sinkhorn
Matthew Stephens
2021-04-30
Last updated: 2021-07-29
Checks: 7 0
Knit directory: misc/analysis/
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Unstaged changes:
Modified: analysis/mr_ash_pen.Rmd
Modified: analysis/susie_flash.Rmd
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| File | Version | Author | Date | Message |
|---|---|---|---|---|
| Rmd | ea4a202 | Matthew Stephens | 2021-07-29 | workflowr::wflow_publish(“analysis/sinkhorn.Rmd”) |
| Rmd | 85c84da | Matthew Stephens | 2021-06-12 | add sinkhorn preliminary analysis |
| Rmd | 749bee5 | Matthew Stephens | 2021-06-12 | add sinkhorn preliminary analysis |
Introduction
I wanted to do some examination of using sinkhorn normalization for count/single cell data, inspired by the talk by B Landa and the preprint https://arxiv.org/abs/2103.13840
First I wanted to compare the sinkhorn normalization to SVD and row/column sums.
set.seed(1)
p = 200
n = 100
mu = matrix(rexp(n*p,1))
X = matrix(rpois(n*p,mu), nrow=n,ncol=p)sinkhorn = function(X,niter = 10){
c = colMeans(X)
#find row and column scalings r and c
for(i in 1:niter){
r = 1/rowMeans(t(t(X)*c))
c = 1/colMeans(X*r)
}
Xnorm = t(t(X*sqrt(r))*sqrt(c))
return(list(Xnorm=Xnorm,c = c, r=r))
}
X.s = sinkhorn(X)
rowMeans(t(t(X*X.s$r)*X.s$c)) [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[38] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[75] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1colMeans(t(t(X*X.s$r)*X.s$c)) [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[38] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[75] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[112] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[149] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
[186] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1X.svd = svd(X)
plot(X.svd$u[,1],X.s$r)
plot(X.svd$v[,1],X.s$c)
plot(X.s$r, 1/rowMeans(X))
plot(X.s$c, 1/colMeans(X))
Try to recreate the figure from the preprint:
I reproduced this simulation: “Figure 1 exemplifies the advantage of biwhitening on a simulated Poisson count matrix Y with m = 300, n = 1000, and r = 10. For this example, we first generated an m × r matrix B by sampling its entries independently from the log-normal distribution with mean 0 and variance 4 (i.e., from exp(2Z), where Z ∼ N (0, 1)). Then, we generated an r × n matrix C by sampling its entries independently from the uniform distribution over [0,1]. Lastly, we computed X = BC, normalized X by a scalar so that its average entry is 1, and sampled the entries of Y from the Poisson distribution as in (7). After generating Y , Algorithm 1 was applied to Y with scaling tolerance δ = 10−12.”
m=300
n=1000
r = 10
B = exp(2*matrix(rnorm(m*r),nrow=m))
C = matrix(runif(r*n),nrow=r)
X = B %*% C
X = X/mean(X)
Y = matrix(rpois(length(X),lambda=X), nrow=nrow(X))Ynorm = sinkhorn(Y)$Xnorm
Ynorm.eigen = eigen((1/n) * Ynorm %*% t(Ynorm))
d = Ynorm.eigen$values
hist(d[d<4],nclass=100)
beta_plus = (1+sqrt(m/n))^2
abline(v=beta_plus)
sum(d>beta_plus)[1] 10Compute eigenvalues on some real data
This is a small subset of some single cell data: I extracted counts from a subset of 500 genes at 1000 cytotoxic and 10000 naive cytotoxic T cells from 10x genomics. Note that because I have fewer genes than cells I make those the rows (\(m<n\)) by transposing the data
df = read.csv("../data/cell_data.csv",sep=",")
dim(df)[1] 2000 501Y = t(as.matrix(df[,-1]))
Y.svd = svd(Y)
hist(Y.svd$d[Y.svd$d<100], xlim = c(0,100), breaks = seq(0,100,by=1))
Now try the normalization (note that I did not try to estimate the scaling factor they use)
Ynorm = sinkhorn(Y)$Xnorm
m= nrow(Ynorm)
n= ncol(Ynorm)
Ynorm.eigen = eigen((1/n) * Ynorm %*% t(Ynorm))
d = Ynorm.eigen$values
v= Ynorm.eigen$vectors
hist(d[d<4],nclass=100)
beta_plus = (1+sqrt(m/n))^2
abline(v=beta_plus)
sum(d>beta_plus)[1] 23sub = (d>beta_plus)
Ytrunc = v[,sub] %*% diag(d[sub]) %*% t(v[,sub])Additional stuff
All the stuff below here is a bit underdeveloped.
Try running flashr on the covariance matrix
library(flashr)
S = (1/n) * Ynorm %*% t(Ynorm)
diag(S) <- NA
S.flash = flash(S,K=50)ebnm package not installed. ebnm_ash will be used instead of ebnm_pn.Fitting factor/loading 1 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 418224.63 Inf 2 418508.06 2.83e+02 3 418645.68 1.38e+02 4 418722.38 7.67e+01 5 418764.86 4.25e+01 6 418788.17 2.33e+01 7 418800.86 1.27e+01 8 418807.74 6.88e+00 9 418811.45 3.71e+00 10 418813.45 1.99e+00 11 418814.52 1.07e+00 12 418815.09 5.72e-01 13 418815.39 3.05e-01 14 418815.56 1.63e-01 15 418815.64 8.69e-02 16 418815.69 4.63e-02 17 418815.71 2.47e-02 18 418815.73 1.31e-02 19 418815.73 6.99e-03Performing nullcheck... Deleting factor 1 decreases objective by 8.85e+05. Factor retained. Nullcheck complete. Objective: 418815.73Fitting factor/loading 2 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 513503.14 Inf 2 513953.19 4.50e+02 3 513989.44 3.63e+01 4 513992.54 3.10e+00 5 513992.82 2.71e-01 6 513992.84 2.40e-02 7 513992.84 2.16e-03Performing nullcheck... Deleting factor 2 decreases objective by 9.52e+04. Factor retained. Nullcheck complete. Objective: 513992.84Fitting factor/loading 3 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 527620.32 Inf 2 527666.76 4.64e+01 3 527680.32 1.36e+01 4 527684.98 4.66e+00 5 527686.59 1.61e+00 6 527687.15 5.59e-01 7 527687.35 1.94e-01 8 527687.41 6.74e-02 9 527687.44 2.37e-02 10 527687.45 8.47e-03Performing nullcheck... Deleting factor 3 decreases objective by 1.37e+04. Factor retained. Nullcheck complete. Objective: 527687.45Fitting factor/loading 4 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 533718.04 Inf 2 533781.57 6.35e+01 3 533788.41 6.84e+00 4 533789.43 1.02e+00 5 533789.61 1.82e-01 6 533789.66 4.15e-02 7 533789.67 1.43e-02 8 533789.68 7.34e-03Performing nullcheck... Deleting factor 4 decreases objective by 6.10e+03. Factor retained. Nullcheck complete. Objective: 533789.68Fitting factor/loading 5 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 539219.83 Inf 2 539251.04 3.12e+01 3 539265.63 1.46e+01 4 539275.74 1.01e+01 5 539282.67 6.94e+00 6 539287.30 4.63e+00 7 539290.30 2.99e+00 8 539292.18 1.89e+00 9 539293.35 1.16e+00 10 539294.06 7.09e-01 11 539294.49 4.31e-01 12 539294.74 2.57e-01 13 539294.90 1.52e-01 14 539294.99 8.90e-02 15 539295.04 5.20e-02 16 539295.07 3.02e-02 17 539295.09 1.75e-02 18 539295.10 1.01e-02 19 539295.10 5.78e-03Performing nullcheck... Deleting factor 5 decreases objective by 5.51e+03. Factor retained. Nullcheck complete. Objective: 539295.1Fitting factor/loading 6 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 543209.94 Inf 2 543222.65 1.27e+01 3 543226.24 3.59e+00 4 543227.75 1.51e+00 5 543228.40 6.44e-01 6 543228.67 2.75e-01 7 543228.79 1.17e-01 8 543228.84 4.88e-02 9 543228.86 2.00e-02 10 543228.87 7.91e-03Performing nullcheck... Deleting factor 6 decreases objective by 3.93e+03. Factor retained. Nullcheck complete. Objective: 543228.87Fitting factor/loading 7 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 544599.26 Inf 2 544658.49 5.92e+01 3 544682.03 2.35e+01 4 544702.07 2.00e+01 5 544721.54 1.95e+01 6 544742.02 2.05e+01 7 544764.07 2.20e+01 8 544786.96 2.29e+01 9 544810.73 2.38e+01 10 544835.06 2.43e+01 11 544858.69 2.36e+01 12 544881.13 2.24e+01 13 544902.26 2.11e+01 14 544920.80 1.85e+01 15 544936.56 1.58e+01 16 544949.60 1.30e+01 17 544960.13 1.05e+01 18 544968.49 8.36e+00 19 544975.08 6.59e+00 20 544980.28 5.20e+00 21 544984.40 4.12e+00 22 544987.67 3.27e+00 23 544990.26 2.59e+00 24 544992.32 2.06e+00 25 544993.96 1.64e+00 26 544995.28 1.32e+00 27 544996.34 1.06e+00 28 544997.20 8.58e-01 29 544997.89 6.94e-01 30 544998.45 5.62e-01 31 544998.91 4.56e-01 32 544999.28 3.70e-01 33 544999.58 3.01e-01 34 544999.82 2.45e-01 35 545000.02 1.99e-01 36 545000.19 1.62e-01 37 545000.32 1.33e-01 38 545000.43 1.08e-01 39 545000.52 8.88e-02 40 545000.59 7.27e-02 41 545000.65 5.97e-02 42 545000.70 4.90e-02 43 545000.74 4.03e-02 44 545000.77 3.32e-02 45 545000.80 2.73e-02 46 545000.82 2.25e-02 47 545000.84 1.86e-02 48 545000.85 1.54e-02 49 545000.87 1.27e-02 50 545000.88 1.06e-02 51 545000.89 8.78e-03Performing nullcheck... Deleting factor 7 decreases objective by 1.77e+03. Factor retained. Nullcheck complete. Objective: 545000.89Fitting factor/loading 8 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 546398.34 Inf 2 546466.26 6.79e+01 3 546486.63 2.04e+01 4 546499.12 1.25e+01 5 546507.37 8.25e+00 6 546512.73 5.36e+00 7 546516.13 3.40e+00 8 546518.35 2.22e+00 9 546519.80 1.45e+00 10 546520.73 9.32e-01 11 546521.38 6.49e-01 12 546521.79 4.17e-01 13 546522.07 2.76e-01 14 546522.25 1.84e-01 15 546522.37 1.20e-01 16 546522.45 7.54e-02 17 546522.50 4.85e-02 18 546522.53 3.15e-02 19 546522.55 2.05e-02 20 546522.56 1.33e-02 21 546522.57 8.65e-03Performing nullcheck... Deleting factor 8 decreases objective by 1.52e+03. Factor retained. Nullcheck complete. Objective: 546522.57Fitting factor/loading 9 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 547249.79 Inf 2 547303.15 5.34e+01 3 547308.73 5.59e+00 4 547310.70 1.97e+00 5 547311.50 8.01e-01 6 547311.85 3.47e-01 7 547312.01 1.59e-01 8 547312.09 7.72e-02 9 547312.13 3.85e-02 10 547312.15 1.94e-02 11 547312.16 9.88e-03Performing nullcheck... Deleting factor 9 decreases objective by 7.90e+02. Factor retained. Nullcheck complete. Objective: 547312.16Fitting factor/loading 10 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 547596.08 Inf 2 547683.56 8.75e+01 3 547709.30 2.57e+01 4 547725.91 1.66e+01 5 547741.00 1.51e+01 6 547756.19 1.52e+01 7 547772.31 1.61e+01 8 547789.43 1.71e+01 9 547806.49 1.71e+01 10 547822.27 1.58e+01 11 547835.76 1.35e+01 12 547846.82 1.11e+01 13 547855.67 8.85e+00 14 547862.56 6.89e+00 15 547867.65 5.08e+00 16 547871.26 3.61e+00 17 547873.70 2.44e+00 18 547875.25 1.55e+00 19 547876.21 9.59e-01 20 547876.80 5.94e-01 21 547877.17 3.70e-01 22 547877.40 2.31e-01 23 547877.55 1.43e-01 24 547877.64 8.80e-02 25 547877.69 5.36e-02 26 547877.72 3.20e-02 27 547877.74 1.85e-02 28 547877.75 1.01e-02 29 547877.75 4.92e-03Performing nullcheck... Deleting factor 10 decreases objective by 5.66e+02. Factor retained. Nullcheck complete. Objective: 547877.75Fitting factor/loading 11 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 547821.30 Inf 2 547958.87 1.38e+02 3 547985.29 2.64e+01 4 547999.97 1.47e+01 5 548010.59 1.06e+01 6 548013.52 2.93e+00 7 548013.94 4.17e-01 8 548014.02 8.32e-02 9 548014.04 2.58e-02 10 548014.05 1.02e-02 11 548014.06 4.58e-03Performing nullcheck... Deleting factor 11 decreases objective by 1.36e+02. Factor retained. Nullcheck complete. Objective: 548014.06Fitting factor/loading 12 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 548241.94 Inf 2 548353.30 1.11e+02 3 548372.76 1.95e+01 4 548379.87 7.11e+00 5 548383.65 3.78e+00 6 548386.10 2.45e+00 7 548387.80 1.70e+00 8 548388.99 1.19e+00 9 548389.86 8.69e-01 10 548390.51 6.49e-01 11 548391.00 4.90e-01 12 548391.37 3.70e-01 13 548391.65 2.77e-01 14 548391.85 2.05e-01 15 548392.00 1.50e-01 16 548392.11 1.09e-01 17 548392.19 7.60e-02 18 548392.25 5.84e-02 19 548392.29 4.26e-02 20 548392.32 3.10e-02 21 548392.34 2.25e-02 22 548392.36 1.63e-02 23 548392.37 1.17e-02 24 548392.38 8.32e-03Performing nullcheck... Deleting factor 12 decreases objective by 3.78e+02. Factor retained. Nullcheck complete. Objective: 548392.38Fitting factor/loading 13 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 548165.58 Inf 2 548308.76 1.43e+02 3 548348.41 3.97e+01 4 548373.11 2.47e+01 5 548380.11 7.00e+00 6 548389.59 9.48e+00 7 548390.56 9.77e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 8 548390.42 -1.40e-01Performing nullcheck... Deleting factor 13 increases objective by 1.95e+00. Factor zeroed out. Nullcheck complete. Objective: 548392.38And on the truncated covariance
Strunc = (1/n) * Ytrunc %*% t(Ytrunc)
diag(Strunc) <- NA
Strunc.flash = flash(Strunc,K=50)ebnm package not installed. ebnm_ash will be used instead of ebnm_pn.Fitting factor/loading 1 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 1550386.07 Inf 2 1550901.88 5.16e+02 3 1551502.31 6.00e+02 4 1552405.98 9.04e+02 5 1553705.27 1.30e+03 6 1555240.57 1.54e+03 7 1556625.03 1.38e+03 8 1557635.92 1.01e+03 9 1558259.01 6.23e+02 10 1558598.55 3.40e+02 11 1558780.30 1.82e+02 12 1558889.01 1.09e+02 13 1558964.98 7.60e+01 14 1559025.01 6.00e+01 15 1559076.77 5.18e+01 16 1559124.44 4.77e+01 17 1559170.69 4.62e+01 18 1559217.51 4.68e+01 19 1559266.67 4.92e+01 20 1559319.97 5.33e+01 21 1559379.40 5.94e+01 22 1559447.42 6.80e+01 23 1559527.12 7.97e+01 24 1559622.54 9.54e+01 25 1559738.91 1.16e+02 26 1559882.76 1.44e+02 27 1560061.41 1.79e+02 28 1560280.45 2.19e+02 29 1560537.17 2.57e+02 30 1560811.92 2.75e+02 31 1561076.75 2.65e+02 32 1561330.43 2.54e+02 33 1561600.26 2.70e+02 34 1561906.17 3.06e+02 35 1562246.39 3.40e+02 36 1562600.08 3.54e+02 37 1562936.68 3.37e+02 38 1563233.47 2.97e+02 39 1563487.37 2.54e+02 40 1563703.96 2.17e+02 41 1563885.24 1.81e+02 42 1564031.37 1.46e+02 43 1564144.59 1.13e+02 44 1564229.46 8.49e+01 45 1564291.23 6.18e+01 46 1564334.79 4.36e+01 47 1564364.44 2.97e+01 48 1564383.90 1.95e+01 49 1564396.19 1.23e+01 50 1564403.70 7.51e+00 51 1564408.14 4.45e+00 52 1564410.71 2.57e+00 53 1564412.17 1.45e+00 54 1564412.98 8.10e-01 55 1564413.42 4.45e-01 56 1564413.66 2.43e-01 57 1564413.80 1.31e-01 58 1564413.87 7.06e-02 59 1564413.90 3.76e-02 60 1564413.92 2.00e-02 61 1564413.93 1.12e-02 62 1564413.94 5.38e-03Performing nullcheck... Deleting factor 1 decreases objective by 1.92e+06. Factor retained. Nullcheck complete. Objective: 1564413.94Fitting factor/loading 2 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2006696.92 Inf 2 2007716.33 1.02e+03 3 2007876.14 1.60e+02 4 2007906.17 3.00e+01 5 2007912.08 5.91e+00 6 2007913.26 1.18e+00 7 2007913.49 2.35e-01 8 2007913.54 4.71e-02 9 2007913.55 9.44e-03Performing nullcheck... Deleting factor 2 decreases objective by 4.43e+05. Factor retained. Nullcheck complete. Objective: 2007913.55Fitting factor/loading 3 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2068754.00 Inf 2 2069098.88 3.45e+02 3 2069171.52 7.26e+01 4 2069195.02 2.35e+01 5 2069203.05 8.03e+00 6 2069205.87 2.82e+00 7 2069206.87 1.00e+00 8 2069207.23 3.59e-01 9 2069207.36 1.29e-01 10 2069207.41 4.61e-02 11 2069207.42 1.65e-02 12 2069207.43 5.86e-03Performing nullcheck... Deleting factor 3 decreases objective by 6.13e+04. Factor retained. Nullcheck complete. Objective: 2069207.43Fitting factor/loading 4 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2099600.29 Inf 2 2099809.20 2.09e+02 3 2099856.21 4.70e+01 4 2099879.39 2.32e+01 5 2099890.89 1.15e+01 6 2099896.56 5.67e+00 7 2099899.34 2.78e+00 8 2099900.69 1.35e+00 9 2099901.35 6.60e-01 10 2099901.67 3.22e-01 11 2099901.83 1.57e-01 12 2099901.91 7.64e-02 13 2099901.94 3.74e-02 14 2099901.96 1.84e-02 15 2099901.97 9.13e-03Performing nullcheck... Deleting factor 4 decreases objective by 3.07e+04. Factor retained. Nullcheck complete. Objective: 2099901.97Fitting factor/loading 5 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2123450.05 Inf 2 2123608.04 1.58e+02 3 2123642.37 3.43e+01 4 2123654.56 1.22e+01 5 2123658.95 4.39e+00 6 2123660.51 1.57e+00 7 2123661.07 5.57e-01 8 2123661.27 1.97e-01 9 2123661.34 6.98e-02 10 2123661.36 2.46e-02 11 2123661.37 8.71e-03Performing nullcheck... Deleting factor 5 decreases objective by 2.38e+04. Factor retained. Nullcheck complete. Objective: 2123661.37Fitting factor/loading 6 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2136563.53 Inf 2 2137002.74 4.39e+02 3 2137013.78 1.10e+01 4 2137015.72 1.94e+00 5 2137016.49 7.77e-01 6 2137016.91 4.13e-01 7 2137017.14 2.31e-01 8 2137017.27 1.31e-01 9 2137017.34 7.42e-02 10 2137017.39 4.23e-02 11 2137017.41 2.42e-02 12 2137017.42 1.39e-02 13 2137017.43 8.01e-03Performing nullcheck... Deleting factor 6 decreases objective by 1.34e+04. Factor retained. Nullcheck complete. Objective: 2137017.43Fitting factor/loading 7 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2139739.49 Inf 2 2141706.13 1.97e+03 3 2143362.84 1.66e+03 4 2144244.41 8.82e+02 5 2144557.41 3.13e+02 6 2144658.18 1.01e+02 7 2144690.16 3.20e+01 8 2144700.37 1.02e+01 9 2144703.64 3.28e+00 10 2144704.73 1.09e+00 11 2144705.12 3.92e-01 12 2144705.29 1.68e-01 13 2144705.39 9.41e-02 14 2144705.45 6.80e-02 15 2144705.51 5.74e-02 16 2144705.56 5.20e-02 17 2144705.61 4.83e-02 18 2144705.66 4.55e-02 19 2144705.70 4.32e-02 20 2144705.74 4.13e-02 21 2144705.78 3.94e-02 22 2144705.82 3.78e-02 23 2144705.86 3.64e-02 24 2144705.89 3.51e-02 25 2144705.92 3.39e-02 26 2144705.96 3.27e-02 27 2144705.99 3.16e-02 28 2144706.02 3.05e-02 29 2144706.05 2.95e-02 30 2144706.08 2.86e-02 31 2144706.11 2.78e-02 32 2144706.13 2.71e-02 33 2144706.16 2.66e-02 34 2144706.19 2.59e-02 35 2144706.21 2.52e-02 36 2144706.24 2.45e-02 37 2144706.26 2.39e-02 38 2144706.28 2.33e-02 39 2144706.30 2.27e-02 40 2144706.33 2.21e-02 41 2144706.35 2.15e-02 42 2144706.37 2.10e-02 43 2144706.39 2.04e-02 44 2144706.41 1.99e-02 45 2144706.43 1.94e-02 46 2144706.45 1.89e-02 47 2144706.47 1.84e-02 48 2144706.48 1.79e-02 49 2144706.50 1.75e-02 50 2144706.52 1.70e-02 51 2144706.54 1.66e-02 52 2144706.55 1.61e-02 53 2144706.57 1.57e-02 54 2144706.58 1.53e-02 55 2144706.60 1.50e-02 56 2144706.61 1.48e-02 57 2144706.63 1.44e-02 58 2144706.64 1.40e-02 59 2144706.65 1.36e-02 60 2144706.67 1.32e-02 61 2144706.68 1.28e-02 62 2144706.69 1.24e-02 63 2144706.71 1.20e-02 64 2144706.72 1.17e-02 65 2144706.73 1.13e-02 66 2144706.74 1.09e-02 67 2144706.75 1.06e-02 68 2144706.76 1.03e-02 69 2144706.77 9.93e-03Performing nullcheck... Deleting factor 7 decreases objective by 7.69e+03. Factor retained. Nullcheck complete. Objective: 2144706.77Fitting factor/loading 8 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2147171.15 Inf 2 2148021.85 8.51e+02 3 2148290.88 2.69e+02 4 2148666.34 3.75e+02 5 2149391.94 7.26e+02 6 2150530.39 1.14e+03 7 2151688.18 1.16e+03 8 2152429.49 7.41e+02 9 2152762.01 3.33e+02 10 2152886.34 1.24e+02 11 2152929.56 4.32e+01 12 2152944.16 1.46e+01 13 2152949.04 4.88e+00 14 2152950.67 1.63e+00 15 2152951.21 5.41e-01 16 2152951.39 1.80e-01 17 2152951.45 6.00e-02 18 2152951.47 2.00e-02 19 2152951.47 6.69e-03Performing nullcheck... Deleting factor 8 decreases objective by 8.24e+03. Factor retained. Nullcheck complete. Objective: 2152951.47Fitting factor/loading 9 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2155815.70 Inf 2 2156719.39 9.04e+02 3 2156902.81 1.83e+02 4 2156994.95 9.21e+01 5 2157046.25 5.13e+01 6 2157074.92 2.87e+01 7 2157091.31 1.64e+01 8 2157101.17 9.87e+00 9 2157107.49 6.31e+00 10 2157111.50 4.02e+00 11 2157114.11 2.61e+00 12 2157115.84 1.73e+00 13 2157117.00 1.16e+00 14 2157117.80 7.93e-01 15 2157118.34 5.40e-01 16 2157118.71 3.72e-01 17 2157118.97 2.60e-01 18 2157119.15 1.83e-01 19 2157119.28 1.31e-01 20 2157119.37 9.40e-02 21 2157119.44 6.81e-02 22 2157119.49 4.97e-02 23 2157119.53 3.64e-02 24 2157119.56 2.68e-02 25 2157119.58 1.98e-02 26 2157119.59 1.47e-02 27 2157119.60 1.09e-02 28 2157119.61 8.14e-03Performing nullcheck... Deleting factor 9 decreases objective by 4.17e+03. Factor retained. Nullcheck complete. Objective: 2157119.61Fitting factor/loading 10 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2158902.46 Inf 2 2159814.06 9.12e+02 3 2160050.54 2.36e+02 4 2160222.44 1.72e+02 5 2160366.95 1.45e+02 6 2160482.71 1.16e+02 7 2160572.98 9.03e+01 8 2160640.95 6.80e+01 9 2160690.84 4.99e+01 10 2160730.70 3.99e+01 11 2160759.61 2.89e+01 12 2160784.17 2.46e+01 13 2160803.53 1.94e+01 14 2160819.08 1.55e+01 15 2160831.74 1.27e+01 16 2160842.13 1.04e+01 17 2160850.65 8.53e+00 18 2160857.67 7.01e+00 19 2160863.44 5.77e+00 20 2160868.20 4.76e+00 21 2160872.14 3.95e+00 22 2160875.45 3.30e+00 23 2160878.23 2.78e+00 24 2160880.58 2.35e+00 25 2160882.60 2.02e+00 26 2160884.32 1.73e+00 27 2160885.80 1.48e+00 28 2160887.05 1.25e+00 29 2160888.09 1.04e+00 30 2160888.96 8.69e-01 31 2160889.69 7.27e-01 32 2160890.30 6.14e-01 33 2160890.82 5.18e-01 34 2160891.25 4.33e-01 35 2160891.62 3.61e-01 36 2160891.92 3.01e-01 37 2160892.17 2.51e-01 38 2160892.38 2.10e-01 39 2160892.56 1.77e-01 40 2160892.70 1.48e-01 41 2160892.83 1.23e-01 42 2160892.93 1.05e-01 43 2160893.02 9.42e-02 44 2160893.14 1.18e-01 45 2160893.24 1.02e-01 46 2160893.33 8.89e-02 47 2160893.41 7.73e-02 48 2160893.48 6.73e-02 49 2160893.54 5.87e-02 50 2160893.59 5.11e-02 51 2160893.63 4.46e-02 52 2160893.67 3.89e-02 53 2160893.71 3.40e-02 54 2160893.74 2.98e-02 55 2160893.76 2.61e-02 56 2160893.78 2.29e-02 57 2160893.80 2.01e-02 58 2160893.82 1.76e-02 59 2160893.84 1.55e-02 60 2160893.85 1.36e-02 61 2160893.86 1.20e-02 62 2160893.87 1.06e-02 63 2160893.88 9.35e-03Performing nullcheck... Deleting factor 10 decreases objective by 3.77e+03. Factor retained. Nullcheck complete. Objective: 2160893.88Fitting factor/loading 11 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2162788.91 Inf 2 2163743.92 9.55e+02 3 2163943.05 1.99e+02 4 2164059.15 1.16e+02 5 2164142.26 8.31e+01 6 2164205.27 6.30e+01 7 2164255.13 4.99e+01 8 2164295.05 3.99e+01 9 2164327.40 3.23e+01 10 2164352.20 2.48e+01 11 2164370.91 1.87e+01 12 2164385.14 1.42e+01 13 2164396.10 1.10e+01 14 2164404.76 8.66e+00 15 2164411.75 6.99e+00 16 2164417.35 5.60e+00 17 2164421.86 4.51e+00 18 2164425.44 3.58e+00 19 2164428.30 2.85e+00 20 2164430.62 2.32e+00 21 2164432.55 1.93e+00 22 2164434.17 1.62e+00 23 2164435.56 1.39e+00 24 2164436.77 1.21e+00 25 2164437.89 1.12e+00 26 2164438.92 1.03e+00 27 2164439.85 9.30e-01 28 2164440.69 8.37e-01 29 2164441.42 7.34e-01 30 2164442.05 6.25e-01 31 2164442.58 5.33e-01 32 2164443.03 4.55e-01 33 2164443.42 3.89e-01 34 2164443.76 3.33e-01 35 2164444.04 2.83e-01 36 2164444.27 2.30e-01 37 2164444.46 1.86e-01 38 2164444.60 1.44e-01 39 2164444.71 1.08e-01 40 2164444.79 7.99e-02 41 2164444.85 6.03e-02 42 2164444.89 4.68e-02 43 2164444.93 3.57e-02 44 2164444.96 2.67e-02 45 2164444.98 1.95e-02 46 2164444.99 1.35e-02 47 2164445.00 8.42e-03Performing nullcheck... Deleting factor 11 decreases objective by 3.55e+03. Factor retained. Nullcheck complete. Objective: 2164445Fitting factor/loading 12 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2166318.03 Inf 2 2167329.97 1.01e+03 3 2167503.18 1.73e+02 4 2167591.60 8.84e+01 5 2167646.46 5.49e+01 6 2167682.24 3.58e+01 7 2167707.10 2.49e+01 8 2167725.64 1.85e+01 9 2167740.12 1.45e+01 10 2167752.02 1.19e+01 11 2167762.21 1.02e+01 12 2167771.02 8.81e+00 13 2167778.68 7.66e+00 14 2167785.53 6.85e+00 15 2167791.72 6.19e+00 16 2167797.35 5.63e+00 17 2167802.48 5.13e+00 18 2167807.15 4.67e+00 19 2167811.37 4.22e+00 20 2167815.16 3.79e+00 21 2167818.59 3.42e+00 22 2167821.73 3.15e+00 23 2167824.66 2.92e+00 24 2167827.38 2.73e+00 25 2167829.93 2.55e+00 26 2167832.32 2.39e+00 27 2167834.55 2.22e+00 28 2167836.61 2.06e+00 29 2167838.52 1.91e+00 30 2167840.29 1.77e+00 31 2167841.93 1.64e+00 32 2167843.46 1.52e+00 33 2167844.86 1.41e+00 34 2167846.15 1.29e+00 35 2167847.34 1.19e+00 36 2167848.44 1.09e+00 37 2167849.44 1.01e+00 38 2167850.37 9.25e-01 39 2167851.22 8.51e-01 40 2167852.01 7.84e-01 41 2167852.73 7.23e-01 42 2167853.40 6.70e-01 43 2167854.02 6.22e-01 44 2167854.60 5.78e-01 45 2167855.14 5.39e-01 46 2167855.64 5.03e-01 47 2167856.11 4.70e-01 48 2167856.55 4.42e-01 49 2167856.97 4.16e-01 50 2167857.36 3.92e-01 51 2167857.73 3.69e-01 52 2167858.08 3.46e-01 53 2167858.40 3.27e-01 54 2167858.71 3.10e-01 55 2167859.01 2.94e-01 56 2167859.28 2.78e-01 57 2167859.55 2.64e-01 58 2167859.80 2.51e-01 59 2167860.04 2.39e-01 60 2167860.26 2.28e-01 61 2167860.48 2.18e-01 62 2167860.69 2.09e-01 63 2167860.89 2.01e-01 64 2167861.09 1.93e-01 65 2167861.27 1.86e-01 66 2167861.45 1.80e-01 67 2167861.63 1.73e-01 68 2167861.79 1.67e-01 69 2167861.95 1.62e-01 70 2167862.11 1.56e-01 71 2167862.26 1.50e-01 72 2167862.40 1.44e-01 73 2167862.54 1.38e-01 74 2167862.67 1.33e-01 75 2167862.80 1.27e-01 76 2167862.92 1.22e-01 77 2167863.04 1.17e-01 78 2167863.15 1.13e-01 79 2167863.26 1.08e-01 80 2167863.37 1.04e-01 81 2167863.47 9.93e-02 82 2167863.56 9.51e-02 83 2167863.65 9.11e-02 84 2167863.74 8.73e-02 85 2167863.82 8.37e-02 86 2167863.90 8.03e-02 87 2167863.98 7.70e-02 88 2167864.05 7.38e-02 89 2167864.12 7.09e-02 90 2167864.19 6.80e-02 91 2167864.26 6.53e-02 92 2167864.32 6.26e-02 93 2167864.38 6.02e-02 94 2167864.44 5.78e-02 95 2167864.49 5.55e-02 96 2167864.55 5.33e-02 97 2167864.60 5.12e-02 98 2167864.65 4.92e-02 99 2167864.69 4.73e-02 100 2167864.74 4.55e-02 101 2167864.78 4.37e-02 102 2167864.83 4.20e-02 103 2167864.87 4.04e-02 104 2167864.91 3.88e-02 105 2167864.94 3.73e-02 106 2167864.98 3.59e-02 107 2167865.01 3.45e-02 108 2167865.05 3.32e-02 109 2167865.08 3.19e-02 110 2167865.11 3.07e-02 111 2167865.14 2.96e-02 112 2167865.17 2.84e-02 113 2167865.19 2.73e-02 114 2167865.22 2.63e-02 115 2167865.25 2.53e-02 116 2167865.27 2.43e-02 117 2167865.29 2.34e-02 118 2167865.32 2.25e-02 119 2167865.34 2.16e-02 120 2167865.36 2.08e-02 121 2167865.38 2.00e-02 122 2167865.40 1.93e-02 123 2167865.42 1.85e-02 124 2167865.43 1.78e-02 125 2167865.45 1.71e-02 126 2167865.47 1.65e-02 127 2167865.48 1.59e-02 128 2167865.50 1.52e-02 129 2167865.51 1.47e-02 130 2167865.53 1.41e-02 131 2167865.54 1.36e-02 132 2167865.55 1.31e-02 133 2167865.57 1.26e-02 134 2167865.58 1.21e-02 135 2167865.59 1.17e-02 136 2167865.60 1.12e-02 137 2167865.61 1.08e-02 138 2167865.62 1.04e-02 139 2167865.63 1.00e-02 140 2167865.64 9.67e-03Performing nullcheck... Deleting factor 12 decreases objective by 3.42e+03. Factor retained. Nullcheck complete. Objective: 2167865.64Fitting factor/loading 13 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2169746.12 Inf 2 2170792.66 1.05e+03 3 2170952.95 1.60e+02 4 2171040.72 8.78e+01 5 2171100.45 5.97e+01 6 2171142.30 4.18e+01 7 2171171.76 2.95e+01 8 2171192.44 2.07e+01 9 2171207.65 1.52e+01 10 2171219.14 1.15e+01 11 2171228.14 8.99e+00 12 2171235.42 7.29e+00 13 2171241.43 6.01e+00 14 2171246.62 5.19e+00 15 2171251.31 4.69e+00 16 2171255.70 4.38e+00 17 2171259.89 4.19e+00 18 2171263.97 4.08e+00 19 2171267.97 4.00e+00 20 2171271.92 3.95e+00 21 2171275.84 3.92e+00 22 2171279.73 3.89e+00 23 2171283.61 3.88e+00 24 2171287.50 3.89e+00 25 2171291.44 3.94e+00 26 2171295.48 4.04e+00 27 2171299.69 4.21e+00 28 2171304.11 4.41e+00 29 2171308.69 4.59e+00 30 2171313.46 4.77e+00 31 2171318.42 4.96e+00 32 2171323.60 5.18e+00 33 2171329.01 5.41e+00 34 2171334.64 5.64e+00 35 2171340.45 5.81e+00 36 2171346.35 5.90e+00 37 2171352.26 5.91e+00 38 2171357.93 5.67e+00 39 2171363.34 5.42e+00 40 2171369.33 5.98e+00 41 2171375.22 5.90e+00 42 2171380.99 5.77e+00 43 2171386.91 5.91e+00 44 2171393.12 6.21e+00 45 2171399.49 6.37e+00 46 2171405.97 6.48e+00 47 2171412.51 6.54e+00 48 2171419.09 6.59e+00 49 2171425.67 6.58e+00 50 2171431.84 6.17e+00 51 2171437.83 5.99e+00 52 2171443.70 5.88e+00 53 2171449.59 5.88e+00 54 2171455.53 5.94e+00 55 2171461.34 5.81e+00 56 2171466.88 5.53e+00 57 2171472.10 5.22e+00 58 2171477.05 4.96e+00 59 2171481.86 4.81e+00 60 2171486.55 4.69e+00 61 2171491.12 4.57e+00 62 2171495.56 4.44e+00 63 2171499.87 4.30e+00 64 2171504.01 4.15e+00 65 2171507.98 3.97e+00 66 2171511.75 3.77e+00 67 2171515.30 3.55e+00 68 2171518.63 3.32e+00 69 2171521.72 3.10e+00 70 2171524.60 2.88e+00 71 2171527.26 2.66e+00 72 2171529.71 2.44e+00 73 2171531.93 2.23e+00 74 2171533.95 2.02e+00 75 2171535.77 1.82e+00 76 2171537.42 1.65e+00 77 2171538.92 1.50e+00 78 2171540.29 1.37e+00 79 2171541.53 1.24e+00 80 2171542.66 1.13e+00 81 2171543.68 1.02e+00 82 2171544.61 9.29e-01 83 2171545.45 8.41e-01 84 2171546.22 7.62e-01 85 2171546.91 6.90e-01 86 2171547.53 6.24e-01 87 2171548.09 5.65e-01 88 2171548.61 5.13e-01 89 2171549.07 4.66e-01 90 2171549.50 4.24e-01 91 2171549.88 3.87e-01 92 2171550.24 3.54e-01 93 2171550.56 3.25e-01 94 2171550.86 3.00e-01 95 2171551.14 2.78e-01 96 2171551.40 2.59e-01 97 2171551.64 2.43e-01 98 2171551.87 2.29e-01 99 2171552.09 2.17e-01 100 2171552.30 2.07e-01 101 2171552.49 1.99e-01 102 2171552.69 1.91e-01 103 2171552.87 1.85e-01 104 2171553.05 1.80e-01 105 2171553.23 1.76e-01 106 2171553.40 1.72e-01 107 2171553.57 1.70e-01 108 2171553.74 1.68e-01 109 2171553.90 1.67e-01 110 2171554.07 1.66e-01 111 2171554.24 1.66e-01 112 2171554.40 1.66e-01 113 2171554.57 1.66e-01 114 2171554.73 1.67e-01 115 2171554.90 1.67e-01 116 2171555.07 1.68e-01 117 2171555.24 1.70e-01 118 2171555.41 1.75e-01 119 2171555.59 1.76e-01 120 2171555.77 1.77e-01 121 2171555.95 1.79e-01 122 2171556.13 1.80e-01 123 2171556.31 1.82e-01 124 2171556.49 1.83e-01 125 2171556.68 1.85e-01 126 2171556.86 1.86e-01 127 2171557.05 1.88e-01 128 2171557.24 1.89e-01 129 2171557.43 1.91e-01 130 2171557.62 1.92e-01 131 2171557.82 1.93e-01 132 2171558.01 1.94e-01 133 2171558.20 1.95e-01 134 2171558.40 1.95e-01 135 2171558.59 1.96e-01 136 2171558.79 1.96e-01 137 2171558.99 1.96e-01 138 2171559.18 1.96e-01 139 2171559.38 1.95e-01 140 2171559.57 1.95e-01 141 2171559.77 1.94e-01 142 2171559.96 1.92e-01 143 2171560.15 1.91e-01 144 2171560.34 1.89e-01 145 2171560.52 1.87e-01 146 2171560.71 1.85e-01 147 2171560.89 1.82e-01 148 2171561.07 1.78e-01 149 2171561.24 1.75e-01 150 2171561.42 1.72e-01 151 2171561.58 1.68e-01 152 2171561.75 1.64e-01 153 2171561.91 1.60e-01 154 2171562.06 1.55e-01 155 2171562.21 1.50e-01 156 2171562.36 1.45e-01 157 2171562.50 1.40e-01 158 2171562.63 1.35e-01 159 2171562.76 1.29e-01 160 2171562.89 1.24e-01 161 2171563.00 1.18e-01 162 2171563.12 1.13e-01 163 2171563.22 1.07e-01 164 2171563.33 1.01e-01 165 2171563.42 9.57e-02 166 2171563.51 9.02e-02 167 2171563.60 8.48e-02 168 2171563.68 7.96e-02 169 2171563.75 7.45e-02 170 2171563.82 6.96e-02 171 2171563.88 6.49e-02 172 2171563.95 6.04e-02 173 2171564.00 5.60e-02 174 2171564.05 5.20e-02 175 2171564.10 4.83e-02 176 2171564.15 4.48e-02 177 2171564.19 4.15e-02 178 2171564.23 3.83e-02 179 2171564.26 3.53e-02 180 2171564.29 3.25e-02 181 2171564.32 2.99e-02 182 2171564.35 2.74e-02 183 2171564.38 2.50e-02 184 2171564.40 2.29e-02 185 2171564.42 2.10e-02 186 2171564.44 1.92e-02 187 2171564.46 1.75e-02 188 2171564.47 1.59e-02 189 2171564.49 1.45e-02 190 2171564.50 1.32e-02 191 2171564.51 1.20e-02 192 2171564.52 1.08e-02 193 2171564.53 9.81e-03Performing nullcheck... Deleting factor 13 decreases objective by 3.70e+03. Factor retained. Nullcheck complete. Objective: 2171564.53Fitting factor/loading 14 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2173677.10 Inf 2 2174755.53 1.08e+03 3 2174916.04 1.61e+02 4 2175000.48 8.44e+01 5 2175057.78 5.73e+01 6 2175097.65 3.99e+01 7 2175125.82 2.82e+01 8 2175146.00 2.02e+01 9 2175160.88 1.49e+01 10 2175172.02 1.11e+01 11 2175180.63 8.60e+00 12 2175187.17 6.54e+00 13 2175192.27 5.10e+00 14 2175196.55 4.28e+00 15 2175200.24 3.69e+00 16 2175203.43 3.19e+00 17 2175206.23 2.80e+00 18 2175208.73 2.50e+00 19 2175210.99 2.26e+00 20 2175213.06 2.07e+00 21 2175214.98 1.92e+00 22 2175216.78 1.80e+00 23 2175218.48 1.70e+00 24 2175220.08 1.61e+00 25 2175221.61 1.53e+00 26 2175223.06 1.45e+00 27 2175224.45 1.39e+00 28 2175225.78 1.33e+00 29 2175227.05 1.27e+00 30 2175228.27 1.22e+00 31 2175229.44 1.17e+00 32 2175230.56 1.12e+00 33 2175231.63 1.07e+00 34 2175232.65 1.02e+00 35 2175233.64 9.96e-01 36 2175234.62 9.78e-01 37 2175235.56 9.40e-01 38 2175236.46 8.98e-01 39 2175237.31 8.56e-01 40 2175238.13 8.14e-01 41 2175238.90 7.72e-01 42 2175239.63 7.30e-01 43 2175240.32 6.90e-01 44 2175240.97 6.51e-01 45 2175241.60 6.28e-01 46 2175242.21 6.10e-01 47 2175242.79 5.85e-01 48 2175243.34 5.49e-01 49 2175243.86 5.12e-01 50 2175244.34 4.79e-01 51 2175244.79 4.51e-01 52 2175245.21 4.21e-01 53 2175245.60 3.91e-01 54 2175245.96 3.61e-01 55 2175246.29 3.34e-01 56 2175246.60 3.08e-01 57 2175246.89 2.84e-01 58 2175247.15 2.61e-01 59 2175247.39 2.40e-01 60 2175247.61 2.21e-01 61 2175247.81 2.03e-01 62 2175248.00 1.86e-01 63 2175248.17 1.71e-01 64 2175248.33 1.60e-01 65 2175248.48 1.52e-01 66 2175248.62 1.44e-01 67 2175248.76 1.36e-01 68 2175248.89 1.26e-01 69 2175249.00 1.15e-01 70 2175249.11 1.05e-01 71 2175249.20 9.59e-02 72 2175249.29 8.78e-02 73 2175249.37 8.04e-02 74 2175249.44 7.37e-02 75 2175249.51 6.75e-02 76 2175249.57 6.18e-02 77 2175249.63 5.66e-02 78 2175249.68 5.19e-02 79 2175249.73 4.75e-02 80 2175249.77 4.35e-02 81 2175249.81 3.98e-02 82 2175249.85 3.64e-02 83 2175249.88 3.33e-02 84 2175249.91 3.05e-02 85 2175249.94 2.80e-02 86 2175249.97 2.56e-02 87 2175249.99 2.34e-02 88 2175250.01 2.15e-02 89 2175250.03 1.97e-02 90 2175250.05 1.80e-02 91 2175250.07 1.65e-02 92 2175250.08 1.52e-02 93 2175250.09 1.39e-02 94 2175250.11 1.27e-02 95 2175250.12 1.17e-02 96 2175250.13 1.07e-02 97 2175250.14 9.86e-03Performing nullcheck... Deleting factor 14 decreases objective by 3.69e+03. Factor retained. Nullcheck complete. Objective: 2175250.14Fitting factor/loading 15 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2177020.28 Inf 2 2178329.71 1.31e+03 3 2178564.73 2.35e+02 4 2178691.32 1.27e+02 5 2178783.40 9.21e+01 6 2178853.38 7.00e+01 7 2178909.20 5.58e+01 8 2178954.61 4.54e+01 9 2178991.73 3.71e+01 10 2179022.23 3.05e+01 11 2179047.36 2.51e+01 12 2179068.04 2.07e+01 13 2179085.07 1.70e+01 14 2179099.24 1.42e+01 15 2179111.18 1.19e+01 16 2179121.41 1.02e+01 17 2179130.28 8.87e+00 18 2179138.07 7.79e+00 19 2179144.97 6.90e+00 20 2179151.12 6.15e+00 21 2179156.62 5.50e+00 22 2179161.56 4.94e+00 23 2179165.99 4.43e+00 24 2179169.95 3.96e+00 25 2179173.45 3.50e+00 26 2179176.58 3.13e+00 27 2179179.36 2.78e+00 28 2179181.84 2.47e+00 29 2179184.03 2.20e+00 30 2179185.98 1.94e+00 31 2179187.69 1.72e+00 32 2179189.21 1.51e+00 33 2179190.54 1.33e+00 34 2179191.71 1.17e+00 35 2179192.74 1.03e+00 36 2179193.65 9.05e-01 37 2179194.44 7.98e-01 38 2179195.15 7.03e-01 39 2179195.76 6.18e-01 40 2179196.31 5.42e-01 41 2179196.78 4.74e-01 42 2179197.20 4.14e-01 43 2179197.56 3.61e-01 44 2179197.87 3.15e-01 45 2179198.15 2.74e-01 46 2179198.38 2.38e-01 47 2179198.59 2.06e-01 48 2179198.77 1.78e-01 49 2179198.92 1.54e-01 50 2179199.06 1.34e-01 51 2179199.17 1.15e-01 52 2179199.27 9.97e-02 53 2179199.36 8.61e-02 54 2179199.43 7.44e-02 55 2179199.50 6.42e-02 56 2179199.55 5.55e-02 57 2179199.60 4.79e-02 58 2179199.64 4.14e-02 59 2179199.68 3.58e-02 60 2179199.71 3.10e-02 61 2179199.73 2.67e-02 62 2179199.76 2.28e-02 63 2179199.78 1.95e-02 64 2179199.79 1.68e-02 65 2179199.81 1.44e-02 66 2179199.82 1.24e-02 67 2179199.83 1.07e-02 68 2179199.84 9.26e-03Performing nullcheck... Deleting factor 15 decreases objective by 3.95e+03. Factor retained. Nullcheck complete. Objective: 2179199.84Fitting factor/loading 16 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2180952.26 Inf 2 2182339.40 1.39e+03 3 2182576.51 2.37e+02 4 2182682.10 1.06e+02 5 2182746.41 6.43e+01 6 2182788.05 4.16e+01 7 2182817.51 2.95e+01 8 2182840.89 2.34e+01 9 2182861.50 2.06e+01 10 2182880.71 1.92e+01 11 2182899.02 1.83e+01 12 2182916.88 1.79e+01 13 2182934.13 1.73e+01 14 2182950.43 1.63e+01 15 2182965.47 1.50e+01 16 2182979.06 1.36e+01 17 2182991.17 1.21e+01 18 2183001.82 1.07e+01 19 2183011.11 9.29e+00 20 2183019.15 8.04e+00 21 2183026.08 6.93e+00 22 2183032.04 5.96e+00 23 2183037.26 5.22e+00 24 2183041.90 4.64e+00 25 2183046.05 4.15e+00 26 2183049.79 3.74e+00 27 2183053.14 3.35e+00 28 2183056.10 2.96e+00 29 2183058.79 2.69e+00 30 2183061.27 2.48e+00 31 2183063.58 2.31e+00 32 2183065.73 2.16e+00 33 2183067.76 2.02e+00 34 2183069.67 1.91e+00 35 2183071.48 1.81e+00 36 2183073.20 1.72e+00 37 2183074.84 1.64e+00 38 2183076.42 1.58e+00 39 2183077.95 1.53e+00 40 2183079.44 1.48e+00 41 2183080.88 1.44e+00 42 2183082.29 1.41e+00 43 2183083.67 1.38e+00 44 2183085.02 1.35e+00 45 2183086.35 1.33e+00 46 2183087.67 1.32e+00 47 2183088.98 1.31e+00 48 2183090.27 1.29e+00 49 2183091.56 1.29e+00 50 2183092.84 1.28e+00 51 2183094.10 1.27e+00 52 2183095.36 1.26e+00 53 2183096.60 1.24e+00 54 2183097.83 1.23e+00 55 2183099.03 1.20e+00 56 2183100.21 1.18e+00 57 2183101.37 1.15e+00 58 2183102.49 1.13e+00 59 2183103.59 1.10e+00 60 2183104.66 1.07e+00 61 2183105.71 1.05e+00 62 2183106.73 1.02e+00 63 2183107.73 9.99e-01 64 2183108.70 9.74e-01 65 2183109.65 9.48e-01 66 2183110.57 9.18e-01 67 2183111.45 8.77e-01 68 2183112.28 8.32e-01 69 2183113.06 7.85e-01 70 2183113.79 7.26e-01 71 2183114.43 6.34e-01 72 2183115.02 5.97e-01 73 2183115.58 5.59e-01 74 2183116.10 5.23e-01 75 2183116.59 4.87e-01 76 2183117.04 4.52e-01 77 2183117.46 4.19e-01 78 2183117.85 3.87e-01 79 2183118.21 3.57e-01 80 2183118.53 3.28e-01 81 2183118.79 2.57e-01 82 2183118.98 1.87e-01 83 2183119.15 1.70e-01 84 2183119.30 1.55e-01 85 2183119.44 1.41e-01 86 2183119.57 1.29e-01 87 2183119.69 1.17e-01 88 2183119.80 1.06e-01 89 2183119.89 9.68e-02 90 2183119.98 8.80e-02 91 2183120.06 8.00e-02 92 2183120.13 7.27e-02 93 2183120.20 6.60e-02 94 2183120.26 5.99e-02 95 2183120.31 5.43e-02 96 2183120.36 4.92e-02 97 2183120.41 4.46e-02 98 2183120.45 4.04e-02 99 2183120.48 3.65e-02 100 2183120.52 3.30e-02 101 2183120.55 2.99e-02 102 2183120.57 2.70e-02 103 2183120.60 2.43e-02 104 2183120.62 2.19e-02 105 2183120.64 1.98e-02 106 2183120.66 1.78e-02 107 2183120.67 1.60e-02 108 2183120.69 1.44e-02 109 2183120.70 1.29e-02 110 2183120.71 1.16e-02 111 2183120.72 1.04e-02 112 2183120.73 9.31e-03Performing nullcheck... Deleting factor 16 decreases objective by 3.92e+03. Factor retained. Nullcheck complete. Objective: 2183120.73Fitting factor/loading 17 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2184901.57 Inf 2 2186315.53 1.41e+03 3 2186587.70 2.72e+02 4 2186740.16 1.52e+02 5 2186844.91 1.05e+02 6 2186913.75 6.88e+01 7 2186959.78 4.60e+01 8 2186992.81 3.30e+01 9 2187018.54 2.57e+01 10 2187039.90 2.14e+01 11 2187058.32 1.84e+01 12 2187074.44 1.61e+01 13 2187088.57 1.41e+01 14 2187100.91 1.23e+01 15 2187111.62 1.07e+01 16 2187120.74 9.12e+00 17 2187128.39 7.64e+00 18 2187134.71 6.32e+00 19 2187139.89 5.18e+00 20 2187144.10 4.21e+00 21 2187147.52 3.41e+00 22 2187150.28 2.76e+00 23 2187152.51 2.23e+00 24 2187154.33 1.82e+00 25 2187155.83 1.50e+00 26 2187157.07 1.25e+00 27 2187158.12 1.04e+00 28 2187159.00 8.83e-01 29 2187159.76 7.62e-01 30 2187160.43 6.67e-01 31 2187161.02 5.94e-01 32 2187161.56 5.37e-01 33 2187162.05 4.92e-01 34 2187162.51 4.56e-01 35 2187162.93 4.27e-01 36 2187163.34 4.04e-01 37 2187163.72 3.85e-01 38 2187164.09 3.67e-01 39 2187164.44 3.53e-01 40 2187164.78 3.41e-01 41 2187165.11 3.30e-01 42 2187165.44 3.22e-01 43 2187165.75 3.14e-01 44 2187166.06 3.07e-01 45 2187166.36 3.02e-01 46 2187166.65 2.97e-01 47 2187166.95 2.93e-01 48 2187167.24 2.89e-01 49 2187167.52 2.86e-01 50 2187167.81 2.84e-01 51 2187168.09 2.82e-01 52 2187168.37 2.81e-01 53 2187168.65 2.80e-01 54 2187168.93 2.79e-01 55 2187169.21 2.79e-01 56 2187169.49 2.80e-01 57 2187169.77 2.80e-01 58 2187170.05 2.81e-01 59 2187170.33 2.83e-01 60 2187170.62 2.89e-01 61 2187170.92 2.98e-01 62 2187171.22 3.00e-01 63 2187171.52 3.03e-01 64 2187171.83 3.06e-01 65 2187172.14 3.10e-01 66 2187172.45 3.14e-01 67 2187172.77 3.19e-01 68 2187173.10 3.24e-01 69 2187173.43 3.29e-01 70 2187173.76 3.35e-01 71 2187174.10 3.41e-01 72 2187174.45 3.47e-01 73 2187174.80 3.53e-01 74 2187175.16 3.60e-01 75 2187175.53 3.67e-01 76 2187175.92 3.88e-01 77 2187176.32 4.00e-01 78 2187176.72 4.07e-01 79 2187177.14 4.13e-01 80 2187177.56 4.20e-01 81 2187177.98 4.26e-01 82 2187178.41 4.32e-01 83 2187178.85 4.38e-01 84 2187179.30 4.44e-01 85 2187179.75 4.49e-01 86 2187180.20 4.54e-01 87 2187180.66 4.59e-01 88 2187181.13 4.67e-01 89 2187181.60 4.77e-01 90 2187182.09 4.85e-01 91 2187182.58 4.93e-01 92 2187183.08 5.01e-01 93 2187183.59 5.09e-01 94 2187184.11 5.18e-01 95 2187184.64 5.25e-01 96 2187185.17 5.32e-01 97 2187185.71 5.39e-01 98 2187186.25 5.44e-01 99 2187186.80 5.49e-01 100 2187187.35 5.52e-01 101 2187187.91 5.55e-01 102 2187188.46 5.56e-01 103 2187189.02 5.56e-01 104 2187189.57 5.55e-01 105 2187190.13 5.53e-01 106 2187190.68 5.50e-01 107 2187191.22 5.46e-01 108 2187191.77 5.43e-01 109 2187192.30 5.39e-01 110 2187192.84 5.34e-01 111 2187193.37 5.29e-01 112 2187193.89 5.23e-01 113 2187194.41 5.16e-01 114 2187194.91 5.09e-01 115 2187195.42 5.01e-01 116 2187195.91 4.93e-01 117 2187196.39 4.84e-01 118 2187196.87 4.74e-01 119 2187197.33 4.64e-01 120 2187197.78 4.53e-01 121 2187198.23 4.42e-01 122 2187198.66 4.31e-01 123 2187199.07 4.18e-01 124 2187199.48 4.06e-01 125 2187199.87 3.93e-01 126 2187200.25 3.80e-01 127 2187200.62 3.67e-01 128 2187200.97 3.53e-01 129 2187201.31 3.40e-01 130 2187201.64 3.26e-01 131 2187201.95 3.13e-01 132 2187202.25 3.00e-01 133 2187202.54 2.87e-01 134 2187202.81 2.74e-01 135 2187203.07 2.61e-01 136 2187203.32 2.49e-01 137 2187203.56 2.36e-01 138 2187203.78 2.25e-01 139 2187204.00 2.14e-01 140 2187204.20 2.03e-01 141 2187204.39 1.92e-01 142 2187204.58 1.82e-01 143 2187204.75 1.73e-01 144 2187204.91 1.63e-01 145 2187205.07 1.55e-01 146 2187205.21 1.47e-01 147 2187205.35 1.39e-01 148 2187205.48 1.31e-01 149 2187205.61 1.24e-01 150 2187205.72 1.17e-01 151 2187205.83 1.11e-01 152 2187205.94 1.05e-01 153 2187206.04 9.91e-02 154 2187206.13 9.36e-02 155 2187206.22 8.84e-02 156 2187206.30 8.34e-02 157 2187206.38 7.88e-02 158 2187206.46 7.43e-02 159 2187206.53 7.02e-02 160 2187206.59 6.62e-02 161 2187206.66 6.25e-02 162 2187206.72 5.89e-02 163 2187206.77 5.56e-02 164 2187206.82 5.24e-02 165 2187206.87 4.94e-02 166 2187206.92 4.66e-02 167 2187206.96 4.39e-02 168 2187207.00 4.14e-02 169 2187207.04 3.91e-02 170 2187207.08 3.68e-02 171 2187207.12 3.47e-02 172 2187207.15 3.27e-02 173 2187207.18 3.08e-02 174 2187207.21 2.90e-02 175 2187207.23 2.73e-02 176 2187207.26 2.57e-02 177 2187207.28 2.42e-02 178 2187207.31 2.27e-02 179 2187207.33 2.14e-02 180 2187207.35 2.01e-02 181 2187207.37 1.89e-02 182 2187207.39 1.77e-02 183 2187207.40 1.67e-02 184 2187207.42 1.57e-02 185 2187207.43 1.47e-02 186 2187207.45 1.38e-02 187 2187207.46 1.30e-02 188 2187207.47 1.22e-02 189 2187207.48 1.14e-02 190 2187207.49 1.07e-02 191 2187207.50 1.00e-02 192 2187207.51 9.40e-03Performing nullcheck... Deleting factor 17 decreases objective by 4.09e+03. Factor retained. Nullcheck complete. Objective: 2187207.51Fitting factor/loading 18 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2189248.70 Inf 2 2190712.61 1.46e+03 3 2190947.13 2.35e+02 4 2191072.34 1.25e+02 5 2191158.19 8.59e+01 6 2191215.66 5.75e+01 7 2191253.46 3.78e+01 8 2191278.94 2.55e+01 9 2191297.26 1.83e+01 10 2191311.46 1.42e+01 11 2191323.31 1.19e+01 12 2191333.68 1.04e+01 13 2191343.17 9.49e+00 14 2191352.24 9.07e+00 15 2191360.95 8.71e+00 16 2191369.29 8.34e+00 17 2191377.28 7.99e+00 18 2191384.92 7.64e+00 19 2191392.19 7.27e+00 20 2191399.11 6.92e+00 21 2191405.64 6.53e+00 22 2191411.73 6.09e+00 23 2191417.39 5.66e+00 24 2191422.63 5.24e+00 25 2191427.45 4.82e+00 26 2191431.88 4.43e+00 27 2191435.90 4.02e+00 28 2191439.50 3.60e+00 29 2191442.69 3.19e+00 30 2191445.51 2.82e+00 31 2191448.00 2.49e+00 32 2191450.20 2.20e+00 33 2191452.15 1.95e+00 34 2191453.87 1.72e+00 35 2191455.40 1.53e+00 36 2191456.75 1.35e+00 37 2191457.95 1.20e+00 38 2191459.01 1.07e+00 39 2191459.96 9.45e-01 40 2191460.80 8.39e-01 41 2191461.55 7.48e-01 42 2191462.22 6.70e-01 43 2191462.82 6.03e-01 44 2191463.37 5.46e-01 45 2191463.86 4.98e-01 46 2191464.32 4.56e-01 47 2191464.74 4.20e-01 48 2191465.13 3.89e-01 49 2191465.49 3.62e-01 50 2191465.83 3.39e-01 51 2191466.15 3.19e-01 52 2191466.45 3.01e-01 53 2191466.73 2.86e-01 54 2191467.01 2.72e-01 55 2191467.27 2.60e-01 56 2191467.52 2.50e-01 57 2191467.76 2.40e-01 58 2191467.99 2.32e-01 59 2191468.21 2.25e-01 60 2191468.43 2.18e-01 61 2191468.64 2.12e-01 62 2191468.85 2.06e-01 63 2191469.05 2.01e-01 64 2191469.25 1.97e-01 65 2191469.44 1.93e-01 66 2191469.63 1.89e-01 67 2191469.81 1.86e-01 68 2191470.00 1.83e-01 69 2191470.18 1.80e-01 70 2191470.35 1.78e-01 71 2191470.53 1.75e-01 72 2191470.70 1.74e-01 73 2191470.88 1.72e-01 74 2191471.05 1.70e-01 75 2191471.22 1.69e-01 76 2191471.38 1.68e-01 77 2191471.55 1.67e-01 78 2191471.72 1.67e-01 79 2191471.88 1.66e-01 80 2191472.05 1.66e-01 81 2191472.22 1.66e-01 82 2191472.38 1.67e-01 83 2191472.55 1.67e-01 84 2191472.72 1.68e-01 85 2191472.89 1.68e-01 86 2191473.06 1.69e-01 87 2191473.23 1.71e-01 88 2191473.40 1.72e-01 89 2191473.57 1.74e-01 90 2191473.75 1.76e-01 91 2191473.93 1.78e-01 92 2191474.11 1.81e-01 93 2191474.29 1.84e-01 94 2191474.48 1.87e-01 95 2191474.67 1.90e-01 96 2191474.86 1.94e-01 97 2191475.06 1.98e-01 98 2191475.26 2.02e-01 99 2191475.47 2.07e-01 100 2191475.68 2.13e-01 101 2191475.90 2.19e-01 102 2191476.13 2.25e-01 103 2191476.36 2.32e-01 104 2191476.60 2.40e-01 105 2191476.85 2.48e-01 106 2191477.10 2.57e-01 107 2191477.37 2.67e-01 108 2191477.65 2.77e-01 109 2191477.93 2.89e-01 110 2191478.24 3.02e-01 111 2191478.55 3.15e-01 112 2191478.88 3.30e-01 113 2191479.23 3.47e-01 114 2191479.59 3.65e-01 115 2191479.98 3.84e-01 116 2191480.38 4.05e-01 117 2191480.81 4.28e-01 118 2191481.27 4.53e-01 119 2191481.75 4.80e-01 120 2191482.26 5.10e-01 121 2191482.80 5.41e-01 122 2191483.37 5.75e-01 123 2191483.98 6.11e-01 124 2191484.63 6.49e-01 125 2191485.32 6.89e-01 126 2191486.05 7.31e-01 127 2191486.83 7.76e-01 128 2191487.65 8.22e-01 129 2191488.52 8.70e-01 130 2191489.44 9.19e-01 131 2191490.41 9.70e-01 132 2191491.43 1.02e+00 133 2191492.50 1.07e+00 134 2191493.62 1.12e+00 135 2191494.79 1.17e+00 136 2191496.01 1.22e+00 137 2191497.28 1.27e+00 138 2191498.59 1.31e+00 139 2191499.93 1.35e+00 140 2191501.31 1.38e+00 141 2191502.72 1.41e+00 142 2191504.15 1.43e+00 143 2191505.60 1.45e+00 144 2191507.06 1.46e+00 145 2191508.52 1.47e+00 146 2191510.00 1.48e+00 147 2191511.49 1.49e+00 148 2191512.96 1.47e+00 149 2191514.35 1.39e+00 150 2191515.85 1.50e+00 151 2191517.28 1.43e+00 152 2191518.68 1.39e+00 153 2191520.02 1.34e+00 154 2191521.29 1.28e+00 155 2191522.50 1.21e+00 156 2191523.63 1.13e+00 157 2191524.67 1.04e+00 158 2191525.62 9.51e-01 159 2191526.45 8.33e-01 160 2191527.21 7.56e-01 161 2191527.89 6.83e-01 162 2191528.51 6.18e-01 163 2191529.07 5.66e-01 164 2191529.59 5.17e-01 165 2191530.06 4.69e-01 166 2191530.48 4.23e-01 167 2191530.86 3.79e-01 168 2191531.20 3.38e-01 169 2191531.50 3.01e-01 170 2191531.77 2.70e-01 171 2191532.01 2.41e-01 172 2191532.22 2.12e-01 173 2191532.41 1.87e-01 174 2191532.57 1.64e-01 175 2191532.72 1.44e-01 176 2191532.84 1.26e-01 177 2191532.96 1.13e-01 178 2191533.06 1.03e-01 179 2191533.15 9.00e-02 180 2191533.23 7.86e-02 181 2191533.30 6.85e-02 182 2191533.36 5.97e-02 183 2191533.41 5.21e-02 184 2191533.45 4.61e-02 185 2191533.50 4.11e-02 186 2191533.53 3.66e-02 187 2191533.57 3.30e-02 188 2191533.60 2.96e-02 189 2191533.62 2.65e-02 190 2191533.65 2.38e-02 191 2191533.67 2.16e-02 192 2191533.69 1.96e-02 193 2191533.70 1.73e-02 194 2191533.72 1.50e-02 195 2191533.73 1.31e-02 196 2191533.74 1.17e-02 197 2191533.75 1.05e-02 198 2191533.76 9.40e-03Performing nullcheck... Deleting factor 18 decreases objective by 4.33e+03. Factor retained. Nullcheck complete. Objective: 2191533.76Fitting factor/loading 19 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2193763.53 Inf 2 2195293.69 1.53e+03 3 2195505.30 2.12e+02 4 2195616.76 1.11e+02 5 2195695.07 7.83e+01 6 2195748.76 5.37e+01 7 2195785.50 3.67e+01 8 2195810.91 2.54e+01 9 2195829.37 1.85e+01 10 2195843.87 1.45e+01 11 2195856.12 1.23e+01 12 2195867.24 1.11e+01 13 2195877.90 1.07e+01 14 2195888.37 1.05e+01 15 2195898.84 1.05e+01 16 2195909.45 1.06e+01 17 2195920.20 1.08e+01 18 2195930.94 1.07e+01 19 2195941.43 1.05e+01 20 2195951.64 1.02e+01 21 2195961.59 9.95e+00 22 2195971.13 9.54e+00 23 2195980.16 9.03e+00 24 2195988.61 8.45e+00 25 2195996.44 7.82e+00 26 2196003.55 7.12e+00 27 2196009.95 6.40e+00 28 2196015.73 5.77e+00 29 2196020.90 5.18e+00 30 2196025.53 4.62e+00 31 2196029.63 4.11e+00 32 2196033.26 3.63e+00 33 2196036.46 3.20e+00 34 2196039.26 2.81e+00 35 2196041.72 2.45e+00 36 2196043.86 2.14e+00 37 2196045.73 1.87e+00 38 2196047.34 1.61e+00 39 2196048.74 1.40e+00 40 2196049.95 1.21e+00 41 2196051.00 1.05e+00 42 2196051.90 9.06e-01 43 2196052.68 7.82e-01 44 2196053.36 6.76e-01 45 2196053.94 5.83e-01 46 2196054.45 5.03e-01 47 2196054.88 4.35e-01 48 2196055.26 3.79e-01 49 2196055.59 3.29e-01 50 2196055.87 2.84e-01 51 2196056.12 2.44e-01 52 2196056.33 2.10e-01 53 2196056.51 1.81e-01 54 2196056.66 1.55e-01 55 2196056.80 1.33e-01 56 2196056.91 1.14e-01 57 2196057.01 9.79e-02 58 2196057.09 8.38e-02 59 2196057.17 7.17e-02 60 2196057.23 6.13e-02 61 2196057.28 5.23e-02 62 2196057.32 4.47e-02 63 2196057.36 3.82e-02 64 2196057.39 3.26e-02 65 2196057.42 2.78e-02 66 2196057.45 2.37e-02 67 2196057.47 2.03e-02 68 2196057.48 1.73e-02 69 2196057.50 1.48e-02 70 2196057.51 1.26e-02 71 2196057.52 1.08e-02 72 2196057.53 9.18e-03Performing nullcheck... Deleting factor 19 decreases objective by 4.52e+03. Factor retained. Nullcheck complete. Objective: 2196057.53Fitting factor/loading 20 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2198284.40 Inf 2 2199950.68 1.67e+03 3 2200150.90 2.00e+02 4 2200248.82 9.79e+01 5 2200328.97 8.01e+01 6 2200390.57 6.16e+01 7 2200435.53 4.50e+01 8 2200468.12 3.26e+01 9 2200491.96 2.38e+01 10 2200509.72 1.78e+01 11 2200522.84 1.31e+01 12 2200532.55 9.71e+00 13 2200539.81 7.26e+00 14 2200545.27 5.46e+00 15 2200549.41 4.14e+00 16 2200552.67 3.26e+00 17 2200555.39 2.72e+00 18 2200557.71 2.32e+00 19 2200559.70 1.99e+00 20 2200561.40 1.71e+00 21 2200562.88 1.47e+00 22 2200564.15 1.27e+00 23 2200565.25 1.10e+00 24 2200566.20 9.50e-01 25 2200567.01 8.09e-01 26 2200567.71 6.99e-01 27 2200568.31 6.02e-01 28 2200568.83 5.14e-01 29 2200569.26 4.30e-01 30 2200569.61 3.56e-01 31 2200569.91 2.97e-01 32 2200570.17 2.62e-01 33 2200570.41 2.42e-01 34 2200570.64 2.23e-01 35 2200570.84 2.06e-01 36 2200571.04 1.91e-01 37 2200571.21 1.75e-01 38 2200571.37 1.61e-01 39 2200571.52 1.45e-01 40 2200571.65 1.30e-01 41 2200571.75 1.06e-01 42 2200571.84 8.58e-02 43 2200571.91 7.63e-02 44 2200571.98 6.79e-02 45 2200572.04 6.05e-02 46 2200572.10 5.40e-02 47 2200572.15 4.82e-02 48 2200572.19 4.31e-02 49 2200572.23 3.85e-02 50 2200572.24 1.36e-02 51 2200572.29 5.23e-02 52 2200572.32 2.78e-02 53 2200572.35 2.49e-02 54 2200572.37 2.24e-02 55 2200572.39 2.02e-02 56 2200572.41 1.82e-02 57 2200572.42 1.64e-02 58 2200572.44 1.45e-02 59 2200572.45 1.38e-02 60 2200572.46 1.21e-02 61 2200572.47 1.10e-02 62 2200572.48 9.97e-03Performing nullcheck... Deleting factor 20 decreases objective by 4.51e+03. Factor retained. Nullcheck complete. Objective: 2200572.48Fitting factor/loading 21 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2202565.23 Inf 2 2204447.69 1.88e+03 3 2204587.17 1.39e+02 4 2204616.01 2.88e+01 5 2204642.95 2.69e+01 6 2204667.94 2.50e+01 7 2204690.81 2.29e+01 8 2204711.73 2.09e+01 9 2204730.83 1.91e+01 10 2204748.16 1.73e+01 11 2204763.74 1.56e+01 12 2204777.49 1.37e+01 13 2204789.47 1.20e+01 14 2204800.31 1.08e+01 15 2204809.97 9.66e+00 16 2204818.54 8.57e+00 17 2204826.18 7.63e+00 18 2204833.01 6.83e+00 19 2204839.18 6.17e+00 20 2204844.83 5.64e+00 21 2204850.08 5.25e+00 22 2204855.08 5.00e+00 23 2204859.94 4.87e+00 24 2204864.81 4.87e+00 25 2204869.81 5.00e+00 26 2204875.09 5.28e+00 27 2204880.69 5.60e+00 28 2204886.64 5.95e+00 29 2204892.93 6.29e+00 30 2204899.64 6.71e+00 31 2204906.80 7.16e+00 32 2204914.42 7.62e+00 33 2204922.49 8.07e+00 34 2204931.05 8.56e+00 35 2204939.99 8.94e+00 36 2204949.26 9.27e+00 37 2204958.77 9.51e+00 38 2204968.45 9.68e+00 39 2204978.13 9.68e+00 40 2204987.77 9.64e+00 41 2204997.19 9.42e+00 42 2205006.29 9.10e+00 43 2205015.02 8.73e+00 44 2205023.32 8.30e+00 45 2205031.16 7.84e+00 46 2205038.52 7.36e+00 47 2205045.40 6.88e+00 48 2205051.81 6.41e+00 49 2205057.75 5.94e+00 50 2205063.22 5.47e+00 51 2205068.25 5.03e+00 52 2205072.86 4.61e+00 53 2205077.07 4.21e+00 54 2205080.91 3.84e+00 55 2205084.41 3.50e+00 56 2205087.61 3.20e+00 57 2205090.53 2.92e+00 58 2205093.18 2.65e+00 59 2205095.59 2.40e+00 60 2205097.76 2.17e+00 61 2205099.72 1.96e+00 62 2205101.49 1.77e+00 63 2205103.10 1.62e+00 64 2205104.57 1.47e+00 65 2205105.90 1.33e+00 66 2205107.09 1.19e+00 67 2205108.16 1.07e+00 68 2205109.12 9.57e-01 69 2205109.97 8.55e-01 70 2205110.73 7.64e-01 71 2205111.42 6.81e-01 72 2205112.02 6.08e-01 73 2205112.57 5.42e-01 74 2205113.05 4.83e-01 75 2205113.48 4.30e-01 76 2205113.86 3.84e-01 77 2205114.21 3.43e-01 78 2205114.51 3.06e-01 79 2205114.78 2.73e-01 80 2205115.03 2.44e-01 81 2205115.25 2.18e-01 82 2205115.44 1.94e-01 83 2205115.61 1.74e-01 84 2205115.77 1.55e-01 85 2205115.91 1.38e-01 86 2205116.03 1.23e-01 87 2205116.14 1.10e-01 88 2205116.24 9.81e-02 89 2205116.33 8.76e-02 90 2205116.40 7.81e-02 91 2205116.47 6.97e-02 92 2205116.54 6.22e-02 93 2205116.59 5.55e-02 94 2205116.64 4.95e-02 95 2205116.69 4.42e-02 96 2205116.72 3.94e-02 97 2205116.76 3.52e-02 98 2205116.79 3.14e-02 99 2205116.82 2.81e-02 100 2205116.84 2.51e-02 101 2205116.87 2.24e-02 102 2205116.89 2.00e-02 103 2205116.90 1.79e-02 104 2205116.92 1.59e-02 105 2205116.94 1.42e-02 106 2205116.95 1.27e-02 107 2205116.96 1.14e-02 108 2205116.97 1.02e-02 109 2205116.98 9.09e-03Performing nullcheck... Deleting factor 21 decreases objective by 4.54e+03. Factor retained. Nullcheck complete. Objective: 2205116.98Fitting factor/loading 22 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2207197.34 Inf 2 2209337.33 2.14e+03 3 2209515.17 1.78e+02 4 2209548.19 3.30e+01 5 2209580.95 3.28e+01 6 2209613.18 3.22e+01 7 2209644.23 3.10e+01 8 2209673.46 2.92e+01 9 2209700.45 2.70e+01 10 2209724.64 2.42e+01 11 2209745.80 2.12e+01 12 2209764.49 1.87e+01 13 2209780.76 1.63e+01 14 2209794.83 1.41e+01 15 2209806.83 1.20e+01 16 2209816.85 1.00e+01 17 2209825.14 8.28e+00 18 2209831.91 6.77e+00 19 2209837.40 5.49e+00 20 2209841.81 4.41e+00 21 2209845.33 3.52e+00 22 2209848.12 2.79e+00 23 2209850.31 2.19e+00 24 2209852.03 1.72e+00 25 2209853.38 1.35e+00 26 2209854.44 1.05e+00 27 2209855.26 8.18e-01 28 2209855.89 6.35e-01 29 2209856.38 4.91e-01 30 2209856.76 3.80e-01 31 2209857.05 2.93e-01 32 2209857.28 2.28e-01 33 2209857.46 1.78e-01 34 2209857.60 1.39e-01 35 2209857.71 1.07e-01 36 2209857.79 8.24e-02 37 2209857.85 6.33e-02 38 2209857.90 4.86e-02 39 2209857.94 3.73e-02 40 2209857.97 2.86e-02 41 2209857.99 2.19e-02 42 2209858.01 1.68e-02 43 2209858.02 1.29e-02 44 2209858.03 9.91e-03Performing nullcheck... Deleting factor 22 decreases objective by 4.74e+03. Factor retained. Nullcheck complete. Objective: 2209858.03Fitting factor/loading 23 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2211282.51 Inf 2 2213955.24 2.67e+03 3 2214230.16 2.75e+02 4 2214230.72 5.57e-01 5 2214230.72 7.16e-04Performing nullcheck... Deleting factor 23 decreases objective by 4.37e+03. Factor retained. Nullcheck complete. Objective: 2214230.72Fitting factor/loading 24 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2214147.35 Inf 2 2214201.75 5.44e+01 3 2214223.89 2.21e+01 4 2214233.89 9.99e+00 5 2214234.03 1.42e-01 6 2214240.35 6.33e+00 7 2214242.94 2.59e+00 8 2214242.96 1.76e-02 9 2214242.96 4.71e-05Performing nullcheck... Deleting factor 24 decreases objective by 1.22e+01. Factor retained. Nullcheck complete. Objective: 2214242.97Fitting factor/loading 25 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2214132.90 Inf 2 2214202.37 6.95e+01 3 2214220.19 1.78e+01 4 2214231.36 1.12e+01 5 2214233.89 2.53e+00 6 2214241.58 7.69e+00Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 7 2214241.43 -1.41e-01Performing nullcheck... Deleting factor 25 increases objective by 1.53e+00. Factor zeroed out. Nullcheck complete. Objective: 2214242.97Plot the factors from flash
par(mfrow=c(3,4))
par(mai=rep(0.1,4))
for(i in 1:12){
plot(S.flash$ldf$l[,i],main=paste0(i))
}
Compare factors from flash and truncated:
par(mfrow=c(3,4))
par(mai=rep(0.1,4))
for(i in 1:12){
plot(S.flash$ldf$l[,i],Strunc.flash$ldf$l[,i])
}
image(cor(S.flash$ldf$l[,1:12],Strunc.flash$ldf$l[,1:12]))
plot(S.flash$ldf$l[,7],Strunc.flash$ldf$l[,6])
gene_names =colnames(df)[-1]
gene_names[order(S.flash$ldf$l[,2])] [1] "RPS5" "RPL13" "RPL32" "RPS3A"
[5] "RPS12" "RPS6" "RPL11" "RPS2"
[9] "RPL18A" "RPS13" "RPL10A" "RPL31"
[13] "RPL5" "RPS23" "RPS8" "RPL12"
[17] "RPL18" "RPLP2" "RPS14" "RPL4"
[21] "RPL19" "RPLP1" "RPS25" "RPL9"
[25] "RPS16" "RPS9" "RPS4X" "RPS18"
[29] "RPL10" "RPL29" "RPL3" "RPL7"
[33] "EEF1B2" "RPS15" "RPL22" "RPS28"
[37] "RPL36" "RPS19" "EEF1A1" "RPL21"
[41] "RP11.291B21.2" "RPL15" "RPL8" "NACA"
[45] "S100B" "NPM1" "GNB2L1" "RPL30"
[49] "RPL13A" "LDHB" "RPSA" "TPT1"
[53] "RPS20" "CCR7" "RPS15A" "RPS3"
[57] "RPL6" "RPL28" "RPS10" "RPL35A"
[61] "RPL34" "NOSIP" "RPL7A" "AIF1"
[65] "RPL37A" "SELL" "C6orf48" "PABPC1"
[69] "LEF1" "RPL23" "RPLP0" "PIK3IP1"
[73] "PRKCQ.AS1" "EIF3L" "RGS10" "EIF3E"
[77] "ST13" "NDFIP1" "RPL14" "RPS7"
[81] "UBA52" "CD8B" "RPL24" "RPL27"
[85] "COX4I1" "RPL37" "RPL38" "GLTSCR2"
[89] "TMEM66" "RPL27A" "RPS11" "RPS27"
[93] "SNHG7" "RPL17" "RSL1D1" "RPS21"
[97] "FBL" "RPS27A" "TMSB10" "HSPB1"
[101] "RASGRP2" "COMMD6" "TMEM123" "RPL35"
[105] "RPL36A" "SNHG8" "MT.ND4" "NAP1L1"
[109] "EEF1D" "MT.CO3" "LEPROTL1" "NBEAL1"
[113] "ATP5O" "EIF3H" "SMDT1" "FLT3LG"
[117] "GPX1" "LIMD2" "C11orf31" "C1QBP"
[121] "PFDN5" "CD27" "RPS24" "ANP32B"
[125] "ATP6V1G1" "RPS29" "BTF3" "PPA1"
[129] "UBE2D2" "EEF2" "TRAF3IP3" "ZFAS1"
[133] "RPL26" "SLC25A6" "ATP5A1" "GIMAP7"
[137] "HNRNPA1" "JUNB" "RPL41" "UXT"
[141] "CHCHD10" "COX7C" "ALKBH7" "RPSAP58"
[145] "GYPC" "OCIAD2" "FAU" "C12orf57"
[149] "CALM3" "NHP2" "HMGN1" "NUCB2"
[153] "RPL23A" "ANAPC16" "SERP1" "FYB"
[157] "HSP90AB1" "UQCRH" "CMPK1" "RPL39"
[161] "PNISR" "DDT" "MT.ND3" "TOMM7"
[165] "C9orf78" "SERBP1" "ISG20" "FIS1"
[169] "MT.CO2" "PRMT2" "SLC25A5" "COX6C"
[173] "PRDX2" "EIF3D" "EDF1" "MT.CYB"
[177] "TXNIP" "MZT2B" "LTB" "MZT2A"
[181] "EIF3M" "HINT1" "PRDX6" "COX7A2L"
[185] "C19orf70" "MRPL23" "LSM7" "CD48"
[189] "EIF3G" "C19orf53" "CCNI" "CCDC109B"
[193] "LBH" "GPX4" "AES" "PCBP2"
[197] "SEPT9" "UBXN1" "UCP2" "TUFM"
[201] "ACAP1" "PA2G4" "EIF4A2" "TBCA"
[205] "CUTA" "PSMC5" "MIF" "RNASET2"
[209] "ATP5H" "EIF3F" "PCBP1" "KRT10"
[213] "DAD1" "MT.ATP6" "STK17A" "ERGIC3"
[217] "ATP6V1F" "MINOS1" "KLF2" "UFC1"
[221] "MORF4L1" "ARPC5" "UQCRQ" "VAMP2"
[225] "TSTD1" "RPS26" "ATP5D" "ATP5L"
[229] "EIF3K" "SSU72" "SNRPD2" "VPS28"
[233] "CCND3" "GPSM3" "HLA.F" "NDUFA11"
[237] "PTGES3" "LAMTOR4" "SKP1" "SEPT1"
[241] "MRPS21" "CD7" "NDUFB8" "RAN"
[245] "WDR83OS" "SOD1" "UQCR10" "DDIT4"
[249] "BTG2" "HIGD2A" "HNRNPM" "ISCU"
[253] "MT.ND1" "C4orf3" "CCDC85B" "AURKAIP1"
[257] "MT.ND2" "NDUFS5" "COX7A2" "PGK1"
[261] "CIRBP" "POLD4" "TMEM230" "LITAF"
[265] "SLC25A3" "CD37" "SEC62" "NHP2L1"
[269] "NDUFB11" "C9orf16" "RPS19BP1" "SRSF5"
[273] "UBE2D3" "PEBP1" "SPCS1" "PARK7"
[277] "ARL6IP4" "LAPTM5" "HSPA8" "SYF2"
[281] "C19orf60" "IER2" "HNRNPA0" "PAIP2"
[285] "CAP1" "ATP5J" "IFITM1" "TBC1D10C"
[289] "C11orf58" "TRAPPC1" "LSM4" "EVL"
[293] "MYEOV2" "ALDOA" "CNN2" "APRT"
[297] "GMFG" "ATP6V0E1" "COX5B" "ATP5G2"
[301] "VAMP8" "LCK" "EIF4A1" "NDUFA4"
[305] "CD3E" "RBM3" "SEPW1" "PRDX5"
[309] "TRMT112" "GADD45GIP1" "CALM2" "ATP5B"
[313] "SON" "U2AF1" "ERP29" "DRAP1"
[317] "YBX1" "HNRNPA2B1" "MPHOSPH8" "SSR4"
[321] "HNRNPC" "POLR2L" "HNRNPK" "OST4"
[325] "YWHAB" "SCAND1" "NDUFA1" "FXYD5"
[329] "PKM" "PSMB8" "GTF3A" "CAPZB"
[333] "LAT" "COX6A1" "NDUFB9" "COX6B1"
[337] "ATP5G3" "TMEM258" "ECH1" "RHOA"
[341] "FKBP8" "TUBA1A" "BRK1" "CSTB"
[345] "COTL1" "COX8A" "ATP5J2" "RWDD1"
[349] "SSR2" "NDUFB2" "PRELID1" "IL7R"
[353] "SUN2" "PSMB1" "ATP5F1" "CIB1"
[357] "CD44" "SUMO2" "GSTK1" "H2AFZ"
[361] "TMA7" "BIN1" "COPE" "UBL5"
[365] "TPI1" "TPM3" "BIN2" "FTL"
[369] "ATPIF1" "NEDD8" "KRTCAP2" "RABAC1"
[373] "ENO1" "CNBP" "ICAM3" "UQCR11"
[377] "C19orf43" "DNAJB1" "TCEB2" "GLRX"
[381] "SNRPB" "CXCR4" "C9orf142" "ZFP36L2"
[385] "ITM2B" "MT.ND5" "JTB" "RBM39"
[389] "HNRNPDL" "NDUFA13" "TUBA1B" "ARHGDIB"
[393] "LDHA" "CD3G" "NDUFB10" "PNRC1"
[397] "TMBIM6" "PRR13" "CHCHD2" "PSME2"
[401] "SF3B5" "CORO1A" "SAP18" "LY6E"
[405] "LSP1" "CD8A" "TSPO" "BTG1"
[409] "COX5A" "ATP5E" "SRSF3" "TSC22D3"
[413] "PPDPF" "ARPC3" "PTMA" "PPIA"
[417] "SRP14" "PSME1" "DDX5" "ARPC1B"
[421] "RPL36AL" "SERF2" "PSMA7" "EID1"
[425] "MT.CO1" "TMEM59" "SRSF7" "VIM"
[429] "SEPT7" "CD53" "GSTP1" "RAC2"
[433] "RARRES3" "GUK1" "PTPRC" "HMGB1"
[437] "ID2" "GZMM" "CD3D" "PPP1CA"
[441] "HSP90AA1" "ACTG1" "TAGLN2" "MYL12B"
[445] "OAZ1" "ARPC2" "IL2RG" "PSMB9"
[449] "PPIB" "ITGB2" "FTH1" "UBB"
[453] "IFITM2" "CD2" "MYL6" "HLA.E"
[457] "CD69" "CRIP1" "S100A10" "DUSP2"
[461] "PPP1R15A" "CFL1" "ZFP36" "MYL12A"
[465] "NFKBIA" "HCST" "H3F3B" "CALM1"
[469] "EMP3" "CD52" "GAPDH" "PTPRCAP"
[473] "CTSW" "UBC" "FOS" "EIF1"
[477] "CD74" "JUN" "S100A6" "CYBA"
[481] "CD99" "CLIC1" "HLA.C" "DUSP1"
[485] "PFN1" "HLA.A" "SH3BGRL3" "ACTB"
[489] "IL32" "HLA.B" "GZMK" "TMSB4X"
[493] "CST7" "GZMA" "S100A4" "B2M"
[497] "MALAT1" "GNLY" "NKG7" "CCL5" Running on the cells
To cluster cells (rather than genes) we need to run flash on the larger covariance (cell-cell).
Scell = (1/p) * t(Ynorm) %*% Ynorm
diag(Scell) <- NA
Scell.flash = flash(Scell,K=50)ebnm package not installed. ebnm_ash will be used instead of ebnm_pn.Fitting factor/loading 1 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 1167221.34 Inf 2 1238847.89 7.16e+04 3 1243129.26 4.28e+03 4 1243394.12 2.65e+02 5 1243410.36 1.62e+01 6 1243411.35 9.92e-01 7 1243411.41 6.07e-02 8 1243411.42 3.76e-03Performing nullcheck... Deleting factor 1 decreases objective by 1.43e+07. Factor retained. Nullcheck complete. Objective: 1243411.42Fitting factor/loading 2 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2144145.09 Inf 2 2146443.89 2.30e+03 3 2147085.62 6.42e+02 4 2147268.47 1.83e+02 5 2147320.05 5.16e+01 6 2147334.49 1.44e+01 7 2147338.52 4.03e+00 8 2147339.65 1.13e+00 9 2147339.97 3.16e-01 10 2147340.05 8.94e-02 11 2147340.08 2.57e-02 12 2147340.09 7.64e-03Performing nullcheck... Deleting factor 2 decreases objective by 9.04e+05. Factor retained. Nullcheck complete. Objective: 2147340.09Fitting factor/loading 3 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2318281.31 Inf 2 2321212.80 2.93e+03 3 2323346.65 2.13e+03 4 2324924.30 1.58e+03 5 2326049.84 1.13e+03 6 2326825.96 7.76e+02 7 2327345.67 5.20e+02 8 2327684.22 3.39e+02 9 2327899.20 2.15e+02 10 2328028.97 1.30e+02 11 2328111.45 8.25e+01 12 2328160.89 4.94e+01 13 2328190.24 2.93e+01 14 2328207.53 1.73e+01 15 2328217.65 1.01e+01 16 2328223.52 5.87e+00 17 2328226.90 3.38e+00 18 2328228.85 1.94e+00 19 2328229.96 1.12e+00 20 2328230.60 6.40e-01 21 2328230.97 3.68e-01 22 2328231.18 2.11e-01 23 2328231.30 1.22e-01 24 2328231.38 7.03e-02 25 2328231.42 4.08e-02 26 2328231.44 2.38e-02 27 2328231.45 1.40e-02 28 2328231.46 8.29e-03Performing nullcheck... Deleting factor 3 decreases objective by 1.81e+05. Factor retained. Nullcheck complete. Objective: 2328231.46Fitting factor/loading 4 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2456250.70 Inf 2 2456460.88 2.10e+02 3 2456520.87 6.00e+01 4 2456543.23 2.24e+01 5 2456552.40 9.17e+00 6 2456556.35 3.95e+00 7 2456558.10 1.75e+00 8 2456558.89 7.87e-01 9 2456559.24 3.57e-01 10 2456559.41 1.64e-01 11 2456559.48 7.59e-02 12 2456559.52 3.56e-02 13 2456559.54 1.70e-02 14 2456559.55 8.25e-03Performing nullcheck... Deleting factor 4 decreases objective by 1.28e+05. Factor retained. Nullcheck complete. Objective: 2456559.55Fitting factor/loading 5 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2544204.78 Inf 2 2544286.87 8.21e+01 3 2544313.38 2.65e+01 4 2544324.07 1.07e+01 5 2544328.88 4.81e+00 6 2544331.17 2.30e+00 7 2544332.30 1.13e+00 8 2544332.86 5.61e-01 9 2544333.14 2.79e-01 10 2544333.28 1.38e-01 11 2544333.35 6.79e-02 12 2544333.38 3.29e-02 13 2544333.40 1.55e-02 14 2544333.40 7.05e-03Performing nullcheck... Deleting factor 5 decreases objective by 8.78e+04. Factor retained. Nullcheck complete. Objective: 2544333.4Fitting factor/loading 6 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2606639.03 Inf 2 2606795.78 1.57e+02 3 2606859.07 6.33e+01 4 2606885.51 2.64e+01 5 2606896.62 1.11e+01 6 2606901.31 4.69e+00 7 2606903.31 2.00e+00 8 2606904.17 8.64e-01 9 2606904.55 3.81e-01 10 2606904.73 1.73e-01 11 2606904.81 8.15e-02 12 2606904.85 4.01e-02 13 2606904.87 2.07e-02 14 2606904.88 1.13e-02 15 2606904.89 6.37e-03Performing nullcheck... Deleting factor 6 decreases objective by 6.26e+04. Factor retained. Nullcheck complete. Objective: 2606904.89Fitting factor/loading 7 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2647656.74 Inf 2 2647671.68 1.49e+01 3 2647674.14 2.46e+00 4 2647674.90 7.56e-01 5 2647675.14 2.45e-01 6 2647675.23 8.28e-02 7 2647675.26 2.94e-02 8 2647675.27 1.10e-02 9 2647675.27 4.39e-03Performing nullcheck... Deleting factor 7 decreases objective by 4.08e+04. Factor retained. Nullcheck complete. Objective: 2647675.27Fitting factor/loading 8 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2674491.75 Inf 2 2674507.37 1.56e+01 3 2674512.63 5.26e+00 4 2674514.93 2.30e+00 5 2674516.00 1.07e+00 6 2674516.52 5.24e-01 7 2674516.79 2.65e-01 8 2674516.93 1.38e-01 9 2674517.00 7.42e-02 10 2674517.04 4.08e-02 11 2674517.07 2.30e-02 12 2674517.08 1.34e-02 13 2674517.09 7.95e-03Performing nullcheck... Deleting factor 8 decreases objective by 2.68e+04. Factor retained. Nullcheck complete. Objective: 2674517.09Fitting factor/loading 9 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2693603.97 Inf 2 2693650.17 4.62e+01 3 2693675.60 2.54e+01 4 2693692.97 1.74e+01 5 2693705.06 1.21e+01 6 2693713.58 8.52e+00 7 2693719.65 6.07e+00 8 2693724.01 4.36e+00 9 2693727.17 3.16e+00 10 2693729.48 2.31e+00 11 2693731.17 1.69e+00 12 2693732.42 1.25e+00 13 2693733.34 9.26e-01 14 2693734.03 6.90e-01 15 2693734.55 5.15e-01 16 2693734.94 3.87e-01 17 2693735.23 2.91e-01 18 2693735.45 2.20e-01 19 2693735.61 1.66e-01 20 2693735.74 1.26e-01 21 2693735.83 9.58e-02 22 2693735.91 7.30e-02 23 2693735.96 5.57e-02 24 2693736.01 4.26e-02 25 2693736.04 3.27e-02 26 2693736.06 2.51e-02 27 2693736.08 1.93e-02 28 2693736.10 1.49e-02 29 2693736.11 1.16e-02 30 2693736.12 8.97e-03Performing nullcheck... Deleting factor 9 decreases objective by 1.92e+04. Factor retained. Nullcheck complete. Objective: 2693736.12Fitting factor/loading 10 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2709189.57 Inf 2 2709275.29 8.57e+01 3 2709348.56 7.33e+01 4 2709415.05 6.65e+01 5 2709475.48 6.04e+01 6 2709529.92 5.44e+01 7 2709578.93 4.90e+01 8 2709623.02 4.41e+01 9 2709662.62 3.96e+01 10 2709698.12 3.55e+01 11 2709729.91 3.18e+01 12 2709758.35 2.84e+01 13 2709783.75 2.54e+01 14 2709806.40 2.26e+01 15 2709826.55 2.02e+01 16 2709844.49 1.79e+01 17 2709860.46 1.60e+01 18 2709874.67 1.42e+01 19 2709887.31 1.26e+01 20 2709898.56 1.12e+01 21 2709908.60 1.00e+01 22 2709917.54 8.94e+00 23 2709925.48 7.94e+00 24 2709932.50 7.02e+00 25 2709938.67 6.17e+00 26 2709944.08 5.41e+00 27 2709948.82 4.74e+00 28 2709952.97 4.15e+00 29 2709956.60 3.64e+00 30 2709959.80 3.19e+00 31 2709962.61 2.81e+00 32 2709965.09 2.48e+00 33 2709967.29 2.20e+00 34 2709969.24 1.95e+00 35 2709970.97 1.73e+00 36 2709972.51 1.54e+00 37 2709973.89 1.38e+00 38 2709975.12 1.23e+00 39 2709976.22 1.10e+00 40 2709977.20 9.85e-01 41 2709978.09 8.84e-01 42 2709978.88 7.91e-01 43 2709979.58 7.06e-01 44 2709980.21 6.31e-01 45 2709980.78 5.64e-01 46 2709981.28 5.04e-01 47 2709981.73 4.51e-01 48 2709982.13 4.03e-01 49 2709982.50 3.61e-01 50 2709982.82 3.23e-01 51 2709983.11 2.90e-01 52 2709983.37 2.60e-01 53 2709983.60 2.33e-01 54 2709983.81 2.08e-01 55 2709983.99 1.85e-01 56 2709984.16 1.65e-01 57 2709984.31 1.47e-01 58 2709984.44 1.31e-01 59 2709984.55 1.17e-01 60 2709984.66 1.04e-01 61 2709984.75 9.27e-02 62 2709984.83 8.27e-02 63 2709984.91 7.37e-02 64 2709984.97 6.58e-02 65 2709985.03 5.87e-02 66 2709985.08 5.23e-02 67 2709985.13 4.67e-02 68 2709985.17 4.17e-02 69 2709985.21 3.72e-02 70 2709985.24 3.32e-02 71 2709985.27 2.96e-02 72 2709985.30 2.65e-02 73 2709985.32 2.36e-02 74 2709985.34 2.11e-02 75 2709985.36 1.89e-02 76 2709985.38 1.69e-02 77 2709985.39 1.51e-02 78 2709985.41 1.35e-02 79 2709985.42 1.20e-02 80 2709985.43 1.08e-02 81 2709985.44 9.62e-03Performing nullcheck... Deleting factor 10 decreases objective by 1.62e+04. Factor retained. Nullcheck complete. Objective: 2709985.44Fitting factor/loading 11 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2725052.25 Inf 2 2725073.96 2.17e+01 3 2725087.08 1.31e+01 4 2725098.20 1.11e+01 5 2725107.87 9.67e+00 6 2725116.34 8.47e+00 7 2725123.73 7.39e+00 8 2725130.24 6.52e+00 9 2725136.02 5.78e+00 10 2725141.16 5.14e+00 11 2725145.74 4.58e+00 12 2725149.83 4.09e+00 13 2725153.49 3.66e+00 14 2725156.74 3.25e+00 15 2725159.61 2.87e+00 16 2725162.16 2.54e+00 17 2725164.43 2.28e+00 18 2725166.48 2.05e+00 19 2725168.32 1.85e+00 20 2725169.99 1.67e+00 21 2725171.50 1.51e+00 22 2725172.87 1.37e+00 23 2725174.11 1.24e+00 24 2725175.23 1.13e+00 25 2725176.26 1.03e+00 26 2725177.19 9.34e-01 27 2725178.04 8.52e-01 28 2725178.82 7.78e-01 29 2725179.53 7.11e-01 30 2725180.18 6.51e-01 31 2725180.78 5.96e-01 32 2725181.33 5.46e-01 33 2725181.83 5.01e-01 34 2725182.29 4.60e-01 35 2725182.71 4.23e-01 36 2725183.10 3.89e-01 37 2725183.46 3.58e-01 38 2725183.79 3.29e-01 39 2725184.09 3.03e-01 40 2725184.37 2.80e-01 41 2725184.63 2.58e-01 42 2725184.87 2.38e-01 43 2725185.09 2.19e-01 44 2725185.29 2.03e-01 45 2725185.47 1.87e-01 46 2725185.65 1.73e-01 47 2725185.81 1.60e-01 48 2725185.95 1.48e-01 49 2725186.09 1.37e-01 50 2725186.22 1.26e-01 51 2725186.33 1.17e-01 52 2725186.44 1.08e-01 53 2725186.54 1.00e-01 54 2725186.64 9.28e-02 55 2725186.72 8.59e-02 56 2725186.80 7.96e-02 57 2725186.88 7.38e-02 58 2725186.94 6.84e-02 59 2725187.01 6.34e-02 60 2725187.07 5.88e-02 61 2725187.12 5.46e-02 62 2725187.17 5.06e-02 63 2725187.22 4.70e-02 64 2725187.26 4.36e-02 65 2725187.30 4.05e-02 66 2725187.34 3.76e-02 67 2725187.37 3.49e-02 68 2725187.41 3.25e-02 69 2725187.44 3.02e-02 70 2725187.47 2.80e-02 71 2725187.49 2.61e-02 72 2725187.52 2.42e-02 73 2725187.54 2.26e-02 74 2725187.56 2.10e-02 75 2725187.58 1.95e-02 76 2725187.60 1.82e-02 77 2725187.61 1.69e-02 78 2725187.63 1.57e-02 79 2725187.64 1.47e-02 80 2725187.66 1.37e-02 81 2725187.67 1.27e-02 82 2725187.68 1.19e-02 83 2725187.69 1.11e-02 84 2725187.70 1.03e-02 85 2725187.71 9.62e-03Performing nullcheck... Deleting factor 11 decreases objective by 1.52e+04. Factor retained. Nullcheck complete. Objective: 2725187.71Fitting factor/loading 12 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2739918.96 Inf 2 2739942.71 2.38e+01 3 2739959.48 1.68e+01 4 2739974.05 1.46e+01 5 2739987.15 1.31e+01 6 2739999.15 1.20e+01 7 2740010.28 1.11e+01 8 2740020.70 1.04e+01 9 2740030.50 9.80e+00 10 2740039.75 9.24e+00 11 2740048.49 8.74e+00 12 2740056.74 8.26e+00 13 2740064.52 7.78e+00 14 2740071.83 7.30e+00 15 2740078.66 6.84e+00 16 2740085.03 6.37e+00 17 2740090.95 5.91e+00 18 2740096.41 5.47e+00 19 2740101.44 5.03e+00 20 2740106.05 4.61e+00 21 2740110.26 4.21e+00 22 2740114.08 3.82e+00 23 2740117.54 3.46e+00 24 2740120.66 3.12e+00 25 2740123.46 2.80e+00 26 2740125.97 2.51e+00 27 2740128.21 2.24e+00 28 2740130.19 1.99e+00 29 2740131.96 1.76e+00 30 2740133.51 1.56e+00 31 2740134.88 1.37e+00 32 2740136.09 1.20e+00 33 2740137.14 1.05e+00 34 2740138.06 9.22e-01 35 2740138.87 8.04e-01 36 2740139.57 7.00e-01 37 2740140.18 6.08e-01 38 2740140.70 5.27e-01 39 2740141.16 4.57e-01 40 2740141.55 3.95e-01 41 2740141.89 3.41e-01 42 2740142.19 2.94e-01 43 2740142.44 2.53e-01 44 2740142.66 2.18e-01 45 2740142.85 1.87e-01 46 2740143.01 1.61e-01 47 2740143.15 1.38e-01 48 2740143.26 1.18e-01 49 2740143.36 1.01e-01 50 2740143.45 8.69e-02 51 2740143.53 7.45e-02 52 2740143.59 6.38e-02 53 2740143.64 5.46e-02 54 2740143.69 4.68e-02 55 2740143.73 4.01e-02 56 2740143.77 3.43e-02 57 2740143.80 2.94e-02 58 2740143.82 2.52e-02 59 2740143.84 2.16e-02 60 2740143.86 1.85e-02 61 2740143.88 1.59e-02 62 2740143.89 1.36e-02 63 2740143.90 1.17e-02 64 2740143.91 1.01e-02 65 2740143.92 8.67e-03Performing nullcheck... Deleting factor 12 decreases objective by 1.50e+04. Factor retained. Nullcheck complete. Objective: 2740143.92Fitting factor/loading 13 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2754064.22 Inf 2 2754077.73 1.35e+01 3 2754084.19 6.46e+00 4 2754088.95 4.76e+00 5 2754092.69 3.74e+00 6 2754095.71 3.01e+00 7 2754098.17 2.46e+00 8 2754100.20 2.03e+00 9 2754101.88 1.68e+00 10 2754103.27 1.39e+00 11 2754104.43 1.16e+00 12 2754105.39 9.63e-01 13 2754106.20 8.02e-01 14 2754106.87 6.68e-01 15 2754107.42 5.57e-01 16 2754107.89 4.64e-01 17 2754108.27 3.87e-01 18 2754108.60 3.23e-01 19 2754108.86 2.69e-01 20 2754109.09 2.24e-01 21 2754109.28 1.87e-01 22 2754109.43 1.56e-01 23 2754109.56 1.30e-01 24 2754109.67 1.09e-01 25 2754109.76 9.06e-02 26 2754109.84 7.55e-02 27 2754109.90 6.30e-02 28 2754109.95 5.25e-02 29 2754110.00 4.38e-02 30 2754110.03 3.65e-02 31 2754110.06 3.05e-02 32 2754110.09 2.54e-02 33 2754110.11 2.12e-02 34 2754110.13 1.77e-02 35 2754110.14 1.47e-02 36 2754110.15 1.23e-02 37 2754110.16 1.02e-02 38 2754110.17 8.53e-03Performing nullcheck... Deleting factor 13 decreases objective by 1.40e+04. Factor retained. Nullcheck complete. Objective: 2754110.17Fitting factor/loading 14 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2766621.92 Inf 2 2766630.95 9.03e+00 3 2766632.58 1.63e+00 4 2766633.39 8.06e-01 5 2766633.87 4.77e-01 6 2766634.18 3.14e-01 7 2766634.40 2.22e-01 8 2766634.57 1.64e-01 9 2766634.69 1.25e-01 10 2766634.79 9.73e-02 11 2766634.87 7.72e-02 12 2766634.93 6.20e-02 13 2766634.98 5.04e-02 14 2766635.02 4.13e-02 15 2766635.05 3.41e-02 16 2766635.08 2.84e-02 17 2766635.11 2.37e-02 18 2766635.13 1.99e-02 19 2766635.14 1.68e-02 20 2766635.16 1.42e-02 21 2766635.17 1.20e-02 22 2766635.18 1.02e-02 23 2766635.19 8.66e-03Performing nullcheck... Deleting factor 14 decreases objective by 1.25e+04. Factor retained. Nullcheck complete. Objective: 2766635.19Fitting factor/loading 15 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2778172.72 Inf 2 2778181.56 8.84e+00 3 2778183.67 2.12e+00 4 2778184.62 9.46e-01 5 2778185.09 4.67e-01 6 2778185.34 2.48e-01 7 2778185.48 1.40e-01 8 2778185.56 8.33e-02 9 2778185.61 5.21e-02 10 2778185.65 3.40e-02 11 2778185.67 2.31e-02 12 2778185.69 1.62e-02 13 2778185.70 1.17e-02 14 2778185.71 8.67e-03Performing nullcheck... Deleting factor 15 decreases objective by 1.16e+04. Factor retained. Nullcheck complete. Objective: 2778185.71Fitting factor/loading 16 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2788811.37 Inf 2 2788819.35 7.98e+00 3 2788819.59 2.34e-01 4 2788821.01 1.43e+00 5 2788822.12 1.11e+00 6 2788823.01 8.88e-01 7 2788823.74 7.32e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 8 2788821.81 -1.93e+00Performing nullcheck... Deleting factor 16 decreases objective by 1.06e+04. Factor retained. Nullcheck complete. Objective: 2788821.81Fitting factor/loading 17 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2798610.39 Inf 2 2798618.89 8.51e+00 3 2798621.07 2.17e+00 4 2798622.27 1.20e+00 5 2798623.02 7.47e-01 6 2798623.52 5.00e-01 7 2798623.88 3.55e-01 8 2798624.14 2.65e-01 9 2798624.34 2.05e-01 10 2798624.51 1.63e-01 11 2798624.64 1.33e-01 12 2798624.75 1.10e-01 13 2798624.84 9.30e-02 14 2798624.92 7.92e-02 15 2798624.99 6.80e-02 16 2798625.05 5.89e-02 17 2798625.10 5.12e-02 18 2798625.15 4.48e-02 19 2798625.19 3.93e-02 20 2798625.22 3.46e-02 21 2798625.25 3.05e-02 22 2798625.28 2.69e-02 23 2798625.30 2.38e-02 24 2798625.32 2.11e-02 25 2798625.34 1.88e-02 26 2798625.36 1.67e-02 27 2798625.37 1.49e-02 28 2798625.39 1.32e-02 29 2798625.40 1.18e-02 30 2798625.41 1.05e-02 31 2798625.42 9.38e-03Performing nullcheck... Deleting factor 17 decreases objective by 9.80e+03. Factor retained. Nullcheck complete. Objective: 2798625.42Fitting factor/loading 18 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2808325.75 Inf 2 2808335.63 9.88e+00 3 2808338.64 3.01e+00 4 2808340.32 1.68e+00 5 2808341.35 1.03e+00 6 2808342.01 6.63e-01 7 2808342.46 4.47e-01 8 2808342.77 3.13e-01 9 2808343.00 2.26e-01 10 2808343.16 1.67e-01 11 2808343.29 1.26e-01 12 2808343.39 9.76e-02 13 2808343.46 7.65e-02 14 2808343.53 6.08e-02 15 2808343.57 4.89e-02 16 2808343.61 3.97e-02 17 2808343.65 3.26e-02 18 2808343.67 2.69e-02 19 2808343.70 2.24e-02 20 2808343.71 1.88e-02 21 2808343.73 1.58e-02 22 2808343.74 1.34e-02 23 2808343.76 1.14e-02 24 2808343.77 9.78e-03Performing nullcheck... Deleting factor 18 decreases objective by 9.72e+03. Factor retained. Nullcheck complete. Objective: 2808343.77Fitting factor/loading 19 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2817590.12 Inf 2 2817599.06 8.93e+00 3 2817601.60 2.54e+00 4 2817603.15 1.55e+00 5 2817604.21 1.07e+00 6 2817605.00 7.86e-01 7 2817605.60 6.07e-01 8 2817606.09 4.83e-01 9 2817606.48 3.94e-01 10 2817606.81 3.25e-01 11 2817607.08 2.72e-01 12 2817607.31 2.29e-01 13 2817607.50 1.94e-01 14 2817607.67 1.66e-01 15 2817607.81 1.42e-01 16 2817607.93 1.22e-01 17 2817608.04 1.05e-01 18 2817608.13 9.10e-02 19 2817608.21 7.90e-02 20 2817608.28 6.88e-02 21 2817608.34 6.01e-02 22 2817608.39 5.26e-02 23 2817608.43 4.62e-02 24 2817608.48 4.07e-02 25 2817608.51 3.60e-02 26 2817608.54 3.19e-02 27 2817608.57 2.84e-02 28 2817608.60 2.53e-02 29 2817608.62 2.26e-02 30 2817608.64 2.02e-02 31 2817608.66 1.82e-02 32 2817608.67 1.64e-02 33 2817608.69 1.48e-02 34 2817608.70 1.34e-02 35 2817608.71 1.21e-02 36 2817608.73 1.10e-02 37 2817608.74 1.01e-02 38 2817608.74 9.20e-03Performing nullcheck... Deleting factor 19 decreases objective by 9.26e+03. Factor retained. Nullcheck complete. Objective: 2817608.74Fitting factor/loading 20 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2826277.58 Inf 2 2826297.68 2.01e+01 3 2826303.98 6.31e+00 4 2826308.22 4.23e+00 5 2826311.24 3.03e+00 6 2826313.48 2.24e+00 7 2826315.19 1.70e+00 8 2826316.51 1.32e+00 9 2826317.56 1.05e+00 10 2826318.40 8.43e-01 11 2826319.09 6.91e-01 12 2826319.67 5.76e-01 13 2826320.15 4.88e-01 14 2826320.57 4.19e-01 15 2826320.94 3.65e-01 16 2826321.26 3.22e-01 17 2826321.55 2.88e-01 18 2826321.81 2.60e-01 19 2826322.04 2.37e-01 20 2826322.26 2.17e-01 21 2826322.46 2.01e-01 22 2826322.65 1.87e-01 23 2826322.82 1.74e-01 24 2826322.99 1.64e-01 25 2826323.14 1.54e-01 26 2826323.29 1.46e-01 27 2826323.42 1.38e-01 28 2826323.56 1.31e-01 29 2826323.68 1.25e-01 30 2826323.80 1.19e-01 31 2826323.91 1.14e-01 32 2826324.02 1.09e-01 33 2826324.13 1.04e-01 34 2826324.22 9.94e-02 35 2826324.32 9.51e-02 36 2826324.41 9.08e-02 37 2826324.50 8.71e-02 38 2826324.58 8.35e-02 39 2826324.66 8.00e-02 40 2826324.74 7.66e-02 41 2826324.81 7.34e-02 42 2826324.88 7.04e-02 43 2826324.95 6.75e-02 44 2826325.01 6.47e-02 45 2826325.08 6.20e-02 46 2826325.14 5.95e-02 47 2826325.19 5.71e-02 48 2826325.25 5.47e-02 49 2826325.30 5.25e-02 50 2826325.35 5.03e-02 51 2826325.40 4.83e-02 52 2826325.44 4.63e-02 53 2826325.49 4.44e-02 54 2826325.53 4.26e-02 55 2826325.57 4.10e-02 56 2826325.61 3.93e-02 57 2826325.65 3.76e-02 58 2826325.69 3.61e-02 59 2826325.72 3.46e-02 60 2826325.75 3.32e-02 61 2826325.79 3.18e-02 62 2826325.82 3.05e-02 63 2826325.85 2.93e-02 64 2826325.87 2.81e-02 65 2826325.90 2.69e-02 66 2826325.93 2.58e-02 67 2826325.95 2.48e-02 68 2826325.97 2.38e-02 69 2826326.00 2.28e-02 70 2826326.02 2.19e-02 71 2826326.04 2.10e-02 72 2826326.06 2.01e-02 73 2826326.08 1.93e-02 74 2826326.10 1.85e-02 75 2826326.12 1.78e-02 76 2826326.13 1.70e-02 77 2826326.15 1.64e-02 78 2826326.17 1.57e-02 79 2826326.18 1.51e-02 80 2826326.19 1.44e-02 81 2826326.21 1.39e-02 82 2826326.22 1.33e-02 83 2826326.23 1.28e-02 84 2826326.25 1.22e-02 85 2826326.26 1.17e-02 86 2826326.27 1.13e-02 87 2826326.28 1.08e-02 88 2826326.29 1.04e-02 89 2826326.30 9.95e-03Performing nullcheck... Deleting factor 20 decreases objective by 8.72e+03. Factor retained. Nullcheck complete. Objective: 2826326.3Fitting factor/loading 21 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2834736.15 Inf 2 2834751.24 1.51e+01 3 2834758.89 7.64e+00 4 2834765.00 6.12e+00 5 2834770.20 5.19e+00 6 2834774.73 4.54e+00 7 2834778.77 4.04e+00 8 2834782.40 3.63e+00 9 2834785.70 3.30e+00 10 2834788.71 3.01e+00 11 2834791.48 2.77e+00 12 2834794.03 2.55e+00 13 2834796.38 2.36e+00 14 2834798.57 2.19e+00 15 2834800.60 2.03e+00 16 2834802.49 1.89e+00 17 2834804.24 1.76e+00 18 2834805.88 1.64e+00 19 2834807.41 1.53e+00 20 2834808.84 1.43e+00 21 2834810.18 1.34e+00 22 2834811.43 1.25e+00 23 2834812.60 1.17e+00 24 2834813.69 1.10e+00 25 2834814.72 1.03e+00 26 2834815.68 9.60e-01 27 2834816.58 8.98e-01 28 2834817.42 8.41e-01 29 2834818.21 7.87e-01 30 2834818.94 7.37e-01 31 2834819.63 6.90e-01 32 2834820.28 6.46e-01 33 2834820.88 6.05e-01 34 2834821.45 5.69e-01 35 2834821.99 5.35e-01 36 2834822.49 5.03e-01 37 2834822.97 4.73e-01 38 2834823.41 4.45e-01 39 2834823.83 4.20e-01 40 2834824.23 3.96e-01 41 2834824.60 3.73e-01 42 2834824.95 3.51e-01 43 2834825.28 3.31e-01 44 2834825.59 3.11e-01 45 2834825.89 2.93e-01 46 2834826.16 2.75e-01 47 2834826.42 2.58e-01 48 2834826.66 2.42e-01 49 2834826.89 2.27e-01 50 2834827.10 2.13e-01 51 2834827.30 2.00e-01 52 2834827.49 1.87e-01 53 2834827.66 1.75e-01 54 2834827.83 1.64e-01 55 2834827.98 1.53e-01 56 2834828.12 1.43e-01 57 2834828.26 1.34e-01 58 2834828.38 1.25e-01 59 2834828.50 1.17e-01 60 2834828.61 1.09e-01 61 2834828.71 1.02e-01 62 2834828.81 9.49e-02 63 2834828.89 8.85e-02 64 2834828.98 8.25e-02 65 2834829.05 7.68e-02 66 2834829.12 7.15e-02 67 2834829.19 6.66e-02 68 2834829.25 6.20e-02 69 2834829.31 5.77e-02 70 2834829.36 5.38e-02 71 2834829.41 5.00e-02 72 2834829.46 4.66e-02 73 2834829.50 4.33e-02 74 2834829.54 4.03e-02 75 2834829.58 3.75e-02 76 2834829.62 3.49e-02 77 2834829.65 3.24e-02 78 2834829.68 3.02e-02 79 2834829.71 2.81e-02 80 2834829.73 2.61e-02 81 2834829.76 2.42e-02 82 2834829.78 2.25e-02 83 2834829.80 2.09e-02 84 2834829.82 1.95e-02 85 2834829.84 1.81e-02 86 2834829.86 1.68e-02 87 2834829.87 1.56e-02 88 2834829.89 1.45e-02 89 2834829.90 1.35e-02 90 2834829.91 1.25e-02 91 2834829.92 1.16e-02 92 2834829.93 1.08e-02 93 2834829.94 9.99e-03Performing nullcheck... Deleting factor 21 decreases objective by 8.50e+03. Factor retained. Nullcheck complete. Objective: 2834829.94Fitting factor/loading 22 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2842941.68 Inf 2 2842951.39 9.71e+00 3 2842954.62 3.23e+00 4 2842956.91 2.29e+00 5 2842958.68 1.77e+00 6 2842960.12 1.44e+00 7 2842961.33 1.21e+00 8 2842962.37 1.04e+00 9 2842963.28 9.09e-01 10 2842964.09 8.07e-01 11 2842964.81 7.26e-01 12 2842965.47 6.60e-01 13 2842966.08 6.05e-01 14 2842966.64 5.59e-01 15 2842967.16 5.20e-01 16 2842967.64 4.84e-01 17 2842968.10 4.54e-01 18 2842968.53 4.28e-01 19 2842968.93 4.05e-01 20 2842969.31 3.85e-01 21 2842969.68 3.66e-01 22 2842970.03 3.50e-01 23 2842970.37 3.35e-01 24 2842970.69 3.21e-01 25 2842970.99 3.09e-01 26 2842971.29 2.97e-01 27 2842971.58 2.86e-01 28 2842971.86 2.77e-01 29 2842972.12 2.67e-01 30 2842972.38 2.59e-01 31 2842972.63 2.51e-01 32 2842972.88 2.43e-01 33 2842973.11 2.36e-01 34 2842973.34 2.30e-01 35 2842973.56 2.23e-01 36 2842973.78 2.17e-01 37 2842973.99 2.11e-01 38 2842974.20 2.06e-01 39 2842974.40 2.01e-01 40 2842974.60 1.96e-01 41 2842974.79 1.91e-01 42 2842974.97 1.86e-01 43 2842975.16 1.82e-01 44 2842975.33 1.78e-01 45 2842975.51 1.74e-01 46 2842975.68 1.70e-01 47 2842975.84 1.66e-01 48 2842976.01 1.62e-01 49 2842976.16 1.59e-01 50 2842976.32 1.55e-01 51 2842976.47 1.52e-01 52 2842976.62 1.49e-01 53 2842976.77 1.46e-01 54 2842976.91 1.43e-01 55 2842977.05 1.40e-01 56 2842977.18 1.37e-01 57 2842977.32 1.34e-01 58 2842977.45 1.31e-01 59 2842977.58 1.29e-01 60 2842977.70 1.26e-01 61 2842977.83 1.23e-01 62 2842977.95 1.21e-01 63 2842978.07 1.19e-01 64 2842978.18 1.16e-01 65 2842978.30 1.14e-01 66 2842978.41 1.12e-01 67 2842978.52 1.10e-01 68 2842978.63 1.07e-01 69 2842978.73 1.05e-01 70 2842978.83 1.03e-01 71 2842978.94 1.01e-01 72 2842979.04 9.94e-02 73 2842979.13 9.75e-02 74 2842979.23 9.56e-02 75 2842979.32 9.38e-02 76 2842979.41 9.20e-02 77 2842979.50 9.03e-02 78 2842979.59 8.86e-02 79 2842979.68 8.69e-02 80 2842979.77 8.53e-02 81 2842979.85 8.37e-02 82 2842979.93 8.21e-02 83 2842980.01 8.06e-02 84 2842980.09 7.91e-02 85 2842980.17 7.76e-02 86 2842980.24 7.62e-02 87 2842980.32 7.47e-02 88 2842980.39 7.33e-02 89 2842980.46 7.20e-02 90 2842980.54 7.07e-02 91 2842980.60 6.93e-02 92 2842980.67 6.81e-02 93 2842980.74 6.68e-02 94 2842980.81 6.56e-02 95 2842980.87 6.44e-02 96 2842980.93 6.32e-02 97 2842980.99 6.20e-02 98 2842981.06 6.09e-02 99 2842981.12 5.98e-02 100 2842981.17 5.87e-02 101 2842981.23 5.76e-02 102 2842981.29 5.65e-02 103 2842981.34 5.55e-02 104 2842981.40 5.45e-02 105 2842981.45 5.35e-02 106 2842981.50 5.25e-02 107 2842981.56 5.16e-02 108 2842981.61 5.06e-02 109 2842981.66 4.97e-02 110 2842981.70 4.88e-02 111 2842981.75 4.79e-02 112 2842981.80 4.70e-02 113 2842981.85 4.62e-02 114 2842981.89 4.54e-02 115 2842981.94 4.45e-02 116 2842981.98 4.37e-02 117 2842982.02 4.29e-02 118 2842982.06 4.22e-02 119 2842982.11 4.14e-02 120 2842982.15 4.06e-02 121 2842982.19 3.99e-02 122 2842982.23 3.92e-02 123 2842982.26 3.85e-02 124 2842982.30 3.78e-02 125 2842982.34 3.71e-02 126 2842982.38 3.64e-02 127 2842982.41 3.58e-02 128 2842982.45 3.51e-02 129 2842982.48 3.45e-02 130 2842982.51 3.39e-02 131 2842982.55 3.33e-02 132 2842982.58 3.27e-02 133 2842982.61 3.21e-02 134 2842982.64 3.15e-02 135 2842982.68 3.10e-02 136 2842982.71 3.04e-02 137 2842982.74 2.99e-02 138 2842982.77 2.93e-02 139 2842982.79 2.88e-02 140 2842982.82 2.83e-02 141 2842982.85 2.78e-02 142 2842982.88 2.73e-02 143 2842982.90 2.68e-02 144 2842982.93 2.63e-02 145 2842982.96 2.59e-02 146 2842982.98 2.54e-02 147 2842983.01 2.50e-02 148 2842983.03 2.45e-02 149 2842983.06 2.41e-02 150 2842983.08 2.37e-02 151 2842983.10 2.32e-02 152 2842983.13 2.28e-02 153 2842983.15 2.24e-02 154 2842983.17 2.20e-02 155 2842983.19 2.17e-02 156 2842983.21 2.13e-02 157 2842983.23 2.09e-02 158 2842983.25 2.05e-02 159 2842983.27 2.02e-02 160 2842983.29 1.98e-02 161 2842983.31 1.95e-02 162 2842983.33 1.91e-02 163 2842983.35 1.88e-02 164 2842983.37 1.85e-02 165 2842983.39 1.82e-02 166 2842983.41 1.78e-02 167 2842983.42 1.75e-02 168 2842983.44 1.72e-02 169 2842983.46 1.69e-02 170 2842983.47 1.66e-02 171 2842983.49 1.63e-02 172 2842983.51 1.61e-02 173 2842983.52 1.58e-02 174 2842983.54 1.55e-02 175 2842983.55 1.52e-02 176 2842983.57 1.50e-02 177 2842983.58 1.47e-02 178 2842983.60 1.45e-02 179 2842983.61 1.42e-02 180 2842983.63 1.40e-02 181 2842983.64 1.37e-02 182 2842983.65 1.35e-02 183 2842983.67 1.33e-02 184 2842983.68 1.31e-02 185 2842983.69 1.28e-02 186 2842983.70 1.26e-02 187 2842983.72 1.24e-02 188 2842983.73 1.22e-02 189 2842983.74 1.20e-02 190 2842983.75 1.18e-02 191 2842983.76 1.16e-02 192 2842983.78 1.14e-02 193 2842983.79 1.12e-02 194 2842983.80 1.10e-02 195 2842983.81 1.08e-02 196 2842983.82 1.06e-02 197 2842983.83 1.05e-02 198 2842983.84 1.03e-02 199 2842983.85 1.01e-02 200 2842983.86 9.95e-03Performing nullcheck... Deleting factor 22 decreases objective by 8.15e+03. Factor retained. Nullcheck complete. Objective: 2842983.86Fitting factor/loading 23 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2851025.08 Inf 2 2851038.27 1.32e+01 3 2851044.62 6.35e+00 4 2851049.77 5.15e+00 5 2851054.21 4.44e+00 6 2851058.18 3.96e+00 7 2851061.78 3.61e+00 8 2851065.11 3.33e+00 9 2851068.23 3.11e+00 10 2851071.15 2.93e+00 11 2851073.92 2.77e+00 12 2851076.56 2.63e+00 13 2851079.04 2.48e+00 14 2851081.42 2.38e+00 15 2851083.70 2.29e+00 16 2851085.88 2.18e+00 17 2851087.98 2.10e+00 18 2851090.01 2.03e+00 19 2851091.97 1.96e+00 20 2851093.86 1.89e+00 21 2851095.69 1.83e+00 22 2851097.45 1.76e+00 23 2851099.14 1.69e+00 24 2851100.77 1.63e+00 25 2851102.33 1.57e+00 26 2851103.84 1.51e+00 27 2851105.29 1.45e+00 28 2851106.68 1.39e+00 29 2851107.96 1.28e+00 30 2851109.19 1.22e+00 31 2851110.36 1.18e+00 32 2851111.50 1.13e+00 33 2851112.53 1.03e+00 34 2851113.51 9.85e-01 35 2851114.46 9.46e-01 36 2851115.37 9.08e-01 37 2851116.24 8.72e-01 38 2851117.07 8.37e-01 39 2851117.88 8.03e-01 40 2851118.65 7.70e-01 41 2851119.38 7.38e-01 42 2851120.09 7.08e-01 43 2851120.77 6.78e-01 44 2851121.42 6.50e-01 45 2851122.04 6.22e-01 46 2851122.64 5.96e-01 47 2851123.21 5.71e-01 48 2851123.76 5.46e-01 49 2851124.28 5.23e-01 50 2851124.78 5.00e-01 51 2851125.26 4.79e-01 52 2851125.72 4.58e-01 53 2851126.15 4.38e-01 54 2851126.57 4.19e-01 55 2851126.97 4.00e-01 56 2851127.35 3.83e-01 57 2851127.72 3.66e-01 58 2851128.07 3.50e-01 59 2851128.40 3.34e-01 60 2851128.72 3.19e-01 61 2851129.03 3.05e-01 62 2851129.32 2.91e-01 63 2851129.60 2.78e-01 64 2851129.86 2.66e-01 65 2851130.12 2.54e-01 66 2851130.36 2.42e-01 67 2851130.59 2.31e-01 68 2851130.81 2.21e-01 69 2851131.02 2.11e-01 70 2851131.22 2.01e-01 71 2851131.41 1.92e-01 72 2851131.60 1.83e-01 73 2851131.77 1.75e-01 74 2851131.94 1.67e-01 75 2851132.10 1.59e-01 76 2851132.25 1.52e-01 77 2851132.40 1.45e-01 78 2851132.53 1.38e-01 79 2851132.67 1.32e-01 80 2851132.79 1.26e-01 81 2851132.91 1.20e-01 82 2851133.03 1.15e-01 83 2851133.14 1.09e-01 84 2851133.24 1.04e-01 85 2851133.34 9.98e-02 86 2851133.44 9.55e-02 87 2851133.53 9.14e-02 88 2851133.61 8.74e-02 89 2851133.70 8.35e-02 90 2851133.78 7.99e-02 91 2851133.85 7.63e-02 92 2851133.93 7.30e-02 93 2851134.00 6.98e-02 94 2851134.06 6.67e-02 95 2851134.13 6.37e-02 96 2851134.19 6.09e-02 97 2851134.25 5.82e-02 98 2851134.30 5.56e-02 99 2851134.36 5.32e-02 100 2851134.41 5.09e-02 101 2851134.45 4.89e-02 102 2851134.50 4.69e-02 103 2851134.55 4.50e-02 104 2851134.59 4.31e-02 105 2851134.63 4.13e-02 106 2851134.67 3.96e-02 107 2851134.71 3.79e-02 108 2851134.74 3.63e-02 109 2851134.78 3.48e-02 110 2851134.81 3.33e-02 111 2851134.84 3.19e-02 112 2851134.88 3.06e-02 113 2851134.90 2.93e-02 114 2851134.93 2.81e-02 115 2851134.96 2.69e-02 116 2851134.99 2.58e-02 117 2851135.01 2.47e-02 118 2851135.03 2.37e-02 119 2851135.06 2.27e-02 120 2851135.08 2.17e-02 121 2851135.10 2.08e-02 122 2851135.12 1.99e-02 123 2851135.14 1.91e-02 124 2851135.16 1.83e-02 125 2851135.17 1.75e-02 126 2851135.19 1.68e-02 127 2851135.21 1.61e-02 128 2851135.22 1.54e-02 129 2851135.24 1.48e-02 130 2851135.25 1.42e-02 131 2851135.27 1.36e-02 132 2851135.28 1.30e-02 133 2851135.29 1.25e-02 134 2851135.30 1.19e-02 135 2851135.31 1.14e-02 136 2851135.32 1.10e-02 137 2851135.34 1.05e-02 138 2851135.35 1.01e-02 139 2851135.36 9.65e-03Performing nullcheck... Deleting factor 23 decreases objective by 8.15e+03. Factor retained. Nullcheck complete. Objective: 2851135.36Fitting factor/loading 24 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2859006.85 Inf 2 2859020.45 1.36e+01 3 2859028.18 7.73e+00 4 2859032.27 4.09e+00Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 5 2859029.95 -2.32e+00Performing nullcheck... Deleting factor 24 decreases objective by 7.89e+03. Factor retained. Nullcheck complete. Objective: 2859029.95Fitting factor/loading 25 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2866462.23 Inf 2 2866475.07 1.28e+01 3 2866480.08 5.01e+00 4 2866483.65 3.57e+00 5 2866486.43 2.78e+00 6 2866488.71 2.28e+00 7 2866490.66 1.95e+00 8 2866492.37 1.71e+00 9 2866493.89 1.53e+00 10 2866495.29 1.39e+00 11 2866496.58 1.29e+00 12 2866497.79 1.21e+00 13 2866498.93 1.14e+00 14 2866500.02 1.09e+00 15 2866501.07 1.05e+00 16 2866502.08 1.01e+00 17 2866503.06 9.80e-01 18 2866504.01 9.54e-01 19 2866504.95 9.32e-01 20 2866505.86 9.13e-01 21 2866506.76 8.97e-01 22 2866507.64 8.83e-01 23 2866508.51 8.70e-01 24 2866509.37 8.59e-01 25 2866510.22 8.48e-01 26 2866511.05 8.38e-01 27 2866511.88 8.28e-01 28 2866512.70 8.19e-01 29 2866513.51 8.11e-01 30 2866514.32 8.04e-01 31 2866515.11 7.96e-01 32 2866515.90 7.89e-01 33 2866516.68 7.82e-01 34 2866517.46 7.75e-01 35 2866518.23 7.69e-01 36 2866518.99 7.62e-01 37 2866519.75 7.56e-01 38 2866520.50 7.49e-01 39 2866521.24 7.43e-01 40 2866521.98 7.37e-01 41 2866522.71 7.30e-01 42 2866523.43 7.24e-01 43 2866524.15 7.17e-01 44 2866524.86 7.10e-01 45 2866525.56 7.03e-01 46 2866526.26 6.96e-01 47 2866526.95 6.89e-01 48 2866527.63 6.83e-01 49 2866528.31 6.77e-01 50 2866528.98 6.70e-01 51 2866529.64 6.64e-01 52 2866530.30 6.57e-01 53 2866530.95 6.50e-01 54 2866531.59 6.43e-01 55 2866532.22 6.35e-01 56 2866532.85 6.29e-01 57 2866533.48 6.23e-01 58 2866534.09 6.17e-01 59 2866534.70 6.11e-01 60 2866535.31 6.05e-01 61 2866535.90 5.93e-01 62 2866536.48 5.77e-01 63 2866537.04 5.60e-01 64 2866537.58 5.43e-01 65 2866538.11 5.28e-01 66 2866538.63 5.16e-01 67 2866539.13 5.05e-01 68 2866539.62 4.91e-01 69 2866540.09 4.72e-01 70 2866540.55 4.53e-01 71 2866540.98 4.35e-01 72 2866541.40 4.19e-01 73 2866541.80 4.02e-01 74 2866542.19 3.86e-01 75 2866542.56 3.74e-01 76 2866542.93 3.64e-01 77 2866543.28 3.57e-01 78 2866543.63 3.49e-01 79 2866543.97 3.41e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 80 2866543.37 -6.00e-01Performing nullcheck... Deleting factor 25 decreases objective by 7.51e+03. Factor retained. Nullcheck complete. Objective: 2866543.37Fitting factor/loading 26 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2874156.52 Inf 2 2874166.95 1.04e+01 3 2874170.43 3.48e+00 4 2874172.80 2.37e+00 5 2874174.55 1.75e+00 6 2874175.91 1.36e+00 7 2874176.99 1.08e+00 8 2874177.87 8.85e-01 9 2874178.61 7.37e-01 10 2874179.23 6.22e-01 11 2874179.77 5.33e-01 12 2874180.23 4.61e-01 13 2874180.63 4.02e-01 14 2874180.98 3.54e-01 15 2874181.30 3.14e-01 16 2874181.58 2.80e-01 17 2874181.83 2.52e-01 18 2874182.06 2.28e-01 19 2874182.26 2.07e-01 20 2874182.45 1.89e-01 21 2874182.62 1.73e-01 22 2874182.78 1.59e-01 23 2874182.93 1.46e-01 24 2874183.06 1.35e-01 25 2874183.19 1.26e-01 26 2874183.31 1.18e-01 27 2874183.42 1.11e-01 28 2874183.52 1.04e-01 29 2874183.62 9.80e-02 30 2874183.71 9.24e-02 31 2874183.80 8.74e-02 32 2874183.88 8.28e-02 33 2874183.96 7.86e-02 34 2874184.04 7.49e-02 35 2874184.11 7.16e-02 36 2874184.18 6.88e-02 37 2874184.25 6.63e-02 38 2874184.31 6.40e-02 39 2874184.37 6.17e-02 40 2874184.43 5.96e-02 41 2874184.49 5.76e-02 42 2874184.54 5.58e-02 43 2874184.60 5.41e-02 44 2874184.65 5.25e-02 45 2874184.70 5.09e-02 46 2874184.75 4.86e-02 47 2874184.80 4.59e-02 48 2874184.84 4.35e-02 49 2874184.88 4.11e-02 50 2874184.92 3.81e-02 51 2874184.95 3.15e-02 52 2874184.98 2.97e-02 53 2874185.01 2.83e-02Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 54 2874184.82 -1.85e-01Performing nullcheck... Deleting factor 26 decreases objective by 7.64e+03. Factor retained. Nullcheck complete. Objective: 2874184.82Fitting factor/loading 27 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2881625.81 Inf 2 2881639.03 1.32e+01 3 2881645.20 6.18e+00 4 2881650.27 5.06e+00 5 2881654.70 4.43e+00 6 2881658.73 4.03e+00 7 2881662.48 3.75e+00 8 2881666.02 3.54e+00 9 2881669.40 3.38e+00 10 2881672.65 3.25e+00 11 2881675.80 3.15e+00 12 2881678.86 3.06e+00 13 2881681.83 2.97e+00 14 2881684.73 2.90e+00 15 2881687.56 2.83e+00 16 2881690.33 2.77e+00 17 2881693.04 2.71e+00 18 2881695.69 2.66e+00 19 2881698.30 2.61e+00 20 2881700.84 2.55e+00 21 2881703.32 2.47e+00 22 2881705.74 2.42e+00 23 2881708.10 2.36e+00 24 2881710.41 2.31e+00 25 2881712.66 2.25e+00 26 2881714.85 2.19e+00 27 2881716.97 2.13e+00 28 2881719.04 2.06e+00 29 2881721.06 2.02e+00 30 2881723.03 1.97e+00 31 2881724.96 1.93e+00 32 2881726.85 1.89e+00 33 2881728.69 1.84e+00 34 2881730.49 1.80e+00 35 2881732.24 1.76e+00 36 2881733.95 1.71e+00 37 2881735.62 1.67e+00 38 2881737.25 1.63e+00 39 2881738.83 1.58e+00 40 2881740.37 1.54e+00 41 2881741.87 1.50e+00 42 2881743.33 1.46e+00 43 2881744.75 1.42e+00 44 2881746.12 1.37e+00 45 2881747.46 1.33e+00 46 2881748.75 1.29e+00 47 2881750.00 1.25e+00 48 2881751.22 1.21e+00 49 2881752.39 1.17e+00 50 2881753.53 1.14e+00Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 51 2881752.39 -1.14e+00Performing nullcheck... Deleting factor 27 decreases objective by 7.57e+03. Factor retained. Nullcheck complete. Objective: 2881752.39Fitting factor/loading 28 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2889153.62 Inf 2 2889162.54 8.92e+00 3 2889165.06 2.52e+00 4 2889166.91 1.86e+00 5 2889168.44 1.53e+00 6 2889169.77 1.33e+00 7 2889170.97 1.19e+00 8 2889172.05 1.09e+00 9 2889173.06 1.00e+00 10 2889173.99 9.34e-01 11 2889174.87 8.72e-01 12 2889175.68 8.18e-01 13 2889176.45 7.65e-01 14 2889177.16 7.15e-01 15 2889177.84 6.74e-01 16 2889178.47 6.37e-01 17 2889179.08 6.02e-01 18 2889179.65 5.69e-01 19 2889180.18 5.39e-01 20 2889180.70 5.10e-01 21 2889181.18 4.84e-01 22 2889181.64 4.59e-01 23 2889182.07 4.35e-01 24 2889182.48 4.08e-01 25 2889182.87 3.87e-01 26 2889183.23 3.67e-01 27 2889183.58 3.49e-01 28 2889183.92 3.32e-01 29 2889184.23 3.16e-01 30 2889184.53 3.00e-01 31 2889184.82 2.86e-01 32 2889185.09 2.72e-01 33 2889185.35 2.59e-01 34 2889185.59 2.47e-01 35 2889185.83 2.35e-01 36 2889186.05 2.24e-01 37 2889186.27 2.13e-01 38 2889186.47 2.04e-01 39 2889186.66 1.94e-01 40 2889186.85 1.85e-01 41 2889187.03 1.77e-01 42 2889187.19 1.69e-01 43 2889187.36 1.61e-01 44 2889187.51 1.54e-01 45 2889187.66 1.47e-01 46 2889187.80 1.41e-01 47 2889187.93 1.34e-01 48 2889188.06 1.29e-01 49 2889188.18 1.23e-01 50 2889188.30 1.18e-01 51 2889188.41 1.12e-01 52 2889188.52 1.08e-01 53 2889188.62 1.03e-01 54 2889188.72 9.86e-02 55 2889188.82 9.44e-02 56 2889188.91 9.04e-02 57 2889188.99 8.66e-02 58 2889189.08 8.30e-02 59 2889189.16 7.95e-02 60 2889189.23 7.62e-02 61 2889189.31 7.30e-02 62 2889189.38 7.00e-02 63 2889189.44 6.71e-02 64 2889189.51 6.43e-02 65 2889189.57 6.17e-02 66 2889189.63 5.92e-02 67 2889189.68 5.68e-02 68 2889189.74 5.44e-02 69 2889189.79 5.22e-02 70 2889189.84 5.01e-02 71 2889189.89 4.81e-02 72 2889189.94 4.62e-02 73 2889189.98 4.43e-02 74 2889190.02 4.25e-02 75 2889190.06 4.08e-02 76 2889190.10 3.92e-02 77 2889190.14 3.76e-02 78 2889190.18 3.61e-02 79 2889190.21 3.47e-02 80 2889190.24 3.33e-02 81 2889190.28 3.20e-02 82 2889190.31 3.07e-02 83 2889190.34 2.95e-02 84 2889190.37 2.84e-02 85 2889190.39 2.72e-02 86 2889190.42 2.62e-02 87 2889190.44 2.51e-02 88 2889190.47 2.42e-02 89 2889190.49 2.32e-02 90 2889190.51 2.23e-02 91 2889190.53 2.14e-02 92 2889190.56 2.06e-02 93 2889190.58 1.98e-02 94 2889190.59 1.90e-02 95 2889190.61 1.83e-02 96 2889190.63 1.76e-02 97 2889190.65 1.69e-02 98 2889190.66 1.62e-02 99 2889190.68 1.56e-02 100 2889190.69 1.50e-02 101 2889190.71 1.44e-02 102 2889190.72 1.39e-02 103 2889190.74 1.33e-02 104 2889190.75 1.28e-02 105 2889190.76 1.23e-02 106 2889190.77 1.19e-02 107 2889190.78 1.14e-02 108 2889190.79 1.10e-02 109 2889190.81 1.06e-02 110 2889190.82 1.01e-02 111 2889190.83 9.76e-03Performing nullcheck... Deleting factor 28 decreases objective by 7.44e+03. Factor retained. Nullcheck complete. Objective: 2889190.83Fitting factor/loading 29 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2896318.07 Inf 2 2896328.93 1.09e+01 3 2896332.88 3.95e+00 4 2896335.94 3.06e+00 5 2896338.53 2.59e+00 6 2896340.82 2.29e+00 7 2896342.91 2.09e+00 8 2896344.85 1.94e+00 9 2896346.69 1.83e+00 10 2896348.44 1.75e+00 11 2896350.11 1.68e+00 12 2896351.74 1.62e+00 13 2896353.31 1.58e+00 14 2896354.85 1.54e+00 15 2896356.36 1.50e+00 16 2896357.83 1.48e+00 17 2896359.28 1.45e+00 18 2896360.71 1.43e+00 19 2896362.12 1.41e+00 20 2896363.51 1.39e+00 21 2896364.88 1.38e+00 22 2896366.24 1.36e+00 23 2896367.59 1.35e+00 24 2896368.93 1.34e+00 25 2896370.25 1.32e+00 26 2896371.56 1.31e+00 27 2896372.86 1.30e+00 28 2896374.16 1.29e+00 29 2896375.44 1.28e+00 30 2896376.71 1.27e+00 31 2896377.98 1.26e+00 32 2896379.23 1.25e+00 33 2896380.48 1.25e+00 34 2896381.71 1.24e+00 35 2896382.94 1.23e+00 36 2896384.17 1.22e+00 37 2896385.38 1.21e+00 38 2896386.58 1.20e+00 39 2896387.78 1.20e+00 40 2896388.97 1.19e+00 41 2896390.14 1.18e+00 42 2896391.31 1.17e+00 43 2896392.47 1.16e+00 44 2896393.62 1.15e+00 45 2896394.76 1.14e+00 46 2896395.89 1.13e+00 47 2896397.01 1.12e+00 48 2896398.11 1.11e+00 49 2896399.21 1.10e+00 50 2896400.30 1.08e+00 51 2896401.37 1.07e+00 52 2896402.43 1.06e+00 53 2896403.48 1.05e+00 54 2896404.52 1.04e+00 55 2896405.54 1.02e+00 56 2896406.55 1.01e+00 57 2896407.55 9.99e-01 58 2896408.54 9.86e-01 59 2896409.51 9.73e-01 60 2896410.47 9.60e-01 61 2896411.42 9.46e-01 62 2896412.35 9.33e-01 63 2896413.27 9.19e-01 64 2896414.17 9.06e-01 65 2896415.07 8.92e-01 66 2896415.94 8.78e-01 67 2896416.81 8.65e-01 68 2896417.66 8.51e-01 69 2896418.50 8.38e-01 70 2896419.32 8.24e-01 71 2896420.13 8.11e-01 72 2896420.93 7.97e-01 73 2896421.71 7.84e-01 74 2896422.49 7.71e-01 75 2896423.24 7.58e-01 76 2896423.99 7.46e-01 77 2896424.72 7.33e-01 78 2896425.44 7.21e-01 79 2896426.15 7.09e-01 80 2896426.85 6.97e-01 81 2896427.53 6.86e-01 82 2896428.21 6.74e-01 83 2896428.87 6.63e-01 84 2896429.52 6.53e-01 85 2896430.17 6.42e-01 86 2896430.80 6.32e-01 87 2896431.42 6.22e-01 88 2896432.03 6.12e-01 89 2896432.64 6.03e-01 90 2896433.23 5.94e-01 91 2896433.82 5.85e-01 92 2896434.39 5.77e-01 93 2896434.96 5.68e-01 94 2896435.52 5.60e-01 95 2896436.07 5.51e-01 96 2896436.61 5.42e-01 97 2896437.15 5.32e-01 98 2896437.67 5.22e-01 99 2896438.18 5.13e-01 100 2896438.68 5.03e-01 101 2896439.18 4.94e-01 102 2896439.66 4.85e-01 103 2896440.14 4.76e-01 104 2896440.61 4.67e-01 105 2896441.06 4.58e-01 106 2896441.51 4.49e-01 107 2896441.96 4.41e-01 108 2896442.39 4.32e-01 109 2896442.81 4.24e-01 110 2896443.23 4.16e-01 111 2896443.64 4.08e-01 112 2896444.04 4.00e-01 113 2896444.43 3.92e-01 114 2896444.81 3.84e-01 115 2896445.19 3.77e-01 116 2896445.56 3.69e-01 117 2896445.92 3.62e-01 118 2896446.27 3.54e-01 119 2896446.62 3.47e-01 120 2896446.96 3.40e-01 121 2896447.29 3.33e-01 122 2896447.62 3.26e-01 123 2896447.94 3.19e-01 124 2896448.25 3.12e-01 125 2896448.55 3.06e-01 126 2896448.85 2.99e-01 127 2896449.15 2.93e-01 128 2896449.43 2.86e-01 129 2896449.71 2.80e-01 130 2896449.99 2.74e-01 131 2896450.26 2.68e-01 132 2896450.52 2.62e-01 133 2896450.77 2.56e-01 134 2896451.02 2.50e-01 135 2896451.25 2.30e-01 136 2896451.47 2.20e-01 137 2896451.69 2.15e-01 138 2896451.90 2.10e-01 139 2896452.10 2.05e-01 140 2896452.30 2.01e-01 141 2896452.50 1.94e-01 142 2896452.67 1.72e-01 143 2896452.84 1.68e-01 144 2896453.00 1.65e-01 145 2896453.16 1.61e-01 146 2896453.32 1.57e-01 147 2896453.47 1.54e-01 148 2896453.63 1.50e-01 149 2896453.77 1.47e-01 150 2896453.92 1.44e-01 151 2896454.06 1.40e-01 152 2896454.19 1.37e-01 153 2896454.33 1.34e-01 154 2896454.46 1.31e-01 155 2896454.58 1.28e-01 156 2896454.71 1.25e-01 157 2896454.83 1.22e-01 158 2896454.95 1.19e-01 159 2896455.07 1.16e-01 160 2896455.18 1.13e-01 161 2896455.29 1.10e-01 162 2896455.40 1.08e-01 163 2896455.50 1.05e-01 164 2896455.61 1.03e-01 165 2896455.71 1.00e-01 166 2896455.80 9.78e-02 167 2896455.90 9.54e-02 168 2896455.99 9.31e-02 169 2896456.08 9.08e-02 170 2896456.17 8.86e-02 171 2896456.26 8.65e-02 172 2896456.34 8.43e-02 173 2896456.42 8.23e-02 174 2896456.50 8.02e-02 175 2896456.58 7.82e-02 176 2896456.66 7.63e-02 177 2896456.73 7.44e-02 178 2896456.81 7.25e-02 179 2896456.88 7.07e-02 180 2896456.95 6.90e-02 181 2896457.01 6.72e-02 182 2896457.08 6.55e-02 183 2896457.14 6.39e-02 184 2896457.20 6.23e-02 185 2896457.27 6.07e-02 186 2896457.32 5.92e-02 187 2896457.38 5.77e-02 188 2896457.44 5.62e-02 189 2896457.49 5.48e-02 190 2896457.55 5.36e-02 191 2896457.60 5.24e-02 192 2896457.65 5.12e-02 193 2896457.70 4.99e-02 194 2896457.75 4.88e-02 195 2896457.80 4.76e-02 196 2896457.84 4.64e-02 197 2896457.89 4.53e-02 198 2896457.93 4.42e-02 199 2896457.98 4.31e-02 200 2896458.02 4.20e-02 201 2896458.06 4.10e-02 202 2896458.10 4.00e-02 203 2896458.14 3.90e-02 204 2896458.18 3.80e-02 205 2896458.21 3.72e-02 206 2896458.25 3.63e-02 207 2896458.28 3.55e-02 208 2896458.32 3.46e-02 209 2896458.35 3.38e-02 210 2896458.39 3.30e-02 211 2896458.42 3.22e-02 212 2896458.45 3.14e-02 213 2896458.48 3.06e-02 214 2896458.51 2.99e-02 215 2896458.54 2.92e-02 216 2896458.57 2.84e-02 217 2896458.60 2.77e-02 218 2896458.62 2.70e-02 219 2896458.65 2.62e-02 220 2896458.67 2.55e-02 221 2896458.70 2.48e-02 222 2896458.72 2.42e-02 223 2896458.75 2.35e-02 224 2896458.77 2.29e-02 225 2896458.79 2.23e-02 226 2896458.81 2.17e-02 227 2896458.83 2.11e-02 228 2896458.85 2.06e-02 229 2896458.87 2.00e-02 230 2896458.89 1.95e-02 231 2896458.91 1.90e-02 232 2896458.93 1.85e-02 233 2896458.95 1.80e-02 234 2896458.97 1.75e-02 235 2896458.98 1.70e-02 236 2896459.00 1.66e-02 237 2896459.02 1.61e-02 238 2896459.03 1.57e-02 239 2896459.05 1.53e-02 240 2896459.06 1.49e-02 241 2896459.08 1.45e-02 242 2896459.09 1.41e-02 243 2896459.11 1.37e-02 244 2896459.12 1.34e-02 245 2896459.13 1.30e-02 246 2896459.14 1.27e-02 247 2896459.16 1.23e-02 248 2896459.17 1.20e-02 249 2896459.18 1.17e-02 250 2896459.19 1.14e-02 251 2896459.20 1.10e-02 252 2896459.21 1.07e-02 253 2896459.22 1.04e-02 254 2896459.23 1.01e-02 255 2896459.24 9.84e-03Performing nullcheck... Deleting factor 29 decreases objective by 7.27e+03. Factor retained. Nullcheck complete. Objective: 2896459.24Fitting factor/loading 30 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2903588.92 Inf 2 2903601.38 1.25e+01 3 2903606.32 4.94e+00 4 2903609.98 3.66e+00 5 2903612.90 2.92e+00 6 2903615.34 2.44e+00 7 2903617.44 2.10e+00 8 2903619.29 1.85e+00 9 2903620.93 1.65e+00 10 2903622.43 1.49e+00 11 2903623.80 1.37e+00 12 2903625.06 1.26e+00 13 2903626.24 1.18e+00 14 2903627.34 1.10e+00 15 2903628.37 1.03e+00 16 2903629.35 9.76e-01 17 2903630.27 9.25e-01 18 2903631.15 8.78e-01 19 2903631.99 8.36e-01 20 2903632.79 7.98e-01 21 2903633.55 7.63e-01 22 2903634.28 7.30e-01 23 2903634.98 6.99e-01 24 2903635.65 6.70e-01 25 2903636.29 6.44e-01 26 2903636.91 6.20e-01 27 2903637.51 5.96e-01 28 2903638.08 5.74e-01 29 2903638.64 5.53e-01 30 2903639.17 5.33e-01 31 2903639.68 5.14e-01 32 2903640.18 4.95e-01 33 2903640.66 4.77e-01 34 2903641.12 4.61e-01 35 2903641.56 4.45e-01 36 2903641.99 4.29e-01 37 2903642.40 4.15e-01 38 2903642.81 4.01e-01 39 2903643.19 3.88e-01 40 2903643.57 3.75e-01 41 2903643.93 3.62e-01 42 2903644.28 3.50e-01 43 2903644.62 3.39e-01 44 2903644.95 3.28e-01 45 2903645.26 3.17e-01 46 2903645.57 3.06e-01 47 2903645.87 2.96e-01 48 2903646.15 2.87e-01 49 2903646.43 2.78e-01 50 2903646.70 2.69e-01 51 2903646.96 2.60e-01 52 2903647.21 2.51e-01 53 2903647.45 2.43e-01 54 2903647.69 2.36e-01 55 2903647.92 2.28e-01 56 2903648.14 2.21e-01 57 2903648.35 2.14e-01 58 2903648.56 2.07e-01 59 2903648.76 2.01e-01 60 2903648.96 1.95e-01 61 2903649.14 1.89e-01 62 2903649.33 1.83e-01 63 2903649.50 1.77e-01 64 2903649.68 1.71e-01 65 2903649.84 1.66e-01 66 2903650.00 1.60e-01 67 2903650.16 1.55e-01 68 2903650.31 1.50e-01 69 2903650.45 1.45e-01 70 2903650.59 1.41e-01 71 2903650.73 1.36e-01 72 2903650.86 1.32e-01 73 2903650.99 1.28e-01 74 2903651.11 1.24e-01 75 2903651.23 1.20e-01 76 2903651.35 1.16e-01 77 2903651.46 1.12e-01 78 2903651.57 1.09e-01 79 2903651.68 1.05e-01 80 2903651.78 1.02e-01 81 2903651.88 9.95e-02 82 2903651.97 9.63e-02 83 2903652.07 9.31e-02 84 2903652.16 9.01e-02 85 2903652.24 8.72e-02 86 2903652.33 8.45e-02 87 2903652.41 8.18e-02 88 2903652.49 7.92e-02 89 2903652.57 7.67e-02 90 2903652.64 7.43e-02 91 2903652.71 7.20e-02 92 2903652.78 6.98e-02 93 2903652.85 6.76e-02 94 2903652.92 6.55e-02 95 2903652.98 6.35e-02 96 2903653.04 6.15e-02 97 2903653.10 5.96e-02 98 2903653.16 5.77e-02 99 2903653.21 5.60e-02 100 2903653.27 5.42e-02 101 2903653.32 5.26e-02 102 2903653.37 5.09e-02 103 2903653.42 4.94e-02 104 2903653.47 4.79e-02 105 2903653.51 4.64e-02 106 2903653.56 4.50e-02 107 2903653.60 4.36e-02 108 2903653.65 4.23e-02 109 2903653.69 4.10e-02 110 2903653.73 3.97e-02 111 2903653.76 3.85e-02 112 2903653.80 3.73e-02 113 2903653.84 3.62e-02 114 2903653.87 3.51e-02 115 2903653.91 3.41e-02 116 2903653.94 3.30e-02 117 2903653.97 3.20e-02 118 2903654.00 3.11e-02 119 2903654.03 3.01e-02 120 2903654.06 2.92e-02 121 2903654.09 2.84e-02 122 2903654.12 2.75e-02 123 2903654.15 2.67e-02 124 2903654.17 2.59e-02 125 2903654.20 2.51e-02 126 2903654.22 2.44e-02 127 2903654.24 2.37e-02 128 2903654.27 2.30e-02 129 2903654.29 2.23e-02 130 2903654.31 2.16e-02 131 2903654.33 2.10e-02 132 2903654.35 2.04e-02 133 2903654.37 1.98e-02 134 2903654.39 1.92e-02 135 2903654.41 1.86e-02 136 2903654.43 1.81e-02 137 2903654.45 1.76e-02 138 2903654.46 1.71e-02 139 2903654.48 1.66e-02 140 2903654.50 1.61e-02 141 2903654.51 1.56e-02 142 2903654.53 1.52e-02 143 2903654.54 1.48e-02 144 2903654.56 1.43e-02 145 2903654.57 1.39e-02 146 2903654.58 1.35e-02 147 2903654.60 1.31e-02 148 2903654.61 1.28e-02 149 2903654.62 1.24e-02 150 2903654.63 1.21e-02 151 2903654.65 1.17e-02 152 2903654.66 1.14e-02 153 2903654.67 1.11e-02 154 2903654.68 1.08e-02 155 2903654.69 1.05e-02 156 2903654.70 1.02e-02 157 2903654.71 9.89e-03Performing nullcheck... Deleting factor 30 decreases objective by 7.20e+03. Factor retained. Nullcheck complete. Objective: 2903654.71Fitting factor/loading 31 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2910829.47 Inf 2 2910839.58 1.01e+01 3 2910842.73 3.15e+00 4 2910844.98 2.25e+00 5 2910846.75 1.77e+00 6 2910848.21 1.46e+00 7 2910849.46 1.25e+00 8 2910850.56 1.10e+00 9 2910851.53 9.74e-01 10 2910852.41 8.76e-01 11 2910853.20 7.94e-01 12 2910853.93 7.25e-01 13 2910854.59 6.64e-01 14 2910855.20 6.11e-01 15 2910855.77 5.64e-01 16 2910856.29 5.21e-01 17 2910856.77 4.83e-01 18 2910857.22 4.49e-01 19 2910857.64 4.17e-01 20 2910858.02 3.88e-01 21 2910858.39 3.62e-01 22 2910858.72 3.38e-01 23 2910859.04 3.16e-01 24 2910859.34 2.95e-01 25 2910859.61 2.76e-01 26 2910859.87 2.59e-01 27 2910860.11 2.43e-01 28 2910860.34 2.28e-01 29 2910860.55 2.14e-01 30 2910860.76 2.01e-01 31 2910860.95 1.89e-01 32 2910861.12 1.78e-01 33 2910861.29 1.68e-01 34 2910861.45 1.58e-01 35 2910861.60 1.49e-01 36 2910861.74 1.41e-01 37 2910861.87 1.33e-01 38 2910862.00 1.26e-01 39 2910862.12 1.19e-01 40 2910862.23 1.13e-01 41 2910862.34 1.07e-01 42 2910862.44 1.01e-01 43 2910862.53 9.58e-02 44 2910862.63 9.09e-02 45 2910862.71 8.62e-02 46 2910862.79 8.19e-02 47 2910862.87 7.78e-02 48 2910862.95 7.39e-02 49 2910863.02 7.03e-02 50 2910863.08 6.68e-02 51 2910863.15 6.36e-02 52 2910863.21 6.05e-02 53 2910863.26 5.76e-02 54 2910863.32 5.49e-02 55 2910863.37 5.23e-02 56 2910863.42 4.99e-02 57 2910863.47 4.76e-02 58 2910863.51 4.54e-02 59 2910863.56 4.33e-02 60 2910863.60 4.14e-02 61 2910863.64 3.95e-02 62 2910863.68 3.78e-02 63 2910863.71 3.61e-02 64 2910863.75 3.45e-02 65 2910863.78 3.30e-02 66 2910863.81 3.16e-02 67 2910863.84 3.02e-02 68 2910863.87 2.89e-02 69 2910863.90 2.77e-02 70 2910863.92 2.65e-02 71 2910863.95 2.54e-02 72 2910863.97 2.43e-02 73 2910864.00 2.33e-02 74 2910864.02 2.23e-02 75 2910864.04 2.14e-02 76 2910864.06 2.06e-02 77 2910864.08 1.97e-02 78 2910864.10 1.89e-02 79 2910864.12 1.82e-02 80 2910864.14 1.74e-02 81 2910864.15 1.67e-02 82 2910864.17 1.61e-02 83 2910864.18 1.54e-02 84 2910864.20 1.48e-02 85 2910864.21 1.43e-02 86 2910864.23 1.37e-02 87 2910864.24 1.32e-02 88 2910864.25 1.27e-02 89 2910864.27 1.22e-02 90 2910864.28 1.17e-02 91 2910864.29 1.13e-02 92 2910864.30 1.09e-02 93 2910864.31 1.05e-02 94 2910864.32 1.01e-02 95 2910864.33 9.69e-03Performing nullcheck... Deleting factor 31 decreases objective by 7.21e+03. Factor retained. Nullcheck complete. Objective: 2910864.33Fitting factor/loading 32 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2918001.16 Inf 2 2918010.83 9.68e+00 3 2918013.61 2.77e+00 4 2918015.42 1.82e+00 5 2918016.74 1.32e+00 6 2918017.75 1.01e+00 7 2918018.56 8.08e-01 8 2918019.23 6.68e-01 9 2918019.79 5.66e-01 10 2918020.28 4.89e-01 11 2918020.71 4.29e-01 12 2918021.09 3.81e-01 13 2918021.43 3.42e-01 14 2918021.74 3.09e-01 15 2918022.02 2.81e-01 16 2918022.28 2.57e-01 17 2918022.52 2.37e-01 18 2918022.74 2.19e-01 19 2918022.94 2.03e-01 20 2918023.13 1.88e-01 21 2918023.30 1.75e-01 22 2918023.47 1.64e-01 23 2918023.62 1.53e-01 24 2918023.76 1.43e-01 25 2918023.90 1.35e-01 26 2918024.02 1.27e-01 27 2918024.14 1.19e-01 28 2918024.25 1.12e-01 29 2918024.36 1.06e-01 30 2918024.46 9.81e-02 31 2918024.55 9.23e-02 32 2918024.64 8.71e-02 33 2918024.72 8.20e-02 34 2918024.79 7.44e-02 35 2918024.86 7.00e-02 36 2918024.93 6.59e-02 37 2918024.99 6.21e-02 38 2918025.05 5.85e-02 39 2918025.11 5.52e-02 40 2918025.16 5.21e-02 41 2918025.21 4.91e-02 42 2918025.25 4.64e-02 43 2918025.30 4.38e-02 44 2918025.34 4.14e-02 45 2918025.38 3.91e-02 46 2918025.42 3.69e-02 47 2918025.45 3.49e-02 48 2918025.48 3.30e-02 49 2918025.51 3.12e-02 50 2918025.54 2.95e-02 51 2918025.57 2.80e-02 52 2918025.60 2.65e-02 53 2918025.62 2.51e-02 54 2918025.65 2.37e-02 55 2918025.67 2.25e-02 56 2918025.69 2.13e-02 57 2918025.71 2.02e-02 58 2918025.73 1.91e-02 59 2918025.75 1.81e-02 60 2918025.77 1.72e-02 61 2918025.78 1.63e-02 62 2918025.80 1.55e-02 63 2918025.81 1.47e-02 64 2918025.83 1.40e-02 65 2918025.84 1.32e-02 66 2918025.85 1.26e-02 67 2918025.86 1.20e-02 68 2918025.88 1.14e-02 69 2918025.89 1.08e-02 70 2918025.90 1.03e-02 71 2918025.91 9.76e-03Performing nullcheck... Deleting factor 32 decreases objective by 7.16e+03. Factor retained. Nullcheck complete. Objective: 2918025.91Fitting factor/loading 33 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2924957.79 Inf 2 2924969.20 1.14e+01 3 2924974.21 5.01e+00 4 2924978.64 4.43e+00 5 2924982.79 4.15e+00 6 2924986.76 3.97e+00 7 2924990.62 3.86e+00 8 2924994.39 3.77e+00 9 2924998.10 3.70e+00 10 2925001.74 3.64e+00 11 2925005.32 3.58e+00 12 2925008.83 3.51e+00 13 2925012.27 3.44e+00 14 2925015.64 3.37e+00 15 2925018.93 3.29e+00 16 2925022.13 3.21e+00 17 2925025.26 3.12e+00 18 2925028.30 3.04e+00 19 2925031.26 2.96e+00 20 2925034.14 2.89e+00 21 2925036.96 2.82e+00 22 2925039.71 2.75e+00 23 2925042.40 2.69e+00 24 2925045.04 2.64e+00 25 2925047.63 2.59e+00 26 2925050.17 2.55e+00 27 2925052.68 2.50e+00 28 2925055.14 2.46e+00 29 2925057.57 2.43e+00 30 2925059.96 2.39e+00 31 2925062.31 2.35e+00 32 2925064.62 2.31e+00 33 2925066.90 2.27e+00 34 2925069.13 2.23e+00 35 2925071.32 2.19e+00 36 2925073.47 2.15e+00 37 2925075.57 2.10e+00 38 2925077.63 2.06e+00 39 2925079.64 2.01e+00 40 2925081.60 1.96e+00 41 2925083.52 1.92e+00 42 2925085.39 1.87e+00 43 2925087.21 1.82e+00 44 2925088.98 1.77e+00 45 2925090.75 1.77e+00 46 2925092.49 1.74e+00 47 2925094.18 1.69e+00 48 2925095.89 1.71e+00 49 2925097.55 1.66e+00 50 2925099.15 1.60e+00 51 2925100.70 1.55e+00 52 2925102.20 1.50e+00 53 2925103.64 1.44e+00 54 2925105.03 1.39e+00 55 2925106.37 1.34e+00 56 2925107.66 1.29e+00 57 2925108.90 1.24e+00 58 2925110.10 1.19e+00 59 2925111.24 1.15e+00 60 2925112.35 1.10e+00 61 2925113.40 1.06e+00 62 2925114.42 1.02e+00 63 2925115.40 9.78e-01 64 2925116.34 9.40e-01 65 2925117.24 9.03e-01 66 2925118.11 8.68e-01 67 2925118.94 8.34e-01 68 2925119.75 8.02e-01 69 2925120.52 7.71e-01 70 2925121.26 7.42e-01 71 2925121.97 7.14e-01 72 2925122.66 6.87e-01 73 2925123.32 6.62e-01 74 2925123.96 6.37e-01 75 2925124.57 6.14e-01 76 2925125.17 5.92e-01 77 2925125.74 5.71e-01 78 2925126.29 5.51e-01 79 2925126.82 5.32e-01 80 2925127.33 5.13e-01 81 2925127.83 4.96e-01 82 2925128.31 4.79e-01 83 2925128.77 4.63e-01 84 2925129.22 4.48e-01 85 2925129.65 4.33e-01 86 2925130.07 4.19e-01 87 2925130.47 4.05e-01 88 2925130.87 3.92e-01 89 2925131.25 3.79e-01 90 2925131.61 3.67e-01 91 2925131.97 3.55e-01 92 2925132.31 3.44e-01 93 2925132.64 3.33e-01 94 2925132.99 3.49e-01 95 2925133.34 3.45e-01 96 2925133.67 3.34e-01 97 2925134.00 3.24e-01 98 2925134.31 3.13e-01 99 2925134.61 3.03e-01 100 2925134.91 2.93e-01 101 2925135.19 2.84e-01 102 2925135.46 2.74e-01 103 2925135.73 2.65e-01 104 2925135.99 2.57e-01 105 2925136.24 2.48e-01 106 2925136.48 2.40e-01 107 2925136.71 2.32e-01 108 2925136.93 2.24e-01 109 2925137.15 2.17e-01 110 2925137.36 2.09e-01 111 2925137.56 2.02e-01 112 2925137.75 1.95e-01 113 2925137.94 1.89e-01 114 2925138.13 1.82e-01 115 2925138.30 1.76e-01 116 2925138.47 1.70e-01 117 2925138.64 1.64e-01 118 2925138.79 1.58e-01 119 2925138.95 1.53e-01 120 2925139.09 1.47e-01 121 2925139.24 1.42e-01 122 2925139.37 1.37e-01 123 2925139.50 1.32e-01 124 2925139.63 1.28e-01 125 2925139.75 1.23e-01 126 2925139.87 1.19e-01 127 2925139.99 1.14e-01 128 2925140.10 1.10e-01 129 2925140.20 1.06e-01 130 2925140.31 1.02e-01 131 2925140.41 9.88e-02 132 2925140.50 9.52e-02 133 2925140.59 9.18e-02 134 2925140.68 8.85e-02 135 2925140.77 8.53e-02 136 2925140.85 8.22e-02 137 2925140.93 7.92e-02 138 2925141.00 7.63e-02 139 2925141.08 7.35e-02 140 2925141.15 7.09e-02 141 2925141.22 6.83e-02 142 2925141.28 6.58e-02 143 2925141.35 6.34e-02 144 2925141.41 6.11e-02 145 2925141.47 5.89e-02 146 2925141.52 5.68e-02 147 2925141.58 5.47e-02 148 2925141.63 5.27e-02 149 2925141.68 5.08e-02 150 2925141.73 4.89e-02 151 2925141.78 4.72e-02 152 2925141.82 4.55e-02 153 2925141.87 4.38e-02 154 2925141.91 4.22e-02 155 2925141.95 4.07e-02 156 2925141.99 3.92e-02 157 2925142.03 3.78e-02 158 2925142.06 3.64e-02 159 2925142.10 3.51e-02 160 2925142.13 3.39e-02 161 2925142.16 3.26e-02 162 2925142.20 3.15e-02 163 2925142.23 3.03e-02 164 2925142.26 2.92e-02 165 2925142.28 2.82e-02 166 2925142.31 2.72e-02 167 2925142.34 2.62e-02 168 2925142.36 2.53e-02 169 2925142.39 2.44e-02 170 2925142.41 2.35e-02 171 2925142.43 2.27e-02 172 2925142.45 2.19e-02 173 2925142.48 2.11e-02 174 2925142.50 2.03e-02 175 2925142.52 1.96e-02 176 2925142.53 1.89e-02 177 2925142.55 1.83e-02 178 2925142.57 1.76e-02 179 2925142.59 1.68e-02 180 2925142.60 1.61e-02 181 2925142.62 1.55e-02 182 2925142.63 1.48e-02 183 2925142.65 1.43e-02 184 2925142.66 1.37e-02 185 2925142.67 1.32e-02 186 2925142.69 1.27e-02 187 2925142.70 1.22e-02 188 2925142.71 1.17e-02 189 2925142.72 1.12e-02 190 2925142.73 1.08e-02 191 2925142.74 1.04e-02 192 2925142.75 1.00e-02Performing nullcheck... Deleting factor 33 decreases objective by 7.12e+03. Factor retained. Nullcheck complete. Objective: 2925142.75Fitting factor/loading 34 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2932137.11 Inf 2 2932146.08 8.96e+00 3 2932148.40 2.32e+00 4 2932150.00 1.60e+00 5 2932151.25 1.25e+00 6 2932152.29 1.04e+00 7 2932153.19 9.05e-01 8 2932154.01 8.15e-01 9 2932154.76 7.52e-01 10 2932155.47 7.05e-01 11 2932156.14 6.70e-01 12 2932156.78 6.42e-01 13 2932157.40 6.20e-01 14 2932158.00 6.01e-01 15 2932158.58 5.85e-01 16 2932159.16 5.71e-01 17 2932159.71 5.59e-01 18 2932160.26 5.48e-01 19 2932160.80 5.38e-01 20 2932161.33 5.29e-01 21 2932161.85 5.20e-01 22 2932162.36 5.12e-01 23 2932162.87 5.05e-01 24 2932163.36 4.98e-01 25 2932163.86 4.91e-01 26 2932164.34 4.85e-01 27 2932164.82 4.78e-01 28 2932165.29 4.72e-01 29 2932165.76 4.67e-01 30 2932166.22 4.61e-01 31 2932166.67 4.56e-01 32 2932167.13 4.51e-01 33 2932167.57 4.46e-01 34 2932168.01 4.41e-01 35 2932168.45 4.36e-01 36 2932168.88 4.32e-01 37 2932169.31 4.28e-01 38 2932169.73 4.24e-01 39 2932170.15 4.20e-01 40 2932170.57 4.16e-01 41 2932170.98 4.12e-01 42 2932171.39 4.08e-01 43 2932171.79 4.04e-01 44 2932172.19 4.00e-01 45 2932172.59 3.96e-01 46 2932172.98 3.93e-01 47 2932173.37 3.89e-01 48 2932173.75 3.85e-01 49 2932174.13 3.81e-01 50 2932174.51 3.77e-01 51 2932174.88 3.73e-01 52 2932175.25 3.69e-01 53 2932175.62 3.65e-01 54 2932175.98 3.62e-01 55 2932176.34 3.58e-01 56 2932176.69 3.54e-01 57 2932177.04 3.50e-01 58 2932177.39 3.47e-01 59 2932177.73 3.43e-01 60 2932178.07 3.39e-01 61 2932178.41 3.36e-01 62 2932178.74 3.32e-01 63 2932179.07 3.28e-01 64 2932179.39 3.25e-01 65 2932179.71 3.21e-01 66 2932180.03 3.18e-01 67 2932180.34 3.14e-01 68 2932180.65 3.10e-01 69 2932180.96 3.07e-01 70 2932181.26 3.03e-01 71 2932181.56 3.00e-01 72 2932181.86 2.96e-01 73 2932182.15 2.93e-01 74 2932182.44 2.89e-01 75 2932182.73 2.86e-01 76 2932183.01 2.83e-01 77 2932183.29 2.79e-01 78 2932183.57 2.76e-01 79 2932183.84 2.72e-01 80 2932184.11 2.69e-01 81 2932184.37 2.66e-01 82 2932184.64 2.62e-01 83 2932184.89 2.59e-01 84 2932185.15 2.56e-01 85 2932185.40 2.53e-01 86 2932185.65 2.49e-01 87 2932185.90 2.46e-01 88 2932186.14 2.43e-01 89 2932186.38 2.40e-01 90 2932186.62 2.37e-01 91 2932186.85 2.34e-01 92 2932187.08 2.31e-01 93 2932187.31 2.28e-01 94 2932187.54 2.25e-01 95 2932187.76 2.22e-01 96 2932187.98 2.19e-01 97 2932188.19 2.16e-01 98 2932188.40 2.13e-01 99 2932188.61 2.10e-01 100 2932188.82 2.07e-01 101 2932189.03 2.04e-01 102 2932189.23 2.01e-01 103 2932189.43 1.99e-01 104 2932189.62 1.96e-01 105 2932189.81 1.93e-01 106 2932190.01 1.91e-01 107 2932190.19 1.88e-01 108 2932190.38 1.85e-01 109 2932190.56 1.83e-01 110 2932190.74 1.80e-01 111 2932190.92 1.77e-01 112 2932191.09 1.75e-01 113 2932191.27 1.72e-01 114 2932191.44 1.70e-01 115 2932191.60 1.68e-01 116 2932191.77 1.65e-01 117 2932191.93 1.63e-01 118 2932192.09 1.60e-01 119 2932192.25 1.58e-01 120 2932192.41 1.56e-01 121 2932192.56 1.53e-01 122 2932192.71 1.51e-01 123 2932192.86 1.49e-01 124 2932193.01 1.47e-01 125 2932193.15 1.45e-01 126 2932193.29 1.43e-01 127 2932193.43 1.40e-01 128 2932193.57 1.38e-01 129 2932193.71 1.36e-01 130 2932193.84 1.34e-01 131 2932193.98 1.32e-01 132 2932194.11 1.30e-01 133 2932194.23 1.28e-01 134 2932194.36 1.26e-01 135 2932194.48 1.24e-01 136 2932194.61 1.23e-01 137 2932194.73 1.21e-01 138 2932194.85 1.19e-01 139 2932194.96 1.17e-01 140 2932195.08 1.15e-01 141 2932195.19 1.14e-01 142 2932195.31 1.12e-01 143 2932195.42 1.10e-01 144 2932195.52 1.08e-01 145 2932195.63 1.07e-01 146 2932195.74 1.05e-01 147 2932195.84 1.04e-01 148 2932195.94 1.02e-01 149 2932196.04 1.00e-01 150 2932196.14 9.89e-02 151 2932196.24 9.74e-02 152 2932196.33 9.59e-02 153 2932196.43 9.44e-02 154 2932196.52 9.29e-02 155 2932196.61 9.15e-02 156 2932196.70 9.01e-02 157 2932196.79 8.87e-02 158 2932196.88 8.73e-02 159 2932196.96 8.59e-02 160 2932197.05 8.46e-02 161 2932197.13 8.33e-02 162 2932197.21 8.20e-02 163 2932197.30 8.07e-02 164 2932197.37 7.95e-02 165 2932197.45 7.82e-02 166 2932197.53 7.70e-02 167 2932197.61 7.58e-02 168 2932197.68 7.46e-02 169 2932197.75 7.34e-02 170 2932197.83 7.23e-02 171 2932197.90 7.12e-02 172 2932197.97 7.00e-02 173 2932198.04 6.90e-02 174 2932198.10 6.79e-02 175 2932198.17 6.68e-02 176 2932198.24 6.58e-02 177 2932198.30 6.47e-02 178 2932198.37 6.37e-02 179 2932198.43 6.27e-02 180 2932198.49 6.17e-02 181 2932198.55 6.08e-02 182 2932198.61 5.98e-02 183 2932198.67 5.89e-02 184 2932198.73 5.79e-02 185 2932198.78 5.70e-02 186 2932198.84 5.61e-02 187 2932198.90 5.52e-02 188 2932198.95 5.44e-02 189 2932199.00 5.35e-02 190 2932199.06 5.27e-02 191 2932199.11 5.19e-02 192 2932199.16 5.10e-02 193 2932199.21 5.02e-02 194 2932199.26 4.94e-02 195 2932199.31 4.87e-02 196 2932199.36 4.79e-02 197 2932199.40 4.71e-02 198 2932199.45 4.64e-02 199 2932199.49 4.57e-02 200 2932199.54 4.50e-02 201 2932199.58 4.43e-02 202 2932199.63 4.36e-02 203 2932199.67 4.29e-02 204 2932199.71 4.22e-02 205 2932199.75 4.15e-02 206 2932199.79 4.09e-02 207 2932199.83 4.03e-02 208 2932199.87 3.96e-02 209 2932199.91 3.90e-02 210 2932199.95 3.84e-02 211 2932199.99 3.78e-02 212 2932200.03 3.72e-02 213 2932200.06 3.66e-02 214 2932200.10 3.60e-02 215 2932200.13 3.55e-02 216 2932200.17 3.49e-02 217 2932200.20 3.44e-02 218 2932200.24 3.39e-02 219 2932200.27 3.33e-02 220 2932200.30 3.28e-02 221 2932200.34 3.23e-02 222 2932200.37 3.18e-02 223 2932200.40 3.13e-02 224 2932200.43 3.08e-02 225 2932200.46 3.03e-02 226 2932200.49 2.99e-02 227 2932200.52 2.94e-02 228 2932200.55 2.89e-02 229 2932200.58 2.85e-02 230 2932200.61 2.81e-02 231 2932200.63 2.76e-02 232 2932200.66 2.72e-02 233 2932200.69 2.68e-02 234 2932200.71 2.64e-02 235 2932200.74 2.60e-02 236 2932200.77 2.56e-02 237 2932200.79 2.52e-02 238 2932200.82 2.48e-02 239 2932200.84 2.44e-02 240 2932200.86 2.40e-02 241 2932200.89 2.37e-02 242 2932200.91 2.33e-02 243 2932200.93 2.30e-02 244 2932200.96 2.26e-02 245 2932200.98 2.23e-02 246 2932201.00 2.19e-02 247 2932201.02 2.16e-02 248 2932201.04 2.13e-02 249 2932201.06 2.09e-02 250 2932201.08 2.06e-02 251 2932201.10 2.03e-02 252 2932201.12 2.00e-02 253 2932201.14 1.97e-02 254 2932201.16 1.94e-02 255 2932201.18 1.91e-02 256 2932201.20 1.88e-02 257 2932201.22 1.85e-02 258 2932201.24 1.83e-02 259 2932201.26 1.80e-02 260 2932201.27 1.77e-02 261 2932201.29 1.75e-02 262 2932201.31 1.72e-02 263 2932201.33 1.69e-02 264 2932201.34 1.67e-02 265 2932201.36 1.64e-02 266 2932201.38 1.62e-02 267 2932201.39 1.59e-02 268 2932201.41 1.57e-02 269 2932201.42 1.55e-02 270 2932201.44 1.52e-02 271 2932201.45 1.50e-02 272 2932201.47 1.48e-02 273 2932201.48 1.46e-02 274 2932201.50 1.44e-02 275 2932201.51 1.42e-02 276 2932201.52 1.40e-02 277 2932201.54 1.37e-02 278 2932201.55 1.35e-02 279 2932201.57 1.33e-02 280 2932201.58 1.32e-02 281 2932201.59 1.30e-02 282 2932201.60 1.28e-02 283 2932201.62 1.26e-02 284 2932201.63 1.24e-02 285 2932201.64 1.22e-02 286 2932201.65 1.20e-02 287 2932201.67 1.19e-02 288 2932201.68 1.17e-02 289 2932201.69 1.15e-02 290 2932201.70 1.14e-02 291 2932201.71 1.12e-02 292 2932201.72 1.10e-02 293 2932201.73 1.09e-02 294 2932201.74 1.07e-02 295 2932201.75 1.06e-02 296 2932201.76 1.04e-02 297 2932201.77 1.03e-02 298 2932201.79 1.01e-02 299 2932201.80 9.98e-03Performing nullcheck... Deleting factor 34 decreases objective by 7.06e+03. Factor retained. Nullcheck complete. Objective: 2932201.8Fitting factor/loading 35 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2939150.90 Inf 2 2939162.63 1.17e+01 3 2939166.54 3.90e+00 4 2939169.20 2.66e+00 5 2939171.22 2.02e+00 6 2939172.87 1.66e+00 7 2939174.30 1.43e+00 8 2939175.59 1.29e+00 9 2939176.78 1.19e+00 10 2939177.91 1.13e+00 11 2939179.00 1.08e+00 12 2939180.05 1.05e+00 13 2939181.08 1.03e+00 14 2939182.09 1.01e+00 15 2939183.07 9.86e-01 16 2939184.04 9.70e-01 17 2939185.00 9.61e-01 18 2939185.96 9.53e-01 19 2939186.90 9.47e-01 20 2939187.85 9.42e-01 21 2939188.78 9.38e-01 22 2939189.72 9.35e-01 23 2939190.65 9.31e-01 24 2939191.58 9.29e-01 25 2939192.50 9.26e-01 26 2939193.43 9.23e-01 27 2939194.35 9.21e-01 28 2939195.27 9.19e-01 29 2939196.18 9.16e-01 30 2939197.10 9.14e-01 31 2939198.01 9.11e-01 32 2939198.92 9.09e-01 33 2939199.82 9.06e-01 34 2939200.73 9.03e-01 35 2939201.63 9.00e-01 36 2939202.52 8.97e-01 37 2939203.42 8.94e-01 38 2939204.31 8.91e-01 39 2939205.20 8.86e-01 40 2939206.06 8.65e-01 41 2939206.92 8.62e-01 42 2939207.78 8.58e-01 43 2939208.64 8.54e-01 44 2939209.49 8.51e-01 45 2939210.33 8.47e-01 46 2939211.17 8.42e-01 47 2939212.01 8.38e-01 48 2939212.84 8.25e-01 49 2939213.65 8.15e-01 50 2939214.46 8.11e-01 51 2939215.27 8.07e-01 52 2939216.07 8.02e-01 53 2939216.87 7.98e-01 54 2939217.67 7.93e-01 55 2939218.45 7.88e-01 56 2939219.24 7.84e-01 57 2939220.02 7.78e-01 58 2939220.79 7.73e-01 59 2939221.56 7.68e-01 60 2939222.32 7.62e-01 61 2939223.07 7.56e-01 62 2939223.83 7.51e-01 63 2939224.57 7.45e-01 64 2939225.31 7.38e-01 65 2939226.04 7.32e-01 66 2939226.77 7.26e-01 67 2939227.49 7.19e-01 68 2939228.20 7.12e-01 69 2939228.90 7.05e-01 70 2939229.60 6.98e-01 71 2939230.29 6.90e-01 72 2939230.97 6.83e-01 73 2939231.65 6.75e-01 74 2939232.32 6.68e-01 75 2939232.98 6.60e-01 76 2939233.63 6.52e-01 77 2939234.27 6.44e-01 78 2939234.91 6.36e-01 79 2939235.54 6.28e-01 80 2939236.16 6.20e-01 81 2939236.77 6.12e-01 82 2939237.37 6.03e-01 83 2939237.97 5.95e-01 84 2939238.55 5.87e-01 85 2939239.13 5.78e-01 86 2939239.70 5.70e-01 87 2939240.26 5.61e-01 88 2939240.81 5.53e-01 89 2939241.36 5.45e-01 90 2939241.90 5.36e-01 91 2939242.42 5.28e-01 92 2939242.94 5.19e-01 93 2939243.45 5.11e-01 94 2939243.96 5.03e-01 95 2939244.45 4.94e-01 96 2939244.94 4.86e-01 97 2939245.41 4.78e-01 98 2939245.88 4.70e-01 99 2939246.34 4.61e-01 100 2939246.80 4.53e-01 101 2939247.24 4.45e-01 102 2939247.68 4.37e-01 103 2939248.11 4.30e-01 104 2939248.53 4.22e-01 105 2939248.95 4.14e-01 106 2939249.35 4.07e-01 107 2939249.75 3.99e-01 108 2939250.14 3.92e-01 109 2939250.53 3.84e-01 110 2939250.91 3.77e-01 111 2939251.28 3.70e-01 112 2939251.64 3.63e-01 113 2939252.00 3.56e-01 114 2939252.34 3.49e-01 115 2939252.69 3.43e-01 116 2939253.02 3.36e-01 117 2939253.35 3.30e-01 118 2939253.68 3.23e-01 119 2939253.99 3.17e-01 120 2939254.30 3.11e-01 121 2939254.61 3.05e-01 122 2939254.91 2.99e-01 123 2939255.20 2.93e-01 124 2939255.49 2.87e-01 125 2939255.77 2.82e-01 126 2939256.05 2.76e-01 127 2939256.32 2.71e-01 128 2939256.58 2.66e-01 129 2939256.84 2.61e-01 130 2939257.10 2.56e-01 131 2939257.35 2.51e-01 132 2939257.60 2.46e-01 133 2939257.84 2.41e-01 134 2939258.07 2.37e-01 135 2939258.31 2.32e-01 136 2939258.53 2.28e-01 137 2939258.76 2.23e-01 138 2939258.98 2.19e-01 139 2939259.19 2.15e-01 140 2939259.40 2.11e-01 141 2939259.61 2.07e-01 142 2939259.81 2.03e-01 143 2939260.01 1.99e-01 144 2939260.21 1.96e-01 145 2939260.40 1.92e-01 146 2939260.59 1.88e-01 147 2939260.77 1.85e-01 148 2939260.95 1.81e-01 149 2939261.13 1.78e-01 150 2939261.31 1.75e-01 151 2939261.48 1.71e-01 152 2939261.64 1.67e-01 153 2939261.81 1.63e-01 154 2939261.97 1.60e-01 155 2939262.12 1.57e-01 156 2939262.28 1.54e-01 157 2939262.43 1.51e-01 158 2939262.58 1.48e-01 159 2939262.72 1.45e-01 160 2939262.86 1.42e-01 161 2939263.00 1.39e-01 162 2939263.14 1.36e-01 163 2939263.27 1.34e-01 164 2939263.40 1.31e-01 165 2939263.53 1.28e-01 166 2939263.66 1.26e-01 167 2939263.78 1.23e-01 168 2939263.90 1.21e-01 169 2939264.02 1.18e-01 170 2939264.14 1.16e-01 171 2939264.25 1.14e-01 172 2939264.36 1.11e-01 173 2939264.47 1.09e-01 174 2939264.58 1.07e-01 175 2939264.68 1.05e-01 176 2939264.78 1.03e-01 177 2939264.89 1.01e-01 178 2939264.98 9.87e-02 179 2939265.08 9.68e-02 180 2939265.18 9.48e-02 181 2939265.27 9.29e-02 182 2939265.36 9.11e-02 183 2939265.45 8.93e-02 184 2939265.54 8.75e-02 185 2939265.62 8.58e-02 186 2939265.71 8.41e-02 187 2939265.79 8.24e-02 188 2939265.87 8.08e-02 189 2939265.95 7.92e-02 190 2939266.03 7.76e-02 191 2939266.10 7.61e-02 192 2939266.18 7.46e-02 193 2939266.25 7.31e-02 194 2939266.32 7.16e-02 195 2939266.39 7.02e-02 196 2939266.46 6.89e-02 197 2939266.53 6.75e-02 198 2939266.59 6.62e-02 199 2939266.66 6.49e-02 200 2939266.72 6.36e-02 201 2939266.79 6.24e-02 202 2939266.85 6.12e-02 203 2939266.91 6.00e-02 204 2939266.97 5.88e-02 205 2939267.02 5.77e-02 206 2939267.08 5.66e-02 207 2939267.14 5.55e-02 208 2939267.19 5.44e-02 209 2939267.24 5.34e-02 210 2939267.30 5.23e-02 211 2939267.35 5.13e-02 212 2939267.40 5.04e-02 213 2939267.45 4.94e-02 214 2939267.49 4.85e-02 215 2939267.54 4.75e-02 216 2939267.59 4.66e-02 217 2939267.63 4.58e-02 218 2939267.68 4.49e-02 219 2939267.72 4.40e-02 220 2939267.77 4.32e-02 221 2939267.81 4.24e-02 222 2939267.85 4.16e-02 223 2939267.89 4.08e-02 224 2939267.93 4.01e-02 225 2939267.97 3.93e-02 226 2939268.01 3.86e-02 227 2939268.05 3.79e-02 228 2939268.09 3.72e-02 229 2939268.12 3.65e-02 230 2939268.16 3.58e-02 231 2939268.19 3.52e-02 232 2939268.23 3.45e-02 233 2939268.26 3.39e-02 234 2939268.29 3.33e-02 235 2939268.33 3.27e-02 236 2939268.36 3.21e-02 237 2939268.39 3.15e-02 238 2939268.42 3.10e-02 239 2939268.45 3.04e-02 240 2939268.48 2.99e-02 241 2939268.51 2.93e-02 242 2939268.54 2.88e-02 243 2939268.57 2.83e-02 244 2939268.60 2.78e-02 245 2939268.62 2.73e-02 246 2939268.65 2.68e-02 247 2939268.68 2.63e-02 248 2939268.70 2.59e-02 249 2939268.73 2.54e-02 250 2939268.75 2.50e-02 251 2939268.78 2.46e-02 252 2939268.80 2.41e-02 253 2939268.83 2.37e-02 254 2939268.85 2.33e-02 255 2939268.87 2.29e-02 256 2939268.89 2.25e-02 257 2939268.92 2.21e-02 258 2939268.94 2.17e-02 259 2939268.96 2.14e-02 260 2939268.98 2.10e-02 261 2939269.00 2.07e-02 262 2939269.02 2.03e-02 263 2939269.04 2.00e-02 264 2939269.06 1.96e-02 265 2939269.08 1.93e-02 266 2939269.10 1.90e-02 267 2939269.12 1.87e-02 268 2939269.14 1.83e-02 269 2939269.15 1.80e-02 270 2939269.17 1.77e-02 271 2939269.19 1.74e-02 272 2939269.21 1.72e-02 273 2939269.22 1.69e-02 274 2939269.24 1.66e-02 275 2939269.26 1.63e-02 276 2939269.27 1.61e-02 277 2939269.29 1.58e-02 278 2939269.30 1.55e-02 279 2939269.32 1.53e-02 280 2939269.33 1.50e-02 281 2939269.35 1.48e-02 282 2939269.36 1.46e-02 283 2939269.38 1.43e-02 284 2939269.39 1.41e-02 285 2939269.41 1.39e-02 286 2939269.42 1.37e-02 287 2939269.43 1.34e-02 288 2939269.45 1.32e-02 289 2939269.46 1.30e-02 290 2939269.47 1.28e-02 291 2939269.48 1.26e-02 292 2939269.50 1.24e-02 293 2939269.51 1.22e-02 294 2939269.52 1.20e-02 295 2939269.53 1.18e-02 296 2939269.54 1.17e-02 297 2939269.56 1.15e-02 298 2939269.57 1.13e-02 299 2939269.58 1.11e-02 300 2939269.59 1.10e-02 301 2939269.60 1.08e-02 302 2939269.61 1.06e-02 303 2939269.62 1.05e-02 304 2939269.63 1.03e-02 305 2939269.64 1.01e-02 306 2939269.65 9.99e-03Performing nullcheck... Deleting factor 35 decreases objective by 7.07e+03. Factor retained. Nullcheck complete. Objective: 2939269.65Fitting factor/loading 36 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2946257.38 Inf 2 2946268.49 1.11e+01 3 2946271.99 3.50e+00 4 2946274.30 2.31e+00 5 2946275.98 1.68e+00 6 2946277.28 1.30e+00 7 2946278.34 1.05e+00 8 2946279.22 8.81e-01 9 2946279.98 7.59e-01 10 2946280.64 6.69e-01 11 2946281.25 6.01e-01 12 2946281.79 5.48e-01 13 2946282.30 5.07e-01 14 2946282.77 4.73e-01 15 2946283.22 4.44e-01 16 2946283.64 4.20e-01 17 2946284.04 3.98e-01 18 2946284.41 3.77e-01 19 2946284.77 3.59e-01 20 2946285.12 3.43e-01 21 2946285.44 3.28e-01 22 2946285.76 3.14e-01 23 2946286.06 3.01e-01 24 2946286.35 2.89e-01 25 2946286.62 2.78e-01 26 2946286.89 2.67e-01 27 2946287.15 2.57e-01 28 2946287.40 2.48e-01 29 2946287.64 2.39e-01 30 2946287.87 2.31e-01 31 2946288.09 2.23e-01 32 2946288.30 2.15e-01 33 2946288.51 2.08e-01 34 2946288.71 2.01e-01 35 2946288.91 1.94e-01 36 2946289.10 1.88e-01 37 2946289.28 1.82e-01 38 2946289.45 1.76e-01 39 2946289.62 1.71e-01 40 2946289.79 1.66e-01 41 2946289.95 1.60e-01 42 2946290.11 1.56e-01 43 2946290.26 1.51e-01 44 2946290.40 1.47e-01 45 2946290.55 1.42e-01 46 2946290.68 1.38e-01 47 2946290.82 1.35e-01 48 2946290.95 1.31e-01 49 2946291.08 1.28e-01 50 2946291.20 1.25e-01 51 2946291.32 1.22e-01 52 2946291.44 1.19e-01 53 2946291.56 1.16e-01 54 2946291.67 1.13e-01 55 2946291.78 1.10e-01 56 2946291.89 1.08e-01 57 2946292.00 1.05e-01 58 2946292.10 1.03e-01 59 2946292.20 1.01e-01 60 2946292.30 9.84e-02 61 2946292.39 9.63e-02 62 2946292.49 9.41e-02 63 2946292.58 9.21e-02 64 2946292.67 9.00e-02 65 2946292.76 8.81e-02 66 2946292.84 8.61e-02 67 2946292.93 8.42e-02 68 2946293.01 8.23e-02 69 2946293.09 8.05e-02 70 2946293.17 7.87e-02 71 2946293.25 7.69e-02 72 2946293.32 7.52e-02 73 2946293.40 7.35e-02 74 2946293.47 7.18e-02 75 2946293.54 7.01e-02 76 2946293.61 6.85e-02 77 2946293.67 6.68e-02 78 2946293.74 6.52e-02 79 2946293.80 6.37e-02 80 2946293.86 6.21e-02 81 2946293.92 6.06e-02 82 2946293.98 5.91e-02 83 2946294.04 5.76e-02 84 2946294.10 5.61e-02 85 2946294.15 5.47e-02 86 2946294.20 5.33e-02 87 2946294.26 5.19e-02 88 2946294.31 5.05e-02 89 2946294.36 4.92e-02 90 2946294.40 4.79e-02 91 2946294.45 4.66e-02 92 2946294.50 4.54e-02 93 2946294.54 4.41e-02 94 2946294.58 4.29e-02 95 2946294.63 4.17e-02 96 2946294.67 4.06e-02 97 2946294.71 3.95e-02 98 2946294.74 3.84e-02 99 2946294.78 3.73e-02 100 2946294.82 3.62e-02 101 2946294.85 3.52e-02 102 2946294.89 3.42e-02 103 2946294.92 3.33e-02 104 2946294.95 3.23e-02 105 2946294.98 3.14e-02 106 2946295.01 3.05e-02 107 2946295.04 2.96e-02 108 2946295.07 2.88e-02 109 2946295.10 2.79e-02 110 2946295.13 2.71e-02 111 2946295.15 2.63e-02 112 2946295.18 2.56e-02 113 2946295.20 2.48e-02 114 2946295.23 2.41e-02 115 2946295.25 2.34e-02 116 2946295.27 2.27e-02 117 2946295.30 2.21e-02 118 2946295.32 2.14e-02 119 2946295.34 2.08e-02 120 2946295.36 2.02e-02 121 2946295.38 1.96e-02 122 2946295.40 1.91e-02 123 2946295.42 1.85e-02 124 2946295.43 1.80e-02 125 2946295.45 1.75e-02 126 2946295.47 1.70e-02 127 2946295.49 1.65e-02 128 2946295.50 1.60e-02 129 2946295.52 1.55e-02 130 2946295.53 1.51e-02 131 2946295.55 1.46e-02 132 2946295.56 1.42e-02 133 2946295.57 1.38e-02 134 2946295.59 1.34e-02 135 2946295.60 1.30e-02 136 2946295.61 1.27e-02 137 2946295.63 1.23e-02 138 2946295.64 1.19e-02 139 2946295.65 1.16e-02 140 2946295.66 1.13e-02 141 2946295.67 1.09e-02 142 2946295.68 1.06e-02 143 2946295.69 1.03e-02 144 2946295.70 1.00e-02 145 2946295.71 9.75e-03Performing nullcheck... Deleting factor 36 decreases objective by 7.03e+03. Factor retained. Nullcheck complete. Objective: 2946295.71Fitting factor/loading 37 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2953246.86 Inf 2 2953257.84 1.10e+01 3 2953261.28 3.44e+00 4 2953263.60 2.32e+00 5 2953265.31 1.71e+00 6 2953266.64 1.33e+00 7 2953267.71 1.07e+00 8 2953268.60 8.84e-01 9 2953269.35 7.48e-01 10 2953269.99 6.46e-01 11 2953270.56 5.67e-01 12 2953271.07 5.06e-01 13 2953271.52 4.57e-01 14 2953271.94 4.17e-01 15 2953272.32 3.85e-01 16 2953272.68 3.57e-01 17 2953273.02 3.34e-01 18 2953273.33 3.15e-01 19 2953273.63 2.98e-01 20 2953273.91 2.82e-01 21 2953274.18 2.69e-01 22 2953274.44 2.57e-01 23 2953274.68 2.46e-01 24 2953274.92 2.36e-01 25 2953275.15 2.27e-01 26 2953275.36 2.18e-01 27 2953275.57 2.10e-01 28 2953275.78 2.03e-01 29 2953275.97 1.96e-01 30 2953276.16 1.89e-01 31 2953276.34 1.83e-01 32 2953276.52 1.77e-01 33 2953276.69 1.72e-01 34 2953276.86 1.67e-01 35 2953277.02 1.63e-01 36 2953277.18 1.58e-01 37 2953277.34 1.54e-01 38 2953277.49 1.50e-01 39 2953277.63 1.46e-01 40 2953277.77 1.42e-01 41 2953277.91 1.39e-01 42 2953278.05 1.36e-01 43 2953278.18 1.32e-01 44 2953278.31 1.29e-01 45 2953278.44 1.26e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 46 2953273.40 -5.04e+00Performing nullcheck... Deleting factor 37 decreases objective by 6.98e+03. Factor retained. Nullcheck complete. Objective: 2953273.4Fitting factor/loading 38 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2960018.90 Inf 2 2960030.60 1.17e+01 3 2960035.27 4.68e+00 4 2960038.95 3.68e+00 5 2960042.07 3.12e+00 6 2960044.83 2.76e+00 7 2960047.32 2.50e+00 8 2960049.62 2.30e+00 9 2960051.76 2.14e+00 10 2960053.78 2.01e+00 11 2960055.69 1.91e+00 12 2960057.51 1.82e+00 13 2960059.25 1.74e+00 14 2960060.92 1.67e+00 15 2960062.53 1.61e+00 16 2960064.08 1.56e+00 17 2960065.59 1.51e+00 18 2960067.05 1.46e+00 19 2960068.46 1.42e+00 20 2960069.84 1.38e+00 21 2960071.18 1.34e+00 22 2960072.48 1.30e+00 23 2960073.75 1.27e+00 24 2960074.98 1.24e+00 25 2960076.19 1.20e+00 26 2960077.36 1.17e+00 27 2960078.51 1.14e+00 28 2960079.62 1.12e+00 29 2960080.71 1.09e+00 30 2960081.77 1.06e+00 31 2960082.81 1.04e+00 32 2960083.82 1.01e+00 33 2960084.80 9.84e-01 34 2960085.76 9.59e-01 35 2960086.70 9.35e-01 36 2960087.61 9.11e-01 37 2960088.50 8.88e-01 38 2960089.36 8.65e-01 39 2960090.20 8.43e-01 40 2960091.02 8.21e-01 41 2960091.82 7.99e-01 42 2960092.60 7.78e-01 43 2960093.36 7.57e-01 44 2960094.10 7.39e-01 45 2960094.82 7.22e-01 46 2960095.53 7.06e-01 47 2960096.22 6.89e-01 48 2960096.89 6.74e-01 49 2960097.55 6.61e-01 50 2960098.20 6.49e-01 51 2960098.84 6.37e-01 52 2960099.46 6.25e-01 53 2960100.07 6.11e-01 54 2960100.67 5.93e-01 55 2960101.24 5.75e-01 56 2960101.80 5.58e-01 57 2960102.34 5.41e-01 58 2960102.86 5.24e-01 59 2960103.37 5.07e-01 60 2960103.86 4.88e-01 61 2960104.33 4.69e-01 62 2960104.78 4.49e-01 63 2960105.21 4.29e-01 64 2960105.62 4.12e-01 65 2960106.01 3.95e-01 66 2960106.39 3.75e-01 67 2960106.74 3.55e-01 68 2960107.08 3.36e-01 69 2960107.40 3.19e-01 70 2960107.70 3.02e-01 71 2960107.98 2.85e-01 72 2960108.26 2.71e-01 73 2960108.51 2.59e-01 74 2960108.76 2.46e-01 75 2960108.99 2.33e-01 76 2960109.21 2.20e-01 77 2960109.42 2.07e-01 78 2960109.62 1.96e-01 79 2960109.80 1.87e-01 80 2960109.98 1.80e-01 81 2960110.16 1.73e-01 82 2960110.32 1.66e-01 83 2960110.48 1.58e-01 84 2960110.63 1.51e-01 85 2960110.78 1.45e-01 86 2960110.91 1.38e-01 87 2960111.05 1.32e-01 88 2960111.17 1.26e-01 89 2960111.29 1.20e-01 90 2960111.41 1.14e-01 91 2960111.52 1.09e-01 92 2960111.62 1.04e-01 93 2960111.72 9.91e-02 94 2960111.81 9.44e-02 95 2960111.90 8.99e-02 96 2960111.99 8.55e-02 97 2960112.07 8.14e-02 98 2960112.15 7.74e-02 99 2960112.22 7.35e-02 100 2960112.29 6.99e-02 101 2960112.36 6.64e-02 102 2960112.42 6.30e-02Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 103 2960111.64 -7.83e-01Performing nullcheck... Deleting factor 38 decreases objective by 6.84e+03. Factor retained. Nullcheck complete. Objective: 2960111.64Fitting factor/loading 39 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2967113.54 Inf 2 2967124.32 1.08e+01 3 2967128.10 3.78e+00 4 2967130.88 2.78e+00 5 2967133.06 2.18e+00 6 2967134.81 1.75e+00 7 2967136.24 1.43e+00 8 2967137.43 1.19e+00 9 2967138.43 9.96e-01 10 2967139.27 8.38e-01 11 2967139.98 7.10e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 12 2967137.89 -2.09e+00Performing nullcheck... Deleting factor 39 decreases objective by 7.03e+03. Factor retained. Nullcheck complete. Objective: 2967137.89Fitting factor/loading 40 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2973721.21 Inf 2 2973734.86 1.37e+01 3 2973740.65 5.78e+00 4 2973745.21 4.56e+00 5 2973749.10 3.89e+00 6 2973752.57 3.47e+00 7 2973755.76 3.19e+00 8 2973758.74 2.98e+00 9 2973761.58 2.84e+00 10 2973764.30 2.72e+00 11 2973766.94 2.64e+00 12 2973769.51 2.57e+00 13 2973772.03 2.52e+00 14 2973774.50 2.48e+00 15 2973776.94 2.44e+00 16 2973779.36 2.42e+00 17 2973781.75 2.39e+00 18 2973784.13 2.38e+00 19 2973786.49 2.36e+00 20 2973788.83 2.35e+00 21 2973791.17 2.34e+00 22 2973793.50 2.33e+00 23 2973795.81 2.32e+00 24 2973798.12 2.31e+00 25 2973800.42 2.30e+00 26 2973802.71 2.29e+00 27 2973805.00 2.28e+00 28 2973807.27 2.27e+00 29 2973809.54 2.27e+00 30 2973811.79 2.26e+00 31 2973814.04 2.25e+00 32 2973816.28 2.24e+00 33 2973818.50 2.22e+00 34 2973820.71 2.21e+00 35 2973822.92 2.20e+00 36 2973825.09 2.17e+00 37 2973827.25 2.16e+00 38 2973829.37 2.13e+00 39 2973831.48 2.11e+00 40 2973833.57 2.09e+00 41 2973835.64 2.07e+00 42 2973837.70 2.05e+00 43 2973839.73 2.03e+00 44 2973841.74 2.01e+00 45 2973843.74 1.99e+00 46 2973845.71 1.97e+00 47 2973847.66 1.95e+00 48 2973849.59 1.93e+00 49 2973851.50 1.91e+00 50 2973853.38 1.89e+00 51 2973855.25 1.86e+00 52 2973857.09 1.84e+00 53 2973858.91 1.82e+00 54 2973860.71 1.80e+00 55 2973862.49 1.78e+00 56 2973864.24 1.75e+00 57 2973865.97 1.73e+00 58 2973867.68 1.71e+00 59 2973869.37 1.69e+00 60 2973871.03 1.67e+00 61 2973872.68 1.64e+00 62 2973874.30 1.62e+00 63 2973875.90 1.60e+00 64 2973877.47 1.58e+00 65 2973879.03 1.56e+00 66 2973880.56 1.53e+00 67 2973882.08 1.51e+00 68 2973883.57 1.49e+00 69 2973885.03 1.47e+00 70 2973886.48 1.45e+00 71 2973887.91 1.43e+00 72 2973889.31 1.40e+00 73 2973890.70 1.38e+00 74 2973892.06 1.36e+00 75 2973893.40 1.34e+00 76 2973894.72 1.32e+00 77 2973896.02 1.30e+00 78 2973897.29 1.28e+00 79 2973898.55 1.26e+00 80 2973899.78 1.23e+00 81 2973900.99 1.21e+00 82 2973902.19 1.19e+00 83 2973903.35 1.17e+00 84 2973904.50 1.15e+00 85 2973905.63 1.13e+00 86 2973906.73 1.10e+00 87 2973907.81 1.08e+00 88 2973908.87 1.06e+00 89 2973909.88 1.01e+00 90 2973910.85 9.70e-01 91 2973911.65 7.94e-01 92 2973912.35 7.00e-01 93 2973913.08 7.35e-01 94 2973913.76 6.78e-01 95 2973914.39 6.31e-01 96 2973914.97 5.81e-01 97 2973915.50 5.28e-01 98 2973915.98 4.75e-01 99 2973916.40 4.22e-01 100 2973916.77 3.69e-01 101 2973917.08 3.16e-01 102 2973917.35 2.63e-01 103 2973917.56 2.11e-01 104 2973917.71 1.58e-01 105 2973917.82 1.07e-01 106 2973917.88 5.55e-02 107 2973919.76 1.88e+00 108 2973920.08 3.22e-01 109 2973922.76 2.68e+00 110 2973923.18 4.21e-01 111 2973923.55 3.73e-01 112 2973923.88 3.27e-01 113 2973924.17 2.98e-01 114 2973924.45 2.75e-01 115 2973924.71 2.57e-01 116 2973924.95 2.41e-01 117 2973925.17 2.26e-01 118 2973925.39 2.13e-01 119 2973925.59 2.01e-01 120 2973925.78 1.90e-01 121 2973925.96 1.79e-01 122 2973926.12 1.70e-01 123 2973926.29 1.61e-01 124 2973926.44 1.52e-01 125 2973926.58 1.45e-01 126 2973926.72 1.37e-01 127 2973926.85 1.31e-01 128 2973926.98 1.25e-01 129 2973927.09 1.19e-01 130 2973927.21 1.14e-01 131 2973927.32 1.09e-01 132 2973927.42 1.04e-01 133 2973927.52 9.98e-02 134 2973927.62 9.59e-02 135 2973927.71 9.23e-02 136 2973927.80 8.90e-02 137 2973927.88 8.59e-02 138 2973927.97 8.31e-02 139 2973928.05 8.04e-02 140 2973928.12 7.80e-02 141 2973928.20 7.58e-02 142 2973928.27 7.37e-02 143 2973928.35 7.19e-02 144 2973928.42 7.01e-02 145 2973928.48 6.85e-02 146 2973928.55 6.71e-02 147 2973928.62 6.57e-02 148 2973928.68 6.45e-02 149 2973928.75 6.34e-02 150 2973928.81 6.24e-02 151 2973928.87 6.14e-02 152 2973928.93 6.06e-02 153 2973928.99 5.98e-02 154 2973929.05 5.91e-02 155 2973929.11 5.84e-02 156 2973929.16 5.78e-02 157 2973929.22 5.73e-02 158 2973929.28 5.68e-02 159 2973929.33 5.63e-02 160 2973929.39 5.59e-02 161 2973929.45 5.55e-02 162 2973929.50 5.52e-02 163 2973929.56 5.49e-02 164 2973929.61 5.46e-02 165 2973929.67 5.43e-02 166 2973929.72 5.41e-02 167 2973929.77 5.39e-02 168 2973929.85 7.99e-02 169 2973929.96 1.02e-01 170 2973930.06 1.08e-01 171 2973930.17 1.07e-01 172 2973930.28 1.06e-01 173 2973930.38 1.05e-01 174 2973930.48 1.04e-01 175 2973930.59 1.04e-01 176 2973930.69 1.03e-01 177 2973930.79 1.02e-01 178 2973930.89 1.01e-01 179 2973930.99 1.00e-01 180 2973931.09 9.96e-02 181 2973931.19 9.89e-02 182 2973931.29 9.81e-02 183 2973931.39 9.74e-02 184 2973931.48 9.66e-02 185 2973931.58 9.59e-02 186 2973931.68 9.52e-02 187 2973931.77 9.44e-02 188 2973931.86 9.37e-02 189 2973931.96 9.30e-02 190 2973932.05 9.23e-02 191 2973932.14 9.16e-02 192 2973932.23 9.09e-02 193 2973932.32 9.02e-02 194 2973932.41 8.95e-02 195 2973932.50 8.88e-02 196 2973932.59 8.81e-02 197 2973932.68 8.74e-02 198 2973932.76 8.67e-02 199 2973932.85 8.60e-02 200 2973932.93 8.53e-02 201 2973933.02 8.46e-02 202 2973933.10 8.39e-02 203 2973933.19 8.32e-02 204 2973933.27 8.25e-02 205 2973933.35 8.18e-02 206 2973933.43 8.11e-02 207 2973933.51 8.05e-02 208 2973933.59 7.98e-02 209 2973933.67 7.91e-02 210 2973933.75 7.84e-02 211 2973933.83 7.77e-02 212 2973933.90 7.70e-02 213 2973933.98 7.63e-02 214 2973934.06 7.56e-02 215 2973934.13 7.50e-02 216 2973934.20 7.43e-02 217 2973934.28 7.36e-02 218 2973934.35 7.29e-02 219 2973934.42 7.22e-02 220 2973934.49 7.16e-02 221 2973934.57 7.09e-02 222 2973934.64 7.02e-02 223 2973934.71 6.95e-02 224 2973934.77 6.88e-02 225 2973934.84 6.82e-02 226 2973934.91 6.75e-02 227 2973934.98 6.68e-02 228 2973935.04 6.62e-02 229 2973935.11 6.55e-02 230 2973935.17 6.48e-02 231 2973935.24 6.42e-02 232 2973935.30 6.35e-02 233 2973935.36 6.29e-02 234 2973935.43 6.22e-02 235 2973935.49 6.15e-02 236 2973935.55 6.09e-02 237 2973935.61 6.03e-02 238 2973935.67 5.96e-02 239 2973935.73 5.90e-02 240 2973935.79 5.83e-02 241 2973935.84 5.77e-02 242 2973935.90 5.71e-02 243 2973935.96 5.64e-02 244 2973936.01 5.58e-02 245 2973936.07 5.52e-02 246 2973936.12 5.46e-02 247 2973936.18 5.39e-02 248 2973936.23 5.33e-02 249 2973936.28 5.27e-02 250 2973936.33 5.21e-02 251 2973936.39 5.15e-02 252 2973936.44 5.09e-02 253 2973936.49 5.03e-02 254 2973936.54 4.97e-02 255 2973936.59 4.92e-02 256 2973936.63 4.86e-02 257 2973936.68 4.80e-02 258 2973936.73 4.74e-02 259 2973936.78 4.69e-02 260 2973936.82 4.63e-02 261 2973936.87 4.57e-02 262 2973936.91 4.52e-02 263 2973936.96 4.46e-02 264 2973937.00 4.41e-02 265 2973937.05 4.36e-02 266 2973937.09 4.30e-02 267 2973937.13 4.25e-02 268 2973937.17 4.20e-02 269 2973937.22 4.14e-02 270 2973937.26 4.09e-02 271 2973937.30 4.04e-02 272 2973937.34 3.99e-02 273 2973937.38 3.94e-02 274 2973937.42 3.89e-02 275 2973937.45 3.84e-02 276 2973937.49 3.79e-02 277 2973937.53 3.74e-02 278 2973937.57 3.70e-02 279 2973937.60 3.65e-02 280 2973937.64 3.60e-02 281 2973937.67 3.56e-02 282 2973937.71 3.51e-02 283 2973937.74 3.46e-02 284 2973937.78 3.42e-02 285 2973937.81 3.37e-02 286 2973937.84 3.33e-02 287 2973937.88 3.29e-02 288 2973937.91 3.24e-02 289 2973937.94 3.20e-02 290 2973937.97 3.16e-02 291 2973938.01 3.12e-02 292 2973938.04 3.08e-02 293 2973938.07 3.04e-02 294 2973938.10 3.00e-02 295 2973938.13 2.96e-02 296 2973938.15 2.92e-02 297 2973938.18 2.88e-02 298 2973938.21 2.84e-02 299 2973938.24 2.80e-02 300 2973938.27 2.76e-02 301 2973938.29 2.73e-02 302 2973938.32 2.69e-02 303 2973938.35 2.65e-02 304 2973938.37 2.62e-02 305 2973938.40 2.58e-02 306 2973938.43 2.55e-02 307 2973938.45 2.51e-02 308 2973938.48 2.48e-02 309 2973938.50 2.44e-02 310 2973938.52 2.41e-02 311 2973938.55 2.38e-02 312 2973938.57 2.35e-02 313 2973938.59 2.31e-02 314 2973938.62 2.28e-02 315 2973938.64 2.25e-02 316 2973938.66 2.22e-02 317 2973938.68 2.19e-02 318 2973938.71 2.16e-02 319 2973938.73 2.13e-02 320 2973938.75 2.10e-02 321 2973938.77 2.07e-02 322 2973938.79 2.04e-02 323 2973938.81 2.02e-02 324 2973938.83 1.99e-02 325 2973938.85 1.96e-02 326 2973938.87 1.93e-02 327 2973938.89 1.91e-02 328 2973938.91 1.88e-02 329 2973938.92 1.86e-02 330 2973938.94 1.83e-02 331 2973938.96 1.80e-02 332 2973938.98 1.78e-02 333 2973939.00 1.76e-02 334 2973939.01 1.73e-02 335 2973939.03 1.71e-02 336 2973939.05 1.68e-02 337 2973939.06 1.66e-02 338 2973939.08 1.64e-02 339 2973939.10 1.61e-02 340 2973939.11 1.59e-02 341 2973939.13 1.57e-02 342 2973939.14 1.55e-02 343 2973939.16 1.53e-02 344 2973939.17 1.51e-02 345 2973939.19 1.49e-02 346 2973939.20 1.46e-02 347 2973939.22 1.44e-02 348 2973939.23 1.42e-02 349 2973939.25 1.40e-02 350 2973939.26 1.39e-02 351 2973939.27 1.37e-02 352 2973939.29 1.35e-02 353 2973939.30 1.33e-02 354 2973939.31 1.31e-02 355 2973939.33 1.29e-02 356 2973939.34 1.27e-02 357 2973939.35 1.26e-02 358 2973939.36 1.24e-02 359 2973939.38 1.22e-02 360 2973939.39 1.21e-02 361 2973939.40 1.19e-02 362 2973939.41 1.17e-02 363 2973939.42 1.16e-02 364 2973939.44 1.14e-02 365 2973939.45 1.12e-02 366 2973939.46 1.11e-02 367 2973939.47 1.09e-02 368 2973939.48 1.08e-02 369 2973939.49 1.06e-02 370 2973939.50 1.05e-02 371 2973939.51 1.03e-02 372 2973939.52 1.02e-02 373 2973939.53 1.01e-02 374 2973939.54 9.91e-03Performing nullcheck... Deleting factor 40 decreases objective by 6.80e+03. Factor retained. Nullcheck complete. Objective: 2973939.54Fitting factor/loading 41 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2980464.35 Inf 2 2980476.67 1.23e+01 3 2980479.25 2.58e+00 4 2980483.76 4.51e+00 5 2980484.69 9.33e-01 6 2980491.41 6.71e+00 7 2980494.76 3.36e+00 8 2980498.03 3.27e+00 9 2980501.13 3.10e+00 10 2980506.81 5.68e+00 11 2980509.93 3.12e+00 12 2980513.00 3.07e+00 13 2980516.04 3.04e+00 14 2980519.06 3.02e+00 15 2980522.07 3.00e+00 16 2980525.06 2.99e+00 17 2980528.05 2.99e+00 18 2980531.03 2.98e+00 19 2980534.00 2.98e+00 20 2980536.98 2.98e+00 21 2980539.95 2.97e+00 22 2980542.93 2.97e+00 23 2980545.90 2.97e+00 24 2980548.88 2.98e+00 25 2980551.85 2.98e+00 26 2980554.83 2.98e+00 27 2980557.82 2.98e+00 28 2980560.81 3.00e+00 29 2980563.83 3.01e+00 30 2980566.86 3.03e+00 31 2980569.92 3.06e+00 32 2980573.00 3.08e+00 33 2980576.10 3.10e+00 34 2980579.22 3.12e+00 35 2980582.30 3.09e+00 36 2980585.33 3.03e+00 37 2980588.32 2.99e+00 38 2980591.27 2.95e+00 39 2980594.16 2.89e+00 40 2980596.98 2.83e+00 41 2980599.74 2.76e+00 42 2980602.43 2.68e+00 43 2980605.03 2.61e+00 44 2980607.56 2.53e+00 45 2980610.01 2.45e+00 46 2980612.38 2.37e+00 47 2980614.67 2.29e+00 48 2980616.89 2.22e+00 49 2980619.04 2.15e+00 50 2980621.12 2.08e+00 51 2980623.13 2.01e+00 52 2980625.08 1.95e+00 53 2980626.96 1.88e+00 54 2980628.78 1.82e+00 55 2980630.54 1.76e+00 56 2980632.25 1.70e+00 57 2980633.89 1.64e+00 58 2980635.48 1.59e+00 59 2980637.01 1.53e+00 60 2980638.48 1.48e+00 61 2980639.90 1.42e+00 62 2980641.27 1.37e+00 63 2980642.59 1.31e+00 64 2980643.85 1.26e+00 65 2980645.06 1.21e+00 66 2980646.23 1.16e+00 67 2980647.34 1.12e+00 68 2980648.42 1.07e+00 69 2980649.45 1.03e+00 70 2980650.44 9.90e-01 71 2980651.39 9.51e-01 72 2980652.30 9.14e-01 73 2980653.18 8.79e-01 74 2980654.03 8.46e-01 75 2980654.84 8.15e-01 76 2980655.63 7.85e-01 77 2980656.39 7.57e-01 78 2980657.12 7.31e-01 79 2980657.83 7.09e-01 80 2980658.52 6.90e-01 81 2980659.19 6.71e-01 82 2980659.84 6.54e-01 83 2980660.48 6.37e-01 84 2980661.10 6.20e-01 85 2980661.70 6.04e-01 86 2980662.29 5.88e-01 87 2980662.86 5.72e-01 88 2980663.42 5.56e-01 89 2980663.96 5.40e-01 90 2980664.48 5.24e-01 91 2980664.99 5.05e-01 92 2980665.47 4.84e-01 93 2980665.93 4.63e-01 94 2980666.38 4.43e-01 95 2980666.80 4.24e-01 96 2980667.21 4.06e-01 97 2980667.60 3.89e-01 98 2980667.97 3.73e-01 99 2980668.33 3.57e-01 100 2980668.67 3.42e-01 101 2980669.00 3.28e-01 102 2980669.31 3.14e-01 103 2980669.61 3.01e-01 104 2980669.90 2.89e-01 105 2980670.18 2.77e-01 106 2980670.44 2.66e-01 107 2980670.70 2.55e-01 108 2980670.94 2.44e-01 109 2980671.18 2.34e-01 110 2980671.40 2.25e-01 111 2980671.62 2.16e-01 112 2980671.83 2.07e-01 113 2980672.02 1.99e-01 114 2980672.22 1.91e-01 115 2980672.40 1.83e-01 116 2980672.57 1.76e-01 117 2980672.74 1.69e-01 118 2980672.91 1.62e-01 119 2980673.06 1.56e-01 120 2980673.21 1.50e-01 121 2980673.36 1.44e-01 122 2980673.49 1.38e-01 123 2980673.63 1.33e-01 124 2980673.75 1.28e-01 125 2980673.88 1.23e-01 126 2980674.00 1.18e-01 127 2980674.11 1.14e-01 128 2980674.22 1.10e-01 129 2980674.33 1.06e-01 130 2980674.43 1.02e-01 131 2980674.53 9.79e-02 132 2980674.62 9.43e-02 133 2980674.71 9.08e-02 134 2980674.80 8.75e-02 135 2980674.88 8.43e-02 136 2980674.96 8.13e-02 137 2980675.04 7.84e-02 138 2980675.12 7.56e-02 139 2980675.19 7.29e-02 140 2980675.26 7.03e-02 141 2980675.33 6.78e-02 142 2980675.39 6.55e-02 143 2980675.46 6.32e-02 144 2980675.52 6.10e-02 145 2980675.58 5.90e-02 146 2980675.63 5.69e-02 147 2980675.69 5.50e-02 148 2980675.74 5.32e-02 149 2980675.79 5.14e-02 150 2980675.84 4.97e-02 151 2980675.89 4.81e-02 152 2980675.94 4.65e-02 153 2980675.98 4.50e-02 154 2980676.03 4.35e-02 155 2980676.07 4.21e-02 156 2980676.11 4.08e-02 157 2980676.15 3.95e-02 158 2980676.19 3.82e-02 159 2980676.22 3.70e-02 160 2980676.26 3.55e-02 161 2980676.29 3.41e-02 162 2980676.33 3.30e-02 163 2980676.36 3.20e-02 164 2980676.39 3.11e-02 165 2980676.42 3.02e-02 166 2980676.45 2.86e-02 167 2980676.48 2.73e-02 168 2980676.50 2.65e-02 169 2980676.53 2.57e-02 170 2980676.55 2.50e-02 171 2980676.58 2.43e-02 172 2980676.60 2.36e-02 173 2980676.62 2.29e-02 174 2980676.65 2.23e-02 175 2980676.67 2.16e-02 176 2980676.69 2.10e-02 177 2980676.71 2.05e-02 178 2980676.73 1.99e-02 179 2980676.75 1.93e-02 180 2980676.77 1.88e-02 181 2980676.79 1.83e-02 182 2980676.80 1.78e-02 183 2980676.82 1.73e-02 184 2980676.84 1.69e-02 185 2980676.85 1.65e-02 186 2980676.87 1.60e-02 187 2980676.89 1.56e-02 188 2980676.90 1.52e-02 189 2980676.92 1.48e-02 190 2980676.93 1.45e-02 191 2980676.94 1.41e-02 192 2980676.96 1.37e-02 193 2980676.97 1.34e-02 194 2980676.98 1.31e-02 195 2980677.00 1.28e-02 196 2980677.01 1.24e-02 197 2980677.02 1.21e-02 198 2980677.03 1.18e-02 199 2980677.05 1.16e-02 200 2980677.06 1.13e-02 201 2980677.07 1.10e-02 202 2980677.08 1.08e-02 203 2980677.09 1.05e-02 204 2980677.10 1.03e-02 205 2980677.11 1.00e-02 206 2980677.12 9.81e-03Performing nullcheck... Deleting factor 41 decreases objective by 6.74e+03. Factor retained. Nullcheck complete. Objective: 2980677.12Fitting factor/loading 42 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2987385.55 Inf 2 2987393.80 8.25e+00 3 2987400.00 6.20e+00 4 2987402.30 2.30e+00 5 2987403.99 1.69e+00 6 2987405.29 1.30e+00 7 2987406.34 1.04e+00 8 2987407.19 8.56e-01 9 2987407.91 7.14e-01 10 2987408.51 6.04e-01 11 2987409.03 5.15e-01 12 2987409.47 4.44e-01 13 2987409.86 3.84e-01Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 14 2987407.42 -2.43e+00Performing nullcheck... Deleting factor 42 decreases objective by 6.73e+03. Factor retained. Nullcheck complete. Objective: 2987407.42Fitting factor/loading 43 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 2993970.18 Inf 2 2993981.58 1.14e+01 3 2993986.65 5.08e+00 4 2993991.07 4.42e+00 5 2993994.58 3.51e+00 6 2993997.44 2.85e+00 7 2993999.80 2.37e+00 8 2994001.80 1.99e+00 9 2994003.50 1.70e+00 10 2994004.97 1.47e+00 11 2994006.25 1.28e+00 12 2994007.38 1.12e+00 13 2994008.37 9.92e-01 14 2994009.26 8.89e-01 15 2994010.05 7.91e-01 16 2994010.75 7.04e-01 17 2994011.38 6.31e-01 18 2994011.95 5.69e-01 19 2994012.47 5.14e-01 20 2994012.93 4.67e-01 21 2994013.36 4.25e-01 22 2994013.74 3.87e-01 23 2994014.10 3.54e-01 24 2994014.42 3.23e-01 25 2994014.72 2.96e-01 26 2994014.99 2.72e-01 27 2994015.24 2.50e-01 28 2994015.47 2.30e-01 29 2994015.68 2.12e-01 30 2994015.88 1.95e-01 31 2994016.06 1.80e-01 32 2994016.22 1.67e-01 33 2994016.38 1.54e-01 34 2994016.52 1.43e-01 35 2994016.65 1.32e-01 36 2994016.77 1.23e-01 37 2994016.89 1.14e-01 38 2994016.99 1.06e-01 39 2994017.09 9.85e-02 40 2994017.18 9.16e-02 41 2994017.27 8.53e-02 42 2994017.35 7.95e-02 43 2994017.41 6.26e-02 44 2994017.44 3.30e-02 45 2994017.49 4.61e-02 46 2994017.53 4.06e-02 47 2994017.57 3.88e-02 48 2994017.61 3.59e-02 49 2994017.64 3.26e-02 50 2994017.67 2.92e-02 51 2994017.69 2.59e-02 52 2994017.72 2.26e-02 53 2994017.74 1.96e-02 54 2994017.75 1.66e-02 55 2994017.77 1.38e-02 56 2994017.78 1.12e-02 57 2994017.79 8.63e-03Performing nullcheck... Deleting factor 43 decreases objective by 6.61e+03. Factor retained. Nullcheck complete. Objective: 2994017.79Fitting factor/loading 44 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3000600.70 Inf 2 3000611.48 1.08e+01 3 3000615.16 3.68e+00 4 3000617.95 2.79e+00 5 3000620.26 2.31e+00 6 3000622.25 2.00e+00 7 3000624.03 1.77e+00 8 3000625.63 1.60e+00 9 3000627.10 1.47e+00 10 3000628.46 1.36e+00 11 3000629.73 1.26e+00 12 3000630.91 1.18e+00 13 3000632.02 1.11e+00 14 3000633.07 1.05e+00 15 3000634.07 9.97e-01 16 3000635.02 9.48e-01 17 3000635.92 9.05e-01 18 3000636.79 8.67e-01 19 3000637.62 8.32e-01 20 3000638.42 8.01e-01 21 3000639.20 7.73e-01 22 3000639.95 7.55e-01 23 3000640.69 7.38e-01 24 3000641.41 7.17e-01 25 3000642.10 6.98e-01 26 3000642.78 6.80e-01 27 3000643.45 6.63e-01 28 3000644.09 6.47e-01 29 3000644.73 6.32e-01 30 3000645.34 6.17e-01 31 3000645.95 6.02e-01 32 3000646.54 5.96e-01 33 3000647.13 5.87e-01 34 3000647.70 5.74e-01 35 3000648.26 5.60e-01 36 3000648.82 5.52e-01 37 3000649.35 5.34e-01 38 3000649.87 5.21e-01 39 3000650.38 5.08e-01 40 3000650.87 4.94e-01 41 3000651.35 4.81e-01 42 3000651.82 4.68e-01 43 3000652.28 4.55e-01 44 3000652.72 4.42e-01 45 3000653.15 4.29e-01 46 3000653.56 4.17e-01 47 3000653.97 4.04e-01 48 3000654.36 3.92e-01 49 3000654.74 3.80e-01 50 3000655.11 3.68e-01 51 3000655.47 3.56e-01 52 3000655.81 3.45e-01 53 3000656.14 3.34e-01 54 3000656.47 3.23e-01 55 3000656.78 3.12e-01 56 3000657.08 3.01e-01 57 3000657.37 2.91e-01 58 3000657.65 2.81e-01 59 3000657.92 2.71e-01 60 3000658.18 2.62e-01 61 3000658.44 2.52e-01 62 3000658.68 2.43e-01 63 3000658.91 2.35e-01 64 3000659.14 2.26e-01 65 3000659.36 2.18e-01 66 3000659.57 2.10e-01 67 3000659.78 2.08e-01 68 3000660.00 2.27e-01 69 3000660.22 2.21e-01 70 3000660.44 2.11e-01 71 3000660.64 2.02e-01 72 3000660.83 1.93e-01 73 3000661.02 1.85e-01 74 3000661.19 1.76e-01 75 3000661.36 1.68e-01 76 3000661.52 1.60e-01 77 3000661.67 1.53e-01 78 3000661.82 1.45e-01 79 3000661.96 1.38e-01 80 3000662.09 1.32e-01 81 3000662.21 1.25e-01 82 3000662.33 1.19e-01 83 3000662.44 1.13e-01 84 3000662.55 1.07e-01 85 3000662.65 1.01e-01 86 3000662.75 9.57e-02 87 3000662.84 9.05e-02 88 3000662.92 8.56e-02 89 3000663.00 8.09e-02 90 3000663.08 7.64e-02 91 3000663.15 7.21e-02 92 3000663.22 6.80e-02 93 3000663.29 6.41e-02 94 3000663.35 6.04e-02 95 3000663.40 5.69e-02 96 3000663.46 5.35e-02 97 3000663.51 5.03e-02 98 3000663.55 4.73e-02 99 3000663.60 4.44e-02 100 3000663.64 4.17e-02 101 3000663.68 3.91e-02 102 3000663.72 3.67e-02 103 3000663.75 3.43e-02 104 3000663.78 3.21e-02 105 3000663.81 3.01e-02 106 3000663.84 2.81e-02 107 3000663.87 2.63e-02 108 3000663.89 2.45e-02 109 3000663.91 2.28e-02 110 3000663.94 2.13e-02 111 3000663.96 1.98e-02 112 3000663.97 1.84e-02 113 3000663.99 1.71e-02 114 3000664.01 1.59e-02 115 3000664.02 1.47e-02 116 3000664.03 1.36e-02 117 3000664.05 1.26e-02 118 3000664.06 1.16e-02 119 3000664.07 1.07e-02 120 3000664.08 9.83e-03Performing nullcheck... Deleting factor 44 decreases objective by 6.65e+03. Factor retained. Nullcheck complete. Objective: 3000664.08Fitting factor/loading 45 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3007180.26 Inf 2 3007190.98 1.07e+01 3 3007195.01 4.03e+00 4 3007198.11 3.10e+00 5 3007200.66 2.55e+00 6 3007202.83 2.17e+00 7 3007204.73 1.90e+00Warning in verbose_obj_decrease_warning(): An iteration decreased the objective.
This happens occasionally, perhaps due to numeric reasons. You could ignore this
warning, but you might like to check out https://github.com/stephenslab/flashr/
issues/26 for more details. 8 3007203.73 -1.00e+00Performing nullcheck... Deleting factor 45 decreases objective by 6.54e+03. Factor retained. Nullcheck complete. Objective: 3007203.73Fitting factor/loading 46 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3013716.16 Inf 2 3013727.54 1.14e+01 3 3013731.68 4.15e+00 4 3013734.83 3.14e+00 5 3013737.39 2.56e+00 6 3013739.57 2.18e+00 7 3013741.48 1.91e+00 8 3013743.17 1.70e+00 9 3013744.71 1.54e+00 10 3013746.12 1.41e+00 11 3013747.42 1.30e+00 12 3013748.63 1.21e+00 13 3013749.76 1.13e+00 14 3013750.82 1.06e+00 15 3013751.82 1.00e+00 16 3013752.77 9.47e-01 17 3013753.67 8.97e-01 18 3013754.52 8.52e-01 19 3013755.33 8.11e-01 20 3013756.10 7.72e-01 21 3013756.84 7.37e-01 22 3013757.54 7.05e-01 23 3013758.22 6.76e-01 24 3013758.87 6.48e-01 25 3013759.49 6.22e-01 26 3013760.09 5.97e-01 27 3013760.66 5.73e-01 28 3013761.21 5.51e-01 29 3013761.74 5.30e-01 30 3013762.25 5.09e-01 31 3013762.74 4.91e-01 32 3013763.21 4.73e-01 33 3013763.67 4.56e-01 34 3013764.11 4.40e-01 35 3013764.53 4.24e-01 36 3013764.94 4.10e-01 37 3013765.34 3.96e-01 38 3013765.72 3.82e-01 39 3013766.09 3.69e-01 40 3013766.45 3.56e-01 41 3013766.79 3.44e-01 42 3013767.12 3.32e-01 43 3013767.44 3.21e-01 44 3013767.75 3.10e-01 45 3013768.05 3.00e-01 46 3013768.34 2.90e-01 47 3013768.62 2.80e-01 48 3013768.90 2.71e-01 49 3013769.16 2.62e-01 50 3013769.41 2.54e-01 51 3013769.66 2.46e-01 52 3013769.89 2.38e-01 53 3013770.12 2.30e-01 54 3013770.35 2.23e-01 55 3013770.56 2.16e-01 56 3013770.77 2.09e-01 57 3013770.97 2.02e-01 58 3013771.17 1.96e-01 59 3013771.36 1.90e-01 60 3013771.54 1.84e-01 61 3013771.72 1.78e-01 62 3013771.90 1.73e-01 63 3013772.06 1.67e-01 64 3013772.23 1.62e-01 65 3013772.38 1.57e-01 66 3013772.54 1.52e-01 67 3013772.68 1.48e-01 68 3013772.83 1.43e-01 69 3013772.97 1.39e-01 70 3013773.10 1.35e-01 71 3013773.23 1.31e-01 72 3013773.36 1.27e-01 73 3013773.48 1.23e-01 74 3013773.60 1.19e-01 75 3013773.71 1.15e-01 76 3013773.83 1.12e-01 77 3013773.94 1.09e-01 78 3013774.04 1.05e-01 79 3013774.14 1.02e-01 80 3013774.24 9.90e-02 81 3013774.34 9.60e-02 82 3013774.43 9.31e-02 83 3013774.52 9.03e-02 84 3013774.61 8.76e-02 85 3013774.69 8.49e-02 86 3013774.78 8.24e-02 87 3013774.86 7.99e-02 88 3013774.93 7.75e-02 89 3013775.01 7.51e-02 90 3013775.08 7.29e-02 91 3013775.15 7.07e-02 92 3013775.22 6.85e-02 93 3013775.29 6.64e-02 94 3013775.35 6.44e-02 95 3013775.41 6.25e-02 96 3013775.47 6.06e-02 97 3013775.53 5.88e-02 98 3013775.59 5.70e-02 99 3013775.65 5.53e-02 100 3013775.70 5.36e-02 101 3013775.75 5.20e-02 102 3013775.80 5.04e-02 103 3013775.85 4.89e-02 104 3013775.90 4.74e-02 105 3013775.94 4.59e-02 106 3013775.99 4.45e-02 107 3013776.03 4.32e-02 108 3013776.07 4.19e-02 109 3013776.11 4.06e-02 110 3013776.15 3.94e-02 111 3013776.19 3.82e-02 112 3013776.23 3.70e-02 113 3013776.26 3.59e-02 114 3013776.30 3.48e-02 115 3013776.33 3.37e-02 116 3013776.36 3.27e-02 117 3013776.40 3.17e-02 118 3013776.43 3.07e-02 119 3013776.46 2.98e-02 120 3013776.49 2.88e-02 121 3013776.51 2.80e-02 122 3013776.54 2.71e-02 123 3013776.57 2.63e-02 124 3013776.59 2.55e-02 125 3013776.62 2.47e-02 126 3013776.64 2.39e-02 127 3013776.66 2.32e-02 128 3013776.69 2.25e-02 129 3013776.71 2.18e-02 130 3013776.73 2.11e-02 131 3013776.75 2.05e-02 132 3013776.77 1.98e-02 133 3013776.79 1.92e-02 134 3013776.81 1.86e-02 135 3013776.83 1.80e-02 136 3013776.84 1.75e-02 137 3013776.86 1.69e-02 138 3013776.88 1.64e-02 139 3013776.89 1.59e-02 140 3013776.91 1.54e-02 141 3013776.92 1.49e-02 142 3013776.94 1.45e-02 143 3013776.95 1.40e-02 144 3013776.97 1.36e-02 145 3013776.98 1.32e-02 146 3013776.99 1.27e-02 147 3013777.00 1.23e-02 148 3013777.02 1.20e-02 149 3013777.03 1.16e-02 150 3013777.04 1.12e-02 151 3013777.05 1.09e-02 152 3013777.06 1.05e-02 153 3013777.07 1.02e-02 154 3013777.08 9.88e-03Performing nullcheck... Deleting factor 46 decreases objective by 6.57e+03. Factor retained. Nullcheck complete. Objective: 3013777.08Fitting factor/loading 47 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3020197.09 Inf 2 3020210.20 1.31e+01 3 3020215.16 4.96e+00 4 3020218.62 3.46e+00 5 3020221.31 2.69e+00 6 3020223.49 2.18e+00 7 3020225.32 1.83e+00 8 3020226.87 1.56e+00 9 3020228.24 1.36e+00 10 3020229.45 1.21e+00 11 3020230.52 1.08e+00 12 3020231.50 9.75e-01 13 3020232.39 8.89e-01 14 3020233.20 8.17e-01 15 3020233.96 7.55e-01 16 3020234.66 7.02e-01 17 3020235.32 6.56e-01 18 3020235.93 6.15e-01 19 3020236.51 5.79e-01 20 3020237.06 5.46e-01 21 3020237.57 5.16e-01 22 3020238.06 4.89e-01 23 3020238.53 4.64e-01 24 3020238.97 4.41e-01 25 3020239.39 4.20e-01 26 3020239.79 4.00e-01 27 3020240.17 3.82e-01 28 3020240.54 3.65e-01 29 3020240.88 3.48e-01 30 3020241.22 3.33e-01 31 3020241.54 3.19e-01 32 3020241.84 3.05e-01 33 3020242.13 2.92e-01 34 3020242.41 2.80e-01 35 3020242.68 2.68e-01 36 3020242.94 2.57e-01 37 3020243.19 2.47e-01 38 3020243.42 2.37e-01 39 3020243.65 2.27e-01 40 3020243.87 2.18e-01 41 3020244.08 2.10e-01 42 3020244.28 2.01e-01 43 3020244.47 1.93e-01 44 3020244.66 1.85e-01 45 3020244.84 1.78e-01 46 3020245.01 1.71e-01 47 3020245.17 1.64e-01 48 3020245.33 1.57e-01 49 3020245.48 1.51e-01 50 3020245.62 1.45e-01 51 3020245.76 1.39e-01 52 3020245.90 1.33e-01 53 3020246.02 1.28e-01 54 3020246.15 1.23e-01 55 3020246.26 1.18e-01 56 3020246.38 1.13e-01 57 3020246.49 1.08e-01 58 3020246.59 1.04e-01 59 3020246.69 9.95e-02 60 3020246.78 9.53e-02 61 3020246.88 9.14e-02 62 3020246.96 8.76e-02 63 3020247.05 8.39e-02 64 3020247.13 8.04e-02 65 3020247.20 7.72e-02 66 3020247.28 7.42e-02 67 3020247.35 7.13e-02 68 3020247.42 6.86e-02 69 3020247.48 6.60e-02 70 3020247.55 6.34e-02 71 3020247.61 6.10e-02 72 3020247.67 5.87e-02 73 3020247.72 5.61e-02 74 3020247.78 5.37e-02 75 3020247.83 5.15e-02 76 3020247.88 4.96e-02 77 3020247.93 4.77e-02 78 3020247.97 4.59e-02 79 3020248.02 4.41e-02 80 3020248.06 4.25e-02 81 3020248.10 4.09e-02 82 3020248.14 3.93e-02 83 3020248.18 3.78e-02 84 3020248.21 3.63e-02 85 3020248.25 3.46e-02 86 3020248.28 3.31e-02 87 3020248.31 3.17e-02 88 3020248.34 3.03e-02 89 3020248.37 2.90e-02 90 3020248.40 2.77e-02 91 3020248.43 2.65e-02 92 3020248.45 2.53e-02 93 3020248.48 2.42e-02 94 3020248.50 2.31e-02 95 3020248.52 2.20e-02 96 3020248.54 2.10e-02 97 3020248.56 2.00e-02 98 3020248.58 1.91e-02 99 3020248.60 1.83e-02 100 3020248.62 1.74e-02 101 3020248.63 1.66e-02 102 3020248.65 1.58e-02 103 3020248.66 1.51e-02 104 3020248.68 1.44e-02 105 3020248.69 1.35e-02 106 3020248.70 1.28e-02 107 3020248.72 1.21e-02 108 3020248.73 1.15e-02 109 3020248.74 1.09e-02 110 3020248.75 1.04e-02 111 3020248.76 9.87e-03Performing nullcheck... Deleting factor 47 decreases objective by 6.47e+03. Factor retained. Nullcheck complete. Objective: 3020248.76Fitting factor/loading 48 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3026644.80 Inf 2 3026657.23 1.24e+01 3 3026661.73 4.50e+00 4 3026665.02 3.29e+00 5 3026667.66 2.63e+00 6 3026669.88 2.22e+00 7 3026671.81 1.93e+00 8 3026673.53 1.72e+00 9 3026675.09 1.56e+00 10 3026676.52 1.43e+00 11 3026677.85 1.32e+00 12 3026679.08 1.24e+00 13 3026680.24 1.16e+00 14 3026681.34 1.09e+00 15 3026682.37 1.04e+00 16 3026683.36 9.86e-01 17 3026684.30 9.41e-01 18 3026685.20 9.01e-01 19 3026686.07 8.65e-01 20 3026686.90 8.32e-01 21 3026687.70 8.02e-01 22 3026688.47 7.74e-01 23 3026689.22 7.49e-01 24 3026689.95 7.25e-01 25 3026690.65 7.02e-01 26 3026691.33 6.81e-01 27 3026691.99 6.61e-01 28 3026692.63 6.42e-01 29 3026693.26 6.24e-01 30 3026693.86 6.06e-01 31 3026694.45 5.90e-01 32 3026695.03 5.74e-01 33 3026695.58 5.58e-01 34 3026696.13 5.44e-01 35 3026696.66 5.29e-01 36 3026697.17 5.12e-01 37 3026697.66 4.95e-01 38 3026698.14 4.79e-01 39 3026698.60 4.63e-01 40 3026699.05 4.50e-01 41 3026699.49 4.36e-01 42 3026699.91 4.24e-01 43 3026700.33 4.13e-01 44 3026700.73 4.00e-01 45 3026701.11 3.86e-01 46 3026701.49 3.73e-01 47 3026701.85 3.62e-01 48 3026702.20 3.48e-01 49 3026702.53 3.35e-01 50 3026702.85 3.20e-01 51 3026703.16 3.06e-01 52 3026703.45 2.93e-01 53 3026703.73 2.81e-01 54 3026704.00 2.69e-01 55 3026704.26 2.59e-01 56 3026704.51 2.49e-01 57 3026704.75 2.40e-01 58 3026704.98 2.32e-01 59 3026705.21 2.25e-01 60 3026705.43 2.19e-01 61 3026705.64 2.13e-01 62 3026705.85 2.08e-01 63 3026706.05 2.03e-01 64 3026706.25 1.99e-01 65 3026706.44 1.95e-01 66 3026706.63 1.90e-01 67 3026706.82 1.87e-01 68 3026707.00 1.83e-01 69 3026707.18 1.80e-01 70 3026707.36 1.77e-01 71 3026707.53 1.74e-01 72 3026707.71 1.72e-01 73 3026707.88 1.69e-01 74 3026708.04 1.67e-01 75 3026708.21 1.65e-01 76 3026708.37 1.65e-01 77 3026708.54 1.70e-01 78 3026708.71 1.67e-01 79 3026708.87 1.65e-01 80 3026709.04 1.64e-01 81 3026709.20 1.65e-01 82 3026709.37 1.62e-01 83 3026709.52 1.59e-01 84 3026709.68 1.56e-01 85 3026709.83 1.53e-01 86 3026709.98 1.50e-01 87 3026710.13 1.48e-01 88 3026710.28 1.45e-01 89 3026710.42 1.43e-01 90 3026710.56 1.40e-01 91 3026710.70 1.38e-01 92 3026710.83 1.36e-01 93 3026710.97 1.33e-01 94 3026711.10 1.31e-01 95 3026711.23 1.29e-01 96 3026711.35 1.26e-01 97 3026711.48 1.24e-01 98 3026711.60 1.22e-01 99 3026711.72 1.20e-01 100 3026711.84 1.18e-01 101 3026711.95 1.16e-01 102 3026712.07 1.14e-01 103 3026712.18 1.12e-01 104 3026712.29 1.10e-01 105 3026712.40 1.08e-01 106 3026712.50 1.07e-01 107 3026712.61 1.05e-01 108 3026712.71 1.03e-01 109 3026712.81 1.01e-01 110 3026712.91 9.97e-02 111 3026713.01 9.80e-02 112 3026713.11 9.64e-02 113 3026713.20 9.48e-02 114 3026713.30 9.32e-02 115 3026713.39 9.17e-02 116 3026713.48 9.02e-02 117 3026713.57 8.87e-02 118 3026713.65 8.73e-02 119 3026713.74 8.58e-02 120 3026713.82 8.44e-02 121 3026713.91 8.30e-02 122 3026713.99 8.17e-02 123 3026714.07 8.03e-02 124 3026714.15 7.90e-02 125 3026714.23 7.78e-02 126 3026714.30 7.65e-02 127 3026714.38 7.52e-02 128 3026714.45 7.40e-02 129 3026714.52 7.28e-02 130 3026714.60 7.16e-02 131 3026714.67 7.05e-02 132 3026714.74 6.93e-02 133 3026714.80 6.82e-02 134 3026714.87 6.71e-02 135 3026714.94 6.60e-02 136 3026715.00 6.49e-02 137 3026715.07 6.39e-02 138 3026715.13 6.29e-02 139 3026715.19 6.18e-02 140 3026715.25 6.08e-02 141 3026715.31 5.99e-02 142 3026715.37 5.89e-02 143 3026715.43 5.79e-02 144 3026715.49 5.70e-02 145 3026715.54 5.61e-02 146 3026715.60 5.52e-02 147 3026715.65 5.43e-02 148 3026715.70 5.34e-02 149 3026715.76 5.25e-02 150 3026715.81 5.17e-02 151 3026715.86 5.09e-02 152 3026715.91 5.00e-02 153 3026715.96 4.92e-02 154 3026716.01 4.84e-02 155 3026716.05 4.76e-02 156 3026716.10 4.69e-02 157 3026716.15 4.61e-02 158 3026716.19 4.54e-02 159 3026716.24 4.46e-02 160 3026716.28 4.39e-02 161 3026716.32 4.32e-02 162 3026716.37 4.25e-02 163 3026716.41 4.18e-02 164 3026716.45 4.11e-02 165 3026716.49 4.05e-02 166 3026716.53 3.98e-02 167 3026716.57 3.92e-02 168 3026716.61 3.85e-02 169 3026716.65 3.79e-02 170 3026716.68 3.73e-02 171 3026716.72 3.67e-02 172 3026716.76 3.61e-02 173 3026716.79 3.55e-02 174 3026716.83 3.49e-02 175 3026716.86 3.43e-02 176 3026716.89 3.38e-02 177 3026716.93 3.32e-02 178 3026716.96 3.26e-02 179 3026716.99 3.21e-02 180 3026717.02 3.16e-02 181 3026717.06 3.10e-02 182 3026717.09 3.05e-02 183 3026717.12 3.00e-02 184 3026717.15 2.95e-02 185 3026717.17 2.90e-02 186 3026717.20 2.85e-02 187 3026717.23 2.81e-02 188 3026717.26 2.76e-02 189 3026717.29 2.71e-02 190 3026717.31 2.67e-02 191 3026717.34 2.62e-02 192 3026717.36 2.58e-02 193 3026717.39 2.53e-02 194 3026717.41 2.49e-02 195 3026717.44 2.45e-02 196 3026717.46 2.41e-02 197 3026717.49 2.37e-02 198 3026717.51 2.33e-02 199 3026717.53 2.29e-02 200 3026717.56 2.25e-02 201 3026717.58 2.21e-02 202 3026717.60 2.17e-02 203 3026717.62 2.14e-02 204 3026717.64 2.10e-02 205 3026717.66 2.07e-02 206 3026717.68 2.03e-02 207 3026717.70 2.00e-02 208 3026717.72 1.96e-02 209 3026717.74 1.93e-02 210 3026717.76 1.90e-02 211 3026717.78 1.86e-02 212 3026717.80 1.83e-02 213 3026717.82 1.80e-02 214 3026717.83 1.77e-02 215 3026717.85 1.74e-02 216 3026717.87 1.71e-02 217 3026717.88 1.68e-02 218 3026717.90 1.65e-02 219 3026717.92 1.62e-02 220 3026717.93 1.60e-02 221 3026717.95 1.57e-02 222 3026717.96 1.54e-02 223 3026717.98 1.51e-02 224 3026717.99 1.49e-02 225 3026718.01 1.46e-02 226 3026718.02 1.44e-02 227 3026718.04 1.41e-02 228 3026718.05 1.39e-02 229 3026718.06 1.36e-02 230 3026718.08 1.34e-02 231 3026718.09 1.32e-02 232 3026718.10 1.29e-02 233 3026718.12 1.27e-02 234 3026718.13 1.25e-02 235 3026718.14 1.23e-02 236 3026718.15 1.21e-02 237 3026718.17 1.19e-02 238 3026718.18 1.16e-02 239 3026718.19 1.14e-02 240 3026718.20 1.12e-02 241 3026718.21 1.10e-02 242 3026718.22 1.09e-02 243 3026718.23 1.07e-02 244 3026718.24 1.05e-02 245 3026718.25 1.03e-02 246 3026718.26 1.01e-02 247 3026718.27 9.93e-03Performing nullcheck... Deleting factor 48 decreases objective by 6.47e+03. Factor retained. Nullcheck complete. Objective: 3026718.27Fitting factor/loading 49 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3033096.10 Inf 2 3033108.72 1.26e+01 3 3033113.99 5.28e+00 4 3033118.21 4.22e+00 5 3033121.78 3.57e+00 6 3033127.65 5.88e+00 7 3033130.14 2.49e+00 8 3033132.39 2.25e+00 9 3033134.47 2.08e+00 10 3033136.41 1.94e+00 11 3033138.23 1.82e+00 12 3033139.94 1.71e+00 13 3033141.56 1.61e+00 14 3033143.08 1.53e+00 15 3033144.53 1.45e+00 16 3033145.90 1.37e+00 17 3033147.21 1.30e+00 18 3033148.45 1.24e+00 19 3033149.63 1.18e+00 20 3033150.75 1.12e+00 21 3033151.82 1.07e+00 22 3033152.84 1.02e+00 23 3033153.81 9.71e-01 24 3033154.74 9.26e-01 25 3033155.62 8.82e-01 26 3033156.46 8.41e-01 27 3033157.26 8.01e-01 28 3033158.03 7.64e-01 29 3033158.75 7.28e-01 30 3033159.45 6.93e-01 31 3033160.11 6.61e-01 32 3033160.74 6.30e-01 33 3033161.34 6.00e-01 34 3033161.91 5.71e-01 35 3033162.45 5.44e-01 36 3033162.97 5.18e-01 37 3033163.47 4.94e-01 38 3033163.94 4.70e-01 39 3033164.38 4.48e-01 40 3033164.81 4.26e-01 41 3033165.22 4.06e-01 42 3033165.60 3.86e-01 43 3033165.97 3.68e-01 44 3033166.32 3.50e-01 45 3033166.65 3.34e-01 46 3033166.97 3.18e-01 47 3033167.27 3.02e-01 48 3033167.56 2.88e-01 49 3033167.84 2.74e-01 50 3033168.10 2.61e-01 51 3033168.34 2.49e-01 52 3033168.58 2.37e-01 53 3033168.81 2.25e-01 54 3033169.02 2.15e-01 55 3033169.23 2.05e-01 56 3033169.42 1.95e-01 57 3033169.61 1.86e-01 58 3033169.78 1.77e-01 59 3033169.95 1.69e-01 60 3033170.11 1.61e-01 61 3033170.27 1.53e-01 62 3033170.41 1.46e-01 63 3033170.55 1.40e-01 64 3033170.69 1.33e-01 65 3033170.81 1.27e-01 66 3033170.93 1.21e-01 67 3033171.05 1.16e-01 68 3033171.16 1.11e-01 69 3033171.27 1.06e-01 70 3033171.37 1.01e-01 71 3033171.46 9.64e-02 72 3033171.56 9.22e-02 73 3033171.64 8.81e-02 74 3033171.73 8.43e-02 75 3033171.81 8.07e-02 76 3033171.89 7.72e-02 77 3033171.96 7.39e-02 78 3033172.03 7.08e-02 79 3033172.10 6.78e-02 80 3033172.16 6.50e-02 81 3033172.23 6.23e-02 82 3033172.29 5.97e-02 83 3033172.34 5.73e-02 84 3033172.40 5.50e-02 85 3033172.45 5.28e-02 86 3033172.50 5.07e-02 87 3033172.55 4.87e-02 88 3033172.60 4.68e-02 89 3033172.64 4.49e-02 90 3033172.68 4.32e-02 91 3033172.73 4.16e-02 92 3033172.77 4.00e-02 93 3033172.80 3.85e-02 94 3033172.84 3.71e-02 95 3033172.88 3.57e-02 96 3033172.91 3.44e-02 97 3033172.95 3.32e-02 98 3033172.98 3.20e-02 99 3033173.01 3.08e-02 100 3033173.04 2.97e-02 101 3033173.07 2.87e-02 102 3033173.09 2.77e-02 103 3033173.12 2.68e-02 104 3033173.15 2.59e-02 105 3033173.17 2.50e-02 106 3033173.20 2.42e-02 107 3033173.22 2.34e-02 108 3033173.24 2.26e-02 109 3033173.26 2.19e-02 110 3033173.28 2.12e-02 111 3033173.31 2.05e-02 112 3033173.33 1.98e-02 113 3033173.34 1.92e-02 114 3033173.36 1.86e-02 115 3033173.38 1.80e-02 116 3033173.40 1.75e-02 117 3033173.42 1.70e-02 118 3033173.43 1.65e-02 119 3033173.45 1.60e-02 120 3033173.46 1.55e-02 121 3033173.48 1.50e-02 122 3033173.49 1.46e-02 123 3033173.51 1.42e-02 124 3033173.52 1.38e-02 125 3033173.53 1.34e-02 126 3033173.55 1.30e-02 127 3033173.56 1.27e-02 128 3033173.57 1.23e-02 129 3033173.58 1.20e-02 130 3033173.60 1.16e-02 131 3033173.61 1.13e-02 132 3033173.62 1.10e-02 133 3033173.63 1.07e-02 134 3033173.64 1.04e-02 135 3033173.65 1.02e-02 136 3033173.66 9.90e-03Performing nullcheck... Deleting factor 49 decreases objective by 6.46e+03. Factor retained. Nullcheck complete. Objective: 3033173.66Fitting factor/loading 50 (stop when difference in obj. is < 1.00e-02): Iteration Objective Obj Diff 1 3039530.35 Inf 2 3039539.98 9.63e+00 3 3039542.25 2.27e+00 4 3039543.66 1.41e+00 5 3039544.66 9.96e-01 6 3039545.41 7.54e-01 7 3039546.01 5.99e-01 8 3039546.51 4.93e-01 9 3039546.92 4.16e-01 10 3039547.28 3.59e-01 11 3039547.59 3.14e-01 12 3039547.87 2.78e-01 13 3039548.12 2.49e-01 14 3039548.35 2.25e-01 15 3039548.55 2.04e-01 16 3039548.74 1.87e-01 17 3039548.91 1.72e-01 18 3039549.07 1.58e-01 19 3039549.21 1.47e-01 20 3039549.35 1.36e-01 21 3039549.48 1.27e-01 22 3039549.59 1.18e-01 23 3039549.70 1.10e-01 24 3039549.81 1.03e-01 25 3039549.90 9.64e-02 26 3039549.99 9.04e-02 27 3039550.08 8.48e-02 28 3039550.16 7.96e-02 29 3039550.23 7.48e-02 30 3039550.30 7.04e-02 31 3039550.37 6.62e-02 32 3039550.43 6.24e-02 33 3039550.49 5.88e-02 34 3039550.55 5.54e-02 35 3039550.60 5.23e-02 36 3039550.65 4.93e-02 37 3039550.70 4.65e-02 38 3039550.74 4.40e-02 39 3039550.78 4.15e-02 40 3039550.82 3.92e-02 41 3039550.86 3.71e-02 42 3039550.89 3.51e-02 43 3039550.93 3.32e-02 44 3039550.96 3.14e-02 45 3039550.99 2.97e-02 46 3039551.01 2.82e-02 47 3039551.04 2.67e-02 48 3039551.07 2.53e-02 49 3039551.09 2.40e-02 50 3039551.11 2.27e-02 51 3039551.14 2.16e-02 52 3039551.16 2.05e-02 53 3039551.17 1.94e-02 54 3039551.19 1.84e-02 55 3039551.21 1.75e-02 56 3039551.23 1.66e-02 57 3039551.24 1.58e-02 58 3039551.26 1.50e-02 59 3039551.27 1.42e-02 60 3039551.29 1.35e-02 61 3039551.30 1.29e-02 62 3039551.31 1.22e-02 63 3039551.32 1.17e-02 64 3039551.33 1.11e-02 65 3039551.34 1.05e-02 66 3039551.35 1.00e-02 67 3039551.36 9.56e-03Performing nullcheck... Deleting factor 50 decreases objective by 6.38e+03. Factor retained. Nullcheck complete. Objective: 3039551.36par(mfrow=c(4,4))
par(mai=rep(0.1,4))
for(i in 1:16){
plot(Scell.flash$ldf$l[,i],main=paste0(i))
}
sessionInfo()R version 4.1.0 Patched (2021-07-20 r80657)
Platform: aarch64-apple-darwin20 (64-bit)
Running under: macOS Big Sur 11.5
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/4.1-arm64/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/4.1-arm64/Resources/lib/libRlapack.dylib
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] flashr_0.6-8
loaded via a namespace (and not attached):
[1] Rcpp_1.0.7 plyr_1.8.6 pillar_1.6.2 compiler_4.1.0
[5] later_1.2.0 git2r_0.28.0 highr_0.9 workflowr_1.6.2
[9] tools_4.1.0 digest_0.6.27 gtable_0.3.0 evaluate_0.14
[13] lifecycle_1.0.0 tibble_3.1.3 lattice_0.20-44 pkgconfig_2.0.3
[17] rlang_0.4.11 Matrix_1.3-4 yaml_2.2.1 xfun_0.24
[21] invgamma_1.1 dplyr_1.0.7 stringr_1.4.0 knitr_1.33
[25] generics_0.1.0 fs_1.5.0 vctrs_0.3.8 tidyselect_1.1.1
[29] rprojroot_2.0.2 grid_4.1.0 glue_1.4.2 R6_2.5.0
[33] fansi_0.5.0 rmarkdown_2.9 mixsqp_0.3-43 irlba_2.3.3
[37] reshape2_1.4.4 purrr_0.3.4 ggplot2_3.3.5 ashr_2.2-51
[41] magrittr_2.0.1 whisker_0.4 scales_1.1.1 promises_1.2.0.1
[45] ellipsis_0.3.2 htmltools_0.5.1.1 softImpute_1.4-1 colorspace_2.0-2
[49] httpuv_1.6.1 utf8_1.2.2 stringi_1.7.3 munsell_0.5.0
[53] truncnorm_1.0-8 SQUAREM_2021.1 crayon_1.4.1