setwd("/Users/usri/Desktop/MetRS.Feb12/MetRS.14/")
matrix_data_filtered <- readRDS("~/Desktop/MetRS.Feb12/MetRS.14/matrix_data_filtered.rds")
dim(matrix_data_filtered)
## [1] 2065 9
boxplot(matrix_data_filtered)
regvars.vp <- readRDS("~/Desktop/MetRS.Feb12/MetRS.14/regvars.vp.rds")
regvars.vp$Sex <- factor(regvars.vp$Sex)
regvars.vp$Group <- factor(regvars.vp$Group)
regvars.vp$TYPE <- factor(regvars.vp$TYPE)
info <- regvars.vp
# Fit model and extract results
# 1) fit linear mixed model on gene expression
# If categorical variables are specified,
# a linear mixed model is used
# If all variables are modeled as fixed effects,
# a linear model is used
# each entry in results is a regression model fit on a single gene
# 2) extract variance fractions from each model fit
# for each gene, returns fraction of variation attributable
# to each variable
# Interpretation: the variance explained by each variables
# after correcting for all other variables
# Note that geneExpr can either be a matrix,
# and EList output by voom() in the limma package,
# or an ExpressionSet
form <- ~Sex + Group
varPart <- fitExtractVarPartModel(matrix_data_filtered, form, regvars.vp)
##
## Total:3 s
head(varPart, 50)
## Sex Group Residuals
## Arfgap1 1.433336e-01 0.0406167038 0.8160497
## Apoe 3.584199e-01 0.0002101954 0.6413699
## Rbbp9 1.874018e-01 0.3304464528 0.4821518
## Rangap1 7.775225e-03 0.0229974109 0.9692274
## Lnp 1.933767e-01 0.0195115776 0.7871118
## Cacng8 5.657329e-02 0.0214913974 0.9219353
## Adss 7.024688e-02 0.0102091880 0.9195439
## Prkca 8.989304e-03 0.0529184712 0.9380922
## Atp5d 1.783541e-02 0.1113828473 0.8707817
## Fahd2 1.087743e-01 0.0403601467 0.8508656
## Inpp4a 3.083040e-04 0.3196279134 0.6800638
## Golga4 1.123876e-01 0.0799200799 0.8076923
## A0A1W2P6X7 4.759162e-03 0.2579942505 0.7372466
## Mtx2 1.471411e-01 0.0312036039 0.8216553
## Kbtbd11 1.341717e-01 0.0232473634 0.8425809
## Ube2k 1.197453e-01 0.0781323288 0.8021224
## Ppp1r7 2.787037e-01 0.0124030442 0.7088932
## Actr3b 6.062642e-03 0.0282793527 0.9656580
## Plxna4 2.977155e-03 0.4427361480 0.5542867
## Copa 2.066741e-01 0.0466928805 0.7466330
## Ptpn11 2.987588e-01 0.2503253570 0.4509158
## Tbc1d10b 2.564856e-02 0.0880794052 0.8862720
## Slc25a46 1.505017e-01 0.0418060201 0.8076923
## Grb2 1.189175e-01 0.0689495344 0.8121329
## Lypla2 2.451423e-01 0.0132043165 0.7416534
## Syt5 4.151086e-02 0.2899368314 0.6685523
## A0A338P729 1.029182e-01 0.0016599646 0.8954218
## Lamp1 5.174171e-02 0.0211617100 0.9270966
## Plcxd3 4.621768e-02 0.3754532718 0.5783290
## Sik3 7.468472e-03 0.0263862334 0.9661453
## Fahd1 1.827395e-03 0.0307845462 0.9673881
## Myh11 4.834094e-01 0.0051189259 0.5114717
## Atp6v1g1 4.030014e-03 0.0200395497 0.9759304
## Prune 1.293193e-01 0.0502102074 0.8204705
## Rab12 2.076085e-05 0.1428441227 0.8571351
## Q8BGX2 5.236230e-02 0.2648364799 0.6828012
## Arhgap32 1.026547e-01 0.0973546708 0.7999906
## Calb1 2.267503e-01 0.0174646297 0.7557851
## Rabggta 4.303522e-02 0.3002735591 0.6566912
## Pitpnc1 3.949924e-01 0.0097373789 0.5952702
## Cntfr 4.855551e-03 0.0354303960 0.9597141
## Uba3 1.411387e-01 0.2678695931 0.5909917
## Pgrmc2 1.797542e-01 0.4243784073 0.3958673
## Tuba8 5.412562e-04 0.1304219954 0.8690367
## A0A2I3BQK1 2.531186e-02 0.0006412013 0.9740469
## Dgkb 2.807657e-04 0.1713731600 0.8283461
## Ube2i 2.066380e-09 0.1647034973 0.8352965
## Rab23 3.298248e-04 0.3990379469 0.6006322
## Vps52 1.486403e-01 0.2876068503 0.5637529
## Mthfd1l 1.452517e-01 0.2515218071 0.6032265
# sort variables (i.e. columns) by median fraction
# of variance explained
vp <- sortCols(varPart)
# Figure 1a
# Bar plot of variance fractions for the first 10 genes
plotPercentBars(vp[1:50, ])
# Figure 1b
# violin plot of contribution of each variable to total variance
plotVarPart(vp)
#Since variancePartition attributes the fraction of total variation attributable to each aspect of the study design, these fractions naturally sum to 1. plots the partitioning results for a subset of genes (Figure 1a), and shows a genome-wide violin plot of the distribution of variance explained by each variable across all genes (Figure 1b). (Note that these plots show results in terms of of variance explained, while the results are stored in terms of the fraction.)
# Access first entries
# sort genes based on variance explained by Individual
head(varPart[order(varPart$Sex, decreasing = TRUE), ])
## Sex Group Residuals
## Cd47 0.9957865 2.732825e-05 0.004186134
## Sfpq 0.8952533 6.336885e-03 0.098409818
## Prkd3 0.7790212 2.598847e-02 0.194990307
## Vim 0.7587582 5.590393e-02 0.185337916
## Alb 0.7551428 2.246321e-02 0.222394033
## Pgd 0.7295441 1.129209e-01 0.157535028
#Saving plot to file, In order to save the plot to a file, use the ggsave() function:
fig <- plotVarPart(vp)
#ggsave(file, fig)
#Plot expression stratified by other variables
#variancePartition also includes plotting functions to visualize the variation across a variable of interest. plots the expression of a gene stratified by the specified variable. In the example dataset, users can plot a gene expression trait stratified by Tissue
# get gene with the highest variation across Tissues
# create data.frame with expression of gene i and Tissue
# type for each sample
i <- which.max(varPart$Sex)
GE <- data.frame(Expression = matrix_data_filtered[i, ], Sex = info$Sex)
## Warning in data.frame(Expression = matrix_data_filtered[i, ], Sex = info$Sex):
## row names were found from a short variable and have been discarded
# plot expression stratified by Tissue
Sex <- as.factor(info$Sex)
#plotStratify(Expression ~ Sex, GE, main = rownames(matrix_data_filtered)[i])
# get gene with the highest variation across Individuals
# create data.frame with expression of gene i and Tissue
# type for each sample
i <- which.max(varPart$Sex)
GE <- data.frame(
Expression = matrix_data_filtered[i, ],
Sex = info$Sex)
## Warning in data.frame(Expression = matrix_data_filtered[i, ], Sex = info$Sex):
## row names were found from a short variable and have been discarded
# sort genes based on variance explained by Individual
#head(varPart[order(varPart$Individual, decreasing = TRUE), ])# Fit model
results <- fitVarPartModel(matrix_data_filtered, form, info)
##
## Total:2 s
# Extract results
varPart <- extractVarPart(results)
# Fit model and run summary() function on each model fit
vpSummaries <- fitVarPartModel(matrix_data_filtered, form, info, fxn = summary)
##
## Total:2 s
# Show results of summary() for the first gene
vpSummaries[[1]]
##
## Call:
## lm(formula = eval(parse(text = form)), data = data, weights = responsePlaceholder$weights,
## na.action = stats::na.exclude)
##
## Residuals:
## Min 1Q Median 3Q Max
## -16.220 -1.329 1.026 3.553 7.023
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 24.137 4.857 4.969 0.00253 **
## SexM -5.071 5.321 -0.953 0.37735
## GroupTest -2.846 5.609 -0.507 0.63001
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 7.832 on 6 degrees of freedom
## Multiple R-squared: 0.184, Adjusted R-squared: -0.08807
## F-statistic: 0.6762 on 2 and 6 DF, p-value: 0.5434
vpSummaries[[2]]
##
## Call:
## lm(formula = eval(parse(text = form)), data = data, weights = responsePlaceholder$weights,
## na.action = stats::na.exclude)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.6621 -0.3282 -0.2612 0.6573 1.1259
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.50621 0.67139 35.011 3.62e-08 ***
## SexM 1.32473 0.73547 1.801 0.122
## GroupTest 0.03382 0.77525 0.044 0.967
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.083 on 6 degrees of freedom
## Multiple R-squared: 0.3586, Adjusted R-squared: 0.1448
## F-statistic: 1.677 on 2 and 6 DF, p-value: 0.2638
#Removing batch effects before fitting model
#Gene expression studies often have substantial batch effects, and variancePartition can be used to understand the magnitude of the effects. However, we often want to focus on biological variables (i.e. individual, tissue, disease, sex) after removing the effect of technical variables. Depending on the size of the batch effect, I have found it useful to correct for the batch effect first and then perform a variancePartition analysis afterward. Subtracting this batch effect can reduce the total variation in the data, so that the contribution of other variables become clearer.
#Remove batch effect with linear mixed model
# subtract out effect of Batch with linear mixed model
modelFit <- fitVarPartModel(matrix_data_filtered, ~Sex, info)
##
## Total:1 s
res <- residuals(modelFit)
varPartResid <- fitExtractVarPartModel(res, form, info)
##
## Total:3 s
varPartResid
## Sex Group Residuals
## 1 1.003319e-03 4.013275e-02 0.9588639324
## 2 7.731905e-06 3.092762e-04 0.9996829919
## 3 1.074890e-02 4.299559e-01 0.5592952462
## 4 4.861953e-04 1.944781e-02 0.9800659928
## 5 5.284959e-04 2.113984e-02 0.9783316674
## 6 4.762562e-04 1.905025e-02 0.9804734952
## 7 2.915536e-04 1.166214e-02 0.9880463030
## 8 1.421670e-03 5.686678e-02 0.9417115501
## 9 2.994958e-03 1.197983e-01 0.8772067145
## 10 9.505077e-04 3.802031e-02 0.9610291824
## 11 7.716435e-03 3.086574e-01 0.6836261462
## 12 2.501563e-03 1.000625e-01 0.8974358974
## 13 6.015627e-03 2.406251e-01 0.7533593111
## 14 7.804365e-04 3.121746e-02 0.9680021051
## 15 7.172982e-04 2.869193e-02 0.9705907757
## 16 1.853776e-03 7.415105e-02 0.9239951780
## 17 3.849212e-04 1.539685e-02 0.9842182290
## 18 7.669893e-04 3.067957e-02 0.9685534380
## 19 1.083537e-02 4.334149e-01 0.5557497301
## 20 1.584863e-03 6.339451e-02 0.9350206222
## 21 7.771345e-03 3.108538e-01 0.6813748747
## 22 2.449735e-03 9.798942e-02 0.8995608474
## 23 1.042318e-03 4.169272e-02 0.9572649573
## 24 2.170075e-03 8.680300e-02 0.9110269200
## 25 3.894989e-04 1.557996e-02 0.9840305436
## 26 7.823806e-03 3.129522e-01 0.6792239580
## 27 4.581299e-05 1.832519e-03 0.9981216676
## 28 4.656155e-04 1.862462e-02 0.9809097663
## 29 8.914836e-03 3.565934e-01 0.6344917401
## 30 7.252515e-04 2.901006e-02 0.9702646879
## 31 7.896819e-04 3.158728e-02 0.9676230421
## 32 2.434644e-04 9.738577e-03 0.9900179588
## 33 4.290562e-04 1.716225e-02 0.9824086964
## 34 1.585749e-03 6.342994e-02 0.9349843091
## 35 3.420363e-03 1.368145e-01 0.8597650983
## 36 7.315904e-03 2.926361e-01 0.7000479548
## 37 3.012678e-03 1.205071e-01 0.8764801887
## 38 4.977445e-04 1.990978e-02 0.9795924741
## 39 8.107962e-03 3.243185e-01 0.6675735405
## 40 4.020694e-04 1.608277e-02 0.9835151559
## 41 9.409260e-04 3.763704e-02 0.9614220342
## 42 8.345223e-03 3.338089e-01 0.6578458762
## 43 1.341289e-02 5.365156e-01 0.4500715057
## 44 3.169427e-03 1.267771e-01 0.8700534963
## 45 1.645136e-05 6.580542e-04 0.9993254944
## 46 4.050950e-03 1.620380e-01 0.8339110519
## 47 3.932807e-03 1.573123e-01 0.8387549197
## 48 9.641282e-03 3.856513e-01 0.6047074403
## 49 9.003091e-03 3.601236e-01 0.6308732824
## 50 7.905863e-03 3.162345e-01 0.6758596069
## 51 5.392742e-04 2.157097e-02 0.9778897574
## 52 1.217497e-03 4.869989e-02 0.9500826148
## 53 5.909449e-03 2.363780e-01 0.7577125890
## 54 1.371837e-02 5.487349e-01 0.4375467193
## 55 2.589997e-03 1.035999e-01 0.8938101308
## 56 5.081412e-04 2.032565e-02 0.9791662117
## 57 1.379481e-03 5.517924e-02 0.9434412830
## 58 1.265768e-03 5.063072e-02 0.9481035077
## 59 1.042318e-03 4.169272e-02 0.9572649573
## 60 3.036534e-03 1.214614e-01 0.8755021015
## 61 7.936294e-03 3.174517e-01 0.6746119646
## 62 1.969220e-03 7.876880e-02 0.9192619806
## 63 3.278162e-03 1.311265e-01 0.8655953437
## 64 5.220358e-03 2.088143e-01 0.7859653325
## 65 2.453889e-04 9.815557e-03 0.9899390545
## 66 7.634470e-05 3.053788e-03 0.9968698674
## 67 1.962422e-03 7.849688e-02 0.9195406936
## 68 2.297971e-03 9.191884e-02 0.9057831861
## 69 2.381402e-03 9.525607e-02 0.9023625317
## 70 8.051852e-04 3.220741e-02 0.9669874086
## 71 2.654825e-03 1.061930e-01 0.8911521683
## 72 1.195143e-03 4.780572e-02 0.9509991394
## 73 2.950951e-03 1.180380e-01 0.8790110234
## 74 7.461566e-04 2.984626e-02 0.9694075802
## 75 1.078745e-04 4.314981e-03 0.9955771441
## 76 1.684823e-03 6.739291e-02 0.9309222662
## 77 8.986770e-05 3.594708e-03 0.9963154242
## 78 1.583492e-04 6.333968e-03 0.9935076827
## 79 1.220089e-03 4.880356e-02 0.9499763493
## 80 2.566667e-03 1.026667e-01 0.8947666644
## 81 4.131557e-04 1.652623e-02 0.9830606171
## 82 2.276697e-03 9.106789e-02 0.9066554129
## 83 1.032784e-03 4.131137e-02 0.9576558440
## 84 1.370549e-03 5.482196e-02 0.9438074961
## 85 9.017148e-05 3.606859e-03 0.9963029693
## 86 5.483000e-04 2.193200e-02 0.9775196989
## 87 9.860315e-05 3.944126e-03 0.9959572708
## 88 3.792526e-04 1.517010e-02 0.9844506432
## 89 5.443561e-03 2.177424e-01 0.7768140041
## 90 1.513363e-03 6.053453e-02 0.9379521077
## 91 4.626274e-03 1.850510e-01 0.8103227736
## 92 3.968146e-04 1.587258e-02 0.9837306020
## 93 6.738794e-03 2.695518e-01 0.7237094334
## 94 3.219721e-04 1.287889e-02 0.9867991419
## 95 2.517724e-03 1.007090e-01 0.8967733215
## 96 1.017754e-03 4.071015e-02 0.9582720933
## 97 4.052509e-03 1.621004e-01 0.8338471211
## 98 3.640979e-03 1.456392e-01 0.8507198445
## 99 4.154438e-03 1.661775e-01 0.8296680411
## 100 4.269259e-05 1.707704e-03 0.9982496038
## 101 5.303610e-03 2.121444e-01 0.7825519777
## 102 4.390633e-03 1.756253e-01 0.8199840507
## 103 6.348537e-03 2.539415e-01 0.7397099638
## 104 1.176991e-03 4.707963e-02 0.9517433780
## 105 4.866553e-06 1.946621e-04 0.9998004713
## 106 2.732492e-04 1.092997e-02 0.9887967814
## 107 6.010170e-06 2.404068e-04 0.9997535830
## 108 2.867940e-03 1.147176e-01 0.8824144428
## 109 2.174720e-03 8.698879e-02 0.9108364868
## 110 1.471971e-03 5.887883e-02 0.9396491973
## 111 2.027792e-03 8.111166e-02 0.9168605455
## 112 3.689272e-04 1.475709e-02 0.9848739835
## 113 4.022086e-03 1.608835e-01 0.8350944564
## 114 5.777690e-03 2.311076e-01 0.7631147063
## 115 5.126594e-03 2.050637e-01 0.7898096654
## 116 9.072191e-03 3.628876e-01 0.6280401716
## 117 4.011037e-04 1.604415e-02 0.9835547489
## 118 1.559398e-04 6.237590e-03 0.9936064700
## 119 4.233432e-04 1.693373e-02 0.9826429296
## 120 2.870667e-03 1.148267e-01 0.8823026526
## 121 5.797763e-03 2.319105e-01 0.7622917173
## 122 2.472260e-03 9.889039e-02 0.8986373543
## 123 1.231842e-03 4.927368e-02 0.9494944750
## 124 2.742201e-04 1.096880e-02 0.9887569769
## 125 5.258449e-06 2.103380e-04 0.9997844036
## 126 8.587821e-04 3.435128e-02 0.9647899355
## 127 3.113829e-04 1.245532e-02 0.9872333013
## 128 2.832418e-04 1.132967e-02 0.9883870844
## 129 5.500028e-04 2.200011e-02 0.9774498837
## 130 7.222476e-05 2.888990e-03 0.9970387848
## 131 2.085800e-04 8.343200e-03 0.9914482205
## 132 2.634636e-03 1.053854e-01 0.8919799283
## 133 6.959067e-03 2.783627e-01 0.7146782527
## 134 1.588835e-03 6.355340e-02 0.9348577693
## 135 6.804914e-03 2.721965e-01 0.7209985366
## 136 2.979287e-03 1.191715e-01 0.8778492295
## 137 2.043401e-05 8.173606e-04 0.9991622054
## 138 4.817314e-03 1.926926e-01 0.8024901158
## 139 1.293541e-03 5.174165e-02 0.9469648047
## 140 4.836605e-03 1.934642e-01 0.8016992137
## 141 9.640112e-03 3.856045e-01 0.6047554037
## 142 5.515399e-03 2.206159e-01 0.7738686514
## 143 1.135946e-04 4.543785e-03 0.9953426200
## 144 1.079398e-04 4.317591e-03 0.9955744696
## 145 1.129120e-04 4.516481e-03 0.9953706074
## 146 3.229832e-03 1.291933e-01 0.8675768813
## 147 2.220592e-04 8.882367e-03 0.9908955738
## 148 3.225594e-03 1.290238e-01 0.8677506292
## 149 1.202813e-03 4.811253e-02 0.9506846557
## 150 1.390419e-03 5.561677e-02 0.9429928156
## 151 4.231251e-04 1.692500e-02 0.9826518717
## 152 3.067296e-03 1.226918e-01 0.8742408589
## 153 1.435865e-03 5.743461e-02 0.9411295250
## 154 3.346268e-03 1.338507e-01 0.8628029996
## 155 8.474366e-04 3.389746e-02 0.9652550992
## 156 3.270509e-03 1.308204e-01 0.8659091304
## 157 3.721325e-04 1.488530e-02 0.9847425679
## 158 2.721209e-03 1.088484e-01 0.8884304296
## 159 7.389709e-03 2.955884e-01 0.6970219335
## 160 7.125177e-03 2.850071e-01 0.7078677489
## 161 6.316203e-04 2.526481e-02 0.9741035696
## 162 3.040348e-03 1.216139e-01 0.8753457493
## 163 2.888076e-04 1.155231e-02 0.9881588868
## 164 3.026155e-03 1.210462e-01 0.8759276272
## 165 7.137391e-03 2.854956e-01 0.7073669689
## 166 9.223717e-04 3.689487e-02 0.9621827595
## 167 9.604214e-04 3.841686e-02 0.9606227224
## 168 6.664668e-04 2.665867e-02 0.9726748610
## 169 4.527841e-03 1.811136e-01 0.8143585113
## 170 9.563000e-04 3.825200e-02 0.9607917006
## 171 8.677943e-03 3.471177e-01 0.6442043451
## 172 1.013544e-03 4.054175e-02 0.9584447035
## 173 6.955831e-03 2.782333e-01 0.7148109110
## 174 4.256916e-03 1.702767e-01 0.8254664254
## 175 8.944913e-06 3.577965e-04 0.9996332585
## 176 9.380863e-03 3.752345e-01 0.6153846154
## 177 1.231646e-03 4.926584e-02 0.9495025176
## 178 1.173213e-04 4.692853e-03 0.9951898260
## 179 1.941531e-03 7.766125e-02 0.9203972211
## 180 6.239446e-03 2.495778e-01 0.7441827297
## 181 4.077527e-03 1.631011e-01 0.8328214063
## 182 1.220003e-03 4.880013e-02 0.9499798677
## 183 7.762059e-04 3.104824e-02 0.9681755571
## 184 2.076190e-03 8.304761e-02 0.9148761951
## 185 5.624448e-03 2.249779e-01 0.7693976404
## 186 2.719638e-03 1.087855e-01 0.8884948270
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## 814 2.498299e-04 9.993196e-03 0.9897569739
## 815 2.030578e-03 8.122310e-02 0.9167463213
## 816 3.135541e-03 1.254216e-01 0.8714428349
## 817 9.360378e-03 3.744151e-01 0.6162244904
## 818 2.933050e-05 1.173220e-03 0.9987974494
## 819 8.563206e-03 3.425283e-01 0.6489085360
## 820 5.434679e-04 2.173872e-02 0.9777178143
## 821 1.259010e-03 5.036040e-02 0.9483805922
## 822 1.042318e-03 4.169272e-02 0.9572649573
## 823 3.472838e-06 1.389135e-04 0.9998576136
## 824 1.090361e-03 4.361445e-02 0.9552951847
## 825 1.070642e-04 4.282566e-03 0.9956103696
## 826 2.074118e-03 8.296471e-02 0.9149611705
## 827 1.254841e-02 5.019366e-01 0.4855150001
## 828 1.238170e-03 4.952679e-02 0.9492350438
## 829 5.159133e-03 2.063653e-01 0.7884755675
## 830 6.706961e-04 2.682784e-02 0.9725014597
## 831 1.436507e-03 5.746029e-02 0.9411032013
## 832 3.531984e-03 1.412794e-01 0.8551886503
## 833 5.603667e-04 2.241467e-02 0.9770249650
## 834 1.736319e-03 6.945276e-02 0.9288109219
## 835 2.742643e-03 1.097057e-01 0.8875516303
## 836 4.769427e-04 1.907771e-02 0.9804453498
## 837 1.728345e-03 6.913379e-02 0.9291378616
## 838 2.798437e-03 1.119375e-01 0.8852640660
## 839 6.583283e-03 2.633313e-01 0.7300853869
## 840 4.387388e-04 1.754955e-02 0.9820117087
## 841 3.045907e-03 1.218363e-01 0.8751177993
## 842 2.571236e-03 1.028494e-01 0.8945793433
## 843 3.307460e-03 1.322984e-01 0.8643941198
## 844 1.042318e-03 4.169272e-02 0.9572649573
## 845 3.429014e-03 1.371605e-01 0.8594104444
## 846 7.167681e-03 2.867073e-01 0.7061250608
## 847 3.068339e-03 1.227336e-01 0.8741980884
## 848 2.459512e-03 9.838048e-02 0.8991600060
## 849 7.999282e-04 3.199713e-02 0.9672029456
## 850 2.798434e-03 1.119374e-01 0.8852641912
## 851 6.215722e-05 2.486289e-03 0.9974515540
## 852 5.818646e-03 2.327459e-01 0.7614354995
## 853 5.208364e-03 2.083345e-01 0.7864570890
## 854 3.628720e-03 1.451488e-01 0.8512224777
## 855 2.928235e-03 1.171294e-01 0.8799423740
## 856 1.253635e-03 5.014540e-02 0.9486009613
## 857 1.042318e-03 4.169272e-02 0.9572649573
## 858 5.430507e-03 2.172203e-01 0.7773492296
## 859 1.350548e-03 5.402194e-02 0.9446275159
## 860 5.618293e-03 2.247317e-01 0.7696500049
## 861 7.744140e-03 3.097656e-01 0.6824902590
## 862 6.874083e-04 2.749633e-02 0.9718162597
## 863 7.236890e-05 2.894756e-03 0.9970328749
## 864 9.521272e-03 3.808509e-01 0.6096278501
## 865 1.426777e-05 5.707110e-04 0.9994150212
## 866 1.092187e-03 4.368747e-02 0.9552203399
## 867 6.670135e-03 2.668054e-01 0.7265244601
## 868 5.946748e-03 2.378699e-01 0.7561833299
## 869 7.773527e-03 3.109411e-01 0.6812854112
## 870 2.356309e-04 9.425238e-03 0.9903391315
## 871 1.378506e-03 5.514025e-02 0.9434812440
## 872 5.943506e-04 2.377402e-02 0.9756316245
## 873 3.842297e-03 1.536919e-01 0.8424658115
## 874 1.393550e-03 5.574200e-02 0.9428644520
## 875 4.245824e-04 1.698330e-02 0.9825921207
## 876 1.771300e-02 7.085199e-01 0.2737671303
## 877 1.324307e-02 5.297228e-01 0.4570341631
## 878 3.401688e-03 1.360675e-01 0.8605307964
## 879 1.042318e-03 4.169272e-02 0.9572649573
## 880 2.301502e-03 9.206006e-02 0.9056384356
## 881 3.860381e-03 1.544153e-01 0.8417243684
## 882 2.893730e-03 1.157492e-01 0.8813570765
## 883 9.435228e-03 3.774091e-01 0.6131556610
## 884 4.494701e-04 1.797880e-02 0.9815717256
## 885 4.651496e-03 1.860599e-01 0.8092886530
## 886 6.712498e-03 2.684999e-01 0.7247875716
## 887 1.726356e-05 6.905425e-04 0.9992921939
## 888 3.329206e-03 1.331682e-01 0.8635025626
## 889 3.333341e-03 1.333336e-01 0.8633330367
## 890 9.932133e-03 3.972853e-01 0.5927825612
## 891 2.007842e-03 8.031367e-02 0.9176784910
## 892 2.630152e-03 1.052061e-01 0.8921637734
## 893 6.303258e-04 2.521303e-02 0.9741566441
## 894 1.803542e-04 7.214167e-03 0.9926054786
## 895 1.260522e-03 5.042089e-02 0.9483185885
## 896 1.123654e-03 4.494616e-02 0.9539301849
## 897 4.798651e-04 1.919460e-02 0.9803255308
## 898 3.052641e-03 1.221056e-01 0.8748417236
## 899 7.951245e-03 3.180498e-01 0.6739989728
## 900 1.628397e-02 6.513586e-01 0.3323574234
## 901 2.892243e-03 1.156897e-01 0.8814180464
## 902 2.412156e-03 9.648624e-02 0.9011016034
## 903 6.067321e-03 2.426928e-01 0.7512398408
## 904 1.891963e-03 7.567852e-02 0.9224295195
## 905 4.790101e-06 1.916040e-04 0.9998036059
## 906 5.625670e-03 2.250268e-01 0.7693475206
## 907 1.813515e-03 7.254061e-02 0.9256458697
## 908 3.248606e-04 1.299442e-02 0.9866807170
## 909 7.460286e-03 2.984115e-01 0.6941282567
## 910 8.039380e-04 3.215752e-02 0.9670385426
## 911 4.405479e-05 1.762192e-03 0.9981937536
## 912 4.067669e-04 1.627068e-02 0.9833225566
## 913 5.345537e-03 2.138215e-01 0.7808329850
## 914 6.558310e-03 2.623324e-01 0.7311092951
## 915 3.025667e-03 1.210267e-01 0.8759476649
## 916 1.344114e-03 5.376456e-02 0.9448913258
## 917 3.288834e-03 1.315533e-01 0.8651578184
## 918 1.262157e-03 5.048629e-02 0.9482515479
## 919 5.619202e-03 2.247681e-01 0.7696127069
## 920 6.876755e-05 2.750702e-03 0.9971805306
## 921 7.198920e-04 2.879568e-02 0.9704844287
## 922 1.062982e-03 4.251927e-02 0.9564177508
## 923 1.287599e-05 5.150397e-04 0.9994720843
## 924 6.503326e-04 2.601330e-02 0.9733363632
## 925 9.544586e-03 3.817835e-01 0.6086719542
## 926 5.628518e-03 2.251407e-01 0.7692307692
## 927 5.621077e-03 2.248431e-01 0.7695358539
## 928 3.361515e-04 1.344606e-02 0.9862177904
## 929 3.617198e-03 1.446879e-01 0.8516948798
## 930 9.068828e-04 3.627531e-02 0.9628178045
## 931 5.628518e-03 2.251407e-01 0.7692307692
## 932 2.779450e-03 1.111780e-01 0.8860425648
## 933 1.104496e-03 4.417984e-02 0.9547156691
## 934 4.550206e-05 1.820082e-03 0.9981344154
## 935 2.878839e-03 1.151536e-01 0.8819675895
## 936 2.501563e-03 1.000625e-01 0.8974358974
## 937 1.098078e-03 4.392310e-02 0.9549788219
## 938 2.781473e-05 1.112589e-03 0.9988595961
## 939 1.214981e-03 4.859923e-02 0.9501857914
## 940 5.565382e-03 2.226153e-01 0.7718193205
## 941 4.895666e-04 1.958267e-02 0.9799277678
## 942 2.195728e-03 8.782910e-02 0.9099751700
## 943 9.595342e-03 3.838137e-01 0.6065909981
## 944 1.535980e-02 6.143919e-01 0.3702482983
## 945 4.296312e-04 1.718525e-02 0.9823851212
## 946 2.633609e-03 1.053444e-01 0.8920220302
## 947 3.410764e-03 1.364306e-01 0.8601586772
## 948 7.571068e-03 3.028427e-01 0.6895862037
## 949 2.159448e-04 8.637792e-03 0.9911462630
## 950 2.224746e-04 8.898984e-03 0.9908785417
## 951 1.571033e-03 6.284131e-02 0.9355876568
## 952 3.881886e-03 1.552754e-01 0.8408426675
## 953 4.699544e-03 1.879817e-01 0.8073187090
## 954 3.209050e-03 1.283620e-01 0.8684289368
## 955 1.042318e-03 4.169272e-02 0.9572649573
## 956 3.341688e-04 1.336675e-02 0.9862990804
## 957 5.638508e-04 2.255403e-02 0.9768821179
## 958 1.088896e-03 4.355584e-02 0.9553552626
## 959 1.535383e-03 6.141532e-02 0.9370493011
## 960 5.468782e-04 2.187513e-02 0.9775779919
## 961 2.501563e-03 1.000625e-01 0.8974358974
## 962 1.043277e-04 4.173109e-03 0.9957225629
## 963 3.175590e-05 1.270236e-03 0.9986980081
## 964 2.323192e-05 9.292767e-04 0.9990474913
## 965 8.244091e-03 3.297636e-01 0.6619922763
## 966 3.667730e-03 1.467092e-01 0.8496230671
## 967 2.501563e-03 1.000625e-01 0.8974358974
## 968 9.380863e-03 3.752345e-01 0.6153846154
## 969 1.150723e-04 4.602893e-03 0.9952820350
## 970 8.199141e-03 3.279657e-01 0.6638351989
## 971 5.849932e-04 2.339973e-02 0.9760152771
## 972 3.699340e-03 1.479736e-01 0.8483270631
## 973 2.005743e-03 8.022972e-02 0.9177645370
## 974 2.112447e-03 8.449790e-02 0.9133896571
## 975 2.501563e-03 1.000625e-01 0.8974358974
## 976 1.222863e-03 4.891453e-02 0.9498626077
## 977 2.818430e-03 1.127372e-01 0.8844443697
## 978 1.856874e-03 7.427497e-02 0.9238681571
## 979 4.306506e-04 1.722602e-02 0.9823433274
## 980 5.626828e-03 2.250731e-01 0.7693000641
## 981 3.458161e-03 1.383265e-01 0.8582153885
## 982 5.659600e-03 2.263840e-01 0.7679563885
## 983 1.327511e-02 5.310046e-01 0.4557203250
## 984 3.125280e-03 1.250112e-01 0.8718635310
## 985 3.962783e-03 1.585113e-01 0.8375258789
## 986 1.042318e-03 4.169272e-02 0.9572649573
## 987 8.974004e-04 3.589601e-02 0.9632065855
## 988 2.791162e-03 1.116465e-01 0.8855623722
## 989 1.240855e-03 4.963419e-02 0.9491249585
## 990 6.074147e-03 2.429659e-01 0.7509599560
## 991 3.549811e-03 1.419924e-01 0.8544577397
## 992 2.816172e-04 1.126469e-02 0.9884536944
## 993 9.355838e-03 3.742335e-01 0.6164106276
## 994 2.862010e-03 1.144804e-01 0.8826576001
## 995 3.425951e-03 1.370380e-01 0.8595360173
## 996 1.217574e-03 4.870296e-02 0.9500794655
## 997 3.125743e-03 1.250297e-01 0.8718445454
## 998 4.475296e-03 1.790119e-01 0.8165128478
## 999 1.084848e-04 4.339394e-03 0.9955521213
## 1000 9.962764e-04 3.985106e-02 0.9591526677
## 1001 3.806207e-04 1.522483e-02 0.9843945499
## 1002 2.143498e-04 8.573994e-03 0.9912116564
## 1003 3.552072e-03 1.420829e-01 0.8543650376
## 1004 1.082505e-04 4.330021e-03 0.9955617281
## 1005 4.397945e-04 1.759178e-02 0.9819684274
## 1006 1.499658e-02 5.998632e-01 0.3851402235
## 1007 1.832390e-03 7.329560e-02 0.9248720129
## 1008 2.845069e-04 1.138028e-02 0.9883352168
## 1009 1.298735e-03 5.194940e-02 0.9467518629
## 1010 3.231463e-03 1.292585e-01 0.8675100368
## 1011 5.628518e-03 2.251407e-01 0.7692307692
## 1012 1.042318e-03 4.169272e-02 0.9572649573
## 1013 2.167936e-03 8.671745e-02 0.9111146165
## 1014 3.102415e-03 1.240966e-01 0.8728009922
## 1015 3.337714e-04 1.335086e-02 0.9863153728
## 1016 1.074141e-02 4.296563e-01 0.5596023234
## 1017 2.501563e-03 1.000625e-01 0.8974358974
## 1018 1.145963e-05 4.583853e-04 0.9995301551
## 1019 2.501563e-03 1.000625e-01 0.8974358974
## 1020 1.246077e-03 4.984307e-02 0.9489108490
## 1021 6.541522e-03 2.616609e-01 0.7317976060
## 1022 2.132534e-03 8.530135e-02 0.9125661143
## 1023 4.712331e-04 1.884933e-02 0.9806794415
## 1024 9.687053e-03 3.874821e-01 0.6028308207
## 1025 5.628518e-03 2.251407e-01 0.7692307692
## 1026 2.436893e-03 9.747572e-02 0.9000873836
## 1027 3.364438e-03 1.345775e-01 0.8620580437
## 1028 9.380863e-03 3.752345e-01 0.6153846154
## 1029 3.621920e-03 1.448768e-01 0.8515012677
## 1030 3.558450e-03 1.423380e-01 0.8541035411
## 1031 1.016059e-03 4.064237e-02 0.9583415682
## 1032 1.063035e-03 4.252140e-02 0.9564155646
## 1033 1.309757e-03 5.239026e-02 0.9462999789
## 1034 8.972505e-05 3.589002e-03 0.9963212731
## 1035 1.537297e-02 6.149187e-01 0.3697082886
## 1036 5.610611e-03 2.244244e-01 0.7699649553
## 1037 1.044086e-02 4.176342e-01 0.5719248993
## 1038 4.638476e-04 1.855390e-02 0.9809822499
## 1039 2.501563e-03 1.000625e-01 0.8974358974
## 1040 1.042318e-03 4.169272e-02 0.9572649573
## 1041 3.405369e-03 1.362148e-01 0.8603798784
## 1042 5.628518e-03 2.251407e-01 0.7692307692
## 1043 8.925196e-03 3.570079e-01 0.6340669469
## 1044 3.172473e-03 1.268989e-01 0.8699286013
## 1045 4.557581e-04 1.823032e-02 0.9813139178
## 1046 2.594883e-03 1.037953e-01 0.8936098055
## 1047 5.394680e-03 2.157872e-01 0.7788181178
## 1048 1.972064e-04 7.888255e-03 0.9919145382
## 1049 4.437596e-05 1.775038e-03 0.9981805858
## 1050 1.042318e-03 4.169272e-02 0.9572649573
## 1051 1.894780e-03 7.579119e-02 0.9223140312
## 1052 9.661437e-05 3.864575e-03 0.9960388109
## 1053 1.027050e-03 4.108199e-02 0.9578909623
## 1054 7.400519e-03 2.960208e-01 0.6965787076
## 1055 1.042318e-03 4.169272e-02 0.9572649573
## 1056 1.042318e-03 4.169272e-02 0.9572649573
## 1057 5.825200e-05 2.330080e-03 0.9976116679
## 1058 2.924958e-03 1.169983e-01 0.8800767306
## 1059 4.699489e-04 1.879796e-02 0.9807320961
## 1060 2.081821e-03 8.327285e-02 0.9146453309
## 1061 1.128773e-03 4.515092e-02 0.9537203043
## 1062 8.253173e-03 3.301269e-01 0.6616199113
## 1063 6.428505e-03 2.571402e-01 0.7364313097
## 1064 8.587199e-03 3.434880e-01 0.6479248369
## 1065 1.540410e-03 6.161642e-02 0.9368431740
## 1066 1.242051e-03 4.968205e-02 0.9490758953
## 1067 4.431037e-05 1.772415e-03 0.9981832747
## 1068 3.454260e-03 1.381704e-01 0.8583753572
## 1069 1.272437e-05 5.089749e-04 0.9994783008
## 1070 7.057443e-03 2.822977e-01 0.7106448316
## 1071 9.356255e-05 3.742502e-03 0.9961639352
## 1072 2.991208e-03 1.196483e-01 0.8773604521
## 1073 1.713188e-04 6.852751e-03 0.9929759297
## 1074 4.122214e-04 1.648885e-02 0.9830989237
## 1075 6.298052e-03 2.519221e-01 0.7417798732
## 1076 2.501563e-03 1.000625e-01 0.8974358974
## 1077 5.677112e-04 2.270845e-02 0.9767238422
## 1078 6.670097e-03 2.668039e-01 0.7265260091
## 1079 1.042318e-03 4.169272e-02 0.9572649573
## 1080 3.417561e-03 1.367024e-01 0.8598800014
## 1081 7.649269e-03 3.059708e-01 0.6863799775
## 1082 2.665314e-05 1.066125e-03 0.9989072214
## 1083 5.628518e-03 2.251407e-01 0.7692307692
## 1084 1.042318e-03 4.169272e-02 0.9572649573
## 1085 9.731317e-04 3.892527e-02 0.9601016001
## 1086 2.133360e-05 8.533442e-04 0.9991253222
## 1087 1.383489e-05 5.533957e-04 0.9994327694
## 1088 5.195954e-04 2.078381e-02 0.9786965905
## 1089 2.284657e-04 9.138626e-03 0.9906329081
## 1090 1.597185e-02 6.388738e-01 0.3451543176
## 1091 2.877571e-03 1.151029e-01 0.8820195759
## 1092 5.014507e-03 2.005803e-01 0.7944052267
## 1093 4.364867e-04 1.745947e-02 0.9821040454
## 1094 1.695904e-02 6.783616e-01 0.3046793909
## 1095 3.375850e-03 1.350340e-01 0.8615901580
## 1096 4.819515e-05 1.927806e-03 0.9980239988
## 1097 2.708960e-03 1.083584e-01 0.8889326460
## 1098 5.984218e-05 2.393687e-03 0.9975464705
## 1099 3.411958e-04 1.364783e-02 0.9860109712
## 1100 4.192645e-04 1.677058e-02 0.9828101554
## 1101 3.529239e-04 1.411695e-02 0.9855301216
## 1102 1.047687e-04 4.190748e-03 0.9957044837
## 1103 2.189311e-03 8.757244e-02 0.9102382508
## 1104 1.649223e-04 6.596892e-03 0.9932381855
## 1105 1.354961e-03 5.419843e-02 0.9444466108
## 1106 2.312605e-04 9.250419e-03 0.9905183210
## 1107 4.644980e-03 1.857992e-01 0.8095558011
## 1108 2.946114e-04 1.178446e-02 0.9879209317
## 1109 3.746710e-04 1.498684e-02 0.9846384892
## 1110 9.801791e-04 3.920716e-02 0.9598126588
## 1111 2.256644e-04 9.026575e-03 0.9907477602
## 1112 2.716618e-05 1.086647e-03 0.9988861868
## 1113 8.578681e-04 3.431473e-02 0.9648274061
## 1114 3.852282e-05 1.540913e-03 0.9984205644
## 1115 3.138529e-03 1.255412e-01 0.8713203202
## 1116 1.549533e-03 6.198130e-02 0.9364691644
## 1117 6.339234e-04 2.535693e-02 0.9740091420
## 1118 2.394846e-03 9.579385e-02 0.9018113023
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## 1120 3.414200e-03 1.365680e-01 0.8600177949
## 1121 6.621688e-04 2.648675e-02 0.9728510785
## 1122 2.893530e-03 1.157412e-01 0.8813652796
## 1123 2.411725e-04 9.646899e-03 0.9901119288
## 1124 6.212476e-06 2.484990e-04 0.9997452885
## 1125 1.556709e-03 6.226836e-02 0.9361749292
## 1126 3.312704e-03 1.325082e-01 0.8641791172
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## 1128 1.807388e-03 7.229551e-02 0.9258971073
## 1129 4.612038e-04 1.844815e-02 0.9810906424
## 1130 1.129536e-03 4.518144e-02 0.9536890276
## 1131 2.118647e-03 8.474586e-02 0.9131354891
## 1132 4.479960e-05 1.791984e-03 0.9981632165
## 1133 5.298415e-03 2.119366e-01 0.7827649932
## 1134 2.146796e-03 8.587185e-02 0.9119813542
## 1135 2.051809e-03 8.207235e-02 0.9158758402
## 1136 2.937715e-05 1.175086e-03 0.9987955368
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## 1138 1.516976e-03 6.067903e-02 0.9378039937
## 1139 4.222071e-03 1.688829e-01 0.8268950733
## 1140 1.936434e-03 7.745734e-02 0.9206062253
## 1141 3.279684e-03 1.311874e-01 0.8655329372
## 1142 1.863927e-03 7.455708e-02 0.9235789891
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## 1144 2.533022e-04 1.013209e-02 0.9896146083
## 1145 2.274433e-03 9.097731e-02 0.9067482562
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## 1147 2.779710e-03 1.111884e-01 0.8860318989
## 1148 1.547707e-03 6.190828e-02 0.9365440097
## 1149 2.286088e-03 9.144350e-02 0.9062704089
## 1150 1.296905e-05 5.187618e-04 0.9994682691
## 1151 4.482262e-04 1.792905e-02 0.9816227275
## 1152 5.071262e-04 2.028505e-02 0.9792078252
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## 1155 1.232696e-06 4.930783e-05 0.9999494595
## 1156 2.520107e-04 1.008043e-02 0.9896675593
## 1157 6.084637e-04 2.433855e-02 0.9750529895
## 1158 1.145076e-06 4.580305e-05 0.9999530519
## 1159 1.074646e-04 4.298583e-03 0.9955939524
## 1160 3.561684e-08 1.424674e-06 0.9999985397
## 1161 1.327398e-05 5.309590e-04 0.9994557670
## 1162 6.843811e-06 2.737525e-04 0.9997194037
## 1163 1.656758e-03 6.627031e-02 0.9320729358
## 1164 2.780636e-04 1.112254e-02 0.9885993940
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## 1167 6.093498e-03 2.437399e-01 0.7501665818
## 1168 2.634020e-04 1.053608e-02 0.9892005187
## 1169 5.518985e-05 2.207594e-03 0.9977372163
## 1170 1.986867e-03 7.947467e-02 0.9185384626
## 1171 1.278210e-03 5.112839e-02 0.9475933964
## 1172 1.793325e-03 7.173301e-02 0.9264736623
## 1173 1.226929e-04 4.907715e-03 0.9949695926
## 1174 1.263290e-03 5.053160e-02 0.9482051079
## 1175 1.074230e-03 4.296921e-02 0.9559565565
## 1176 2.509867e-04 1.003947e-02 0.9897095459
## 1177 1.051591e-03 4.206366e-02 0.9568847496
## 1178 3.046616e-04 1.218646e-02 0.9875088752
## 1179 8.069299e-03 3.227719e-01 0.6691587559
## 1180 1.483604e-03 5.934417e-02 0.9391722206
## 1181 2.601717e-04 1.040687e-02 0.9893329583
## 1182 7.537791e-03 3.015116e-01 0.6909505671
## 1183 6.269365e-05 2.507746e-03 0.9974295603
## 1184 6.027118e-06 2.410847e-04 0.9997528881
## 1185 1.603970e-03 6.415878e-02 0.9342372483
## 1186 3.323850e-03 1.329540e-01 0.8637221366
## 1187 7.920424e-04 3.168169e-02 0.9675262632
## 1188 9.507636e-03 3.803054e-01 0.6101869311
## 1189 2.031833e-03 8.127333e-02 0.9166948367
## 1190 4.722046e-03 1.888818e-01 0.8063961115
## 1191 6.537174e-04 2.614869e-02 0.9731975886
## 1192 1.676338e-03 6.705352e-02 0.9312701450
## 1193 1.437215e-04 5.748860e-03 0.9941074183
## 1194 2.127351e-08 8.509404e-07 0.9999991278
## 1195 6.647067e-04 2.658827e-02 0.9727470254
## 1196 2.618911e-04 1.047565e-02 0.9892624633
## 1197 9.043577e-05 3.617431e-03 0.9962921336
## 1198 5.391114e-05 2.156445e-03 0.9977896434
## 1199 2.798184e-03 1.119274e-01 0.8852744449
## 1200 1.185057e-04 4.740229e-03 0.9951412651
## 1201 2.091417e-03 8.365667e-02 0.9142519166
## 1202 2.406017e-04 9.624067e-03 0.9901353313
## 1203 1.332094e-03 5.328374e-02 0.9453841651
## 1204 4.058976e-03 1.623590e-01 0.8335819925
## 1205 9.036073e-05 3.614429e-03 0.9962952102
## 1206 1.712084e-03 6.848334e-02 0.9298045747
## 1207 5.981517e-04 2.392607e-02 0.9754757821
## 1208 5.600005e-05 2.240002e-03 0.9977039979
## 1209 1.848723e-03 7.394893e-02 0.9242023432
## 1210 6.758971e-04 2.703588e-02 0.9722882201
## 1211 5.714104e-03 2.285642e-01 0.7657217158
## 1212 1.261641e-03 5.046565e-02 0.9482727052
## 1213 7.126013e-05 2.850405e-03 0.9970783348
## 1214 2.383578e-05 9.534311e-04 0.9990227331
## 1215 8.047695e-04 3.219078e-02 0.9670044485
## 1216 9.940849e-04 3.976340e-02 0.9592425183
## 1217 1.628359e-03 6.513438e-02 0.9332372643
## 1218 7.194345e-04 2.877738e-02 0.9705031843
## 1219 5.987550e-04 2.395020e-02 0.9754510445
## 1220 6.964935e-03 2.785974e-01 0.7144376651
## 1221 2.103868e-03 8.415471e-02 0.9137414236
## 1222 1.149583e-03 4.598333e-02 0.9528670866
## 1223 1.696610e-03 6.786441e-02 0.9304389819
## 1224 1.945134e-05 7.780538e-04 0.9992024949
## 1225 2.729994e-04 1.091998e-02 0.9888070251
## 1226 4.224545e-07 1.689818e-05 0.9999826794
## 1227 9.533141e-05 3.813256e-03 0.9960914122
## 1228 4.125460e-03 1.650184e-01 0.8308561561
## 1229 3.941942e-04 1.576777e-02 0.9838380366
## 1230 1.268655e-05 5.074622e-04 0.9994798513
## 1231 5.204845e-04 2.081938e-02 0.9786601355
## 1232 3.910838e-05 1.564335e-03 0.9983965565
## 1233 4.928247e-03 1.971299e-01 0.7979418761
## 1234 2.355702e-03 9.422810e-02 0.9034161994
## 1235 3.382762e-03 1.353105e-01 0.8613067744
## 1236 2.147728e-03 8.590911e-02 0.9119431639
## 1237 3.977664e-03 1.591065e-01 0.8369157911
## 1238 4.048068e-05 1.619227e-03 0.9983402920
## 1239 6.139140e-03 2.455656e-01 0.7482952434
## 1240 4.639600e-05 1.855840e-03 0.9980977640
## 1241 3.177436e-04 1.270975e-02 0.9869725104
## 1242 6.213275e-04 2.485310e-02 0.9745255724
## 1243 6.575172e-04 2.630069e-02 0.9730417945
## 1244 3.954027e-03 1.581611e-01 0.8378848762
## 1245 5.953430e-03 2.381372e-01 0.7559093541
## 1246 2.956991e-05 1.182797e-03 0.9987876336
## 1247 2.326709e-03 9.306835e-02 0.9046049364
## 1248 5.635317e-04 2.254127e-02 0.9768951999
## 1249 2.990719e-03 1.196288e-01 0.8773805171
## 1250 4.783313e-04 1.913325e-02 0.9803884176
## 1251 2.901270e-05 1.160508e-03 0.9988104794
## 1252 2.751152e-06 1.100461e-04 0.9998872027
## 1253 7.127685e-04 2.851074e-02 0.9707764935
## 1254 3.991406e-03 1.596562e-01 0.8363523559
## 1255 3.944149e-04 1.577659e-02 0.9838289902
## 1256 3.370768e-04 1.348307e-02 0.9861798505
## 1257 1.561541e-04 6.246165e-03 0.9935976808
## 1258 2.465027e-05 9.860108e-04 0.9989893389
## 1259 1.155206e-03 4.620826e-02 0.9526365377
## 1260 5.065145e-04 2.026058e-02 0.9792329068
## 1261 1.553551e-04 6.214206e-03 0.9936304393
## 1262 4.344799e-04 1.737920e-02 0.9821863225
## 1263 5.202978e-04 2.081191e-02 0.9786677893
## 1264 1.465443e-03 5.861772e-02 0.9399168345
## 1265 8.335036e-04 3.334014e-02 0.9658263515
## 1266 1.262793e-04 5.051174e-03 0.9948225470
## 1267 1.977293e-03 7.909172e-02 0.9189309879
## 1268 2.031277e-05 8.125107e-04 0.9991671766
## 1269 2.692050e-03 1.076820e-01 0.8896259666
## 1270 1.500323e-03 6.001292e-02 0.9384867563
## 1271 1.453280e-03 5.813120e-02 0.9404155242
## 1272 2.605544e-04 1.042218e-02 0.9893172691
## 1273 1.768589e-03 7.074357e-02 0.9274878376
## 1274 2.033982e-03 8.135926e-02 0.9166067564
## 1275 3.435833e-03 1.374333e-01 0.8591308419
## 1276 3.862350e-03 1.544940e-01 0.8416436312
## 1277 7.772855e-04 3.109142e-02 0.9681312931
## 1278 2.330899e-04 9.323596e-03 0.9904433145
## 1279 3.891147e-03 1.556459e-01 0.8404629637
## 1280 1.470122e-04 5.880488e-03 0.9939724998
## 1281 1.498526e-04 5.994103e-03 0.9938560442
## 1282 8.389728e-04 3.355891e-02 0.9656021168
## 1283 3.489454e-03 1.395781e-01 0.8569324015
## 1284 2.796434e-04 1.118574e-02 0.9885346199
## 1285 2.803467e-05 1.121387e-03 0.9988505784
## 1286 5.018230e-03 2.007292e-01 0.7942525591
## 1287 2.150250e-03 8.600999e-02 0.9118397638
## 1288 2.289123e-03 9.156493e-02 0.9061459500
## 1289 1.090595e-03 4.362380e-02 0.9552856074
## 1290 9.715990e-04 3.886396e-02 0.9601644407
## 1291 4.536382e-08 1.814553e-06 0.9999981401
## 1292 1.020992e-03 4.083967e-02 0.9581393430
## 1293 1.474554e-04 5.898217e-03 0.9939543280
## 1294 4.222121e-05 1.688848e-03 0.9982689305
## 1295 1.481243e-04 5.924972e-03 0.9939269033
## 1296 5.961086e-03 2.384434e-01 0.7555954846
## 1297 2.230915e-06 8.923661e-05 0.9999085325
## 1298 2.233054e-03 8.932216e-02 0.9084447842
## 1299 2.520548e-04 1.008219e-02 0.9896657514
## 1300 1.242029e-02 4.968116e-01 0.4907681553
## 1301 3.273010e-05 1.309204e-03 0.9986580661
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## 1303 5.794794e-03 2.317918e-01 0.7624134499
## 1304 1.333349e-04 5.333397e-03 0.9945332686
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## 1307 3.947216e-04 1.578886e-02 0.9838164164
## 1308 3.050225e-04 1.220090e-02 0.9874940783
## 1309 3.300045e-03 1.320018e-01 0.8646981545
## 1310 5.055691e-03 2.022276e-01 0.7927166820
## 1311 4.925659e-04 1.970263e-02 0.9798048000
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## 1323 2.612498e-04 1.044999e-02 0.9892887589
## 1324 5.040894e-04 2.016358e-02 0.9793323338
## 1325 8.019079e-06 3.207632e-04 0.9996712178
## 1326 4.917903e-04 1.967161e-02 0.9798365989
## 1327 2.787856e-03 1.115142e-01 0.8856979037
## 1328 1.117631e-03 4.470526e-02 0.9541771132
## 1329 7.009599e-03 2.803840e-01 0.7126064486
## 1330 1.286440e-03 5.145762e-02 0.9472559443
## 1331 3.062371e-03 1.224948e-01 0.8744427815
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## 1337 2.940980e-06 1.176392e-04 0.9998794198
## 1338 2.666722e-04 1.066689e-02 0.9890664407
## 1339 4.452225e-03 1.780890e-01 0.8174587730
## 1340 5.563581e-04 2.225432e-02 0.9771893197
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## 1342 1.056879e-03 4.227516e-02 0.9566679595
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## 1344 1.332832e-03 5.331328e-02 0.9453538878
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## 1347 1.500790e-05 6.003159e-04 0.9993846762
## 1348 2.287304e-03 9.149216e-02 0.9062205389
## 1349 3.770445e-04 1.508178e-02 0.9845411755
## 1350 1.009265e-03 4.037061e-02 0.9586201294
## 1351 3.493164e-03 1.397266e-01 0.8567802843
## 1352 1.369154e-03 5.476616e-02 0.9438646814
## 1353 3.633070e-05 1.453228e-03 0.9985104412
## 1354 3.246106e-05 1.298442e-03 0.9986690967
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## 1358 2.022607e-03 8.090428e-02 0.9170731121
## 1359 8.938612e-04 3.575445e-02 0.9633516917
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## 1362 3.839099e-03 1.535640e-01 0.8425969222
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## 1365 3.588665e-05 1.435466e-03 0.9985286472
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## 1370 1.165612e-03 4.662448e-02 0.9522099095
## 1371 2.922542e-05 1.169017e-03 0.9988017577
## 1372 2.440550e-03 9.762200e-02 0.8999374545
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## 1378 6.617780e-06 2.647112e-04 0.9997286710
## 1379 1.517350e-03 6.069398e-02 0.9377886676
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## 1383 2.086055e-03 8.344218e-02 0.9144717618
## 1384 7.471071e-04 2.988429e-02 0.9693686075
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## 1388 8.502475e-04 3.400990e-02 0.9651398521
## 1389 6.943496e-04 2.777398e-02 0.9715316671
## 1390 1.662475e-05 6.649901e-04 0.9993183851
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## 1392 1.538369e-03 6.153475e-02 0.9369268840
## 1393 8.691532e-04 3.476613e-02 0.9643647184
## 1394 4.068789e-03 1.627516e-01 0.8331796314
## 1395 2.235416e-04 8.941662e-03 0.9908347960
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## 1398 5.552606e-05 2.221043e-03 0.9977234314
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## 1400 1.112698e-03 4.450792e-02 0.9543793775
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## 1405 3.367624e-03 1.347050e-01 0.8619273956
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## 1408 4.915855e-03 1.966342e-01 0.7984499383
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## 1411 3.646675e-06 1.458670e-04 0.9998504863
## 1412 2.930959e-03 1.172384e-01 0.8798306865
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## 1414 9.844757e-05 3.937903e-03 0.9959636498
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## 1419 1.666403e-03 6.665613e-02 0.9316774690
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## 1421 3.145503e-05 1.258201e-03 0.9987103440
## 1422 3.038729e-04 1.215492e-02 0.9875412103
## 1423 5.151577e-06 2.060631e-04 0.9997887854
## 1424 1.960857e-03 7.843427e-02 0.9196048770
## 1425 1.582049e-03 6.328196e-02 0.9351359875
## 1426 2.420952e-07 9.683808e-06 0.9999900741
## 1427 2.590473e-04 1.036189e-02 0.9893790610
## 1428 3.317692e-04 1.327077e-02 0.9863974645
## 1429 2.759617e-03 1.103847e-01 0.8868556892
## 1430 2.047558e-04 8.190232e-03 0.9916050121
## 1431 5.122184e-07 2.048874e-05 0.9999789990
## 1432 2.973844e-03 1.189538e-01 0.8780723787
## 1433 4.668748e-05 1.867499e-03 0.9980858134
## 1434 2.393635e-03 9.574540e-02 0.9018609674
## 1435 5.555062e-03 2.222025e-01 0.7722424469
## 1436 4.273613e-03 1.709445e-01 0.8247818555
## 1437 2.915544e-04 1.166218e-02 0.9880462683
## 1438 3.782999e-03 1.513200e-01 0.8448970299
## 1439 6.500414e-05 2.600166e-03 0.9973348301
## 1440 5.760176e-03 2.304070e-01 0.7638327829
## 1441 1.176941e-04 4.707765e-03 0.9951745409
## 1442 3.557026e-04 1.422810e-02 0.9854161947
## 1443 2.344910e-04 9.379639e-03 0.9903858702
## 1444 1.204107e-03 4.816430e-02 0.9506315950
## 1445 1.451367e-03 5.805469e-02 0.9404939407
## 1446 1.087350e-03 4.349399e-02 0.9554186649
## 1447 2.722937e-03 1.089175e-01 0.8883596004
## 1448 9.043092e-05 3.617237e-03 0.9962923322
## 1449 6.725790e-08 2.690316e-06 0.9999972424
## 1450 1.777017e-04 7.108069e-03 0.9927142294
## 1451 3.092281e-03 1.236913e-01 0.8732164631
## 1452 7.675374e-04 3.070150e-02 0.9685309649
## 1453 3.004923e-04 1.201969e-02 0.9876798176
## 1454 5.420502e-03 2.168201e-01 0.7777594030
## 1455 3.600108e-05 1.440043e-03 0.9985239559
## 1456 4.605086e-03 1.842034e-01 0.8111914702
## 1457 1.094257e-03 4.377029e-02 0.9551354514
## 1458 4.462285e-05 1.784914e-03 0.9981704633
## 1459 1.400008e-03 5.600033e-02 0.9425996645
## 1460 3.305196e-03 1.322078e-01 0.8644869648
## 1461 1.158127e-03 4.632507e-02 0.9525168003
## 1462 2.736356e-03 1.094542e-01 0.8878094229
## 1463 1.329736e-03 5.318943e-02 0.9454808377
## 1464 1.542923e-03 6.171693e-02 0.9367401443
## 1465 9.050946e-04 3.620378e-02 0.9628911220
## 1466 7.976462e-04 3.190585e-02 0.9672965050
## 1467 4.142479e-04 1.656992e-02 0.9830158363
## 1468 6.643796e-05 2.657518e-03 0.9972760437
## 1469 2.623146e-03 1.049259e-01 0.8924510022
## 1470 1.646256e-04 6.585024e-03 0.9932503501
## 1471 5.878924e-04 2.351570e-02 0.9758964118
## 1472 1.069747e-04 4.278987e-03 0.9956140384
## 1473 2.635110e-04 1.054044e-02 0.9891960496
## 1474 4.430195e-03 1.772078e-01 0.8183619982
## 1475 2.194812e-03 8.779250e-02 0.9100126889
## 1476 1.164445e-03 4.657779e-02 0.9522577670
## 1477 1.716551e-04 6.866203e-03 0.9929621422
## 1478 5.432848e-04 2.173139e-02 0.9777253228
## 1479 1.605517e-02 6.422068e-01 0.3417379800
## 1480 2.177972e-04 8.711890e-03 0.9910703129
## 1481 1.996662e-03 7.986646e-02 0.9181368778
## 1482 9.843275e-04 3.937310e-02 0.9596425722
## 1483 3.801479e-03 1.520592e-01 0.8441393561
## 1484 8.249669e-05 3.299867e-03 0.9966176359
## 1485 2.080680e-03 8.322721e-02 0.9146921089
## 1486 5.784103e-04 2.313641e-02 0.9762851782
## 1487 2.919012e-06 1.167605e-04 0.9998803205
## 1488 3.425285e-05 1.370114e-03 0.9985956333
## 1489 8.703779e-04 3.481512e-02 0.9643145058
## 1490 2.037006e-04 8.148026e-03 0.9916482737
## 1491 1.788703e-03 7.154812e-02 0.9266631815
## 1492 6.567147e-04 2.626859e-02 0.9730746961
## 1493 8.167266e-04 3.266906e-02 0.9665142100
## 1494 2.924603e-03 1.169841e-01 0.8800912692
## 1495 2.543183e-03 1.017273e-01 0.8957295170
## 1496 6.047485e-03 2.418994e-01 0.7520531294
## 1497 5.178295e-03 2.071318e-01 0.7876899123
## 1498 1.790096e-03 7.160386e-02 0.9266060457
## 1499 4.435598e-03 1.774239e-01 0.8181404887
## 1500 1.016291e-03 4.065164e-02 0.9583320644
## 1501 1.913558e-03 7.654232e-02 0.9215441226
## 1502 1.546706e-03 6.186823e-02 0.9365850611
## 1503 3.274841e-04 1.309936e-02 0.9865731509
## 1504 3.184603e-05 1.273841e-03 0.9986943129
## 1505 1.201641e-05 4.806566e-04 0.9995073270
## 1506 9.444054e-03 3.777622e-01 0.6127937805
## 1507 1.090136e-03 4.360543e-02 0.9553044363
## 1508 5.324652e-04 2.129861e-02 0.9781689270
## 1509 3.081706e-03 1.232683e-01 0.8736500408
## 1510 7.140039e-03 2.856015e-01 0.7072584137
## 1511 3.443439e-03 1.377376e-01 0.8588189952
## 1512 8.908536e-04 3.563414e-02 0.9634750028
## 1513 5.810961e-03 2.324385e-01 0.7617505876
## 1514 3.867342e-04 1.546937e-02 0.9841438983
## 1515 1.140247e-04 4.560989e-03 0.9953249861
## 1516 2.430665e-03 9.722661e-02 0.9003427285
## 1517 4.309580e-03 1.723832e-01 0.8233072063
## 1518 4.412432e-04 1.764973e-02 0.9819090285
## 1519 1.131531e-03 4.526125e-02 0.9536072198
## 1520 1.564571e-03 6.258283e-02 0.9358525991
## 1521 1.200097e-05 4.800389e-04 0.9995079602
## 1522 1.230721e-02 4.922885e-01 0.4954043111
## 1523 3.222838e-04 1.289135e-02 0.9867863661
## 1524 8.657745e-04 3.463098e-02 0.9645032447
## 1525 1.690278e-03 6.761112e-02 0.9306985972
## 1526 1.463134e-02 5.852537e-01 0.4001149278
## 1527 6.000334e-05 2.400134e-03 0.9975398630
## 1528 5.646302e-03 2.258521e-01 0.7685016278
## 1529 1.453634e-03 5.814538e-02 0.9404009861
## 1530 4.704262e-04 1.881705e-02 0.9807125257
## 1531 3.435679e-03 1.374272e-01 0.8591371625
## 1532 3.265821e-03 1.306328e-01 0.8661013296
## 1533 8.629247e-07 3.451699e-05 0.9999646201
## 1534 1.238805e-03 4.955220e-02 0.9492089923
## 1535 4.772137e-05 1.908855e-03 0.9980434239
## 1536 2.698791e-04 1.079516e-02 0.9889349572
## 1537 1.078865e-04 4.315459e-03 0.9955766545
## 1538 3.534430e-03 1.413772e-01 0.8550883538
## 1539 3.378767e-03 1.351507e-01 0.8614705363
## 1540 1.963361e-05 7.853444e-04 0.9991950220
## 1541 4.764272e-04 1.905709e-02 0.9804664833
## 1542 4.481678e-03 1.792671e-01 0.8162512078
## 1543 2.437095e-03 9.748379e-02 0.9000791190
## 1544 1.371225e-04 5.484899e-03 0.9943779790
## 1545 1.700888e-04 6.803553e-03 0.9930263578
## 1546 3.874290e-06 1.549716e-04 0.9998411541
## 1547 2.015934e-03 8.063736e-02 0.9173467089
## 1548 6.477184e-04 2.590873e-02 0.9734435473
## 1549 9.505922e-04 3.802369e-02 0.9610257189
## 1550 2.013826e-04 8.055303e-03 0.9917433145
## 1551 4.284918e-03 1.713967e-01 0.8243183735
## 1552 2.628887e-03 1.051555e-01 0.8922156346
## 1553 4.810799e-05 1.924320e-03 0.9980275725
## 1554 2.382952e-03 9.531810e-02 0.9022989495
## 1555 3.148121e-04 1.259248e-02 0.9870927031
## 1556 1.140722e-03 4.562888e-02 0.9532303975
## 1557 3.985556e-05 1.594222e-03 0.9983659221
## 1558 3.114810e-03 1.245924e-01 0.8722927987
## 1559 3.238028e-03 1.295211e-01 0.8672408699
## 1560 4.618068e-03 1.847227e-01 0.8106592117
## 1561 5.311696e-06 2.124678e-04 0.9997822205
## 1562 1.383217e-04 5.532869e-03 0.9943288092
## 1563 1.364348e-02 5.457390e-01 0.4406174826
## 1564 9.189655e-03 3.675862e-01 0.6232241446
## 1565 2.902923e-03 1.161169e-01 0.8809801605
## 1566 2.213542e-04 8.854168e-03 0.9909244778
## 1567 3.182532e-03 1.273013e-01 0.8695161916
## 1568 4.679843e-03 1.871937e-01 0.8081264231
## 1569 6.574116e-04 2.629646e-02 0.9730461255
## 1570 1.149206e-03 4.596823e-02 0.9528825647
## 1571 2.892135e-04 1.156854e-02 0.9881422446
## 1572 7.016098e-05 2.806439e-03 0.9971233998
## 1573 2.374002e-03 9.496009e-02 0.9026659060
## 1574 1.546597e-02 6.186388e-01 0.3658951805
## 1575 2.475140e-03 9.900560e-02 0.8985192591
## 1576 1.772346e-03 7.089385e-02 0.9273338001
## 1577 4.592902e-03 1.837161e-01 0.8116910313
## 1578 6.216801e-03 2.486720e-01 0.7451111514
## 1579 2.961585e-04 1.184634e-02 0.9878575016
## 1580 1.802815e-05 7.211260e-04 0.9992608459
## 1581 7.059204e-03 2.823682e-01 0.7105726216
## 1582 3.589469e-03 1.435788e-01 0.8528317671
## 1583 5.141836e-03 2.056735e-01 0.7891847058
## 1584 1.084610e-02 4.338439e-01 0.5553099927
## 1585 6.685421e-06 2.674169e-04 0.9997258977
## 1586 2.005537e-03 8.022146e-02 0.9177729984
## 1587 3.263870e-03 1.305548e-01 0.8661813180
## 1588 1.388612e-03 5.554448e-02 0.9430669072
## 1589 6.356786e-04 2.542714e-02 0.9739371765
## 1590 4.238159e-03 1.695264e-01 0.8262354618
## 1591 3.087362e-03 1.234945e-01 0.8734181677
## 1592 3.466415e-03 1.386566e-01 0.8578770016
## 1593 4.257850e-04 1.703140e-02 0.9825428130
## 1594 3.188850e-03 1.275540e-01 0.8692571556
## 1595 3.843896e-03 1.537558e-01 0.8424002764
## 1596 3.221211e-03 1.288484e-01 0.8679303624
## 1597 1.353315e-05 5.413261e-04 0.9994451407
## 1598 5.718961e-04 2.287584e-02 0.9765522599
## 1599 2.129212e-04 8.516850e-03 0.9912702292
## 1600 7.680150e-03 3.072060e-01 0.6851138677
## 1601 5.111031e-04 2.044413e-02 0.9790447709
## 1602 7.940909e-04 3.176363e-02 0.9674422748
## 1603 9.417840e-04 3.767136e-02 0.9613868540
## 1604 8.919993e-03 3.567997e-01 0.6342802885
## 1605 9.342043e-03 3.736817e-01 0.6169762508
## 1606 1.370377e-03 5.481509e-02 0.9438145333
## 1607 2.340254e-04 9.361015e-03 0.9904049594
## 1608 2.396109e-04 9.584438e-03 0.9901759513
## 1609 7.133519e-03 2.853408e-01 0.7075257246
## 1610 1.449359e-03 5.797437e-02 0.9405762736
## 1611 9.190055e-06 3.676022e-04 0.9996232078
## 1612 4.089312e-03 1.635725e-01 0.8323382168
## 1613 1.584033e-03 6.336133e-02 0.9350546346
## 1614 4.329165e-03 1.731666e-01 0.8225042208
## 1615 5.614894e-04 2.245958e-02 0.9769789329
## 1616 3.009006e-03 1.203603e-01 0.8766307421
## 1617 3.947995e-04 1.579198e-02 0.9838132186
## 1618 5.818443e-04 2.327377e-02 0.9761443837
## 1619 1.099861e-04 4.399445e-03 0.9954905685
## 1620 3.241247e-03 1.296499e-01 0.8671088789
## 1621 8.140060e-03 3.256024e-01 0.6662575268
## 1622 9.380863e-03 3.752345e-01 0.6153846154
## 1623 2.085107e-05 8.340427e-04 0.9991451062
## 1624 8.509522e-05 3.403809e-03 0.9965110960
## 1625 5.719505e-04 2.287802e-02 0.9765500278
## 1626 5.120225e-03 2.048090e-01 0.7900707907
## 1627 1.589837e-03 6.359349e-02 0.9348166707
## 1628 8.991797e-03 3.596719e-01 0.6313363119
## 1629 3.838823e-03 1.535529e-01 0.8426082382
## 1630 5.099516e-06 2.039806e-04 0.9997909199
## 1631 7.917042e-03 3.166817e-01 0.6754012778
## 1632 1.616800e-03 6.467199e-02 0.9337112151
## 1633 8.321555e-05 3.328622e-03 0.9965881623
## 1634 9.380863e-03 3.752345e-01 0.6153846154
## 1635 4.813248e-04 1.925299e-02 0.9802656827
## 1636 5.001320e-04 2.000528e-02 0.9794945891
## 1637 1.378383e-05 5.513531e-04 0.9994348631
## 1638 7.853168e-04 3.141267e-02 0.9678020112
## 1639 9.730170e-04 3.892068e-02 0.9601063010
## 1640 5.745148e-03 2.298059e-01 0.7644489330
## 1641 2.759355e-03 1.103742e-01 0.8868664352
## 1642 1.739722e-06 6.958888e-05 0.9999286714
## 1643 2.336134e-03 9.344536e-02 0.9042185017
## 1644 3.345117e-04 1.338047e-02 0.9862850217
## 1645 6.432360e-03 2.572944e-01 0.7362732338
## 1646 1.261190e-03 5.044758e-02 0.9482912256
## 1647 3.526200e-04 1.410480e-02 0.9855425819
## 1648 5.463979e-04 2.185592e-02 0.9775976866
## 1649 3.890840e-03 1.556336e-01 0.8404755441
## 1650 1.956907e-03 7.827627e-02 0.9197668204
## 1651 2.403350e-03 9.613399e-02 0.9014626624
## 1652 8.930708e-03 3.572283e-01 0.6338409841
## 1653 8.377376e-03 3.350950e-01 0.6565276035
## 1654 6.636660e-03 2.654664e-01 0.7278969413
## 1655 4.280976e-03 1.712390e-01 0.8244799870
## 1656 2.611186e-03 1.044474e-01 0.8929413688
## 1657 6.150161e-03 2.460065e-01 0.7478433875
## 1658 9.903406e-04 3.961362e-02 0.9593960350
## 1659 5.962131e-03 2.384852e-01 0.7555526445
## 1660 7.613152e-04 3.045261e-02 0.9687860771
## 1661 2.797045e-03 1.118818e-01 0.8853211408
## 1662 1.623458e-03 6.493830e-02 0.9334382391
## 1663 2.541209e-03 1.016484e-01 0.8958104109
## 1664 2.903411e-05 1.161364e-03 0.9988096016
## 1665 6.242912e-04 2.497165e-02 0.9744040611
## 1666 1.605685e-03 6.422738e-02 0.9341669316
## 1667 3.287139e-03 1.314855e-01 0.8652273148
## 1668 1.042318e-03 4.169272e-02 0.9572649573
## 1669 5.226853e-04 2.090741e-02 0.9785699025
## 1670 7.907274e-03 3.162910e-01 0.6758017641
## 1671 1.303392e-02 5.213568e-01 0.4656092749
## 1672 3.949656e-03 1.579862e-01 0.8380641089
## 1673 5.442919e-04 2.177168e-02 0.9776840306
## 1674 2.223640e-03 8.894558e-02 0.9088307757
## 1675 1.042318e-03 4.169272e-02 0.9572649573
## 1676 1.540103e-04 6.160410e-03 0.9936855797
## 1677 3.249661e-03 1.299864e-01 0.8667638916
## 1678 9.111888e-04 3.644755e-02 0.9626412587
## 1679 1.180136e-07 4.720545e-06 0.9999951614
## 1680 2.501563e-03 1.000625e-01 0.8974358974
## 1681 2.438124e-02 9.752496e-01 0.0003691908
## 1682 9.573976e-03 3.829590e-01 0.6074669766
## 1683 6.692778e-04 2.677111e-02 0.9725596091
## 1684 8.208519e-04 3.283407e-02 0.9663450738
## 1685 1.186171e-03 4.744685e-02 0.9513669823
## 1686 3.126527e-03 1.250611e-01 0.8718124066
## 1687 5.155874e-04 2.062350e-02 0.9788609162
## 1688 5.664479e-03 2.265791e-01 0.7677563805
## 1689 2.720936e-04 1.088374e-02 0.9888441626
## 1690 1.443219e-05 5.772875e-04 0.9994082803
## 1691 6.016251e-04 2.406501e-02 0.9753333691
## 1692 7.917195e-06 3.166878e-04 0.9996753950
## 1693 1.499679e-02 5.998715e-01 0.3851317561
## 1694 1.140723e-04 4.562893e-03 0.9953230350
## 1695 3.421070e-03 1.368428e-01 0.8597361297
## 1696 1.042318e-03 4.169272e-02 0.9572649573
## 1697 6.142162e-03 2.456865e-01 0.7481713473
## 1698 8.728740e-03 3.491496e-01 0.6421216770
## 1699 1.167001e-02 4.668004e-01 0.5215295673
## 1700 1.998291e-05 7.993163e-04 0.9991807008
## 1701 1.684540e-03 6.738159e-02 0.9309338687
## 1702 3.906948e-04 1.562779e-02 0.9839815124
## 1703 7.121043e-03 2.848417e-01 0.7080372449
## 1704 5.735683e-03 2.294273e-01 0.7648370125
## 1705 2.183489e-04 8.733956e-03 0.9910476956
## 1706 2.501563e-03 1.000625e-01 0.8974358974
## 1707 1.887839e-03 7.551355e-02 0.9225986064
## 1708 2.411740e-04 9.646961e-03 0.9901118647
## 1709 5.628518e-03 2.251407e-01 0.7692307692
## 1710 5.097276e-04 2.038910e-02 0.9791011700
## 1711 5.631499e-04 2.252599e-02 0.9769108555
## 1712 1.553837e-03 6.215349e-02 0.9362926742
## 1713 3.093709e-03 1.237484e-01 0.8731579151
## 1714 2.218047e-03 8.872189e-02 0.9090600638
## 1715 1.437651e-05 5.750606e-04 0.9994105629
## 1716 9.369679e-03 3.747872e-01 0.6158431687
## 1717 9.380863e-03 3.752345e-01 0.6153846154
## 1718 7.962172e-03 3.184869e-01 0.6735509276
## 1719 2.536871e-03 1.014748e-01 0.8959882903
## 1720 6.813921e-03 2.725568e-01 0.7206292503
## 1721 7.553141e-05 3.021256e-03 0.9969032122
## 1722 1.471205e-02 5.884821e-01 0.3968058716
## 1723 1.376634e-03 5.506538e-02 0.9435579885
## 1724 2.245581e-03 8.982323e-02 0.9079311893
## 1725 1.729818e-03 6.919270e-02 0.9290774806
## 1726 9.981596e-03 3.992638e-01 0.5907545713
## 1727 1.198354e-03 4.793414e-02 0.9508675028
## 1728 1.042318e-03 4.169272e-02 0.9572649573
## 1729 1.013758e-03 4.055034e-02 0.9584359033
## 1730 4.567217e-04 1.826887e-02 0.9812744111
## 1731 5.208166e-04 2.083267e-02 0.9786465181
## 1732 1.042318e-03 4.169272e-02 0.9572649573
## 1733 1.202950e-03 4.811802e-02 0.9506790336
## 1734 3.395171e-03 1.358068e-01 0.8607979859
## 1735 1.625296e-04 6.501183e-03 0.9933362878
## 1736 2.859802e-03 1.143921e-01 0.8827481363
## 1737 5.624500e-03 2.249800e-01 0.7693955187
## 1738 5.506279e-04 2.202512e-02 0.9774242553
## 1739 2.898113e-03 1.159245e-01 0.8811773466
## 1740 5.455071e-04 2.182029e-02 0.9776342071
## 1741 4.105822e-03 1.642329e-01 0.8316612902
## 1742 1.056588e-03 4.226352e-02 0.9566798901
## 1743 1.479456e-02 5.917824e-01 0.3934230764
## 1744 1.209625e-03 4.838502e-02 0.9504053580
## 1745 7.031453e-04 2.812581e-02 0.9711710425
## 1746 3.015479e-03 1.206191e-01 0.8763653717
## 1747 1.498230e-02 5.992919e-01 0.3857258445
## 1748 1.311932e-03 5.247730e-02 0.9462107698
## 1749 5.964370e-03 2.385748e-01 0.7554608153
## 1750 2.604372e-03 1.041749e-01 0.8932207606
## 1751 1.547220e-03 6.188879e-02 0.9365639919
## 1752 3.189546e-03 1.275818e-01 0.8692286072
## 1753 5.589148e-03 2.235659e-01 0.7708449316
## 1754 2.141048e-05 8.564191e-04 0.9991221704
## 1755 5.832664e-04 2.333066e-02 0.9760860760
## 1756 7.092502e-03 2.837001e-01 0.7092074131
## 1757 2.461661e-03 9.846643e-02 0.8990719095
## 1758 1.239905e-03 4.959620e-02 0.9491638912
## 1759 5.908679e-04 2.363472e-02 0.9757744169
## 1760 4.955179e-05 1.982071e-03 0.9979683768
## 1761 5.516850e-03 2.206740e-01 0.7738091355
## 1762 3.724312e-04 1.489725e-02 0.9847303201
## 1763 6.028214e-04 2.411286e-02 0.9752843221
## 1764 9.507564e-05 3.803026e-03 0.9961018988
## 1765 2.947144e-03 1.178857e-01 0.8791671137
## 1766 1.904052e-03 7.616209e-02 0.9219338574
## 1767 7.792476e-04 3.116991e-02 0.9680508465
## 1768 1.042318e-03 4.169272e-02 0.9572649573
## 1769 3.309511e-03 1.323804e-01 0.8643100588
## 1770 5.628518e-03 2.251407e-01 0.7692307692
## 1771 5.628518e-03 2.251407e-01 0.7692307692
## 1772 1.042318e-03 4.169272e-02 0.9572649573
## 1773 3.150915e-03 1.260366e-01 0.8708124924
## 1774 1.042318e-03 4.169272e-02 0.9572649573
## 1775 6.208770e-03 2.483508e-01 0.7454404138
## 1776 6.668580e-03 2.667432e-01 0.7265882345
## 1777 6.667718e-03 2.667087e-01 0.7266235693
## 1778 2.501563e-03 1.000625e-01 0.8974358974
## 1779 1.042318e-03 4.169272e-02 0.9572649573
## 1780 9.380863e-03 3.752345e-01 0.6153846154
## 1781 3.490448e-03 1.396179e-01 0.8568916395
## 1782 6.374311e-05 2.549724e-03 0.9973865325
## 1783 3.439698e-03 1.375879e-01 0.8589723920
## 1784 3.364519e-03 1.345808e-01 0.8620547251
## 1785 3.120294e-03 1.248118e-01 0.8720679348
## 1786 1.558007e-04 6.232030e-03 0.9936121693
## 1787 9.380863e-03 3.752345e-01 0.6153846154
## 1788 2.501563e-03 1.000625e-01 0.8974358974
## 1789 1.042318e-03 4.169272e-02 0.9572649573
## 1790 1.042318e-03 4.169272e-02 0.9572649573
## 1791 2.361779e-05 9.447114e-04 0.9990316708
## 1792 1.042318e-03 4.169272e-02 0.9572649573
## 1793 9.380863e-03 3.752345e-01 0.6153846154
## 1794 1.095637e-05 4.382548e-04 0.9995507889
## 1795 1.922579e-03 7.690318e-02 0.9211742455
## 1796 2.026292e-04 8.105169e-03 0.9916922014
## 1797 3.570110e-03 1.428044e-01 0.8536255019
## 1798 1.160100e-03 4.640398e-02 0.9524359177
## 1799 4.481187e-04 1.792475e-02 0.9816271352
## 1800 9.360920e-03 3.744368e-01 0.6162022705
## 1801 3.251001e-04 1.300400e-02 0.9866708969
## 1802 4.935188e-04 1.974075e-02 0.9797657300
## 1803 5.960334e-03 2.384134e-01 0.7556262970
## 1804 6.730440e-03 2.692176e-01 0.7240519707
## 1805 1.280942e-02 5.123769e-01 0.4748137066
## 1806 5.833046e-03 2.333218e-01 0.7608451291
## 1807 5.978104e-05 2.391242e-03 0.9975489774
## 1808 1.042318e-03 4.169272e-02 0.9572649573
## 1809 9.689409e-04 3.875764e-02 0.9602734226
## 1810 8.024524e-03 3.209809e-01 0.6709945297
## 1811 1.262543e-03 5.050173e-02 0.9482357314
## 1812 1.259230e-04 5.036921e-03 0.9948371559
## 1813 1.412554e-02 5.650214e-01 0.4208530316
## 1814 1.993217e-05 7.972866e-04 0.9991827812
## 1815 1.593670e-02 6.374678e-01 0.3465954758
## 1816 2.510217e-03 1.004087e-01 0.8970811107
## 1817 1.334843e-03 5.339373e-02 0.9452714248
## 1818 1.396139e-04 5.584555e-03 0.9942758309
## 1819 1.432995e-04 5.731980e-03 0.9941247204
## 1820 4.567679e-04 1.827072e-02 0.9812725163
## 1821 2.877730e-03 1.151092e-01 0.8820130624
## 1822 5.546609e-03 2.218644e-01 0.7725890298
## 1823 1.508650e-03 6.034598e-02 0.9381453701
## 1824 1.042318e-03 4.169272e-02 0.9572649573
## 1825 3.149279e-03 1.259712e-01 0.8708795538
## 1826 7.990422e-04 3.196169e-02 0.9672392682
## 1827 2.262132e-04 9.048530e-03 0.9907252571
## 1828 1.170824e-03 4.683298e-02 0.9519962000
## 1829 1.119027e-03 4.476109e-02 0.9541198790
## 1830 4.977951e-03 1.991180e-01 0.7959040007
## 1831 1.645924e-03 6.583695e-02 0.9325171227
## 1832 7.489311e-03 2.995724e-01 0.6929382400
## 1833 4.154150e-03 1.661660e-01 0.8296798506
## 1834 1.431333e-05 5.725332e-04 0.9994131534
## 1835 1.310101e-05 5.240402e-04 0.9994628588
## 1836 1.227807e-02 4.911230e-01 0.4965989710
## 1837 5.887044e-03 2.354818e-01 0.7586311847
## 1838 3.751712e-04 1.500685e-02 0.9846179818
## 1839 4.344080e-03 1.737632e-01 0.8218927297
## 1840 1.376340e-02 5.505361e-01 0.4357005261
## 1841 8.805861e-03 3.522344e-01 0.6389597187
## 1842 5.962146e-03 2.384858e-01 0.7555520038
## 1843 1.484157e-04 5.936627e-03 0.9939149569
## 1844 6.908829e-05 2.763531e-03 0.9971673803
## 1845 7.836846e-04 3.134738e-02 0.9678689318
## 1846 1.105724e-04 4.422894e-03 0.9954665332
## 1847 3.046918e-03 1.218767e-01 0.8750763603
## 1848 6.262347e-04 2.504939e-02 0.9743243786
## 1849 4.779580e-03 1.911832e-01 0.8040372315
## 1850 7.260548e-03 2.904219e-01 0.7023175211
## 1851 3.041894e-03 1.216758e-01 0.8752823553
## 1852 2.098740e-03 8.394959e-02 0.9139516725
## 1853 1.451192e-04 5.804769e-03 0.9940501121
## 1854 1.841850e-05 7.367400e-04 0.9992448415
## 1855 7.320967e-03 2.928387e-01 0.6998403595
## 1856 7.004391e-05 2.801756e-03 0.9971281998
## 1857 5.122553e-03 2.049021e-01 0.7899753431
## 1858 1.242799e-03 4.971197e-02 0.9490452294
## 1859 3.199344e-04 1.279738e-02 0.9868826905
## 1860 8.552699e-04 3.421079e-02 0.9649339355
## 1861 6.383474e-03 2.553390e-01 0.7382775697
## 1862 1.220241e-03 4.880964e-02 0.9499701168
## 1863 4.343326e-03 1.737330e-01 0.8219236302
## 1864 7.856533e-04 3.142613e-02 0.9677882161
## 1865 2.771735e-03 1.108694e-01 0.8863588523
## 1866 9.001498e-04 3.600599e-02 0.9630938600
## 1867 2.941980e-03 1.176792e-01 0.8793788114
## 1868 1.114934e-03 4.459735e-02 0.9542877138
## 1869 9.153742e-04 3.661497e-02 0.9624696562
## 1870 3.304375e-04 1.321750e-02 0.9864520616
## 1871 1.085422e-03 4.341688e-02 0.9554976961
## 1872 4.777036e-04 1.910815e-02 0.9804141510
## 1873 3.222960e-04 1.289184e-02 0.9867858645
## 1874 1.370739e-04 5.482956e-03 0.9943799705
## 1875 3.592335e-03 1.436934e-01 0.8527142737
## 1876 2.839042e-03 1.135617e-01 0.8835992678
## 1877 5.963571e-03 2.385428e-01 0.7554935885
## 1878 1.150994e-05 4.603976e-04 0.9995280925
## 1879 3.999707e-03 1.599883e-01 0.8360120165
## 1880 5.125211e-04 2.050085e-02 0.9789866330
## 1881 1.741653e-04 6.966614e-03 0.9928592210
## 1882 2.859801e-03 1.143920e-01 0.8827481596
## 1883 4.735910e-03 1.894364e-01 0.8058276954
## 1884 9.944785e-04 3.977914e-02 0.9592263798
## 1885 1.651728e-03 6.606913e-02 0.9322791388
## 1886 1.288154e-03 5.152615e-02 0.9471856928
## 1887 3.777023e-03 1.510809e-01 0.8451420587
## 1888 1.581062e-05 6.324249e-04 0.9993517645
## 1889 1.080957e-05 4.323827e-04 0.9995568078
## 1890 5.599290e-04 2.239716e-02 0.9770429120
## 1891 1.082496e-03 4.329984e-02 0.9556176667
## 1892 1.636270e-03 6.545079e-02 0.9329129416
## 1893 7.763807e-05 3.105523e-03 0.9968168390
## 1894 5.088829e-05 2.035532e-03 0.9979135802
## 1895 1.045940e-03 4.183762e-02 0.9571164428
## 1896 2.011690e-03 8.046761e-02 0.9175207047
## 1897 9.659109e-03 3.863643e-01 0.6039765459
## 1898 1.155031e-03 4.620125e-02 0.9526437223
## 1899 8.812276e-04 3.524910e-02 0.9638696692
## 1900 5.294970e-04 2.117988e-02 0.9782906214
## 1901 3.203071e-03 1.281228e-01 0.8686741022
## 1902 2.650995e-04 1.060398e-02 0.9891309216
## 1903 1.306868e-03 5.227474e-02 0.9464183941
## 1904 5.355028e-07 2.142011e-05 0.9999780444
## 1905 4.642994e-05 1.857198e-03 0.9980963725
## 1906 6.706010e-03 2.682404e-01 0.7250535891
## 1907 2.488661e-03 9.954645e-02 0.8979648903
## 1908 4.191092e-03 1.676437e-01 0.8281652116
## 1909 2.240373e-05 8.961494e-04 0.9990814469
## 1910 2.096397e-04 8.385587e-03 0.9914047736
## 1911 2.141142e-03 8.564570e-02 0.9122131578
## 1912 6.118860e-03 2.447544e-01 0.7491267387
## 1913 4.195911e-03 1.678364e-01 0.8279676403
## 1914 6.734673e-05 2.693869e-03 0.9972387842
## 1915 9.148703e-03 3.659481e-01 0.6249031881
## 1916 4.246663e-03 1.698665e-01 0.8258868243
## 1917 2.206634e-03 8.826536e-02 0.9095280072
## 1918 1.065033e-03 4.260132e-02 0.9563336520
## 1919 1.852849e-03 7.411395e-02 0.9240332040
## 1920 9.623096e-05 3.849239e-03 0.9960545305
## 1921 1.175260e-03 4.701042e-02 0.9518143231
## 1922 6.203309e-03 2.481324e-01 0.7456643255
## 1923 7.458286e-03 2.983314e-01 0.6942102899
## 1924 5.620586e-04 2.248235e-02 0.9769555961
## 1925 2.999843e-04 1.199937e-02 0.9877006451
## 1926 5.077760e-03 2.031104e-01 0.7918118202
## 1927 1.672520e-03 6.690082e-02 0.9314266636
## 1928 6.672468e-04 2.668987e-02 0.9726428822
## 1929 4.853607e-03 1.941443e-01 0.8010021022
## 1930 2.232468e-04 8.929874e-03 0.9908468794
## 1931 5.123143e-03 2.049257e-01 0.7899511284
## 1932 3.391010e-05 1.356404e-03 0.9986096859
## 1933 1.198707e-04 4.794827e-03 0.9950853028
## 1934 2.707507e-03 1.083003e-01 0.8889921945
## 1935 2.729380e-03 1.091752e-01 0.8880954144
## 1936 3.840351e-03 1.536140e-01 0.8425456038
## 1937 7.924203e-03 3.169681e-01 0.6751076749
## 1938 1.779300e-03 7.117200e-02 0.9270487004
## 1939 7.467042e-06 2.986817e-04 0.9996938513
## 1940 1.254637e-05 5.018548e-04 0.9994855989
## 1941 1.321799e-02 5.287194e-01 0.4580625954
## 1942 3.115836e-04 1.246334e-02 0.9872250741
## 1943 2.237904e-03 8.951615e-02 0.9082459502
## 1944 6.782157e-04 2.712863e-02 0.9721931579
## 1945 7.383013e-04 2.953205e-02 0.9697296465
## 1946 6.054959e-04 2.421984e-02 0.9751746672
## 1947 1.047459e-07 4.189834e-06 0.9999957054
## 1948 6.556953e-04 2.622781e-02 0.9731164924
## 1949 1.392205e-03 5.568819e-02 0.9429196049
## 1950 5.594934e-04 2.237974e-02 0.9770607686
## 1951 1.678558e-04 6.714233e-03 0.9931179115
## 1952 7.405379e-04 2.962151e-02 0.9696379480
## 1953 1.035418e-03 4.141673e-02 0.9575478512
## 1954 2.091411e-05 8.365642e-04 0.9991425216
## 1955 9.417955e-04 3.767182e-02 0.9613863853
## 1956 2.001548e-03 8.006192e-02 0.9179365296
## 1957 1.042318e-03 4.169272e-02 0.9572649573
## 1958 5.440977e-03 2.176391e-01 0.7769199629
## 1959 3.140267e-03 1.256107e-01 0.8712490377
## 1960 5.746869e-04 2.298748e-02 0.9764378379
## 1961 2.373690e-03 9.494759e-02 0.9026787175
## 1962 1.025406e-03 4.101624e-02 0.9579583520
## 1963 6.243745e-04 2.497498e-02 0.9744006440
## 1964 8.023792e-04 3.209517e-02 0.9671024540
## 1965 5.628518e-03 2.251407e-01 0.7692307692
## 1966 2.188986e-03 8.755946e-02 0.9102515569
## 1967 3.435014e-03 1.374006e-01 0.8591644319
## 1968 9.134369e-03 3.653748e-01 0.6254908573
## 1969 9.481060e-03 3.792424e-01 0.6112765288
## 1970 9.380863e-03 3.752345e-01 0.6153846154
## 1971 1.454294e-02 5.817178e-01 0.4037392873
## 1972 1.042318e-03 4.169272e-02 0.9572649573
## 1973 2.117881e-03 8.471525e-02 0.9131668638
## 1974 1.522874e-03 6.091496e-02 0.9375621641
## 1975 4.481066e-04 1.792426e-02 0.9816276308
## 1976 1.439920e-03 5.759678e-02 0.9409632989
## 1977 3.990849e-04 1.596340e-02 0.9836375200
## 1978 8.484674e-05 3.393869e-03 0.9965212838
## 1979 5.022223e-04 2.008889e-02 0.9794088856
## 1980 6.551150e-05 2.620460e-03 0.9973140284
## 1981 5.680040e-03 2.272016e-01 0.7671183535
## 1982 4.669573e-05 1.867829e-03 0.9980854750
## 1983 3.089918e-03 1.235967e-01 0.8733133656
## 1984 6.385004e-03 2.554002e-01 0.7382148261
## 1985 2.501563e-03 1.000625e-01 0.8974358974
## 1986 3.432162e-04 1.372865e-02 0.9859281358
## 1987 3.199521e-03 1.279808e-01 0.8688196395
## 1988 9.242218e-04 3.696887e-02 0.9621069046
## 1989 5.136919e-05 2.054767e-03 0.9978938634
## 1990 4.930441e-03 1.972176e-01 0.7978519179
## 1991 3.100775e-05 1.240310e-03 0.9987286821
## 1992 9.380863e-03 3.752345e-01 0.6153846154
## 1993 2.125470e-04 8.501881e-03 0.9912855715
## 1994 4.391921e-04 1.756768e-02 0.9819931232
## 1995 4.683981e-04 1.873593e-02 0.9807956768
## 1996 3.399988e-03 1.359995e-01 0.8606005017
## 1997 3.126816e-03 1.250726e-01 0.8718005556
## 1998 6.670148e-03 2.668059e-01 0.7265239448
## 1999 3.782595e-03 1.513038e-01 0.8449135876
## 2000 3.477535e-03 1.391014e-01 0.8574210705
## 2001 4.723607e-03 1.889443e-01 0.8063321037
## 2002 3.594003e-04 1.437601e-02 0.9852645859
## 2003 6.267625e-03 2.507050e-01 0.7430273715
## 2004 8.132021e-04 3.252809e-02 0.9666587124
## 2005 9.380863e-03 3.752345e-01 0.6153846154
## 2006 4.151829e-03 1.660732e-01 0.8297749913
## 2007 1.500247e-03 6.000988e-02 0.9384898718
## 2008 1.329377e-06 5.317509e-05 0.9999454955
## 2009 1.473747e-03 5.894988e-02 0.9395763728
## 2010 2.621568e-03 1.048627e-01 0.8925157032
## 2011 5.622236e-03 2.248894e-01 0.7694883244
## 2012 2.330192e-04 9.320767e-03 0.9904462139
## 2013 1.994797e-04 7.979190e-03 0.9918213305
## 2014 3.350041e-03 1.340016e-01 0.8626483357
## 2015 1.338889e-03 5.355558e-02 0.9451055321
## 2016 5.190649e-05 2.076260e-03 0.9978718339
## 2017 3.375391e-03 1.350156e-01 0.8616089621
## 2018 2.610538e-03 1.044215e-01 0.8929679264
## 2019 1.968614e-04 7.874455e-03 0.9919286835
## 2020 3.236972e-03 1.294789e-01 0.8672841460
## 2021 2.501563e-03 1.000625e-01 0.8974358974
## 2022 2.193683e-05 8.774731e-04 0.9991005901
## 2023 1.744479e-03 6.977916e-02 0.9284763576
## 2024 5.565610e-03 2.226244e-01 0.7718099818
## 2025 4.382565e-04 1.753026e-02 0.9820314854
## 2026 2.439462e-04 9.757848e-03 0.9899982061
## 2027 6.669612e-03 2.667845e-01 0.7265458910
## 2028 3.973652e-03 1.589461e-01 0.8370802811
## 2029 3.675824e-03 1.470329e-01 0.8492912357
## 2030 1.717464e-02 6.869855e-01 0.2958398945
## 2031 8.024041e-03 3.209616e-01 0.6710143367
## 2032 7.326428e-03 2.930571e-01 0.6996164462
## 2033 6.194376e-05 2.477750e-03 0.9974603060
## 2034 2.351573e-03 9.406291e-02 0.9035855191
## 2035 2.653386e-03 1.061355e-01 0.8912111536
## 2036 5.305706e-05 2.122282e-03 0.9978246607
## 2037 8.714178e-03 3.485671e-01 0.6427187007
## 2038 3.051499e-03 1.220600e-01 0.8748885298
## 2039 3.452792e-03 1.381117e-01 0.8584355362
## 2040 4.086092e-05 1.634437e-03 0.9983247023
## 2041 2.269627e-03 9.078509e-02 0.9069452834
## 2042 3.873580e-03 1.549432e-01 0.8411832374
## 2043 3.397618e-03 1.359047e-01 0.8606976817
## 2044 5.407953e-03 2.163181e-01 0.7782739113
## 2045 3.410185e-03 1.364074e-01 0.8601824185
## 2046 2.501563e-03 1.000625e-01 0.8974358974
## 2047 5.213225e-04 2.085290e-02 0.9786257769
## 2048 1.479134e-03 5.916534e-02 0.9393555244
## 2049 1.935923e-03 7.743692e-02 0.9206271548
## 2050 1.785449e-03 7.141794e-02 0.9267966108
## 2051 8.600978e-03 3.440391e-01 0.6473599154
## 2052 4.068801e-04 1.627520e-02 0.9833179161
## 2053 1.042318e-03 4.169272e-02 0.9572649573
## 2054 6.580787e-04 2.632315e-02 0.9730187742
## 2055 5.636505e-03 2.254602e-01 0.7689032887
## 2056 1.642891e-02 6.571563e-01 0.3264147516
## 2057 5.973633e-03 2.389453e-01 0.7550810331
## 2058 2.242062e-03 8.968250e-02 0.9080754414
## 2059 1.137132e-03 4.548527e-02 0.9533775943
## 2060 5.827236e-03 2.330894e-01 0.7610833444
## 2061 2.304055e-03 9.216220e-02 0.9055337453
## 2062 9.806365e-04 3.922546e-02 0.9597939052
## 2063 9.582779e-03 3.833111e-01 0.6071060805
## 2064 3.022685e-03 1.209074e-01 0.8760699228
## 2065 2.023593e-03 8.094371e-02 0.9170327015
# evaluate the collinearity score on the first model fit
# this reports the correlation matrix between coefficient estimates
# for fixed effects
# the collinearity score is the maximum absolute correlation value
# If the collinearity score > .99 then the variance partition
# estimates may be problematic
# In that case, a least one variable should be omitted
#colinearityScore(res[[1]])