This function computes classification accuracy and consistency indices for complex assessments based on the method proposed by Lee (2010). This function supports both dichotomous and polytomous item response theory (IRT) models.
Arguments
- x
A data frame containing item metadata (e.g., item parameters, number of categories, IRT model types, etc.). See
est_irt()orsimdat()for more details about the item metadata. This data frame can be easily created using theshape_df()function.- cutscore
A numeric vector specifying the cut scores for classification. Cut scores are the points that separate different performance categories (e.g., pass vs. fail, or different grades).
- theta
A numeric vector of ability estimates. Ability estimates (theta values) are the individual proficiency estimates obtained from the IRT model. The theta parameter is optional and can be
NULL.- weights
An optional two-column data frame or matrix where the first column is the quadrature points (nodes) and the second column is the corresponding weights. This is typically used in quadrature-based IRT analysis.
- D
A scaling constant used in IRT models to make the logistic function closely approximate the normal ogive function. A value of 1.7 is commonly used for this purpose. Default is 1.
- cut.obs
Logical. If
TRUE, it indicates the cutscores on the observed-summed score metric. IfFALSE, it indicates they are on the IRT theta score metric. Default isTRUE.
Value
A list containing the following elements:
confusion: A confusion matrix showing the cross table between true and expected levels.
marginal: A data frame showing the marginal classification accuracy and consistency indices.
conditional: A data frame showing the conditional classification accuracy and consistency indices.
prob.level: A data frame showing the probability of being assigned to each level category.
cutscore: A numeric vector showing the cut scores used in the analysis.
Details
This function first validates the input arguments. If both theta and weights
are NULL, the function will stop and return an error message. Either theta
(a vector of ability estimates) or weights (a quadrature-based weight matrix)
must be specified.
If cut.obs = FALSE, the provided cut scores are assumed to be on the theta (ability)
scale, and they are internally converted to the observed summed score scale using the
test characteristic curve (TCC). This transformation allows classification to be carried
out on the summed score metric, even if theta-based cut points are provided.
When weights are provided (D method), the function uses the Lord-Wingersky recursive
algorithm to compute the conditional distribution of observed total scores at each node.
These conditional distributions are used to compute:
the probability of being classified into each performance level,
conditional classification accuracy (probability of correct classification), and
conditional classification consistency (probability of being assigned to the same level upon repeated testing).
When theta values are provided instead (P method), the same logic applies, but using
an empirical distribution of examinees instead of quadrature-based integration.
In this case, uniform weights are assigned to all examinees.
Finally, marginal classification accuracy and consistency are computed as weighted averages of the conditional statistics across the ability distribution.
References
Lee, W. C. (2010). Classification consistency and accuracy for complex assessments using item response theory. Journal of Educational Measurement, 47(1), 1-17.
Author
Hwanggyu Lim hglim83@gmail.com
Examples
# \donttest{
## --------------------------------------------------------------------------
## 1. When the empirical ability distribution of the population is available
## (D method)
## --------------------------------------------------------------------------
# Import the "-prm.txt" output file from flexMIRT
flex_prm <- system.file("extdata", "flexmirt_sample-prm.txt", package = "irtQ")
# Read item parameter data and convert it to item metadata
x <- bring.flexmirt(file = flex_prm, "par")$Group1$full_df
# Set the cut scores on the observed summed score scale
cutscore <- c(10, 20, 30, 50)
# Create a data frame containing the quadrature points and corresponding weights
node <- seq(-4, 4, 0.25)
weights <- gen.weight(dist = "norm", mu = 0, sigma = 1, theta = node)
# Calculate classification accuracy and consistency
cac_1 <- cac_lee(x = x, cutscore = cutscore, weights = weights, D = 1)
print(cac_1)
#> $confusion
#> Expected
#> True 1 2 3 4 5
#> 1 0.0000591 0.0000624 0.0000002 0.0000000 0.0000000
#> 2 0.0027978 0.0371775 0.0114124 0.0001049 0.0000000
#> 3 0.0000518 0.0247711 0.1301180 0.0588848 0.0000006
#> 4 0.0000000 0.0000592 0.0223073 0.4044774 0.0422750
#> 5 0.0000000 0.0000000 0.0000000 0.0389876 0.2264530
#>
#> $marginal
#> level accuracy consistency
#> 1 5.905558e-05 6.076492e-05
#> 2 3.717753e-02 3.110889e-02
#> 3 1.301180e-01 1.136090e-01
#> 4 4.044774e-01 3.686834e-01
#> 5 2.264530e-01 2.112560e-01
#> marginal 7.982849e-01 7.247180e-01
#>
#> $conditional
#> theta weights true.score level accuracy consistency
#> 1 -4.00 3.345874e-05 9.528758 1 0.5147271 0.4995292
#> 2 -3.75 8.815204e-05 9.822381 1 0.4745603 0.4997196
#> 3 -3.50 2.181784e-04 10.204752 2 0.5732252 0.5085288
#> 4 -3.25 5.072800e-04 10.702236 2 0.6325676 0.5316859
#> 5 -3.00 1.108001e-03 11.347749 2 0.6998812 0.5744329
#> 6 -2.75 2.273471e-03 12.180947 2 0.7681380 0.6354594
#> 7 -2.50 4.382230e-03 13.247004 2 0.8221242 0.6960113
#> 8 -2.25 7.935194e-03 14.593125 2 0.8362343 0.7128993
#> 9 -2.00 1.349822e-02 16.262694 2 0.7778819 0.6430520
#> 10 -1.75 2.157009e-02 18.288173 2 0.6245373 0.5220154
#> 11 -1.50 3.238054e-02 20.684127 3 0.5802337 0.4952651
#> 12 -1.25 4.566389e-02 23.440794 3 0.7381357 0.5838746
#> 13 -1.00 6.049482e-02 26.520161 3 0.7032259 0.5575624
#> 14 -0.75 7.528702e-02 29.859615 3 0.4659769 0.4938488
#> 15 -0.50 8.801945e-02 33.382519 4 0.8041392 0.6846800
#> 16 -0.25 9.667045e-02 37.005127 4 0.9507335 0.9060773
#> 17 0.00 9.973910e-02 40.636849 4 0.9717552 0.9448413
#> 18 0.25 9.667045e-02 44.185216 4 0.8882987 0.8014650
#> 19 0.50 8.801945e-02 47.569664 4 0.6702547 0.5579645
#> 20 0.75 7.528702e-02 50.732806 5 0.6256424 0.5315718
#> 21 1.00 6.049482e-02 53.640666 5 0.8548586 0.7518493
#> 22 1.25 4.566389e-02 56.275042 5 0.9613577 0.9257019
#> 23 1.50 3.238054e-02 58.624498 5 0.9927425 0.9855904
#> 24 1.75 2.157009e-02 60.679812 5 0.9989876 0.9979773
#> 25 2.00 1.349822e-02 62.437625 5 0.9998878 0.9997757
#> 26 2.25 7.935194e-03 63.907982 5 0.9999894 0.9999788
#> 27 2.50 4.382230e-03 65.116198 5 0.9999991 0.9999982
#> 28 2.75 2.273471e-03 66.097088 5 0.9999999 0.9999998
#> 29 3.00 1.108001e-03 66.887482 5 1.0000000 1.0000000
#> 30 3.25 5.072800e-04 67.521427 5 1.0000000 1.0000000
#> 31 3.50 2.181784e-04 68.028320 5 1.0000000 1.0000000
#> 32 3.75 8.815204e-05 68.432707 5 1.0000000 1.0000000
#> 33 4.00 3.345874e-05 68.754747 5 1.0000000 1.0000000
#>
#> $prob.level
#> theta weights true.score level p.level.1 p.level.2 p.level.3
#> 1 -4.00 3.345874e-05 9.528758 1 5.147271e-01 4.843391e-01 9.337864e-04
#> 2 -3.75 8.815204e-05 9.822381 1 4.745603e-01 5.239369e-01 1.502750e-03
#> 3 -3.50 2.181784e-04 10.204752 2 4.241874e-01 5.732252e-01 2.587311e-03
#> 4 -3.25 5.072800e-04 10.702236 2 3.626588e-01 6.325676e-01 4.773254e-03
#> 5 -3.00 1.108001e-03 11.347749 2 2.907072e-01 6.998812e-01 9.410338e-03
#> 6 -2.75 2.273471e-03 12.180947 2 2.122214e-01 7.681380e-01 1.963481e-02
#> 7 -2.50 4.382230e-03 13.247004 2 1.353361e-01 8.221242e-01 4.251153e-02
#> 8 -2.25 7.935194e-03 14.593125 2 7.117453e-02 8.362343e-01 9.244310e-02
#> 9 -2.00 1.349822e-02 16.262694 2 2.861317e-02 7.778819e-01 1.926976e-01
#> 10 -1.75 2.157009e-02 18.288173 2 8.002132e-03 6.245373e-01 3.631612e-01
#> 11 -1.50 3.238054e-02 20.684127 3 1.395918e-03 3.976994e-01 5.802337e-01
#> 12 -1.25 4.566389e-02 23.440794 3 1.352758e-04 1.797482e-01 7.381357e-01
#> 13 -1.00 6.049482e-02 26.520161 3 6.523936e-06 5.091473e-02 7.032259e-01
#> 14 -0.75 7.528702e-02 29.859615 3 1.429429e-07 8.040194e-03 4.659769e-01
#> 15 -0.50 8.801945e-02 33.382519 4 1.332844e-09 6.449138e-04 1.950377e-01
#> 16 -0.25 9.667045e-02 37.005127 4 5.077770e-12 2.469659e-05 4.665223e-02
#> 17 0.00 9.973910e-02 40.636849 4 7.760281e-15 4.385747e-07 5.929865e-03
#> 18 0.25 9.667045e-02 44.185216 4 4.781963e-18 3.621528e-09 3.895648e-04
#> 19 0.50 8.801945e-02 47.569664 4 1.223175e-21 1.430172e-11 1.343626e-05
#> 20 0.75 7.528702e-02 50.732806 5 1.363265e-25 2.818451e-14 2.545469e-07
#> 21 1.00 6.049482e-02 53.640666 5 7.029159e-30 2.906191e-17 2.808023e-09
#> 22 1.25 4.566389e-02 56.275042 5 1.789119e-34 1.645343e-20 1.914634e-11
#> 23 1.50 3.238054e-02 58.624498 5 2.406061e-39 5.379924e-24 8.529518e-14
#> 24 1.75 2.157009e-02 60.679812 5 1.839603e-44 1.076124e-27 2.615692e-16
#> 25 2.00 1.349822e-02 62.437625 5 8.667755e-50 1.408680e-31 5.823896e-19
#> 26 2.25 7.935194e-03 63.907982 5 2.740372e-55 1.300251e-35 9.961582e-22
#> 27 2.50 4.382230e-03 65.116198 5 6.311039e-61 9.113146e-40 1.385279e-24
#> 28 2.75 2.273471e-03 66.097088 5 1.138001e-66 5.181708e-44 1.649561e-27
#> 29 3.00 1.108001e-03 66.887482 5 1.704715e-72 2.524923e-48 1.757377e-30
#> 30 3.25 5.072800e-04 67.521427 5 2.222555e-78 1.101209e-52 1.734857e-33
#> 31 3.50 2.181784e-04 68.028320 5 2.614151e-84 4.446247e-57 1.630519e-36
#> 32 3.75 8.815204e-05 68.432707 5 2.851046e-90 1.705679e-61 1.489018e-39
#> 33 4.00 3.345874e-05 68.754747 5 2.944232e-96 6.341813e-66 1.341229e-42
#> p.level.4 p.level.5
#> 1 1.213588e-08 1.930802e-23
#> 2 3.304127e-08 1.524485e-22
#> 3 1.005527e-07 1.398092e-21
#> 4 3.445686e-07 1.522124e-20
#> 5 1.334044e-06 2.016135e-19
#> 6 5.816963e-06 3.328189e-18
#> 7 2.820067e-05 6.976833e-17
#> 8 1.480938e-04 1.869960e-15
#> 9 8.073718e-04 6.326350e-14
#> 10 4.299374e-03 2.595055e-12
#> 11 2.067106e-02 1.199693e-10
#> 12 8.198086e-02 5.627131e-09
#> 13 2.458526e-01 2.359746e-07
#> 14 5.259750e-01 7.766216e-06
#> 15 8.041392e-01 1.782156e-04
#> 16 9.507335e-01 2.589605e-03
#> 17 9.717552e-01 2.231446e-02
#> 18 8.882987e-01 1.113118e-01
#> 19 6.702547e-01 3.297318e-01
#> 20 3.743574e-01 6.256424e-01
#> 21 1.451413e-01 8.548586e-01
#> 22 3.864230e-02 9.613577e-01
#> 23 7.257495e-03 9.927425e-01
#> 24 1.012394e-03 9.989876e-01
#> 25 1.121609e-04 9.998878e-01
#> 26 1.060317e-05 9.999894e-01
#> 27 9.133383e-07 9.999991e-01
#> 28 7.563072e-08 9.999999e-01
#> 29 6.270749e-09 1.000000e+00
#> 30 5.351050e-10 1.000000e+00
#> 31 4.762291e-11 1.000000e+00
#> 32 4.422443e-12 1.000000e+00
#> 33 4.254596e-13 1.000000e+00
#>
#> $cutscore
#> [1] 10 20 30 50
#>
## -------------------------------------------------------------
## 2. When individual ability estimates are available (P method)
## -------------------------------------------------------------
# Randomly draw true ability values from N(0, 1)
set.seed(12)
theta <- rnorm(n = 1000, mean = 0, sd = 1)
# Simulate item response data
data <- simdat(x = x, theta = theta, D = 1)
# Estimate ability parameters using maximum likelihood (ML)
est_th <- est_score(
x = x, data = data, D = 1, method = "ML",
range = c(-4, 4), se = FALSE
)$est.theta
# Calculate classification accuracy and consistency
cac_2 <- cac_lee(x = x, cutscore = cutscore, theta = est_th, D = 1)
print(cac_2)
#> $confusion
#> Expected
#> True 1 2 3 4 5
#> 1 0.0030884 0.0029060 0.0000056 0.0000000 0.0000000
#> 2 0.0043690 0.0386491 0.0147554 0.0002265 0.0000000
#> 3 0.0000365 0.0207421 0.1106187 0.0406025 0.0000002
#> 4 0.0000000 0.0002357 0.0374015 0.4429483 0.0514145
#> 5 0.0000000 0.0000000 0.0000000 0.0305847 0.2014153
#>
#> $marginal
#> level accuracy consistency
#> 1 0.003088363 0.002997175
#> 2 0.038649080 0.033467238
#> 3 0.110618689 0.091887174
#> 4 0.442948314 0.404959837
#> 5 0.201415323 0.188708914
#> marginal 0.796719769 0.722020337
#>
#> $conditional
#> theta weights true.score level accuracy consistency
#> 1 -1.7022049518 0.001 18.717514 2 0.5850689 0.5048650
#> 2 1.9309372265 0.001 61.981491 5 0.9997901 0.9995803
#> 3 -0.6884935308 0.001 30.712445 4 0.6013032 0.5168730
#> 4 -0.9641337052 0.001 26.984971 3 0.6792403 0.5415031
#> 5 -4.0000000000 0.001 9.528758 1 0.5147271 0.4995292
#> 6 -0.2909987604 0.001 36.407925 4 0.9367157 0.8812230
#> 7 -0.4891721357 0.001 33.537982 4 0.8136485 0.6964644
#> 8 -0.5821356777 0.001 32.209873 4 0.7234233 0.5989198
#> 9 -0.0892825678 0.001 39.344712 4 0.9756340 0.9521613
#> 10 0.0693812937 0.001 41.633755 4 0.9602088 0.9233651
#> 11 -0.5200343565 0.001 33.095374 4 0.7858161 0.6629756
#> 12 -1.7154652250 0.001 18.597032 2 0.5962871 0.5091725
#> 13 -0.5515079142 0.001 32.645684 4 0.7552019 0.6296483
#> 14 -0.4079631799 0.001 34.709234 4 0.8757668 0.7822239
#> 15 -0.3017794362 0.001 36.250984 4 0.9324331 0.8737853
#> 16 -0.8402473446 0.001 28.628759 3 0.5669355 0.4949282
#> 17 1.1602975497 0.001 55.362042 5 0.9351969 0.8787926
#> 18 0.3379523273 0.001 45.398078 4 0.8272789 0.7141787
#> 19 0.3853838696 0.001 46.042620 4 0.7869097 0.6646054
#> 20 -0.2346782158 0.001 37.228396 4 0.9550907 0.9139620
#> 21 0.3493597292 0.001 45.553729 4 0.8180381 0.7022563
#> 22 2.1271587725 0.001 63.220146 5 0.9999657 0.9999314
#> 23 0.8859829962 0.001 52.347562 5 0.7656365 0.6411255
#> 24 -0.2833308148 0.001 36.519581 4 0.9396073 0.8862860
#> 25 -1.3141771454 0.001 22.700335 3 0.7115231 0.5623113
#> 26 -0.8049597496 0.001 29.106942 3 0.5286720 0.4899469
#> 27 0.0539574844 0.001 41.412797 4 0.9634574 0.9293551
#> 28 0.1434565567 0.001 42.688807 4 0.9386842 0.8847260
#> 29 0.1955349967 0.001 43.423660 4 0.9171254 0.8478647
#> 30 0.6062732061 0.001 48.943779 4 0.5456082 0.5041578
#> 31 0.6412433867 0.001 49.386599 4 0.5032236 0.5000193
#> 32 1.9631257838 0.001 62.196850 5 0.9998430 0.9996861
#> 33 -0.2364071734 0.001 37.203201 4 0.9546221 0.9131104
#> 34 -1.2760793477 0.001 23.137267 3 0.7288273 0.5760126
#> 35 -0.6227160164 0.001 31.635442 4 0.6786805 0.5622759
#> 36 -0.5986602487 0.001 31.975532 4 0.7055395 0.5833485
#> 37 -0.0279521619 0.001 40.233274 4 0.9742622 0.9495711
#> 38 -0.8038382718 0.001 29.122206 3 0.5274250 0.4898783
#> 39 0.7713440944 0.001 50.991372 5 0.6496102 0.5447663
#> 40 -0.9108408363 0.001 27.685082 3 0.6359590 0.5179384
#> 41 0.2385919179 0.001 44.026330 4 0.8948909 0.8117841
#> 42 -0.1825635620 0.001 37.987784 4 0.9665881 0.9351297
#> 43 0.6255520547 0.001 49.188490 4 0.5222545 0.5009886
#> 44 -2.0376729826 0.001 15.988955 2 0.7925074 0.6592435
#> 45 -0.3395978855 0.001 35.700911 4 0.9153351 0.8448162
#> 46 0.5578369336 0.001 48.322705 4 0.6036248 0.5214717
#> 47 -0.7302539517 0.001 30.132253 4 0.5502949 0.4990627
#> 48 0.1511899391 0.001 42.798313 4 0.9358353 0.8797493
#> 49 0.5000714106 0.001 47.570602 4 0.6701750 0.5579102
#> 50 -0.9458442007 0.001 27.223994 3 0.6653654 0.5331869
#> 51 -0.7503662076 0.001 29.854570 3 0.4664027 0.4937716
#> 52 0.2124430222 0.001 43.660874 4 0.9088860 0.8342648
#> 53 0.5732078564 0.001 48.520759 4 0.5853654 0.5145708
#> 54 1.6668268867 0.001 60.029092 5 0.9979928 0.9959937
#> 55 -0.4444787127 0.001 34.181514 4 0.8498716 0.7446197
#> 56 0.8088481717 0.001 51.441130 5 0.6901151 0.5722875
#> 57 0.5020022598 0.001 47.595937 4 0.6680164 0.5564504
#> 58 -1.1626926431 0.001 24.482303 3 0.7524886 0.5968592
#> 59 -0.5667656091 0.001 32.428347 4 0.7396031 0.6140744
#> 60 -0.2860047166 0.001 36.480643 4 0.9386134 0.8845420
#> 61 0.2884790635 0.001 44.718544 4 0.8638364 0.7646882
#> 62 0.9240691857 0.001 52.785768 5 0.7985344 0.6782455
#> 63 1.0720266145 0.001 54.428257 5 0.8970369 0.8152766
#> 64 -0.0717255833 0.001 39.599456 4 0.9758183 0.9525145
#> 65 1.1436085251 0.001 55.188169 5 0.9290187 0.8681142
#> 66 0.4580129736 0.001 47.015473 4 0.7157766 0.5931050
#> 67 1.8738825169 0.001 61.587802 5 0.9996513 0.9993029
#> 68 -1.5712046066 0.001 19.964037 2 0.4658658 0.4858368
#> 69 0.5664127254 0.001 48.433313 4 0.5934592 0.5174652
#> 70 0.6940112264 0.001 50.045698 5 0.5603284 0.5072785
#> 71 -0.4933561038 0.001 33.477888 4 0.8100073 0.6919100
#> 72 0.2686389635 0.001 44.444063 4 0.8768810 0.7840025
#> 73 -0.6339236455 0.001 31.477438 4 0.6658656 0.5531947
#> 74 -0.2980534856 0.001 36.305220 4 0.9339422 0.8763978
#> 75 0.0368273385 0.001 41.166934 4 0.9665995 0.9351880
#> 76 -0.7890783660 0.001 29.323474 3 0.5108645 0.4895288
#> 77 -0.9240196595 0.001 27.510931 3 0.6474513 0.5235122
#> 78 -0.2744714166 0.001 36.648611 4 0.9427910 0.8918991
#> 79 0.7012595036 0.001 50.135366 5 0.5689438 0.5095060
#> 80 -0.3763691405 0.001 35.167006 4 0.8954778 0.8126282
#> 81 0.1615660269 0.001 42.945035 4 0.9318236 0.8727956
#> 82 -1.1411919388 0.001 24.744594 3 0.7517620 0.5963038
#> 83 -0.5514558145 0.001 32.646427 4 0.7552543 0.6297022
#> 84 1.3828033611 0.001 57.559221 5 0.9834460 0.9674400
#> 85 0.1143165717 0.001 42.275049 4 0.9483675 0.9018823
#> 86 0.8647777675 0.001 52.100889 5 0.7460188 0.6210505
#> 87 -0.5144629624 0.001 33.175160 4 0.7910051 0.6689883
#> 88 1.8122128418 0.001 61.144936 5 0.9994034 0.9988075
#> 89 -1.0098501462 0.001 26.393439 3 0.7090302 0.5617668
#> 90 -1.0101797555 0.001 26.389206 3 0.7092185 0.5619052
#> 91 0.2347386092 0.001 43.972586 4 0.8970503 0.8152019
#> 92 -1.1121098227 0.001 25.102891 3 0.7479796 0.5930561
#> 93 0.6650023440 0.001 49.684727 4 0.4744729 0.5013022
#> 94 0.4466786715 0.001 46.864819 4 0.7275559 0.6035475
#> 95 1.1529548682 0.001 55.285697 5 0.9325343 0.8741719
#> 96 -0.0906153575 0.001 39.325363 4 0.9756010 0.9520984
#> 97 0.7191538675 0.001 50.355829 5 0.5900327 0.5162114
#> 98 -0.7248895338 0.001 30.206513 4 0.5568896 0.5008369
#> 99 -0.5719864918 0.001 32.354083 4 0.7341583 0.6088611
#> 100 -1.4214635888 0.001 21.512487 3 0.6431881 0.5193579
#> 101 1.8171937550 0.001 61.181377 5 0.9994284 0.9988575
#> 102 0.4171888704 0.001 46.470801 4 0.7570664 0.6321449
#> 103 1.3925505433 0.001 57.650265 5 0.9845022 0.9694848
#> 104 -0.3555330429 0.001 35.469407 4 0.9071303 0.8313269
#> 105 -0.0875657737 0.001 39.369634 4 0.9756726 0.9522348
#> 106 0.5386438878 0.001 48.074168 4 0.6261440 0.5318189
#> 107 -0.5907597074 0.001 32.087501 4 0.7141508 0.5906921
#> 108 0.5707716354 0.001 48.489427 4 0.5882709 0.5155797
#> 109 -1.5995551650 0.001 19.685630 2 0.4926468 0.4859939
#> 110 1.1730627818 0.001 55.494189 5 0.9396232 0.8865371
#> 111 0.0594723790 0.001 41.491849 4 0.9623421 0.9272940
#> 112 -0.2282165732 0.001 37.322561 4 0.9567908 0.9170588
#> 113 -0.7618224647 0.001 29.696927 3 0.4796822 0.4917125
#> 114 0.7392782460 0.001 50.602214 5 0.6133847 0.5257119
#> 115 -1.3426338847 0.001 22.379076 3 0.6959801 0.5509886
#> 116 -1.6328115022 0.001 19.365116 2 0.5235070 0.4890672
#> 117 -0.5967424293 0.001 32.002700 4 0.7076399 0.5851133
#> 118 -0.1511206466 0.001 38.445670 4 0.9712072 0.9437831
#> 119 0.3800954605 0.001 45.971107 4 0.7916612 0.6701021
#> 120 1.1583509760 0.001 55.341826 5 0.9344994 0.8775795
#> 121 -0.1651241418 0.001 38.241788 4 0.9693555 0.9403038
#> 122 0.6843520411 0.001 49.925878 4 0.4512075 0.5047606
#> 123 0.1107280282 0.001 42.223976 4 0.9494480 0.9038196
#> 124 -1.7020019755 0.001 18.719366 2 0.5848957 0.5048020
#> 125 -0.7572257527 0.001 29.760133 3 0.4743637 0.4924561
#> 126 2.0386411786 0.001 62.683197 5 0.9999214 0.9998429
#> 127 -0.0229506622 0.001 40.305558 4 0.9739010 0.9488883
#> 128 1.8451084370 0.001 61.383417 5 0.9995513 0.9991030
#> 129 -1.5602818163 0.001 20.072567 3 0.5279449 0.4863845
#> 130 -0.1495995613 0.001 38.467811 4 0.9713889 0.9441252
#> 131 1.1381962380 0.001 55.131513 5 0.9269169 0.8645160
#> 132 0.0166763561 0.001 40.877129 4 0.9696862 0.9409551
#> 133 -0.8911150123 0.001 27.946963 3 0.6178722 0.5101709
#> 134 1.5737691530 0.001 59.261897 5 0.9958257 0.9916862
#> 135 -0.2763618779 0.001 36.621076 4 0.9421257 0.8907227
#> 136 0.5746388483 0.001 48.539152 4 0.5836569 0.5139933
#> 137 0.2067921326 0.001 43.581672 4 0.9117095 0.8388949
#> 138 0.5154479493 0.001 47.771990 4 0.6528441 0.5467152
#> 139 -1.2300685118 0.001 23.675156 3 0.7437590 0.5888019
#> 140 0.2918937896 0.001 44.765675 4 0.8614981 0.7612977
#> 141 1.0509400070 0.001 54.200053 5 0.8857807 0.7976534
#> 142 -0.4952065711 0.001 33.451319 4 0.8083835 0.6898957
#> 143 1.4631048426 0.001 58.296072 5 0.9905218 0.9812232
#> 144 1.4798593004 0.001 58.446007 5 0.9915970 0.9833353
#> 145 -0.9755997806 0.001 26.835804 3 0.6873835 0.5467170
#> 146 -0.7892710772 0.001 29.320842 3 0.5110823 0.4895267
#> 147 -1.6668486752 0.001 19.043885 2 0.5542542 0.4953170
#> 148 -0.1369610929 0.001 38.651734 4 0.9727531 0.9466986
#> 149 -0.7993672624 0.001 29.183100 3 0.5224370 0.4896630
#> 150 -1.2365674340 0.001 23.598514 3 0.7420715 0.5873083
#> 151 0.2554964500 0.001 44.261644 4 0.8850155 0.7963904
#> 152 0.6880108688 0.001 49.971309 4 0.4468305 0.5056532
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#> 154 -0.6444205575 0.001 31.329719 4 0.6537075 0.5451563
#> 155 -0.0252074559 0.001 40.272946 4 0.9740686 0.9492052
#> 156 0.9625520092 0.001 53.222178 5 0.8286321 0.7159981
#> 157 -0.1086330893 0.001 39.063653 4 0.9748891 0.9507444
#> 158 -2.1920906425 0.001 14.949662 2 0.8303495 0.7051347
#> 159 0.2624061956 0.001 44.357610 4 0.8807888 0.7899207
#> 160 -0.0503144828 0.001 39.909732 4 0.9754163 0.9517550
#> 161 -2.1735765468 0.001 15.067399 2 0.8275736 0.7015538
#> 162 1.0130126744 0.001 53.784648 5 0.8632716 0.7639325
#> 163 -2.0118085373 0.001 16.176022 2 0.7827054 0.6483001
#> 164 0.6433192230 0.001 49.412735 4 0.5007070 0.4999995
#> 165 -0.7173440667 0.001 30.311103 4 0.5661501 0.5035908
#> 166 -0.4930868711 0.001 33.481755 4 0.8102429 0.6922030
#> 167 -0.9423059955 0.001 27.270386 3 0.6625592 0.5315922
#> 168 1.2001501397 0.001 55.772165 5 0.9482019 0.9017699
#> 169 -0.8976681491 0.001 27.859804 3 0.6239943 0.5126623
#> 170 0.7476362947 0.001 50.704056 5 0.6229519 0.5302341
#> 171 -0.7008227417 0.001 30.540658 4 0.5863400 0.5106682
#> 172 0.1810295858 0.001 43.219605 4 0.9237000 0.8589104
#> 173 -0.4239216750 0.001 34.478409 4 0.8648619 0.7660646
#> 174 -0.3653165302 0.001 35.327371 4 0.9017907 0.8226915
#> 175 0.5024455846 0.001 47.601752 4 0.6675200 0.5561173
#> 176 1.1655581751 0.001 55.416590 5 0.9370518 0.8820285
#> 177 -1.1334178271 0.001 24.839979 3 0.7510678 0.5957153
#> 178 0.2010601028 0.001 43.501252 4 0.9145018 0.8435050
#> 179 1.9935985612 0.001 62.396279 5 0.9998811 0.9997622
#> 180 -0.8336619553 0.001 28.717683 3 0.5599517 0.4936041
#> 181 -1.8424169482 0.001 17.496566 2 0.6923209 0.5646923
#> 182 -1.3050998844 0.001 22.803734 3 0.7160250 0.5657638
#> 183 -0.6901835845 0.001 30.688873 4 0.5992583 0.5159765
#> 184 -0.4022142622 0.001 34.792456 4 0.8795386 0.7879228
#> 185 -0.7904093734 0.001 29.305296 3 0.5123685 0.4895174
#> 186 -0.7973939813 0.001 29.209996 3 0.5202275 0.4895979
#> 187 0.2775523414 0.001 44.567512 4 0.8711348 0.7754107
#> 188 0.7470632736 0.001 50.697083 5 0.6222986 0.5299137
#> 189 1.4549576126 0.001 58.222687 5 0.9899552 0.9801122
#> 190 0.8354953352 0.001 51.757113 5 0.7174719 0.5945880
#> 191 1.6921402513 0.001 60.230636 5 0.9983656 0.9967365
#> 192 -0.4400694793 0.001 34.245150 4 0.8531763 0.7492708
#> 193 1.9824800514 0.001 62.324014 5 0.9998684 0.9997367
#> 194 0.5548255683 0.001 48.283800 4 0.6071802 0.5229705
#> 195 0.5033803341 0.001 47.614011 4 0.6664726 0.5554177
#> 196 0.0980168904 0.001 42.042866 4 0.9530834 0.9103719
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#> 199 -1.4668329023 0.001 21.029631 3 0.6077640 0.5039885
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#> 201 -3.1965924381 0.001 10.826456 2 0.6464214 0.5390571
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#> 203 1.1776955465 0.001 55.541966 5 0.9411675 0.8892575
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#> 206 1.4298151580 0.001 57.994259 5 0.9880093 0.9763062
#> 207 -0.5203925334 0.001 33.090247 4 0.7854801 0.6625899
#> 208 -1.1955282527 0.001 24.086101 3 0.7502740 0.5947139
#> 209 1.3471065000 0.001 57.222029 5 0.9790144 0.9589096
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#> 215 0.4981223867 0.001 47.545015 4 0.6723485 0.5593990
#> 216 2.0627005244 0.001 62.832645 5 0.9999372 0.9998743
#> 217 -0.2961538926 0.001 36.332873 4 0.9346998 0.8777128
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#> 220 -1.1850488311 0.001 24.211968 3 0.7514107 0.5957829
#> 221 0.7986248278 0.001 51.319110 5 0.6792944 0.5642929
#> 222 -1.2600557000 0.001 23.323338 3 0.7348025 0.5810185
#> 223 1.0854028202 0.001 54.571995 5 0.9037281 0.8259927
#> 224 -0.3706468922 0.001 35.250018 4 0.8987835 0.8178781
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#> 227 -0.2647245168 0.001 36.790594 4 0.9461025 0.8977799
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#> 229 2.1752524448 0.001 63.497235 5 0.9999783 0.9999565
#> 230 -1.5025104744 0.001 20.658235 3 0.5781058 0.4947076
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#> 232 -0.1557545869 0.001 38.378211 4 0.9706304 0.9426978
#> 233 0.7590597374 0.001 50.842786 5 0.6358895 0.5369318
#> 234 -1.2751013422 0.001 23.148585 3 0.7292149 0.5763329
#> 235 -0.8268106912 0.001 28.810352 3 0.5526047 0.4924109
#> 236 -1.3556643505 0.001 22.233447 3 0.6881822 0.5456546
#> 237 -0.6867772860 0.001 30.736390 4 0.6033776 0.5177981
#> 238 1.2596876275 0.001 56.371457 5 0.9635560 0.9297684
#> 239 -0.5635023418 0.001 32.474792 4 0.7429790 0.6173646
#> 240 -0.7090635788 0.001 30.426063 4 0.5762864 0.5069592
#> 241 0.3471899052 0.001 45.524153 4 0.8198189 0.7045275
#> 242 -0.2704673878 0.001 36.706935 4 0.9441754 0.8943523
#> 243 0.4128379869 0.001 46.412422 4 0.7612742 0.6365061
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#> 245 -0.1570204080 0.001 38.359783 4 0.9704667 0.9423900
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#> 247 -0.6303614149 0.001 31.527626 4 0.6699580 0.5560267
#> 248 1.9253342869 0.001 61.943509 5 0.9997793 0.9995587
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#> 250 0.2143921591 0.001 43.688175 4 0.9078957 0.8326484
#> 251 -0.1755805732 0.001 38.089502 4 0.9677586 0.9373144
#> 252 0.1831706510 0.001 43.249756 4 0.9227579 0.8573170
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#> 255 -0.0226378517 0.001 40.310078 4 0.9738771 0.9488432
#> 256 0.8601943991 0.001 52.047320 5 0.7416601 0.6167992
#> 257 0.0223630756 0.001 40.958975 4 0.9688808 0.9394467
#> 258 0.0289207567 0.001 41.053297 4 0.9678881 0.9375912
#> 259 -1.7104850122 0.001 18.642159 2 0.5920969 0.5075112
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#> 262 2.2933995043 0.001 64.135629 5 0.9999930 0.9999861
#> 263 -0.3967745715 0.001 34.871234 4 0.8830315 0.7932505
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#> 266 0.2919413215 0.001 44.766330 4 0.8614653 0.7612504
#> 267 0.0850646736 0.001 41.858006 4 0.9564859 0.9165515
#> 268 0.4199989043 0.001 46.508472 4 0.7543282 0.6293450
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#> 270 -0.3673914972 0.001 35.297257 4 0.9006283 0.8208267
#> 271 -2.0037741538 0.001 16.234906 2 0.7794474 0.6447455
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#> 274 -0.0709502323 0.001 39.610700 4 0.9758158 0.9525098
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#> 276 -0.6166968594 0.001 31.720417 4 0.6854869 0.5673543
#> 277 0.7829199531 0.001 51.130817 5 0.6623440 0.5527110
#> 278 -0.8300779979 0.001 28.766139 3 0.5561185 0.4929559
#> 279 1.5042497778 0.001 58.661916 5 0.9929652 0.9860295
#> 280 2.4208745427 0.001 64.760139 5 0.9999980 0.9999960
#> 281 -0.0579523443 0.001 39.799101 4 0.9756385 0.9521756
#> 282 0.2732656382 0.001 44.508169 4 0.8739215 0.7795610
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#> 284 -0.0562935936 0.001 39.823133 4 0.9755977 0.9520983
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#> 286 -2.0330277997 0.001 16.022272 2 0.7908237 0.6573371
#> 287 1.6406266042 0.001 59.817264 5 0.9975241 0.9950605
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#> 289 -1.6878366855 0.001 18.849247 2 0.5726983 0.5006318
#> 290 1.1446166253 0.001 55.198708 5 0.9294048 0.8687770
#> 291 -0.0508250324 0.001 39.902339 4 0.9754338 0.9517883
#> 292 -2.4925130220 0.001 13.283017 2 0.8232796 0.6974181
#> 293 0.2642201198 0.001 44.382781 4 0.8796609 0.7882062
#> 294 0.5893151388 0.001 48.727346 4 0.5660639 0.5087258
#> 295 -2.0383552464 0.001 15.984072 2 0.7927519 0.6595213
#> 296 -0.8697761244 0.001 28.231861 3 0.5972037 0.5028036
#> 297 -0.8729217881 0.001 28.189760 3 0.6003181 0.5038106
#> 298 0.8897411277 0.001 52.391079 5 0.7690176 0.6447410
#> 299 -0.9328950537 0.001 27.394020 3 0.6549089 0.5273940
#> 300 0.8216021713 0.001 51.592740 5 0.7033658 0.5827152
#> 301 -1.4802863451 0.001 20.888719 3 0.5967372 0.5001574
#> 302 -0.5887151642 0.001 32.116498 4 0.7163613 0.5926233
#> 303 -0.8960646313 0.001 27.881117 3 0.6225064 0.5120439
#> 304 0.0709960109 0.001 41.656863 4 0.9598452 0.9226973
#> 305 1.8904098673 0.001 61.703424 5 0.9996987 0.9993976
#> 306 1.1626871430 0.001 55.386835 5 0.9360448 0.8802702
#> 307 0.0245977996 0.001 40.991126 4 0.9685502 0.9388284
#> 308 0.5230176175 0.001 47.870817 4 0.6442000 0.5415805
#> 309 2.1872820097 0.001 63.564960 5 0.9999806 0.9999612
#> 310 -0.0932958194 0.001 39.286445 4 0.9755265 0.9519564
#> 311 0.0055131915 0.001 40.716329 4 0.9711192 0.9436449
#> 312 0.4770907003 0.001 47.268049 4 0.6954432 0.5763847
#> 313 0.9120114512 0.001 52.647711 5 0.7884502 0.6664070
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#> 315 -1.4914646693 0.001 20.772431 3 0.5874257 0.4972732
#> 316 -0.3010185837 0.001 36.262059 4 0.9327438 0.8743224
#> 317 -0.9316741263 0.001 27.410084 3 0.6538968 0.5268549
#> 318 0.5211028559 0.001 47.845838 4 0.6463931 0.5428550
#> 319 -0.8365945249 0.001 28.678065 3 0.5630714 0.4941727
#> 320 -4.0000000000 0.001 9.528758 1 0.5147271 0.4995292
#> 321 0.7093948852 0.001 50.235757 5 0.5785655 0.5123446
#> 322 -0.4136363005 0.001 34.627145 4 0.8719635 0.7765345
#> 323 -2.3924220267 0.001 13.789228 2 0.8349304 0.7117822
#> 324 0.3857575147 0.001 46.047670 4 0.7865717 0.6642178
#> 325 -0.8219699783 0.001 28.875921 3 0.5473662 0.4916853
#> 326 0.4213836515 0.001 46.527026 4 0.7529730 0.6279703
#> 327 -0.0938424535 0.001 39.278508 4 0.9755099 0.9519249
#> 328 0.4187588680 0.001 46.491852 4 0.7555385 0.6305789
#> 329 1.1861552952 0.001 55.628961 5 0.9439042 0.8941019
#> 330 1.3754483804 0.001 57.490229 5 0.9826073 0.9658196
#> 331 1.1545301760 0.001 55.302097 5 0.9331128 0.8751735
#> 332 -0.4847270676 0.001 33.601856 4 0.8174707 0.7013014
#> 333 -0.5304221280 0.001 32.946759 4 0.7759531 0.6518380
#> 334 -0.1625548491 0.001 38.279201 4 0.9697197 0.9409870
#> 335 0.2625032487 0.001 44.358957 4 0.8807287 0.7898292
#> 336 -1.6755204322 0.001 18.963147 2 0.5619264 0.4973837
#> 337 -0.4570668965 0.001 33.999976 4 0.8401693 0.7312134
#> 338 -0.6570748322 0.001 31.151992 4 0.6388682 0.5361031
#> 339 -0.3879705973 0.001 34.998796 4 0.8885281 0.8017325
#> 340 1.1405256918 0.001 55.155914 5 0.9278275 0.8660728
#> 341 -0.5200601199 0.001 33.095005 4 0.7857919 0.6629479
#> 342 -1.4027611972 0.001 21.714940 3 0.6568417 0.5265336
#> 343 0.5844939334 0.001 48.665614 4 0.5718565 0.5103235
#> 344 0.3327306680 0.001 45.326698 4 0.8314081 0.7196165
#> 345 2.0383773325 0.001 62.681544 5 0.9999212 0.9998425
#> 346 0.0126072738 0.001 40.818536 4 0.9702311 0.9419771
#> 347 -1.6549434647 0.001 19.155458 2 0.5436097 0.4927871
#> 348 0.0052383622 0.001 40.712368 4 0.9711520 0.9437066
#> 349 -1.5103787010 0.001 20.577322 3 0.5714022 0.4930605
#> 350 1.3001248232 0.001 56.769268 5 0.9716207 0.9448522
#> 351 -0.2546158093 0.001 36.937871 4 0.9493292 0.9035522
#> 352 -1.5498130466 0.001 20.177245 3 0.5371662 0.4872239
#> 353 -0.0875368030 0.001 39.370055 4 0.9756732 0.9522360
#> 354 0.9095983202 0.001 52.620006 5 0.7863949 0.6640441
#> 355 -0.4922373175 0.001 33.493955 4 0.8109851 0.6931278
#> 356 0.7397448585 0.001 50.607907 5 0.6139210 0.5259557
#> 357 -0.7502649158 0.001 29.855965 3 0.4662849 0.4937929
#> 358 -0.3775907576 0.001 35.149288 4 0.8947617 0.8114966
#> 359 -1.0381197698 0.001 26.032045 3 0.7237353 0.5729657
#> 360 0.3496467340 0.001 45.557640 4 0.8178017 0.7019559
#> 361 -1.1035914970 0.001 25.208591 3 0.7462571 0.5915722
#> 362 -1.0767707949 0.001 25.543585 3 0.7390104 0.5854072
#> 363 -0.2304189740 0.001 37.290465 4 0.9562204 0.9160185
#> 364 -0.4336697113 0.001 34.337558 4 0.8578860 0.7559743
#> 365 1.0199225160 0.001 53.860801 5 0.8675940 0.7702508
#> 366 -0.9149327788 0.001 27.630939 3 0.6395797 0.5196409
#> 367 0.3770505140 0.001 45.929890 4 0.7943691 0.6732750
#> 368 0.0095218689 0.001 40.774092 4 0.9706270 0.9427203
#> 369 0.5174008977 0.001 47.797507 4 0.6506207 0.5453660
#> 370 0.8871997971 0.001 52.361658 5 0.7667344 0.6422945
#> 371 -0.4371315639 0.001 34.287565 4 0.8553511 0.7523554
#> 372 0.1065747074 0.001 42.164834 4 0.9506686 0.9060137
#> 373 1.3170807560 0.001 56.933844 5 0.9745146 0.9503282
#> 374 2.2404370897 0.001 63.856761 5 0.9999884 0.9999767
#> 375 0.9161264564 0.001 52.694897 5 0.7919264 0.6704421
#> 376 0.2798646509 0.001 44.599501 4 0.8696137 0.7731585
#> 377 0.1530892013 0.001 42.825187 4 0.9351173 0.8785001
#> 378 -1.0884741240 0.001 25.397004 3 0.7425125 0.5883683
#> 379 0.2011683443 0.001 43.502771 4 0.9144498 0.8434187
#> 380 -1.3408965066 0.001 22.398563 3 0.6969886 0.5516953
#> 381 -0.9094990572 0.001 27.702850 3 0.6347617 0.5173862
#> 382 -0.9504957466 0.001 27.163078 3 0.6689951 0.5352932
#> 383 -0.3483959280 0.001 35.573071 4 0.9108801 0.8374586
#> 384 -0.8556232280 0.001 28.421712 3 0.5829210 0.4986553
#> 385 1.9318675373 0.001 61.987784 5 0.9997919 0.9995838
#> 386 -1.4405171307 0.001 21.308272 3 0.6286760 0.5124957
#> 387 -0.1508817671 0.001 38.449147 4 0.9712360 0.9438373
#> 388 0.6221582964 0.001 49.145516 4 0.5263698 0.5013888
#> 389 0.3573759602 0.001 45.662870 4 0.8113651 0.6938591
#> 390 -0.0174312443 0.001 40.385292 4 0.9734584 0.9480522
#> 391 0.3681255484 0.001 45.808913 4 0.8021869 0.6826000
#> 392 2.4610323974 0.001 64.943767 5 0.9999987 0.9999973
#> 393 1.9141595108 0.001 61.867314 5 0.9997561 0.9995123
#> 394 -1.1245486545 0.001 24.949152 3 0.7499939 0.5947934
#> 395 0.9201563711 0.001 52.741036 5 0.7952959 0.6743994
#> 396 1.0853591030 0.001 54.571526 5 0.9037067 0.8259583
#> 397 -0.0777853826 0.001 39.511562 4 0.9758072 0.9524923
#> 398 -1.0779937542 0.001 25.528239 3 0.7394009 0.5857355
#> 399 -0.5252308494 0.001 33.021006 4 0.7809125 0.6573907
#> 400 -0.4280305210 0.001 34.419026 4 0.8619507 0.7618302
#> 401 0.1160457031 0.001 42.299649 4 0.9478382 0.9009350
#> 402 -1.1654778729 0.001 24.448489 3 0.7524555 0.5968162
#> 403 -1.6609001529 0.001 19.099528 2 0.5489513 0.4940078
#> 404 -0.2235353665 0.001 37.390780 4 0.9579725 0.9192181
#> 405 -0.1539486379 0.001 38.404502 4 0.9708594 0.9431285
#> 406 0.2770589204 0.001 44.560684 4 0.8714577 0.7758901
#> 407 -0.0166447984 0.001 40.396650 4 0.9733915 0.9479260
#> 408 -0.3465728953 0.001 35.599556 4 0.9118183 0.8390016
#> 409 2.0561209966 0.001 62.792038 5 0.9999332 0.9998664
#> 410 1.1149874428 0.001 54.887075 5 0.9173365 0.8483395
#> 411 1.0737404279 0.001 54.446718 5 0.8979134 0.8166702
#> 412 -0.9892874780 0.001 26.658437 3 0.6965241 0.5528617
#> 413 0.7009729426 0.001 50.131825 5 0.5686039 0.5094125
#> 414 -1.3696038942 0.001 22.078696 3 0.6794005 0.5399233
#> 415 0.9375532903 0.001 52.939413 5 0.8094433 0.6915103
#> 416 1.0307465526 0.001 53.979671 5 0.8741650 0.7799989
#> 417 0.1108464556 0.001 42.225662 4 0.9494127 0.9037563
#> 418 -0.4158000312 0.001 34.595845 4 0.8704916 0.7743481
#> 419 1.2939455327 0.001 56.708963 5 0.9704978 0.9427364
#> 420 -0.3528050841 0.001 35.509025 4 0.9085780 0.8336876
#> 421 0.2754691394 0.001 44.538679 4 0.8724944 0.7774318
#> 422 -1.2900078338 0.001 22.976627 3 0.7229926 0.5712620
#> 423 -2.0131442168 0.001 16.166269 2 0.7832372 0.6488842
#> 424 0.3813896105 0.001 45.988615 4 0.7905042 0.6687553
#> 425 -0.2335967318 0.001 37.244156 4 0.9553809 0.9144897
#> 426 -0.4911373506 0.001 33.509753 4 0.8119434 0.6943252
#> 427 -0.4862463294 0.001 33.580021 4 0.8161697 0.6996485
#> 428 0.0758085766 0.001 41.725709 4 0.9587350 0.9206612
#> 429 -2.1364078969 0.001 15.309344 2 0.8206129 0.6927415
#> 430 -1.3198046989 0.001 22.636454 3 0.7086184 0.5601251
#> 431 0.6385098684 0.001 49.352156 4 0.5065382 0.5000839
#> 432 0.4609200923 0.001 47.054043 4 0.7127184 0.5904846
#> 433 0.1140043303 0.001 42.270606 4 0.9484624 0.9020524
#> 434 0.3785869510 0.001 45.950691 4 0.7930053 0.6716734
#> 435 0.1709377969 0.001 43.077349 4 0.9280106 0.8662457
#> 436 -0.7790018880 0.001 29.461273 3 0.4994165 0.4898989
#> 437 -0.6032305112 0.001 31.910822 4 0.7005090 0.5791909
#> 438 -4.0000000000 0.001 9.528758 1 0.5147271 0.4995292
#> 439 0.0440181232 0.001 41.270198 4 0.9653394 0.9328441
#> 440 -0.3351422226 0.001 35.765674 4 0.9175214 0.8484558
#> 441 -0.5254482293 0.001 33.017896 4 0.7807060 0.6571576
#> 442 0.7450137200 0.001 50.672131 5 0.6199588 0.5287800
#> 443 -0.7846013457 0.001 29.384659 3 0.5057911 0.4896311
#> 444 1.4942994456 0.001 58.574172 5 0.9924336 0.9849818
#> 445 0.1763480317 0.001 43.153642 4 0.9257263 0.8623493
#> 446 0.9392743890 0.001 52.958968 5 0.8108076 0.6932027
#> 447 0.7606302438 0.001 50.861817 5 0.6376551 0.5378977
#> 448 0.9474109075 0.001 53.051239 5 0.8171709 0.7011947
#> 449 -0.0024796190 0.001 40.601089 4 0.9720260 0.9453510
#> 450 0.6466465055 0.001 49.454592 4 0.4966745 0.5000207
#> 451 0.8495955583 0.001 51.923104 5 0.7314234 0.6071135
#> 452 -3.1575185028 0.001 10.921808 2 0.6567747 0.5450496
#> 453 -0.3190695302 0.001 35.999397 4 0.9250231 0.8610881
#> 454 0.5494304229 0.001 48.214014 4 0.6135303 0.5257733
#> 455 0.5033357864 0.001 47.613426 4 0.6665225 0.5554510
#> 456 -0.2273325415 0.001 37.335444 4 0.9570172 0.9174720
#> 457 0.6524414477 0.001 49.527390 4 0.4896559 0.5002127
#> 458 -0.9191598609 0.001 27.575074 3 0.6432707 0.5214272
#> 459 0.6885802386 0.001 49.978374 4 0.4461502 0.5057988
#> 460 0.2769333106 0.001 44.558945 4 0.8715399 0.7760121
#> 461 -0.7960108831 0.001 29.228855 3 0.5186759 0.4895634
#> 462 1.3402359875 0.001 57.156453 5 0.9780511 0.9570657
#> 463 -0.4785792184 0.001 33.690247 4 0.8226781 0.7079840
#> 464 -0.3647033670 0.001 35.336270 4 0.9021321 0.8232404
#> 465 1.5941978306 0.001 59.433850 5 0.9964341 0.9928937
#> 466 0.3715541199 0.001 45.855417 4 0.7992047 0.6790140
#> 467 -0.6302466138 0.001 31.529244 4 0.6700896 0.5561189
#> 468 0.4001051400 0.001 46.241218 4 0.7733628 0.6494293
#> 469 -0.4297765357 0.001 34.393797 4 0.8607007 0.7600224
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#> 471 0.0439699813 0.001 41.269507 4 0.9653481 0.9328603
#> 472 -0.4297767525 0.001 34.393794 4 0.8607005 0.7600222
#> 473 0.4565360538 0.001 46.995867 4 0.7173246 0.5944457
#> 474 -0.2695341654 0.001 36.720529 4 0.9444932 0.8949166
#> 475 0.9358423442 0.001 52.919962 5 0.8080807 0.6898274
#> 476 -0.6238127422 0.001 31.619967 4 0.6774344 0.5613655
#> 477 2.3129328999 0.001 64.235549 5 0.9999942 0.9999885
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#> 479 -4.0000000000 0.001 9.528758 1 0.5147271 0.4995292
#> 480 -0.9520161814 0.001 27.143185 3 0.6701668 0.5359836
#> 481 0.2620880067 0.001 44.353194 4 0.8809859 0.7902208
#> 482 -0.8176483812 0.001 28.934524 3 0.5426578 0.4911222
#> 483 3.2894660890 0.001 67.609207 5 1.0000000 1.0000000
#> 484 -0.6743463607 0.001 30.910053 4 0.6183312 0.5249386
#> 485 0.9190656203 0.001 52.728555 5 0.7943873 0.6733278
#> 486 -0.3753623282 0.001 35.181610 4 0.8960653 0.8135580
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#> 488 0.2233990378 0.001 43.814206 4 0.9032096 0.8250525
#> 489 -1.8059836105 0.001 17.802583 2 0.6670477 0.5468020
#> 490 0.2127679525 0.001 43.665426 4 0.9087215 0.8339961
#> 491 -0.2564206695 0.001 36.911574 4 0.9487684 0.9025460
#> 492 0.3036913969 0.001 44.928251 4 0.8532080 0.7494533
#> 493 -3.4072200990 0.001 10.374338 2 0.5941121 0.5151196
#> 494 -0.3883819710 0.001 34.992834 4 0.8882756 0.8013402
#> 495 0.0537831459 0.001 41.410298 4 0.9634918 0.9294188
#> 496 -0.4272997978 0.001 34.429585 4 0.8624715 0.7625853
#> 497 0.6862183280 0.001 49.949058 4 0.4489739 0.5052065
#> 498 -2.1197482488 0.001 15.420229 2 0.8168711 0.6880942
#> 499 0.7043590449 0.001 50.173646 5 0.5726159 0.5105457
#> 500 -0.0207151907 0.001 40.337856 4 0.9737273 0.9485601
#> 501 -1.9256695077 0.001 16.826674 2 0.7424331 0.6072231
#> 502 0.5652663720 0.001 48.418544 4 0.5948213 0.5179781
#> 503 0.5064591181 0.001 47.654365 4 0.6630141 0.5531389
#> 504 0.1867244541 0.001 43.299777 4 0.9211725 0.8546437
#> 505 0.1462845260 0.001 42.728866 4 0.9376563 0.8829266
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#> 507 -0.1434858032 0.001 38.556792 4 0.9720810 0.9454299
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#> 509 -1.0617656573 0.001 25.732427 3 0.7337531 0.5810354
#> 510 -2.8531534117 0.001 11.811614 2 0.7406120 0.6087262
#> 511 0.2242438315 0.001 43.826017 4 0.9027607 0.8243296
#> 512 -1.2692441114 0.001 23.216474 3 0.7314744 0.5782124
#> 513 -0.3150887719 0.001 36.057307 4 0.9267891 0.8640944
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#> 515 -1.2330641601 0.001 23.639801 3 0.7429989 0.5881275
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#> 517 -2.6692849743 0.001 12.497400 2 0.7881476 0.6566708
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#> 535 -0.4649119450 0.001 33.886949 4 0.8339231 0.7227795
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#> 555 1.1620761031 0.001 55.380498 5 0.9358289 0.8798936
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#> 572 3.0001501262 0.001 66.887907 5 1.0000000 1.0000000
#> 573 1.9398730018 0.001 62.041763 5 0.9998063 0.9996127
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#> 588 -0.5649546096 0.001 32.454120 4 0.7414792 0.6158974
#> 589 -1.2389325050 0.001 23.570677 3 0.7414220 0.5867370
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#> 592 -0.9084242080 0.001 27.717088 3 0.6337990 0.5169461
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#> 599 -1.5696139423 0.001 19.979798 2 0.4643534 0.4858956
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#> 601 -1.6607452866 0.001 19.100979 2 0.5488128 0.4939749
#> 602 1.7319092132 0.001 60.541090 5 0.9988224 0.9976476
#> 603 -0.0480787633 0.001 39.942103 4 0.9753347 0.9516005
#> 604 1.1085723749 0.001 54.819085 5 0.9145215 0.8436561
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#> 606 1.3373910277 0.001 57.129236 5 0.9776411 0.9562820
#> 607 -1.4722235595 0.001 20.973043 3 0.6033706 0.5024080
#> 608 -0.3252232154 0.001 35.909894 4 0.9222217 0.8563445
#> 609 -0.7197722854 0.001 30.277427 4 0.5631722 0.5026716
#> 610 -1.2938537080 0.001 22.932453 3 0.7212797 0.5698928
#> 611 -2.1793213004 0.001 15.030670 2 0.8284831 0.7027225
#> 612 -0.0843834187 0.001 39.415824 4 0.9757322 0.9523487
#> 613 -1.3559573988 0.001 22.230183 3 0.6880021 0.5455342
#> 614 -0.3632262477 0.001 35.357711 4 0.9029510 0.8245584
#> 615 0.7349617740 0.001 50.549506 5 0.6084122 0.5235062
#> 616 1.5560954832 0.001 59.111535 5 0.9952233 0.9904923
#> 617 -0.1790906371 0.001 38.038374 4 0.9671807 0.9362352
#> 618 0.4922501641 0.001 47.467841 4 0.6788641 0.5639751
#> 619 -0.5127633149 0.001 33.199510 4 0.7925739 0.6708269
#> 620 -0.3210256097 0.001 35.970944 4 0.9241421 0.8595929
#> 621 -0.9286682796 0.001 27.449659 3 0.6513862 0.5255344
#> 622 1.7968494660 0.001 61.031792 5 0.9993193 0.9986395
#> 623 1.5215031001 0.001 58.812952 5 0.9938069 0.9876906
#> 624 -0.1456324446 0.001 38.525551 4 0.9718449 0.9449846
#> 625 -0.5838018651 0.001 32.186219 4 0.7216425 0.5973138
#> 626 -0.8756209502 0.001 28.153663 3 0.6029723 0.5046977
#> 627 0.1082969592 0.001 42.189362 4 0.9501663 0.9051102
#> 628 2.2827887671 0.001 64.080694 5 0.9999923 0.9999846
#> 629 -0.2117296978 0.001 37.562821 4 0.9607691 0.9243506
#> 630 2.5281804210 0.001 65.237444 5 0.9999993 0.9999986
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#> 886 3.1421694789 0.001 67.265181 5 1.0000000 1.0000000
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#> 888 0.3055476821 0.001 44.953795 4 0.8518737 0.7475726
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#> 890 1.1871834018 0.001 55.639511 5 0.9442296 0.8946798
#> 891 0.0389265154 0.001 41.197088 4 0.9662404 0.9345193
#> 892 0.4185586422 0.001 46.489167 4 0.7557336 0.6307783
#> 893 0.1950554973 0.001 43.416922 4 0.9173500 0.8482392
#> 894 0.9884105776 0.001 53.511807 5 0.8470632 0.7409058
#> 895 -0.6662360586 0.001 31.023569 4 0.6280126 0.5300050
#> 896 1.3217025777 0.001 56.978475 5 0.9752576 0.9517395
#> 897 -1.2882261543 0.001 22.997118 3 0.7237713 0.5718883
#> 898 0.2013237295 0.001 43.504952 4 0.9143750 0.8432949
#> 899 0.1332829553 0.001 42.544552 4 0.9422516 0.8910033
#> 900 0.2926797570 0.001 44.776518 4 0.8609560 0.7605148
#> 901 -1.2435414888 0.001 23.516511 3 0.7401027 0.5855822
#> 902 -0.1787587194 0.001 38.043209 4 0.9672363 0.9363389
#> 903 0.7953145558 0.001 51.279507 5 0.6757539 0.5617788
#> 904 0.4713526297 0.001 47.192214 4 0.7016234 0.5812918
#> 905 0.7703903426 0.001 50.979858 5 0.6485524 0.5441355
#> 906 -0.4641634269 0.001 33.897730 4 0.8345257 0.7235864
#> 907 -0.0731274917 0.001 39.579125 4 0.9758207 0.9525187
#> 908 -1.6542132402 0.001 19.162329 2 0.5429528 0.4926438
#> 909 1.6274653914 0.001 59.709620 5 0.9972518 0.9945187
#> 910 -1.2745519560 0.001 23.154945 3 0.7294313 0.5765121
#> 911 1.1249609071 0.001 54.992412 5 0.9215679 0.8554390
#> 912 1.3014329357 0.001 56.782012 5 0.9718536 0.9452917
#> 913 -0.1668918854 0.001 38.216045 4 0.9690985 0.9398221
#> 914 0.7891825346 0.001 51.206025 5 0.6691494 0.5572230
#> 915 0.2104308946 0.001 43.632681 4 0.9098995 0.8359231
#> 916 -0.6162989578 0.001 31.726038 4 0.6859349 0.5676947
#> 917 -1.6865727649 0.001 18.860894 2 0.5715998 0.5002819
#> 918 0.4534207583 0.001 46.954487 4 0.7205771 0.5972937
#> 919 0.9692386872 0.001 53.297352 5 0.8335361 0.7224926
#> 920 -0.5386559406 0.001 32.829095 4 0.7679644 0.6430963
#> 921 -0.1591978847 0.001 38.328080 4 0.9701788 0.9418491
#> 922 -0.6589465688 0.001 31.125737 4 0.6366576 0.5348254
#> 923 0.1912015888 0.001 43.362752 4 0.9191368 0.8512258
#> 924 -0.4865636911 0.001 33.575461 4 0.8158972 0.6993032
#> 925 -1.5169203187 0.001 20.510325 3 0.5657918 0.4918092
#> 926 -1.2238381997 0.001 23.748833 3 0.7452418 0.5901257
#> 927 0.7834067841 0.001 51.136669 5 0.6628751 0.5530565
#> 928 -0.6445053229 0.001 31.328528 4 0.6536088 0.5450933
#> 929 -1.5129393324 0.001 20.551067 3 0.5692099 0.4925578
#> 930 0.7767960205 0.001 51.057116 5 0.6556319 0.5484425
#> 931 1.3677395557 0.001 57.417648 5 0.9816882 0.9640470
#> 932 -0.5181648736 0.001 33.122140 4 0.7875652 0.6649906
#> 933 -1.3258011386 0.001 22.568575 3 0.7054298 0.5577624
#> 934 -0.3788122246 0.001 35.131573 4 0.8940419 0.8103614
#> 935 -1.7707748473 0.001 18.105800 2 0.6408088 0.5307223
#> 936 0.8295082817 0.001 51.686379 5 0.7114360 0.5894103
#> 937 0.0736290082 0.001 41.694535 4 0.9592428 0.9215919
#> 938 0.9758288268 0.001 53.371250 5 0.8382750 0.7288600
#> 939 1.8480571233 0.001 61.404542 5 0.9995627 0.9991258
#> 940 -0.0133681029 0.001 40.443964 4 0.9731029 0.9473812
#> 941 -1.1958454193 0.001 24.082300 3 0.7502334 0.5946761
#> 942 -0.7395126869 0.001 30.004275 4 0.5388975 0.4963603
#> 943 0.7502452471 0.001 50.735787 5 0.6259211 0.5317121
#> 944 -0.6788508742 0.001 30.847078 4 0.6129277 0.5222627
#> 945 -1.0163828907 0.001 26.309622 3 0.7126878 0.5644793
#> 946 0.0251941707 0.001 40.999704 4 0.9684606 0.9386609
#> 947 -0.8226211656 0.001 28.867096 3 0.5480731 0.4917771
#> 948 -0.8554401885 0.001 28.424172 3 0.5827334 0.4986060
#> 949 0.0323880653 0.001 41.103143 4 0.9673355 0.9365597
#> 950 0.0850243946 0.001 41.857430 4 0.9564960 0.9165700
#> 951 -0.0793214381 0.001 39.489277 4 0.9757956 0.9524700
#> 952 0.2872075816 0.001 44.700987 4 0.8647001 0.7659460
#> 953 -0.6758799673 0.001 30.888607 4 0.6164936 0.5240164
#> 954 -2.3934600231 0.001 13.783736 2 0.8348496 0.7116823
#> 955 0.1255486949 0.001 42.434741 4 0.9448286 0.8955694
#> 956 0.6185541787 0.001 49.099830 4 0.5307388 0.5018877
#> 957 0.2713999829 0.001 44.482326 4 0.8751209 0.7813568
#> 958 -0.4139832254 0.001 34.622126 4 0.8717283 0.7761846
#> 959 0.7221259501 0.001 50.392320 5 0.5935075 0.5174870
#> 960 0.4819152454 0.001 47.331721 4 0.6902058 0.5723456
#> 961 0.1121141620 0.001 42.243707 4 0.9490335 0.9030759
#> 962 -0.8709011073 0.001 28.216800 3 0.5983200 0.5031604
#> 963 -0.5339051640 0.001 32.896970 4 0.7725920 0.6481296
#> 964 1.1906832401 0.001 55.675391 5 0.9453256 0.8966298
#> 965 -0.3825694779 0.001 35.077091 4 0.8918050 0.8068461
#> 966 -0.8616589904 0.001 28.340661 3 0.5890650 0.5003452
#> 967 0.9796699279 0.001 53.414234 5 0.8409940 0.7325539
#> 968 -0.1782422963 0.001 38.050731 4 0.9673223 0.9364995
#> 969 1.0469892678 0.001 54.157078 5 0.8835733 0.7942569
#> 970 0.2811391349 0.001 44.617126 4 0.8687699 0.7719131
#> 971 -1.2880536969 0.001 22.999102 3 0.7238462 0.5719486
#> 972 0.0333280321 0.001 41.116652 4 0.9671823 0.9362740
#> 973 -0.2569994350 0.001 36.903141 4 0.9485871 0.9022211
#> 974 1.3894112125 0.001 57.620990 5 0.9841687 0.9688387
#> 975 -0.9968504403 0.001 26.560765 3 0.7012973 0.5561928
#> 976 1.8872956517 0.001 61.681737 5 0.9996903 0.9993807
#> 977 -1.4277779160 0.001 21.444582 3 0.6384427 0.5170274
#> 978 -0.3788338053 0.001 35.131260 4 0.8940292 0.8103413
#> 979 2.9048924184 0.001 66.606983 5 1.0000000 1.0000000
#> 980 -0.5651496356 0.001 32.451344 4 0.7412775 0.6157007
#> 981 0.7438276158 0.001 50.657683 5 0.6186024 0.5281329
#> 982 1.3977206450 0.001 57.698377 5 0.9850378 0.9705233
#> 983 0.8343820028 0.001 51.743971 5 0.7163544 0.5936184
#> 984 0.2773495254 0.001 44.564705 4 0.8712676 0.7756079
#> 985 -0.7339024885 0.001 30.081792 4 0.5458055 0.4979434
#> 986 0.3338417043 0.001 45.341892 4 0.8305348 0.7184608
#> 987 0.9713574552 0.001 53.321131 5 0.8350699 0.7245437
#> 988 -2.1352394760 0.001 15.317071 2 0.8203632 0.6924295
#> 989 0.7055119999 0.001 50.187875 5 0.5739799 0.5109456
#> 990 -0.2176876937 0.001 37.475998 4 0.9593903 0.9218163
#> 991 1.5535784532 0.001 59.090001 5 0.9951313 0.9903100
#> 992 1.1082728710 0.001 54.815906 5 0.9143882 0.8434352
#> 993 -0.9111795827 0.001 27.680597 3 0.6362605 0.5180783
#> 994 0.6079440784 0.001 48.965045 4 0.5435872 0.5037973
#> 995 -0.1731311870 0.001 38.125178 4 0.9681493 0.9380449
#> 996 0.5554467733 0.001 48.291829 4 0.6064474 0.5226575
#> 997 -0.7452989644 0.001 29.924421 3 0.4605055 0.4949026
#> 998 -0.1057905389 0.001 39.104957 4 0.9750344 0.9510205
#> 999 0.1312222453 0.001 42.515306 4 0.9429495 0.8922374
#> 1000 0.2365478775 0.001 43.997825 4 0.8960406 0.8136014
#>
#> $prob.level
#> theta weights true.score level p.level.1 p.level.2
#> 1 -1.7022049518 0.001 18.717514 2 5.964937e-03 5.850689e-01
#> 2 1.9309372265 0.001 61.981491 5 2.681308e-48 1.730147e-30
#> 3 -0.6884935308 0.001 30.712445 4 4.907943e-08 4.615732e-03
#> 4 -0.9641337052 0.001 26.984971 3 3.965460e-06 4.059935e-02
#> 5 -4.0000000000 0.001 9.528758 1 5.147271e-01 4.843391e-01
#> 6 -0.2909987604 0.001 36.407925 4 1.347394e-11 4.443368e-05
#> 7 -0.4891721357 0.001 33.537982 4 1.066962e-09 5.687603e-04
#> 8 -0.5821356777 0.001 32.209873 4 6.824356e-09 1.599187e-03
#> 9 -0.0892825678 0.001 39.344712 4 8.731913e-14 2.021835e-06
#> 10 0.0693812937 0.001 41.633755 4 1.091789e-15 1.249977e-07
#> 11 -0.5200343565 0.001 33.095374 4 2.002831e-09 8.107400e-04
#> 12 -1.7154652250 0.001 18.597032 2 6.483020e-03 5.962871e-01
#> 13 -0.5515079142 0.001 32.645684 4 3.753709e-09 1.150406e-03
#> 14 -0.4079631799 0.001 34.709234 4 1.905614e-10 2.119405e-04
#> 15 -0.3017794362 0.001 36.250984 4 1.734467e-11 5.167644e-05
#> 16 -0.8402473446 0.001 28.628759 3 6.247739e-07 1.685455e-02
#> 17 1.1602975497 0.001 55.362042 5 8.601032e-33 2.570090e-19
#> 18 0.3379523273 0.001 45.398078 4 2.873876e-19 5.610176e-10
#> 19 0.3853838696 0.001 46.042620 4 6.033403e-20 1.976901e-10
#> 20 -0.2346782158 0.001 37.228396 4 3.503819e-12 1.972429e-05
#> 21 0.3493597292 0.001 45.553729 4 1.979977e-19 4.375832e-10
#> 22 2.1271587725 0.001 63.220146 5 1.444455e-52 1.298583e-33
#> 23 0.8859829962 0.001 52.347562 5 6.952312e-28 7.228018e-16
#> 24 -0.2833308148 0.001 36.519581 4 1.124709e-11 3.987396e-05
#> 25 -1.3141771454 0.001 22.700335 3 2.621431e-04 2.292900e-01
#> 26 -0.8049597496 0.001 29.106942 3 3.555957e-07 1.274977e-02
#> 27 0.0539574844 0.001 41.412797 4 1.698664e-15 1.660736e-07
#> 28 0.1434565567 0.001 42.688807 4 1.245634e-16 3.067310e-08
#> 29 0.1955349967 0.001 43.423660 4 2.582954e-17 1.097930e-08
#> 30 0.6062732061 0.001 48.943779 4 2.816998e-23 1.099159e-12
#> 31 0.6412433867 0.001 49.386599 4 7.887554e-24 4.599541e-13
#> 32 1.9631257838 0.001 62.196850 5 5.437278e-49 5.393670e-31
#> 33 -0.2364071734 0.001 37.203201 4 3.654256e-12 2.023400e-05
#> 34 -1.2760793477 0.001 23.137267 3 1.779702e-04 1.991537e-01
#> 35 -0.6227160164 0.001 31.635442 4 1.476149e-08 2.433086e-03
#> 36 -0.5986602487 0.001 31.975532 4 9.369653e-09 1.901567e-03
#> 37 -0.0279521619 0.001 40.233274 4 1.676597e-14 7.151882e-07
#> 38 -0.8038382718 0.001 29.122206 3 3.491871e-07 1.263446e-02
#> 39 0.7713440944 0.001 50.991372 5 6.042207e-26 1.605858e-14
#> 40 -0.9108408363 0.001 27.685082 3 1.835491e-06 2.834331e-02
#> 41 0.2385919179 0.001 44.026330 4 6.831955e-18 4.581949e-09
#> 42 -0.1825635620 0.001 37.987784 4 9.667050e-13 8.984198e-06
#> 43 0.6255520547 0.001 49.188490 4 1.399105e-23 6.810623e-13
#> 44 -2.0376729826 0.001 15.988955 2 3.351192e-02 7.925074e-01
#> 45 -0.3395978855 0.001 35.700911 4 4.150130e-11 8.678580e-05
#> 46 0.5578369336 0.001 48.322705 4 1.600207e-22 3.594242e-12
#> 47 -0.7302539517 0.001 30.132253 4 1.019964e-07 6.758642e-03
#> 48 0.1511899391 0.001 42.798313 4 9.885362e-17 2.638741e-08
#> 49 0.5000714106 0.001 47.570602 4 1.220141e-21 1.427768e-11
#> 50 -0.9458442007 0.001 27.223994 3 3.056910e-06 3.600129e-02
#> 51 -0.7503662076 0.001 29.854570 3 1.438332e-07 8.065802e-03
#> 52 0.2124430222 0.001 43.660874 4 1.536991e-17 7.810558e-09
#> 53 0.5732078564 0.001 48.520759 4 9.251498e-23 2.474691e-12
#> 54 1.6668268867 0.001 60.029092 5 9.819735e-43 1.925023e-26
#> 55 -0.4444787127 0.001 34.181514 4 4.183515e-10 3.336133e-04
#> 56 0.8088481717 0.001 51.441130 5 1.426908e-26 5.908948e-15
#> 57 0.5020022598 0.001 47.595937 4 1.140855e-21 1.364247e-11
#> 58 -1.1626926431 0.001 24.482303 3 5.105840e-05 1.227901e-01
#> 59 -0.5667656091 0.001 32.428347 4 5.064174e-09 1.357396e-03
#> 60 -0.2860047166 0.001 36.480643 4 1.197955e-11 4.141164e-05
#> 61 0.2884790635 0.001 44.718544 4 1.416244e-18 1.619560e-09
#> 62 0.9240691857 0.001 52.785768 5 1.523729e-28 2.505822e-16
#> 63 1.0720266145 0.001 54.428257 5 3.576315e-31 3.577604e-18
#> 64 -0.0717255833 0.001 39.599456 4 5.475029e-14 1.508709e-06
#> 65 1.1436085251 0.001 55.188169 5 1.751533e-32 4.251669e-19
#> 66 0.4580129736 0.001 47.015473 4 5.207637e-21 3.807941e-11
#> 67 1.8738825169 0.001 61.587802 5 4.457725e-47 1.345023e-29
#> 68 -1.5712046066 0.001 19.964037 2 2.424670e-03 4.658658e-01
#> 69 0.5664127254 0.001 48.433313 4 1.179168e-22 2.919536e-12
#> 70 0.6940112264 0.001 50.045698 5 1.121802e-24 1.205250e-13
#> 71 -0.4933561038 0.001 33.477888 4 1.162986e-09 5.971566e-04
#> 72 0.2686389635 0.001 44.444063 4 2.659182e-18 2.457790e-09
#> 73 -0.6339236455 0.001 31.477438 4 1.819254e-08 2.722990e-03
#> 74 -0.2980534856 0.001 36.305220 4 1.589811e-11 4.905658e-05
#> 75 0.0368273385 0.001 41.166934 4 2.764128e-15 2.269193e-07
#> 76 -0.7890783660 0.001 29.323474 3 2.744217e-07 1.119659e-02
#> 77 -0.9240196595 0.001 27.510931 3 2.228288e-06 3.105798e-02
#> 78 -0.2744714166 0.001 36.648611 4 9.118634e-12 3.515351e-05
#> 79 0.7012595036 0.001 50.135366 5 8.558049e-25 1.000421e-13
#> 80 -0.3763691405 0.001 35.167006 4 9.501277e-11 1.412813e-04
#> 81 0.1615660269 0.001 42.945035 4 7.239385e-17 2.153817e-08
#> 82 -1.1411919388 0.001 24.744594 3 3.962424e-05 1.107486e-01
#> 83 -0.5514558145 0.001 32.646427 4 3.749852e-09 1.149751e-03
#> 84 1.3828033611 0.001 57.559221 5 4.982752e-37 2.471241e-22
#> 85 0.1143165717 0.001 42.275049 4 2.953575e-16 5.373109e-08
#> 86 0.8647777675 0.001 52.100889 5 1.606773e-27 1.295570e-15
#> 87 -0.5144629624 0.001 33.175160 4 1.789412e-09 7.611180e-04
#> 88 1.8122128418 0.001 61.144936 5 9.064875e-46 1.206537e-28
#> 89 -1.0098501462 0.001 26.393439 3 7.458443e-06 5.406591e-02
#> 90 -1.0101797555 0.001 26.389206 3 7.491769e-06 5.417381e-02
#> 91 0.2347386092 0.001 43.972586 4 7.703683e-18 4.959125e-09
#> 92 -1.1121098227 0.001 25.102891 3 2.787600e-05 9.572701e-02
#> 93 0.6650023440 0.001 49.684727 4 3.292015e-24 2.525917e-13
#> 94 0.4466786715 0.001 46.864819 4 7.668630e-21 4.943413e-11
#> 95 1.1529548682 0.001 55.285697 5 1.176527e-32 3.208239e-19
#> 96 -0.0906153575 0.001 39.325363 4 9.045208e-14 2.066949e-06
#> 97 0.7191538675 0.001 50.355829 5 4.374898e-25 6.301546e-14
#> 98 -0.7248895338 0.001 30.206513 4 9.297404e-08 6.442481e-03
#> 99 -0.5719864918 0.001 32.354083 4 5.606326e-09 1.435566e-03
#> 100 -1.4214635888 0.001 21.512487 3 7.182804e-04 3.234172e-01
#> 101 1.8171937550 0.001 61.181377 5 7.114506e-46 1.011525e-28
#> 102 0.4171888704 0.001 46.470801 4 2.082047e-20 9.681746e-11
#> 103 1.3925505433 0.001 57.650265 5 3.213475e-37 1.805234e-22
#> 104 -0.3555330429 0.001 35.469407 4 5.956617e-11 1.074096e-04
#> 105 -0.0875657737 0.001 39.369634 4 8.343970e-14 1.965108e-06
#> 106 0.5386438878 0.001 48.074168 4 3.158098e-22 5.707154e-12
#> 107 -0.5907597074 0.001 32.087501 4 8.055929e-09 1.751149e-03
#> 108 0.5707716354 0.001 48.489427 4 1.009294e-22 2.625945e-12
#> 109 -1.5995551650 0.001 19.685630 2 2.982771e-03 4.926468e-01
#> 110 1.1730627818 0.001 55.494189 5 4.982355e-33 1.745794e-19
#> 111 0.0594723790 0.001 41.491849 4 1.450907e-15 1.500802e-07
#> 112 -0.2282165732 0.001 37.322561 4 2.993230e-12 1.792455e-05
#> 113 -0.7618224647 0.001 29.696927 3 1.745064e-07 8.902906e-03
#> 114 0.7392782460 0.001 50.602214 5 2.047271e-25 3.732142e-14
#> 115 -1.3426338847 0.001 22.379076 3 3.465245e-04 2.530577e-01
#> 116 -1.6328115022 0.001 19.365116 2 3.769685e-03 5.235070e-01
#> 117 -0.5967424293 0.001 32.002700 4 9.033015e-09 1.864030e-03
#> 118 -0.1511206466 0.001 38.445670 4 4.360257e-13 5.500063e-06
#> 119 0.3800954605 0.001 45.971107 4 7.191368e-20 2.223559e-10
#> 120 1.1583509760 0.001 55.341826 5 9.346360e-33 2.725860e-19
#> 121 -0.1651241418 0.001 38.241788 4 6.227131e-13 6.853871e-06
#> 122 0.6843520411 0.001 49.925878 4 1.607343e-24 1.543493e-13
#> 123 0.1107280282 0.001 42.223976 4 3.282137e-16 5.753072e-08
#> 124 -1.7020019755 0.001 18.719366 2 5.957273e-03 5.848957e-01
#> 125 -0.7572257527 0.001 29.760133 3 1.615177e-07 8.558530e-03
#> 126 2.0386411786 0.001 62.683197 5 1.253653e-50 3.421846e-32
#> 127 -0.0229506622 0.001 40.305558 4 1.461944e-14 6.557319e-07
#> 128 1.8451084370 0.001 61.383417 5 1.823935e-46 3.754926e-29
#> 129 -1.5602818163 0.001 20.072567 3 2.234433e-03 4.554642e-01
#> 130 -0.1495995613 0.001 38.467811 4 4.193966e-13 5.369371e-06
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#> 357 -0.7502649158 0.001 29.855965 3 1.435864e-07 8.058712e-03
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#> 577 -0.4704424783 0.001 33.807320 4 7.232249e-10 4.561419e-04
#> 578 -0.3960730020 0.001 34.881396 4 1.469004e-10 1.821992e-04
#> 579 1.1201094815 0.001 54.941228 5 4.743817e-32 8.600013e-19
#> 580 -1.1551583508 0.001 24.573960 3 4.674697e-05 1.184798e-01
#> 581 -1.4788218318 0.001 20.904007 3 1.173797e-03 3.774443e-01
#> 582 0.7886302101 0.001 51.199398 5 3.113291e-26 1.014746e-14
#> 583 0.4223949120 0.001 46.540572 4 1.746971e-20 8.604567e-11
#> 584 -0.1670979590 0.001 38.213044 4 6.546414e-13 7.068409e-06
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#> 801 -0.2320947171 0.001 37.266045 4 3.290222e-12 1.898517e-05
#> 802 0.0390227453 0.001 41.198470 4 2.597537e-15 2.180638e-07
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#> 806 -0.3025915749 0.001 36.239164 4 1.767657e-11 5.226462e-05
#> 807 -1.1218695314 0.001 24.982203 3 3.140334e-05 1.006064e-01
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#> 849 -0.0806645686 0.001 39.469789 4 6.947777e-14 1.752042e-06
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#> 854 -1.5689555033 0.001 19.986327 2 2.384425e-03 4.637271e-01
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#> 856 0.3381859469 0.001 45.401270 4 2.852082e-19 5.581784e-10
#> 857 0.0285419746 0.001 41.047851 4 3.492746e-15 2.635625e-07
#> 858 0.3188017181 0.001 45.135889 4 5.349932e-19 8.485361e-10
#> 859 -4.0000000000 0.001 9.528758 1 5.147271e-01 4.843391e-01
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#> 862 2.1312592201 0.001 63.244168 5 1.173344e-52 1.114891e-33
#> 863 0.0978693588 0.001 42.040762 4 4.782327e-16 7.339609e-08
#> 864 0.3039163204 0.001 44.931346 4 8.641555e-19 1.166977e-09
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#> 878 -0.7916596707 0.001 29.288225 3 2.862932e-07 1.143760e-02
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#> 882 0.5839894620 0.001 48.659149 4 6.287798e-23 1.901783e-12
#> 883 0.1036763466 0.001 42.123541 4 4.035883e-16 6.576784e-08
#> 884 -0.1291133296 0.001 38.765897 4 2.475994e-13 3.872994e-06
#> 885 -1.3766827005 0.001 22.000522 3 4.784896e-04 2.827266e-01
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#> 887 -1.4113707165 0.001 21.621497 3 6.566007e-04 3.141058e-01
#> 888 0.3055476821 0.001 44.953795 4 8.200397e-19 1.127068e-09
#> 889 0.7318901963 0.001 50.511953 5 2.707088e-25 4.525711e-14
#> 890 1.1871834018 0.001 55.639511 5 2.718143e-33 1.136210e-19
#> 891 0.0389265154 0.001 41.197088 4 2.604628e-15 2.184449e-07
#> 892 0.4185586422 0.001 46.489167 4 1.988180e-20 9.386179e-11
#> 893 0.1950554973 0.001 43.416922 4 2.621105e-17 1.108530e-08
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#> 898 0.2013237295 0.001 43.504952 4 2.163368e-17 9.774805e-09
#> 899 0.1332829553 0.001 42.544552 4 1.686168e-16 3.734785e-08
#> 900 0.2926797570 0.001 44.776518 4 1.238512e-18 1.481787e-09
#> 901 -1.2435414888 0.001 23.516511 3 1.262437e-04 1.751052e-01
#> 902 -0.1787587194 0.001 38.043209 4 8.785904e-13 8.471761e-06
#> 903 0.7953145558 0.001 51.279507 5 2.406791e-26 8.490130e-15
#> 904 0.4713526297 0.001 47.192214 4 3.295070e-21 2.795742e-11
#> 905 0.7703903426 0.001 50.979858 5 6.266691e-26 1.646901e-14
#> 906 -0.4641634269 0.001 33.897730 4 6.341143e-10 4.232201e-04
#> 907 -0.0731274917 0.001 39.579125 4 5.683889e-14 1.544608e-06
#> 908 -1.6542132402 0.001 19.162329 2 4.361120e-03 5.429528e-01
#> 909 1.6274653914 0.001 59.709620 5 6.325194e-42 7.409180e-26
#> 910 -1.2745519560 0.001 23.154945 3 1.751703e-04 1.979888e-01
#> 911 1.1249609071 0.001 54.992412 5 3.863716e-32 7.439055e-19
#> 912 1.3014329357 0.001 56.782012 5 1.871059e-35 3.295334e-21
#> 913 -0.1668918854 0.001 38.216045 4 6.512346e-13 7.045716e-06
#> 914 0.7891825346 0.001 51.206025 5 3.047840e-26 9.999216e-15
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#> 916 -0.6162989578 0.001 31.726038 4 1.308631e-08 2.279736e-03
#> 917 -1.6865727649 0.001 18.860894 2 5.397458e-03 5.715998e-01
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#> 919 0.9692386872 0.001 53.297352 5 2.463790e-29 7.003191e-17
#> 920 -0.5386559406 0.001 32.829095 4 2.909379e-09 9.986350e-04
#> 921 -0.1591978847 0.001 38.328080 4 5.357220e-13 6.246262e-06
#> 922 -0.6589465688 0.001 31.125737 4 2.882533e-08 3.483023e-03
#> 923 0.1912015888 0.001 43.362752 4 2.948577e-17 1.197402e-08
#> 924 -0.4865636911 0.001 33.575461 4 1.011024e-09 5.516863e-04
#> 925 -1.5169203187 0.001 20.510325 3 1.598363e-03 4.139292e-01
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#> 928 -0.6445053229 0.001 31.328528 4 2.212504e-08 3.024357e-03
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#> 934 -0.3788122246 0.001 35.131573 4 1.003180e-10 1.458452e-04
#> 935 -1.7707748473 0.001 18.105800 2 9.043058e-03 6.408088e-01
#> 936 0.8295082817 0.001 51.686379 5 6.396526e-27 3.385787e-15
#> 937 0.0736290082 0.001 41.694535 4 9.660683e-16 1.155306e-07
#> 938 0.9758288268 0.001 53.371250 5 1.884966e-29 5.804946e-17
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#> 941 -1.1958454193 0.001 24.082300 3 7.468462e-05 1.429138e-01
#> 942 -0.7395126869 0.001 30.004275 4 1.195648e-07 7.335802e-03
#> 943 0.7502452471 0.001 50.735787 5 1.350621e-25 2.800368e-14
#> 944 -0.6788508742 0.001 30.847078 4 4.130974e-08 4.215035e-03
#> 945 -1.0163828907 0.001 26.309622 3 8.145414e-06 5.623459e-02
#> 946 0.0251941707 0.001 40.999704 4 3.837960e-15 2.799297e-07
#> 947 -0.8226211656 0.001 28.867096 3 4.724661e-07 1.468519e-02
#> 948 -0.8554401885 0.001 28.424172 3 7.922708e-07 1.893075e-02
#> 949 0.0323880653 0.001 41.103143 4 3.133673e-15 2.458952e-07
#> 950 0.0850243946 0.001 41.857430 4 6.948856e-16 9.342490e-08
#> 951 -0.0793214381 0.001 39.489277 4 6.703984e-14 1.713225e-06
#> 952 0.2872075816 0.001 44.700987 4 1.474839e-18 1.663667e-09
#> 953 -0.6758799673 0.001 30.888607 4 3.916326e-08 4.097875e-03
#> 954 -2.3934600231 0.001 13.783736 2 1.057890e-01 8.348496e-01
#> 955 0.1255486949 0.001 42.434741 4 2.120542e-16 4.334190e-08
#> 956 0.6185541787 0.001 49.099830 4 1.804737e-23 8.106666e-13
#> 957 0.2713999829 0.001 44.482326 4 2.436774e-18 2.319829e-09
#> 958 -0.4139832254 0.001 34.622126 4 2.172270e-10 2.286536e-04
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#> 962 -0.8709011073 0.001 28.216800 3 1.005714e-06 2.125436e-02
#> 963 -0.5339051640 0.001 32.896970 4 2.646276e-09 9.472844e-04
#> 964 1.1906832401 0.001 55.675391 5 2.338331e-33 1.021186e-19
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#> 968 -0.1782422963 0.001 38.050731 4 8.672526e-13 8.404384e-06
#> 969 1.0469892678 0.001 54.157078 5 1.013688e-30 7.451542e-18
#> 970 0.2811391349 0.001 44.617126 4 1.789125e-18 1.890808e-09
#> 971 -1.2880536969 0.001 22.999102 3 2.013499e-04 2.084049e-01
#> 972 0.0333280321 0.001 41.116652 4 3.051583e-15 2.417540e-07
#> 973 -0.2569994350 0.001 36.903141 4 6.008770e-12 2.734142e-05
#> 974 1.3894112125 0.001 57.620990 5 3.701448e-37 1.997543e-22
#> 975 -0.9968504403 0.001 26.560765 3 6.248958e-06 4.993685e-02
#> 976 1.8872956517 0.001 61.681737 5 2.306763e-47 8.319929e-30
#> 977 -1.4277779160 0.001 21.444582 3 7.593880e-04 3.292783e-01
#> 978 -0.3788338053 0.001 35.131260 4 1.003662e-10 1.458861e-04
#> 979 2.9048924184 0.001 66.606983 5 2.854675e-70 1.120331e-46
#> 980 -0.5651496356 0.001 32.451344 4 4.906853e-09 1.333989e-03
#> 981 0.7438276158 0.001 50.657683 5 1.723135e-25 3.313428e-14
#> 982 1.3977206450 0.001 57.698377 5 2.545497e-37 1.527759e-22
#> 983 0.8343820028 0.001 51.743971 5 5.289555e-27 2.967106e-15
#> 984 0.2773495254 0.001 44.564705 4 2.017985e-18 2.047677e-09
#> 985 -0.7339024885 0.001 30.081792 4 1.086035e-07 6.981234e-03
#> 986 0.3338417043 0.001 45.341892 4 3.285362e-19 6.133427e-10
#> 987 0.9713574552 0.001 53.321131 5 2.260664e-29 6.593468e-17
#> 988 -2.1352394760 0.001 15.317071 2 4.868952e-02 8.203632e-01
#> 989 0.7055119999 0.001 50.187875 5 7.299298e-25 8.966261e-14
#> 990 -0.2176876937 0.001 37.475998 4 2.312673e-12 1.532003e-05
#> 991 1.5535784532 0.001 59.090001 5 2.014911e-40 9.017490e-25
#> 992 1.1082728710 0.001 54.815906 5 7.818231e-32 1.223958e-18
#> 993 -0.9111795827 0.001 27.680597 3 1.844715e-06 2.841064e-02
#> 994 0.6079440784 0.001 48.965045 4 2.651716e-23 1.054662e-12
#> 995 -0.1731311870 0.001 38.125178 4 7.624756e-13 7.764386e-06
#> 996 0.5554467733 0.001 48.291829 4 1.742043e-22 3.808120e-12
#> 997 -0.7452989644 0.001 29.924421 3 1.319706e-07 7.717591e-03
#> 998 -0.1057905389 0.001 39.104957 4 1.348752e-13 2.653263e-06
#> 999 0.1312222453 0.001 42.515306 4 1.792504e-16 3.886150e-08
#> 1000 0.2365478775 0.001 43.997825 4 7.281516e-18 4.778414e-09
#> p.level.3 p.level.4 p.level.5
#> 1 4.030997e-01 5.866426e-03 5.366056e-12
#> 2 3.239250e-18 2.098943e-04 9.997901e-01
#> 3 3.940636e-01 6.013032e-01 1.743049e-05
#> 4 6.792403e-01 2.801560e-01 3.965536e-07
#> 5 9.337864e-04 1.213588e-08 1.930802e-23
#> 6 6.151158e-02 9.367157e-01 1.728294e-03
#> 7 1.855806e-01 8.136485e-01 2.021418e-04
#> 8 2.749108e-01 7.234233e-01 6.667497e-05
#> 9 1.335647e-02 9.756340e-01 1.100748e-02
#> 10 2.976019e-03 9.602088e-01 3.681508e-02
#> 11 2.132323e-01 7.858161e-01 1.408421e-04
#> 12 3.918459e-01 5.383988e-03 4.384720e-12
#> 13 2.435510e-01 7.552019e-01 9.674206e-05
#> 14 1.235157e-01 8.757668e-01 5.055519e-04
#> 15 6.596485e-02 9.324331e-01 1.550355e-03
#> 16 5.669355e-01 4.162070e-01 2.280388e-06
#> 17 1.207409e-10 6.480312e-02 9.351969e-01
#> 18 1.280040e-04 8.272789e-01 1.725931e-01
#> 19 6.798096e-05 7.869097e-01 2.130223e-01
#> 20 4.188836e-02 9.550907e-01 3.001176e-03
#> 21 1.101599e-04 8.180381e-01 1.818518e-01
#> 22 2.347565e-20 3.431659e-05 9.999657e-01
#> 23 2.336366e-08 2.343635e-01 7.656365e-01
#> 24 5.848678e-02 9.396073e-01 1.866060e-03
#> 25 7.115231e-01 5.892476e-02 2.106799e-09
#> 26 5.286720e-01 4.585742e-01 3.701698e-06
#> 27 3.484295e-03 9.634574e-01 3.305815e-02
#> 28 1.347420e-03 9.386842e-01 5.996836e-02
#> 29 7.456189e-04 9.171254e-01 8.212896e-02
#> 30 2.669541e-06 5.456082e-01 4.543892e-01
#> 31 1.532903e-06 5.032236e-01 4.967749e-01
#> 32 1.459590e-18 1.569810e-04 9.998430e-01
#> 33 4.240569e-02 9.546221e-01 2.951930e-03
#> 34 7.288273e-01 7.184103e-02 3.777775e-09
#> 35 3.188461e-01 6.786805e-01 4.031550e-05
#> 36 2.925045e-01 7.055395e-01 5.439721e-05
#> 37 7.716064e-03 9.742622e-01 1.802105e-02
#> 38 5.274250e-01 4.599364e-01 3.758723e-06
#> 39 1.767876e-07 3.503896e-01 6.496102e-01
#> 40 6.359590e-01 3.356950e-01 8.490006e-07
#> 41 4.474477e-04 8.948909e-01 1.046616e-01
#> 42 2.851989e-02 9.665881e-01 4.883055e-03
#> 43 1.968876e-06 5.222545e-01 4.777435e-01
#> 44 1.733555e-01 6.251642e-04 3.670786e-14
#> 45 8.352709e-02 9.153351e-01 1.051053e-03
#> 46 5.649842e-06 6.036248e-01 3.963696e-01
#> 47 4.429363e-01 5.502949e-01 1.009249e-05
#> 48 1.236302e-03 9.358353e-01 6.292833e-02
#> 49 1.342216e-05 6.701750e-01 3.298116e-01
#> 50 6.653654e-01 2.986298e-01 5.156682e-07
#> 51 4.664027e-01 5.255237e-01 7.728404e-06
#> 52 6.115454e-04 9.088860e-01 9.050244e-02
#> 53 4.464135e-06 5.853654e-01 4.146301e-01
#> 54 1.863628e-15 2.007160e-03 9.979928e-01
#> 55 1.494579e-01 8.498716e-01 3.368659e-04
#> 56 9.229432e-08 3.098848e-01 6.901151e-01
#> 57 1.304621e-05 6.680164e-01 3.319706e-01
#> 58 7.524886e-01 1.246703e-01 2.115452e-08
#> 59 2.589591e-01 7.396031e-01 8.043424e-05
#> 60 5.952828e-02 9.386134e-01 1.816916e-03
#> 61 2.417398e-04 8.638364e-01 1.359218e-01
#> 62 1.164547e-08 2.014656e-01 7.985344e-01
#> 63 6.991929e-10 1.029631e-01 8.970369e-01
#> 64 1.146148e-02 9.758183e-01 1.271868e-02
#> 65 1.690208e-10 7.098126e-02 9.290187e-01
#> 66 2.469965e-05 7.157766e-01 2.841987e-01
#> 67 1.315627e-17 3.486739e-04 9.996513e-01
#> 68 5.182854e-01 1.342413e-02 3.999514e-11
#> 69 4.955413e-06 5.934592e-01 4.065359e-01
#> 70 6.499451e-07 4.396709e-01 5.603284e-01
#> 71 1.892030e-01 8.100073e-01 1.925574e-04
#> 72 3.097604e-04 8.768810e-01 1.228092e-01
#> 73 3.313764e-01 6.658656e-01 3.501740e-05
#> 74 6.439889e-02 9.339422e-01 1.609855e-03
#> 75 4.138894e-03 9.665995e-01 2.926137e-02
#> 76 5.108645e-01 4.779341e-01 4.593499e-06
#> 77 6.474513e-01 3.214878e-01 7.041433e-07
#> 78 5.513609e-02 9.427910e-01 2.037721e-03
#> 79 5.765631e-07 4.310556e-01 5.689438e-01
#> 80 1.036686e-01 8.954778e-01 7.123062e-04
#> 81 1.100382e-03 9.318236e-01 6.707598e-02
#> 82 7.517620e-01 1.374498e-01 2.923092e-08
#> 83 2.434991e-01 7.552543e-01 9.680279e-05
#> 84 1.134174e-12 1.655402e-02 9.834460e-01
#> 85 1.853048e-03 9.483675e-01 4.977943e-02
#> 86 3.425208e-08 2.539812e-01 7.460188e-01
#> 87 2.080834e-01 7.910051e-01 1.504127e-04
#> 88 5.883030e-17 5.966302e-04 9.994034e-01
#> 89 7.090302e-01 2.368962e-01 2.044394e-07
#> 90 7.092185e-01 2.366000e-01 2.034591e-07
#> 91 4.687389e-04 8.970503e-01 1.024809e-01
#> 92 7.479796e-01 1.562654e-01 4.517814e-08
#> 93 1.044904e-06 4.744729e-01 5.255260e-01
#> 94 2.902642e-05 7.275559e-01 2.724151e-01
#> 95 1.400342e-10 6.746568e-02 9.325343e-01
#> 96 1.351071e-02 9.756010e-01 1.088620e-02
#> 97 4.280893e-07 4.099669e-01 5.900327e-01
#> 98 4.366570e-01 5.568896e-01 1.083276e-05
#> 99 2.643307e-01 7.341583e-01 7.548218e-05
#> 100 6.431881e-01 3.267642e-02 4.035238e-10
#> 101 5.216272e-17 5.715649e-04 9.994284e-01
#> 102 4.391613e-05 7.570664e-01 2.428897e-01
#> 103 9.175565e-13 1.549780e-02 9.845022e-01
#> 104 9.187307e-02 9.071303e-01 8.891687e-04
#> 105 1.316001e-02 9.756726e-01 1.116545e-02
#> 106 7.558215e-06 6.261440e-01 3.738485e-01
#> 107 2.840381e-01 7.141508e-01 5.997027e-05
#> 108 4.634632e-06 5.882709e-01 4.117244e-01
#> 109 4.931098e-01 1.126059e-02 2.585131e-11
#> 110 9.322532e-11 6.037682e-02 9.396232e-01
#> 111 3.294243e-03 9.623421e-01 3.436352e-02
#> 112 3.999935e-02 9.567908e-01 3.191893e-03
#> 113 4.796822e-01 5.114080e-01 6.631467e-06
#> 114 3.052457e-07 3.866150e-01 6.133847e-01
#> 115 6.959801e-01 5.061562e-02 1.360401e-09
#> 116 4.635838e-01 9.139594e-03 1.550990e-11
#> 117 2.904404e-01 7.076399e-01 5.570268e-05
#> 118 2.231075e-02 9.712072e-01 6.476547e-03
#> 119 7.303250e-05 7.916612e-01 2.082657e-01
#> 120 1.255850e-10 6.550058e-02 9.344994e-01
#> 121 2.492052e-02 9.693555e-01 5.717113e-03
#> 122 7.618997e-07 4.512075e-01 5.487918e-01
#> 123 1.926012e-03 9.494480e-01 4.862597e-02
#> 124 4.032729e-01 5.874122e-03 5.382683e-12
#> 125 4.743637e-01 5.170706e-01 7.052183e-06
#> 126 2.210059e-19 7.856669e-05 9.999214e-01
#> 127 7.365454e-03 9.739010e-01 1.873292e-02
#> 128 2.652259e-17 4.486792e-04 9.995513e-01
#> 129 5.279449e-01 1.435649e-02 4.732647e-11
#> 130 2.204155e-02 9.713889e-01 6.564216e-03
#> 131 1.884214e-10 7.308312e-02 9.269169e-01
#> 132 5.047851e-03 9.696862e-01 2.526566e-02
#> 133 6.178722e-01 3.574884e-01 1.121670e-06
#> 134 1.603803e-14 4.174332e-03 9.958257e-01
#> 135 5.583829e-02 9.421257e-01 1.999922e-03
#> 136 4.366814e-06 5.836569e-01 4.163387e-01
#> 137 6.536493e-04 9.117095e-01 8.763680e-02
#> 138 1.069397e-05 6.528441e-01 3.471452e-01
#> 139 7.437590e-01 9.049812e-02 7.624143e-09
#> 140 2.315466e-04 8.614981e-01 1.382704e-01
#> 141 1.054693e-09 1.142193e-01 8.857807e-01
#> 142 1.908179e-01 8.083835e-01 1.884569e-04
#> 143 1.943804e-13 9.478238e-03 9.905218e-01
#> 144 1.338589e-13 8.402981e-03 9.915970e-01
#> 145 6.873835e-01 2.689065e-01 3.361079e-07
#> 146 5.110823e-01 4.776984e-01 4.581521e-06
#> 147 4.336388e-01 7.362515e-03 9.207348e-12
#> 148 1.990817e-02 9.727531e-01 7.334387e-03
#> 149 5.224370e-01 4.653752e-01 3.994660e-06
#> 150 7.420715e-01 8.764541e-02 6.905859e-09
#> 151 3.642372e-04 8.850155e-01 1.146203e-01
#> 152 7.174564e-07 4.468305e-01 5.531688e-01
#> 153 2.591893e-01 7.393698e-01 8.021480e-05
#> 154 3.432400e-01 6.537075e-01 3.066555e-05
#> 155 7.521888e-03 9.740686e-01 1.840880e-02
#> 156 5.695351e-09 1.713679e-01 8.286321e-01
#> 157 1.575050e-02 9.748891e-01 9.357616e-03
#> 158 1.102199e-01 2.190453e-04 4.144792e-15
#> 159 3.345719e-04 8.807888e-01 1.188766e-01
#> 160 9.468624e-03 9.754163e-01 1.511406e-02
#> 161 1.165280e-01 2.483294e-04 5.359798e-15
#> 162 2.190684e-09 1.367284e-01 8.632716e-01
#> 163 1.864571e-01 7.452025e-04 5.331441e-14
#> 164 1.482727e-06 5.007070e-01 4.992915e-01
#> 165 4.278184e-01 5.661501e-01 1.196331e-05
#> 166 1.889687e-01 8.102429e-01 1.931610e-04
#> 167 6.625592e-01 3.022767e-01 5.424572e-07
#> 168 5.364644e-11 5.179811e-02 9.482019e-01
#> 169 6.239943e-01 3.501809e-01 1.022751e-06
#> 170 2.649691e-07 3.770478e-01 6.229519e-01
#> 171 4.084688e-01 5.863400e-01 1.485002e-05
#> 172 8.817336e-04 9.237000e-01 7.541824e-02
#> 173 1.344552e-01 8.648619e-01 4.239000e-04
#> 174 9.728552e-02 9.017907e-01 8.015793e-04
#> 175 1.296133e-05 6.675200e-01 3.324670e-01
#> 176 1.085494e-10 6.294824e-02 9.370518e-01
#> 177 7.510678e-01 1.423052e-01 3.284654e-08
#> 178 6.990821e-04 9.145018e-01 8.479908e-02
#> 179 6.833840e-19 1.189319e-04 9.998811e-01
#> 180 5.599517e-01 4.240303e-01 2.497398e-06
#> 181 2.918859e-01 2.334023e-03 6.453777e-13
#> 182 7.160250e-01 6.180867e-02 2.421744e-09
#> 183 3.960353e-01 5.992583e-01 1.705279e-05
#> 184 1.197259e-01 8.795386e-01 5.384109e-04
#> 185 5.123685e-01 4.763064e-01 4.511388e-06
#> 186 5.202275e-01 4.677795e-01 4.103306e-06
#> 187 2.772477e-04 8.711348e-01 1.285880e-01
#> 188 2.675573e-07 3.777011e-01 6.222986e-01
#> 189 2.328965e-13 1.004478e-02 9.899552e-01
#> 190 5.774066e-08 2.825281e-01 7.174719e-01
#> 191 1.029212e-15 1.634421e-03 9.983656e-01
#> 192 1.461537e-01 8.531763e-01 3.539835e-04
#> 193 9.018062e-19 1.316452e-04 9.998684e-01
#> 194 5.915144e-06 6.071802e-01 3.928139e-01
#> 195 1.278408e-05 6.664726e-01 3.335146e-01
#> 196 2.205936e-03 9.530834e-01 4.471057e-02
#> 197 3.060396e-07 3.867918e-01 6.132079e-01
#> 198 5.150425e-05 7.681194e-01 2.318291e-01
#> 199 6.077640e-01 2.514371e-02 2.002416e-10
#> 200 5.666448e-01 4.165336e-01 2.289090e-06
#> 201 5.488548e-03 4.554179e-07 2.597975e-20
#> 202 3.262856e-03 9.621473e-01 3.458974e-02
#> 203 8.484898e-11 5.883254e-02 9.411675e-01
#> 204 4.563185e-01 8.676762e-03 1.367318e-11
#> 205 6.240356e-01 3.501314e-01 1.022108e-06
#> 206 4.058172e-13 1.199068e-02 9.880093e-01
#> 207 2.135657e-01 7.854801e-01 1.402470e-04
#> 208 7.502740e-01 1.069392e-01 1.288123e-08
#> 209 2.452049e-12 2.098559e-02 9.790144e-01
#> 210 1.001351e-04 8.120526e-01 1.878473e-01
#> 211 1.322973e-03 9.380864e-01 6.059061e-02
#> 212 4.506870e-02 9.521918e-01 2.716567e-03
#> 213 9.070020e-03 9.752341e-01 1.569496e-02
#> 214 6.245997e-01 3.494545e-01 1.013351e-06
#> 215 1.381212e-05 6.723485e-01 3.276376e-01
#> 216 1.205180e-19 6.283459e-05 9.999372e-01
#> 217 6.361148e-02 9.346998e-01 1.640990e-03
#> 218 1.833376e-23 2.390533e-06 9.999976e-01
#> 219 1.899204e-03 9.490582e-01 4.904259e-02
#> 220 7.514107e-01 1.123691e-01 1.509514e-08
#> 221 1.103152e-07 3.207055e-01 6.792944e-01
#> 222 7.348025e-01 7.793973e-02 4.826373e-09
#> 223 5.377785e-10 9.627194e-02 9.037281e-01
#> 224 1.003281e-01 8.987835e-01 7.573010e-04
#> 225 6.060495e-05 7.792082e-01 2.207312e-01
#> 226 5.303675e-02 9.447738e-01 2.157072e-03
#> 227 5.162380e-02 9.461025e-01 2.243180e-03
#> 228 1.826180e-07 3.524877e-01 6.475121e-01
#> 229 6.856721e-21 2.173500e-05 9.999783e-01
#> 230 5.781058e-01 2.036399e-02 1.154073e-10
#> 231 2.218953e-04 8.591666e-01 1.406115e-01
#> 232 2.314785e-02 9.706304e-01 6.215851e-03
#> 233 2.181609e-07 3.641102e-01 6.358895e-01
#> 234 7.292149e-01 7.220153e-02 3.834727e-09
#> 235 5.526047e-01 4.322135e-01 2.744459e-06
#> 236 6.881822e-01 4.716099e-02 1.113172e-09
#> 237 3.920625e-01 6.033776e-01 1.782227e-05
#> 238 1.564124e-11 3.644399e-02 9.635560e-01
#> 239 2.556268e-01 7.429790e-01 8.368508e-05
#> 240 4.181172e-01 5.762864e-01 1.333497e-05
#> 241 1.133625e-04 8.198189e-01 1.800677e-01
#> 242 5.367145e-02 9.441754e-01 2.119946e-03
#> 243 4.664883e-05 7.612742e-01 2.386792e-01
#> 244 2.585769e-04 8.674489e-01 1.322925e-01
#> 245 2.338101e-02 9.704667e-01 6.146283e-03
#> 246 9.342193e-06 6.424747e-01 3.575159e-01
#> 247 3.273777e-01 6.699580e-01 3.662444e-05
#> 248 3.719670e-18 2.207144e-04 9.997793e-01
#> 249 1.234820e-07 3.276624e-01 6.723375e-01
#> 250 5.976147e-04 9.078957e-01 9.150667e-02
#> 251 2.703037e-02 9.677586e-01 5.202962e-03
#> 252 8.602981e-04 9.227579e-01 7.638184e-02
#> 253 5.273636e-03 9.702875e-01 2.443854e-02
#> 254 4.542020e-06 5.867062e-01 4.132893e-01
#> 255 7.343998e-03 9.738771e-01 1.877823e-02
#> 256 3.718676e-08 2.583399e-01 7.416601e-01
#> 257 4.774895e-03 9.688808e-01 2.634405e-02
#> 258 4.476498e-03 9.678881e-01 2.763510e-02
#> 259 3.960582e-01 5.560554e-03 4.730089e-12
#> 260 6.469962e-01 3.364443e-02 4.367979e-10
#> 261 4.812040e-05 7.634290e-01 2.365229e-01
#> 262 3.222362e-22 6.962420e-06 9.999930e-01
#> 263 1.162134e-01 8.830315e-01 5.713305e-04
#> 264 2.309949e-02 9.706642e-01 6.230442e-03
#> 265 4.509637e-02 9.521664e-01 2.714270e-03
#> 266 2.314076e-04 8.614653e-01 1.383033e-01
#> 267 2.528601e-03 9.564859e-01 4.098538e-02
#> 268 4.223268e-05 7.543282e-01 2.456295e-01
#> 269 1.266673e-22 4.915249e-06 9.999951e-01
#> 270 9.846202e-02 9.006283e-01 7.840644e-04
#> 271 1.906852e-01 7.869615e-04 5.989390e-14
#> 272 3.406539e-07 3.941191e-01 6.058805e-01
#> 273 5.088068e-04 9.007951e-01 9.869605e-02
#> 274 1.138344e-02 9.758158e-01 1.279930e-02
#> 275 5.055463e-01 4.836792e-01 4.894716e-06
#> 276 3.121807e-01 6.854869e-01 4.346948e-05
#> 277 1.448370e-07 3.376559e-01 6.623440e-01
#> 278 5.561185e-01 4.283056e-01 2.623809e-06
#> 279 7.753383e-14 7.034755e-03 9.929652e-01
#> 280 1.132433e-23 1.997507e-06 9.999980e-01
#> 281 1.014192e-02 9.756385e-01 1.421835e-02
#> 282 2.924643e-04 8.739215e-01 1.257860e-01
#> 283 6.344464e-01 3.375425e-01 8.696166e-07
#> 284 9.992268e-03 9.755977e-01 1.440888e-02
#> 285 1.165633e-11 3.344803e-02 9.665520e-01
#> 286 1.756517e-01 6.452065e-04 3.924644e-14
#> 287 3.432895e-15 2.475894e-03 9.975241e-01
#> 288 7.738438e-09 1.838167e-01 8.161833e-01
#> 289 4.154244e-01 6.435679e-03 6.681000e-12
#> 290 1.656305e-10 7.059516e-02 9.294048e-01
#> 291 9.512386e-03 9.754338e-01 1.505271e-02
#> 292 4.351800e-02 2.960733e-05 7.671536e-17
#> 293 3.271663e-04 8.796609e-01 1.200120e-01
#> 294 3.479444e-06 5.660639e-01 4.339327e-01
#> 295 1.730204e-01 6.222732e-04 3.634932e-14
#> 296 5.972037e-01 3.817160e-01 1.512890e-06
#> 297 6.003181e-01 3.781050e-01 1.447813e-06
#> 298 2.182375e-08 2.309823e-01 7.690176e-01
#> 299 6.549089e-01 3.120887e-01 6.205156e-07
#> 300 7.379117e-08 2.966341e-01 7.033658e-01
#> 301 5.967372e-01 2.323313e-02 1.626678e-10
#> 302 2.818632e-01 7.163613e-01 6.149897e-05
#> 303 6.225064e-01 3.519630e-01 1.046138e-06
#> 304 2.926869e-03 9.598452e-01 3.722778e-02
#> 305 8.779683e-18 3.013045e-04 9.996987e-01
#> 306 1.150447e-10 6.395515e-02 9.360448e-01
#> 307 4.671277e-03 9.685502e-01 2.677823e-02
#> 308 9.554280e-06 6.442000e-01 3.557905e-01
#> 309 5.033322e-21 1.937594e-05 9.999806e-01
#> 310 1.382556e-02 9.755265e-01 1.064581e-02
#> 311 5.624258e-03 9.711192e-01 2.325617e-02
#> 312 1.877015e-05 6.954432e-01 3.045380e-01
#> 313 1.453574e-08 2.115498e-01 7.884502e-01
#> 314 4.820115e-09 1.648706e-01 8.351294e-01
#> 315 5.874257e-01 2.174697e-02 1.368730e-10
#> 316 6.564275e-02 9.327438e-01 1.562338e-03
#> 317 6.538968e-01 3.133734e-01 6.314153e-07
#> 318 9.831054e-06 6.463931e-01 3.535970e-01
#> 319 5.630714e-01 4.205412e-01 2.398387e-06
#> 320 9.337864e-04 1.213588e-08 1.930802e-23
#> 321 5.037429e-07 4.214340e-01 5.785655e-01
#> 322 1.273339e-01 8.719635e-01 4.749723e-04
#> 323 5.949699e-02 5.712810e-05 2.787586e-16
#> 324 6.763684e-05 7.865717e-01 2.133607e-01
#> 325 5.473662e-01 4.380207e-01 2.933180e-06
#> 326 4.142580e-05 7.529730e-01 2.469855e-01
#> 327 1.389053e-02 9.755099e-01 1.059736e-02
#> 328 4.296787e-05 7.555385e-01 2.444185e-01
#> 329 7.141906e-11 5.609579e-02 9.439042e-01
#> 330 1.330338e-12 1.739271e-02 9.826073e-01
#> 331 1.356551e-10 6.688716e-02 9.331128e-01
#> 332 1.817765e-01 8.174707e-01 2.128173e-04
#> 333 2.230113e-01 7.759531e-01 1.245193e-04
#> 334 2.442356e-02 9.697197e-01 5.850193e-03
#> 335 3.341718e-04 8.807287e-01 1.189371e-01
#> 336 4.260852e-01 6.965153e-03 8.063932e-12
#> 337 1.591498e-01 8.401693e-01 2.921778e-04
#> 338 3.576853e-01 6.388682e-01 2.610713e-05
#> 339 1.106790e-01 8.885281e-01 6.286181e-04
#> 340 1.798170e-10 7.217248e-02 9.278275e-01
#> 341 2.132563e-01 7.857919e-01 1.407992e-04
#> 342 6.568417e-01 3.632767e-02 5.385689e-10
#> 343 3.749852e-06 5.718565e-01 4.281398e-01
#> 344 1.370496e-04 8.314081e-01 1.684548e-01
#> 345 2.224776e-19 7.875886e-05 9.999212e-01
#> 346 5.251580e-03 9.702311e-01 2.451694e-02
#> 347 4.440646e-01 7.943184e-03 1.104769e-11
#> 348 5.639155e-03 9.711520e-01 2.320844e-02
#> 349 5.714022e-01 1.942838e-02 1.022045e-10
#> 350 6.679712e-12 2.837928e-02 9.716207e-01
#> 351 4.816830e-02 9.493292e-01 2.476094e-03
#> 352 5.371662e-01 1.530615e-02 5.561570e-11
#> 353 1.315671e-02 9.756732e-01 1.116813e-02
#> 354 1.519305e-08 2.136051e-01 7.863949e-01
#> 355 1.882304e-01 8.109851e-01 1.950773e-04
#> 356 3.028486e-07 3.860787e-01 6.139210e-01
#> 357 4.662849e-01 5.256485e-01 7.738845e-06
#> 358 1.043918e-01 8.947617e-01 7.030286e-04
#> 359 7.237353e-01 2.123386e-01 1.351709e-07
#> 360 1.097427e-04 8.178017e-01 1.820886e-01
#> 361 7.462571e-01 1.621168e-01 5.129923e-08
#> 362 7.390104e-01 1.815630e-01 7.642274e-08
#> 363 4.063539e-02 9.562204e-01 3.125689e-03
#> 364 1.414416e-01 8.578860e-01 3.802872e-04
#> 365 1.919098e-09 1.324060e-01 8.675940e-01
#> 366 6.395797e-01 3.312524e-01 8.011580e-07
#> 367 7.609995e-05 7.943691e-01 2.055548e-01
#> 368 5.410888e-03 9.706270e-01 2.396172e-02
#> 369 1.038807e-05 6.506207e-01 3.493689e-01
#> 370 2.285382e-08 2.332656e-01 7.667344e-01
#> 371 1.439782e-01 8.553511e-01 3.658390e-04
#> 372 2.013711e-03 9.506686e-01 4.731766e-02
#> 373 4.660229e-12 2.548543e-02 9.745146e-01
#> 374 1.276358e-21 1.162868e-05 9.999884e-01
#> 375 1.347833e-08 2.080736e-01 7.919264e-01
#> 376 2.693499e-04 8.696137e-01 1.301170e-01
#> 377 1.210328e-03 9.351173e-01 6.367230e-02
#> 378 7.425125e-01 1.728859e-01 6.424001e-08
#> 379 6.981978e-04 9.144498e-01 8.485203e-02
#> 380 6.969886e-01 5.109235e-02 1.397254e-09
#> 381 6.347617e-01 3.371577e-01 8.652879e-07
#> 382 6.689951e-01 2.938709e-01 4.824122e-07
#> 383 8.806369e-02 9.108801e-01 9.585808e-04
#> 384 5.829210e-01 3.981194e-01 1.842704e-06
#> 385 3.165675e-18 2.081480e-04 9.997919e-01
#> 386 6.286760e-01 2.929632e-02 3.006682e-10
#> 387 2.226830e-02 9.712360e-01 6.490246e-03
#> 388 2.077786e-06 5.263698e-01 4.736281e-01
#> 389 9.905225e-05 8.113651e-01 1.885359e-01
#> 390 6.994843e-03 9.734584e-01 1.954620e-02
#> 391 8.580747e-05 8.021869e-01 1.977272e-01
#> 392 3.906552e-24 1.343550e-06 9.999987e-01
#> 393 4.899000e-18 2.439228e-04 9.997561e-01
#> 394 7.499939e-01 1.479993e-01 3.751298e-08
#> 395 1.251572e-08 2.047041e-01 7.952959e-01
#> 396 5.382412e-10 9.629325e-02 9.037067e-01
#> 397 1.208749e-02 9.758072e-01 1.210362e-02
#> 398 7.394009e-01 1.806424e-01 7.505001e-08
#> 399 2.180954e-01 7.809125e-01 1.324382e-04
#> 400 1.373719e-01 8.619507e-01 4.049744e-04
#> 401 1.818795e-03 9.478382e-01 5.034293e-02
#> 402 7.524555e-01 1.230835e-01 2.028488e-08
#> 403 4.388406e-01 7.647429e-03 1.008475e-11
#> 404 3.867393e-02 9.579725e-01 3.336848e-03
#> 405 2.281855e-02 9.708594e-01 6.316318e-03
#> 406 2.789608e-04 8.714577e-01 1.282633e-01
#> 407 6.943393e-03 9.733915e-01 1.966449e-02
#> 408 8.710929e-02 9.118183e-01 9.770989e-04
#> 409 1.422890e-19 6.680263e-05 9.999332e-01
#> 410 2.995358e-10 8.266351e-02 9.173365e-01
#> 411 6.761201e-10 1.020865e-01 8.979134e-01
#> 412 6.965241e-01 2.558235e-01 2.756981e-07
#> 413 5.793056e-07 4.313955e-01 5.686039e-01
#> 414 6.794005e-01 4.369366e-02 8.980652e-10
#> 415 9.075936e-09 1.905567e-01 8.094433e-01
#> 416 1.558602e-09 1.258350e-01 8.741650e-01
#> 417 1.923563e-03 9.494127e-01 4.866369e-02
#> 418 1.288107e-01 8.704916e-01 4.637721e-04
#> 419 7.612570e-12 2.950219e-02 9.704978e-01
#> 420 9.040329e-02 9.085780e-01 9.151297e-04
#> 421 2.845477e-04 8.724944e-01 1.272210e-01
#> 422 7.229926e-01 6.686774e-02 3.052245e-09
#> 423 1.857615e-01 7.384769e-04 5.229396e-14
#> 424 7.176451e-05 7.905042e-01 2.094241e-01
#> 425 4.156733e-02 9.553809e-01 3.032358e-03
#> 426 1.872770e-01 8.119434e-01 1.975852e-04
#> 427 1.830716e-01 8.161697e-01 2.091100e-04
#> 428 2.784685e-03 9.587350e-01 3.848024e-02
#> 429 1.301742e-01 3.195806e-04 9.013800e-15
#> 430 7.086184e-01 5.719494e-02 1.932367e-09
#> 431 1.601480e-06 5.065382e-01 4.934602e-01
#> 432 2.369313e-05 7.127184e-01 2.872580e-01
#> 433 1.859295e-03 9.484624e-01 4.967821e-02
#> 434 7.453725e-05 7.930053e-01 2.069202e-01
#> 435 9.895449e-04 9.280106e-01 7.099981e-02
#> 436 4.994165e-01 4.902816e-01 5.263916e-06
#> 437 2.974458e-01 7.005090e-01 5.140303e-05
#> 438 9.337864e-04 1.213588e-08 1.930802e-23
#> 439 3.851792e-03 9.653394e-01 3.080864e-02
#> 440 8.129591e-02 9.175214e-01 1.100972e-03
#> 441 2.183001e-01 7.807060e-01 1.320973e-04
#> 442 2.770171e-07 3.800409e-01 6.199588e-01
#> 443 5.057911e-01 4.834150e-01 4.880466e-06
#> 444 9.692337e-14 7.566362e-03 9.924336e-01
#> 445 9.303267e-04 9.257263e-01 7.334335e-02
#> 446 8.790779e-09 1.891924e-01 8.108076e-01
#> 447 2.123894e-07 3.623447e-01 6.376551e-01
#> 448 7.556958e-09 1.828291e-01 8.171709e-01
#> 449 6.072037e-03 9.720260e-01 2.190153e-02
#> 450 1.405591e-06 4.966745e-01 5.033241e-01
#> 451 4.494263e-08 2.685766e-01 7.314234e-01
#> 452 6.090462e-03 5.604975e-07 3.863931e-20
#> 453 7.361142e-02 9.250231e-01 1.299826e-03
#> 454 6.420626e-06 6.135303e-01 3.864633e-01
#> 455 1.279247e-05 6.665225e-01 3.334647e-01
#> 456 3.974630e-02 9.570172e-01 3.218822e-03
#> 457 1.280398e-06 4.896559e-01 5.103428e-01
#> 458 6.432707e-01 3.266925e-01 7.545039e-07
#> 459 7.107698e-07 4.461502e-01 5.538491e-01
#> 460 2.793984e-04 8.715399e-01 1.281807e-01
#> 461 5.186759e-01 4.694659e-01 4.181161e-06
#> 462 2.841630e-12 2.194888e-02 9.780511e-01
#> 463 1.765911e-01 8.226781e-01 2.284622e-04
#> 464 9.693978e-02 9.021321e-01 8.068243e-04
#> 465 1.004025e-14 3.565882e-03 9.964341e-01
#> 466 8.194755e-05 7.992047e-01 2.007133e-01
#> 467 3.272491e-01 6.700896e-01 3.667739e-05
#> 468 5.560273e-05 7.733628e-01 2.265816e-01
#> 469 1.386237e-01 8.607007e-01 3.971745e-04
#> 470 1.345029e-06 4.933572e-01 5.066414e-01
#> 471 3.853654e-03 9.653481e-01 3.079806e-02
#> 472 1.386238e-01 8.607005e-01 3.971735e-04
#> 473 2.522646e-05 7.173246e-01 2.826502e-01
#> 474 5.333447e-02 9.444932e-01 2.139541e-03
#> 475 9.368361e-09 1.919193e-01 8.080807e-01
#> 476 3.200656e-01 6.774344e-01 3.976495e-05
#> 477 1.935152e-22 5.756839e-06 9.999942e-01
#> 478 1.559323e-23 2.250496e-06 9.999977e-01
#> 479 9.337864e-04 1.213588e-08 1.930802e-23
#> 480 6.701668e-01 2.923242e-01 4.720044e-07
#> 481 3.358870e-04 8.809859e-01 1.186782e-01
#> 482 5.426578e-01 4.432217e-01 3.112275e-06
#> 483 5.788661e-34 3.641722e-10 1.000000e+00
#> 484 3.776093e-01 6.183312e-01 2.092406e-05
#> 485 1.276943e-08 2.056127e-01 7.943873e-01
#> 486 1.030753e-01 8.960653e-01 7.200381e-04
#> 487 5.948609e-09 1.730942e-01 8.269058e-01
#> 488 5.369750e-04 9.032096e-01 9.625346e-02
#> 489 3.189334e-01 2.973655e-03 1.114475e-12
#> 490 6.092024e-04 9.087215e-01 9.066928e-02
#> 491 4.877155e-02 9.487684e-01 2.432956e-03
#> 492 1.993418e-04 8.532080e-01 1.465927e-01
#> 493 3.221547e-03 1.565877e-07 3.319766e-21
#> 494 1.109335e-01 8.882756e-01 6.258262e-04
#> 495 3.490460e-03 9.634918e-01 3.301756e-02
#> 496 1.368502e-01 8.624715e-01 4.082812e-04
#> 497 7.389075e-07 4.489739e-01 5.510254e-01
#> 498 1.367346e-01 3.578750e-04 1.139696e-14
#> 499 5.476915e-07 4.273836e-01 5.726159e-01
#> 500 7.213321e-03 9.737273e-01 1.905877e-02
#> 501 2.357889e-01 1.335059e-03 1.875595e-13
#> 502 5.043253e-06 5.948213e-01 4.051736e-01
#> 503 1.221650e-05 6.630141e-01 3.369737e-01
#> 504 8.257754e-04 9.211725e-01 7.800170e-02
#> 505 1.305768e-03 9.376563e-01 6.103794e-02
#> 506 1.054098e-05 6.517404e-01 3.482491e-01
#> 507 2.098680e-02 9.720810e-01 6.927319e-03
#> 508 2.988655e-02 9.654874e-01 4.616124e-03
#> 509 7.337531e-01 1.931244e-01 9.541843e-08
#> 510 1.441048e-02 3.124698e-06 1.017609e-18
#> 511 5.315901e-04 9.027607e-01 9.670770e-02
#> 512 7.314744e-01 7.439222e-02 4.194103e-09
#> 513 7.179481e-02 9.267891e-01 1.353952e-03
#> 514 2.721548e-01 7.262210e-01 6.885585e-05
#> 515 7.429989e-01 8.917397e-02 7.284287e-09
#> 516 2.487227e-06 5.401652e-01 4.598323e-01
#> 517 2.512727e-02 9.581216e-06 8.654295e-18
#> 518 1.558641e-02 9.749542e-01 9.456673e-03
#> 519 4.564480e-08 2.694262e-01 7.305738e-01
#> 520 6.598045e-03 9.729057e-01 2.049572e-02
#> 521 2.044193e-01 7.946959e-01 1.576798e-04
#> 522 2.918456e-02 9.660558e-01 4.750271e-03
#> 523 6.690028e-01 2.938607e-01 4.823434e-07
#> 524 5.609360e-01 4.229304e-01 2.465790e-06
#> 525 6.624893e-07 4.410522e-01 5.589471e-01
#> 526 6.366144e-14 6.594865e-03 9.934051e-01
#> 527 2.582766e-06 5.430643e-01 4.569331e-01
#> 528 2.201469e-02 9.714069e-01 6.573073e-03
#> 529 1.154821e-01 8.837582e-01 5.785044e-04
#> 530 7.828955e-02 9.204618e-01 1.173458e-03
#> 531 8.098604e-07 4.556701e-01 5.443291e-01
#> 532 6.837311e-01 2.739946e-01 3.624101e-07
#> 533 6.522394e-01 3.154709e-01 6.495647e-07
#> 534 1.588206e-01 8.404991e-01 2.935729e-04
#> 535 1.653826e-01 8.339231e-01 2.672163e-04
#> 536 6.188295e-05 7.806155e-01 2.193227e-01
#> 537 2.439027e-01 1.455716e-03 2.266527e-13
#> 538 2.314167e-02 9.706347e-01 6.217713e-03
#> 539 1.571485e-04 8.395412e-01 1.603016e-01
#> 540 1.007580e-02 9.756211e-01 1.430196e-02
#> 541 1.471389e-04 8.356538e-01 1.641991e-01
#> 542 2.112940e-02 9.719894e-01 6.876310e-03
#> 543 2.528866e-07 3.739196e-01 6.260802e-01
#> 544 3.461037e-08 2.545301e-01 7.454698e-01
#> 545 3.944364e-01 6.009166e-01 1.735844e-05
#> 546 1.203926e-03 9.349371e-01 6.385895e-02
#> 547 9.337864e-04 1.213588e-08 1.930802e-23
#> 548 2.538220e-06 5.417258e-01 4.582716e-01
#> 549 6.896932e-01 4.780039e-02 1.156370e-09
#> 550 4.866199e-01 1.075888e-02 2.310675e-11
#> 551 7.735846e-03 9.742810e-01 1.798242e-02
#> 552 4.332419e-02 9.537872e-01 2.867428e-03
#> 553 6.340923e-14 6.586281e-03 9.934137e-01
#> 554 3.875429e-01 6.080590e-01 1.873954e-05
#> 555 1.164756e-10 6.417113e-02 9.358289e-01
#> 556 5.241693e-13 1.300170e-02 9.869983e-01
#> 557 2.222315e-01 7.767399e-01 1.257387e-04
#> 558 6.079547e-01 2.517831e-02 2.009698e-10
#> 559 2.302598e-11 4.075159e-02 9.592484e-01
#> 560 4.398595e-03 9.676075e-01 2.799369e-02
#> 561 3.133061e-01 6.843381e-01 4.291925e-05
#> 562 1.217460e-02 9.758015e-01 1.202224e-02
#> 563 5.080613e-01 4.809642e-01 4.750121e-06
#> 564 2.082943e-04 8.556656e-01 1.441261e-01
#> 565 7.443099e-01 9.150332e-02 7.889762e-09
#> 566 1.547573e-05 6.809524e-01 3.190321e-01
#> 567 7.709970e-04 9.184668e-01 8.076214e-02
#> 568 9.528154e-02 9.037692e-01 8.326194e-04
#> 569 4.567062e-01 8.700923e-03 1.376555e-11
#> 570 2.122619e-01 7.867943e-01 1.425911e-04
#> 571 6.171348e-02 9.365222e-01 1.719619e-03
#> 572 1.750123e-30 6.261421e-09 1.000000e+00
#> 573 2.597363e-18 1.936891e-04 9.998063e-01
#> 574 9.320865e-04 9.257970e-01 7.327090e-02
#> 575 1.682603e-03 9.455796e-01 5.273780e-02
#> 576 7.500075e-03 9.740459e-01 1.845335e-02
#> 577 1.698649e-01 8.294282e-01 2.508419e-04
#> 578 1.157655e-01 8.834766e-01 5.757104e-04
#> 579 2.704983e-10 8.046854e-02 9.195315e-01
#> 580 7.524325e-01 1.290410e-01 2.369604e-08
#> 581 5.979474e-01 2.343453e-02 1.663896e-10
#> 582 1.312175e-07 3.314482e-01 6.685517e-01
#> 583 4.084582e-05 7.519809e-01 2.479782e-01
#> 584 2.530798e-02 9.690682e-01 5.616719e-03
#> 585 4.214209e-02 9.548611e-01 2.976871e-03
#> 586 8.507875e-06 6.352746e-01 3.647169e-01
#> 587 2.207871e-02 9.713639e-01 6.552001e-03
#> 588 2.571074e-01 7.414792e-01 8.222318e-05
#> 589 7.414220e-01 8.662556e-02 6.661472e-09
#> 590 1.711513e-01 8.281376e-01 2.463663e-04
#> 591 2.768407e-03 9.586020e-01 3.862951e-02
#> 592 6.337990e-01 3.383316e-01 8.785550e-07
#> 593 1.218714e-08 2.035041e-01 7.964959e-01
#> 594 5.643266e-01 4.191348e-01 2.359501e-06
#> 595 7.135433e-01 2.296832e-01 1.816357e-07
#> 596 1.128561e-02 9.758112e-01 1.290168e-02
#> 597 1.094651e-17 3.262949e-04 9.996737e-01
#> 598 7.323779e-02 9.253866e-01 1.310711e-03
#> 599 5.196941e-01 1.355632e-02 4.098734e-11
#> 600 2.400493e-03 9.552203e-01 4.237909e-02
#> 601 4.389762e-01 7.654984e-03 1.010868e-11
#> 602 4.021725e-16 1.177562e-03 9.988224e-01
#> 603 9.279047e-03 9.753347e-01 1.538528e-02
#> 604 3.402477e-10 8.547853e-02 9.145215e-01
#> 605 3.171272e-01 6.804364e-01 4.110517e-05
#> 606 3.020269e-12 2.235895e-02 9.776411e-01
#> 607 6.033706e-01 2.436171e-02 1.842428e-10
#> 608 7.648685e-02 9.222217e-01 1.220071e-03
#> 609 4.306633e-01 5.631722e-01 1.158760e-05
#> 610 7.212797e-01 6.554656e-02 2.877561e-09
#> 611 1.145368e-01 2.388432e-04 4.948207e-15
#> 612 1.280239e-02 9.757322e-01 1.146350e-02
#> 613 6.880021e-01 4.708571e-02 1.108160e-09
#> 614 9.611048e-02 9.029510e-01 8.195906e-04
#> 615 3.283100e-07 3.915875e-01 6.084122e-01
#> 616 2.400425e-14 4.776674e-03 9.952233e-01
#> 617 2.777086e-02 9.671807e-01 5.039885e-03
#> 618 1.505356e-05 6.788641e-01 3.211208e-01
#> 619 2.065262e-01 7.925739e-01 1.534530e-04
#> 620 7.451655e-02 9.241421e-01 1.273968e-03
#> 621 6.513862e-01 3.165475e-01 6.590541e-07
#> 622 8.519253e-17 6.807166e-04 9.993193e-01
#> 623 5.257756e-14 6.193068e-03 9.938069e-01
#> 624 2.135221e-02 9.718449e-01 6.797846e-03
#> 625 2.766646e-01 7.216425e-01 6.532623e-05
#> 626 6.029723e-01 3.750170e-01 1.394155e-06
#> 627 1.976914e-03 9.501663e-01 4.785672e-02
#> 628 4.248689e-22 7.718384e-06 9.999923e-01
#> 629 3.548762e-02 9.607691e-01 3.729242e-03
#> 630 6.529845e-25 6.904856e-07 9.999993e-01
#> 631 2.407525e-05 7.138955e-01 2.860804e-01
#> 632 3.698674e-04 8.857694e-01 1.138607e-01
#> 633 6.927824e-01 4.915123e-02 1.251413e-09
#> 634 3.089836e-04 8.767525e-01 1.229385e-01
#> 635 2.029693e-01 7.961560e-01 1.606669e-04
#> 636 7.494547e-01 1.039583e-01 1.177381e-08
#> 637 2.023522e-01 7.967774e-01 1.619580e-04
#> 638 9.754238e-03 9.755229e-01 1.472175e-02
#> 639 5.551474e-01 1.734420e-02 7.639321e-11
#> 640 3.014829e-01 6.963965e-01 4.908723e-05
#> 641 7.522484e-01 1.192136e-01 1.827687e-08
#> 642 6.779386e-07 4.427202e-01 5.572791e-01
#> 643 3.557520e-07 3.971041e-01 6.028956e-01
#> 644 2.066521e-10 7.491166e-02 9.250883e-01
#> 645 6.318354e-01 3.407201e-01 9.060971e-07
#> 646 5.913992e-04 9.074442e-01 9.196443e-02
#> 647 8.545561e-04 9.225001e-01 7.664531e-02
#> 648 2.135671e-03 9.522390e-01 4.562522e-02
#> 649 7.516699e-01 1.381909e-01 2.976210e-08
#> 650 1.854928e-06 5.177061e-01 4.822920e-01
#> 651 2.358595e-05 7.123845e-01 2.875919e-01
#> 652 7.235761e-01 6.733082e-02 3.115214e-09
#> 653 1.282457e-04 8.273936e-01 1.724782e-01
#> 654 6.423046e-01 3.278892e-01 7.665131e-07
#> 655 4.593363e-24 1.427099e-06 9.999986e-01
#> 656 1.919660e-14 4.433288e-03 9.955667e-01
#> 657 1.932916e-01 8.058957e-01 1.823724e-04
#> 658 1.513536e-04 8.373274e-01 1.625212e-01
#> 659 2.188239e-01 7.801777e-01 1.312294e-04
#> 660 6.176764e-01 3.577210e-01 1.124953e-06
#> 661 2.932276e-02 1.312220e-05 1.584594e-17
#> 662 9.728970e-07 4.691768e-01 5.308222e-01
#> 663 1.562090e-17 3.709290e-04 9.996291e-01
#> 664 2.638112e-03 9.574903e-01 3.987151e-02
#> 665 3.089553e-06 5.568773e-01 4.431196e-01
#> 666 7.507777e-01 1.439938e-01 3.418094e-08
#> 667 6.374891e-01 3.129338e-02 3.589937e-10
#> 668 7.524622e-01 1.233186e-01 2.041199e-08
#> 669 4.222821e-02 9.547830e-01 2.968688e-03
#> 670 8.175258e-03 9.746609e-01 1.716306e-02
#> 671 4.837623e-04 8.985006e-01 1.010157e-01
#> 672 6.518416e-01 3.493090e-02 4.838032e-10
#> 673 1.280471e-07 3.299212e-01 6.700787e-01
#> 674 5.296120e-02 9.448450e-01 2.161553e-03
#> 675 7.844630e-05 7.963583e-01 2.035632e-01
#> 676 8.454931e-03 9.748669e-01 1.667735e-02
#> 677 7.268945e-04 9.160964e-01 8.317668e-02
#> 678 1.140972e-06 4.810244e-01 5.189744e-01
#> 679 1.564195e-01 8.429039e-01 3.039959e-04
#> 680 5.154106e-01 4.730101e-01 4.349317e-06
#> 681 3.987480e-01 5.675790e-03 4.964026e-12
#> 682 8.248752e-02 9.163542e-01 1.073922e-03
#> 683 5.466038e-02 4.774107e-05 1.956465e-16
#> 684 4.895311e-01 5.008881e-01 5.912874e-06
#> 685 4.078098e-05 7.518691e-01 2.480901e-01
#> 686 6.216634e-01 3.529709e-01 1.059573e-06
#> 687 6.299694e-01 3.429824e-01 9.328770e-07
#> 688 9.318250e-02 1.507192e-04 1.937623e-15
#> 689 3.130963e-05 7.330314e-01 2.669373e-01
#> 690 3.200225e-03 9.617489e-01 3.505076e-02
#> 691 5.889265e-03 9.716751e-01 2.243521e-02
#> 692 1.060677e-05 6.522170e-01 3.477724e-01
#> 693 9.370448e-13 1.559967e-02 9.844003e-01
#> 694 3.048310e-07 3.865225e-01 6.134772e-01
#> 695 9.761062e-05 8.104363e-01 1.894661e-01
#> 696 1.326905e-04 8.294592e-01 1.704081e-01
#> 697 6.719034e-01 2.900220e-01 4.568659e-07
#> 698 9.371163e-07 4.664059e-01 5.335932e-01
#> 699 6.374677e-01 3.338474e-01 8.288110e-07
#> 700 4.304352e-11 4.869189e-02 9.513081e-01
#> 701 3.310277e-01 6.662225e-01 3.515456e-05
#> 702 2.499211e-26 2.059422e-07 9.999998e-01
#> 703 4.156565e-08 2.643230e-01 7.356770e-01
#> 704 5.841762e-08 2.831884e-01 7.168115e-01
#> 705 6.424481e-16 1.387177e-03 9.986128e-01
#> 706 4.682115e-08 2.708246e-01 7.291754e-01
#> 707 2.566061e-13 1.036159e-02 9.896384e-01
#> 708 9.300274e-08 3.103440e-01 6.896559e-01
#> 709 3.738270e-01 6.222365e-01 2.182125e-05
#> 710 1.650155e-08 2.174831e-01 7.825168e-01
#> 711 3.703203e-07 3.998764e-01 6.001233e-01
#> 712 1.825152e-18 1.703214e-04 9.998297e-01
#> 713 4.594641e-03 9.682963e-01 2.710883e-02
#> 714 4.644592e-09 1.634525e-01 8.365475e-01
#> 715 5.321602e-01 1.478311e-02 5.094524e-11
#> 716 7.403965e-01 1.782467e-01 7.156916e-08
#> 717 1.750401e-06 5.132900e-01 4.867083e-01
#> 718 3.921600e-11 4.742877e-02 9.525712e-01
#> 719 2.554729e-02 9.688894e-01 5.556123e-03
#> 720 2.571480e-04 8.671536e-01 1.325893e-01
#> 721 4.164368e-08 2.644246e-01 7.355754e-01
#> 722 8.442067e-04 9.220297e-01 7.712610e-02
#> 723 2.852266e-04 8.726187e-01 1.270961e-01
#> 724 1.344739e-04 8.302654e-01 1.696001e-01
#> 725 4.483418e-01 5.446069e-01 9.494047e-06
#> 726 4.319155e-02 9.539080e-01 2.879406e-03
#> 727 1.440940e-04 8.344093e-01 1.654466e-01
#> 728 1.132593e-01 8.859665e-01 6.010331e-04
#> 729 4.252215e-05 7.548075e-01 2.451500e-01
#> 730 2.753279e-01 7.229998e-01 6.635148e-05
#> 731 4.881221e-01 1.087312e-02 2.371485e-11
#> 732 2.798330e-03 9.588455e-01 3.835608e-02
#> 733 5.193188e-01 4.687673e-01 4.148744e-06
#> 734 7.516065e-01 1.386792e-01 3.011605e-08
#> 735 3.184877e-02 9.638688e-01 4.271181e-03
#> 736 3.505306e-01 6.462231e-01 2.827121e-05
#> 737 1.374694e-05 6.719897e-01 3.279965e-01
#> 738 1.365924e-02 9.755670e-01 1.077162e-02
#> 739 5.359069e-04 9.031210e-01 9.634310e-02
#> 740 2.609446e-01 7.375910e-01 7.856345e-05
#> 741 7.518622e-03 8.529698e-07 8.607050e-20
#> 742 1.905495e-01 7.855971e-04 5.967227e-14
#> 743 3.517793e-22 7.193880e-06 9.999928e-01
#> 744 4.248625e-12 2.478706e-02 9.752129e-01
#> 745 5.307600e-03 4.259367e-07 2.285541e-20
#> 746 6.753788e-02 7.486883e-05 4.764377e-16
#> 747 4.294805e-01 5.644106e-01 1.174241e-05
#> 748 3.249017e-01 6.724906e-01 3.765782e-05
#> 749 3.747844e-12 2.386788e-02 9.761321e-01
#> 750 1.338828e-07 3.327068e-01 6.672931e-01
#> 751 3.682390e-06 5.704510e-01 4.295454e-01
#> 752 1.724921e-01 8.267923e-01 2.418024e-04
#> 753 6.447685e-04 9.111340e-01 8.822119e-02
#> 754 3.640134e-01 6.323546e-01 2.433377e-05
#> 755 2.313506e-02 9.706393e-01 6.219704e-03
#> 756 3.659642e-01 6.303449e-01 2.381207e-05
#> 757 4.181308e-01 5.762721e-01 1.333294e-05
#> 758 1.389409e-05 6.727972e-01 3.271889e-01
#> 759 3.341197e-05 7.377040e-01 2.622626e-01
#> 760 3.246963e-10 8.443578e-02 9.155642e-01
#> 761 9.381382e-04 9.260387e-01 7.302310e-02
#> 762 1.306804e-06 4.911892e-01 5.088095e-01
#> 763 1.225831e-01 8.766953e-01 5.133961e-04
#> 764 7.523167e-01 1.201705e-01 1.875877e-08
#> 765 2.933195e-08 2.458970e-01 7.541030e-01
#> 766 6.695409e-01 4.023552e-02 7.137658e-10
#> 767 4.393737e-12 2.503865e-02 9.749613e-01
#> 768 5.057077e-03 9.697118e-01 2.523076e-02
#> 769 2.881539e-11 4.345425e-02 9.565458e-01
#> 770 4.945841e-05 7.653260e-01 2.346246e-01
#> 771 5.589878e-01 4.251065e-01 2.528683e-06
#> 772 7.315542e-01 7.447256e-02 4.207723e-09
#> 773 1.612389e-02 3.914003e-06 1.562714e-18
#> 774 3.831273e-05 7.474593e-01 2.525024e-01
#> 775 1.083253e-03 9.312695e-01 6.764721e-02
#> 776 5.376090e-18 2.522837e-04 9.997477e-01
#> 777 4.515951e-01 8.387191e-03 1.259570e-11
#> 778 6.949367e-01 2.581350e-01 2.856569e-07
#> 779 7.463306e-01 9.559425e-02 9.041123e-09
#> 780 5.777045e-01 4.040512e-01 1.977037e-06
#> 781 1.336816e-24 9.013167e-07 9.999991e-01
#> 782 2.276863e-02 9.708939e-01 6.331781e-03
#> 783 1.526972e-01 8.466303e-01 3.210584e-04
#> 784 1.199830e-31 2.396968e-09 1.000000e+00
#> 785 7.510898e-01 1.421710e-01 3.274221e-08
#> 786 5.276136e-02 9.450331e-01 2.173474e-03
#> 787 7.127961e-03 9.736250e-01 1.924641e-02
#> 788 6.149822e-07 4.356856e-01 5.643137e-01
#> 789 2.088976e-09 1.351630e-01 8.648370e-01
#> 790 3.332337e-10 8.501291e-02 9.149871e-01
#> 791 5.585757e-03 9.710334e-01 2.338041e-02
#> 792 2.177818e-02 9.715647e-01 6.651894e-03
#> 793 1.319746e-08 2.071118e-01 7.928881e-01
#> 794 6.601985e-01 3.053242e-01 5.657455e-07
#> 795 2.512381e-08 2.380037e-01 7.619963e-01
#> 796 1.806768e-04 8.476320e-01 1.521873e-01
#> 797 5.376104e-01 4.487785e-01 3.314749e-06
#> 798 1.622899e-01 8.370232e-01 2.792663e-04
#> 799 1.021255e-01 8.970053e-01 7.326436e-04
#> 800 2.020478e-03 9.507594e-01 4.722001e-02
#> 801 4.112473e-02 9.557801e-01 3.076152e-03
#> 802 4.049277e-03 9.662237e-01 2.972678e-02
#> 803 8.246553e-03 9.747159e-01 1.703673e-02
#> 804 1.275151e-02 9.757396e-01 1.150705e-02
#> 805 1.239234e-01 8.753608e-01 5.021700e-04
#> 806 6.630998e-02 9.321001e-01 1.537658e-03
#> 807 7.496103e-01 1.497519e-01 3.904717e-08
#> 808 1.184487e-18 1.454499e-04 9.998546e-01
#> 809 1.566154e-02 9.749246e-01 9.411097e-03
#> 810 1.409700e-04 8.331000e-01 1.667590e-01
#> 811 3.228449e-03 9.619300e-01 3.484139e-02
#> 812 1.826245e-10 7.247322e-02 9.275268e-01
#> 813 5.780545e-01 4.036542e-01 1.967777e-06
#> 814 2.748808e-20 3.638262e-05 9.999636e-01
#> 815 2.642172e-04 8.685957e-01 1.311401e-01
#> 816 1.513212e-01 8.480074e-01 3.276600e-04
#> 817 5.559628e-01 4.284790e-01 2.629057e-06
#> 818 4.900921e-01 5.002875e-01 5.874178e-06
#> 819 1.276381e-01 8.716603e-01 4.726374e-04
#> 820 1.345892e-03 9.386473e-01 6.000681e-02
#> 821 1.336587e-13 8.398909e-03 9.916011e-01
#> 822 3.556077e-13 1.149817e-02 9.885018e-01
#> 823 7.090930e-02 9.276488e-01 1.381468e-03
#> 824 3.046194e-05 7.310504e-01 2.689191e-01
#> 825 2.085638e-03 9.516116e-01 4.630272e-02
#> 826 3.974374e-03 9.658977e-01 3.012769e-02
#> 827 7.420942e-01 8.768174e-02 6.914683e-09
#> 828 3.490436e-11 4.589007e-02 9.541099e-01
#> 829 1.868833e-14 4.393683e-03 9.956063e-01
#> 830 2.069610e-02 9.722659e-01 7.033265e-03
#> 831 2.295270e-01 7.693754e-01 1.148375e-04
#> 832 2.729897e-02 9.675500e-01 5.142848e-03
#> 833 2.388804e-05 7.133213e-01 2.866548e-01
#> 834 1.292923e-01 8.700115e-01 4.601912e-04
#> 835 1.705261e-07 3.480662e-01 6.519336e-01
#> 836 1.977260e-11 3.900302e-02 9.609970e-01
#> 837 5.347628e-01 4.519052e-01 3.433974e-06
#> 838 2.145593e-02 9.717772e-01 6.761825e-03
#> 839 8.016088e-08 3.014953e-01 6.985047e-01
#> 840 3.102274e-04 8.769581e-01 1.227317e-01
#> 841 7.956790e-04 9.197166e-01 7.948774e-02
#> 842 1.227699e-09 1.186277e-01 8.813723e-01
#> 843 3.149849e-02 9.641608e-01 4.329734e-03
#> 844 2.424877e-02 9.698465e-01 5.898197e-03
#> 845 5.274632e-01 4.598947e-01 3.756964e-06
#> 846 1.638024e-11 3.693572e-02 9.630643e-01
#> 847 2.874178e-24 1.198445e-06 9.999988e-01
#> 848 2.449439e-17 4.360499e-04 9.995640e-01
#> 849 1.239511e-02 9.757826e-01 1.182056e-02
#> 850 6.709930e-01 4.071936e-02 7.378336e-10
#> 851 5.062458e-01 1.234415e-02 3.245207e-11
#> 852 4.921639e-02 9.483541e-01 2.401849e-03
#> 853 3.980264e-01 5.971923e-01 1.667958e-05
#> 854 5.202770e-01 1.361139e-02 4.140524e-11
#> 855 2.085862e-03 6.487007e-08 5.889727e-22
#> 856 1.276128e-04 8.270926e-01 1.727797e-01
#> 857 4.493270e-03 9.679474e-01 2.755912e-02
#> 858 1.642077e-04 8.421116e-01 1.577242e-01
#> 859 9.337864e-04 1.213588e-08 1.930802e-23
#> 860 7.499588e-01 1.481646e-01 3.765572e-08
#> 861 1.006509e-11 3.203765e-02 9.679623e-01
#> 862 2.114417e-20 3.301167e-05 9.999670e-01
#> 863 2.209391e-03 9.531239e-01 4.466666e-02
#> 864 1.987707e-04 8.530467e-01 1.467545e-01
#> 865 6.727905e-06 6.171481e-01 3.828452e-01
#> 866 7.441854e-01 9.127251e-02 7.828181e-09
#> 867 1.558410e-01 8.434832e-01 3.065740e-04
#> 868 2.204023e-07 3.647846e-01 6.352152e-01
#> 869 2.207406e-06 5.310035e-01 4.689943e-01
#> 870 5.604491e-03 9.710753e-01 2.331979e-02
#> 871 1.542702e-04 8.384539e-01 1.613919e-01
#> 872 3.027358e-02 9.651716e-01 4.544702e-03
#> 873 1.380431e-08 2.091689e-01 7.908310e-01
#> 874 3.165945e-01 6.809804e-01 4.135313e-05
#> 875 6.525939e-05 7.841822e-01 2.157525e-01
#> 876 5.637787e-15 2.932560e-03 9.970674e-01
#> 877 6.524982e-01 3.151439e-01 6.467060e-07
#> 878 5.137795e-01 4.747781e-01 4.435554e-06
#> 879 6.099979e-05 7.796465e-01 2.202925e-01
#> 880 3.574853e-10 8.659194e-02 9.134081e-01
#> 881 2.399791e-29 1.613208e-08 1.000000e+00
#> 882 3.779287e-06 5.724619e-01 4.275343e-01
#> 883 2.077041e-03 9.515015e-01 4.642142e-02
#> 884 1.867297e-02 9.734712e-01 7.851961e-03
#> 885 6.747753e-01 4.201959e-02 8.052400e-10
#> 886 3.458417e-32 1.539662e-09 1.000000e+00
#> 887 6.506334e-01 3.460416e-02 4.715581e-10
#> 888 1.946742e-04 8.518737e-01 1.479316e-01
#> 889 3.457421e-07 3.951384e-01 6.048613e-01
#> 890 6.993666e-11 5.577042e-02 9.442296e-01
#> 891 4.053168e-03 9.662404e-01 2.970625e-02
#> 892 4.308772e-05 7.557336e-01 2.442233e-01
#> 893 7.497896e-04 9.173500e-01 8.190022e-02
#> 894 3.499071e-09 1.529367e-01 8.470632e-01
#> 895 3.682272e-01 6.280126e-01 2.322102e-05
#> 896 4.223249e-12 2.474242e-02 9.752576e-01
#> 897 7.237713e-01 6.748734e-02 3.136704e-09
#> 898 6.969301e-04 9.143750e-01 8.492808e-02
#> 899 1.507506e-03 9.422516e-01 5.624088e-02
#> 900 2.292580e-04 8.609560e-01 1.388148e-01
#> 901 7.401027e-01 8.466588e-02 6.209603e-09
#> 902 2.770013e-02 9.672363e-01 5.055107e-03
#> 903 1.168516e-07 3.242459e-01 6.757539e-01
#> 904 2.039333e-05 7.016234e-01 2.983562e-01
#> 905 1.797059e-07 3.514474e-01 6.485524e-01
#> 906 1.647816e-01 8.345257e-01 2.695083e-04
#> 907 1.160376e-02 9.758207e-01 1.257402e-02
#> 908 4.447059e-01 7.980177e-03 1.117194e-11
#> 909 4.659205e-15 2.748213e-03 9.972518e-01
#> 910 7.294313e-01 7.240470e-02 3.867093e-09
#> 911 2.455522e-10 7.843209e-02 9.215679e-01
#> 912 6.497183e-12 2.814635e-02 9.718536e-01
#> 913 2.526729e-02 9.690985e-01 5.627126e-03
#> 914 1.299681e-07 3.308504e-01 6.691494e-01
#> 915 6.262410e-04 9.098995e-01 8.947427e-02
#> 916 3.117417e-01 6.859349e-01 4.368609e-05
#> 917 4.165145e-01 6.488198e-03 6.811167e-12
#> 918 2.637298e-05 7.205771e-01 2.793966e-01
#> 919 5.023759e-09 1.664639e-01 8.335361e-01
#> 920 2.309240e-01 7.679644e-01 1.128741e-04
#> 921 2.378668e-02 9.701788e-01 6.028232e-03
#> 922 3.598338e-01 6.366576e-01 2.549079e-05
#> 923 7.841007e-04 9.191368e-01 8.007906e-02
#> 924 1.833427e-01 8.158972e-01 2.083434e-04
#> 925 5.657918e-01 1.868067e-02 9.238667e-11
#> 926 7.452418e-01 9.330300e-02 8.382132e-09
#> 927 1.436243e-07 3.371247e-01 6.628751e-01
#> 928 3.433362e-01 6.536088e-01 3.063262e-05
#> 929 5.692099e-01 1.913250e-02 9.824273e-11
#> 930 1.609684e-07 3.443679e-01 6.556319e-01
#> 931 1.571870e-12 1.831183e-02 9.816882e-01
#> 932 2.114971e-01 7.875652e-01 1.439872e-04
#> 933 7.054298e-01 5.539960e-02 1.762292e-09
#> 934 1.051183e-01 8.940419e-01 6.938647e-04
#> 935 3.463965e-01 3.751657e-03 1.894938e-12
#> 936 6.419066e-08 2.885640e-01 7.114360e-01
#> 937 2.848289e-03 9.592428e-01 3.790883e-02
#> 938 4.437880e-09 1.617250e-01 8.382750e-01
#> 939 2.468834e-17 4.372863e-04 9.995627e-01
#> 940 6.732596e-03 9.731029e-01 2.016392e-02
#> 941 7.502334e-01 1.067781e-01 1.281950e-08
#> 942 4.537577e-01 5.388975e-01 8.928277e-06
#> 943 2.534886e-07 3.740786e-01 6.259211e-01
#> 944 3.828374e-01 6.129277e-01 1.974441e-05
#> 945 7.126878e-01 2.310693e-01 1.858477e-07
#> 946 4.643965e-03 9.684606e-01 2.689511e-02
#> 947 5.480731e-01 4.372383e-01 2.907077e-06
#> 948 5.827334e-01 3.983332e-01 1.847398e-06
#> 949 4.325537e-03 9.673355e-01 2.833876e-02
#> 950 2.529668e-03 9.564960e-01 4.097420e-02
#> 951 1.225078e-02 9.757956e-01 1.195188e-02
#> 952 2.456414e-04 8.647001e-01 1.350542e-01
#> 953 3.793880e-01 6.164936e-01 2.051502e-05
#> 954 5.930467e-02 5.673673e-05 2.749979e-16
#> 955 1.640617e-03 9.448286e-01 5.353069e-02
#> 956 2.199796e-06 5.307388e-01 4.692590e-01
#> 957 2.993273e-04 8.751209e-01 1.245798e-01
#> 958 1.275699e-01 8.717283e-01 4.731596e-04
#> 959 4.073225e-07 4.064921e-01 5.935075e-01
#> 960 1.750148e-05 6.902058e-01 3.097767e-01
#> 961 1.897525e-03 9.490335e-01 4.906896e-02
#> 962 5.983200e-01 3.804231e-01 1.489295e-06
#> 963 2.263413e-01 7.725920e-01 1.194604e-04
#> 964 6.511357e-11 5.467440e-02 9.453256e-01
#> 965 1.073755e-01 8.918050e-01 6.663690e-04
#> 966 5.890650e-01 3.910934e-01 1.694269e-06
#> 967 4.127804e-09 1.590060e-01 8.409940e-01
#> 968 2.759038e-02 9.673223e-01 5.078873e-03
#> 969 1.138713e-09 1.164267e-01 8.835733e-01
#> 970 2.650872e-04 8.687699e-01 1.309650e-01
#> 971 7.238462e-01 6.754757e-02 3.145002e-09
#> 972 4.285402e-03 9.671823e-01 2.853207e-02
#> 973 4.896624e-02 9.485871e-01 2.419269e-03
#> 974 9.824432e-13 1.583126e-02 9.841687e-01
#> 975 7.012973e-01 2.487594e-01 2.470309e-07
#> 976 9.475870e-18 3.097294e-04 9.996903e-01
#> 977 6.384427e-01 3.151956e-02 3.660391e-10
#> 978 1.051312e-01 8.940292e-01 6.937038e-04
#> 979 2.400715e-29 1.613433e-08 1.000000e+00
#> 980 2.573065e-01 7.412775e-01 8.202872e-05
#> 981 2.826389e-07 3.813973e-01 6.186024e-01
#> 982 8.197912e-13 1.496220e-02 9.850378e-01
#> 983 5.889029e-08 2.836455e-01 7.163544e-01
#> 984 2.779506e-04 8.712676e-01 1.284544e-01
#> 985 4.472035e-01 5.458055e-01 9.617195e-06
#> 986 1.350760e-04 8.305348e-01 1.693301e-01
#> 987 4.827594e-09 1.649301e-01 8.350699e-01
#> 988 1.306251e-01 3.221268e-04 9.163038e-15
#> 989 5.373132e-07 4.260196e-01 5.739799e-01
#> 990 3.706806e-02 9.593903e-01 3.526284e-03
#> 991 2.541950e-14 4.868694e-03 9.951313e-01
#> 992 3.422757e-10 8.561176e-02 9.143882e-01
#> 993 6.362605e-01 3.353261e-01 8.449363e-07
#> 994 2.600376e-06 5.435872e-01 4.564102e-01
#> 995 2.652337e-02 9.681493e-01 5.319541e-03
#> 996 5.859456e-06 6.064474e-01 3.935467e-01
#> 997 4.605055e-01 5.317685e-01 8.267795e-06
#> 998 1.537742e-02 9.750344e-01 9.585482e-03
#> 999 1.541974e-03 9.429495e-01 5.550847e-02
#> 1000 4.586274e-04 8.960406e-01 1.035007e-01
#>
#> $cutscore
#> [1] 10 20 30 50
#>
## ---------------------------------------------------------
## 3. When individual ability estimates are available,
## but cut scores are specified on the IRT theta scale
## ---------------------------------------------------------
# Set the cut scores on the theta scale
cutscore <- c(-2, -0.4, 0.2, 1.0)
# Calculate classification accuracy and consistency
cac_3 <- cac_lee(
x = x, cutscore = cutscore, theta = est_th, D = 1,
cut.obs = FALSE
)
print(cac_3)
#> $confusion
#> Expected
#> True 1 2 3 4 5
#> 1 0.0277898 0.0072101 0.0000001 0.0000000 0.0000000
#> 2 0.0145173 0.2570046 0.0471682 0.0013095 0.0000003
#> 3 0.0000002 0.0423232 0.1464553 0.0488048 0.0004164
#> 4 0.0000000 0.0009595 0.0470240 0.1743096 0.0407069
#> 5 0.0000000 0.0000000 0.0001071 0.0199191 0.1239738
#>
#> $marginal
#> level accuracy consistency
#> 1 0.02778981 0.02547645
#> 2 0.25700457 0.23089145
#> 3 0.14645531 0.11728756
#> 4 0.17430960 0.14342915
#> 5 0.12397378 0.11530806
#> marginal 0.72953307 0.63239267
#>
#> $conditional
#> theta weights true.score level accuracy consistency
#> 1 -1.7022049518 0.001 18.717514 2 0.7008326 0.5805679
#> 2 1.9309372265 0.001 61.981491 5 0.9936791 0.9874381
#> 3 -0.6884935308 0.001 30.712445 2 0.8010280 0.6800795
#> 4 -0.9641337052 0.001 26.984971 2 0.9466894 0.8984693
#> 5 -4.0000000000 0.001 9.528758 1 0.9884966 0.9772578
#> 6 -0.2909987604 0.001 36.407925 3 0.6035741 0.4819767
#> 7 -0.4891721357 0.001 33.537982 2 0.5875934 0.5039609
#> 8 -0.5821356777 0.001 32.209873 2 0.6968174 0.5734755
#> 9 -0.0892825678 0.001 39.344712 3 0.6827529 0.5169733
#> 10 0.0693812937 0.001 41.633755 3 0.6072825 0.4844477
#> 11 -0.5200343565 0.001 33.095374 2 0.6252945 0.5232596
#> 12 -1.7154652250 0.001 18.597032 2 0.6902632 0.5723082
#> 13 -0.5515079142 0.001 32.645684 2 0.6623666 0.5470193
#> 14 -0.4079631799 0.001 34.709234 2 0.4845596 0.4746626
#> 15 -0.3017794362 0.001 36.250984 3 0.5945083 0.4795940
#> 16 -0.8402473446 0.001 28.628759 2 0.9025576 0.8236219
#> 17 1.1602975497 0.001 55.362042 5 0.6982369 0.5776851
#> 18 0.3379523273 0.001 45.398078 4 0.6439389 0.5191561
#> 19 0.3853838696 0.001 46.042620 4 0.6857413 0.5455635
#> 20 -0.2346782158 0.001 37.228396 3 0.6440954 0.4964741
#> 21 0.3493597292 0.001 45.553729 4 0.6546341 0.5253422
#> 22 2.1271587725 0.001 63.220146 5 0.9983310 0.9966676
#> 23 0.8859829962 0.001 52.347562 4 0.5876215 0.5028911
#> 24 -0.2833308148 0.001 36.519581 3 0.6097849 0.4837895
#> 25 -1.3141771454 0.001 22.700335 2 0.9288048 0.8671930
#> 26 -0.8049597496 0.001 29.106942 2 0.8839073 0.7942669
#> 27 0.0539574844 0.001 41.412797 3 0.6193705 0.4884738
#> 28 0.1434565567 0.001 42.688807 3 0.5387175 0.4706225
#> 29 0.1955349967 0.001 43.423660 3 0.4829555 0.4704428
#> 30 0.6062732061 0.001 48.943779 4 0.7644624 0.6128388
#> 31 0.6412433867 0.001 49.386599 4 0.7575220 0.6065016
#> 32 1.9631257838 0.001 62.196850 5 0.9948843 0.9898210
#> 33 -0.2364071734 0.001 37.203201 3 0.6430382 0.4960149
#> 34 -1.2760793477 0.001 23.137267 2 0.9398814 0.8863875
#> 35 -0.6227160164 0.001 31.635442 2 0.7395894 0.6123340
#> 36 -0.5986602487 0.001 31.975532 2 0.7146519 0.5888607
#> 37 -0.0279521619 0.001 40.233274 3 0.6673370 0.5090696
#> 38 -0.8038382718 0.001 29.122206 2 0.8832668 0.7932829
#> 39 0.7713440944 0.001 50.991372 4 0.6895393 0.5522252
#> 40 -0.9108408363 0.001 27.685082 2 0.9315505 0.8719411
#> 41 0.2385919179 0.001 44.026330 4 0.5374893 0.4779637
#> 42 -0.1825635620 0.001 37.987784 3 0.6697430 0.5090099
#> 43 0.6255520547 0.001 49.188490 4 0.7612817 0.6099391
#> 44 -2.0376729826 0.001 15.988955 1 0.5706236 0.5099678
#> 45 -0.3395978855 0.001 35.700911 3 0.5599233 0.4733617
#> 46 0.5578369336 0.001 48.322705 4 0.7652797 0.6132250
#> 47 -0.7302539517 0.001 30.132253 2 0.8345909 0.7231367
#> 48 0.1511899391 0.001 42.798313 3 0.5307423 0.4699991
#> 49 0.5000714106 0.001 47.570602 4 0.7526472 0.6007347
#> 50 -0.9458442007 0.001 27.223994 2 0.9421095 0.8903501
#> 51 -0.7503662076 0.001 29.854570 2 0.8492135 0.7432476
#> 52 0.2124430222 0.001 43.660874 4 0.5067045 0.4725472
#> 53 0.5732078564 0.001 48.520759 4 0.7661441 0.6141959
#> 54 1.6668268867 0.001 60.029092 5 0.9684325 0.9388576
#> 55 -0.4444787127 0.001 34.181514 2 0.5313160 0.4838820
#> 56 0.8088481717 0.001 51.441130 4 0.6595702 0.5336633
#> 57 0.5020022598 0.001 47.595937 4 0.7533072 0.6013643
#> 58 -1.1626926431 0.001 24.482303 2 0.9598170 0.9221640
#> 59 -0.5667656091 0.001 32.428347 2 0.6797455 0.5598316
#> 60 -0.2860047166 0.001 36.480643 3 0.6076421 0.4831475
#> 61 0.2884790635 0.001 44.718544 4 0.5935304 0.4951341
#> 62 0.9240691857 0.001 52.785768 4 0.5484675 0.4943960
#> 63 1.0720266145 0.001 54.428257 5 0.6071179 0.5202999
#> 64 -0.0717255833 0.001 39.599456 3 0.6802605 0.5157176
#> 65 1.1436085251 0.001 55.188169 5 0.6818345 0.5650054
#> 66 0.4580129736 0.001 47.015473 4 0.7342925 0.5839449
#> 67 1.8738825169 0.001 61.587802 5 0.9908725 0.9819117
#> 68 -1.5712046066 0.001 19.964037 2 0.7981120 0.6775356
#> 69 0.5664127254 0.001 48.433313 4 0.7658915 0.6138926
#> 70 0.6940112264 0.001 50.045698 4 0.7374859 0.5888201
#> 71 -0.4933561038 0.001 33.477888 2 0.5927710 0.5063269
#> 72 0.2686389635 0.001 44.444063 4 0.5717590 0.4873055
#> 73 -0.6339236455 0.001 31.477438 2 0.7507724 0.6236096
#> 74 -0.2980534856 0.001 36.305220 3 0.5976846 0.4803932
#> 75 0.0368273385 0.001 41.166934 3 0.6317451 0.4930884
#> 76 -0.7890783660 0.001 29.323474 2 0.8745587 0.7800606
#> 77 -0.9240196595 0.001 27.510931 2 0.9358090 0.8793135
#> 78 -0.2744714166 0.001 36.648611 3 0.6167036 0.4859823
#> 79 0.7012595036 0.001 50.135366 4 0.7338837 0.5857823
#> 80 -0.3763691405 0.001 35.167006 3 0.5228640 0.4716870
#> 81 0.1615660269 0.001 42.945035 3 0.5198539 0.4694735
#> 82 -1.1411919388 0.001 24.744594 2 0.9614053 0.9250847
#> 83 -0.5514558145 0.001 32.646427 2 0.6623066 0.5469769
#> 84 1.3828033611 0.001 57.559221 5 0.8697954 0.7734555
#> 85 0.1143165717 0.001 42.275049 3 0.5675314 0.4745739
#> 86 0.8647777675 0.001 52.100889 4 0.6085402 0.5098193
#> 87 -0.5144629624 0.001 33.175160 2 0.6185780 0.5194671
#> 88 1.8122128418 0.001 61.144936 5 0.9865796 0.9735194
#> 89 -1.0098501462 0.001 26.393439 2 0.9554773 0.9142743
#> 90 -1.0101797555 0.001 26.389206 2 0.9555273 0.9143651
#> 91 0.2347386092 0.001 43.972586 4 0.5330008 0.4770024
#> 92 -1.1121098227 0.001 25.102891 2 0.9624335 0.9269838
#> 93 0.6650023440 0.001 49.684727 4 0.7498802 0.5996103
#> 94 0.4466786715 0.001 46.864819 4 0.7280754 0.5785522
#> 95 1.1529548682 0.001 55.285697 5 0.6910730 0.5720191
#> 96 -0.0906153575 0.001 39.325363 3 0.6828781 0.5170326
#> 97 0.7191538675 0.001 50.355829 4 0.7241614 0.5778130
#> 98 -0.7248895338 0.001 30.206513 2 0.8305213 0.7176860
#> 99 -0.5719864918 0.001 32.354083 2 0.6855949 0.5643878
#> 100 -1.4214635888 0.001 21.512487 2 0.8857543 0.7972153
#> 101 1.8171937550 0.001 61.181377 5 0.9869849 0.9743085
#> 102 0.4171888704 0.001 46.470801 4 0.7094867 0.5632757
#> 103 1.3925505433 0.001 57.650265 5 0.8752079 0.7815259
#> 104 -0.3555330429 0.001 35.469407 3 0.5442226 0.4720214
#> 105 -0.0875657737 0.001 39.369634 3 0.6825783 0.5168894
#> 106 0.5386438878 0.001 48.074168 4 0.7627241 0.6105899
#> 107 -0.5907597074 0.001 32.087501 2 0.7061942 0.5814197
#> 108 0.5707716354 0.001 48.489427 4 0.7660771 0.6141101
#> 109 -1.5995551650 0.001 19.685630 2 0.7783947 0.6548293
#> 110 1.1730627818 0.001 55.494189 5 0.7104877 0.5878356
#> 111 0.0594723790 0.001 41.491849 3 0.6151481 0.4870132
#> 112 -0.2282165732 0.001 37.322561 3 0.6479341 0.4981787
#> 113 -0.7618224647 0.001 29.696927 2 0.8570959 0.7544305
#> 114 0.7392782460 0.001 50.602214 4 0.7118737 0.5682284
#> 115 -1.3426338847 0.001 22.379076 2 0.9190863 0.8507529
#> 116 -1.6328115022 0.001 19.365116 2 0.7542296 0.6291167
#> 117 -0.5967424293 0.001 32.002700 2 0.7126107 0.5870408
#> 118 -0.1511206466 0.001 38.445670 3 0.6790164 0.5142847
#> 119 0.3800954605 0.001 45.971107 4 0.6814431 0.5425698
#> 120 1.1583509760 0.001 55.341826 5 0.6963459 0.5761702
#> 121 -0.1651241418 0.001 38.241788 3 0.6754864 0.5122176
#> 122 0.6843520411 0.001 49.925878 4 0.7419767 0.5926702
#> 123 0.1107280282 0.001 42.223976 3 0.5709295 0.4752167
#> 124 -1.7020019755 0.001 18.719366 2 0.7009937 0.5806972
#> 125 -0.7572257527 0.001 29.760133 2 0.8539720 0.7499699
#> 126 2.0386411786 0.001 62.683197 5 0.9969202 0.9938593
#> 127 -0.0229506622 0.001 40.305558 3 0.6652668 0.5080362
#> 128 1.8451084370 0.001 61.383417 5 0.9890568 0.9783532
#> 129 -1.5602818163 0.001 20.072567 2 0.8054726 0.6864095
#> 130 -0.1495995613 0.001 38.467811 3 0.6793410 0.5144795
#> 131 1.1381962380 0.001 55.131513 5 0.6764247 0.5610514
#> 132 0.0166763561 0.001 40.877129 3 0.6447882 0.4984875
#> 133 -0.8911150123 0.001 27.946963 2 0.9245172 0.8599193
#> 134 1.5737691530 0.001 59.261897 5 0.9477601 0.9009763
#> 135 -0.2763618779 0.001 36.621076 3 0.6152509 0.4855067
#> 136 0.5746388483 0.001 48.539152 4 0.7661712 0.6142343
#> 137 0.2067921326 0.001 43.581672 4 0.4999656 0.4717214
#> 138 0.5154479493 0.001 47.771990 4 0.7574510 0.6053627
#> 139 -1.2300685118 0.001 23.675156 2 0.9503151 0.9049134
#> 140 0.2918937896 0.001 44.765675 4 0.5971973 0.4966012
#> 141 1.0509400070 0.001 54.200053 5 0.5839944 0.5107386
#> 142 -0.4952065711 0.001 33.451319 2 0.5950548 0.5073990
#> 143 1.4631048426 0.001 58.296072 5 0.9094666 0.8353137
#> 144 1.4798593004 0.001 58.446007 5 0.9163991 0.8467672
#> 145 -0.9755997806 0.001 26.835804 2 0.9492447 0.9030344
#> 146 -0.7892710772 0.001 29.320842 2 0.8746758 0.7802364
#> 147 -1.6668486752 0.001 19.043885 2 0.7284837 0.6042869
#> 148 -0.1369610929 0.001 38.651734 3 0.6815883 0.5158601
#> 149 -0.7993672624 0.001 29.183100 2 0.8806839 0.7893303
#> 150 -1.2365674340 0.001 23.598514 2 0.9490360 0.9026189
#> 151 0.2554964500 0.001 44.261644 4 0.5569416 0.4828264
#> 152 0.6880108688 0.001 49.971309 4 0.7403176 0.5912398
#> 153 -0.5669903912 0.001 32.425148 2 0.6799984 0.5600261
#> 154 -0.6444205575 0.001 31.329719 2 0.7609865 0.6343164
#> 155 -0.0252074559 0.001 40.272946 3 0.6662156 0.5085084
#> 156 0.9625520092 0.001 53.222178 4 0.5074870 0.4917754
#> 157 -0.1086330893 0.001 39.063653 3 0.6836803 0.5173227
#> 158 -2.1920906425 0.001 14.949662 1 0.6775955 0.5630788
#> 159 0.2624061956 0.001 44.357610 4 0.5647681 0.4851076
#> 160 -0.0503144828 0.001 39.909732 3 0.6751195 0.5130466
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#> 188 0.7470632736 0.001 50.697083 4 0.7067529 0.5643967
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#> 263 -0.3967745715 0.001 34.871234 3 0.5011908 0.4731001
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#> 292 -2.4925130220 0.001 13.283017 1 0.8264955 0.7131985
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#> 359 -1.0381197698 0.001 26.032045 2 0.9590998 0.9208746
#> 360 0.3496467340 0.001 45.557640 4 0.6548982 0.5254999
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#> 371 -0.4371315639 0.001 34.287565 2 0.5219400 0.4815092
#> 372 0.1065747074 0.001 42.164834 3 0.5748175 0.4759982
#> 373 1.3170807560 0.001 56.933844 5 0.8287321 0.7160200
#> 374 2.2404370897 0.001 63.856761 5 0.9992559 0.9985128
#> 375 0.9161264564 0.001 52.694897 4 0.5567730 0.4957097
#> 376 0.2798646509 0.001 44.599501 4 0.5841721 0.4915849
#> 377 0.1530892013 0.001 42.825187 3 0.5287649 0.4698757
#> 378 -1.0884741240 0.001 25.397004 2 0.9623093 0.9267596
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#> 380 -1.3408965066 0.001 22.398563 2 0.9197151 0.8518052
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#> 382 -0.9504957466 0.001 27.163078 2 0.9433339 0.8925128
#> 383 -0.3483959280 0.001 35.573071 3 0.5513283 0.4725130
#> 384 -0.8556232280 0.001 28.421712 2 0.9097937 0.8353754
#> 385 1.9318675373 0.001 61.987784 5 0.9937174 0.9875137
#> 386 -1.4405171307 0.001 21.308272 2 0.8763094 0.7828477
#> 387 -0.1508817671 0.001 38.449147 3 0.6790681 0.5143157
#> 388 0.6221582964 0.001 49.145516 4 0.7619575 0.6105579
#> 389 0.3573759602 0.001 45.662870 4 0.6619163 0.5297770
#> 390 -0.0174312443 0.001 40.385292 3 0.6628450 0.5068421
#> 391 0.3681255484 0.001 45.808913 4 0.6713654 0.5358028
#> 392 2.4610323974 0.001 64.943767 5 0.9998541 0.9997083
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#> 394 -1.1245486545 0.001 24.949152 2 0.9621522 0.9264628
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#> 397 -0.0777853826 0.001 39.511562 3 0.6812975 0.5162497
#> 398 -1.0779937542 0.001 25.528239 2 0.9619750 0.9261458
#> 399 -0.5252308494 0.001 33.021006 2 0.6315197 0.5269139
#> 400 -0.4280305210 0.001 34.419026 2 0.5102969 0.4789343
#> 401 0.1160457031 0.001 42.299649 3 0.5658815 0.4742753
#> 402 -1.1654778729 0.001 24.448489 2 0.9595600 0.9216926
#> 403 -1.6609001529 0.001 19.099528 2 0.7330500 0.6084977
#> 404 -0.2235353665 0.001 37.390780 3 0.6506027 0.4993984
#> 405 -0.1539486379 0.001 38.404502 3 0.6783821 0.5139066
#> 406 0.2770589204 0.001 44.560684 4 0.5810920 0.4904777
#> 407 -0.0166447984 0.001 40.396650 3 0.6624883 0.5066676
#> 408 -0.3465728953 0.001 35.599556 3 0.5531245 0.4726674
#> 409 2.0561209966 0.001 62.792038 5 0.9972672 0.9945493
#> 410 1.1149874428 0.001 54.887075 5 0.6527525 0.5450732
#> 411 1.0737404279 0.001 54.446718 5 0.6089783 0.5211560
#> 412 -0.9892874780 0.001 26.658437 2 0.9519838 0.9079558
#> 413 0.7009729426 0.001 50.131825 4 0.7340298 0.5859047
#> 414 -1.3696038942 0.001 22.078696 2 0.9087370 0.8336577
#> 415 0.9375532903 0.001 52.939413 4 0.5342320 0.4927571
#> 416 1.0307465526 0.001 53.979671 5 0.5614947 0.5033364
#> 417 0.1108464556 0.001 42.225662 3 0.5708179 0.4751950
#> 418 -0.4158000312 0.001 34.595845 2 0.4946167 0.4761031
#> 419 1.2939455327 0.001 56.708963 5 0.8123416 0.6949621
#> 420 -0.3528050841 0.001 35.509025 3 0.5469521 0.4721877
#> 421 0.2754691394 0.001 44.538679 4 0.5793400 0.4898613
#> 422 -1.2900078338 0.001 22.976627 2 0.9360885 0.8797600
#> 423 -2.0131442168 0.001 16.166269 1 0.5519639 0.5053906
#> 424 0.3813896105 0.001 45.988615 4 0.6825038 0.5433026
#> 425 -0.2335967318 0.001 37.244156 3 0.6447503 0.4967608
#> 426 -0.4911373506 0.001 33.509753 2 0.5900277 0.5050621
#> 427 -0.4862463294 0.001 33.580021 2 0.5839618 0.5023546
#> 428 0.0758085766 0.001 41.725709 3 0.6019952 0.4828368
#> 429 -2.1364078969 0.001 15.309344 1 0.6412807 0.5399178
#> 430 -1.3198046989 0.001 22.636454 2 0.9269809 0.8640791
#> 431 0.6385098684 0.001 49.352156 4 0.7582515 0.6071671
#> 432 0.4609200923 0.001 47.054043 4 0.7358019 0.5852760
#> 433 0.1140043303 0.001 42.270606 3 0.5678285 0.4746286
#> 434 0.3785869510 0.001 45.950691 4 0.6801995 0.5417156
#> 435 0.1709377969 0.001 43.077349 3 0.5098507 0.4693194
#> 436 -0.7790018880 0.001 29.461273 2 0.8683132 0.7707584
#> 437 -0.6032305112 0.001 31.910822 2 0.7194852 0.5932309
#> 438 -4.0000000000 0.001 9.528758 1 0.9884966 0.9772578
#> 439 0.0440181232 0.001 41.270198 3 0.6266899 0.4911432
#> 440 -0.3351422226 0.001 35.765674 3 0.5642033 0.4738881
#> 441 -0.5254482293 0.001 33.017896 2 0.6317793 0.5270691
#> 442 0.7450137200 0.001 50.672131 4 0.7081204 0.5654105
#> 443 -0.7846013457 0.001 29.384659 2 0.8718141 0.7759541
#> 444 1.4942994456 0.001 58.574172 5 0.9220280 0.8562080
#> 445 0.1763480317 0.001 43.153642 3 0.5040097 0.4693738
#> 446 0.9392743890 0.001 52.958968 4 0.5324040 0.4926028
#> 447 0.7606302438 0.001 50.861817 4 0.6973608 0.5576199
#> 448 0.9474109075 0.001 53.051239 4 0.5237329 0.4920451
#> 449 -0.0024796190 0.001 40.601089 3 0.6555742 0.5033587
#> 450 0.6466465055 0.001 49.454592 4 0.7559882 0.6051062
#> 451 0.8495955583 0.001 51.923104 4 0.6230371 0.5155935
#> 452 -3.1575185028 0.001 10.921808 1 0.9564931 0.9167719
#> 453 -0.3190695302 0.001 35.999397 3 0.5792040 0.4762786
#> 454 0.5494304229 0.001 48.214014 4 0.7643622 0.6122637
#> 455 0.5033357864 0.001 47.613426 4 0.7537536 0.6017911
#> 456 -0.2273325415 0.001 37.335444 3 0.6484453 0.4984102
#> 457 0.6524414477 0.001 49.527390 4 0.7542088 0.6034944
#> 458 -0.9191598609 0.001 27.575074 2 0.9342790 0.8766567
#> 459 0.6885802386 0.001 49.978374 4 0.7400548 0.5910140
#> 460 0.2769333106 0.001 44.558945 4 0.5809537 0.4904287
#> 461 -0.7960108831 0.001 29.228855 2 0.8787136 0.7863327
#> 462 1.3402359875 0.001 57.156453 5 0.8441204 0.7367594
#> 463 -0.4785792184 0.001 33.690247 2 0.5744045 0.4983358
#> 464 -0.3647033670 0.001 35.336270 3 0.5349294 0.4716651
#> 465 1.5941978306 0.001 59.433850 5 0.9530824 0.9105659
#> 466 0.3715541199 0.001 45.855417 4 0.6743006 0.5377374
#> 467 -0.6302466138 0.001 31.529244 2 0.7471347 0.6198906
#> 468 0.4001051400 0.001 46.241218 4 0.6971898 0.5538539
#> 469 -0.4297765357 0.001 34.393797 2 0.5125326 0.4793971
#> 470 0.6493847341 0.001 49.489007 4 0.7551647 0.6043592
#> 471 0.0439699813 0.001 41.269507 3 0.6267244 0.4911562
#> 472 -0.4297767525 0.001 34.393794 2 0.5125329 0.4793972
#> 473 0.4565360538 0.001 46.995867 4 0.7335123 0.5832602
#> 474 -0.2695341654 0.001 36.720529 3 0.6204358 0.4872413
#> 475 0.9358423442 0.001 52.919962 4 0.5360468 0.4929230
#> 476 -0.6238127422 0.001 31.619967 2 0.7406962 0.6134291
#> 477 2.3129328999 0.001 64.235549 5 0.9995613 0.9991231
#> 478 2.4087726586 0.001 64.703597 5 0.9997843 0.9995686
#> 479 -4.0000000000 0.001 9.528758 1 0.9884966 0.9772578
#> 480 -0.9520161814 0.001 27.143185 2 0.9437252 0.8932052
#> 481 0.2620880067 0.001 44.353194 4 0.5644094 0.4849990
#> 482 -0.8176483812 0.001 28.934524 2 0.8909467 0.8051881
#> 483 3.2894660890 0.001 67.609207 5 0.9999997 0.9999995
#> 484 -0.6743463607 0.001 30.910053 2 0.7886844 0.6653252
#> 485 0.9190656203 0.001 52.728555 4 0.5537071 0.4951941
#> 486 -0.3753623282 0.001 35.181610 3 0.5239153 0.4716634
#> 487 0.9602290451 0.001 53.196017 4 0.5099874 0.4917510
#> 488 0.2233990378 0.001 43.814206 4 0.5196906 0.4744988
#> 489 -1.8059836105 0.001 17.802583 2 0.6162063 0.5269560
#> 490 0.2127679525 0.001 43.665426 4 0.5070912 0.4725984
#> 491 -0.2564206695 0.001 36.911574 3 0.6299027 0.4906749
#> 492 0.3036913969 0.001 44.928251 4 0.6096677 0.5019157
#> 493 -3.4072200990 0.001 10.374338 1 0.9723977 0.9463193
#> 494 -0.3883819710 0.001 34.992834 3 0.5101847 0.4722995
#> 495 0.0537831459 0.001 41.410298 3 0.6195022 0.4885202
#> 496 -0.4272997978 0.001 34.429585 2 0.5093609 0.4787450
#> 497 0.6862183280 0.001 49.949058 4 0.7411369 0.5919449
#> 498 -2.1197482488 0.001 15.420229 1 0.6299005 0.5337451
#> 499 0.7043590449 0.001 50.173646 4 0.7322834 0.5844475
#> 500 -0.0207151907 0.001 40.337856 3 0.6643032 0.5075591
#> 501 -1.9256695077 0.001 16.826674 2 0.5173583 0.5005798
#> 502 0.5652663720 0.001 48.418544 4 0.7658286 0.6138218
#> 503 0.5064591181 0.001 47.654365 4 0.7547686 0.6027651
#> 504 0.1867244541 0.001 43.299777 3 0.4926846 0.4697801
#> 505 0.1462845260 0.001 42.728866 3 0.5358157 0.4703722
#> 506 0.5164179452 0.001 47.784665 4 0.7577192 0.6056245
#> 507 -0.1434858032 0.001 38.556792 3 0.6805286 0.5152011
#> 508 -0.1887115097 0.001 37.898219 3 0.6673685 0.5077313
#> 509 -1.0617656573 0.001 25.732427 2 0.9611139 0.9245648
#> 510 -2.8531534117 0.001 11.811614 1 0.9197020 0.8522995
#> 511 0.2242438315 0.001 43.826017 4 0.5206870 0.4746685
#> 512 -1.2692441114 0.001 23.216474 2 0.9416347 0.8894703
#> 513 -0.3150887719 0.001 36.057307 3 0.5828072 0.4769794
#> 514 -0.5795083530 0.001 32.247185 2 0.6939313 0.5710949
#> 515 -1.2330641601 0.001 23.639801 2 0.9497334 0.9038692
#> 516 0.6107720006 0.001 49.001012 4 0.7638636 0.6122973
#> 517 -2.6692849743 0.001 12.497400 1 0.8813050 0.7907869
#> 518 -0.1073900007 0.001 39.081717 3 0.6836783 0.5173334
#> 519 0.8487258656 0.001 51.912890 4 0.6238542 0.5159427
#> 520 -0.0112290616 0.001 40.474843 3 0.6599539 0.5054383
#> 521 -0.5104526137 0.001 33.232623 2 0.6137175 0.5168192
#> 522 -0.1855830990 0.001 37.943795 3 0.6685993 0.5083908
#> 523 -0.9505056972 0.001 27.162947 2 0.9433365 0.8925173
#> 524 -0.8345856569 0.001 28.705201 2 0.8997588 0.8191305
#> 525 0.6928520334 0.001 50.031339 4 0.7380436 0.5892945
#> 526 1.5130160778 0.001 58.738832 5 0.9288651 0.8678452
#> 527 0.6083763188 0.001 48.970544 4 0.7641934 0.6125961
#> 528 -0.1494469017 0.001 38.470033 3 0.6793729 0.5144987
#> 529 -0.3956280727 0.001 34.887841 3 0.5024255 0.4729722
#> 530 -0.3289940024 0.001 35.855060 3 0.5700244 0.4747149
#> 531 0.6806282824 0.001 49.879585 4 0.7436120 0.5940893
#> 532 -0.9703806846 0.001 26.903636 2 0.9481114 0.9010066
#> 533 -0.9296861600 0.001 27.436254 2 0.9375339 0.8823198
#> 534 -0.4566472846 0.001 34.006024 2 0.5467841 0.4883917
#> 535 -0.4649119450 0.001 33.886949 2 0.5572363 0.4918662
#> 536 0.3922870450 0.001 46.135835 4 0.6912056 0.5494629
#> 537 -1.9128326102 0.001 16.927317 2 0.5278216 0.5015231
#> 538 -0.1557208793 0.001 38.378702 3 0.6779643 0.5136593
#> 539 0.3222011603 0.001 45.182510 4 0.6285644 0.5109390
#> 540 -0.0572220918 0.001 39.809681 3 0.6770281 0.5140383
#> 541 0.3272759073 0.001 45.252044 4 0.6335918 0.5135388
#> 542 -0.1443272255 0.001 38.544547 3 0.6803763 0.5151077
#> 543 0.7503851862 0.001 50.737488 4 0.7045075 0.5627470
#> 544 0.8641981060 0.001 52.094119 4 0.6091015 0.5100281
#> 545 -0.6888131954 0.001 30.707986 2 0.8013012 0.6804127
#> 546 0.1535629848 0.001 42.831890 3 0.5282705 0.4698468
#> 547 -4.0000000000 0.001 9.528758 1 0.9884966 0.9772578
#> 548 0.6094825328 0.001 48.984615 4 0.7640442 0.6124611
#> 549 -1.3531916559 0.001 22.261011 2 0.9151666 0.8442283
#> 550 -1.6068545966 0.001 19.614718 2 0.7731822 0.6490859
#> 551 -0.0282283735 0.001 40.229281 3 0.6674479 0.5091253
#> 552 -0.2394358881 0.001 37.159065 3 0.6411559 0.4952083
#> 553 1.5131923860 0.001 58.740375 5 0.9289271 0.8679516
#> 554 -0.6828971168 0.001 30.790554 2 0.7962034 0.6742438
#> 555 1.1620761031 0.001 55.380498 5 0.6999594 0.5790771
#> 556 1.4181682896 0.001 57.887441 5 0.8886287 0.8020402
#> 557 -0.5296026918 0.001 32.958475 2 0.6367267 0.5300736
#> 558 -1.4665978910 0.001 21.032102 2 0.8625329 0.7625269
#> 559 1.2411330555 0.001 56.186420 5 0.7711266 0.6467028
#> 560 0.0306968021 0.001 41.078832 3 0.6358911 0.4947455
#> 561 -0.6177161660 0.001 31.706022 2 0.7345099 0.6073661
#> 562 -0.0786070138 0.001 39.499642 3 0.6814238 0.5163139
#> 563 -0.7866023346 0.001 29.357305 2 0.8730468 0.7777948
#> 564 0.3002422488 0.001 44.880761 4 0.6060545 0.5003239
#> 565 -1.2278180057 0.001 23.701746 2 0.9507431 0.9056826
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#> 567 0.1926547228 0.001 43.383181 3 0.4861466 0.4701937
#> 568 -0.3617406413 0.001 35.379276 3 0.5379511 0.4717453
#> 569 -1.6405901608 0.001 19.291096 2 0.7484304 0.6232929
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#> 571 -0.2915002154 0.001 36.400624 3 0.6031610 0.4818613
#> 572 3.0001501262 0.001 66.887907 5 0.9999976 0.9999953
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#> 575 0.1232277120 0.001 42.401763 3 0.5589436 0.4731163
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#> 657 -0.4980237639 0.001 33.410880 2 0.5985242 0.5090611
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#> 660 -0.8909073415 0.001 27.949728 2 0.9244389 0.8597865
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#> 664 0.0810074131 0.001 41.800035 3 0.5976153 0.4815716
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#> 666 -1.1307606462 0.001 24.872648 2 0.9619229 0.9260392
#> 667 -1.4290365478 0.001 21.431073 2 0.8820638 0.7915591
#> 668 -1.1650635037 0.001 24.453517 2 0.9595989 0.9217641
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#> 670 -0.0342096116 0.001 40.142797 3 0.6697589 0.5102927
#> 671 0.2321162597 0.001 43.935989 4 0.5299358 0.4763801
#> 672 -1.4097098119 0.001 21.639491 2 0.8913149 0.8058400
#> 673 0.7900419601 0.001 51.216333 4 0.6750806 0.5428512
#> 674 -0.2684950691 0.001 36.735665 3 0.6212098 0.4875091
#> 675 0.3747987010 0.001 45.899391 4 0.6770426 0.5395716
#> 676 -0.0378715794 0.001 40.089827 3 0.6710888 0.5109704
#> 677 0.1977187068 0.001 43.454336 3 0.4805298 0.4706528
#> 678 0.6595773263 0.001 49.616850 4 0.7518283 0.6013516
#> 679 -0.4535704289 0.001 34.050379 2 0.5428811 0.4871831
#> 680 -0.7931069423 0.001 29.268471 2 0.8769872 0.7837184
#> 681 -1.7073156005 0.001 18.670955 2 0.6967706 0.5773408
#> 682 -0.3375328606 0.001 35.730924 3 0.5619132 0.4735978
#> 683 -2.4195836743 0.001 13.647223 1 0.7973913 0.6768831
#> 684 -0.7703695780 0.001 29.579572 2 0.8627668 0.7626243
#> 685 0.4225088051 0.001 46.542097 4 0.7130915 0.5661402
#> 686 -0.8951592404 0.001 27.893155 2 0.9260247 0.8624798
#> 687 -0.9041825556 0.001 27.773316 2 0.9292659 0.8680150
#> 688 -2.2473943214 0.001 14.608790 1 0.7109511 0.5889999
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#> 888 0.3055476821 0.001 44.953795 4 0.6116007 0.5027848
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#> 895 -0.6662360586 0.001 31.023569 2 0.7813891 0.6568768
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#> 902 -0.1787587194 0.001 38.043209 3 0.6711219 0.5097647
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#> 904 0.4713526297 0.001 47.192214 4 0.7409279 0.5898613
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#> 910 -1.2745519560 0.001 23.154945 2 0.9402793 0.8870861
#> 911 1.1249609071 0.001 54.992412 5 0.6630169 0.5517373
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#> 913 -0.1668918854 0.001 38.216045 3 0.6749718 0.5119230
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#> 922 -0.6589465688 0.001 31.125737 2 0.7746972 0.6493043
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#> 929 -1.5129393324 0.001 20.551067 2 0.8357269 0.7251526
#> 930 0.7767960205 0.001 51.057116 4 0.6854273 0.5494801
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#> 932 -0.5181648736 0.001 33.122140 2 0.6230455 0.5219724
#> 933 -1.3258011386 0.001 22.568575 2 0.9249843 0.8606854
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#> 935 -1.7707748473 0.001 18.105800 2 0.6453053 0.5421622
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#> 937 0.0736290082 0.001 41.694535 3 0.6038042 0.4833777
#> 938 0.9758288268 0.001 53.371250 4 0.4931531 0.4923781
#> 939 1.8480571233 0.001 61.404542 5 0.9892571 0.9787450
#> 940 -0.0133681029 0.001 40.443964 3 0.6609712 0.5059295
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#> 942 -0.7395126869 0.001 30.004275 2 0.8414469 0.7324634
#> 943 0.7502452471 0.001 50.735787 4 0.7046028 0.5628166
#> 944 -0.6788508742 0.001 30.847078 2 0.7926676 0.6700230
#> 945 -1.0163828907 0.001 26.309622 2 0.9564342 0.9160132
#> 946 0.0251941707 0.001 40.999704 3 0.6394812 0.4962250
#> 947 -0.8226211656 0.001 28.867096 2 0.8936027 0.8093587
#> 948 -0.8554401885 0.001 28.424172 2 0.9097106 0.8352393
#> 949 0.0323880653 0.001 41.103143 3 0.6347626 0.4942889
#> 950 0.0850243946 0.001 41.857430 3 0.5941695 0.4806204
#> 951 -0.0793214381 0.001 39.489277 3 0.6815308 0.5163682
#> 952 0.2872075816 0.001 44.700987 4 0.5921587 0.4945964
#> 953 -0.6758799673 0.001 30.888607 2 0.7900461 0.6669244
#> 954 -2.3934600231 0.001 13.783736 1 0.7859254 0.6635065
#> 955 0.1255486949 0.001 42.434741 3 0.5566730 0.4727708
#> 956 0.6185541787 0.001 49.099830 4 0.7626212 0.6111650
#> 957 0.2713999829 0.001 44.482326 4 0.5748338 0.4883204
#> 958 -0.4139832254 0.001 34.622126 2 0.4922855 0.4757434
#> 959 0.7221259501 0.001 50.392320 4 0.7224351 0.5764334
#> 960 0.4819152454 0.001 47.331721 4 0.7456496 0.5941753
#> 961 0.1121141620 0.001 42.243707 3 0.5696211 0.4749648
#> 962 -0.8709011073 0.001 28.216800 2 0.9164648 0.8463916
#> 963 -0.5339051640 0.001 32.896970 2 0.6418229 0.5332578
#> 964 1.1906832401 0.001 55.675391 5 0.7269584 0.6024028
#> 965 -0.3825694779 0.001 35.077091 3 0.5163499 0.4719263
#> 966 -0.8616589904 0.001 28.340661 2 0.9124903 0.8398076
#> 967 0.9796699279 0.001 53.414234 4 0.4889953 0.4927005
#> 968 -0.1782422963 0.001 38.050731 3 0.6713036 0.5098649
#> 969 1.0469892678 0.001 54.157078 5 0.5796176 0.5091526
#> 970 0.2811391349 0.001 44.617126 4 0.5855661 0.4920959
#> 971 -1.2880536969 0.001 22.999102 2 0.9366384 0.8807174
#> 972 0.0333280321 0.001 41.116652 3 0.6341304 0.4940350
#> 973 -0.2569994350 0.001 36.903141 3 0.6294988 0.4905214
#> 974 1.3894112125 0.001 57.620990 5 0.8734833 0.7789418
#> 975 -0.9968504403 0.001 26.560765 2 0.9533545 0.9104294
#> 976 1.8872956517 0.001 61.681737 5 0.9916203 0.9833811
#> 977 -1.4277779160 0.001 21.444582 2 0.8826830 0.7925043
#> 978 -0.3788338053 0.001 35.131260 3 0.5202826 0.4717628
#> 979 2.9048924184 0.001 66.606983 5 0.9999951 0.9999901
#> 980 -0.5651496356 0.001 32.451344 2 0.6779247 0.5584386
#> 981 0.7438276158 0.001 50.657683 4 0.7089055 0.5659957
#> 982 1.3977206450 0.001 57.698377 5 0.8780097 0.7857494
#> 983 0.8343820028 0.001 51.743971 4 0.6371082 0.5219579
#> 984 0.2773495254 0.001 44.564705 4 0.5814117 0.4905913
#> 985 -0.7339024885 0.001 30.081792 2 0.8373180 0.7268249
#> 986 0.3338417043 0.001 45.341892 4 0.6399927 0.5169713
#> 987 0.9713574552 0.001 53.321131 4 0.4979877 0.4920866
#> 988 -2.1352394760 0.001 15.317071 1 0.6404901 0.5394722
#> 989 0.7055119999 0.001 50.187875 4 0.7316791 0.5839457
#> 990 -0.2176876937 0.001 37.475998 3 0.6538016 0.5008981
#> 991 1.5535784532 0.001 59.090001 5 0.9420103 0.8907435
#> 992 1.1082728710 0.001 54.815906 5 0.6457675 0.5407687
#> 993 -0.9111795827 0.001 27.680597 2 0.9316643 0.8721373
#> 994 0.6079440784 0.001 48.965045 4 0.7642503 0.6126475
#> 995 -0.1731311870 0.001 38.125178 3 0.6730331 0.5108264
#> 996 0.5554467733 0.001 48.291829 4 0.7650508 0.6129825
#> 997 -0.7452989644 0.001 29.924421 2 0.8456237 0.7382342
#> 998 -0.1057905389 0.001 39.104957 3 0.6836640 0.5173404
#> 999 0.1312222453 0.001 42.515306 3 0.5510663 0.4719887
#> 1000 0.2365478775 0.001 43.997825 4 0.5351106 0.4774468
#>
#> $prob.level
#> theta weights true.score level p.level.1 p.level.2
#> 1 -1.7022049518 0.001 18.717514 2 2.990008e-01 7.008326e-01
#> 2 1.9309372265 0.001 61.981491 5 3.690647e-35 1.151939e-13
#> 3 -0.6884935308 0.001 30.712445 2 3.794779e-04 8.010280e-01
#> 4 -0.9641337052 0.001 26.984971 2 6.135866e-03 9.466894e-01
#> 5 -4.0000000000 0.001 9.528758 1 9.884966e-01 1.150344e-02
#> 6 -0.2909987604 0.001 36.407925 3 1.366549e-06 3.380423e-01
#> 7 -0.4891721357 0.001 33.537982 2 2.895130e-05 5.875934e-01
#> 8 -0.5821356777 0.001 32.209873 2 1.021730e-04 6.968174e-01
#> 9 -0.0892825678 0.001 39.344712 3 3.631147e-08 1.398685e-01
#> 10 0.0693812937 0.001 41.633755 3 1.445277e-09 5.399933e-02
#> 11 -0.5200343565 0.001 33.095374 2 4.453291e-05 6.252945e-01
#> 12 -1.7154652250 0.001 18.597032 2 3.095883e-01 6.902632e-01
#> 13 -0.5515079142 0.001 32.645684 2 6.824438e-05 6.623666e-01
#> 14 -0.4079631799 0.001 34.709234 2 8.802724e-06 4.845596e-01
#> 15 -0.3017794362 0.001 36.250984 3 1.634514e-06 3.509808e-01
#> 16 -0.8402473446 0.001 28.628759 2 1.954147e-03 9.025576e-01
#> 17 1.1602975497 0.001 55.362042 5 9.266468e-23 1.529934e-07
#> 18 0.3379523273 0.001 45.398078 4 2.969282e-12 6.236879e-03
#> 19 0.3853838696 0.001 46.042620 4 9.069604e-13 3.965248e-03
#> 20 -0.2346782158 0.001 37.228396 3 5.233140e-07 2.736047e-01
#> 21 0.3493597292 0.001 45.553729 4 2.238036e-12 5.604097e-03
#> 22 2.1271587725 0.001 63.220146 5 1.309572e-38 2.117783e-15
#> 23 0.8859829962 0.001 52.347562 4 6.691897e-19 9.708400e-06
#> 24 -0.2833308148 0.001 36.519581 3 1.202036e-06 3.289456e-01
#> 25 -1.3141771454 0.001 22.700335 2 6.706463e-02 9.288048e-01
#> 26 -0.8049597496 0.001 29.106942 2 1.367113e-03 8.839073e-01
#> 27 0.0539574844 0.001 41.412797 3 2.005554e-09 5.985365e-02
#> 28 0.1434565567 0.001 42.688807 3 2.872174e-10 3.190915e-02
#> 29 0.1955349967 0.001 43.423660 3 8.845637e-11 2.135842e-02
#> 30 0.6062732061 0.001 48.943779 4 2.540319e-15 3.656023e-04
#> 31 0.6412433867 0.001 49.386599 4 9.507924e-16 2.407982e-04
#> 32 1.9631257838 0.001 62.196850 5 1.018139e-35 6.029395e-14
#> 33 -0.2364071734 0.001 37.203201 3 5.392929e-07 2.754938e-01
#> 34 -1.2760793477 0.001 23.137267 2 5.458835e-02 9.398814e-01
#> 35 -0.6227160164 0.001 31.635442 2 1.713255e-04 7.395894e-01
#> 36 -0.5986602487 0.001 31.975532 2 1.264179e-04 7.146519e-01
#> 37 -0.0279521619 0.001 40.233274 3 1.085377e-08 9.955831e-02
#> 38 -0.8038382718 0.001 29.122206 2 1.351363e-03 8.832668e-01
#> 39 0.7713440944 0.001 50.991372 4 2.176286e-17 4.645193e-05
#> 40 -0.9108408363 0.001 27.685082 2 3.828942e-03 9.315505e-01
#> 41 0.2385919179 0.001 44.026330 4 3.255704e-11 1.502651e-02
#> 42 -0.1825635620 0.001 37.987784 3 2.075554e-07 2.197335e-01
#> 43 0.6255520547 0.001 49.188490 4 1.480283e-15 2.908054e-04
#> 44 -2.0376729826 0.001 15.988955 1 5.706236e-01 4.293675e-01
#> 45 -0.3395978855 0.001 35.700911 3 3.027163e-06 3.975439e-01
#> 46 0.5578369336 0.001 48.322705 4 9.681892e-15 6.404303e-04
#> 47 -0.7302539517 0.001 30.132253 2 6.119833e-04 8.345909e-01
#> 48 0.1511899391 0.001 42.798313 3 2.416578e-10 3.011223e-02
#> 49 0.5000714106 0.001 47.570602 4 4.607309e-14 1.215883e-03
#> 50 -0.9458442007 0.001 27.223994 2 5.237093e-03 9.421095e-01
#> 51 -0.7503662076 0.001 29.854570 2 7.647142e-04 8.492135e-01
#> 52 0.2124430222 0.001 43.660874 4 5.990645e-11 1.864341e-02
#> 53 0.5732078564 0.001 48.520759 4 6.350927e-15 5.372680e-04
#> 54 1.6668268867 0.001 60.029092 5 1.107818e-30 2.015274e-11
#> 55 -0.4444787127 0.001 34.181514 2 1.519159e-05 5.313160e-01
#> 56 0.8088481717 0.001 51.441130 4 7.075811e-18 2.815980e-05
#> 57 0.5020022598 0.001 47.595937 4 4.375995e-14 1.190687e-03
#> 58 -1.1626926431 0.001 24.482303 2 2.745708e-02 9.598170e-01
#> 59 -0.5667656091 0.001 32.428347 2 8.356240e-05 6.797455e-01
#> 60 -0.2860047166 0.001 36.480643 3 1.257132e-06 3.321073e-01
#> 61 0.2884790635 0.001 44.718544 4 9.933898e-12 9.777876e-03
#> 62 0.9240691857 0.001 52.785768 4 2.040456e-19 5.640630e-06
#> 63 1.0720266145 0.001 54.428257 5 1.755145e-21 6.171235e-07
#> 64 -0.0717255833 0.001 39.599456 3 2.582659e-08 1.273479e-01
#> 65 1.1436085251 0.001 55.188169 5 1.625354e-22 1.999740e-07
#> 66 0.4580129736 0.001 47.015473 4 1.399490e-13 1.902405e-03
#> 67 1.8738825169 0.001 61.587802 5 3.561060e-34 3.597182e-13
#> 68 -1.5712046066 0.001 19.964037 2 2.013767e-01 7.981120e-01
#> 69 0.5664127254 0.001 48.433313 4 7.654882e-15 5.807991e-04
#> 70 0.6940112264 0.001 50.045698 4 2.102132e-16 1.256886e-04
#> 71 -0.4933561038 0.001 33.477888 2 3.071325e-05 5.927710e-01
#> 72 0.2686389635 0.001 44.444063 4 1.598653e-11 1.163329e-02
#> 73 -0.6339236455 0.001 31.477438 2 1.969147e-04 7.507724e-01
#> 74 -0.2980534856 0.001 36.305220 3 1.536690e-06 3.464901e-01
#> 75 0.0368273385 0.001 41.166934 3 2.875440e-09 6.692451e-02
#> 76 -0.7890783660 0.001 29.323474 2 1.158659e-03 8.745587e-01
#> 77 -0.9240196595 0.001 27.510931 2 4.314846e-03 9.358090e-01
#> 78 -0.2744714166 0.001 36.648611 3 1.035484e-06 3.185525e-01
#> 79 0.7012595036 0.001 50.135366 4 1.704385e-16 1.147371e-04
#> 80 -0.3763691405 0.001 35.167006 3 5.415166e-06 4.440825e-01
#> 81 0.1615660269 0.001 42.945035 3 1.914435e-10 2.783401e-02
#> 82 -1.1411919388 0.001 24.744594 2 2.378605e-02 9.614053e-01
#> 83 -0.5514558145 0.001 32.646427 2 6.819687e-05 6.623066e-01
#> 84 1.3828033611 0.001 57.559221 5 4.031230e-26 3.624689e-09
#> 85 0.1143165717 0.001 42.275049 3 5.468768e-10 3.949314e-02
#> 86 0.8647777675 0.001 52.100889 4 1.287856e-18 1.307151e-05
#> 87 -0.5144629624 0.001 33.175160 2 4.123866e-05 6.185780e-01
#> 88 1.8122128418 0.001 61.144936 5 4.030720e-33 1.215195e-12
#> 89 -1.0098501462 0.001 26.393439 2 8.976054e-03 9.554773e-01
#> 90 -1.0101797555 0.001 26.389206 2 8.999992e-03 9.555273e-01
#> 91 0.2347386092 0.001 43.972586 4 3.563721e-11 1.551817e-02
#> 92 -1.1121098227 0.001 25.102891 2 1.945242e-02 9.624335e-01
#> 93 0.6650023440 0.001 49.684727 4 4.838002e-16 1.802213e-04
#> 94 0.4466786715 0.001 46.864819 4 1.881225e-13 2.140348e-03
#> 95 1.1529548682 0.001 55.285697 5 1.186930e-22 1.721641e-07
#> 96 -0.0906153575 0.001 39.325363 3 3.725686e-08 1.408515e-01
#> 97 0.7191538675 0.001 50.355829 4 1.012956e-16 9.143935e-05
#> 98 -0.7248895338 0.001 30.206513 2 5.762109e-04 8.305213e-01
#> 99 -0.5719864918 0.001 32.354083 2 8.949851e-05 6.855949e-01
#> 100 -1.4214635888 0.001 21.512487 2 1.124787e-01 8.857543e-01
#> 101 1.8171937550 0.001 61.181377 5 3.316489e-33 1.102000e-12
#> 102 0.4171888704 0.001 46.470801 4 4.032429e-13 2.892159e-03
#> 103 1.3925505433 0.001 57.650265 5 2.842817e-26 3.055247e-09
#> 104 -0.3555330429 0.001 35.469407 3 3.903170e-06 4.175973e-01
#> 105 -0.0875657737 0.001 39.369634 3 3.512777e-08 1.386089e-01
#> 106 0.5386438878 0.001 48.074168 4 1.632837e-14 7.951164e-04
#> 107 -0.5907597074 0.001 32.087501 2 1.142297e-04 7.061942e-01
#> 108 0.5707716354 0.001 48.489427 4 6.791108e-15 5.525126e-04
#> 109 -1.5995551650 0.001 19.685630 2 2.212032e-01 7.783947e-01
#> 110 1.1730627818 0.001 55.494189 5 6.018280e-23 1.244987e-07
#> 111 0.0594723790 0.001 41.491849 3 1.784482e-09 5.770590e-02
#> 112 -0.2282165732 0.001 37.322561 3 4.675148e-07 2.665996e-01
#> 113 -0.7618224647 0.001 29.696927 2 8.663489e-04 8.570959e-01
#> 114 0.7392782460 0.001 50.602214 4 5.618317e-17 7.061273e-05
#> 115 -1.3426338847 0.001 22.379076 2 7.760365e-02 9.190863e-01
#> 116 -1.6328115022 0.001 19.365116 2 2.454677e-01 7.542296e-01
#> 117 -0.5967424293 0.001 32.002700 2 1.233535e-04 7.126107e-01
#> 118 -0.1511206466 0.001 38.445670 3 1.167923e-07 1.903355e-01
#> 119 0.3800954605 0.001 45.971107 4 1.036586e-12 4.175017e-03
#> 120 1.1583509760 0.001 55.341826 5 9.895500e-23 1.578628e-07
#> 121 -0.1651241418 0.001 38.241788 3 1.511187e-07 2.031254e-01
#> 122 0.6843520411 0.001 49.925878 4 2.777503e-16 1.418261e-04
#> 123 0.1107280282 0.001 42.223976 3 5.915710e-10 4.052107e-02
#> 124 -1.7020019755 0.001 18.719366 2 2.988395e-01 7.009937e-01
#> 125 -0.7572257527 0.001 29.760133 2 8.241917e-04 8.539720e-01
#> 126 2.0386411786 0.001 62.683197 5 4.843747e-37 1.303145e-14
#> 127 -0.0229506622 0.001 40.305558 3 9.814734e-09 9.668734e-02
#> 128 1.8451084370 0.001 61.383417 5 1.108227e-33 6.359464e-13
#> 129 -1.5602818163 0.001 20.072567 2 1.939667e-01 8.054726e-01
#> 130 -0.1495995613 0.001 38.467811 3 1.135514e-07 1.889759e-01
#> 131 1.1381962380 0.001 55.131513 5 1.949118e-22 2.180287e-07
#> 132 0.0166763561 0.001 40.877129 3 4.371898e-09 7.604725e-02
#> 133 -0.8911150123 0.001 27.946963 2 3.190594e-03 9.245172e-01
#> 134 1.5737691530 0.001 59.261897 5 3.715026e-29 1.156500e-10
#> 135 -0.2763618779 0.001 36.621076 3 1.069060e-06 3.207594e-01
#> 136 0.5746388483 0.001 48.539152 4 6.105599e-15 5.284975e-04
#> 137 0.2067921326 0.001 43.581672 4 6.826762e-11 1.951604e-02
#> 138 0.5154479493 0.001 47.771990 4 3.053292e-14 1.028160e-03
#> 139 -1.2300685118 0.001 23.675156 2 4.187775e-02 9.503151e-01
#> 140 0.2918937896 0.001 44.765675 4 9.148324e-12 9.486198e-03
#> 141 1.0509400070 0.001 54.200053 5 3.503827e-21 8.542059e-07
#> 142 -0.4952065711 0.001 33.451319 2 3.152413e-05 5.950548e-01
#> 143 1.4631048426 0.001 58.296072 5 2.213895e-27 8.724111e-10
#> 144 1.4798593004 0.001 58.446007 5 1.200067e-27 6.451817e-10
#> 145 -0.9755997806 0.001 26.835804 2 6.764093e-03 9.492447e-01
#> 146 -0.7892710772 0.001 29.320842 2 1.161008e-03 8.746758e-01
#> 147 -1.6668486752 0.001 19.043885 2 2.712903e-01 7.284837e-01
#> 148 -0.1369610929 0.001 38.651734 3 8.977171e-08 1.779079e-01
#> 149 -0.7993672624 0.001 29.183100 2 1.290171e-03 8.806839e-01
#> 150 -1.2365674340 0.001 23.598514 2 4.352403e-02 9.490360e-01
#> 151 0.2554964500 0.001 44.261644 4 2.185062e-11 1.302522e-02
#> 152 0.6880108688 0.001 49.971309 4 2.499632e-16 1.354956e-04
#> 153 -0.5669903912 0.001 32.425148 2 8.381025e-05 6.799984e-01
#> 154 -0.6444205575 0.001 31.329719 2 2.240257e-04 7.609865e-01
#> 155 -0.0252074559 0.001 40.272946 3 1.027106e-08 9.797522e-02
#> 156 0.9625520092 0.001 53.222178 4 6.051523e-20 3.222280e-06
#> 157 -0.1086330893 0.001 39.063653 3 5.261713e-08 1.545949e-01
#> 158 -2.1920906425 0.001 14.949662 1 6.775955e-01 3.224022e-01
#> 159 0.2624061956 0.001 44.357610 4 1.854514e-11 1.227635e-02
#> 160 -0.0503144828 0.001 39.909732 3 1.695351e-08 1.131511e-01
#> 161 -2.1735765468 0.001 15.067399 1 6.658205e-01 3.341767e-01
#> 162 1.0130126744 0.001 53.784648 5 1.201401e-20 1.520632e-06
#> 163 -2.0118085373 0.001 16.176022 1 5.509366e-01 4.490523e-01
#> 164 0.6433192230 0.001 49.412735 4 8.965206e-16 2.348240e-04
#> 165 -0.7173440667 0.001 30.311103 2 5.290999e-04 8.246763e-01
#> 166 -0.4930868711 0.001 33.481755 2 3.059692e-05 5.924384e-01
#> 167 -0.9423059955 0.001 27.270386 2 5.076959e-03 9.411505e-01
#> 168 1.2001501397 0.001 55.772165 5 2.396040e-23 8.010650e-08
#> 169 -0.8976681491 0.001 27.859804 2 3.391496e-03 9.269428e-01
#> 170 0.7476362947 0.001 50.704056 4 4.392576e-17 6.336246e-05
#> 171 -0.7008227417 0.001 30.540658 2 4.379275e-04 8.113855e-01
#> 172 0.1810295858 0.001 43.219605 3 1.232218e-10 2.394803e-02
#> 173 -0.4239216750 0.001 34.478409 2 1.119681e-05 5.050324e-01
#> 174 -0.3653165302 0.001 35.327371 3 4.554968e-06 4.300022e-01
#> 175 0.5024455846 0.001 47.601752 4 4.324520e-14 1.184971e-03
#> 176 1.1655581751 0.001 55.416590 5 7.758011e-23 1.405541e-07
#> 177 -1.1334178271 0.001 24.839979 2 2.255886e-02 9.618068e-01
#> 178 0.2010601028 0.001 43.501252 4 7.790988e-11 2.043651e-02
#> 179 1.9935985612 0.001 62.396279 5 2.991075e-36 3.256451e-14
#> 180 -0.8336619553 0.001 28.717683 2 1.830079e-03 8.992952e-01
#> 181 -1.8424169482 0.001 17.496566 2 4.139997e-01 5.859512e-01
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#> 407 -0.0166447984 0.001 40.396650 3 8.641305e-09 9.315428e-02
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#> 628 2.2827887671 0.001 64.080694 5 2.081047e-41 8.271113e-17
#> 629 -0.2117296978 0.001 37.562821 3 3.497770e-07 2.491309e-01
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#> 631 0.4598028021 0.001 47.039223 4 1.335432e-13 1.867126e-03
#> 632 0.2542445259 0.001 44.244243 4 2.250828e-11 1.316506e-02
#> 633 -1.3480604673 0.001 22.318315 2 7.973503e-02 9.170928e-01
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#> 856 0.3381859469 0.001 45.401270 4 2.952186e-12 6.223306e-03
#> 857 0.0285419746 0.001 41.047851 3 3.418195e-09 7.056776e-02
#> 858 0.3188017181 0.001 45.135889 4 4.755775e-12 7.443193e-03
#> 859 -4.0000000000 0.001 9.528758 1 9.884966e-01 1.150344e-02
#> 860 -1.1242948688 0.001 24.952282 2 2.118365e-02 9.621603e-01
#> 861 1.2807040890 0.001 56.579146 5 1.487149e-24 2.098504e-08
#> 862 2.1312592201 0.001 63.244168 5 1.106757e-38 1.945820e-15
#> 863 0.0978693588 0.001 42.040762 3 7.828388e-10 4.438401e-02
#> 864 0.3039163204 0.001 44.931346 4 6.837159e-12 8.519227e-03
#> 865 0.5463465442 0.001 48.174076 4 1.324564e-14 7.292816e-04
#> 866 -1.2283329976 0.001 23.695659 2 4.144614e-02 9.506459e-01
#> 867 -0.4528247214 0.001 34.061130 2 1.716863e-05 5.419343e-01
#> 868 0.7584606738 0.001 50.835524 4 3.190032e-17 5.502030e-05
#> 869 0.6183357996 0.001 49.097060 4 1.812813e-15 3.169398e-04
#> 870 0.0058788437 0.001 40.721598 3 5.460577e-09 8.130834e-02
#> 871 0.3236285617 0.001 45.202076 4 4.225175e-12 7.121098e-03
#> 872 -0.1904105795 0.001 37.873465 3 2.391038e-07 2.274469e-01
#> 873 0.9148252131 0.001 52.679984 4 2.726026e-19 6.441837e-06
#> 874 -0.6206874593 0.001 31.664071 2 1.670354e-04 7.375352e-01
#> 875 0.3883892197 0.001 46.083221 4 8.405281e-13 3.850319e-03
#> 876 1.6192295149 0.001 59.641840 5 6.735285e-30 4.951356e-11
#> 877 -0.9299956541 0.001 27.432179 2 4.552217e-03 9.376263e-01
#> 878 -0.7916596707 0.001 29.288225 2 1.190474e-03 8.761193e-01
#> 879 0.3933397836 0.001 46.150037 4 7.413611e-13 3.667539e-03
#> 880 1.1060805855 0.001 54.792626 5 5.694042e-22 3.626400e-07
#> 881 2.9049064487 0.001 66.607026 5 5.382331e-53 1.285234e-22
#> 882 0.5839894620 0.001 48.659149 4 4.717152e-15 4.743949e-04
#> 883 0.1036763466 0.001 42.123541 3 6.899880e-10 4.260426e-02
#> 884 -0.1291133296 0.001 38.765897 3 7.750281e-08 1.712415e-01
#> 885 -1.3766827005 0.001 22.000522 2 9.163199e-02 9.058378e-01
#> 886 3.1421694789 0.001 67.265181 5 1.576865e-57 7.037511e-25
#> 887 -1.4113707165 0.001 21.621497 2 1.075415e-01 8.905416e-01
#> 888 0.3055476821 0.001 44.953795 4 6.571363e-12 8.394952e-03
#> 889 0.7318901963 0.001 50.511953 4 6.979260e-17 7.767175e-05
#> 890 1.1871834018 0.001 55.639511 5 3.726846e-23 9.899232e-08
#> 891 0.0389265154 0.001 41.197088 3 2.751808e-09 6.602489e-02
#> 892 0.4185586422 0.001 46.489167 4 3.893021e-13 2.852512e-03
#> 893 0.1950554973 0.001 43.416922 3 8.943475e-11 2.144007e-02
#> 894 0.9884105776 0.001 53.511807 4 2.651208e-20 2.198140e-06
#> 895 -0.6662360586 0.001 31.023569 2 2.916529e-04 7.813891e-01
#> 896 1.3217025777 0.001 56.978475 5 3.532027e-25 1.044663e-08
#> 897 -1.2882261543 0.001 22.997118 2 5.836791e-02 9.365901e-01
#> 898 0.2013237295 0.001 43.504952 4 7.743861e-11 2.039338e-02
#> 899 0.1332829553 0.001 42.544552 3 3.600704e-10 3.440723e-02
#> 900 0.2926797570 0.001 44.776518 4 8.976305e-12 9.420155e-03
#> 901 -1.2435414888 0.001 23.516511 2 4.534399e-02 9.475923e-01
#> 902 -0.1787587194 0.001 38.043209 3 1.937369e-07 2.160467e-01
#> 903 0.7953145558 0.001 51.279507 4 1.063209e-17 3.377877e-05
#> 904 0.4713526297 0.001 47.192214 4 9.860894e-14 1.653507e-03
#> 905 0.7703903426 0.001 50.979858 4 2.238915e-17 4.703994e-05
#> 906 -0.4641634269 0.001 33.897730 2 2.024446e-05 5.562916e-01
#> 907 -0.0731274917 0.001 39.579125 3 2.654279e-08 1.283184e-01
#> 908 -1.6542132402 0.001 19.162329 2 2.615974e-01 7.381506e-01
#> 909 1.6274653914 0.001 59.709620 5 4.934640e-30 4.241395e-11
#> 910 -1.2745519560 0.001 23.154945 2 5.412596e-02 9.402793e-01
#> 911 1.1249609071 0.001 54.992412 5 3.035563e-22 2.691218e-07
#> 912 1.3014329357 0.001 56.782012 5 7.203107e-25 1.476765e-08
#> 913 -0.1668918854 0.001 38.216045 3 1.560867e-07 2.047748e-01
#> 914 0.7891825346 0.001 51.206025 4 1.277794e-17 3.666337e-05
#> 915 0.2104308946 0.001 43.632681 4 6.276211e-11 1.895023e-02
#> 916 -0.6162989578 0.001 31.726038 2 1.580911e-04 7.330600e-01
#> 917 -1.6865727649 0.001 18.860894 2 2.866494e-01 7.131599e-01
#> 918 0.4534207583 0.001 46.954487 4 1.577980e-13 1.995730e-03
#> 919 0.9692386872 0.001 53.297352 4 4.891784e-20 2.920233e-06
#> 920 -0.5386559406 0.001 32.829095 2 5.741353e-05 6.474169e-01
#> 921 -0.1591978847 0.001 38.328080 3 1.355488e-07 1.976527e-01
#> 922 -0.6589465688 0.001 31.125737 2 2.672158e-04 7.746972e-01
#> 923 0.1912015888 0.001 43.362752 3 9.769145e-11 2.210595e-02
#> 924 -0.4865636911 0.001 33.575461 2 2.790125e-05 5.843562e-01
#> 925 -1.5169203187 0.001 20.510325 2 1.659027e-01 8.332908e-01
#> 926 -1.2238381997 0.001 23.748833 2 4.034386e-02 9.514813e-01
#> 927 0.7834067841 0.001 51.136669 4 1.518805e-17 3.959419e-05
#> 928 -0.6445053229 0.001 31.328528 2 2.242579e-04 7.610679e-01
#> 929 -1.5129393324 0.001 20.551067 2 1.634393e-01 8.357269e-01
#> 930 0.7767960205 0.001 51.057116 4 1.850112e-17 4.322291e-05
#> 931 1.3677395557 0.001 57.417648 5 6.904861e-26 4.715251e-09
#> 932 -0.5181648736 0.001 33.122140 2 4.340106e-05 6.230455e-01
#> 933 -1.3258011386 0.001 22.568575 2 7.124108e-02 9.249843e-01
#> 934 -0.3788122246 0.001 35.131573 3 5.625046e-06 4.472026e-01
#> 935 -1.7707748473 0.001 18.105800 2 3.546028e-01 6.453053e-01
#> 936 0.8295082817 0.001 51.686379 4 3.785777e-18 2.127018e-05
#> 937 0.0736290082 0.001 41.694535 3 1.319877e-09 5.246917e-02
#> 938 0.9758288268 0.001 53.371250 4 3.964686e-20 2.649396e-06
#> 939 1.8480571233 0.001 61.404542 5 9.867591e-34 5.999621e-13
#> 940 -0.0133681029 0.001 40.443964 3 8.086421e-09 9.135625e-02
#> 941 -1.1958454193 0.001 24.082300 2 3.397062e-02 9.559977e-01
#> 942 -0.7395126869 0.001 30.004275 2 6.784846e-04 8.414469e-01
#> 943 0.7502452471 0.001 50.735787 4 4.067113e-17 6.124823e-05
#> 944 -0.6788508742 0.001 30.847078 2 3.388260e-04 7.926676e-01
#> 945 -1.0163828907 0.001 26.309622 2 9.460613e-03 9.564342e-01
#> 946 0.0251941707 0.001 40.999704 3 3.664630e-09 7.208222e-02
#> 947 -0.8226211656 0.001 28.867096 2 1.637680e-03 8.936027e-01
#> 948 -0.8554401885 0.001 28.424172 2 2.269174e-03 9.097106e-01
#> 949 0.0323880653 0.001 41.103143 3 3.154906e-09 6.885810e-02
#> 950 0.0850243946 0.001 41.857430 3 1.033458e-09 4.853362e-02
#> 951 -0.0793214381 0.001 39.489277 3 2.994337e-08 1.326669e-01
#> 952 0.2872075816 0.001 44.700987 4 1.024297e-11 9.888478e-03
#> 953 -0.6758799673 0.001 30.888607 2 3.271278e-04 7.900461e-01
#> 954 -2.3934600231 0.001 13.783736 1 7.859254e-01 2.140741e-01
#> 955 0.1255486949 0.001 42.434741 3 4.272104e-10 3.641213e-02
#> 956 0.6185541787 0.001 49.099830 4 1.801745e-15 3.161176e-04
#> 957 0.2713999829 0.001 44.482326 4 1.496668e-11 1.135794e-02
#> 958 -0.4139832254 0.001 34.622126 2 9.642614e-06 4.922855e-01
#> 959 0.7221259501 0.001 50.392320 4 9.287698e-17 8.803353e-05
#> 960 0.4819152454 0.001 47.331721 4 7.462170e-14 1.478026e-03
#> 961 0.1121141620 0.001 42.243707 3 5.739009e-10 4.012147e-02
#> 962 -0.8709011073 0.001 28.216800 2 2.634917e-03 9.164648e-01
#> 963 -0.5339051640 0.001 32.896970 2 5.383250e-05 6.418229e-01
#> 964 1.1906832401 0.001 55.675391 5 3.308478e-23 9.350512e-08
#> 965 -0.3825694779 0.001 35.077091 3 5.962919e-06 4.520056e-01
#> 966 -0.8616589904 0.001 28.340661 2 2.410526e-03 9.124903e-01
#> 967 0.9796699279 0.001 53.414234 4 3.506946e-20 2.502906e-06
#> 968 -0.1782422963 0.001 38.050731 3 1.919309e-07 2.155490e-01
#> 969 1.0469892678 0.001 54.157078 5 3.986384e-21 9.075329e-07
#> 970 0.2811391349 0.001 44.617126 4 1.185256e-11 1.043161e-02
#> 971 -1.2880536969 0.001 22.999102 2 5.831297e-02 9.366384e-01
#> 972 0.0333280321 0.001 41.116652 3 3.093615e-09 6.844514e-02
#> 973 -0.2569994350 0.001 36.903141 3 7.693212e-07 2.984512e-01
#> 974 1.3894112125 0.001 57.620990 5 3.181584e-26 3.228334e-09
#> 975 -0.9968504403 0.001 26.560765 2 8.073755e-03 9.533545e-01
#> 976 1.8872956517 0.001 61.681737 5 2.093842e-34 2.755211e-13
#> 977 -1.4277779160 0.001 21.444582 2 1.156381e-01 8.826830e-01
#> 978 -0.3788338053 0.001 35.131260 3 5.626934e-06 4.472302e-01
#> 979 2.9048924184 0.001 66.606983 5 5.385637e-53 1.285628e-22
#> 980 -0.5651496356 0.001 32.451344 2 8.180050e-05 6.779247e-01
#> 981 0.7438276158 0.001 50.657683 4 4.914373e-17 6.657390e-05
#> 982 1.3977206450 0.001 57.698377 5 2.361263e-26 2.789835e-09
#> 983 0.8343820028 0.001 51.743971 4 3.264290e-18 1.989794e-05
#> 984 0.2773495254 0.001 44.564705 4 1.298061e-11 1.078389e-02
#> 985 -0.7339024885 0.001 30.081792 2 6.374502e-04 8.373180e-01
#> 986 0.3338417043 0.001 45.341892 4 3.286447e-12 6.480047e-03
#> 987 0.9713574552 0.001 53.321131 4 4.572443e-20 2.830366e-06
#> 988 -2.1352394760 0.001 15.317071 1 6.404901e-01 3.595061e-01
#> 989 0.7055119999 0.001 50.187875 4 1.506627e-16 1.087390e-04
#> 990 -0.2176876937 0.001 37.475998 3 3.886002e-07 2.553752e-01
#> 991 1.5535784532 0.001 59.090001 5 7.889820e-29 1.680101e-10
#> 992 1.1082728710 0.001 54.815906 5 5.293925e-22 3.503408e-07
#> 993 -0.9111795827 0.001 27.680597 2 3.840809e-03 9.316643e-01
#> 994 0.6079440784 0.001 48.965045 4 2.424565e-15 3.584673e-04
#> 995 -0.1731311870 0.001 38.125178 3 1.749070e-07 2.106582e-01
#> 996 0.5554467733 0.001 48.291829 4 1.033543e-14 6.580381e-04
#> 997 -0.7452989644 0.001 29.924421 2 7.232951e-04 8.456237e-01
#> 998 -0.1057905389 0.001 39.104957 3 4.984212e-08 1.523706e-01
#> 999 0.1312222453 0.001 42.515306 3 3.768808e-10 3.493233e-02
#> 1000 0.2365478775 0.001 43.997825 4 3.415705e-11 1.528562e-02
#> p.level.3 p.level.4 p.level.5
#> 1 1.665621e-04 2.076433e-08 5.626280e-15
#> 2 2.245001e-07 6.320685e-03 9.936791e-01
#> 3 1.960280e-01 2.564337e-03 1.825613e-07
#> 4 4.701887e-02 1.558211e-04 2.061331e-09
#> 5 1.031158e-11 2.984380e-18 2.084213e-27
#> 6 6.035741e-01 5.832965e-02 5.251624e-05
#> 7 3.981098e-01 1.426425e-02 3.592702e-06
#> 8 2.964405e-01 6.639019e-03 9.243494e-07
#> 9 6.827529e-01 1.767999e-01 5.786388e-04
#> 10 6.072825e-01 3.357543e-01 2.963889e-03
#> 11 3.635138e-01 1.114496e-02 2.304362e-06
#> 12 1.484921e-04 1.757754e-08 4.486776e-15
#> 13 3.289617e-01 8.601988e-03 1.455132e-06
#> 14 4.890493e-01 2.637119e-02 1.118451e-05
#> 15 5.945083e-01 5.446348e-02 4.574854e-05
#> 16 9.490851e-02 5.797787e-04 1.615472e-08
#> 17 1.516324e-03 3.002466e-01 6.982369e-01
#> 18 3.220027e-01 6.439389e-01 2.782142e-02
#> 19 2.716922e-01 6.857413e-01 3.860132e-02
#> 20 6.440954e-01 8.219308e-02 1.062932e-04
#> 21 3.096054e-01 6.546341e-01 3.015635e-02
#> 22 1.669111e-08 1.668971e-03 9.983310e-01
#> 23 1.570081e-02 5.876215e-01 3.966679e-01
#> 24 6.097849e-01 6.121042e-02 5.789722e-05
#> 25 4.127950e-03 2.636103e-06 4.840329e-12
#> 26 1.138958e-01 8.297405e-04 2.868863e-08
#> 27 6.193705e-01 3.182215e-01 2.554324e-03
#> 28 5.387175e-01 4.235012e-01 5.872137e-03
#> 29 4.829555e-01 4.864727e-01 9.213360e-03
#> 30 9.779960e-02 7.644624e-01 1.373724e-01
#> 31 8.035998e-02 7.575220e-01 1.618772e-01
#> 32 1.475332e-07 5.115520e-03 9.948843e-01
#> 33 6.430382e-01 8.136347e-02 1.040584e-04
#> 34 5.526069e-03 4.191630e-06 9.441890e-12
#> 35 2.555772e-01 4.661554e-03 5.019380e-07
#> 36 2.794641e-01 5.756838e-03 7.217769e-07
#> 37 6.673370e-01 2.319867e-01 1.117963e-03
#> 38 1.145426e-01 8.391451e-04 2.921420e-08
#> 39 3.566175e-02 6.895393e-01 2.747525e-01
#> 40 6.434355e-02 2.770153e-04 5.035977e-09
#> 41 4.343627e-01 5.374893e-01 1.312150e-02
#> 42 6.697430e-01 1.103240e-01 1.992825e-04
#> 43 8.786537e-02 7.612817e-01 1.505622e-01
#> 44 8.871718e-06 3.245783e-10 2.188306e-17
#> 45 5.599233e-01 4.250178e-02 2.798640e-05
#> 46 1.263924e-01 7.652797e-01 1.076875e-01
#> 47 1.630688e-01 1.728272e-03 9.481253e-08
#> 48 5.307423e-01 4.328572e-01 6.288258e-03
#> 49 1.675871e-01 7.526472e-01 7.854987e-02
#> 50 5.246330e-02 1.901505e-04 2.804154e-09
#> 51 1.485984e-01 1.423380e-03 6.891908e-08
#> 52 4.640448e-01 5.067045e-01 1.060722e-02
#> 53 1.167419e-01 7.661441e-01 1.165767e-01
#> 54 6.212128e-06 3.156128e-02 9.684325e-01
#> 55 4.485310e-01 2.013112e-02 6.752623e-06
#> 56 2.755828e-02 6.595702e-01 3.128434e-01
#> 57 1.660837e-01 7.533072e-01 7.941836e-02
#> 58 1.270969e-02 1.626788e-05 6.840956e-11
#> 59 3.126027e-01 7.567092e-03 1.161632e-06
#> 60 6.076421e-01 6.019331e-02 5.596400e-05
#> 61 3.773402e-01 5.935304e-01 1.935151e-02
#> 62 1.170607e-02 5.484675e-01 4.398208e-01
#> 63 3.399482e-03 3.894820e-01 6.071179e-01
#> 64 6.802605e-01 1.916904e-01 7.011148e-04
#> 65 1.773174e-03 3.163922e-01 6.818345e-01
#> 66 2.024688e-01 7.342925e-01 6.133622e-02
#> 67 4.690781e-07 9.126990e-03 9.908725e-01
#> 68 5.112220e-04 1.078664e-07 5.381463e-14
#> 69 1.209411e-01 7.658915e-01 1.125866e-01
#> 70 5.870014e-02 7.374859e-01 2.036883e-01
#> 71 3.933942e-01 1.380076e-02 3.384115e-06
#> 72 3.999817e-01 5.717590e-01 1.662602e-02
#> 73 2.448111e-01 4.219137e-03 4.232667e-07
#> 74 5.976846e-01 5.577573e-02 4.798792e-05
#> 75 6.317451e-01 2.991705e-01 2.159896e-03
#> 76 1.233099e-01 9.726321e-04 3.707745e-08
#> 77 5.963556e-02 2.406072e-04 4.041909e-09
#> 78 6.167036e-01 6.467805e-02 6.476521e-05
#> 79 5.612860e-02 7.338837e-01 2.098730e-01
#> 80 5.228640e-01 3.303097e-02 1.716598e-05
#> 81 5.198539e-01 4.454248e-01 6.887313e-03
#> 82 1.478769e-02 2.093870e-05 9.937348e-11
#> 83 3.290180e-01 8.605729e-03 1.456248e-06
#> 84 1.602780e-04 1.300444e-01 8.697954e-01
#> 85 5.675314e-01 3.884610e-01 4.514462e-03
#> 86 1.840606e-02 6.085402e-01 3.730407e-01
#> 87 3.697194e-01 1.165885e-02 2.497948e-06
#> 88 1.028623e-06 1.341937e-02 9.865796e-01
#> 89 3.545261e-02 9.404951e-05 9.503331e-10
#> 90 3.537899e-02 9.370438e-05 9.450192e-10
#> 91 4.387594e-01 5.330008e-01 1.272157e-02
#> 92 1.808465e-02 2.937935e-05 1.644260e-10
#> 93 6.994651e-02 7.498802e-01 1.799931e-01
#> 94 2.125518e-01 7.280754e-01 5.723242e-02
#> 95 1.624750e-03 3.073020e-01 6.910730e-01
#> 96 6.828781e-01 1.757001e-01 5.702022e-04
#> 97 5.016667e-02 7.241614e-01 2.255805e-01
#> 98 1.670831e-01 1.819295e-03 1.031938e-07
#> 99 3.070750e-01 7.239529e-03 1.075071e-06
#> 100 1.766256e-03 7.022036e-07 7.362547e-13
#> 101 9.658588e-07 1.301417e-02 9.869849e-01
#> 102 2.400733e-01 7.094867e-01 4.754785e-02
#> 103 1.443162e-04 1.246478e-01 8.752079e-01
#> 104 5.442226e-01 3.815359e-02 2.267376e-05
#> 105 6.825783e-01 1.782230e-01 5.896765e-04
#> 106 1.392121e-01 7.627241e-01 9.726872e-02
#> 107 2.875263e-01 6.164457e-03 8.125750e-07
#> 108 1.182353e-01 7.660771e-01 1.151351e-01
#> 109 4.020044e-04 7.552172e-08 3.291089e-14
#> 110 1.343678e-03 2.881685e-01 7.104877e-01
#> 111 6.151481e-01 3.244515e-01 2.694500e-03
#> 112 6.479341e-01 8.535080e-02 1.150528e-04
#> 113 1.407647e-01 1.272936e-03 5.741366e-08
#> 114 4.408753e-02 7.118737e-01 2.439681e-01
#> 115 3.308173e-03 1.860140e-06 2.937308e-12
#> 116 3.026955e-04 4.970143e-08 1.852194e-14
#> 117 2.814117e-01 5.853479e-03 7.428665e-07
#> 118 6.790164e-01 1.303601e-01 2.878928e-04
#> 119 2.771278e-01 6.814431e-01 3.725413e-02
#> 120 1.544394e-03 3.021095e-01 6.963459e-01
#> 121 6.754864e-01 1.211434e-01 2.446479e-04
#> 122 6.227245e-02 7.419767e-01 1.956090e-01
#> 123 5.709295e-01 3.841812e-01 4.368262e-03
#> 124 1.668549e-04 2.081736e-08 5.645824e-15
#> 125 1.438723e-01 1.331422e-03 6.178445e-08
#> 126 5.452018e-08 3.079761e-03 9.969202e-01
#> 127 6.652668e-01 2.368680e-01 1.177880e-03
#> 128 6.776686e-07 1.094248e-02 9.890568e-01
#> 129 5.605902e-04 1.237362e-07 6.506453e-14
#> 130 6.793410e-01 1.313899e-01 2.929977e-04
#> 131 1.864772e-03 3.217103e-01 6.764247e-01
#> 132 6.447882e-01 2.773975e-01 1.767049e-03
#> 133 7.195071e-02 3.414625e-04 6.989694e-09
#> 134 1.878668e-05 5.222107e-02 9.477601e-01
#> 135 6.152509e-01 6.392540e-02 6.323784e-05
#> 136 1.158711e-01 7.661712e-01 1.174292e-01
#> 137 4.703961e-01 4.999656e-01 1.012232e-02
#> 138 1.558570e-01 7.574510e-01 8.566387e-02
#> 139 7.799849e-03 7.301569e-06 2.112887e-11
#> 140 3.734599e-01 5.971973e-01 1.985661e-02
#> 141 4.091620e-03 4.119132e-01 5.839944e-01
#> 142 3.913104e-01 1.360002e-02 3.295637e-06
#> 143 6.653370e-05 9.046691e-02 9.094666e-01
#> 144 5.515124e-05 8.354573e-02 9.163991e-01
#> 145 4.385379e-02 1.374184e-04 1.698613e-09
#> 146 1.231924e-01 9.707675e-04 3.696250e-08
#> 147 2.260010e-04 3.238864e-08 1.030972e-14
#> 148 6.815883e-01 1.401649e-01 3.388039e-04
#> 149 1.171482e-01 8.776437e-04 3.140507e-08
#> 150 7.433202e-03 6.753511e-06 1.885909e-11
#> 151 4.150273e-01 5.569416e-01 1.500588e-02
#> 152 6.089947e-02 7.403176e-01 1.986474e-01
#> 153 3.123639e-01 7.552719e-03 1.157770e-06
#> 154 2.349493e-01 3.839877e-03 3.605520e-07
#> 155 6.662156e-01 2.346586e-01 1.150489e-03
#> 156 8.610847e-03 5.074870e-01 4.838989e-01
#> 157 6.836803e-01 1.612579e-01 4.667893e-04
#> 158 2.322827e-06 5.116131e-11 1.973839e-18
#> 159 4.071155e-01 5.647681e-01 1.584006e-02
#> 160 6.751195e-01 2.108465e-01 8.827666e-04
#> 161 2.724565e-06 6.366029e-11 2.619139e-18
#> 162 5.667547e-03 4.528264e-01 5.415045e-01
#> 163 1.112267e-05 4.445389e-10 3.307193e-17
#> 164 7.940511e-02 7.569471e-01 1.634130e-01
#> 165 1.728396e-01 1.954878e-03 1.162203e-07
#> 166 3.936974e-01 1.383018e-02 3.397178e-06
#> 167 5.357493e-02 1.975789e-04 2.975753e-09
#> 168 1.036181e-03 2.633735e-01 7.355902e-01
#> 169 6.934712e-02 3.186155e-04 6.269548e-09
#> 170 4.174727e-02 7.063681e-01 2.518212e-01
#> 171 1.858913e-01 2.285089e-03 1.506069e-07
#> 172 4.989192e-01 4.689854e-01 8.147419e-03
#> 173 4.714815e-01 2.346595e-02 8.982134e-06
#> 174 5.343018e-01 3.567156e-02 1.990495e-05
#> 175 1.657398e-01 7.534565e-01 7.961876e-02
#> 176 1.442818e-03 2.952399e-01 7.033172e-01
#> 177 1.561143e-02 2.293007e-05 1.137121e-10
#> 178 4.768078e-01 4.931055e-01 9.650206e-03
#> 179 9.889562e-08 4.175914e-03 9.958240e-01
#> 180 9.825446e-02 6.202371e-04 1.799024e-08
#> 181 4.908492e-05 3.588871e-09 5.275355e-16
#> 182 4.427255e-03 2.945055e-06 5.676040e-12
#> 183 1.946186e-01 2.524280e-03 1.778183e-07
#> 184 4.953081e-01 2.749023e-02 1.209817e-05
#> 185 1.224998e-01 9.598224e-04 3.629061e-08
#> 186 1.183120e-01 8.951576e-04 3.242255e-08
#> 187 3.897932e-01 5.816347e-01 1.780731e-02
#> 188 4.190438e-02 7.067529e-01 2.512789e-01
#> 189 7.285243e-05 9.399202e-02 9.059351e-01
#> 190 2.280201e-02 6.360950e-01 3.410834e-01
#> 191 4.568514e-06 2.735232e-02 9.726431e-01
#> 192 4.534768e-01 2.080973e-02 7.180660e-06
#> 193 1.144669e-07 4.498189e-03 9.955017e-01
#> 194 1.283471e-01 7.649872e-01 1.060031e-01
#> 195 1.650161e-01 7.537684e-01 8.004254e-02
#> 196 5.826716e-01 3.691066e-01 3.883749e-03
#> 197 4.413157e-02 7.119728e-01 2.438248e-01
#> 198 2.513023e-01 7.013157e-01 4.413618e-02
#> 199 1.220386e-03 3.990405e-07 3.324353e-13
#> 200 9.504675e-02 5.814206e-04 1.622770e-08
#> 201 1.016656e-09 1.586983e-15 4.500743e-24
#> 202 6.144186e-01 3.255157e-01 2.719024e-03
#> 203 1.285681e-03 2.838459e-01 7.148683e-01
#> 204 2.821220e-04 4.481922e-08 1.607503e-14
#> 205 6.932967e-02 3.184652e-04 6.264907e-09
#> 206 9.618558e-05 1.055504e-01 8.943534e-01
#> 207 3.631156e-01 1.111262e-02 2.292426e-06
#> 208 1.004370e-02 1.102998e-05 3.861979e-11
#> 209 2.343165e-04 1.512736e-01 8.484921e-01
#> 210 3.018720e-01 6.611825e-01 3.171062e-02
#> 211 5.370266e-01 4.254961e-01 5.958819e-03
#> 212 6.375656e-01 7.731173e-02 9.353584e-05
#> 213 6.736712e-01 2.152393e-01 9.285126e-04
#> 214 6.909126e-02 3.164149e-04 6.201758e-09
#> 215 1.691134e-01 7.519644e-01 7.768036e-02
#> 216 3.958804e-08 2.612040e-03 9.973879e-01
#> 217 5.992866e-01 5.645444e-02 4.916933e-05
#> 218 3.839587e-10 2.258229e-04 9.997742e-01
#> 219 5.696989e-01 3.857351e-01 4.420888e-03
#> 220 1.083318e-02 1.249120e-05 4.635937e-11
#> 221 2.959491e-02 6.681173e-01 3.022555e-01
#> 222 6.236852e-03 5.088801e-06 1.250207e-11
#> 223 3.017836e-03 3.754259e-01 6.215558e-01
#> 224 5.288147e-01 3.437688e-02 1.853559e-05
#> 225 2.631274e-01 6.923924e-01 4.082974e-02
#> 226 6.210532e-01 6.701666e-02 6.964226e-05
#> 227 6.239843e-01 6.866990e-02 7.321093e-05
#> 228 3.611820e-02 6.909448e-01 2.728894e-01
#> 229 8.715332e-09 1.187956e-03 9.988120e-01
#> 230 9.090018e-04 2.554195e-07 1.781167e-13
#> 231 3.696421e-01 6.007864e-01 2.036522e-02
#> 232 6.779562e-01 1.272576e-01 2.728483e-04
#> 233 3.871554e-02 6.984778e-01 2.627521e-01
#> 234 5.567194e-03 4.241629e-06 9.605126e-12
#> 235 1.018305e-01 6.651488e-04 2.011726e-08
#> 236 2.986407e-03 1.584744e-06 2.336662e-12
#> 237 1.974657e-01 2.605615e-03 1.875042e-07
#> 238 5.761311e-04 2.132192e-01 7.862046e-01
#> 239 3.160765e-01 7.778533e-03 1.219129e-06
#> 240 1.793046e-01 2.114416e-03 1.323676e-07
#> 241 3.119505e-01 6.526294e-01 2.970027e-02
#> 242 6.197373e-01 6.629521e-02 6.811644e-05
#> 243 2.442849e-01 7.064584e-01 4.623534e-02
#> 244 3.834380e-01 5.877297e-01 1.858105e-02
#> 245 6.776479e-01 1.264192e-01 2.688684e-04
#> 246 1.491958e-01 7.597974e-01 9.007649e-02
#> 247 2.482069e-01 4.355417e-03 4.468712e-07
#> 248 2.414495e-07 6.555761e-03 9.934440e-01
#> 249 3.095266e-02 6.734003e-01 2.956118e-01
#> 250 4.618478e-01 5.090229e-01 1.077908e-02
#> 251 6.722201e-01 1.145692e-01 2.164077e-04
#> 252 4.965805e-01 4.715720e-01 8.297642e-03
#> 253 6.474673e-01 2.726358e-01 1.688704e-03
#> 254 1.174291e-01 7.661165e-01 1.159102e-01
#> 255 6.651334e-01 2.371751e-01 1.181723e-03
#> 256 1.904135e-02 6.129617e-01 3.679830e-01
#> 257 6.412792e-01 2.834679e-01 1.870751e-03
#> 258 6.370636e-01 2.905413e-01 1.997180e-03
#> 259 1.550402e-04 1.871244e-08 4.884550e-15
#> 260 1.841008e-03 7.484278e-07 8.056166e-13
#> 261 2.464714e-01 7.048687e-01 4.556974e-02
#> 262 1.736635e-09 5.061848e-04 9.994938e-01
#> 263 5.011908e-01 2.858593e-02 1.302826e-05
#> 264 6.780194e-01 1.274329e-01 2.736849e-04
#> 265 6.375085e-01 7.727145e-02 9.343446e-05
#> 266 3.734060e-01 5.972481e-01 1.986372e-02
#> 267 5.941347e-01 3.539051e-01 3.440017e-03
#> 268 2.373734e-01 7.114043e-01 4.841101e-02
#> 269 1.061796e-09 3.893904e-04 9.996106e-01
#> 270 5.321724e-01 3.516282e-02 1.936078e-05
#> 271 1.193277e-05 4.902923e-10 3.761975e-17
#> 272 4.598334e-02 7.159991e-01 2.379408e-01
#> 273 4.465372e-01 5.250006e-01 1.203836e-02
#> 274 6.801145e-01 1.923651e-01 7.070396e-04
#> 275 1.261974e-01 1.019085e-03 3.998733e-08
#> 276 2.614568e-01 4.916216e-03 5.498845e-07
#> 277 3.297094e-02 6.807055e-01 2.862837e-01
#> 278 1.001130e-01 6.433612e-04 1.907375e-08
#> 279 4.186469e-05 7.423206e-02 9.257261e-01
#> 280 2.980538e-10 1.970881e-04 9.998029e-01
#> 281 6.772160e-01 2.038891e-01 8.135029e-04
#> 282 3.946906e-01 5.769037e-01 1.723062e-02
#> 283 6.497017e-02 2.820601e-04 5.180110e-09
#> 284 6.767853e-01 2.053885e-01 8.281050e-04
#> 285 5.001357e-04 2.023188e-01 7.971810e-01
#> 286 9.239185e-06 3.434062e-10 2.356298e-17
#> 287 8.514985e-06 3.650172e-02 9.634898e-01
#> 288 9.828535e-03 5.250946e-01 4.650727e-01
#> 289 1.885895e-04 2.487481e-08 7.193601e-15
#> 290 1.756581e-03 3.154059e-01 6.828373e-01
#> 291 6.752687e-01 2.103772e-01 8.779725e-04
#> 292 1.864220e-07 1.676416e-12 2.504471e-20
#> 293 4.050389e-01 5.668096e-01 1.606547e-02
#> 294 1.072084e-01 7.659258e-01 1.264198e-01
#> 295 8.819000e-06 3.219024e-10 2.164678e-17
#> 296 8.097524e-02 4.271358e-04 9.946822e-09
#> 297 7.959123e-02 4.133360e-04 9.443859e-09
#> 298 1.525949e-02 5.838412e-01 4.008901e-01
#> 299 5.662705e-02 2.187117e-04 3.484239e-09
#> 300 2.518567e-02 6.485414e-01 3.262492e-01
#> 301 1.092498e-03 3.373030e-07 2.626933e-13
#> 302 2.896291e-01 6.274105e-03 8.378228e-07
#> 303 6.997709e-02 3.240678e-04 6.438701e-09
#> 304 6.059677e-01 3.376088e-01 3.010014e-03
#> 305 3.792899e-07 8.213972e-03 9.917856e-01
#> 306 1.482514e-03 2.979673e-01 7.005500e-01
#> 307 6.398627e-01 2.858697e-01 1.912995e-03
#> 308 1.502862e-01 7.594337e-01 8.933410e-02
#> 309 7.403014e-09 1.090338e-03 9.989097e-01
#> 310 6.831025e-01 1.735012e-01 5.535787e-04
#> 311 6.512707e-01 2.656596e-01 1.578542e-03
#> 312 1.861447e-01 7.435518e-01 6.874757e-02
#> 313 1.286071e-02 5.610498e-01 4.260828e-01
#> 314 8.009491e-03 4.978986e-01 4.940891e-01
#> 315 9.961414e-04 2.932942e-07 2.160449e-13
#> 316 5.951606e-01 5.472941e-02 4.619761e-05
#> 317 5.703334e-02 2.216066e-04 3.556195e-09
#> 318 1.516827e-01 7.589561e-01 8.839511e-02
#> 319 9.675347e-02 6.019018e-04 1.714884e-08
#> 320 1.031158e-11 2.984380e-18 2.084213e-27
#> 321 5.335100e-02 7.296080e-01 2.169375e-01
#> 322 4.828346e-01 2.530512e-02 1.034801e-05
#> 323 4.252624e-07 5.090471e-12 1.023499e-19
#> 324 2.713100e-01 6.860413e-01 3.869796e-02
#> 325 1.044161e-01 6.987113e-04 2.176713e-08
#> 326 2.360487e-01 7.123381e-01 4.884088e-02
#> 327 6.831438e-01 1.730550e-01 5.502443e-04
#> 328 2.385629e-01 7.105618e-01 4.802860e-02
#> 329 1.185748e-03 2.760385e-01 7.227757e-01
#> 330 1.734219e-04 1.342291e-01 8.655975e-01
#> 331 1.600899e-03 3.057819e-01 6.926171e-01
#> 332 4.031248e-01 1.477157e-02 3.827884e-06
#> 333 3.520070e-01 1.024019e-02 1.981450e-06
#> 334 6.762069e-01 1.227989e-01 2.520966e-04
#> 335 4.070044e-01 5.648775e-01 1.585205e-02
#> 336 2.097334e-04 2.904176e-08 8.884032e-15
#> 337 4.343623e-01 1.829789e-02 5.661410e-06
#> 338 2.233557e-01 3.424231e-03 2.969071e-07
#> 339 5.106228e-01 3.043754e-02 1.468042e-05
#> 340 1.824824e-03 3.194166e-01 6.787584e-01
#> 341 3.634851e-01 1.114263e-02 2.303502e-06
#> 342 2.053464e-03 8.856612e-07 1.022199e-12
#> 343 1.100004e-01 7.661114e-01 1.234166e-01
#> 344 3.277314e-01 6.389180e-01 2.680340e-02
#> 345 5.471147e-08 3.085305e-03 9.969146e-01
#> 346 6.472140e-01 2.730912e-01 1.696085e-03
#> 347 2.503673e-04 3.762147e-08 1.265061e-14
#> 348 6.514234e-01 2.653737e-01 1.574142e-03
#> 349 8.514660e-04 2.314459e-07 1.552464e-13
#> 350 3.820861e-04 1.827988e-01 8.168191e-01
#> 351 6.311535e-01 7.301088e-02 8.306588e-05
#> 352 6.122360e-04 1.411253e-07 7.806225e-14
#> 353 6.825752e-01 1.782471e-01 5.898644e-04
#> 354 1.310350e-02 5.635490e-01 4.233406e-01
#> 355 3.946546e-01 1.392338e-02 3.438717e-06
#> 356 4.395410e-02 7.115724e-01 2.444033e-01
#> 357 1.486690e-01 1.424782e-03 6.903025e-08
#> 358 5.215858e-01 3.274944e-02 1.688640e-05
#> 359 2.959804e-02 6.849086e-05 5.868032e-10
#> 360 3.092957e-01 6.548982e-01 3.021710e-02
#> 361 1.916762e-02 3.242344e-05 1.904932e-10
#> 362 2.296397e-02 4.414152e-05 3.024261e-10
#> 363 6.466458e-01 8.426434e-02 1.119934e-04
#> 364 4.606350e-01 2.182975e-02 7.848641e-06
#> 365 5.344789e-03 4.453381e-01 5.493158e-01
#> 366 6.285039e-02 2.651832e-04 4.703967e-09
#> 367 2.802790e-01 6.789250e-01 3.649580e-02
#> 368 6.490055e-01 2.698470e-01 1.644017e-03
#> 369 1.544069e-01 7.579867e-01 8.660006e-02
#> 370 1.555671e-02 5.863998e-01 3.980339e-01
#> 371 4.567662e-01 2.127277e-02 7.480224e-06
#> 372 5.748175e-01 3.792403e-01 4.204331e-03
#> 373 3.207358e-04 1.709471e-01 8.287321e-01
#> 374 3.588794e-09 7.441295e-04 9.992559e-01
#> 375 1.245584e-02 5.567730e-01 4.307649e-01
#> 376 3.871539e-01 5.841721e-01 1.812511e-02
#> 377 5.287649e-01 4.351568e-01 6.394348e-03
#> 378 2.123244e-02 3.859554e-05 2.472398e-10
#> 379 4.766870e-01 4.932352e-01 9.658940e-03
#> 380 3.353468e-03 1.900256e-06 3.028279e-12
#> 381 6.483940e-02 2.810035e-04 5.149795e-09
#> 382 5.103112e-02 1.807903e-04 2.593341e-09
#> 383 5.513283e-01 4.005323e-02 2.492178e-05
#> 384 8.743829e-02 4.948079e-04 1.255569e-08
#> 385 2.218015e-07 6.282421e-03 9.937174e-01
#> 386 1.513321e-03 5.540267e-07 5.271425e-13
#> 387 6.790681e-01 1.305215e-01 2.886890e-04
#> 388 8.955644e-02 7.619575e-01 1.481833e-01
#> 389 3.009980e-01 6.619163e-01 3.189127e-02
#> 390 6.628450e-01 2.423179e-01 1.247407e-03
#> 391 2.896029e-01 6.713654e-01 3.434458e-02
#> 392 1.704182e-10 1.458693e-04 9.998541e-01
#> 393 2.790965e-07 7.049076e-03 9.929506e-01
#> 394 1.660140e-02 2.542723e-05 1.325939e-10
#> 395 1.207028e-02 5.525670e-01 4.353567e-01
#> 396 3.019017e-03 3.754716e-01 6.215089e-01
#> 397 6.812975e-01 1.864668e-01 6.563654e-04
#> 398 2.277737e-02 4.352769e-05 2.961301e-10
#> 399 3.577464e-01 1.068385e-02 2.136933e-06
#> 400 4.669188e-01 2.276389e-02 8.486398e-06
#> 401 5.658815e-01 3.905266e-01 4.586450e-03
#> 402 1.246081e-02 1.574267e-05 6.517553e-11
#> 403 2.378699e-04 3.490524e-08 1.141906e-14
#> 404 6.506027e-01 8.769532e-02 1.218194e-04
#> 405 6.783821e-01 1.284605e-01 2.786219e-04
#> 406 3.903566e-01 5.810920e-01 1.774011e-02
#> 407 6.624883e-01 2.430998e-01 1.257613e-03
#> 408 5.531245e-01 4.055079e-02 2.552923e-05
#> 409 4.321468e-08 2.732773e-03 9.972672e-01
#> 410 2.309415e-03 3.449378e-01 6.527525e-01
#> 411 3.348230e-03 3.876729e-01 6.089783e-01
#> 412 4.031305e-02 1.181741e-04 1.347410e-09
#> 413 5.622852e-02 7.340298e-01 2.096265e-01
#> 414 2.675051e-03 1.334610e-06 1.829398e-12
#> 415 1.052435e-02 5.342320e-01 4.552390e-01
#> 416 4.872573e-03 4.336316e-01 5.614947e-01
#> 417 5.708179e-01 3.843222e-01 4.373019e-03
#> 418 4.804550e-01 2.490832e-02 1.004507e-05
#> 419 4.070846e-04 1.872513e-01 8.123416e-01
#> 420 5.469521e-01 3.887066e-02 2.350913e-05
#> 421 3.921725e-01 5.793400e-01 1.752505e-02
#> 422 4.970281e-03 3.539370e-06 7.396235e-12
#> 423 1.099346e-05 4.373630e-10 3.237190e-17
#> 424 2.757932e-01 6.825038e-01 3.758026e-02
#> 425 6.447503e-01 8.271529e-02 1.077140e-04
#> 426 3.958942e-01 1.404487e-02 3.493228e-06
#> 427 4.014102e-01 1.459642e-02 3.745879e-06
#> 428 6.019952e-01 3.431560e-01 3.151340e-03
#> 429 3.757041e-06 9.897693e-11 4.643091e-18
#> 430 3.952039e-03 2.460827e-06 4.385149e-12
#> 431 8.163082e-02 7.582515e-01 1.598688e-01
#> 432 1.999284e-01 7.358019e-01 6.242428e-02
#> 433 5.678285e-01 3.880882e-01 4.501570e-03
#> 434 2.786870e-01 6.801995e-01 3.687687e-02
#> 435 5.098507e-01 4.567766e-01 7.470922e-03
#> 436 1.295702e-01 1.074940e-03 4.360225e-08
#> 437 2.748478e-01 5.532336e-03 6.738370e-07
#> 438 1.031158e-11 2.984380e-18 2.084213e-27
#> 439 6.266899e-01 3.071102e-01 2.318211e-03
#> 440 5.642033e-01 4.378801e-02 2.967241e-05
#> 441 3.575057e-01 1.066493e-02 2.130192e-06
#> 442 4.247030e-02 7.081204e-01 2.493438e-01
#> 443 1.260637e-01 1.016906e-03 3.984885e-08
#> 444 4.686377e-05 7.792511e-02 9.220280e-01
#> 445 5.040097e-01 4.633247e-01 7.827207e-03
#> 446 1.038140e-02 5.324040e-01 4.572101e-01
#> 447 3.831340e-02 6.973608e-01 2.642723e-01
#> 448 9.728749e-03 5.237329e-01 4.665343e-01
#> 449 6.555742e-01 2.574057e-01 1.455037e-03
#> 450 7.789282e-02 7.559882e-01 1.658934e-01
#> 451 2.058369e-02 6.230371e-01 3.563631e-01
#> 452 1.318234e-09 2.247544e-15 6.883397e-24
#> 453 5.792040e-01 4.869531e-02 3.659510e-05
#> 454 1.319017e-01 7.643622e-01 1.030318e-01
#> 455 1.650506e-01 7.537536e-01 8.002231e-02
#> 456 6.484453e-01 8.578987e-02 1.163029e-04
#> 457 7.531216e-02 7.542088e-01 1.702688e-01
#> 458 6.133772e-02 2.534670e-04 4.383655e-09
#> 459 6.068800e-02 7.400548e-01 1.991226e-01
#> 460 3.905000e-01 5.809537e-01 1.772304e-02
#> 461 1.191328e-01 9.076284e-04 3.315492e-08
#> 462 2.518810e-04 1.556277e-01 8.441204e-01
#> 463 4.100672e-01 1.549927e-02 4.177763e-06
#> 464 5.349294e-01 3.582306e-02 2.006853e-05
#> 465 1.478247e-05 4.690283e-02 9.530824e-01
#> 466 2.860059e-01 6.743006e-01 3.515849e-02
#> 467 2.483168e-01 4.359875e-03 4.476528e-07
#> 468 2.568215e-01 6.971898e-01 4.255826e-02
#> 469 4.649758e-01 2.247106e-02 8.283794e-06
#> 470 7.666502e-02 7.551647e-01 1.679521e-01
#> 471 6.267244e-01 3.070568e-01 2.317117e-03
#> 472 4.649756e-01 2.247103e-02 8.283770e-06
#> 473 2.037667e-01 7.335123e-01 6.078904e-02
#> 474 6.204358e-01 6.667665e-02 6.892079e-05
#> 475 1.066817e-02 5.360468e-01 4.532802e-01
#> 476 2.545132e-01 4.616467e-03 4.936513e-07
#> 477 1.327395e-09 4.386608e-04 9.995613e-01
#> 478 3.526275e-10 2.157293e-04 9.997843e-01
#> 479 1.031158e-11 2.984380e-18 2.084213e-27
#> 480 5.057011e-02 1.778275e-04 2.527887e-09
#> 481 4.074798e-01 5.644094e-01 1.580079e-02
#> 482 1.067662e-01 7.300171e-04 2.335189e-08
#> 483 1.409868e-15 2.599151e-07 9.999997e-01
#> 484 2.080707e-01 2.923376e-03 2.274180e-07
#> 485 1.217358e-02 5.537071e-01 4.341133e-01
#> 486 5.239153e-01 3.326453e-02 1.739972e-05
#> 487 8.774534e-03 5.099874e-01 4.812347e-01
#> 488 4.516584e-01 5.196906e-01 1.160484e-02
#> 489 6.751301e-05 5.653647e-09 9.701150e-16
#> 490 4.636788e-01 5.070912e-01 1.063570e-02
#> 491 6.299027e-01 7.222058e-02 8.121893e-05
#> 492 3.601081e-01 6.096677e-01 2.168776e-02
#> 493 2.662541e-10 2.614551e-16 5.000309e-25
#> 494 5.101847e-01 3.034882e-02 1.459894e-05
#> 495 6.195022e-01 3.180253e-01 2.550002e-03
#> 496 4.677313e-01 2.288742e-02 8.572595e-06
#> 497 6.156909e-02 7.411369e-01 1.971555e-01
#> 498 4.340884e-06 1.207541e-10 6.013442e-18
#> 499 5.505695e-02 7.322834e-01 2.125493e-01
#> 500 6.643032e-01 2.390674e-01 1.205600e-03
#> 501 2.365870e-05 1.278487e-09 1.334185e-16
#> 502 1.216600e-01 7.658286e-01 1.119229e-01
#> 503 1.626469e-01 7.547686e-01 8.145011e-02
#> 504 4.926846e-01 4.758617e-01 8.552329e-03
#> 505 5.358157e-01 4.269209e-01 6.021396e-03
#> 506 1.551356e-01 7.577192e-01 8.612793e-02
#> 507 6.805286e-01 1.355860e-01 3.143815e-04
#> 508 6.673685e-01 1.066817e-01 1.852657e-04
#> 509 2.536560e-02 5.238961e-05 3.913678e-10
#> 510 1.125404e-08 3.933577e-14 2.312580e-22
#> 511 4.506998e-01 5.206870e-01 1.168502e-02
#> 512 5.819513e-03 4.553557e-06 1.064336e-11
#> 513 5.828072e-01 4.997737e-02 3.853351e-05
#> 514 2.991790e-01 6.790006e-03 9.612725e-07
#> 515 7.628820e-03 7.043736e-06 2.005066e-11
#> 516 9.540973e-02 7.638636e-01 1.403799e-01
#> 517 4.550562e-08 2.536032e-13 2.339153e-21
#> 518 6.836783e-01 1.622287e-01 4.733226e-04
#> 519 2.071491e-02 6.238542e-01 3.554146e-01
#> 520 6.599539e-01 2.485197e-01 1.330003e-03
#> 521 3.741993e-01 1.204162e-02 2.646928e-06
#> 522 6.685993e-01 1.085240e-01 1.922783e-04
#> 523 5.102809e-02 1.807707e-04 2.592908e-09
#> 524 9.777977e-02 6.144057e-04 1.772093e-08
#> 525 5.912000e-02 7.380436e-01 2.027088e-01
#> 526 3.788912e-05 7.109701e-02 9.288651e-01
#> 527 9.667689e-02 7.641934e-01 1.387730e-01
#> 528 6.793729e-01 1.314936e-01 2.935147e-04
#> 529 5.024255e-01 2.882152e-02 1.323286e-05
#> 530 5.700244e-01 4.561507e-02 3.215853e-05
#> 531 6.369493e-02 7.436120e-01 1.925445e-01
#> 532 4.527144e-02 1.455205e-04 1.855147e-09
#> 533 5.770001e-02 2.263987e-04 3.676506e-09
#> 534 4.348355e-01 1.835658e-02 5.694878e-06
#> 535 4.255080e-01 1.723019e-02 5.069483e-06
#> 536 2.646703e-01 6.912056e-01 4.041841e-02
#> 537 2.647792e-05 1.498071e-09 1.646489e-16
#> 538 6.779643e-01 1.272800e-01 2.729550e-04
#> 539 3.393766e-01 6.285644e-01 2.484396e-02
#> 540 6.770281e-01 2.045484e-01 8.199019e-04
#> 541 3.337493e-01 6.335918e-01 2.577296e-02
#> 542 6.803763e-01 1.350031e-01 3.113544e-04
#> 543 4.100037e-02 7.045075e-01 2.544310e-01
#> 544 1.848537e-02 6.091015e-01 3.724000e-01
#> 545 1.957610e-01 2.556716e-03 1.816548e-07
#> 546 5.282705e-01 4.357305e-01 6.421057e-03
#> 547 1.031158e-11 2.984380e-18 2.084213e-27
#> 548 9.609022e-02 7.640442e-01 1.395135e-01
#> 549 3.045098e-03 1.633713e-06 2.440338e-12
#> 550 3.777928e-04 6.889628e-08 2.900414e-14
#> 551 6.674479e-01 2.317187e-01 1.114737e-03
#> 552 6.411559e-01 7.992562e-02 1.002501e-04
#> 553 3.781302e-05 7.103508e-02 9.289271e-01
#> 554 2.007398e-01 2.701206e-03 1.991656e-07
#> 555 1.491092e-03 2.985494e-01 6.999594e-01
#> 556 1.092758e-04 1.112620e-01 8.886287e-01
#> 557 3.529114e-01 1.030911e-02 2.005244e-06
#> 558 1.222743e-03 4.002132e-07 3.338059e-13
#> 559 6.933616e-04 2.281800e-01 7.711266e-01
#> 560 6.358911e-01 2.924702e-01 2.032730e-03
#> 561 2.604565e-01 4.872220e-03 5.414630e-07
#> 562 6.814238e-01 1.857654e-01 6.505055e-04
#> 563 1.248274e-01 9.968893e-04 3.858594e-08
#> 564 3.640021e-01 6.060545e-01 2.113835e-02
#> 565 7.930656e-03 7.501326e-06 2.197671e-11
#> 566 1.752815e-01 7.490808e-01 7.428744e-02
#> 567 4.861466e-01 4.830081e-01 8.992529e-03
#> 568 5.379511e-01 3.656268e-02 2.087723e-05
#> 569 2.831858e-04 4.506752e-08 1.619713e-14
#> 570 3.646754e-01 1.123974e-02 2.339513e-06
#> 571 6.031610e-01 5.814509e-02 5.218141e-05
#> 572 8.497913e-14 2.373558e-06 9.999976e-01
#> 573 1.998597e-07 5.961959e-03 9.940378e-01
#> 574 5.041888e-01 4.631248e-01 7.816106e-03
#> 575 5.589436e-01 3.991278e-01 4.896508e-03
#> 576 6.660858e-01 2.349636e-01 1.154243e-03
#> 577 4.192604e-01 1.651047e-02 4.688517e-06
#> 578 5.019466e-01 2.872990e-02 1.315310e-05
#> 579 2.203607e-03 3.397553e-01 6.580408e-01
#> 580 1.340569e-02 1.777565e-05 7.797960e-11
#> 581 1.105768e-03 3.435347e-07 2.695112e-13
#> 582 3.170773e-02 6.762068e-01 2.920485e-01
#> 583 2.350838e-01 7.130154e-01 4.915670e-02
#> 584 6.749108e-01 1.198824e-01 2.390660e-04
#> 585 6.435772e-01 8.178437e-02 1.051887e-04
#> 586 1.447195e-01 7.612019e-01 9.321052e-02
#> 587 6.792967e-01 1.312469e-01 2.922851e-04
#> 588 3.145288e-01 7.683788e-03 1.193208e-06
#> 589 7.303771e-03 6.564237e-06 1.809482e-11
#> 590 4.174855e-01 1.631088e-02 4.585439e-06
#> 591 6.015236e-01 3.438092e-01 3.168318e-03
#> 592 6.523885e-02 2.842377e-04 5.242796e-09
#> 593 1.193461e-02 5.510546e-01 4.370049e-01
#> 594 9.615244e-02 5.946447e-04 1.682018e-08
#> 595 3.368061e-02 8.591087e-05 8.278953e-10
#> 596 6.799258e-01 1.932187e-01 7.145829e-04
#> 597 4.258961e-07 8.700531e-03 9.912990e-01
#> 598 5.799434e-01 4.895486e-02 3.698313e-05
#> 599 5.181390e-04 1.100446e-07 5.532240e-14
#> 600 5.898136e-01 3.596972e-01 3.604029e-03
#> 601 2.381869e-04 3.497331e-08 1.144950e-14
#> 602 2.804647e-06 2.173402e-02 9.782632e-01
#> 603 6.744513e-01 2.129087e-01 9.040451e-04
#> 604 2.448541e-03 3.514708e-01 6.460803e-01
#> 605 2.570832e-01 4.725886e-03 5.138674e-07
#> 606 2.595142e-04 1.574562e-01 8.422843e-01
#> 607 1.167503e-03 3.730598e-07 3.024992e-13
#> 608 5.735445e-01 4.676612e-02 3.378019e-05
#> 609 1.709731e-01 1.910255e-03 1.118619e-07
#> 610 4.826280e-03 3.377580e-06 6.913844e-12
#> 611 2.592884e-06 5.948047e-11 2.398657e-18
#> 612 6.822149e-01 1.808799e-01 6.106541e-04
#> 613 2.979522e-03 1.579038e-06 2.324671e-12
#> 614 5.364382e-01 3.619023e-02 2.046791e-05
#> 615 4.533775e-02 7.146262e-01 2.399614e-01
#> 616 2.308081e-05 5.722221e-02 9.427547e-01
#> 617 6.710044e-01 1.124209e-01 2.076341e-04
#> 618 1.737656e-01 7.498075e-01 7.510381e-02
#> 619 3.716168e-01 1.181974e-02 2.560071e-06
#> 620 5.774166e-01 4.807519e-02 3.567696e-05
#> 621 5.804383e-02 2.288905e-04 3.739653e-09
#> 622 1.248424e-06 1.474244e-02 9.852563e-01
#> 623 3.438811e-05 6.816527e-02 9.318003e-01
#> 624 6.801330e-01 1.341023e-01 3.067126e-04
#> 625 2.947093e-01 6.544842e-03 9.016510e-07
#> 626 7.841866e-02 4.018330e-04 9.032305e-09
#> 627 5.732112e-01 3.812874e-01 4.271630e-03
#> 628 2.009132e-09 5.469972e-04 9.994530e-01
#> 629 6.569046e-01 9.382359e-02 1.405882e-04
#> 630 6.669541e-11 8.791200e-05 9.999121e-01
#> 631 2.009026e-01 7.352259e-01 6.200437e-02
#> 632 4.164608e-01 5.555154e-01 1.485882e-02
#> 633 3.170386e-03 1.740142e-06 2.670387e-12
#> 634 3.997500e-01 5.719850e-01 1.665210e-02
#> 635 3.759869e-01 1.219720e-02 2.708648e-06
#> 636 9.620459e-03 1.027828e-05 3.482348e-11
#> 637 3.767503e-01 1.226413e-02 2.735409e-06
#> 638 6.760597e-01 2.078276e-01 8.522380e-04
#> 639 7.275351e-04 1.827140e-07 1.117180e-13
#> 640 2.711238e-01 5.355827e-03 6.371826e-07
#> 641 1.186228e-02 1.450991e-05 5.779284e-11
#> 642 5.962984e-02 7.387099e-01 2.015305e-01
#> 643 4.675246e-02 7.175933e-01 2.355749e-01
#> 644 1.946199e-03 3.262690e-01 6.717846e-01
#> 645 6.605577e-02 2.909115e-04 5.436679e-09
#> 646 4.608512e-01 5.100723e-01 1.085774e-02
#> 647 4.959437e-01 4.722747e-01 8.338883e-03
#> 648 5.799001e-01 3.727069e-01 3.995290e-03
#> 649 1.491221e-02 2.123466e-05 1.014630e-10
#> 650 8.602498e-02 7.604778e-01 1.532192e-01
#> 651 1.996530e-01 7.359641e-01 6.254361e-02
#> 652 5.021119e-03 3.597203e-06 7.571146e-12
#> 653 3.221602e-01 6.438016e-01 2.779294e-02
#> 654 6.173274e-02 2.565003e-04 4.465772e-09
#> 655 1.855421e-10 1.527079e-04 9.998473e-01
#> 656 2.059354e-05 5.440057e-02 9.455788e-01
#> 657 3.881405e-01 1.329935e-02 3.165208e-06
#> 658 3.361580e-01 6.314453e-01 2.537130e-02
#> 659 3.568903e-01 1.061671e-02 2.113052e-06
#> 660 7.203449e-02 3.422114e-04 7.013800e-09
#> 661 6.738526e-08 4.285937e-13 4.507563e-21
#> 662 6.814262e-02 7.482163e-01 1.834704e-01
#> 663 5.133315e-07 9.543131e-03 9.904564e-01
#> 664 5.976153e-01 3.491809e-01 3.310682e-03
#> 665 1.028977e-01 7.654234e-01 1.312709e-01
#> 666 1.590230e-02 2.365206e-05 1.190700e-10
#> 667 1.661231e-03 6.391151e-07 6.446822e-13
#> 668 1.249756e-02 1.581975e-05 6.564686e-11
#> 669 6.434011e-01 8.164644e-02 1.048175e-04
#> 670 6.697589e-01 2.259575e-01 1.046938e-03
#> 671 4.417481e-01 5.299358e-01 1.245543e-02
#> 672 1.941913e-03 8.125370e-07 9.048588e-13
#> 673 3.140179e-02 6.750806e-01 2.934814e-01
#> 674 6.212098e-01 6.710339e-02 6.982697e-05
#> 675 2.826192e-01 6.770426e-01 3.594304e-02
#> 676 6.710888e-01 2.224697e-01 1.007320e-03
#> 677 4.805298e-01 4.890964e-01 9.383916e-03
#> 678 7.222603e-02 7.518283e-01 1.757530e-01
#> 679 4.383037e-01 1.879196e-02 5.946169e-06
#> 680 1.208697e-01 9.343448e-04 3.474582e-08
#> 681 1.593546e-04 1.947267e-08 5.156042e-15
#> 682 5.619132e-01 4.309399e-02 2.875612e-05
#> 683 3.394008e-07 3.754929e-12 6.952499e-20
#> 684 1.351127e-01 1.170516e-03 5.007727e-08
#> 685 2.349752e-01 7.130915e-01 4.919237e-02
#> 686 7.033481e-02 3.271853e-04 6.536188e-09
#> 687 6.683473e-02 2.973501e-04 5.626233e-09
#> 688 1.445730e-06 2.676819e-11 8.558583e-19
#> 689 2.174062e-01 7.249606e-01 5.537146e-02
#> 690 6.129342e-01 3.276709e-01 2.769216e-03
#> 691 6.538870e-01 2.606921e-01 1.503344e-03
#> 692 1.554468e-01 7.576039e-01 8.592736e-02
#> 693 1.458267e-04 1.251747e-01 8.746795e-01
#> 694 4.406450e-02 7.118218e-01 2.440431e-01
#> 695 2.998220e-01 6.629018e-01 3.213600e-02
#> 696 3.250126e-01 6.413070e-01 2.728194e-02
#> 697 4.988795e-02 1.734883e-04 2.433139e-09
#> 698 6.721241e-02 7.473139e-01 1.853077e-01
#> 699 6.372025e-02 2.720438e-04 4.895442e-09
#> 700 9.337022e-04 2.538863e-01 7.451800e-01
#> 701 2.451057e-01 4.230843e-03 4.252722e-07
#> 702 1.211055e-11 3.490316e-05 9.999651e-01
#> 703 1.993417e-02 6.189025e-01 3.611482e-01
#> 704 2.291039e-02 6.366943e-01 3.403756e-01
#> 705 3.577682e-06 2.438570e-02 9.756107e-01
#> 706 2.093197e-02 6.251928e-01 3.538586e-01
#> 707 7.648056e-05 9.592970e-02 9.039938e-01
#> 708 2.764288e-02 6.599412e-01 3.123876e-01
#> 709 2.109118e-01 3.012563e-03 2.392077e-07
#> 710 1.356858e-02 5.682063e-01 4.182177e-01
#> 711 4.747452e-02 7.190502e-01 2.333934e-01
#> 712 1.659691e-07 5.429067e-03 9.945708e-01
#> 713 6.387833e-01 2.876827e-01 1.945347e-03
#> 714 7.881311e-03 4.957677e-01 4.963482e-01
#> 715 5.836233e-04 1.313937e-07 7.070484e-14
#> 716 2.229504e-02 4.195908e-05 2.802514e-10
#> 717 8.426643e-02 7.596403e-01 1.558271e-01
#> 718 8.933849e-04 2.499423e-01 7.491642e-01
#> 719 6.745495e-01 1.191161e-01 2.357126e-04
#> 720 3.829347e-01 5.882103e-01 1.864359e-02
#> 721 1.994954e-02 6.190021e-01 3.610332e-01
#> 722 4.947849e-01 4.735520e-01 8.414325e-03
#> 723 3.923909e-01 5.791289e-01 1.749934e-02
#> 724 3.261341e-01 6.403229e-01 2.708355e-02
#> 725 1.596621e-01 1.653256e-03 8.812779e-08
#> 726 6.414281e-01 8.013055e-02 1.007878e-04
#> 727 3.319716e-01 6.351706e-01 2.607330e-02
#> 728 5.062003e-01 2.955430e-02 1.387968e-05
#> 729 2.378437e-01 7.110716e-01 4.825941e-02
#> 730 2.960280e-01 6.616488e-03 9.188956e-07
#> 731 3.832677e-04 7.037642e-08 2.986484e-14
#> 732 6.023877e-01 3.426114e-01 3.137240e-03
#> 733 1.187924e-01 9.024437e-04 3.284965e-08
#> 734 1.499448e-02 2.143119e-05 1.028587e-10
#> 735 6.638191e-01 1.018276e-01 1.675337e-04
#> 736 2.290424e-01 3.624127e-03 3.268464e-07
#> 737 1.688606e-01 7.520784e-01 7.782357e-02
#> 738 6.829891e-01 1.746552e-01 5.622625e-04
#> 739 4.514690e-01 5.198875e-01 1.162065e-02
#> 740 3.105492e-01 7.444143e-03 1.128783e-06
#> 741 2.228016e-09 4.534610e-15 1.623802e-23
#> 742 1.190609e-05 4.887649e-10 3.746563e-17
#> 743 1.818818e-09 5.187953e-04 9.994812e-01
#> 744 3.066005e-04 1.679992e-01 8.316942e-01
#> 745 9.349449e-10 1.418353e-15 3.924231e-24
#> 746 5.976249e-07 8.063632e-12 1.839171e-19
#> 747 1.717475e-01 1.928692e-03 1.136542e-07
#> 748 2.503282e-01 4.442063e-03 4.621707e-07
#> 749 2.883978e-04 1.640633e-01 8.356483e-01
#> 750 3.196131e-02 6.771292e-01 2.908720e-01
#> 751 1.093176e-01 7.660757e-01 1.241414e-01
#> 752 4.156439e-01 1.610603e-02 4.480803e-06
#> 753 4.690909e-01 5.013549e-01 1.022054e-02
#> 754 2.184146e-01 3.256608e-03 2.727659e-07
#> 755 6.779729e-01 1.273039e-01 2.730691e-04
#> 756 2.169078e-01 3.206592e-03 2.657342e-07
#> 757 1.792954e-01 2.114183e-03 1.323434e-07
#> 758 1.694301e-01 7.518212e-01 7.750149e-02
#> 759 2.216362e-01 7.221858e-01 5.380661e-02
#> 760 2.396555e-03 3.490654e-01 6.485377e-01
#> 761 5.048021e-01 4.624397e-01 7.778182e-03
#> 762 7.587041e-02 7.546095e-01 1.693066e-01
#> 763 4.905810e-01 2.664074e-02 1.140125e-05
#> 764 1.200915e-02 1.480844e-05 5.955345e-11
#> 765 1.726101e-02 6.001252e-01 3.826022e-01
#> 766 2.376363e-03 1.110279e-06 1.408335e-12
#> 767 3.116626e-04 1.690654e-01 8.306229e-01
#> 768 6.449014e-01 2.771985e-01 1.763723e-03
#> 769 7.716584e-04 2.371830e-01 7.620453e-01
#> 770 2.484133e-01 7.034472e-01 4.498744e-02
#> 771 9.872029e-02 6.259892e-04 1.825744e-08
#> 772 5.828845e-03 4.565263e-06 1.068298e-11
#> 773 1.490160e-08 5.718850e-14 3.673560e-22
#> 774 2.307371e-01 7.160354e-01 5.060805e-02
#> 775 5.183799e-01 4.471088e-01 6.971261e-03
#> 776 2.930778e-07 7.223415e-03 9.927763e-01
#> 777 2.694603e-04 4.189920e-08 1.465858e-14
#> 778 4.092776e-02 1.214138e-04 1.404457e-09
#> 779 8.471627e-03 8.350864e-06 2.570099e-11
#> 780 8.984782e-02 5.214154e-04 1.364472e-08
#> 781 9.709143e-11 1.076849e-04 9.998923e-01
#> 782 6.784457e-01 1.286449e-01 2.795132e-04
#> 783 4.437399e-01 1.949328e-02 6.362191e-06
#> 784 2.144513e-14 1.127678e-06 9.999989e-01
#> 785 1.558840e-02 2.287334e-05 1.132947e-10
#> 786 6.216243e-01 6.733370e-02 7.031883e-05
#> 787 6.637442e-01 2.403242e-01 1.221645e-03
#> 788 5.750054e-02 7.358461e-01 2.065329e-01
#> 789 5.549541e-03 4.501334e-01 5.443156e-01
#> 790 2.425262e-03 3.503988e-01 6.471756e-01
#> 791 6.508728e-01 2.664023e-01 1.590015e-03
#> 792 6.796504e-01 1.324132e-01 2.981260e-04
#> 793 1.234510e-02 5.555786e-01 4.320701e-01
#> 794 5.451327e-02 2.039607e-04 3.126166e-09
#> 795 1.618404e-02 5.916327e-01 3.921730e-01
#> 796 3.514652e-01 6.176160e-01 2.295482e-02
#> 797 1.093132e-01 7.648180e-04 2.516479e-08
#> 798 4.298770e-01 1.774987e-02 5.353588e-06
#> 799 5.256032e-01 3.364325e-02 1.778224e-05
#> 800 5.751092e-01 3.788678e-01 4.192178e-03
#> 801 6.456516e-01 8.344474e-02 1.097171e-04
#> 802 6.302235e-01 3.015855e-01 2.207160e-03
#> 803 6.701079e-01 2.250557e-01 1.036593e-03
#> 804 6.821583e-01 1.812652e-01 6.137362e-04
#> 805 4.883813e-01 2.625449e-02 1.109134e-05
#> 806 5.938101e-01 5.418077e-02 4.527379e-05
#> 807 1.691133e-02 2.623220e-05 1.388873e-10
#> 808 1.321586e-07 4.838349e-03 9.951615e-01
#> 809 6.836802e-01 1.617827e-01 4.703137e-04
#> 810 3.301138e-01 6.368157e-01 2.639079e-02
#> 811 6.136080e-01 3.266944e-01 2.746387e-03
#> 812 1.837972e-03 3.201758e-01 6.779860e-01
#> 813 8.968533e-02 5.195973e-04 1.356919e-08
#> 814 1.814127e-08 1.743023e-03 9.982570e-01
#> 815 3.854006e-01 5.858528e-01 1.833898e-02
#> 816 4.457682e-01 1.976100e-02 6.524669e-06
#> 817 1.001888e-01 6.443145e-04 1.911896e-08
#> 818 1.347947e-01 1.164904e-03 4.968706e-08
#> 819 4.823433e-01 2.522269e-02 1.028470e-05
#> 820 5.386128e-01 4.236249e-01 5.877481e-03
#> 821 5.510968e-05 8.351891e-02 9.164260e-01
#> 822 9.004558e-05 1.026992e-01 8.972108e-01
#> 823 5.845713e-01 5.062117e-02 3.952745e-05
#> 824 2.156373e-01 7.261044e-01 5.604134e-02
#> 825 5.778584e-01 3.753419e-01 4.078559e-03
#> 826 6.289133e-01 3.036472e-01 2.248121e-03
#> 827 7.437829e-03 6.760317e-06 1.888677e-11
#> 828 8.453335e-04 2.450672e-01 7.540874e-01
#> 829 2.031332e-05 5.407021e-02 9.459095e-01
#> 830 6.808306e-01 1.367901e-01 3.206926e-04
#> 831 3.445360e-01 9.684610e-03 1.794512e-06
#> 832 6.717829e-01 1.137810e-01 2.131631e-04
#> 833 2.004268e-01 7.355077e-01 6.220902e-02
#> 834 4.796818e-01 2.478071e-02 9.948607e-06
#> 835 3.516064e-02 6.879666e-01 2.768276e-01
#> 836 6.446492e-04 2.222020e-01 7.771534e-01
#> 837 1.107630e-01 7.850350e-04 2.624245e-08
#> 838 6.800176e-01 1.336871e-01 3.045877e-04
#> 839 2.604082e-02 6.526606e-01 3.212733e-01
#> 840 4.001208e-01 5.716233e-01 1.661038e-02
#> 841 4.891493e-01 4.797340e-01 8.788338e-03
#> 842 4.379968e-03 4.203170e-01 5.753021e-01
#> 843 6.644634e-01 1.026639e-01 1.705126e-04
#> 844 6.764553e-01 1.233917e-01 2.547971e-04
#> 845 1.145228e-01 8.388555e-04 2.919796e-08
#> 846 5.890404e-04 2.149678e-01 7.844431e-01
#> 847 1.450650e-10 1.337373e-04 9.998663e-01
#> 848 6.499805e-07 1.072044e-02 9.892789e-01
#> 849 6.817250e-01 1.840159e-01 6.360425e-04
#> 850 2.417431e-03 1.140195e-06 1.462523e-12
#> 851 4.557476e-04 9.094748e-08 4.251958e-14
#> 852 6.289799e-01 7.164693e-02 7.989311e-05
#> 853 1.932025e-01 2.484436e-03 1.731532e-07
#> 854 5.210288e-04 1.109590e-07 5.595890e-14
#> 855 8.753148e-11 5.764355e-17 7.925240e-26
#> 856 3.217472e-01 6.441618e-01 2.786770e-02
#> 857 6.373119e-01 2.901306e-01 1.989671e-03
#> 858 3.431609e-01 6.251586e-01 2.423731e-02
#> 859 1.031158e-11 2.984380e-18 2.084213e-27
#> 860 1.663054e-02 2.550244e-05 1.331777e-10
#> 861 4.659509e-04 1.970314e-01 8.025027e-01
#> 862 1.579427e-08 1.621586e-03 9.983784e-01
#> 863 5.828051e-01 3.689325e-01 3.878419e-03
#> 864 3.598544e-01 6.099023e-01 2.172400e-02
#> 865 1.339639e-01 7.639467e-01 1.013600e-01
#> 866 7.900546e-03 7.455148e-06 2.177976e-11
#> 867 4.391437e-01 1.889881e-02 6.008660e-06
#> 868 3.886986e-02 6.989018e-01 2.621733e-01
#> 869 9.149044e-02 7.626596e-01 1.455330e-01
#> 870 6.510670e-01 2.660402e-01 1.584415e-03
#> 871 3.377911e-01 6.299854e-01 2.510241e-02
#> 872 6.666806e-01 1.056907e-01 1.815585e-04
#> 873 1.258263e-02 5.581274e-01 4.292836e-01
#> 874 2.575513e-01 4.746006e-03 5.176237e-07
#> 875 2.686248e-01 6.881407e-01 3.938417e-02
#> 876 1.099237e-05 4.101883e-02 9.589702e-01
#> 877 5.759580e-02 2.256462e-04 3.657515e-09
#> 878 1.217423e-01 9.479338e-04 3.556641e-08
#> 879 2.636069e-01 6.920241e-01 4.070143e-02
#> 880 2.504634e-03 3.540207e-01 6.434743e-01
#> 881 3.280162e-13 4.931438e-06 9.999951e-01
#> 882 1.102956e-01 7.661249e-01 1.231051e-01
#> 883 5.775016e-01 3.758009e-01 4.093206e-03
#> 884 6.825772e-01 1.458106e-01 3.705208e-04
#> 885 2.528963e-03 1.222943e-06 1.615605e-12
#> 886 1.134121e-14 7.995282e-07 9.999992e-01
#> 887 1.916118e-03 7.959627e-07 8.788699e-13
#> 888 3.580160e-01 6.116007e-01 2.198835e-02
#> 889 4.624499e-02 7.165464e-01 2.371309e-01
#> 890 1.174109e-03 2.750973e-01 7.237285e-01
#> 891 6.302906e-01 3.014794e-01 2.205069e-03
#> 892 2.387552e-01 7.104252e-01 4.796708e-02
#> 893 4.834874e-01 4.858962e-01 9.176273e-03
#> 894 6.964830e-03 4.795217e-01 5.135113e-01
#> 895 2.151695e-01 3.149521e-03 2.578075e-07
#> 896 3.057061e-04 1.678096e-01 8.318847e-01
#> 897 5.038345e-03 3.616882e-06 7.630959e-12
#> 898 4.765137e-01 4.934215e-01 9.671492e-03
#> 899 5.490105e-01 4.112204e-01 5.361856e-03
#> 900 3.725677e-01 5.980377e-01 1.997443e-02
#> 901 7.057505e-03 6.210202e-06 1.669301e-11
#> 902 6.711219e-01 1.126228e-01 2.084493e-04
#> 903 3.028110e-02 6.708264e-01 2.988587e-01
#> 904 1.909680e-01 7.409279e-01 6.645063e-02
#> 905 3.589141e-02 6.902497e-01 2.738119e-01
#> 906 4.263533e-01 1.732967e-02 5.123281e-06
#> 907 6.805169e-01 1.904741e-01 6.905185e-04
#> 908 2.519430e-04 3.796868e-08 1.281052e-14
#> 909 9.965590e-06 3.922637e-02 9.607637e-01
#> 910 5.590420e-03 4.269971e-06 9.698054e-12
#> 911 2.107535e-03 3.348753e-01 6.630169e-01
#> 912 3.769836e-04 1.818654e-01 8.177576e-01
#> 913 6.749718e-01 1.200136e-01 2.396431e-04
#> 914 3.158774e-02 6.757668e-01 2.926087e-01
#> 915 4.663096e-01 5.043079e-01 1.043230e-02
#> 916 2.618479e-01 4.933488e-03 5.532064e-07
#> 917 1.906590e-04 2.527328e-08 7.350985e-15
#> 918 2.065200e-01 7.318371e-01 5.964716e-02
#> 919 8.154811e-03 5.002762e-01 4.915661e-01
#> 920 3.429539e-01 9.570053e-03 1.757043e-06
#> 921 6.770991e-01 1.249860e-01 2.621488e-04
#> 922 2.216689e-01 3.366379e-03 2.884755e-07
#> 923 4.877527e-01 4.812585e-01 8.882877e-03
#> 924 4.010521e-01 1.456007e-02 3.728964e-06
#> 925 8.063240e-04 2.132281e-07 1.384927e-13
#> 926 8.166936e-03 7.867755e-06 2.355983e-11
#> 927 3.286162e-02 6.803255e-01 2.867733e-01
#> 928 2.348705e-01 3.836945e-03 3.600844e-07
#> 929 8.335122e-04 2.241373e-07 1.484587e-13
#> 930 3.437240e-02 6.854273e-01 2.801571e-01
#> 931 1.882969e-04 1.387200e-01 8.610917e-01
#> 932 3.655936e-01 1.131511e-02 2.367644e-06
#> 933 3.772361e-03 2.286685e-06 3.947092e-12
#> 934 5.203052e-01 3.246995e-02 1.661121e-05
#> 935 9.180583e-05 8.782481e-09 1.754957e-15
#> 936 2.380435e-02 6.415118e-01 3.346626e-01
#> 937 6.038042e-01 3.406401e-01 3.086612e-03
#> 938 7.726648e-03 4.931531e-01 4.991176e-01
#> 939 6.526745e-07 1.074226e-02 9.892571e-01
#> 940 6.609712e-01 2.463716e-01 1.300968e-03
#> 941 1.002065e-02 1.098847e-05 3.840678e-11
#> 942 1.562935e-01 1.581061e-03 8.188645e-08
#> 943 4.103812e-02 7.046028e-01 2.542978e-01
#> 944 2.041891e-01 2.804323e-03 2.120796e-07
#> 945 3.401771e-02 8.743218e-05 8.503218e-10
#> 946 6.394812e-01 2.865121e-01 1.924414e-03
#> 947 1.040654e-01 6.941052e-04 2.153768e-08
#> 948 8.752444e-02 4.957462e-04 1.259350e-08
#> 949 6.347626e-01 2.943122e-01 2.067116e-03
#> 950 5.941695e-01 3.538581e-01 3.438711e-03
#> 951 6.815308e-01 1.851568e-01 6.454495e-04
#> 952 3.787866e-01 5.921587e-01 1.916621e-02
#> 953 2.067442e-01 2.882331e-03 2.220782e-07
#> 954 4.216034e-07 5.031421e-12 1.008420e-19
#> 955 5.566730e-01 4.019142e-01 5.000615e-03
#> 956 9.137911e-02 7.626212e-01 1.456836e-01
#> 957 3.968236e-01 5.748338e-01 1.698462e-02
#> 958 4.824534e-01 2.524114e-02 1.029885e-05
#> 959 4.922815e-02 7.224351e-01 2.282487e-01
#> 960 1.821476e-01 7.456496e-01 7.072480e-02
#> 961 5.696211e-01 3.858332e-01 4.424227e-03
#> 962 8.047811e-02 4.221512e-04 9.763990e-09
#> 963 3.481696e-01 9.951779e-03 1.883328e-06
#> 964 1.135283e-03 2.719062e-01 7.269584e-01
#> 965 5.163499e-01 3.162276e-02 1.579138e-05
#> 966 8.463434e-02 4.647915e-04 1.136966e-08
#> 967 7.486499e-03 4.889953e-01 5.035157e-01
#> 968 6.713036e-01 1.129374e-01 2.097235e-04
#> 969 4.234782e-03 4.161467e-01 5.796176e-01
#> 970 3.857000e-01 5.855661e-01 1.830230e-02
#> 971 5.044979e-03 3.624473e-06 7.654069e-12
#> 972 6.341304e-01 2.953380e-01 2.086454e-03
#> 973 6.294988e-01 7.196856e-02 8.063494e-05
#> 974 1.492838e-04 1.263674e-01 8.734833e-01
#> 975 3.846309e-02 1.086801e-04 1.185226e-09
#> 976 3.948078e-07 8.379283e-03 9.916203e-01
#> 977 1.678262e-03 6.491971e-07 6.590700e-13
#> 978 5.202826e-01 3.246503e-02 1.660639e-05
#> 979 3.280815e-13 4.931969e-06 9.999951e-01
#> 980 3.143212e-01 7.671144e-03 1.189768e-06
#> 981 4.280067e-02 7.089055e-01 2.482273e-01
#> 982 1.364771e-04 1.218538e-01 8.780097e-01
#> 983 2.298561e-02 6.371082e-01 3.398863e-01
#> 984 3.900248e-01 5.814117e-01 1.777966e-02
#> 985 1.603757e-01 1.668802e-03 8.949653e-08
#> 986 3.265098e-01 6.399927e-01 2.701740e-02
#> 987 8.014891e-03 4.979877e-01 4.939946e-01
#> 988 3.795265e-06 1.003650e-10 4.727887e-18
#> 989 5.466254e-02 7.316791e-01 2.135496e-01
#> 990 6.538016e-01 9.069197e-02 1.307996e-04
#> 991 2.376470e-05 5.796592e-02 9.420103e-01
#> 992 2.455221e-03 3.517770e-01 6.457675e-01
#> 993 6.421885e-02 2.760170e-04 5.007637e-09
#> 994 9.690684e-02 7.642503e-01 1.384844e-01
#> 995 6.730331e-01 1.160858e-01 2.227347e-04
#> 996 1.279421e-01 7.650508e-01 1.063490e-01
#> 997 1.521579e-01 1.495079e-03 7.470155e-08
#> 998 6.836640e-01 1.634835e-01 4.818539e-04
#> 999 5.510663e-01 4.087380e-01 5.263415e-03
#> 1000 4.366957e-01 5.351106e-01 1.290803e-02
#>
#> $cutscore
#> [1] 16.26269 34.82452 43.48637 53.64067
#>
# }