44:44 7 0
10 -151.352 17:44:45 8 0
iteration LogLik wall cpu(sec) restrained
1 -277.035 17:44:52 7 0
2 -201.736 17:44:52 7 0
3 -156.318 17:44:52 7 0
4 -145.179 17:44:52 7 0
5 -143.568 17:44:52 7 0
6 -143.195 17:44:52 7 0
7 -143.095 17:44:53 8 0
8 -143.066 17:44:53 8 0
9 -143.058 17:44:53 8 0
10 -143.056 17:44:53 8 0
11 -143.055 17:44:53 8 0
iteration LogLik wall cpu(sec) restrained
1 -288.254 17:45:1 7 0
2 -204.897 17:45:1 7 0
3 -158.099 17:45:1 7 0
4 -147.856 17:45:1 7 0
5 -146.361 17:45:1 7 0
6 -145.993 17:45:1 7 0
7 -145.886 17:45:2 8 0
8 -145.853 17:45:2 8 0
9 -145.843 17:45:2 8 0
10 -145.839 17:45:2 8 0
11 -145.838 17:45:2 8 0
12 -145.838 17:45:2 8 0
iteration LogLik wall cpu(sec) restrained
1 -310.358 17:45:10 7 0
2 -217.47 17:45:10 7 0
3 -161.052 17:45:10 7 0
4 -146.265 17:45:10 7 0
5 -144.177 17:45:10 7 0
6 -143.811 17:45:10 7 0
7 -143.753 17:45:10 7 0
8 -143.745 17:45:11 8 0
9 -143.744 17:45:11 8 0
10 -143.744 17:45:11 8 0
iteration LogLik wall cpu(sec) restrained
1 -292.999 17:45:18 6 0
2 -208.645 17:45:18 6 0
3 -157.954 17:45:18 6 0
4 -144.838 17:45:19 7 0
5 -143.249 17:45:19 7 0
6 -142.975 17:45:19 7 0
7 -142.925 17:45:19 7 0
8 -142.916 17:45:19 7 0
9 -142.915 17:45:19 7 0
10 -142.914 17:45:19 7 0
iteration LogLik wall cpu(sec) restrained
1 -302.305 17:45:27 7 0
2 -204.556 17:45:27 7 0
3 -158.41 17:45:27 7 0
4 -147.958 17:45:27 7 0
5 -146.324 17:45:27 7 0
6 -145.988 17:45:27 7 0
7 -145.919 17:45:27 7 0
8 -145.905 17:45:28 8 0
9 -145.903 17:45:28 8 0
10 -145.902 17:45:28 8 0
iteration LogLik wall cpu(sec) restrained
1 -292.3 17:45:35 6 0
2 -216.886 17:45:35 6 0
3 -164.417 17:45:36 7 0
4 -149.693 17:45:36 7 0
5 -147.106 17:45:36 7 0
6 -146.469 17:45:36 7 0
7 -146.313 17:45:36 7 0
8 -146.277 17:45:36 7 0
9 -146.269 17:45:36 7 0
10 -146.267 17:45:37 8 0
11 -146.267 17:45:37 8 0
iteration LogLik wall cpu(sec) restrained
1 -296.849 17:45:44 7 0
2 -215.608 17:45:44 7 0
3 -165.095 17:45:44 7 0
4 -151.544 17:45:44 7 0
5 -149.22 17:45:45 8 0
6 -148.638 17:45:45 8 0
7 -148.478 17:45:45 8 0
8 -148.434 17:45:45 8 0
9 -148.421 17:45:45 8 0
10 -148.418 17:45:45 8 0
11 -148.417 17:45:45 8 0
iteration LogLik wall cpu(sec) restrained
1 -295.771 17:45:52 6 0
2 -209.604 17:45:53 7 0
3 -163.409 17:45:53 7 0
4 -151.357 17:45:53 7 0
5 -148.974 17:45:53 7 0
6 -148.276 17:45:53 7 0
7 -148.06 17:45:53 7 0
8 -147.996 17:45:53 7 0
9 -147.978 17:45:54 8 0
10 -147.973 17:45:54 8 0
11 -147.971 17:45:54 8 0
12 -147.971 17:45:54 8 0
iteration LogLik wall cpu(sec) restrained
1 -287.199 17:46:1 6 0
2 -203.736 17:46:1 6 0
3 -156.692 17:46:1 6 0
4 -144.889 17:46:1 6 0
5 -143.178 17:46:2 7 0
6 -142.811 17:46:2 7 0
7 -142.726 17:46:2 7 0
8 -142.706 17:46:2 7 0
9 -142.701 17:46:2 7 0
10 -142.7 17:46:2 7 0
11 -142.7 17:46:2 7 0
iteration LogLik wall cpu(sec) restrained
1 -304.609 17:46:10 7 0
2 -213.166 17:46:10 7 0
3 -155.708 17:46:10 7 0
4 -143.559 17:46:10 7 0
5 -142.469 17:46:10 7 0
6 -142.319 17:46:10 7 0
7 -142.298 17:46:10 7 0
8 -142.295 17:46:11 8 0
9 -142.294 17:46:11 8 0
iteration LogLik wall cpu(sec) restrained
1 -308.362 17:46:18 7 0
2 -213.874 17:46:18 7 0
3 -160.356 17:46:18 7 0
4 -147.723 17:46:18 7 0
5 -145.89 17:46:18 7 0
6 -145.508 17:46:18 7 0
7 -145.429 17:46:19 8 0
8 -145.414 17:46:19 8 0
9 -145.411 17:46:19 8 0
10 -145.411 17:46:19 8 0
iteration LogLik wall cpu(sec) restrained
1 -304.04 17:46:26 6 0
2 -210.242 17:46:26 6 0
3 -160.332 17:46:26 6 0
4 -148.097 17:46:27 7 0
5 -146.214 17:46:27 7 0
6 -145.82 17:46:27 7 0
7 -145.739 17:46:27 7 0
8 -145.723 17:46:27 7 0
9 -145.72 17:46:27 7 0
10 -145.719 17:46:27 7 0
iteration LogLik wall cpu(sec) restrained
1 -281.258 17:46:35 7 0
2 -202.136 17:46:35 7 0
3 -159.028 17:46:35 7 0
4 -148.879 17:46:35 7 0
5 -147.12 17:46:35 7 0
6 -146.637 17:46:35 7 0
7 -146.484 17:46:35 7 0
8 -146.433 17:46:36 8 0
9 -146.416 17:46:36 8 0
10 -146.41 17:46:36 8 0
11 -146.408 17:46:36 8 0
12 -146.407 17:46:36 8 0
iteration LogLik wall cpu(sec) restrained
1 -286.155 17:46:44 7 0
2 -206.473 17:46:44 7 0
3 -156.956 17:46:44 7 0
4 -145.033 17:46:44 7 0
5 -143.508 17:46:44 7 0
6 -143.209 17:46:44 7 0
7 -143.143 17:46:44 7 0
8 -143.128 17:46:45 8 0
9 -143.125 17:46:45 8 0
10 -143.124 17:46:45 8 0
iteration LogLik wall cpu(sec) restrained
1 -301.16 17:46:52 6 0
2 -221.416 17:46:52 6 0
3 -166.219 17:46:53 7 0
4 -148.49 17:46:53 7 0
5 -145.404 17:46:53 7 0
6 -144.801 17:46:53 7 0
7 -144.703 17:46:53 7 0
8 -144.69 17:46:53 7 0
9 -144.688 17:46:53 7 0
10 -144.688 17:46:54 8 0
iteration LogLik wall cpu(sec) restrained
1 -298.642 17:47:0 6 0
2 -211.832 17:47:1 7 0
3 -160.547 17:47:1 7 0
4 -148.575 17:47:1 7 0
5 -146.797 17:47:1 7 0
6 -146.383 17:47:1 7 0
7 -146.277 17:47:1 7 0
8 -146.249 17:47:1 7 0
9 -146.242 17:47:2 8 0
10 -146.24 17:47:2 8 0
11 -146.24 17:47:2 8 0
iteration LogLik wall cpu(sec) restrained
1 -306.346 17:43:34 6 0
2 -221.703 17:43:34 6 0
3 -168.488 17:43:34 6 0
4 -154.904 17:43:35 7 0
5 -152.868 17:43:35 7 0
6 -152.394 17:43:35 7 0
7 -152.267 17:43:35 7 0
8 -152.231 17:43:35 7 0
9 -152.22 17:43:35 7 0
10 -152.217 17:43:36 8 0
11 -152.216 17:43:36 8 0
iteration LogLik wall cpu(sec) restrained
1 -314.252 17:43:43 6 0
2 -229.315 17:43:43 6 0
3 -172.609 17:43:44 7 0
4 -156.061 17:43:44 7 0
5 -153.752 17:43:44 7 0
6 -153.273 17:43:44 7 0
7 -153.165 17:43:44 7 0
8 -153.139 17:43:44 7 0
9 -153.134 17:43:45 8 0
10 -153.132 17:43:45 8 0
11 -153.132 17:43:45 8 0
iteration LogLik wall cpu(sec) restrained
1 -305.056 17:43:52 6 0
2 -220.289 17:43:53 7 0
3 -157.119 17:43:53 7 0
4 -143.987 17:43:53 7 0
5 -143.31 17:43:53 7 0
6 -143.249 17:43:53 7 0
7 -143.243 17:43:53 7 0
8 -143.242 17:43:53 7 0
iteration LogLik wall cpu(sec) restrained
1 -301.804 17:44:1 7 0
2 -217.873 17:44:1 7 0
3 -162.113 17:44:1 7 0
4 -150.363 17:44:1 7 0
5 -149.226 17:44:2 8 0
6 -149.039 17:44:2 8 0
7 -149.002 17:44:2 8 0
8 -148.995 17:44:2 8 0
9 -148.993 17:44:2 8 0
10 -148.993 17:44:2 8 0
iteration LogLik wall cpu(sec) restrained
1 -325.854 17:44:10 7 0
2 -221.757 17:44:10 7 0
3 -167.257 17:44:10 7 0
4 -153.178 17:44:10 7 0
5 -150.862 17:44:10 7 0
6 -150.333 17:44:10 7 0
7 -150.222 17:44:11 8 0
8 -150.202 17:44:11 8 0
9 -150.199 17:44:11 8 0
10 -150.199 17:44:11 8 0
iteration LogLik wall cpu(sec) restrained
1 -304.052 17:44:19 7 0
2 -213.183 17:44:19 7 0
3 -162.256 17:44:19 7 0
4 -150.514 17:44:19 7 0
5 -149.163 17:44:19 7 0
6 -148.924 17:44:19 7 0
7 -148.874 17:44:20 8 0
8 -148.863 17:44:20 8 0
9 -148.861 17:44:20 8 0
10 -148.86 17:44:20 8 0
iteration LogLik wall cpu(sec) restrained
1 -325.824 17:44:27 6 0
2 -234.928 17:44:28 7 0
3 -163.762 17:44:28 7 0
4 -145.051 17:44:28 7 0
5 -143.648 17:44:28 7 0
6 -143.555 17:44:28 7 0
7 -143.551 17:44:28 7 0
8 -143.551 17:44:29 8 0
iteration LogLik wall cpu(sec) restrained
1 -310.511 17:44:36 7 0
2 -218.449 17:44:36 7 0
3 -164.142 17:44:36 7 0
4 -150.966 17:44:36 7 0
5 -149.298 17:44:36 7 0
6 -148.959 17:44:37 8 0
7 -148.882 17:44:37 8 0
8 -148.864 17:44:37 8 0
9 -148.86 17:44:37 8 0
10 -148.859 17:44:37 8 0
iteration LogLik wall cpu(sec) restrained
1 -308.58 17:44:45 7 0
2 -226.976 17:44:45 7 0
3 -167.933 17:44:45 7 0
4 -153.84 17:44:45 7 0
5 -152.612 17:44:45 7 0
6 -152.429 17:44:46 8 0
7 -152.396 17:44:46 8 0
8 -152.389 17:44:46 8 0
9 -152.388 17:44:46 8 0
10 -152.388 17:44:46 8 0
iteration LogLik wall cpu(sec) restrained
1 -305.478 17:44:53 6 0
2 -209.417 17:44:54 7 0
3 -161.452 17:44:54 7 0
4 -151.588 17:44:54 7 0
5 -150.446 17:44:54 7 0
6 -150.222 17:44:54 7 0
7 -150.169 17:44:54 7 0
8 -150.155 17:44:55 8 0
9 -150.152 17:44:55 8 0
10 -150.151 17:44:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -300.628 17:45:2 6 0
2 -218.125 17:45:2 6 0
3 -165.897 17:45:3 7 0
4 -153.495 17:45:3 7 0
5 -151.849 17:45:3 7 0
6 -151.504 17:45:3 7 0
7 -151.42 17:45:3 7 0
8 -151.398 17:45:3 7 0
9 -151.392 17:45:4 8 0
10 -151.39 17:45:4 8 0
11 -151.39 17:45:4 8 0
iteration LogLik wall cpu(sec) restrained
1 -303.894 17:45:11 6 0
2 -213.232 17:45:12 7 0
3 -159.884 17:45:12 7 0
4 -146.586 17:45:12 7 0
5 -145.091 17:45:12 7 0
6 -144.868 17:45:12 7 0
7 -144.833 17:45:12 7 0
8 -144.827 17:45:13 8 0
9 -144.826 17:45:13 8 0
iteration LogLik wall cpu(sec) restrained
1 -308.076 17:45:20 7 0
2 -223.294 17:45:20 7 0
3 -167.398 17:45:20 7 0
4 -153.828 17:45:21 8 0
5 -152.257 17:45:21 8 0
6 -151.942 17:45:21 8 0
7 -151.866 17:45:21 8 0
8 -151.846 17:45:21 8 0
9 -151.84 17:45:21 8 0
10 -151.839 17:45:22 9 0
11 -151.838 17:45:22 9 0
iteration LogLik wall cpu(sec) restrained
1 -313.735 17:45:29 7 0
2 -231.912 17:45:29 7 0
3 -168.21 17:45:29 7 0
4 -151.54 17:45:29 7 0
5 -150.16 17:45:30 8 0
6 -149.961 17:45:30 8 0
7 -149.927 17:45:30 8 0
8 -149.921 17:45:30 8 0
9 -149.92 17:45:30 8 0
10 -149.92 17:45:30 8 0
iteration LogLik wall cpu(sec) restrained
1 -323.234 17:45:38 7 0
2 -223.349 17:45:38 7 0
3 -167.254 17:45:38 7 0
4 -154.234 17:45:38 7 0
5 -152.357 17:45:38 7 0
6 -151.94 17:45:39 8 0
7 -151.843 17:45:39 8 0
8 -151.821 17:45:39 8 0
9 -151.816 17:45:39 8 0
10 -151.815 17:45:39 8 0
11 -151.814 17:45:39 8 0
iteration LogLik wall cpu(sec) restrained
1 -303.104 17:45:47 7 0
2 -220.13 17:45:47 7 0
3 -164.089 17:45:47 7 0
4 -149.988 17:45:47 7 0
5 -148.296 17:45:47 7 0
6 -147.975 17:45:47 7 0
7 -147.905 17:45:48 8 0
8 -147.889 17:45:48 8 0
9 -147.885 17:45:48 8 0
10 -147.884 17:45:48 8 0
iteration LogLik wall cpu(sec) restrained
1 -321.827 17:45:55 6 0
2 -238.579 17:45:55 6 0
3 -168.975 17:45:55 6 0
4 -150.813 17:45:56 7 0
5 -149.544 17:45:56 7 0
6 -149.407 17:45:56 7 0
7 -149.391 17:45:56 7 0
8 -149.389 17:45:56 7 0
9 -149.389 17:45:56 7 0
iteration LogLik wall cpu(sec) restrained
1 -304.017 17:46:3 6 0
2 -214.073 17:46:4 7 0
3 -158.488 17:46:4 7 0
4 -146.193 17:46:4 7 0
5 -145.189 17:46:4 7 0
6 -145.063 17:46:4 7 0
7 -145.044 17:46:4 7 0
8 -145.042 17:46:4 7 0
9 -145.041 17:46:5 8 0
iteration LogLik wall cpu(sec) restrained
1 -316.415 17:46:12 7 0
2 -228.972 17:46:12 7 0
3 -174.177 17:46:12 7 0
4 -158.036 17:46:12 7 0
5 -155.101 17:46:13 8 0
6 -154.368 17:46:13 8 0
7 -154.186 17:46:13 8 0
8 -154.145 17:46:13 8 0
9 -154.137 17:46:13 8 0
10 -154.135 17:46:13 8 0
11 -154.135 17:46:14 9 0
iteration LogLik wall cpu(sec) restrained
1 -312.749 17:46:21 7 0
2 -215.877 17:46:21 7 0
3 -163.582 17:46:21 7 0
4 -152.647 17:46:21 7 0
5 -151.443 17:46:21 7 0
6 -151.219 17:46:21 7 0
7 -151.169 17:46:22 8 0
8 -151.157 17:46:22 8 0
9 -151.155 17:46:22 8 0
10 -151.154 17:46:22 8 0
iteration LogLik wall cpu(sec) restrained
1 -325.557 17:46:29 6 0
2 -237.535 17:46:30 7 0
3 -177.382 17:46:30 7 0
4 -159.71 17:46:30 7 0
5 -157.17 17:46:30 7 0
6 -156.674 17:46:30 7 0
7 -156.572 17:46:30 7 0
8 -156.552 17:46:30 7 0
9 -156.548 17:46:31 8 0
10 -156.547 17:46:31 8 0
iteration LogLik wall cpu(sec) restrained
1 -307.552 17:46:38 7 0
2 -216.386 17:46:38 7 0
3 -163.992 17:46:38 7 0
4 -152.497 17:46:38 7 0
5 -150.993 17:46:39 8 0
6 -150.655 17:46:39 8 0
7 -150.565 17:46:39 8 0
8 -150.539 17:46:39 8 0
9 -150.531 17:46:39 8 0
10 -150.529 17:46:39 8 0
11 -150.528 17:46:39 8 0
iteration LogLik wall cpu(sec) restrained
1 -296.652 17:46:47 7 0
2 -213.93 17:46:47 7 0
3 -160.717 17:46:47 7 0
4 -148.278 17:46:47 7 0
5 -146.851 17:46:47 7 0
6 -146.575 17:46:47 7 0
7 -146.513 17:46:48 8 0
8 -146.498 17:46:48 8 0
9 -146.494 17:46:48 8 0
10 -146.493 17:46:48 8 0
iteration LogLik wall cpu(sec) restrained
1 -305.107 17:46:55 6 0
2 -216.874 17:46:55 6 0
3 -160.684 17:46:56 7 0
4 -148.166 17:46:56 7 0
5 -146.915 17:46:56 7 0
6 -146.703 17:46:56 7 0
7 -146.662 17:46:56 7 0
8 -146.653 17:46:56 7 0
9 -146.651 17:46:57 8 0
10 -146.651 17:46:57 8 0
iteration LogLik wall cpu(sec) restrained
1 -307.77 17:47:4 7 0
2 -228.116 17:47:4 7 0
3 -169.946 17:47:4 7 0
4 -152.459 17:47:4 7 0
5 -150.419 17:47:4 7 0
6 -150.108 17:47:4 7 0
7 -150.056 17:47:5 8 0
8 -150.047 17:47:5 8 0
9 -150.045 17:47:5 8 0
10 -150.045 17:47:5 8 0
iteration LogLik wall cpu(sec) restrained
1 -264.714 17:43:32 4 0
2 -180.76 17:43:32 4 0
3 -129.631 17:43:32 4 0
4 -118.312 17:43:32 4 0
5 -117.64 17:43:32 4 0
6 -117.604 17:43:32 4 0
7 -117.602 17:43:32 4 0
8 -117.602 17:43:32 4 0
iteration LogLik wall cpu(sec) restrained
1 -240.528 17:43:37 4 0
2 -163.161 17:43:37 4 0
3 -123.05 17:43:37 4 0
4 -114.444 17:43:37 4 0
5 -113.58 17:43:37 4 0
6 -113.476 17:43:37 4 0
7 -113.464 17:43:37 4 0
8 -113.462 17:43:37 4 0
9 -113.462 17:43:38 5 0
iteration LogLik wall cpu(sec) restrained
1 -243.341 17:43:42 4 0
2 -168.53 17:43:42 4 0
3 -126.326 17:43:42 4 0
4 -118.209 17:43:42 4 0
5 -117.399 17:43:42 4 0
6 -117.271 17:43:42 4 0
7 -117.248 17:43:42 4 0
8 -117.243 17:43:42 4 0
9 -117.243 17:43:43 5 0
iteration LogLik wall cpu(sec) restrained
1 -257.961 17:43:47 4 0
2 -179.926 17:43:47 4 0
3 -134.437 17:43:47 4 0
4 -122.113 17:43:47 4 0
5 -120.365 17:43:47 4 0
6 -120.138 17:43:47 4 0
7 -120.114 17:43:47 4 0
8 -120.111 17:43:48 5 0
9 -120.111 17:43:48 5 0
iteration LogLik wall cpu(sec) restrained
1 -229.532 17:43:52 4 0
2 -159.82 17:43:52 4 0
3 -122.635 17:43:52 4 0
4 -113.287 17:43:52 4 0
5 -112.26 17:43:52 4 0
6 -112.142 17:43:52 4 0
7 -112.128 17:43:53 5 0
8 -112.127 17:43:53 5 0
9 -112.126 17:43:53 5 0
iteration LogLik wall cpu(sec) restrained
1 -249.589 17:43:57 4 0
2 -173.339 17:43:57 4 0
3 -129.671 17:43:57 4 0
4 -119.629 17:43:57 4 0
5 -118.645 17:43:58 5 0
6 -118.529 17:43:58 5 0
7 -118.513 17:43:58 5 0
8 -118.511 17:43:58 5 0
9 -118.511 17:43:58 5 0
iteration LogLik wall cpu(sec) restrained
1 -230.929 17:44:2 4 0
2 -167.883 17:44:2 4 0
3 -127.652 17:44:2 4 0
4 -116.956 17:44:3 5 0
5 -115.452 17:44:3 5 0
6 -115.208 17:44:3 5 0
7 -115.169 17:44:3 5 0
8 -115.163 17:44:3 5 0
9 -115.162 17:44:3 5 0
iteration LogLik wall cpu(sec) restrained
1 -239.725 17:44:7 4 0
2 -178.637 17:44:7 4 0
3 -132.274 17:44:7 4 0
4 -117.923 17:44:7 4 0
5 -115.917 17:44:7 4 0
6 -115.627 17:44:8 5 0
7 -115.591 17:44:8 5 0
8 -115.587 17:44:8 5 0
9 -115.586 17:44:8 5 0
iteration LogLik wall cpu(sec) restrained
1 -263.683 17:44:12 4 0
2 -184.069 17:44:12 4 0
3 -135.426 17:44:12 4 0
4 -122.498 17:44:13 5 0
5 -120.991 17:44:13 5 0
6 -120.757 17:44:13 5 0
7 -120.72 17:44:13 5 0
8 -120.714 17:44:13 5 0
9 -120.713 17:44:13 5 0
iteration LogLik wall cpu(sec) restrained
1 -239.736 17:44:17 4 0
2 -156.87 17:44:17 4 0
3 -119.118 17:44:17 4 0
4 -112.15 17:44:17 4 0
5 -111.556 17:44:17 4 0
6 -111.494 17:44:18 5 0
7 -111.487 17:44:18 5 0
8 -111.486 17:44:18 5 0
iteration LogLik wall cpu(sec) restrained
1 -243.038 17:44:22 4 0
2 -167.268 17:44:22 4 0
3 -125.533 17:44:22 4 0
4 -115.163 17:44:22 4 0
5 -113.979 17:44:22 4 0
6 -113.838 17:44:22 4 0
7 -113.822 17:44:22 4 0
8 -113.821 17:44:22 4 0
9 -113.821 17:44:23 5 0
iteration LogLik wall cpu(sec) restrained
1 -253.047 17:44:27 4 0
2 -180.237 17:44:27 4 0
3 -134.353 17:44:27 4 0
4 -121.994 17:44:27 4 0
5 -120.206 17:44:27 4 0
6 -119.887 17:44:27 4 0
7 -119.829 17:44:27 4 0
8 -119.819 17:44:27 4 0
9 -119.817 17:44:27 4 0
10 -119.817 17:44:28 5 0
iteration LogLik wall cpu(sec) restrained
1 -231.986 17:44:32 4 0
2 -149.883 17:44:32 4 0
3 -121.876 17:44:32 4 0
4 -115.633 17:44:32 4 0
5 -114.727 17:44:32 4 0
6 -114.56 17:44:32 4 0
7 -114.526 17:44:32 4 0
8 -114.52 17:44:32 4 0
9 -114.518 17:44:32 4 0
10 -114.518 17:44:33 5 0
iteration LogLik wall cpu(sec) restrained
1 -239.533 17:44:37 4 0
2 -171.918 17:44:37 4 0
3 -129.334 17:44:37 4 0
4 -119.303 17:44:37 4 0
5 -117.98 17:44:37 4 0
6 -117.738 17:44:37 4 0
7 -117.691 17:44:37 4 0
8 -117.682 17:44:38 5 0
9 -117.68 17:44:38 5 0
10 -117.68 17:44:38 5 0
iteration LogLik wall cpu(sec) restrained
1 -270.768 17:44:42 4 0
2 -191.86 17:44:42 4 0
3 -131.543 17:44:42 4 0
4 -118.494 17:44:42 4 0
5 -118.196 17:44:42 4 0
6 -118.187 17:44:42 4 0
7 -118.187 17:44:42 4 0
iteration LogLik wall cpu(sec) restrained
1 -255.868 17:44:47 4 0
2 -181.661 17:44:47 4 0
3 -133.93 17:44:47 4 0
4 -121.926 17:44:47 4 0
5 -120.224 17:44:47 4 0
6 -119.92 17:44:47 4 0
7 -119.867 17:44:47 4 0
8 -119.858 17:44:47 4 0
9 -119.856 17:44:47 4 0
10 -119.856 17:44:47 4 0
iteration LogLik wall cpu(sec) restrained
1 -233.91 17:44:52 4 0
2 -167.353 17:44:52 4 0
3 -125.933 17:44:52 4 0
4 -116.424 17:44:52 4 0
5 -115.304 17:44:52 4 0
6 -115.113 17:44:52 4 0
7 -115.077 17:44:52 4 0
8 -115.071 17:44:52 4 0
9 -115.07 17:44:52 4 0
10 -115.069 17:44:53 5 0
iteration LogLik wall cpu(sec) restrained
1 -255.878 17:44:57 4 0
2 -170.14 17:44:57 4 0
3 -123.654 17:44:57 4 0
4 -114.361 17:44:57 4 0
5 -113.839 17:44:57 4 0
6 -113.81 17:44:57 4 0
7 -113.809 17:44:57 4 0
8 -113.809 17:44:57 4 0
iteration LogLik wall cpu(sec) restrained
1 -240.898 17:45:2 4 0
2 -165.324 17:45:2 4 0
3 -126.834 17:45:2 4 0
4 -117.607 17:45:2 4 0
5 -116.486 17:45:2 4 0
6 -116.327 17:45:2 4 0
7 -116.304 17:45:2 4 0
8 -116.3 17:45:2 4 0
9 -116.3 17:45:2 4 0
iteration LogLik wall cpu(sec) restrained
1 -234.632 17:45:7 4 0
2 -176.108 17:45:7 4 0
3 -133.102 17:45:7 4 0
4 -119.746 17:45:7 4 0
5 -117.931 17:45:7 4 0
6 -117.666 17:45:7 4 0
7 -117.626 17:45:7 4 0
8 -117.62 17:45:7 4 0
9 -117.619 17:45:7 4 0
iteration LogLik wall cpu(sec) restrained
1 -259.256 17:45:11 3 0
2 -174.967 17:45:11 3 0
3 -129.551 17:45:12 4 0
4 -118.279 17:45:12 4 0
5 -117.192 17:45:12 4 0
6 -117.106 17:45:12 4 0
7 -117.1 17:45:12 4 0
8 -117.1 17:45:12 4 0
iteration LogLik wall cpu(sec) restrained
1 -256.789 17:45:16 4 0
2 -184.436 17:45:16 4 0
3 -132.11 17:45:16 4 0
4 -118.991 17:45:16 4 0
5 -118.163 17:45:16 4 0
6 -118.096 17:45:17 5 0
7 -118.09 17:45:17 5 0
8 -118.09 17:45:17 5 0
iteration LogLik wall cpu(sec) restrained
1 -256.572 17:45:21 4 0
2 -163.65 17:45:21 4 0
3 -122 17:45:21 4 0
4 -115.194 17:45:21 4 0
5 -114.815 17:45:21 4 0
6 -114.787 17:45:22 5 0
7 -114.785 17:45:22 5 0
8 -114.785 17:45:22 5 0
iteration LogLik wall cpu(sec) restrained
1 -229.237 17:45:26 4 0
2 -157.537 17:45:26 4 0
3 -124.963 17:45:26 4 0
4 -117.503 17:45:26 4 0
5 -116.308 17:45:26 4 0
6 -116.057 17:45:26 4 0
7 -116 17:45:27 5 0
8 -115.987 17:45:27 5 0
9 -115.984 17:45:27 5 0
10 -115.983 17:45:27 5 0
iteration LogLik wall cpu(sec) restrained
1 -225.194 17:45:31 4 0
2 -165.934 17:45:31 4 0
3 -128.954 17:45:31 4 0
4 -118.274 17:45:31 4 0
5 -116.299 17:45:31 4 0
6 -115.829 17:45:31 4 0
7 -115.714 17:45:31 4 0
8 -115.686 17:45:31 4 0
9 -115.679 17:45:31 4 0
10 -115.678 17:45:31 4 0
11 -115.677 17:45:32 5 0
iteration LogLik wall cpu(sec) restrained
1 -222.684 17:43:32 3 0
2 -158.781 17:43:33 4 0
3 -121.774 17:43:33 4 0
4 -113.324 17:43:33 4 0
5 -111.771 17:43:33 4 0
6 -111.357 17:43:33 4 0
7 -111.249 17:43:33 4 0
8 -111.223 17:43:33 4 0
9 -111.218 17:43:33 4 0
10 -111.217 17:43:33 4 0
11 -111.216 17:43:33 4 0
iteration LogLik wall cpu(sec) restrained
1 -200.245 17:43:38 4 0
2 -152.635 17:43:38 4 0
3 -118.714 17:43:38 4 0
4 -109.475 17:43:38 4 0
5 -107.975 17:43:38 4 0
6 -107.604 17:43:38 4 0
7 -107.502 17:43:38 4 0
8 -107.473 17:43:38 4 0
9 -107.465 17:43:38 4 0
10 -107.463 17:43:38 4 0
11 -107.462 17:43:38 4 0
iteration LogLik wall cpu(sec) restrained
1 -211.734 17:43:43 4 0
2 -146.529 17:43:43 4 0
3 -115.665 17:43:43 4 0
4 -109.365 17:43:43 4 0
5 -108.383 17:43:43 4 0
6 -108.153 17:43:43 4 0
7 -108.091 17:43:43 4 0
8 -108.074 17:43:44 5 0
9 -108.069 17:43:44 5 0
10 -108.068 17:43:44 5 0
11 -108.067 17:43:44 5 0
iteration LogLik wall cpu(sec) restrained
1 -201.13 17:43:48 4 0
2 -151.04 17:43:48 4 0
3 -120.555 17:43:48 4 0
4 -112.379 17:43:48 4 0
5 -110.616 17:43:48 4 0
6 -110.004 17:43:49 5 0
7 -109.76 17:43:49 5 0
8 -109.66 17:43:49 5 0
9 -109.619 17:43:49 5 0
10 -109.603 17:43:49 5 0
11 -109.597 17:43:49 5 0
12 -109.594 17:43:49 5 0
13 -109.594 17:43:49 5 0
iteration LogLik wall cpu(sec) restrained
1 -220.049 17:43:53 3 0
2 -162.065 17:43:54 4 0
3 -124.097 17:43:54 4 0
4 -113.198 17:43:54 4 0
5 -111.22 17:43:54 4 0
6 -110.747 17:43:54 4 0
7 -110.642 17:43:54 4 0
8 -110.622 17:43:54 4 0
9 -110.619 17:43:54 4 0
10 -110.618 17:43:54 4 0
iteration LogLik wall cpu(sec) restrained
1 -204.834 17:43:59 4 0
2 -153.496 17:43:59 4 0
3 -121.225 17:43:59 4 0
4 -112.091 17:43:59 4 0
5 -110.216 17:43:59 4 0
6 -109.645 17:43:59 4 0
7 -109.454 17:43:59 4 0
8 -109.389 17:43:59 4 0
9 -109.367 17:43:59 4 0
10 -109.36 17:43:59 4 0
11 -109.357 17:43:59 4 0
12 -109.357 17:43:59 4 0
iteration LogLik wall cpu(sec) restrained
1 -214.819 17:44:4 4 0
2 -156.424 17:44:4 4 0
3 -119.932 17:44:4 4 0
4 -110.378 17:44:4 4 0
5 -108.94 17:44:4 4 0
6 -108.663 17:44:4 4 0
7 -108.61 17:44:4 4 0
8 -108.6 17:44:4 4 0
9 -108.598 17:44:4 4 0
10 -108.597 17:44:4 4 0
iteration LogLik wall cpu(sec) restrained
1 -216.798 17:44:9 4 0
2 -158.403 17:44:9 4 0
3 -123.171 17:44:9 4 0
4 -114.383 17:44:9 4 0
5 -112.81 17:44:9 4 0
6 -112.396 17:44:9 4 0
7 -112.282 17:44:9 4 0
8 -112.252 17:44:9 4 0
9 -112.244 17:44:9 4 0
10 -112.243 17:44:9 4 0
11 -112.242 17:44:9 4 0
iteration LogLik wall cpu(sec) restrained
1 -216.888 17:44:14 4 0
2 -145.665 17:44:14 4 0
3 -112.797 17:44:14 4 0
4 -106.648 17:44:14 4 0
5 -105.867 17:44:14 4 0
6 -105.716 17:44:14 4 0
7 -105.684 17:44:14 4 0
8 -105.677 17:44:14 4 0
9 -105.676 17:44:14 4 0
10 -105.675 17:44:14 4 0
iteration LogLik wall cpu(sec) restrained
1 -204.151 17:44:19 4 0
2 -154.336 17:44:19 4 0
3 -118.126 17:44:19 4 0
4 -108.862 17:44:19 4 0
5 -107.418 17:44:19 4 0
6 -107.088 17:44:19 4 0
7 -107.009 17:44:19 4 0
8 -106.989 17:44:19 4 0
9 -106.985 17:44:19 4 0
10 -106.984 17:44:19 4 0
11 -106.984 17:44:19 4 0
iteration LogLik wall cpu(sec) restrained
1 -222.721 17:44:24 4 0
2 -156.643 17:44:24 4 0
3 -121.353 17:44:24 4 0
4 -112.586 17:44:24 4 0
5 -111.004 17:44:24 4 0
6 -110.622 17:44:24 4 0
7 -110.532 17:44:24 4 0
8 -110.512 17:44:24 4 0
9 -110.508 17:44:24 4 0
10 -110.507 17:44:24 4 0
iteration LogLik wall cpu(sec) restrained
1 -213.443 17:44:29 4 0
2 -159.061 17:44:29 4 0
3 -122.044 17:44:29 4 0
4 -111.95 17:44:29 4 0
5 -110.115 17:44:29 4 0
6 -109.642 17:44:29 4 0
7 -109.519 17:44:29 4 0
8 -109.489 17:44:29 4 0
9 -109.482 17:44:29 4 0
10 -109.481 17:44:29 4 0
11 -109.48 17:44:29 4 0
iteration LogLik wall cpu(sec) restrained
1 -224.84 17:44:34 4 0
2 -161.757 17:44:34 4 0
3 -122.3 17:44:34 4 0
4 -114.256 17:44:34 4 0
5 -113.159 17:44:34 4 0
6 -112.909 17:44:34 4 0
7 -112.846 17:44:34 4 0
8 -112.829 17:44:34 4 0
9 -112.825 17:44:34 4 0
10 -112.824 17:44:34 4 0
11 -112.823 17:44:34 4 0
iteration LogLik wall cpu(sec) restrained
1 -216.015 17:44:39 4 0
2 -160.519 17:44:39 4 0
3 -125.062 17:44:39 4 0
4 -114.53 17:44:39 4 0
5 -112.327 17:44:39 4 0
6 -111.676 17:44:39 4 0
7 -111.485 17:44:39 4 0
8 -111.434 17:44:39 4 0
9 -111.422 17:44:39 4 0
10 -111.419 17:44:39 4 0
11 -111.418 17:44:39 4 0
iteration LogLik wall cpu(sec) restrained
1 -215.473 17:44:44 4 0
2 -154.298 17:44:44 4 0
3 -112.882 17:44:44 4 0
4 -102.575 17:44:44 4 0
5 -101.694 17:44:44 4 0
6 -101.63 17:44:44 4 0
7 -101.627 17:44:44 4 0
8 -101.626 17:44:44 4 0
iteration LogLik wall cpu(sec) restrained
1 -225.862 17:44:49 4 0
2 -157.503 17:44:49 4 0
3 -120.677 17:44:49 4 0
4 -112.363 17:44:49 4 0
5 -110.834 17:44:49 4 0
6 -110.47 17:44:49 4 0
7 -110.394 17:44:49 4 0
8 -110.381 17:44:49 4 0
9 -110.379 17:44:49 4 0
10 -110.379 17:44:49 4 0
iteration LogLik wall cpu(sec) restrained
1 -189.407 17:44:54 4 0
2 -132.082 17:44:54 4 0
3 -110.288 17:44:54 4 0
4 -105.566 17:44:54 4 0
5 -104.734 17:44:54 4 0
6 -104.512 17:44:54 4 0
7 -104.443 17:44:54 4 0
8 -104.421 17:44:54 4 0
9 -104.413 17:44:54 4 0
10 -104.41 17:44:54 4 0
11 -104.409 17:44:54 4 0
iteration LogLik wall cpu(sec) restrained
1 -238.69 17:44:58 3 0
2 -173.137 17:44:59 4 0
3 -127.218 17:44:59 4 0
4 -114.646 17:44:59 4 0
5 -112.851 17:44:59 4 0
6 -112.602 17:44:59 4 0
7 -112.577 17:44:59 4 0
8 -112.575 17:44:59 4 0
9 -112.575 17:44:59 4 0
iteration LogLik wall cpu(sec) restrained
1 -215.71 17:45:3 4 0
2 -161.67 17:45:3 4 0
3 -125.963 17:45:3 4 0
4 -115.77 17:45:3 4 0
5 -113.717 17:45:4 5 0
6 -113.122 17:45:4 5 0
7 -112.948 17:45:4 5 0
8 -112.902 17:45:4 5 0
9 -112.891 17:45:4 5 0
10 -112.888 17:45:4 5 0
11 -112.888 17:45:4 5 0
iteration LogLik wall cpu(sec) restrained
1 -199.331 17:45:8 4 0
2 -149.883 17:45:8 4 0
3 -115.276 17:45:8 4 0
4 -106.572 17:45:9 5 0
5 -105.411 17:45:9 5 0
6 -105.167 17:45:9 5 0
7 -105.109 17:45:9 5 0
8 -105.094 17:45:9 5 0
9 -105.09 17:45:9 5 0
10 -105.089 17:45:9 5 0
iteration LogLik wall cpu(sec) restrained
1 -190.766 17:45:13 4 0
2 -143.12 17:45:13 4 0
3 -115.645 17:45:13 4 0
4 -107.977 17:45:14 5 0
5 -106.372 17:45:14 5 0
6 -105.891 17:45:14 5 0
7 -105.733 17:45:14 5 0
8 -105.68 17:45:14 5 0
9 -105.663 17:45:14 5 0
10 -105.657 17:45:14 5 0
11 -105.655 17:45:14 5 0
12 -105.655 17:45:14 5 0
iteration LogLik wall cpu(sec) restrained
1 -216.184 17:45:18 4 0
2 -159.49 17:45:18 4 0
3 -119.865 17:45:18 4 0
4 -110.645 17:45:19 5 0
5 -109.541 17:45:19 5 0
6 -109.349 17:45:19 5 0
7 -109.313 17:45:19 5 0
8 -109.306 17:45:19 5 0
9 -109.305 17:45:19 5 0
10 -109.305 17:45:19 5 0
iteration LogLik wall cpu(sec) restrained
1 -223.169 17:45:23 3 0
2 -155.793 17:45:23 3 0
3 -119.353 17:45:24 4 0
4 -111.334 17:45:24 4 0
5 -110.246 17:45:24 4 0
6 -110.052 17:45:24 4 0
7 -110.018 17:45:24 4 0
8 -110.012 17:45:24 4 0
9 -110.011 17:45:24 4 0
10 -110.01 17:45:24 4 0
iteration LogLik wall cpu(sec) restrained
1 -223.117 17:45:28 3 0
2 -159.338 17:45:29 4 0
3 -121.335 17:45:29 4 0
4 -112.765 17:45:29 4 0
5 -111.36 17:45:29 4 0
6 -110.998 17:45:29 4 0
7 -110.898 17:45:29 4 0
8 -110.87 17:45:29 4 0
9 -110.863 17:45:29 4 0
10 -110.861 17:45:29 4 0
11 -110.861 17:45:29 4 0
iteration LogLik wall cpu(sec) restrained
1 -201.965 17:45:33 4 0
2 -153.139 17:45:33 4 0
3 -119.917 17:45:33 4 0
4 -109.935 17:45:33 4 0
5 -108.094 17:45:34 5 0
6 -107.603 17:45:34 5 0
7 -107.461 17:45:34 5 0
8 -107.419 17:45:34 5 0
9 -107.407 17:45:34 5 0
10 -107.404 17:45:34 5 0
11 -107.403 17:45:34 5 0
iteration LogLik wall cpu(sec) restrained
1 -347.58 17:43:36 7 0
2 -239.963 17:43:36 7 0
3 -167.887 17:43:37 8 0
4 -153.795 17:43:37 8 0
5 -153.344 17:43:37 8 0
6 -153.314 17:43:37 8 0
7 -153.312 17:43:37 8 0
8 -153.311 17:43:37 8 0
iteration LogLik wall cpu(sec) restrained
1 -334.323 17:43:45 7 0
2 -241.07 17:43:45 7 0
3 -175.855 17:43:45 7 0
4 -156.366 17:43:45 7 0
5 -154.522 17:43:45 7 0
6 -154.385 17:43:46 8 0
7 -154.376 17:43:46 8 0
8 -154.375 17:43:46 8 0
iteration LogLik wall cpu(sec) restrained
1 -328.501 17:43:53 6 0
2 -234.667 17:43:54 7 0
3 -171.981 17:43:54 7 0
4 -158.395 17:43:54 7 0
5 -156.985 17:43:54 7 0
6 -156.703 17:43:54 7 0
7 -156.635 17:43:54 7 0
8 -156.618 17:43:55 8 0
9 -156.613 17:43:55 8 0
10 -156.612 17:43:55 8 0
11 -156.612 17:43:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -330.99 17:44:3 7 0
2 -221.786 17:44:3 7 0
3 -165.653 17:44:3 7 0
4 -154.798 17:44:3 7 0
5 -153.85 17:44:3 7 0
6 -153.725 17:44:3 7 0
7 -153.706 17:44:4 8 0
8 -153.703 17:44:4 8 0
9 -153.703 17:44:4 8 0
iteration LogLik wall cpu(sec) restrained
1 -306.16 17:44:11 6 0
2 -220.918 17:44:12 7 0
3 -170.527 17:44:12 7 0
4 -157.152 17:44:12 7 0
5 -155.616 17:44:12 7 0
6 -155.346 17:44:12 7 0
7 -155.288 17:44:12 7 0
8 -155.275 17:44:12 7 0
9 -155.272 17:44:13 8 0
10 -155.271 17:44:13 8 0
iteration LogLik wall cpu(sec) restrained
1 -332.045 17:44:20 6 0
2 -234.309 17:44:21 7 0
3 -170.956 17:44:21 7 0
4 -154.899 17:44:21 7 0
5 -153.601 17:44:21 7 0
6 -153.486 17:44:21 7 0
7 -153.475 17:44:21 7 0
8 -153.474 17:44:22 8 0
iteration LogLik wall cpu(sec) restrained
1 -356.531 17:44:29 7 0
2 -247.109 17:44:29 7 0
3 -170.597 17:44:30 8 0
4 -156.024 17:44:30 8 0
5 -155.752 17:44:30 8 0
6 -155.739 17:44:30 8 0
7 -155.738 17:44:30 8 0
iteration LogLik wall cpu(sec) restrained
1 -315.851 17:44:37 6 0
2 -222.163 17:44:38 7 0
3 -160.164 17:44:38 7 0
4 -148.706 17:44:38 7 0
5 -148.224 17:44:38 7 0
6 -148.189 17:44:38 7 0
7 -148.186 17:44:38 7 0
8 -148.186 17:44:39 8 0
iteration LogLik wall cpu(sec) restrained
1 -330.108 17:44:46 7 0
2 -229.746 17:44:46 7 0
3 -174.569 17:44:47 8 0
4 -161.855 17:44:47 8 0
5 -159.891 17:44:47 8 0
6 -159.361 17:44:47 8 0
7 -159.193 17:44:47 8 0
8 -159.137 17:44:47 8 0
9 -159.119 17:44:48 9 0
10 -159.112 17:44:48 9 0
11 -159.11 17:44:48 9 0
12 -159.109 17:44:48 9 0
iteration LogLik wall cpu(sec) restrained
1 -332.141 17:44:55 6 0
2 -228.252 17:44:56 7 0
3 -173.17 17:44:56 7 0
4 -160.571 17:44:56 7 0
5 -158.747 17:44:56 7 0
6 -158.294 17:44:56 7 0
7 -158.164 17:44:56 7 0
8 -158.124 17:44:56 7 0
9 -158.112 17:44:57 8 0
10 -158.109 17:44:57 8 0
11 -158.108 17:44:57 8 0
12 -158.107 17:44:57 8 0
iteration LogLik wall cpu(sec) restrained
1 -320.604 17:45:5 7 0
2 -222.336 17:45:5 7 0
3 -166.96 17:45:5 7 0
4 -154.417 17:45:5 7 0
5 -153.133 17:45:5 7 0
6 -152.934 17:45:6 8 0
7 -152.899 17:45:6 8 0
8 -152.893 17:45:6 8 0
9 -152.892 17:45:6 8 0
10 -152.891 17:45:6 8 0
iteration LogLik wall cpu(sec) restrained
1 -323.205 17:45:14 7 0
2 -238.812 17:45:14 7 0
3 -172.321 17:45:14 7 0
4 -155.012 17:45:14 7 0
5 -154.055 17:45:14 7 0
6 -153.977 17:45:14 7 0
7 -153.97 17:45:15 8 0
8 -153.969 17:45:15 8 0
iteration LogLik wall cpu(sec) restrained
1 -337.948 17:45:22 6 0
2 -238.025 17:45:22 6 0
3 -176.287 17:45:23 7 0
4 -161.044 17:45:23 7 0
5 -159.077 17:45:23 7 0
6 -158.661 17:45:23 7 0
7 -158.563 17:45:23 7 0
8 -158.54 17:45:23 7 0
9 -158.534 17:45:24 8 0
10 -158.533 17:45:24 8 0
11 -158.533 17:45:24 8 0
iteration LogLik wall cpu(sec) restrained
1 -348.836 17:45:31 7 0
2 -236.024 17:45:31 7 0
3 -168.807 17:45:32 8 0
4 -155.661 17:45:32 8 0
5 -155.184 17:45:32 8 0
6 -155.154 17:45:32 8 0
7 -155.152 17:45:32 8 0
8 -155.152 17:45:32 8 0
iteration LogLik wall cpu(sec) restrained
1 -331.531 17:45:40 7 0
2 -232.404 17:45:40 7 0
3 -170.665 17:45:40 7 0
4 -156.915 17:45:40 7 0
5 -155.441 17:45:40 7 0
6 -155.195 17:45:40 7 0
7 -155.151 17:45:41 8 0
8 -155.143 17:45:41 8 0
9 -155.141 17:45:41 8 0
10 -155.141 17:45:41 8 0
iteration LogLik wall cpu(sec) restrained
1 -322.257 17:45:48 6 0
2 -225.699 17:45:49 7 0
3 -167.524 17:45:49 7 0
4 -154.139 17:45:49 7 0
5 -153.005 17:45:49 7 0
6 -152.858 17:45:49 7 0
7 -152.836 17:45:49 7 0
8 -152.832 17:45:49 7 0
9 -152.832 17:45:50 8 0
iteration LogLik wall cpu(sec) restrained
1 -338.765 17:45:57 7 0
2 -234.242 17:45:57 7 0
3 -173.71 17:45:57 7 0
4 -159.252 17:45:57 7 0
5 -157.715 17:45:57 7 0
6 -157.485 17:45:58 8 0
7 -157.447 17:45:58 8 0
8 -157.44 17:45:58 8 0
9 -157.439 17:45:58 8 0
10 -157.439 17:45:58 8 0
iteration LogLik wall cpu(sec) restrained
1 -339.405 17:46:5 6 0
2 -239.168 17:46:5 6 0
3 -176.587 17:46:6 7 0
4 -160.533 17:46:6 7 0
5 -158.672 17:46:6 7 0
6 -158.314 17:46:6 7 0
7 -158.239 17:46:6 7 0
8 -158.223 17:46:6 7 0
9 -158.22 17:46:7 8 0
10 -158.22 17:46:7 8 0
iteration LogLik wall cpu(sec) restrained
1 -330.993 17:46:14 7 0
2 -219.915 17:46:14 7 0
3 -164.719 17:46:14 7 0
4 -154.533 17:46:14 7 0
5 -153.621 17:46:15 8 0
6 -153.487 17:46:15 8 0
7 -153.464 17:46:15 8 0
8 -153.461 17:46:15 8 0
9 -153.46 17:46:15 8 0
iteration LogLik wall cpu(sec) restrained
1 -338.627 17:46:23 7 0
2 -238.475 17:46:23 7 0
3 -172.69 17:46:23 7 0
4 -157.9 17:46:23 7 0
5 -156.82 17:46:23 7 0
6 -156.685 17:46:23 7 0
7 -156.665 17:46:23 7 0
8 -156.662 17:46:24 8 0
9 -156.661 17:46:24 8 0
iteration LogLik wall cpu(sec) restrained
1 -326.09 17:46:31 7 0
2 -228.986 17:46:31 7 0
3 -168.968 17:46:31 7 0
4 -157.086 17:46:31 7 0
5 -155.874 17:46:32 8 0
6 -155.669 17:46:32 8 0
7 -155.63 17:46:32 8 0
8 -155.622 17:46:32 8 0
9 -155.62 17:46:32 8 0
10 -155.62 17:46:32 8 0
iteration LogLik wall cpu(sec) restrained
1 -358.984 17:46:40 7 0
2 -227.937 17:46:40 7 0
3 -165.64 17:46:40 7 0
4 -154.034 17:46:40 7 0
5 -153.547 17:46:40 7 0
6 -153.527 17:46:40 7 0
7 -153.526 17:46:40 7 0
iteration LogLik wall cpu(sec) restrained
1 -337.793 17:46:48 7 0
2 -231.003 17:46:48 7 0
3 -168.653 17:46:48 7 0
4 -155.153 17:46:48 7 0
5 -154.367 17:46:48 7 0
6 -154.287 17:46:49 8 0
7 -154.277 17:46:49 8 0
8 -154.276 17:46:49 8 0
9 -154.276 17:46:49 8 0
iteration LogLik wall cpu(sec) restrained
1 -323.837 17:46:56 6 0
2 -229.064 17:46:57 7 0
3 -172.458 17:46:57 7 0
4 -158.863 17:46:57 7 0
5 -157.304 17:46:57 7 0
6 -157.024 17:46:57 7 0
7 -156.966 17:46:57 7 0
8 -156.953 17:46:57 7 0
9 -156.95 17:46:58 8 0
10 -156.949 17:46:58 8 0
iteration LogLik wall cpu(sec) restrained
1 -332.059 17:47:5 7 0
2 -236.919 17:47:5 7 0
3 -174.646 17:47:5 7 0
4 -157.781 17:47:5 7 0
5 -156.189 17:47:5 7 0
6 -155.986 17:47:6 8 0
7 -155.957 17:47:6 8 0
8 -155.952 17:47:6 8 0
9 -155.952 17:47:6 8 0
iteration LogLik wall cpu(sec) restrained
1 -326.47 17:43:37 7 0
2 -233.686 17:43:37 7 0
3 -174.188 17:43:37 7 0
4 -157.709 17:43:37 7 0
5 -155.642 17:43:37 7 0
6 -155.324 17:43:37 7 0
7 -155.27 17:43:37 7 0
8 -155.26 17:43:38 8 0
9 -155.259 17:43:38 8 0
10 -155.258 17:43:38 8 0
iteration LogLik wall cpu(sec) restrained
1 -331.704 17:43:45 6 0
2 -233.121 17:43:45 6 0
3 -171.999 17:43:45 6 0
4 -155.07 17:43:46 7 0
5 -153.339 17:43:46 7 0
6 -153.151 17:43:46 7 0
7 -153.131 17:43:46 7 0
8 -153.128 17:43:46 7 0
9 -153.128 17:43:46 7 0
iteration LogLik wall cpu(sec) restrained
1 -353.418 17:43:54 7 0
2 -231.841 17:43:54 7 0
3 -169.955 17:43:54 7 0
4 -157.312 17:43:54 7 0
5 -156.128 17:43:54 7 0
6 -155.957 17:43:55 8 0
7 -155.93 17:43:55 8 0
8 -155.925 17:43:55 8 0
9 -155.924 17:43:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -319.819 17:44:3 7 0
2 -236.408 17:44:3 7 0
3 -172.339 17:44:3 7 0
4 -155.04 17:44:3 7 0
5 -153.3 17:44:3 7 0
6 -153.068 17:44:3 7 0
7 -153.034 17:44:3 7 0
8 -153.029 17:44:4 8 0
9 -153.028 17:44:4 8 0
iteration LogLik wall cpu(sec) restrained
1 -312.028 17:44:11 7 0
2 -224.286 17:44:11 7 0
3 -170.103 17:44:11 7 0
4 -155.595 17:44:11 7 0
5 -153.49 17:44:11 7 0
6 -153.101 17:44:12 8 0
7 -153.025 17:44:12 8 0
8 -153.009 17:44:12 8 0
9 -153.006 17:44:12 8 0
10 -153.005 17:44:12 8 0
iteration LogLik wall cpu(sec) restrained
1 -314.383 17:44:20 7 0
2 -229.784 17:44:20 7 0
3 -169.119 17:44:20 7 0
4 -153.049 17:44:20 7 0
5 -151.176 17:44:20 7 0
6 -150.889 17:44:20 7 0
7 -150.841 17:44:20 7 0
8 -150.833 17:44:21 8 0
9 -150.832 17:44:21 8 0
10 -150.831 17:44:21 8 0
iteration LogLik wall cpu(sec) restrained
1 -321.766 17:44:28 6 0
2 -227.865 17:44:28 6 0
3 -173.751 17:44:29 7 0
4 -158.33 17:44:29 7 0
5 -155.765 17:44:29 7 0
6 -155.254 17:44:29 7 0
7 -155.152 17:44:29 7 0
8 -155.133 17:44:29 7 0
9 -155.129 17:44:30 8 0
10 -155.128 17:44:30 8 0
iteration LogLik wall cpu(sec) restrained
1 -337.238 17:44:37 7 0
2 -244.337 17:44:37 7 0
3 -181.314 17:44:37 7 0
4 -162.349 17:44:37 7 0
5 -159.127 17:44:38 8 0
6 -158.482 17:44:38 8 0
7 -158.362 17:44:38 8 0
8 -158.341 17:44:38 8 0
9 -158.337 17:44:38 8 0
10 -158.337 17:44:38 8 0
iteration LogLik wall cpu(sec) restrained
1 -336.061 17:44:46 7 0
2 -236.873 17:44:46 7 0
3 -172.421 17:44:46 7 0
4 -155.502 17:44:46 7 0
5 -154.016 17:44:46 7 0
6 -153.845 17:44:46 7 0
7 -153.824 17:44:47 8 0
8 -153.821 17:44:47 8 0
9 -153.821 17:44:47 8 0
iteration LogLik wall cpu(sec) restrained
1 -326.886 17:44:54 7 0
2 -230.312 17:44:54 7 0
3 -167.278 17:44:54 7 0
4 -152.865 17:44:55 8 0
5 -151.881 17:44:55 8 0
6 -151.799 17:44:55 8 0
7 -151.791 17:44:55 8 0
8 -151.791 17:44:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -337.692 17:45:2 6 0
2 -237.909 17:45:3 7 0
3 -175.605 17:45:3 7 0
4 -159.037 17:45:3 7 0
5 -156.835 17:45:3 7 0
6 -156.463 17:45:3 7 0
7 -156.401 17:45:3 7 0
8 -156.391 17:45:3 7 0
9 -156.389 17:45:4 8 0
10 -156.389 17:45:4 8 0
iteration LogLik wall cpu(sec) restrained
1 -322.081 17:45:11 7 0
2 -205.798 17:45:11 7 0
3 -160.516 17:45:11 7 0
4 -151.357 17:45:12 8 0
5 -150.185 17:45:12 8 0
6 -149.988 17:45:12 8 0
7 -149.952 17:45:12 8 0
8 -149.945 17:45:12 8 0
9 -149.944 17:45:12 8 0
10 -149.944 17:45:12 8 0
iteration LogLik wall cpu(sec) restrained
1 -352.145 17:45:20 7 0
2 -253.435 17:45:20 7 0
3 -178.475 17:45:20 7 0
4 -159.416 17:45:20 7 0
5 -158.249 17:45:20 7 0
6 -158.115 17:45:20 7 0
7 -158.095 17:45:21 8 0
8 -158.091 17:45:21 8 0
9 -158.091 17:45:21 8 0
iteration LogLik wall cpu(sec) restrained
1 -317.61 17:45:28 7 0
2 -233.213 17:45:28 7 0
3 -170.407 17:45:28 7 0
4 -153.687 17:45:28 7 0
5 -152.101 17:45:29 8 0
6 -151.919 17:45:29 8 0
7 -151.896 17:45:29 8 0
8 -151.893 17:45:29 8 0
9 -151.893 17:45:29 8 0
iteration LogLik wall cpu(sec) restrained
1 -311.171 17:45:36 6 0
2 -235.206 17:45:37 7 0
3 -176.29 17:45:37 7 0
4 -157.913 17:45:37 7 0
5 -154.733 17:45:37 7 0
6 -154.073 17:45:37 7 0
7 -153.943 17:45:37 7 0
8 -153.918 17:45:37 7 0
9 -153.914 17:45:38 8 0
10 -153.913 17:45:38 8 0
iteration LogLik wall cpu(sec) restrained
1 -320.207 17:45:45 7 0
2 -232.588 17:45:45 7 0
3 -168.832 17:45:45 7 0
4 -152.16 17:45:45 7 0
5 -151.01 17:45:45 7 0
6 -150.918 17:45:46 8 0
7 -150.91 17:45:46 8 0
8 -150.91 17:45:46 8 0
iteration LogLik wall cpu(sec) restrained
1 -327.728 17:45:53 7 0
2 -246.166 17:45:53 7 0
3 -178.394 17:45:53 7 0
4 -156.146 17:45:53 7 0
5 -153.645 17:45:53 7 0
6 -153.382 17:45:54 8 0
7 -153.356 17:45:54 8 0
8 -153.354 17:45:54 8 0
9 -153.354 17:45:54 8 0
iteration LogLik wall cpu(sec) restrained
1 -320.606 17:46:1 6 0
2 -223.683 17:46:1 6 0
3 -169.048 17:46:1 6 0
4 -154.97 17:46:1 6 0
5 -153.14 17:46:2 7 0
6 -152.855 17:46:2 7 0
7 -152.809 17:46:2 7 0
8 -152.802 17:46:2 7 0
9 -152.8 17:46:2 7 0
10 -152.8 17:46:2 7 0
iteration LogLik wall cpu(sec) restrained
1 -337.539 17:46:9 6 0
2 -235.751 17:46:10 7 0
3 -175.282 17:46:10 7 0
4 -159.471 17:46:10 7 0
5 -157.302 17:46:10 7 0
6 -156.909 17:46:10 7 0
7 -156.836 17:46:10 7 0
8 -156.823 17:46:10 7 0
9 -156.821 17:46:11 8 0
10 -156.82 17:46:11 8 0
iteration LogLik wall cpu(sec) restrained
1 -347.57 17:46:18 7 0
2 -222.193 17:46:18 7 0
3 -169.713 17:46:18 7 0
4 -158.076 17:46:18 7 0
5 -156.491 17:46:18 7 0
6 -156.218 17:46:18 7 0
7 -156.169 17:46:18 7 0
8 -156.161 17:46:19 8 0
9 -156.159 17:46:19 8 0
10 -156.159 17:46:19 8 0
iteration LogLik wall cpu(sec) restrained
1 -302.932 17:46:26 6 0
2 -208.557 17:46:26 6 0
3 -159.472 17:46:26 6 0
4 -148.306 17:46:26 6 0
5 -147.069 17:46:27 7 0
6 -146.896 17:46:27 7 0
7 -146.871 17:46:27 7 0
8 -146.867 17:46:27 7 0
9 -146.866 17:46:27 7 0
iteration LogLik wall cpu(sec) restrained
1 -340.144 17:46:34 6 0
2 -240.59 17:46:34 6 0
3 -175.292 17:46:34 6 0
4 -158.407 17:46:34 6 0
5 -156.155 17:46:35 7 0
6 -155.769 17:46:35 7 0
7 -155.707 17:46:35 7 0
8 -155.697 17:46:35 7 0
9 -155.696 17:46:35 7 0
10 -155.696 17:46:35 7 0
iteration LogLik wall cpu(sec) restrained
1 -332.129 17:46:42 6 0
2 -232.019 17:46:43 7 0
3 -172.266 17:46:43 7 0
4 -158.328 17:46:43 7 0
5 -156.594 17:46:43 7 0
6 -156.292 17:46:43 7 0
7 -156.233 17:46:43 7 0
8 -156.221 17:46:43 7 0
9 -156.218 17:46:44 8 0
10 -156.217 17:46:44 8 0
iteration LogLik wall cpu(sec) restrained
1 -337.326 17:46:51 7 0
2 -242.248 17:46:51 7 0
3 -174.244 17:46:51 7 0
4 -156.799 17:46:51 7 0
5 -155.319 17:46:51 7 0
6 -155.135 17:46:51 7 0
7 -155.109 17:46:52 8 0
8 -155.106 17:46:52 8 0
9 -155.105 17:46:52 8 0
iteration LogLik wall cpu(sec) restrained
1 -324.728 17:46:59 7 0
2 -241.579 17:46:59 7 0
3 -176.797 17:46:59 7 0
4 -156.345 17:46:59 7 0
5 -154.477 17:46:59 7 0
6 -154.29 17:46:59 7 0
7 -154.269 17:46:59 7 0
8 -154.266 17:47:0 8 0
9 -154.266 17:47:0 8 0
iteration LogLik wall cpu(sec) restrained
1 -263.042 17:43:34 4 0
2 -174.813 17:43:34 4 0
3 -125.105 17:43:34 4 0
4 -113.366 17:43:34 4 0
5 -113.132 17:43:35 5 0
6 -113.132 17:43:35 5 0
iteration LogLik wall cpu(sec) restrained
1 -223.382 17:43:39 4 0
2 -163.106 17:43:39 4 0
3 -126.824 17:43:39 4 0
4 -117.43 17:43:39 4 0
5 -116.015 17:43:39 4 0
6 -115.746 17:43:39 4 0
7 -115.692 17:43:40 5 0
8 -115.681 17:43:40 5 0
9 -115.679 17:43:40 5 0
10 -115.678 17:43:40 5 0
iteration LogLik wall cpu(sec) restrained
1 -226.767 17:43:44 4 0
2 -156.394 17:43:44 4 0
3 -117.969 17:43:45 5 0
4 -110.434 17:43:45 5 0
5 -109.805 17:43:45 5 0
6 -109.738 17:43:45 5 0
7 -109.73 17:43:45 5 0
8 -109.729 17:43:45 5 0
iteration LogLik wall cpu(sec) restrained
1 -257.649 17:43:50 4 0
2 -183.22 17:43:50 4 0
3 -135.905 17:43:50 4 0
4 -121.77 17:43:50 4 0
5 -119.764 17:43:50 4 0
6 -119.48 17:43:50 4 0
7 -119.448 17:43:50 4 0
8 -119.445 17:43:50 4 0
9 -119.445 17:43:50 4 0
iteration LogLik wall cpu(sec) restrained
1 -263.468 17:43:55 4 0
2 -186.463 17:43:55 4 0
3 -133.319 17:43:55 4 0
4 -120.557 17:43:55 4 0
5 -119.584 17:43:55 4 0
6 -119.485 17:43:55 4 0
7 -119.474 17:43:55 4 0
8 -119.472 17:43:55 4 0
9 -119.472 17:43:55 4 0
iteration LogLik wall cpu(sec) restrained
1 -259.002 17:44:0 4 0
2 -173.595 17:44:0 4 0
3 -126.821 17:44:0 4 0
4 -116.991 17:44:0 4 0
5 -116.366 17:44:0 4 0
6 -116.325 17:44:0 4 0
7 -116.323 17:44:0 4 0
8 -116.323 17:44:0 4 0
iteration LogLik wall cpu(sec) restrained
1 -246.854 17:44:5 4 0
2 -175.411 17:44:5 4 0
3 -130.033 17:44:5 4 0
4 -119.101 17:44:5 4 0
5 -118.014 17:44:5 4 0
6 -117.878 17:44:5 4 0
7 -117.86 17:44:5 4 0
8 -117.858 17:44:5 4 0
9 -117.857 17:44:5 4 0
iteration LogLik wall cpu(sec) restrained
1 -256.862 17:44:10 4 0
2 -172.37 17:44:10 4 0
3 -126.931 17:44:10 4 0
4 -115.674 17:44:10 4 0
5 -114.887 17:44:10 4 0
6 -114.855 17:44:10 4 0
7 -114.854 17:44:10 4 0
iteration LogLik wall cpu(sec) restrained
1 -208.783 17:44:14 3 0
2 -143.646 17:44:15 4 0
3 -116.187 17:44:15 4 0
4 -110.658 17:44:15 4 0
5 -109.832 17:44:15 4 0
6 -109.653 17:44:15 4 0
7 -109.609 17:44:15 4 0
8 -109.597 17:44:15 4 0
9 -109.594 17:44:15 4 0
10 -109.593 17:44:15 4 0
iteration LogLik wall cpu(sec) restrained
1 -262.712 17:44:19 3 0
2 -178.729 17:44:20 4 0
3 -130.218 17:44:20 4 0
4 -120.583 17:44:20 4 0
5 -119.872 17:44:20 4 0
6 -119.788 17:44:20 4 0
7 -119.776 17:44:20 4 0
8 -119.775 17:44:20 4 0
9 -119.774 17:44:20 4 0
iteration LogLik wall cpu(sec) restrained
1 -254.134 17:44:24 4 0
2 -184.59 17:44:24 4 0
3 -137.476 17:44:24 4 0
4 -123.168 17:44:24 4 0
5 -120.954 17:44:24 4 0
6 -120.569 17:44:25 5 0
7 -120.503 17:44:25 5 0
8 -120.493 17:44:25 5 0
9 -120.491 17:44:25 5 0
10 -120.491 17:44:25 5 0
iteration LogLik wall cpu(sec) restrained
1 -234.121 17:44:29 4 0
2 -166.72 17:44:29 4 0
3 -127.015 17:44:29 4 0
4 -117.115 17:44:30 5 0
5 -115.738 17:44:30 5 0
6 -115.492 17:44:30 5 0
7 -115.444 17:44:30 5 0
8 -115.435 17:44:30 5 0
9 -115.433 17:44:30 5 0
10 -115.432 17:44:30 5 0
iteration LogLik wall cpu(sec) restrained
1 -239.439 17:44:34 4 0
2 -161.55 17:44:34 4 0
3 -124.233 17:44:34 4 0
4 -116.608 17:44:34 4 0
5 -115.712 17:44:35 5 0
6 -115.568 17:44:35 5 0
7 -115.543 17:44:35 5 0
8 -115.539 17:44:35 5 0
9 -115.538 17:44:35 5 0
iteration LogLik wall cpu(sec) restrained
1 -247.313 17:44:39 4 0
2 -166.507 17:44:39 4 0
3 -117.523 17:44:39 4 0
4 -110.375 17:44:39 4 0
5 -110.294 17:44:40 5 0
6 -110.292 17:44:40 5 0
7 -110.292 17:44:40 5 0
iteration LogLik wall cpu(sec) restrained
1 -252.846 17:44:44 4 0
2 -173.574 17:44:44 4 0
3 -129.75 17:44:44 4 0
4 -118.087 17:44:44 4 0
5 -116.895 17:44:44 4 0
6 -116.81 17:44:44 4 0
7 -116.806 17:44:45 5 0
8 -116.805 17:44:45 5 0
iteration LogLik wall cpu(sec) restrained
1 -239.49 17:44:49 4 0
2 -177.255 17:44:49 4 0
3 -130.194 17:44:49 4 0
4 -116.043 17:44:49 4 0
5 -114.725 17:44:49 4 0
6 -114.637 17:44:49 4 0
7 -114.631 17:44:49 4 0
8 -114.631 17:44:49 4 0
iteration LogLik wall cpu(sec) restrained
1 -257.084 17:44:54 4 0
2 -174.133 17:44:54 4 0
3 -128.518 17:44:54 4 0
4 -119.441 17:44:54 4 0
5 -118.558 17:44:54 4 0
6 -118.448 17:44:54 4 0
7 -118.435 17:44:54 4 0
8 -118.433 17:44:55 5 0
9 -118.433 17:44:55 5 0
iteration LogLik wall cpu(sec) restrained
1 -246.573 17:44:59 4 0
2 -163.577 17:44:59 4 0
3 -125.924 17:44:59 4 0
4 -117.245 17:44:59 4 0
5 -116.229 17:44:59 4 0
6 -116.094 17:44:59 4 0
7 -116.075 17:44:59 4 0
8 -116.073 17:44:59 4 0
9 -116.072 17:44:59 4 0
iteration LogLik wall cpu(sec) restrained
1 -228.42 17:45:4 4 0
2 -167.095 17:45:4 4 0
3 -131.788 17:45:4 4 0
4 -121.572 17:45:4 4 0
5 -119.638 17:45:4 4 0
6 -119.139 17:45:4 4 0
7 -118.995 17:45:4 4 0
8 -118.952 17:45:4 4 0
9 -118.938 17:45:4 4 0
10 -118.934 17:45:4 4 0
11 -118.933 17:45:4 4 0
12 -118.933 17:45:4 4 0
iteration LogLik wall cpu(sec) restrained
1 -251.018 17:45:9 4 0
2 -169.355 17:45:9 4 0
3 -122.62 17:45:9 4 0
4 -113.879 17:45:9 4 0
5 -113.457 17:45:9 4 0
6 -113.429 17:45:9 4 0
7 -113.427 17:45:9 4 0
8 -113.427 17:45:9 4 0
iteration LogLik wall cpu(sec) restrained
1 -246.369 17:45:13 3 0
2 -169.15 17:45:14 4 0
3 -127.872 17:45:14 4 0
4 -117.64 17:45:14 4 0
5 -116.608 17:45:14 4 0
6 -116.499 17:45:14 4 0
7 -116.488 17:45:14 4 0
8 -116.486 17:45:14 4 0
9 -116.486 17:45:14 4 0
iteration LogLik wall cpu(sec) restrained
1 -240.558 17:45:18 4 0
2 -159.397 17:45:18 4 0
3 -120.04 17:45:18 4 0
4 -112.676 17:45:18 4 0
5 -112.053 17:45:18 4 0
6 -111.985 17:45:19 5 0
7 -111.977 17:45:19 5 0
8 -111.976 17:45:19 5 0
iteration LogLik wall cpu(sec) restrained
1 -254.931 17:45:23 4 0
2 -172.289 17:45:23 4 0
3 -129.118 17:45:23 4 0
4 -119.53 17:45:23 4 0
5 -118.337 17:45:23 4 0
6 -118.161 17:45:24 5 0
7 -118.136 17:45:24 5 0
8 -118.132 17:45:24 5 0
9 -118.131 17:45:24 5 0
iteration LogLik wall cpu(sec) restrained
1 -250.301 17:45:28 4 0
2 -174.395 17:45:28 4 0
3 -126.917 17:45:28 4 0
4 -115.345 17:45:28 4 0
5 -114.599 17:45:29 5 0
6 -114.561 17:45:29 5 0
7 -114.559 17:45:29 5 0
8 -114.559 17:45:29 5 0
iteration LogLik wall cpu(sec) restrained
1 -263.492 17:45:33 4 0
2 -181.423 17:45:33 4 0
3 -134.477 17:45:33 4 0
4 -123.031 17:45:33 4 0
5 -121.393 17:45:33 4 0
6 -121.075 17:45:33 4 0
7 -121.015 17:45:33 4 0
8 -121.004 17:45:33 4 0
9 -121.003 17:45:34 5 0
10 -121.002 17:45:34 5 0
iteration LogLik wall cpu(sec) restrained
1 -330.072 17:43:38 7 0
2 -239.568 17:43:38 7 0
3 -166.027 17:43:38 7 0
4 -147.708 17:43:38 7 0
5 -147.153 17:43:38 7 0
6 -147.135 17:43:38 7 0
7 -147.134 17:43:38 7 0
iteration LogLik wall cpu(sec) restrained
1 -330.527 17:43:46 7 0
2 -243.209 17:43:46 7 0
3 -167.931 17:43:46 7 0
4 -146.966 17:43:46 7 0
5 -146.255 17:43:46 7 0
6 -146.231 17:43:47 8 0
7 -146.23 17:43:47 8 0
iteration LogLik wall cpu(sec) restrained
1 -338.427 17:43:54 7 0
2 -235.874 17:43:54 7 0
3 -160.207 17:43:54 7 0
4 -144.101 17:43:54 7 0
5 -143.859 17:43:55 8 0
6 -143.856 17:43:55 8 0
7 -143.856 17:43:55 8 0
iteration LogLik wall cpu(sec) restrained
1 -321.882 17:44:2 6 0
2 -220.324 17:44:2 6 0
3 -156.634 17:44:2 6 0
4 -142.278 17:44:3 7 0
5 -141.755 17:44:3 7 0
6 -141.738 17:44:3 7 0
7 -141.737 17:44:3 7 0
iteration LogLik wall cpu(sec) restrained
1 -310.408 17:44:10 6 0
2 -217.842 17:44:10 6 0
3 -165.633 17:44:10 6 0
4 -151.392 17:44:11 7 0
5 -149.305 17:44:11 7 0
6 -148.9 17:44:11 7 0
7 -148.82 17:44:11 7 0
8 -148.804 17:44:11 7 0
9 -148.801 17:44:11 7 0
10 -148.801 17:44:12 8 0
iteration LogLik wall cpu(sec) restrained
1 -312.625 17:44:19 7 0
2 -237.875 17:44:19 7 0
3 -170.907 17:44:19 7 0
4 -148.983 17:44:19 7 0
5 -147.026 17:44:19 7 0
6 -146.865 17:44:20 8 0
7 -146.853 17:44:20 8 0
8 -146.852 17:44:20 8 0
iteration LogLik wall cpu(sec) restrained
1 -338.407 17:44:27 6 0
2 -232.366 17:44:27 6 0
3 -162.793 17:44:27 6 0
4 -148.019 17:44:28 7 0
5 -147.401 17:44:28 7 0
6 -147.378 17:44:28 7 0
7 -147.377 17:44:28 7 0
iteration LogLik wall cpu(sec) restrained
1 -335.785 17:44:35 6 0
2 -233.506 17:44:35 6 0
3 -164.975 17:44:35 6 0
4 -148.389 17:44:36 7 0
5 -147.665 17:44:36 7 0
6 -147.632 17:44:36 7 0
7 -147.631 17:44:36 7 0
8 -147.631 17:44:36 7 0
iteration LogLik wall cpu(sec) restrained
1 -322.807 17:44:44 7 0
2 -239.865 17:44:44 7 0
3 -163.592 17:44:44 7 0
4 -143.252 17:44:44 7 0
5 -142.882 17:44:44 7 0
6 -142.874 17:44:44 7 0
7 -142.874 17:44:44 7 0
iteration LogLik wall cpu(sec) restrained
1 -322.553 17:44:52 7 0
2 -222.252 17:44:52 7 0
3 -159.147 17:44:52 7 0
4 -145.4 17:44:52 7 0
5 -144.667 17:44:52 7 0
6 -144.601 17:44:52 7 0
7 -144.595 17:44:53 8 0
8 -144.594 17:44:53 8 0
iteration LogLik wall cpu(sec) restrained
1 -330.491 17:45:0 7 0
2 -216.817 17:45:0 7 0
3 -153.946 17:45:0 7 0
4 -142.99 17:45:1 8 0
5 -142.814 17:45:1 8 0
6 -142.809 17:45:1 8 0
7 -142.809 17:45:1 8 0
iteration LogLik wall cpu(sec) restrained
1 -324.266 17:45:8 6 0
2 -226.991 17:45:8 6 0
3 -162.345 17:45:9 7 0
4 -146.718 17:45:9 7 0
5 -145.814 17:45:9 7 0
6 -145.764 17:45:9 7 0
7 -145.762 17:45:9 7 0
8 -145.762 17:45:9 7 0
iteration LogLik wall cpu(sec) restrained
1 -326.643 17:45:17 7 0
2 -235.841 17:45:17 7 0
3 -165.277 17:45:17 7 0
4 -147.759 17:45:17 7 0
5 -146.897 17:45:17 7 0
6 -146.842 17:45:17 7 0
7 -146.839 17:45:17 7 0
8 -146.838 17:45:18 8 0
iteration LogLik wall cpu(sec) restrained
1 -335.138 17:45:25 7 0
2 -233.062 17:45:25 7 0
3 -159.186 17:45:25 7 0
4 -143.238 17:45:25 7 0
5 -142.855 17:45:25 7 0
6 -142.849 17:45:26 8 0
7 -142.849 17:45:26 8 0
iteration LogLik wall cpu(sec) restrained
1 -337.162 17:45:33 7 0
2 -240.717 17:45:33 7 0
3 -170.538 17:45:33 7 0
4 -150.689 17:45:34 8 0
5 -149.654 17:45:34 8 0
6 -149.601 17:45:34 8 0
7 -149.599 17:45:34 8 0
8 -149.599 17:45:34 8 0
iteration LogLik wall cpu(sec) restrained
1 -338.489 17:45:41 6 0
2 -234.013 17:45:41 6 0
3 -168.203 17:45:42 7 0
4 -150.579 17:45:42 7 0
5 -149.397 17:45:42 7 0
6 -149.323 17:45:42 7 0
7 -149.319 17:45:42 7 0
8 -149.319 17:45:42 7 0
iteration LogLik wall cpu(sec) restrained
1 -313.129 17:45:49 6 0
2 -232.664 17:45:49 6 0
3 -163.696 17:45:49 6 0
4 -144.216 17:45:50 7 0
5 -143.119 17:45:50 7 0
6 -143.063 17:45:50 7 0
7 -143.06 17:45:50 7 0
8 -143.06 17:45:50 7 0
iteration LogLik wall cpu(sec) restrained
1 -325.34 17:45:57 6 0
2 -223.777 17:45:57 6 0
3 -158.601 17:45:57 6 0
4 -146.713 17:45:57 6 0
5 -146.364 17:45:58 7 0
6 -146.341 17:45:58 7 0
7 -146.339 17:45:58 7 0
8 -146.339 17:45:58 7 0
iteration LogLik wall cpu(sec) restrained
1 -322.702 17:46:5 6 0
2 -222.562 17:46:5 6 0
3 -158.397 17:46:5 6 0
4 -143.39 17:46:6 7 0
5 -142.424 17:46:6 7 0
6 -142.366 17:46:6 7 0
7 -142.363 17:46:6 7 0
8 -142.363 17:46:6 7 0
iteration LogLik wall cpu(sec) restrained
1 -330.59 17:46:13 6 0
2 -235.919 17:46:13 6 0
3 -163.212 17:46:13 6 0
4 -145.792 17:46:13 6 0
5 -145.445 17:46:14 7 0
6 -145.438 17:46:14 7 0
7 -145.438 17:46:14 7 0
iteration LogLik wall cpu(sec) restrained
1 -344.548 17:46:21 6 0
2 -223.419 17:46:21 6 0
3 -153.449 17:46:21 6 0
4 -143.379 17:46:21 6 0
5 -143.305 17:46:22 7 0
6 -143.304 17:46:22 7 0
iteration LogLik wall cpu(sec) restrained
1 -306.41 17:46:29 7 0
2 -219.426 17:46:29 7 0
3 -161.355 17:46:29 7 0
4 -145.383 17:46:29 7 0
5 -144.126 17:46:29 7 0
6 -144.012 17:46:29 7 0
7 -144.001 17:46:30 8 0
8 -144 17:46:30 8 0
9 -143.999 17:46:30 8 0
iteration LogLik wall cpu(sec) restrained
1 -326.979 17:46:37 7 0
2 -227.775 17:46:37 7 0
3 -164.227 17:46:37 7 0
4 -149.148 17:46:37 7 0
5 -148.238 17:46:37 7 0
6 -148.143 17:46:38 8 0
7 -148.132 17:46:38 8 0
8 -148.131 17:46:38 8 0
9 -148.131 17:46:38 8 0
iteration LogLik wall cpu(sec) restrained
1 -324.753 17:46:45 6 0
2 -230.414 17:46:45 6 0
3 -159.653 17:46:45 6 0
4 -142.863 17:46:45 6 0
5 -142.185 17:46:46 7 0
6 -142.162 17:46:46 7 0
7 -142.162 17:46:46 7 0
iteration LogLik wall cpu(sec) restrained
1 -334.471 17:46:53 7 0
2 -236.349 17:46:53 7 0
3 -165.073 17:46:53 7 0
4 -148.915 17:46:53 7 0
5 -148.195 17:46:53 7 0
6 -148.159 17:46:53 7 0
7 -148.157 17:46:54 8 0
8 -148.157 17:46:54 8 0
iteration LogLik wall cpu(sec) restrained
1 -369.17 17:43:38 6 0
2 -223.098 17:43:38 6 0
3 -166.59 17:43:38 6 0
4 -155.067 17:43:39 7 0
5 -154.156 17:43:39 7 0
6 -154.101 17:43:39 7 0
7 -154.098 17:43:39 7 0
8 -154.098 17:43:39 7 0
iteration LogLik wall cpu(sec) restrained
1 -353.794 17:43:47 7 0
2 -224.302 17:43:47 7 0
3 -162.108 17:43:47 7 0
4 -149.84 17:43:47 7 0
5 -149.277 17:43:47 7 0
6 -149.249 17:43:47 7 0
7 -149.247 17:43:47 7 0
8 -149.247 17:43:48 8 0
iteration LogLik wall cpu(sec) restrained
1 -344.711 17:43:55 7 0
2 -216.207 17:43:55 7 0
3 -160.893 17:43:55 7 0
4 -149.444 17:43:55 7 0
5 -148.579 17:43:56 8 0
6 -148.517 17:43:56 8 0
7 -148.513 17:43:56 8 0
8 -148.513 17:43:56 8 0
iteration LogLik wall cpu(sec) restrained
1 -342.982 17:44:3 6 0
2 -230.952 17:44:4 7 0
3 -162.696 17:44:4 7 0
4 -147.192 17:44:4 7 0
5 -146.765 17:44:4 7 0
6 -146.761 17:44:4 7 0
7 -146.761 17:44:4 7 0
iteration LogLik wall cpu(sec) restrained
1 -351.57 17:44:12 7 0
2 -224.684 17:44:12 7 0
3 -162.565 17:44:12 7 0
4 -151.817 17:44:12 7 0
5 -151.169 17:44:12 7 0
6 -151.113 17:44:12 7 0
7 -151.108 17:44:12 7 0
8 -151.108 17:44:13 8 0
iteration LogLik wall cpu(sec) restrained
1 -343.164 17:44:20 7 0
2 -217.009 17:44:20 7 0
3 -161.798 17:44:20 7 0
4 -150.502 17:44:20 7 0
5 -149.621 17:44:21 8 0
6 -149.55 17:44:21 8 0
7 -149.545 17:44:21 8 0
8 -149.545 17:44:21 8 0
iteration LogLik wall cpu(sec) restrained
1 -356.949 17:44:28 6 0
2 -226.729 17:44:28 6 0
3 -164.033 17:44:29 7 0
4 -152.09 17:44:29 7 0
5 -151.511 17:44:29 7 0
6 -151.471 17:44:29 7 0
7 -151.468 17:44:29 7 0
8 -151.468 17:44:29 7 0
iteration LogLik wall cpu(sec) restrained
1 -339.68 17:44:36 6 0
2 -217.106 17:44:37 7 0
3 -159.919 17:44:37 7 0
4 -149.866 17:44:37 7 0
5 -149.13 17:44:37 7 0
6 -149.047 17:44:37 7 0
7 -149.037 17:44:37 7 0
8 -149.035 17:44:37 7 0
9 -149.035 17:44:38 8 0
iteration LogLik wall cpu(sec) restrained
1 -358.516 17:44:45 7 0
2 -233.251 17:44:45 7 0
3 -162.741 17:44:45 7 0
4 -148.636 17:44:45 7 0
5 -148.477 17:44:46 8 0
6 -148.477 17:44:46 8 0
iteration LogLik wall cpu(sec) restrained
1 -360.094 17:44:53 7 0
2 -218.794 17:44:53 7 0
3 -159.518 17:44:53 7 0
4 -148.92 17:44:53 7 0
5 -148.635 17:44:53 7 0
6 -148.631 17:44:54 8 0
7 -148.631 17:44:54 8 0
iteration LogLik wall cpu(sec) restrained
1 -334.692 17:45:1 7 0
2 -220.782 17:45:1 7 0
3 -157.693 17:45:1 7 0
4 -145.411 17:45:1 7 0
5 -144.804 17:45:2 8 0
6 -144.772 17:45:2 8 0
7 -144.77 17:45:2 8 0
8 -144.77 17:45:2 8 0
iteration LogLik wall cpu(sec) restrained
1 -343.636 17:45:9 6 0
2 -231.899 17:45:10 7 0
3 -168.188 17:45:10 7 0
4 -153.436 17:45:10 7 0
5 -152.012 17:45:10 7 0
6 -151.877 17:45:10 7 0
7 -151.865 17:45:10 7 0
8 -151.864 17:45:10 7 0
iteration LogLik wall cpu(sec) restrained
1 -360.829 17:45:18 7 0
2 -217.726 17:45:18 7 0
3 -160.309 17:45:18 7 0
4 -149.746 17:45:18 7 0
5 -149.227 17:45:18 7 0
6 -149.208 17:45:19 8 0
7 -149.207 17:45:19 8 0
iteration LogLik wall cpu(sec) restrained
1 -362.053 17:45:26 7 0
2 -227.191 17:45:26 7 0
3 -163.057 17:45:26 7 0
4 -151.448 17:45:27 8 0
5 -151.045 17:45:27 8 0
6 -151.034 17:45:27 8 0
7 -151.034 17:45:27 8 0
iteration LogLik wall cpu(sec) restrained
1 -357.725 17:45:34 6 0
2 -216.377 17:45:34 6 0
3 -163.238 17:45:35 7 0
4 -152.188 17:45:35 7 0
5 -151.525 17:45:35 7 0
6 -151.49 17:45:35 7 0
7 -151.488 17:45:35 7 0
8 -151.488 17:45:35 7 0
iteration LogLik wall cpu(sec) restrained
1 -327.284 17:45:42 6 0
2 -219.166 17:45:42 6 0
3 -158.823 17:45:43 7 0
4 -147.032 17:45:43 7 0
5 -146.225 17:45:43 7 0
6 -146.148 17:45:43 7 0
7 -146.141 17:45:43 7 0
8 -146.14 17:45:43 7 0
iteration LogLik wall cpu(sec) restrained
1 -354.179 17:45:50 6 0
2 -228.16 17:45:50 6 0
3 -167.795 17:45:51 7 0
4 -152.663 17:45:51 7 0
5 -151.46 17:45:51 7 0
6 -151.418 17:45:51 7 0
7 -151.418 17:45:51 7 0
iteration LogLik wall cpu(sec) restrained
1 -353.703 17:45:58 6 0
2 -231.317 17:45:58 6 0
3 -166.912 17:45:58 6 0
4 -151.524 17:45:58 6 0
5 -150.702 17:45:59 7 0
6 -150.681 17:45:59 7 0
7 -150.681 17:45:59 7 0
iteration LogLik wall cpu(sec) restrained
1 -357.283 17:46:6 6 0
2 -229.204 17:46:6 6 0
3 -161.914 17:46:6 6 0
4 -151.005 17:46:6 6 0
5 -150.637 17:46:7 7 0
6 -150.619 17:46:7 7 0
7 -150.618 17:46:7 7 0
iteration LogLik wall cpu(sec) restrained
1 -370.501 17:46:14 7 0
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The object “GEBVS_RR_BLUP” contains the GEBVs for each trait and clone. The table above shows the first five clones and their GEBVs for each trait.
GEBVS_RR_BLUP |>
group_by(Trait, ID_Clone) |>
summarise(GEBV = mean(GEBV)) %>%
pivot_wider(names_from = Trait, values_from = GEBV) %>%
head() %>%
kbl(escape = F, align = 'c') |>
kable_classic("hover", full_width = F, position = "center", fixed_thead = T)
`summarise()` has grouped output by 'Trait'. You can override using the
`.groups` argument.
ID_Clone | DMC | FRY | HI | N_Roots | Nstem.Plant | Plant.Height | Root.Di | Root.Le | ShY | StC | StY | Stem.D |
---|---|---|---|---|---|---|---|---|---|---|---|---|
BGM_2042 | 0.7038150 | 1.0164613 | 1.2008957 | 0.6041832 | 0.1322925 | 0.0278615 | 0.6277447 | 1.3015786 | 1.8062028 | 0.5618611 | 0.2298328 | 0.0866096 |
BGM0368.250437186 | 1.0245002 | -0.2837211 | 0.3577004 | 0.2804180 | 0.0108235 | 0.0046657 | -0.3975744 | 0.1256635 | -1.7309604 | 0.5791711 | -0.0643122 | -0.0273916 |
BGM0424.250437187 | 0.2115211 | -0.0377704 | 0.1334632 | -0.0350450 | -0.0203223 | 0.0091547 | -0.3918618 | -0.0585051 | -0.7509616 | 0.2799995 | -0.0195040 | 0.0232335 |
BGM0611.250437190 | -0.9318154 | -0.1707643 | -0.3918168 | 0.0298179 | 0.1160142 | -0.0264102 | -0.2093254 | 0.4747266 | 0.0168450 | -0.9385506 | -0.0590765 | -0.0543588 |
BGM0652.250437861 | -0.1509234 | 0.0003093 | -0.0546992 | 0.0887959 | 0.0646285 | -0.0223745 | -0.3808762 | 0.3680189 | 0.4192441 | 0.0304429 | -0.0103415 | 0.0021456 |
BGM0699.250437199 | -0.1214714 | -0.5425852 | -0.6559413 | -0.1781270 | -0.0246898 | -0.0054335 | -0.4278567 | 0.3523725 | -0.2593301 | -0.2257905 | -0.0832968 | 0.0384648 |
Acuracy and MSPE for each trait and repetition:
results_cv_RR_BLUP[-6] |>
group_by(Trait) %>%
summarise_all(mean) %>%
arrange(desc(Ac), MSPE) %>%
kbl(escape = F, align = 'c') |>
kable_classic("hover", full_width = F, position = "center", fixed_thead = T)
Trait | rep | Log | Ac | MSPE |
---|---|---|---|---|
Root.Le | 3 | 1 | 0.3616 | 1.9996 |
Stem.D | 3 | 1 | 0.3402 | 0.0080 |
ShY | 3 | 1 | 0.3240 | 12.6150 |
StY | 3 | 1 | 0.3170 | 0.0702 |
FRY | 3 | 1 | 0.3116 | 1.1666 |
Plant.Height | 3 | 1 | 0.3030 | 0.0078 |
Root.Di | 3 | 1 | 0.2948 | 3.3806 |
Nstem.Plant | 3 | 1 | 0.2684 | 0.0288 |
HI | 3 | 1 | 0.2478 | 11.8660 |
N_Roots | 3 | 1 | 0.2462 | 0.8826 |
DMC | 3 | 1 | 0.2446 | 5.7684 |
StC | 3 | 1 | 0.2012 | 5.9146 |
The object “result_cv” is divided by repetition. In the “result_cv” objects for each repetition, “Rep” is the number of the repetition, “Log” is a diagnostic indicating if the order of the predicted breeding values matches the order of the adjusted means, “Ac” is the prediction accuracy (correlation between the GEBV and adjusted means), and “MSPE” is the mean square prediction error (the lower, the better).
Let’s now move on to processing each model. Since this can be time-consuming, I’ve separated it into parallel processing and each model into each script:
R version 4.3.2 (2023-10-31)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 22.04.3 LTS
Matrix products: default
BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.10.0
LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
time zone: Etc/UTC
tzcode source: system (glibc)
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] kableExtra_1.4.0 cvTools_0.3.3 robustbase_0.99-4-1
[4] lattice_0.21-9 lubridate_1.9.4 forcats_1.0.0
[7] stringr_1.5.1 dplyr_1.1.4 purrr_1.0.2
[10] readr_2.1.5 tidyr_1.3.1 tibble_3.2.1
[13] ggplot2_3.5.1 tidyverse_2.0.0 furrr_0.3.1
[16] future_1.34.0
loaded via a namespace (and not attached):
[1] gtable_0.3.6 xfun_0.50 bslib_0.8.0 tzdb_0.4.0
[5] vctrs_0.6.5 tools_4.3.2 generics_0.1.3 parallel_4.3.2
[9] DEoptimR_1.1-3-1 pkgconfig_2.0.3 lifecycle_1.0.4 compiler_4.3.2
[13] git2r_0.35.0 munsell_0.5.1 codetools_0.2-19 httpuv_1.6.15
[17] htmltools_0.5.8.1 sass_0.4.9 yaml_2.3.10 later_1.4.1
[21] pillar_1.10.1 jquerylib_0.1.4 cachem_1.1.0 parallelly_1.41.0
[25] tidyselect_1.2.1 digest_0.6.37 stringi_1.8.4 listenv_0.9.1
[29] rprojroot_2.0.4 fastmap_1.2.0 grid_4.3.2 colorspace_2.1-1
[33] cli_3.6.3 magrittr_2.0.3 withr_3.0.2 scales_1.3.0
[37] promises_1.3.2 timechange_0.3.0 rmarkdown_2.29 globals_0.16.3
[41] workflowr_1.7.1 hms_1.1.3 evaluate_1.0.3 knitr_1.49
[45] viridisLite_0.4.2 rlang_1.1.4 Rcpp_1.0.14 glue_1.8.0
[49] xml2_1.3.6 svglite_2.1.3 rstudioapi_0.17.1 jsonlite_1.8.9
[53] R6_2.5.1 systemfonts_1.1.0 fs_1.6.5
Weverton Gomes da Costa, Pós-Doutorando, Embrapa Mandioca e Fruticultura, wevertonufv@gmail.com↩︎