Last updated: 2021-07-29

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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 1
colMeans(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 1
X.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] 10

Compute 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  501
Y = 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] 23
sub = (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-03
Performing nullcheck...
  Deleting factor 1 decreases objective by 8.85e+05. Factor retained.
  Nullcheck complete. Objective: 418815.73
Fitting 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-03
Performing nullcheck...
  Deleting factor 2 decreases objective by 9.52e+04. Factor retained.
  Nullcheck complete. Objective: 513992.84
Fitting 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-03
Performing nullcheck...
  Deleting factor 3 decreases objective by 1.37e+04. Factor retained.
  Nullcheck complete. Objective: 527687.45
Fitting 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-03
Performing nullcheck...
  Deleting factor 4 decreases objective by 6.10e+03. Factor retained.
  Nullcheck complete. Objective: 533789.68
Fitting 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-03
Performing nullcheck...
  Deleting factor 5 decreases objective by 5.51e+03. Factor retained.
  Nullcheck complete. Objective: 539295.1
Fitting 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-03
Performing nullcheck...
  Deleting factor 6 decreases objective by 3.93e+03. Factor retained.
  Nullcheck complete. Objective: 543228.87
Fitting 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-03
Performing nullcheck...
  Deleting factor 7 decreases objective by 1.77e+03. Factor retained.
  Nullcheck complete. Objective: 545000.89
Fitting 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-03
Performing nullcheck...
  Deleting factor 8 decreases objective by 1.52e+03. Factor retained.
  Nullcheck complete. Objective: 546522.57
Fitting 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-03
Performing nullcheck...
  Deleting factor 9 decreases objective by 7.90e+02. Factor retained.
  Nullcheck complete. Objective: 547312.16
Fitting 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-03
Performing nullcheck...
  Deleting factor 10 decreases objective by 5.66e+02. Factor retained.
  Nullcheck complete. Objective: 547877.75
Fitting 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-03
Performing nullcheck...
  Deleting factor 11 decreases objective by 1.36e+02. Factor retained.
  Nullcheck complete. Objective: 548014.06
Fitting 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-03
Performing nullcheck...
  Deleting factor 12 decreases objective by 3.78e+02. Factor retained.
  Nullcheck complete. Objective: 548392.38
Fitting 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-01
Warning 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-01
Performing nullcheck...
  Deleting factor 13 increases objective by 1.95e+00. Factor zeroed out.
  Nullcheck complete. Objective: 548392.38

And 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-03
Performing nullcheck...
  Deleting factor 1 decreases objective by 1.92e+06. Factor retained.
  Nullcheck complete. Objective: 1564413.94
Fitting 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-03
Performing nullcheck...
  Deleting factor 2 decreases objective by 4.43e+05. Factor retained.
  Nullcheck complete. Objective: 2007913.55
Fitting 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-03
Performing nullcheck...
  Deleting factor 3 decreases objective by 6.13e+04. Factor retained.
  Nullcheck complete. Objective: 2069207.43
Fitting 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-03
Performing nullcheck...
  Deleting factor 4 decreases objective by 3.07e+04. Factor retained.
  Nullcheck complete. Objective: 2099901.97
Fitting 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-03
Performing nullcheck...
  Deleting factor 5 decreases objective by 2.38e+04. Factor retained.
  Nullcheck complete. Objective: 2123661.37
Fitting 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-03
Performing nullcheck...
  Deleting factor 6 decreases objective by 1.34e+04. Factor retained.
  Nullcheck complete. Objective: 2137017.43
Fitting 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-03
Performing nullcheck...
  Deleting factor 7 decreases objective by 7.69e+03. Factor retained.
  Nullcheck complete. Objective: 2144706.77
Fitting 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-03
Performing nullcheck...
  Deleting factor 8 decreases objective by 8.24e+03. Factor retained.
  Nullcheck complete. Objective: 2152951.47
Fitting 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-03
Performing nullcheck...
  Deleting factor 9 decreases objective by 4.17e+03. Factor retained.
  Nullcheck complete. Objective: 2157119.61
Fitting 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-03
Performing nullcheck...
  Deleting factor 10 decreases objective by 3.77e+03. Factor retained.
  Nullcheck complete. Objective: 2160893.88
Fitting 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-03
Performing nullcheck...
  Deleting factor 11 decreases objective by 3.55e+03. Factor retained.
  Nullcheck complete. Objective: 2164445
Fitting 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-03
Performing nullcheck...
  Deleting factor 12 decreases objective by 3.42e+03. Factor retained.
  Nullcheck complete. Objective: 2167865.64
Fitting 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-03
Performing nullcheck...
  Deleting factor 13 decreases objective by 3.70e+03. Factor retained.
  Nullcheck complete. Objective: 2171564.53
Fitting 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-03
Performing nullcheck...
  Deleting factor 14 decreases objective by 3.69e+03. Factor retained.
  Nullcheck complete. Objective: 2175250.14
Fitting 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-03
Performing nullcheck...
  Deleting factor 15 decreases objective by 3.95e+03. Factor retained.
  Nullcheck complete. Objective: 2179199.84
Fitting 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-03
Performing nullcheck...
  Deleting factor 16 decreases objective by 3.92e+03. Factor retained.
  Nullcheck complete. Objective: 2183120.73
Fitting 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-03
Performing nullcheck...
  Deleting factor 17 decreases objective by 4.09e+03. Factor retained.
  Nullcheck complete. Objective: 2187207.51
Fitting 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-03
Performing nullcheck...
  Deleting factor 18 decreases objective by 4.33e+03. Factor retained.
  Nullcheck complete. Objective: 2191533.76
Fitting 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-03
Performing nullcheck...
  Deleting factor 19 decreases objective by 4.52e+03. Factor retained.
  Nullcheck complete. Objective: 2196057.53
Fitting 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-03
Performing nullcheck...
  Deleting factor 20 decreases objective by 4.51e+03. Factor retained.
  Nullcheck complete. Objective: 2200572.48
Fitting 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-03
Performing nullcheck...
  Deleting factor 21 decreases objective by 4.54e+03. Factor retained.
  Nullcheck complete. Objective: 2205116.98
Fitting 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-03
Performing nullcheck...
  Deleting factor 22 decreases objective by 4.74e+03. Factor retained.
  Nullcheck complete. Objective: 2209858.03
Fitting 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-04
Performing nullcheck...
  Deleting factor 23 decreases objective by 4.37e+03. Factor retained.
  Nullcheck complete. Objective: 2214230.72
Fitting 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-05
Performing nullcheck...
  Deleting factor 24 decreases objective by 1.22e+01. Factor retained.
  Nullcheck complete. Objective: 2214242.97
Fitting 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+00
Warning 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-01
Performing nullcheck...
  Deleting factor 25 increases objective by 1.53e+00. Factor zeroed out.
  Nullcheck complete. Objective: 2214242.97

Plot 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-03
Performing nullcheck...
  Deleting factor 1 decreases objective by 1.43e+07. Factor retained.
  Nullcheck complete. Objective: 1243411.42
Fitting 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-03
Performing nullcheck...
  Deleting factor 2 decreases objective by 9.04e+05. Factor retained.
  Nullcheck complete. Objective: 2147340.09
Fitting 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-03
Performing nullcheck...
  Deleting factor 3 decreases objective by 1.81e+05. Factor retained.
  Nullcheck complete. Objective: 2328231.46
Fitting 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-03
Performing nullcheck...
  Deleting factor 4 decreases objective by 1.28e+05. Factor retained.
  Nullcheck complete. Objective: 2456559.55
Fitting 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-03
Performing nullcheck...
  Deleting factor 5 decreases objective by 8.78e+04. Factor retained.
  Nullcheck complete. Objective: 2544333.4
Fitting 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-03
Performing nullcheck...
  Deleting factor 6 decreases objective by 6.26e+04. Factor retained.
  Nullcheck complete. Objective: 2606904.89
Fitting 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-03
Performing nullcheck...
  Deleting factor 7 decreases objective by 4.08e+04. Factor retained.
  Nullcheck complete. Objective: 2647675.27
Fitting 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-03
Performing nullcheck...
  Deleting factor 8 decreases objective by 2.68e+04. Factor retained.
  Nullcheck complete. Objective: 2674517.09
Fitting 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-03
Performing nullcheck...
  Deleting factor 9 decreases objective by 1.92e+04. Factor retained.
  Nullcheck complete. Objective: 2693736.12
Fitting 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-03
Performing nullcheck...
  Deleting factor 10 decreases objective by 1.62e+04. Factor retained.
  Nullcheck complete. Objective: 2709985.44
Fitting 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-03
Performing nullcheck...
  Deleting factor 11 decreases objective by 1.52e+04. Factor retained.
  Nullcheck complete. Objective: 2725187.71
Fitting 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-03
Performing nullcheck...
  Deleting factor 12 decreases objective by 1.50e+04. Factor retained.
  Nullcheck complete. Objective: 2740143.92
Fitting 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-03
Performing nullcheck...
  Deleting factor 13 decreases objective by 1.40e+04. Factor retained.
  Nullcheck complete. Objective: 2754110.17
Fitting 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-03
Performing nullcheck...
  Deleting factor 14 decreases objective by 1.25e+04. Factor retained.
  Nullcheck complete. Objective: 2766635.19
Fitting 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-03
Performing nullcheck...
  Deleting factor 15 decreases objective by 1.16e+04. Factor retained.
  Nullcheck complete. Objective: 2778185.71
Fitting 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-01
Warning 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+00
Performing nullcheck...
  Deleting factor 16 decreases objective by 1.06e+04. Factor retained.
  Nullcheck complete. Objective: 2788821.81
Fitting 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-03
Performing nullcheck...
  Deleting factor 17 decreases objective by 9.80e+03. Factor retained.
  Nullcheck complete. Objective: 2798625.42
Fitting 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-03
Performing nullcheck...
  Deleting factor 18 decreases objective by 9.72e+03. Factor retained.
  Nullcheck complete. Objective: 2808343.77
Fitting 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-03
Performing nullcheck...
  Deleting factor 19 decreases objective by 9.26e+03. Factor retained.
  Nullcheck complete. Objective: 2817608.74
Fitting 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-03
Performing nullcheck...
  Deleting factor 20 decreases objective by 8.72e+03. Factor retained.
  Nullcheck complete. Objective: 2826326.3
Fitting 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-03
Performing nullcheck...
  Deleting factor 21 decreases objective by 8.50e+03. Factor retained.
  Nullcheck complete. Objective: 2834829.94
Fitting 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-03
Performing nullcheck...
  Deleting factor 22 decreases objective by 8.15e+03. Factor retained.
  Nullcheck complete. Objective: 2842983.86
Fitting 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-03
Performing nullcheck...
  Deleting factor 23 decreases objective by 8.15e+03. Factor retained.
  Nullcheck complete. Objective: 2851135.36
Fitting 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+00
Warning 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+00
Performing nullcheck...
  Deleting factor 24 decreases objective by 7.89e+03. Factor retained.
  Nullcheck complete. Objective: 2859029.95
Fitting 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-01
Warning 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-01
Performing nullcheck...
  Deleting factor 25 decreases objective by 7.51e+03. Factor retained.
  Nullcheck complete. Objective: 2866543.37
Fitting 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-02
Warning 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-01
Performing nullcheck...
  Deleting factor 26 decreases objective by 7.64e+03. Factor retained.
  Nullcheck complete. Objective: 2874184.82
Fitting 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+00
Warning 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+00
Performing nullcheck...
  Deleting factor 27 decreases objective by 7.57e+03. Factor retained.
  Nullcheck complete. Objective: 2881752.39
Fitting 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-03
Performing nullcheck...
  Deleting factor 28 decreases objective by 7.44e+03. Factor retained.
  Nullcheck complete. Objective: 2889190.83
Fitting 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-03
Performing nullcheck...
  Deleting factor 29 decreases objective by 7.27e+03. Factor retained.
  Nullcheck complete. Objective: 2896459.24
Fitting 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-03
Performing nullcheck...
  Deleting factor 30 decreases objective by 7.20e+03. Factor retained.
  Nullcheck complete. Objective: 2903654.71
Fitting 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-03
Performing nullcheck...
  Deleting factor 31 decreases objective by 7.21e+03. Factor retained.
  Nullcheck complete. Objective: 2910864.33
Fitting 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-03
Performing nullcheck...
  Deleting factor 32 decreases objective by 7.16e+03. Factor retained.
  Nullcheck complete. Objective: 2918025.91
Fitting 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-02
Performing nullcheck...
  Deleting factor 33 decreases objective by 7.12e+03. Factor retained.
  Nullcheck complete. Objective: 2925142.75
Fitting 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-03
Performing nullcheck...
  Deleting factor 34 decreases objective by 7.06e+03. Factor retained.
  Nullcheck complete. Objective: 2932201.8
Fitting 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-03
Performing nullcheck...
  Deleting factor 35 decreases objective by 7.07e+03. Factor retained.
  Nullcheck complete. Objective: 2939269.65
Fitting 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-03
Performing nullcheck...
  Deleting factor 36 decreases objective by 7.03e+03. Factor retained.
  Nullcheck complete. Objective: 2946295.71
Fitting 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-01
Warning 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+00
Performing nullcheck...
  Deleting factor 37 decreases objective by 6.98e+03. Factor retained.
  Nullcheck complete. Objective: 2953273.4
Fitting 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-02
Warning 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-01
Performing nullcheck...
  Deleting factor 38 decreases objective by 6.84e+03. Factor retained.
  Nullcheck complete. Objective: 2960111.64
Fitting 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-01
Warning 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+00
Performing nullcheck...
  Deleting factor 39 decreases objective by 7.03e+03. Factor retained.
  Nullcheck complete. Objective: 2967137.89
Fitting 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-03
Performing nullcheck...
  Deleting factor 40 decreases objective by 6.80e+03. Factor retained.
  Nullcheck complete. Objective: 2973939.54
Fitting 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-03
Performing nullcheck...
  Deleting factor 41 decreases objective by 6.74e+03. Factor retained.
  Nullcheck complete. Objective: 2980677.12
Fitting 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-01
Warning 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+00
Performing nullcheck...
  Deleting factor 42 decreases objective by 6.73e+03. Factor retained.
  Nullcheck complete. Objective: 2987407.42
Fitting 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-03
Performing nullcheck...
  Deleting factor 43 decreases objective by 6.61e+03. Factor retained.
  Nullcheck complete. Objective: 2994017.79
Fitting 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-03
Performing nullcheck...
  Deleting factor 44 decreases objective by 6.65e+03. Factor retained.
  Nullcheck complete. Objective: 3000664.08
Fitting 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+00
Warning 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+00
Performing nullcheck...
  Deleting factor 45 decreases objective by 6.54e+03. Factor retained.
  Nullcheck complete. Objective: 3007203.73
Fitting 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-03
Performing nullcheck...
  Deleting factor 46 decreases objective by 6.57e+03. Factor retained.
  Nullcheck complete. Objective: 3013777.08
Fitting 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-03
Performing nullcheck...
  Deleting factor 47 decreases objective by 6.47e+03. Factor retained.
  Nullcheck complete. Objective: 3020248.76
Fitting 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-03
Performing nullcheck...
  Deleting factor 48 decreases objective by 6.47e+03. Factor retained.
  Nullcheck complete. Objective: 3026718.27
Fitting 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-03
Performing nullcheck...
  Deleting factor 49 decreases objective by 6.46e+03. Factor retained.
  Nullcheck complete. Objective: 3033173.66
Fitting 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-03
Performing nullcheck...
  Deleting factor 50 decreases objective by 6.38e+03. Factor retained.
  Nullcheck complete. Objective: 3039551.36
par(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