SVI PEER COUNTY CLUSTER ANALYSIS/ 2nd K-means, 11 variable on 489 counties
Brian Lewis
Thursday, April 30, 2015
Data Preparation
Used eleven variables, the percent ranks for rural/urban and another ten public health variables, to further delineate the 489 Scott Co., IN SVI peer counties into smaller groupings of peer counties.
Prior to clustering data, you may want to remove or estimate missing data and rescale variables for comparability.
Made 1st, 2nd, 3rd, and 5th variables inverse percent ranks before calculation
mydata11 = read.csv("C:/Users/Brian/Documents/ScottPeer.csv")
head(mydata11)## PctUnInM DrugMortP CostHighP PrimCareR MHPR MUnHDays HospPer100KPop
## 1 0.988 0.998 0.592 0.757 0.155 0.330 0.514
## 2 0.937 0.938 0.644 0.768 0.693 0.450 0.413
## 3 0.953 0.060 0.470 0.554 0.378 0.044 0.366
## 4 0.875 0.478 0.745 0.781 0.608 0.175 0.520
## 5 0.875 0.642 0.663 0.889 0.720 0.612 0.428
## 6 0.988 0.328 0.333 0.735 0.441 0.386 0.360
## UCPer100KPop BusSPer100KPop SyringeProg RuralUrban
## 1 0.829 0.854 1 0.102
## 2 0.959 0.856 1 0.182
## 3 0.952 0.823 1 0.000
## 4 0.834 0.788 1 0.182
## 5 0.850 0.819 1 0.182
## 6 0.817 0.770 1 0.102Data Check
Summarize data by mean, median, 25th and 75th quartiles, minimum, and maximun to check for errors.
summary(mydata11)## PctUnInM DrugMortP CostHighP PrimCareR
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.2790 1st Qu.:0.0000 1st Qu.:0.0370 1st Qu.:0.2070
## Median :0.5210 Median :0.3110 Median :0.3570 Median :0.4710
## Mean :0.5178 Mean :0.3633 Mean :0.3912 Mean :0.4729
## 3rd Qu.:0.7790 3rd Qu.:0.6560 3rd Qu.:0.6810 3rd Qu.:0.7350
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## MHPR MUnHDays HospPer100KPop UCPer100KPop
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.1750 1st Qu.:0.0620 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.4500 Median :0.3860 Median :0.5000 Median :0.0000
## Mean :0.4546 Mean :0.4093 Mean :0.4373 Mean :0.1738
## 3rd Qu.:0.7250 3rd Qu.:0.7020 3rd Qu.:0.7500 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## BusSPer100KPop SyringeProg RuralUrban
## Min. :0.0000 Min. :0.0030 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:1.0000 1st Qu.:0.1820
## Median :0.0000 Median :1.0000 Median :0.3460
## Mean :0.2044 Mean :0.9959 Mean :0.2666
## 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:0.3460
## Max. :1.0000 Max. :1.0000 Max. :0.3460Partitioning
K-means clustering is the most popular partitioning method. It requires the analyst to specify the number of clusters to extract. A plot of the within groups sum of squares by number of clusters extracted can help determine the appropriate number of clusters. The analyst looks for a bend in the plot similar to a scree test in factor analysis.
# Determine number of clusters
wss <- (nrow(mydata11)-1)*sum(apply(mydata11,2,var))
for (i in 2:10) wss[i] <- sum(kmeans(mydata11,
centers=i)$withinss)
plot(1:10, wss, type="b", xlab="Number of Clusters",
ylab="Within groups sum of squares")
Inflection point in the plot indicates that 5 clusters gives ‘most bang for the buck’, but another number of county clusters can be chosen if desired.
We’ll examine 5 clusters of the 489 countyScott County, IN peer county group.
County cluster groupings using 5 clusters
# K-Means Cluster Analysis
fit <- kmeans(mydata11, 5) # 5 cluster solution
# get cluster means
aggregate(mydata11,by=list(fit$cluster),FUN=mean)## Group.1 PctUnInM DrugMortP CostHighP PrimCareR MHPR MUnHDays
## 1 1 0.7278202 0.4797865 0.5187079 0.6192921 0.5426742 0.4627416
## 2 2 0.6655405 0.4705405 0.5315000 0.5127432 0.5582838 0.5290541
## 3 3 0.5424167 0.5192407 0.6414815 0.5459537 0.5138981 0.6551852
## 4 4 0.4425938 0.2680208 0.1681354 0.5611042 0.4461146 0.1745729
## 5 5 0.3122131 0.1503852 0.1672213 0.2079918 0.2814836 0.2648689
## HospPer100KPop UCPer100KPop BusSPer100KPop SyringeProg RuralUrban
## 1 0.461022472 0.89931461 0.33842697 0.9887978 0.2263371
## 2 0.506324324 0.00000000 0.89190541 1.0000000 0.2588378
## 3 0.564092593 0.00000000 0.00000000 0.9907685 0.2831667
## 4 0.771406250 0.01041667 0.00000000 1.0000000 0.3011667
## 5 0.003090164 0.03239344 0.03159016 1.0000000 0.2589180# append cluster assignment
mydata11 <- data.frame(mydata11, fit$cluster)
print(mydata11)## PctUnInM DrugMortP CostHighP PrimCareR MHPR MUnHDays HospPer100KPop
## 1 0.988 0.998 0.592 0.757 0.155 0.330 0.514
## 2 0.937 0.938 0.644 0.768 0.693 0.450 0.413
## 3 0.953 0.060 0.470 0.554 0.378 0.044 0.366
## 4 0.875 0.478 0.745 0.781 0.608 0.175 0.520
## 5 0.875 0.642 0.663 0.889 0.720 0.612 0.428
## 6 0.988 0.328 0.333 0.735 0.441 0.386 0.360
## 7 0.988 0.232 0.787 0.813 0.583 0.114 0.440
## 8 0.832 0.800 0.602 0.818 0.644 0.522 0.456
## 9 0.621 0.303 0.341 0.880 0.641 0.193 0.581
## 10 0.875 0.057 0.681 0.577 0.439 0.612 0.571
## 11 0.779 0.981 0.541 0.896 0.786 0.612 0.401
## 12 0.875 0.664 0.623 0.978 0.509 0.386 0.393
## 13 0.906 0.458 0.536 0.398 0.691 0.193 0.479
## 14 0.906 0.379 0.000 0.932 0.768 0.000 0.807
## 15 0.953 0.808 0.483 0.803 0.808 0.304 0.540
## 16 0.996 0.941 0.950 0.298 0.959 0.731 0.504
## 17 0.779 0.763 0.454 0.538 0.966 0.731 0.426
## 18 0.875 0.176 0.320 0.950 0.932 0.486 0.731
## 19 0.474 0.783 0.000 0.512 0.984 0.353 0.893
## 20 0.392 0.817 0.750 0.833 0.896 0.702 0.651
## 21 0.658 0.142 0.657 0.573 0.709 0.353 0.604
## 22 0.474 0.113 0.549 0.551 0.858 0.875 0.508
## 23 0.906 0.331 0.219 0.720 0.840 0.330 0.364
## 24 0.832 0.978 0.578 0.497 0.297 0.412 0.432
## 25 0.875 0.351 0.884 0.675 0.346 0.450 0.485
## 26 0.576 0.210 0.779 0.474 0.522 0.258 0.450
## 27 0.953 0.198 0.090 0.787 0.639 0.078 0.356
## 28 0.521 0.337 0.438 0.963 0.963 0.977 0.737
## 29 0.875 0.464 0.365 0.900 0.351 0.702 0.631
## 30 0.972 0.356 0.254 0.870 0.736 0.556 0.442
## 31 0.658 0.218 0.409 0.878 0.849 0.450 0.465
## 32 0.621 0.275 0.470 0.541 0.542 0.612 0.405
## 33 0.875 0.373 0.475 0.673 0.497 0.353 0.526
## 34 0.474 0.000 0.000 0.502 0.518 0.000 0.000
## 35 0.232 0.000 0.795 0.196 0.405 0.656 0.000
## 36 0.621 0.591 0.657 0.287 0.198 0.224 0.536
## 37 0.658 0.616 0.892 0.439 0.833 0.224 0.633
## 38 0.906 0.743 0.702 0.945 0.968 0.556 0.407
## 39 0.716 0.622 0.784 0.292 0.322 0.934 0.875
## 40 0.521 0.000 0.214 0.067 0.565 0.556 0.694
## 41 0.658 0.489 0.140 0.216 0.254 0.522 0.411
## 42 0.431 0.000 0.592 0.829 0.759 0.911 0.926
## 43 0.318 0.000 0.834 0.928 0.903 0.911 0.928
## 44 0.953 0.565 0.333 0.647 0.869 0.556 0.649
## 45 0.875 0.317 0.000 0.922 0.819 0.000 0.846
## 46 0.875 0.738 0.365 0.480 0.594 0.612 0.592
## 47 0.906 0.314 0.779 0.861 0.774 0.522 0.663
## 48 0.716 0.108 0.156 0.510 0.182 0.139 0.487
## 49 0.521 0.032 0.404 0.906 0.801 0.024 0.588
## 50 0.716 0.054 0.238 0.846 0.623 0.193 0.561
## 51 0.832 0.509 0.913 0.506 0.191 0.612 0.473
## 52 0.996 0.049 0.074 0.954 0.729 0.021 0.463
## 53 0.972 0.950 0.969 0.911 0.873 0.450 0.528
## 54 0.988 0.619 0.979 0.835 0.986 0.702 0.729
## 55 0.972 0.760 0.045 0.393 0.792 0.006 0.747
## 56 0.832 0.390 0.750 0.521 0.655 0.522 0.547
## 57 0.621 0.000 0.000 0.965 0.707 0.000 0.883
## 58 0.996 0.885 0.961 0.528 0.860 0.934 0.756
## 59 0.988 0.814 0.916 0.456 0.853 0.777 0.793
## 60 0.972 0.000 0.758 0.919 0.288 0.612 0.733
## 61 0.521 0.238 0.502 0.233 0.283 0.911 0.704
## 62 0.351 0.000 0.681 0.616 0.563 0.656 0.950
## 63 0.906 0.967 0.000 0.876 0.952 0.330 0.881
## 64 0.658 0.693 0.069 0.043 0.603 0.121 0.891
## 65 0.832 0.354 0.811 0.826 0.927 0.841 0.475
## 66 0.716 0.910 0.549 0.807 0.648 0.258 0.551
## 67 0.576 0.500 0.394 0.101 0.540 0.114 0.805
## 68 0.048 0.000 0.784 0.238 0.925 0.656 0.987
## 69 0.279 0.000 0.903 0.688 0.822 0.934 0.965
## 70 0.054 0.193 0.797 0.891 0.979 0.959 0.899
## 71 0.658 0.475 0.520 0.679 0.905 0.777 0.512
## 72 0.832 0.484 0.702 0.134 0.306 0.193 0.391
## 73 0.832 0.876 0.945 0.705 0.689 0.450 0.415
## 74 0.232 0.684 0.826 0.391 0.795 0.656 0.901
## 75 0.996 0.845 0.956 0.396 0.716 0.934 0.389
## 76 1.000 0.854 0.734 0.902 0.590 0.977 0.622
## 77 0.988 0.831 0.000 0.774 0.434 0.911 0.686
## 78 0.431 0.068 0.536 0.142 0.213 0.826 0.727
## 79 0.318 0.594 0.238 0.114 0.038 0.450 0.836
## 80 0.576 0.393 0.027 0.322 0.414 0.000 0.817
## 81 0.351 0.345 0.510 0.714 0.750 0.993 0.858
## 82 0.832 0.444 0.592 0.190 0.396 0.947 0.506
## 83 0.431 0.520 0.296 0.175 0.380 0.288 0.557
## 84 0.128 0.221 0.000 0.670 0.626 0.000 0.922
## 85 0.937 0.410 0.117 0.359 0.342 0.054 0.385
## 86 0.779 0.613 0.357 0.363 0.362 0.777 0.399
## 87 0.716 0.690 0.000 0.571 0.227 0.702 0.575
## 88 0.832 0.673 0.438 0.852 0.740 0.157 0.469
## 89 0.621 0.506 0.602 0.831 0.943 0.754 0.489
## 90 0.431 0.385 0.689 0.645 0.828 0.911 0.829
## 91 0.937 0.037 0.433 0.805 0.770 0.258 0.627
## 92 0.779 0.904 0.903 0.010 0.096 0.098 0.000
## 93 0.431 0.851 0.000 0.331 0.621 0.977 0.000
## 94 0.085 0.000 0.689 0.326 0.105 0.412 0.000
## 95 0.474 0.000 0.470 0.264 0.747 0.947 0.000
## 96 0.392 0.000 0.000 0.145 0.000 0.000 0.000
## 97 0.474 0.000 0.000 0.000 0.443 0.000 0.000
## 98 0.621 0.424 0.779 0.021 0.682 0.522 0.000
## 99 0.197 0.000 0.103 0.015 0.031 0.021 0.000
## 100 0.279 0.000 0.080 0.012 0.101 0.330 0.000
## 101 0.937 0.704 0.789 0.841 0.445 0.841 0.000
## 102 0.937 0.871 0.892 0.283 0.166 0.826 0.000
## 103 0.576 0.919 0.497 0.166 0.076 0.947 0.000
## 104 0.716 0.786 0.000 0.372 0.427 0.000 0.000
## 105 0.128 0.178 0.763 0.917 0.898 0.556 0.000
## 106 0.716 0.936 0.845 0.248 0.162 0.754 0.000
## 107 0.576 0.000 0.510 0.348 0.490 0.114 0.000
## 108 0.392 0.741 0.866 0.222 0.635 0.952 0.000
## 109 0.431 0.359 0.000 0.183 0.612 0.000 0.000
## 110 0.832 0.986 0.433 0.203 0.000 0.947 0.000
## 111 0.937 0.269 0.861 0.785 0.002 0.330 0.000
## 112 0.972 0.924 0.578 0.006 0.045 0.612 0.000
## 113 0.351 0.000 0.993 0.201 0.000 0.000 0.000
## 114 1.000 0.300 0.502 0.623 0.601 0.450 0.418
## 115 0.658 0.828 0.000 0.893 0.551 0.412 0.538
## 116 0.351 0.554 0.531 0.772 0.126 0.826 0.850
## 117 0.875 0.647 0.956 0.742 0.885 0.826 0.403
## 118 0.576 0.517 0.074 0.746 0.558 0.612 0.629
## 119 0.576 0.000 0.454 0.883 0.157 0.777 0.741
## 120 0.716 0.430 0.681 0.489 0.556 0.029 0.567
## 121 0.521 0.512 0.855 0.294 0.524 0.795 0.452
## 122 0.779 0.907 0.560 0.309 0.576 0.612 0.616
## 123 0.779 0.947 0.935 0.155 0.423 0.612 0.428
## 124 0.521 0.000 0.394 0.824 0.493 0.078 0.647
## 125 0.279 0.726 0.198 0.493 0.817 0.288 0.659
## 126 0.392 0.670 0.404 0.049 0.481 0.098 0.643
## 127 0.062 0.167 0.876 0.790 0.887 0.288 0.946
## 128 0.279 0.472 0.357 0.337 0.204 0.078 0.711
## 129 0.576 0.000 0.491 0.000 0.698 0.258 0.872
## 130 0.937 0.323 0.278 0.632 0.371 0.522 0.372
## 131 0.658 0.611 0.578 0.123 0.085 0.258 0.579
## 132 0.937 0.537 0.520 0.941 0.945 0.612 0.368
## 133 0.937 0.599 0.884 0.653 0.335 0.522 0.610
## 134 0.906 0.602 0.309 0.971 0.889 0.656 0.461
## 135 0.937 0.402 0.214 0.937 0.880 0.114 0.639
## 136 0.953 0.992 0.000 0.792 0.936 0.731 0.516
## 137 0.972 0.419 0.623 0.610 0.572 0.702 0.354
## 138 0.392 0.427 0.578 0.924 0.871 0.656 0.709
## 139 0.779 0.195 0.702 0.370 0.461 0.841 0.397
## 140 0.779 0.639 0.592 0.984 0.666 0.139 0.477
## 141 0.832 0.580 0.721 0.525 0.310 0.522 0.606
## 142 0.953 0.540 0.357 0.655 0.448 0.085 0.370
## 143 0.779 0.413 0.821 0.311 0.263 0.157 0.497
## 144 0.875 0.235 0.821 0.837 0.578 0.486 0.358
## 145 0.875 0.308 0.623 0.696 0.211 0.486 0.801
## 146 0.937 0.416 0.198 0.441 0.256 0.330 0.375
## 147 0.875 0.577 0.855 0.867 0.180 0.985 0.379
## 148 0.716 0.215 0.175 0.701 0.675 0.777 0.532
## 149 0.716 0.888 0.681 0.848 0.349 0.556 0.448
## 150 0.906 0.839 0.132 0.872 0.218 0.777 0.803
## 151 0.576 0.306 0.214 0.487 0.252 0.330 0.471
## 152 0.937 0.173 0.829 0.417 0.337 0.911 0.381
## 153 0.056 0.000 0.000 1.000 0.972 0.000 0.997
## 154 0.716 0.297 0.644 0.997 0.713 0.731 0.438
## 155 0.779 0.441 0.394 0.335 0.527 0.795 0.577
## 156 0.779 0.667 0.842 0.495 0.250 0.702 0.491
## 157 0.875 0.549 0.681 0.692 0.159 0.486 0.454
## 158 0.658 0.933 0.942 0.777 0.677 0.841 0.569
## 159 0.474 0.000 0.109 0.000 0.000 0.386 0.000
## 160 0.318 0.597 0.132 0.556 0.851 0.036 0.000
## 161 0.521 0.000 0.903 0.240 0.000 0.157 0.000
## 162 0.158 0.000 0.114 0.530 0.000 0.000 0.000
## 163 0.085 0.000 0.119 0.051 0.704 0.304 0.000
## 164 0.832 0.823 0.657 0.136 0.416 0.000 0.000
## 165 0.906 0.399 0.531 0.409 0.668 0.522 0.000
## 166 0.716 0.433 0.264 0.194 0.144 0.224 0.000
## 167 0.431 0.952 0.990 0.307 0.220 0.486 0.000
## 168 0.658 0.707 0.000 0.127 0.394 0.000 0.000
## 169 0.091 0.000 0.000 0.413 0.000 0.000 0.000
## 170 0.146 0.879 0.051 0.272 0.432 0.934 0.000
## 171 0.392 0.159 0.702 0.482 0.279 0.556 0.000
## 172 0.576 0.000 0.982 0.595 0.270 0.522 0.000
## 173 0.832 1.000 0.415 0.668 0.488 0.224 0.844
## 174 0.576 0.571 0.708 0.562 0.072 0.224 0.698
## 175 0.779 0.989 0.275 0.214 0.108 0.795 0.522
## 176 0.832 0.868 0.520 0.783 0.385 0.193 0.383
## 177 0.716 0.628 0.858 0.231 0.533 0.175 0.444
## 178 0.832 0.000 0.721 0.811 0.090 0.486 0.768
## 179 0.716 0.916 0.745 0.406 0.004 0.044 0.565
## 180 0.621 0.000 0.919 0.378 0.554 0.795 0.739
## 181 0.779 0.452 0.037 0.898 0.930 0.078 0.614
## 182 0.521 0.568 0.214 0.411 0.009 0.288 0.672
## 183 0.576 0.972 0.866 0.235 0.914 0.121 0.459
## 184 0.351 0.339 0.183 0.339 0.430 0.098 0.821
## 185 0.621 0.859 0.000 0.452 0.934 0.000 0.688
## 186 0.279 0.769 0.032 0.751 0.000 0.612 0.825
## 187 0.474 0.000 0.935 0.461 0.153 0.875 0.870
## 188 0.279 0.676 0.301 0.766 0.718 0.224 0.674
## 189 0.197 0.000 0.721 0.666 0.529 0.157 0.848
## 190 0.175 0.348 0.000 0.619 0.977 0.003 0.819
## 191 0.078 0.311 0.148 0.820 0.878 0.054 0.952
## 192 0.085 0.732 0.000 0.426 0.574 0.656 0.864
## 193 0.175 0.659 0.644 0.374 0.538 0.911 0.752
## 194 0.279 0.365 0.763 0.257 0.684 0.754 0.645
## 195 0.351 0.890 0.000 0.354 0.000 0.175 0.717
## 196 0.392 0.368 0.708 0.296 0.614 0.000 0.600
## 197 0.175 0.376 0.826 0.761 0.909 0.911 0.971
## 198 0.279 0.000 0.357 0.987 0.756 0.656 0.983
## 199 0.431 0.582 0.357 0.759 0.867 0.777 0.842
## 200 0.576 0.000 0.000 0.471 0.662 0.000 0.815
## 201 0.937 0.563 0.000 0.547 0.831 0.000 0.420
## 202 0.351 0.000 0.000 0.069 0.000 0.000 0.920
## 203 0.351 0.125 0.000 0.660 0.207 0.000 0.985
## 204 0.431 0.630 0.000 0.277 0.912 0.000 0.766
## 205 0.392 0.902 0.000 0.629 0.587 0.000 0.877
## 206 0.658 0.893 0.000 0.915 0.745 0.000 0.678
## 207 0.832 0.000 0.000 0.586 0.472 0.000 0.715
## 208 0.521 0.294 0.183 0.534 0.121 0.288 0.840
## 209 0.279 0.803 0.758 0.500 0.286 0.911 0.823
## 210 0.431 0.873 0.779 0.448 0.504 0.911 0.690
## 211 0.937 0.065 0.475 0.346 0.087 0.330 0.586
## 212 0.576 0.825 0.734 0.365 0.340 0.754 0.735
## 213 0.832 0.543 0.214 0.597 0.274 0.656 0.502
## 214 0.832 0.755 0.000 0.935 0.581 0.826 0.834
## 215 0.576 0.000 0.000 0.885 0.545 0.000 0.911
## 216 0.521 0.000 0.000 0.850 0.117 0.000 0.961
## 217 0.576 0.724 0.924 0.404 0.790 0.826 0.612
## 218 0.621 0.000 1.000 0.651 0.114 0.612 0.956
## 219 0.779 0.842 0.821 0.690 0.727 0.911 0.725
## 220 0.279 0.678 0.657 0.961 0.418 0.731 0.981
## 221 0.521 0.020 0.222 0.740 0.103 0.085 0.797
## 222 0.576 0.029 0.132 0.913 0.797 0.224 0.813
## 223 0.576 0.789 0.404 0.246 0.702 0.224 0.641
## 224 0.351 0.645 0.734 0.748 0.202 0.412 0.831
## 225 0.146 0.532 0.069 0.075 0.659 0.258 0.743
## 226 0.279 0.046 0.275 0.515 0.844 0.450 0.895
## 227 0.279 0.650 0.689 0.599 0.000 0.702 0.903
## 228 0.318 0.091 0.164 0.435 0.646 0.036 0.786
## 229 0.318 0.625 0.460 0.839 0.382 0.386 0.795
## 230 0.779 0.006 0.022 0.800 0.995 0.044 0.827
## 231 0.906 0.772 0.908 0.593 0.470 0.702 0.424
## 232 0.521 0.291 0.510 0.779 0.738 0.656 0.545
## 233 0.474 0.710 0.000 0.686 0.407 0.000 0.655
## 234 0.431 0.927 0.433 0.603 0.403 0.612 0.670
## 235 0.318 0.105 0.037 0.770 0.810 0.288 0.754
## 236 0.158 0.080 0.008 0.036 0.520 0.078 0.868
## 237 0.576 0.243 0.080 0.627 0.779 0.258 0.553
## 238 0.351 0.153 0.560 0.642 0.632 0.522 0.885
## 239 0.716 0.656 0.061 0.209 0.842 0.139 0.811
## 240 0.039 0.133 0.000 0.103 0.265 0.000 0.942
## 241 0.392 0.043 0.122 0.993 0.993 0.029 0.495
## 242 0.474 0.099 0.296 0.558 0.078 0.258 0.702
## 243 0.232 0.362 0.433 0.991 0.975 0.304 0.590
## 244 0.576 0.119 0.380 0.716 0.765 0.612 0.680
## 245 0.392 0.758 0.811 0.532 0.657 0.386 0.692
## 246 0.474 0.258 0.491 0.926 0.864 0.522 0.563
## 247 0.318 0.775 0.578 0.567 0.027 0.353 0.799
## 248 0.392 0.252 0.644 0.168 0.094 0.486 0.778
## 249 0.431 0.777 0.270 0.844 0.605 0.139 0.625
## 250 0.972 0.752 0.974 0.904 0.941 0.612 0.422
## 251 0.832 0.865 0.000 0.445 0.317 0.450 0.700
## 252 0.351 0.000 0.000 0.995 0.846 0.934 0.959
## 253 0.953 0.984 0.000 0.430 0.531 0.947 0.584
## 254 0.716 0.498 0.000 0.816 0.837 0.959 0.918
## 255 0.832 0.000 0.000 0.638 0.000 0.977 0.915
## 256 0.521 0.246 0.721 0.465 0.653 0.258 0.653
## 257 0.906 0.272 0.198 0.974 0.957 0.330 0.889
## 258 0.078 0.495 0.000 0.324 0.547 0.000 0.944
## 259 0.779 0.447 0.175 0.071 0.324 0.612 0.555
## 260 0.392 0.162 0.483 0.383 0.711 0.000 0.758
## 261 0.875 0.687 0.800 0.658 0.628 0.656 0.770
## 262 0.392 0.000 0.942 0.160 0.806 0.841 0.897
## 263 0.431 0.000 0.610 0.218 0.788 0.990 0.909
## 264 0.621 0.342 0.779 0.242 0.826 0.121 0.637
## 265 0.779 0.156 0.734 0.357 0.835 0.386 0.723
## 266 0.474 0.325 0.531 0.463 1.000 0.258 0.862
## 267 0.621 0.820 0.961 0.909 0.599 0.777 0.772
## 268 0.392 0.930 0.929 0.508 0.549 0.486 0.762
## 269 0.232 0.263 0.000 0.536 0.783 0.000 0.852
## 270 0.279 0.000 0.000 0.000 0.173 0.000 0.973
## 271 0.621 0.000 0.296 0.344 0.900 0.175 0.954
## 272 0.279 0.000 0.000 0.725 0.056 0.000 0.975
## 273 0.048 0.000 0.745 0.976 0.373 0.702 0.977
## 274 0.875 0.749 0.855 0.744 0.511 0.412 0.481
## 275 0.521 0.969 0.325 0.707 0.398 0.353 0.534
## 276 0.033 0.000 0.000 0.569 0.000 0.000 0.993
## 277 0.017 0.000 0.964 0.982 0.000 0.000 1.000
## 278 0.232 0.681 0.541 0.939 0.948 0.959 0.866
## 279 0.115 0.000 0.813 0.000 0.450 0.826 0.995
## 280 0.037 0.097 0.842 0.958 0.686 0.486 0.979
## 281 0.066 0.150 0.847 0.794 0.918 0.702 0.854
## 282 0.988 0.995 0.795 0.681 0.894 0.952 0.387
## 283 0.232 0.438 0.341 0.989 0.954 0.450 0.879
## 284 0.906 0.421 0.415 0.458 0.813 0.412 0.395
## 285 0.474 0.283 0.644 0.930 0.752 0.353 0.760
## 286 0.937 0.164 0.549 0.543 0.882 0.450 0.362
## 287 0.351 0.226 0.230 0.313 0.225 0.193 0.500
## 288 0.716 0.000 0.969 0.712 0.290 0.875 0.750
## 289 0.103 0.201 0.000 0.125 0.141 0.000 0.967
## 290 0.779 0.382 0.610 0.549 0.988 0.486 0.774
## 291 0.062 0.000 0.000 0.400 0.990 0.000 0.963
## 292 0.279 0.000 0.000 0.948 0.981 0.000 0.940
## 293 0.197 0.515 0.000 0.859 0.743 0.000 0.932
## 294 0.988 0.862 0.000 0.290 0.376 0.000 0.782
## 295 0.033 0.000 0.000 0.943 0.000 0.000 0.991
## 296 0.779 0.145 0.454 0.699 0.245 0.139 0.635
## 297 0.716 0.187 0.285 0.612 0.229 0.450 0.467
## 298 0.115 0.128 0.164 0.077 0.000 0.000 0.934
## 299 0.832 0.388 0.040 0.798 0.231 0.353 0.436
## 300 0.474 0.207 0.169 0.731 0.177 0.486 0.657
## 301 0.474 0.122 0.024 0.703 0.135 0.875 0.676
## 302 0.832 0.455 0.309 0.683 0.567 0.702 0.483
## 303 0.146 0.051 0.000 0.110 0.000 0.000 0.948
## 304 0.953 0.224 0.098 0.316 0.099 0.612 0.377
## 305 0.351 0.116 0.520 0.138 0.000 0.000 0.860
## 306 0.658 0.896 0.602 0.614 0.353 0.911 0.668
## 307 0.621 0.503 0.296 0.575 0.862 0.731 0.530
## 308 0.716 0.130 0.109 0.545 0.006 0.702 0.602
## 309 0.091 0.000 0.417 0.259 0.650 0.000 0.930
## 310 0.621 0.461 0.098 0.677 0.015 0.098 0.713
## 311 0.576 0.280 0.000 0.469 0.243 0.412 0.596
## 312 0.576 0.266 0.454 0.755 0.186 0.386 0.665
## 313 0.392 0.806 0.264 0.560 0.011 0.702 0.706
## 314 0.906 0.797 0.320 0.854 0.315 0.875 0.684
## 315 0.779 0.608 0.409 0.437 0.112 0.841 0.543
## 316 0.232 0.000 0.000 0.640 0.069 0.000 0.913
## 317 0.066 0.000 0.000 0.419 0.139 0.000 0.969
## 318 0.392 0.837 0.000 0.119 0.123 0.000 0.838
## 319 0.175 0.746 0.000 0.041 0.047 0.000 0.887
## 320 0.128 0.289 0.000 0.186 0.024 0.000 0.788
## 321 0.232 0.882 0.022 0.225 0.259 0.000 0.608
## 322 0.716 0.636 0.243 0.722 0.369 0.258 0.618
## 323 0.716 0.088 0.394 0.415 0.234 0.288 0.573
## 324 0.716 0.017 0.061 0.261 0.295 0.054 0.745
## 325 0.197 0.585 0.000 0.738 0.013 0.990 0.696
## 326 0.716 0.718 0.320 0.454 0.671 0.288 0.549
## 327 0.521 0.780 0.333 0.199 0.128 0.139 0.661
## 328 0.621 0.139 0.721 0.694 0.664 0.288 0.493
## 329 0.779 0.085 0.470 0.956 0.815 0.062 0.776
## 330 0.716 0.077 0.578 0.649 0.673 0.036 0.409
## 331 0.318 0.000 0.929 0.253 0.916 0.826 0.989
## 332 0.232 0.000 0.644 0.517 0.961 0.875 0.938
## 333 0.621 0.944 0.357 0.352 0.463 0.731 0.719
## 334 0.779 0.015 0.734 0.478 0.130 0.175 0.559
## 335 0.521 0.469 0.301 0.564 0.308 0.795 0.790
## 336 0.115 0.000 0.082 0.279 0.092 0.656 0.936
## 337 0.875 0.147 0.460 0.863 0.268 0.258 0.594
## 338 0.474 0.000 0.497 0.809 0.610 0.193 0.856
## 339 0.351 0.834 0.602 0.874 0.799 0.157 0.924
## 340 0.906 0.040 0.140 0.822 0.301 0.114 0.434
## 341 0.621 0.003 0.148 0.584 0.272 0.175 0.598
## 342 0.779 0.286 0.491 0.796 0.060 0.702 0.510
## 343 0.621 0.026 0.454 0.580 0.722 0.062 0.518
## 344 0.158 0.526 0.433 0.636 0.495 0.702 0.682
## 345 0.716 0.241 0.198 0.952 0.515 0.412 0.524
## 346 0.875 0.811 0.702 0.177 0.150 0.656 0.446
## 347 0.474 0.605 0.892 0.753 0.466 0.754 0.780
## 348 0.146 0.082 0.681 0.606 0.560 0.612 0.809
## 349 0.576 0.481 0.053 0.865 0.189 0.911 0.905
## 350 0.232 0.181 0.623 0.764 0.193 0.731 0.907
## 351 0.875 0.000 0.243 0.476 0.734 0.731 0.721
## 352 0.906 0.735 0.903 0.045 0.355 0.826 0.620
## 353 0.972 0.899 0.977 0.274 0.824 0.985 0.764
## 354 0.621 0.000 0.998 0.967 0.479 0.998 0.784
## 355 0.318 0.913 0.254 0.170 0.364 0.224 0.000
## 356 0.716 0.958 0.942 0.320 0.146 0.777 0.000
## 357 0.062 0.000 0.000 0.000 0.000 0.000 0.000
## 358 0.232 0.000 0.132 0.151 0.000 0.000 0.000
## 359 0.392 0.000 0.000 0.064 0.000 0.304 0.000
## 360 0.779 0.791 0.745 0.350 0.209 0.522 0.000
## 361 0.197 0.000 0.156 0.192 0.058 0.386 0.000
## 362 0.197 0.334 0.842 0.073 0.083 0.731 0.000
## 363 0.474 0.000 0.085 0.047 0.049 0.556 0.000
## 364 0.474 0.000 0.000 0.000 0.319 0.875 0.000
## 365 0.175 0.000 0.555 0.491 0.939 0.288 0.000
## 366 0.232 0.000 0.156 0.588 0.619 0.000 0.000
## 367 0.115 0.229 0.011 0.147 0.018 0.412 0.000
## 368 0.232 0.794 0.373 0.341 0.148 0.826 0.000
## 369 0.037 0.698 0.394 0.000 0.000 0.826 0.000
## 370 0.431 0.000 0.869 0.099 0.029 0.386 0.000
## 371 0.025 0.000 0.657 0.062 0.063 0.656 0.000
## 372 0.175 0.529 0.000 0.121 0.000 0.139 0.000
## 373 0.023 0.000 0.000 0.376 0.000 0.000 0.000
## 374 0.158 0.000 0.000 0.268 0.236 1.000 0.000
## 375 0.023 0.921 0.578 0.106 0.923 0.911 0.000
## 376 0.318 0.588 0.811 0.090 0.000 0.486 0.000
## 377 0.048 0.000 0.000 0.000 0.391 0.000 0.000
## 378 0.128 0.000 0.000 0.000 0.000 0.000 0.000
## 379 0.832 0.633 0.359 0.281 0.304 0.386 0.000
## 380 0.279 0.551 0.167 0.205 0.592 0.078 0.000
## 381 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## 382 0.716 0.000 0.000 0.023 0.970 0.000 0.000
## 383 0.779 0.557 0.000 0.300 0.695 0.000 0.000
## 384 0.431 0.000 0.238 0.000 0.333 0.522 0.000
## 385 0.658 0.961 0.834 0.227 0.457 0.795 0.000
## 386 0.279 0.000 0.254 0.519 0.277 0.000 0.000
## 387 0.351 0.848 0.779 0.149 0.637 0.754 0.000
## 388 0.318 0.964 0.000 0.450 0.585 0.795 0.000
## 389 0.521 0.000 0.000 0.116 0.358 0.000 0.000
## 390 0.279 0.000 0.000 0.000 0.000 0.054 0.000
## 391 0.197 0.071 0.433 0.034 0.921 0.258 0.000
## 392 0.576 0.000 0.592 0.229 0.074 0.702 0.000
## 393 0.658 0.102 0.264 0.207 0.804 0.224 0.000
## 394 0.279 0.715 0.183 0.030 0.222 0.330 0.000
## 395 0.103 0.396 0.140 0.080 0.596 0.353 0.000
## 396 0.431 0.000 0.605 0.000 0.200 0.754 0.000
## 397 0.072 0.000 0.325 0.188 0.000 0.288 0.000
## 398 0.521 0.023 0.404 0.484 0.617 0.353 0.000
## 399 0.146 0.111 0.051 0.270 0.950 0.011 0.000
## 400 0.128 0.407 0.230 0.318 0.184 0.304 0.000
## 401 0.232 0.000 0.000 0.467 0.000 0.000 0.000
## 402 0.474 0.534 0.985 0.054 0.054 0.656 0.000
## 403 0.197 0.063 0.016 0.361 0.772 0.062 0.000
## 404 0.103 0.012 0.014 0.367 0.459 0.114 0.000
## 405 0.158 0.255 0.198 0.387 0.855 0.450 0.000
## 406 0.009 0.094 0.214 0.000 0.400 0.304 0.000
## 407 0.474 0.371 0.159 0.093 0.468 0.098 0.000
## 408 0.279 0.009 0.198 0.025 0.367 0.000 0.000
## 409 0.033 0.000 0.663 0.000 0.000 0.450 0.000
## 410 0.279 0.000 0.000 0.422 0.195 0.000 0.000
## 411 0.716 0.695 0.906 0.590 0.389 0.612 0.000
## 412 0.431 0.701 0.974 0.108 0.281 0.875 0.000
## 413 0.232 0.034 0.283 0.097 0.777 0.157 0.000
## 414 0.972 0.000 0.230 0.662 0.536 0.000 0.000
## 415 0.779 0.000 0.373 0.857 0.680 0.000 0.000
## 416 0.392 0.436 0.000 0.443 0.569 0.000 0.000
## 417 0.318 0.000 0.644 0.112 0.036 0.754 0.000
## 418 0.091 0.000 0.098 0.158 0.000 0.556 0.000
## 419 0.576 0.467 0.000 0.582 0.326 0.000 0.000
## 420 0.621 0.000 0.000 0.028 0.292 0.875 0.000
## 421 0.779 0.492 0.000 0.058 0.000 0.000 0.000
## 422 0.115 0.000 0.000 0.380 0.781 0.000 0.000
## 423 0.392 0.000 0.000 0.727 0.761 0.000 0.000
## 424 0.072 0.662 0.000 0.140 0.477 0.000 0.000
## 425 0.318 0.000 0.644 0.000 0.425 0.702 0.000
## 426 0.146 0.000 0.061 0.056 0.513 0.000 0.000
## 427 0.054 0.000 0.000 0.969 0.216 0.000 0.000
## 428 0.128 0.000 0.990 0.333 0.484 0.875 0.000
## 429 0.318 0.574 0.000 0.060 0.299 0.000 0.000
## 430 0.103 0.000 0.000 0.285 0.240 0.000 0.000
## 431 0.576 0.000 0.000 0.432 0.065 0.875 0.000
## 432 0.832 0.721 0.000 0.251 0.387 0.000 0.000
## 433 0.232 0.975 0.090 0.164 0.360 0.288 0.000
## 434 0.318 0.000 0.924 0.038 0.042 0.934 0.000
## 435 0.318 0.404 0.000 0.181 0.000 0.000 0.000
## 436 0.033 0.000 0.000 0.634 0.000 0.000 0.000
## 437 0.146 0.000 0.000 0.000 0.000 0.934 0.000
## 438 0.474 0.523 0.373 0.625 0.630 0.175 0.000
## 439 0.431 0.955 0.623 0.389 0.891 0.556 0.000
## 440 0.103 0.000 0.874 0.718 0.997 0.386 0.000
## 441 0.011 0.000 0.000 0.000 0.000 0.000 0.000
## 442 0.779 0.277 0.380 0.153 0.412 0.386 0.000
## 443 0.054 0.170 0.103 0.664 0.454 0.224 0.000
## 444 0.521 0.000 0.320 0.032 0.040 0.612 0.000
## 445 0.078 0.184 0.283 0.220 0.436 0.731 0.000
## 446 0.003 0.000 0.000 0.129 0.754 0.000 0.000
## 447 0.658 0.766 0.555 0.733 0.876 0.000 0.000
## 448 0.175 0.000 0.380 0.212 0.421 0.995 0.000
## 449 0.175 0.000 0.000 0.095 0.175 0.000 0.000
## 450 0.521 0.000 0.454 0.008 0.452 0.754 0.000
## 451 0.197 0.000 0.000 0.173 0.247 0.556 0.000
## 452 0.232 0.212 0.913 0.019 0.033 0.412 0.000
## 453 0.115 0.000 0.000 0.000 0.500 0.013 0.000
## 454 0.318 0.000 0.531 0.086 0.164 0.656 0.000
## 455 0.779 0.249 0.000 0.082 0.238 0.000 0.000
## 456 0.658 0.204 0.030 0.000 0.328 0.016 0.000
## 457 0.521 0.856 0.264 0.504 0.344 0.000 0.000
## 458 0.197 0.450 0.003 0.255 0.132 0.157 0.000
## 459 0.318 0.136 0.254 0.132 0.000 0.000 0.000
## 460 0.103 0.000 0.000 0.000 0.119 0.000 0.000
## 461 0.875 0.190 0.000 0.088 0.000 0.000 0.000
## 462 0.013 0.000 0.000 0.162 0.000 0.000 0.000
## 463 0.576 0.653 0.874 0.179 0.171 0.656 0.000
## 464 0.351 0.486 0.000 0.017 0.110 0.000 0.000
## 465 0.146 0.000 0.006 0.000 0.000 0.486 0.000
## 466 0.017 0.000 0.000 0.000 0.000 0.000 0.000
## 467 0.072 0.000 0.000 0.000 0.000 0.000 0.000
## 468 0.005 0.000 0.000 0.000 0.000 0.000 0.000
## 469 0.146 0.560 0.000 0.000 0.051 0.000 0.000
## 470 0.009 0.000 0.000 0.621 0.000 0.000 0.000
## 471 0.023 0.000 0.000 0.000 0.700 0.000 0.000
## 472 0.779 0.000 0.950 0.385 0.475 0.486 0.000
## 473 0.521 0.000 0.000 0.084 0.020 0.875 0.000
## 474 0.621 0.729 0.681 0.980 0.168 0.977 0.000
## 475 0.621 0.000 0.000 0.305 0.261 0.934 0.000
## 476 0.658 0.000 0.270 0.402 0.022 0.224 0.000
## 477 0.779 0.712 0.483 0.608 0.725 0.556 0.000
## 478 0.048 0.000 0.000 0.887 0.907 0.000 0.000
## 479 0.279 0.320 0.309 0.000 0.409 0.556 0.000
## 480 0.318 0.546 0.219 0.244 0.081 0.702 0.000
## 481 0.279 0.000 0.064 0.428 0.067 0.450 0.000
## 482 0.658 0.074 0.043 0.303 0.331 0.386 0.000
## 483 0.392 0.000 0.758 0.729 0.506 0.977 0.000
## 484 0.197 0.000 0.811 0.523 0.502 0.875 0.000
## 485 0.521 0.000 0.341 0.329 0.486 0.826 0.000
## 486 0.832 0.260 0.114 0.709 0.763 0.085 0.000
## 487 0.158 0.000 0.884 0.424 0.137 0.977 0.000
## 488 0.431 0.000 0.148 0.266 0.313 0.011 0.000
## 489 0.832 0.000 0.995 0.601 0.731 0.985 0.000
## UCPer100KPop BusSPer100KPop SyringeProg RuralUrban fit.cluster
## 1 0.829 0.854 1.000 0.102 1
## 2 0.959 0.856 1.000 0.182 1
## 3 0.952 0.823 1.000 0.000 1
## 4 0.834 0.788 1.000 0.182 1
## 5 0.850 0.819 1.000 0.182 1
## 6 0.817 0.770 1.000 0.102 1
## 7 0.809 0.872 1.000 0.000 1
## 8 0.811 0.827 1.000 0.102 1
## 9 0.920 0.879 1.000 0.346 1
## 10 0.911 0.877 1.000 0.000 1
## 11 0.934 0.807 1.000 0.182 1
## 12 0.922 0.799 1.000 0.182 1
## 13 0.877 0.930 1.000 0.346 1
## 14 0.989 0.997 1.000 0.346 1
## 15 0.905 0.944 1.000 0.346 1
## 16 0.893 0.901 1.000 0.346 1
## 17 0.848 0.905 1.000 0.182 1
## 18 0.821 0.774 1.000 0.182 1
## 19 0.932 0.891 1.000 0.346 1
## 20 0.944 0.899 1.000 0.346 1
## 21 0.926 0.803 1.000 0.182 1
## 22 0.895 0.850 1.000 0.346 1
## 23 0.819 0.883 1.000 0.182 1
## 24 0.854 0.907 1.000 0.182 1
## 25 0.881 0.842 1.000 0.000 1
## 26 0.862 0.825 1.000 0.182 1
## 27 0.813 0.815 0.003 0.182 1
## 28 0.956 0.924 1.000 0.346 1
## 29 0.846 0.895 1.000 0.182 1
## 30 0.924 0.772 1.000 0.182 1
## 31 0.870 0.829 1.000 0.182 1
## 32 0.842 0.893 1.000 0.182 1
## 33 0.899 0.790 1.000 0.182 1
## 34 0.969 0.942 1.000 0.102 1
## 35 0.965 0.938 1.000 0.346 1
## 36 0.000 0.862 1.000 0.346 2
## 37 0.000 0.897 1.000 0.346 2
## 38 0.000 0.809 1.000 0.182 2
## 39 0.000 0.885 1.000 0.346 2
## 40 0.000 0.911 1.000 0.346 2
## 41 0.000 0.811 1.000 0.346 2
## 42 0.000 0.920 1.000 0.346 2
## 43 0.000 0.977 1.000 0.346 2
## 44 0.000 0.965 1.000 0.182 2
## 45 0.000 0.866 1.000 0.346 2
## 46 0.000 0.801 1.000 0.182 2
## 47 0.000 0.817 1.000 0.034 2
## 48 0.000 0.844 1.000 0.346 2
## 49 0.000 0.881 1.000 0.346 2
## 50 0.000 0.875 1.000 0.346 2
## 51 0.000 0.838 1.000 0.346 2
## 52 0.000 0.776 1.000 0.346 2
## 53 0.000 0.860 1.000 0.346 2
## 54 0.000 0.956 1.000 0.346 2
## 55 0.000 0.926 1.000 0.346 2
## 56 0.000 0.948 1.000 0.346 2
## 57 0.000 0.954 1.000 0.346 2
## 58 0.000 0.778 1.000 0.000 2
## 59 0.000 0.805 1.000 0.346 2
## 60 0.000 0.922 1.000 0.346 2
## 61 0.000 0.915 1.000 0.000 2
## 62 0.000 0.983 1.000 0.346 2
## 63 0.000 0.887 1.000 0.346 2
## 64 0.000 0.959 1.000 0.346 2
## 65 0.000 0.928 1.000 0.034 2
## 66 0.000 0.864 1.000 0.182 2
## 67 0.000 0.936 1.000 0.346 2
## 68 0.000 0.993 1.000 0.346 2
## 69 0.000 0.987 1.000 0.346 2
## 70 0.000 0.963 1.000 0.346 2
## 71 0.000 0.852 1.000 0.346 2
## 72 0.000 0.797 1.000 0.034 2
## 73 0.000 0.813 1.000 0.182 2
## 74 0.000 0.969 1.000 0.346 2
## 75 0.000 0.795 1.000 0.346 2
## 76 0.000 0.780 1.000 0.182 2
## 77 0.000 0.971 1.000 0.346 2
## 78 0.000 0.918 1.000 0.346 2
## 79 0.000 0.946 1.000 0.346 2
## 80 0.000 0.981 1.000 0.000 2
## 81 0.000 0.952 1.000 0.346 2
## 82 0.000 0.848 1.000 0.346 2
## 83 0.000 0.870 1.000 0.000 2
## 84 0.000 0.973 1.000 0.346 2
## 85 0.000 0.793 1.000 0.102 2
## 86 0.000 0.889 1.000 0.346 2
## 87 0.000 0.975 1.000 0.346 2
## 88 0.000 0.831 1.000 0.346 2
## 89 0.000 0.846 1.000 0.346 2
## 90 0.000 0.985 1.000 0.034 2
## 91 0.000 0.782 1.000 0.182 2
## 92 0.000 0.979 1.000 0.346 2
## 93 0.000 0.840 1.000 0.346 2
## 94 0.000 1.000 1.000 0.034 2
## 95 0.000 0.995 1.000 0.346 2
## 96 0.000 0.989 1.000 0.346 5
## 97 0.000 0.991 1.000 0.346 5
## 98 0.000 0.950 1.000 0.102 2
## 99 0.000 0.940 1.000 0.346 5
## 100 0.000 0.934 1.000 0.102 5
## 101 0.000 0.858 1.000 0.346 2
## 102 0.000 0.932 1.000 0.182 2
## 103 0.000 0.868 1.000 0.346 2
## 104 0.000 0.834 1.000 0.182 2
## 105 0.000 0.909 1.000 0.346 2
## 106 0.000 0.821 1.000 0.000 2
## 107 0.000 0.961 1.000 0.346 2
## 108 0.000 0.913 1.000 0.102 2
## 109 0.000 0.967 1.000 0.034 2
## 110 0.000 0.784 1.000 0.034 2
## 111 0.000 0.786 1.000 0.182 2
## 112 0.000 0.836 1.000 0.182 2
## 113 0.000 0.903 1.000 0.346 2
## 114 0.860 0.000 1.000 0.102 1
## 115 0.903 0.000 1.000 0.346 1
## 116 0.971 0.000 1.000 0.346 1
## 117 0.840 0.000 1.000 0.182 1
## 118 0.936 0.000 1.000 0.346 1
## 119 0.961 0.000 1.000 0.346 1
## 120 0.973 0.000 1.000 0.182 1
## 121 0.864 0.000 1.000 0.346 1
## 122 0.930 0.000 1.000 0.346 1
## 123 0.850 0.000 1.000 0.182 1
## 124 0.942 0.000 1.000 0.346 1
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## 126 0.940 0.000 1.000 0.102 1
## 127 0.991 0.000 1.000 0.346 1
## 128 0.950 0.000 1.000 0.346 1
## 129 0.981 0.000 1.000 0.346 1
## 130 0.879 0.000 1.000 0.182 1
## 131 0.915 0.000 1.000 0.346 1
## 132 0.823 0.000 1.000 0.182 1
## 133 0.928 0.000 1.000 0.346 1
## 134 0.868 0.000 1.000 0.182 1
## 135 0.938 0.000 1.000 0.182 1
## 136 0.897 0.000 1.000 0.346 1
## 137 0.844 0.000 1.000 0.034 1
## 138 0.858 0.000 1.000 0.346 1
## 139 0.836 0.000 1.000 0.000 1
## 140 0.875 0.000 1.000 0.182 1
## 141 0.838 0.000 1.000 0.346 1
## 142 0.825 0.000 1.000 0.034 1
## 143 0.887 0.000 1.000 0.346 1
## 144 0.815 0.000 1.000 0.182 1
## 145 0.889 0.000 1.000 0.346 1
## 146 0.827 0.000 1.000 0.102 1
## 147 0.967 0.000 1.000 0.182 1
## 148 0.901 0.000 1.000 0.346 1
## 149 0.954 0.000 1.000 0.346 1
## 150 0.891 0.000 1.000 0.034 1
## 151 0.872 0.000 1.000 0.182 1
## 152 0.831 0.000 1.000 0.034 1
## 153 1.000 0.000 1.000 0.182 4
## 154 0.856 0.000 1.000 0.346 1
## 155 0.913 0.000 1.000 0.102 1
## 156 0.883 0.000 1.000 0.346 1
## 157 0.866 0.000 1.000 0.102 1
## 158 0.909 0.000 1.000 0.346 1
## 159 0.977 0.000 1.000 0.182 5
## 160 0.948 0.000 1.000 0.346 1
## 161 0.985 0.000 1.000 0.182 1
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## 163 0.983 0.000 1.000 0.182 5
## 164 0.977 0.000 1.000 0.346 1
## 165 0.907 0.000 1.000 0.346 1
## 166 0.975 0.000 1.000 0.182 1
## 167 0.885 0.000 1.000 0.034 1
## 168 0.918 0.000 1.000 0.346 1
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## 170 0.963 0.000 1.000 0.102 1
## 171 0.993 0.000 1.000 0.346 1
## 172 0.987 0.000 1.000 0.346 1
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## 174 0.000 0.000 1.000 0.346 3
## 175 0.000 0.000 1.000 0.102 3
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## 178 0.000 0.000 1.000 0.346 3
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## 232 0.000 0.000 1.000 0.346 3
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## 247 0.000 0.000 1.000 0.034 3
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## 420 0.000 0.000 1.000 0.102 5
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## 423 0.000 0.000 1.000 0.346 5
## 424 0.000 0.000 1.000 0.034 5
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## 426 0.000 0.000 1.000 0.346 5
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## 430 0.000 0.000 1.000 0.346 5
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## 432 0.000 0.000 1.000 0.346 5
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## 435 0.000 0.000 1.000 0.346 5
## 436 0.000 0.000 1.000 0.182 5
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## 440 0.000 0.000 1.000 0.346 3
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## 442 0.000 0.000 1.000 0.034 5
## 443 0.000 0.000 1.000 0.346 5
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## 445 0.000 0.000 1.000 0.346 5
## 446 0.000 0.000 1.000 0.346 5
## 447 0.000 0.000 1.000 0.034 3
## 448 0.000 0.000 1.000 0.182 5
## 449 0.000 0.000 1.000 0.346 5
## 450 0.000 0.000 1.000 0.346 5
## 451 0.000 0.000 1.000 0.346 5
## 452 0.000 0.000 1.000 0.346 5
## 453 0.000 0.000 1.000 0.346 5
## 454 0.000 0.000 1.000 0.034 5
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## 456 0.000 0.000 1.000 0.346 5
## 457 0.000 0.000 1.000 0.346 5
## 458 0.000 0.000 1.000 0.346 5
## 459 0.000 0.000 1.000 0.346 5
## 460 0.000 0.000 1.000 0.182 5
## 461 0.000 0.000 1.000 0.034 5
## 462 0.000 0.000 1.000 0.346 5
## 463 0.000 0.000 1.000 0.034 3
## 464 0.000 0.000 1.000 0.346 5
## 465 0.000 0.000 1.000 0.346 5
## 466 0.000 0.000 1.000 0.346 5
## 467 0.000 0.000 1.000 0.346 5
## 468 0.000 0.000 1.000 0.346 5
## 469 0.000 0.000 1.000 0.346 5
## 470 0.000 0.000 1.000 0.346 5
## 471 0.000 0.000 1.000 0.346 5
## 472 0.000 0.000 1.000 0.182 3
## 473 0.000 0.000 1.000 0.034 5
## 474 0.000 0.000 1.000 0.346 3
## 475 0.000 0.000 1.000 0.000 5
## 476 0.000 0.000 1.000 0.346 5
## 477 0.000 0.000 1.000 0.034 3
## 478 0.000 0.000 1.000 0.346 5
## 479 0.000 0.000 1.000 0.102 5
## 480 0.000 0.000 1.000 0.182 5
## 481 0.000 0.000 1.000 0.346 5
## 482 0.000 0.000 1.000 0.034 5
## 483 0.000 0.000 1.000 0.346 3
## 484 0.000 0.000 1.000 0.346 3
## 485 0.000 0.000 1.000 0.346 5
## 486 0.000 0.000 1.000 0.034 5
## 487 0.000 0.000 1.000 0.102 3
## 488 0.000 0.000 1.000 0.346 5
## 489 0.000 0.000 1.000 0.346 3# Cluster Plot against 1st 2 principal components
# vary parameters for most readable graph
library(cluster)
mydata211 = read.csv("C:/Users/Brian/Documents/ScottPeer.csv")
clusplot(mydata211, fit$cluster, color=TRUE, shade=TRUE,
labels=0, lines=0, xlab = "Component 1", ylab = "Component 2",)
# Centroid Plot against 1st 2 discriminant functions
library(fpc)
plotcluster(mydata211, fit$cluster)
# Pricipal Components Analysis
# entering raw data and extracting PCs
# from the correlation matrix
mydata311 <- read.csv("C:/Users/Brian/Documents/ScottPeer.csv")
cor(mydata311)## PctUnInM DrugMortP CostHighP PrimCareR
## PctUnInM 1.000000000 0.37993178 0.26432466 0.32495363
## DrugMortP 0.379931780 1.00000000 0.21353001 0.11343307
## CostHighP 0.264324660 0.21353001 1.00000000 0.16053629
## PrimCareR 0.324953634 0.11343307 0.16053629 1.00000000
## MHPR 0.190558339 0.13455904 0.16559928 0.42534348
## MUnHDays 0.188583096 0.22207312 0.50337401 0.12796306
## HospPer100KPop 0.111623279 0.10833546 0.09723332 0.46626755
## UCPer100KPop 0.284214108 0.12752164 0.14734134 0.20982485
## BusSPer100KPop 0.300406291 0.12987623 0.18199404 0.13567780
## SyringeProg 0.001807519 0.03647393 -0.01499158 -0.06716153
## RuralUrban -0.253395477 -0.07596065 -0.08445810 0.09944253
## MHPR MUnHDays HospPer100KPop UCPer100KPop
## PctUnInM 0.19055834 0.188583096 0.11162328 0.28421411
## DrugMortP 0.13455904 0.222073118 0.10833546 0.12752164
## CostHighP 0.16559928 0.503374007 0.09723332 0.14734134
## PrimCareR 0.42534348 0.127963055 0.46626755 0.20982485
## MHPR 1.00000000 0.083886307 0.27953229 0.11648687
## MUnHDays 0.08388631 1.000000000 0.08258159 0.04728076
## HospPer100KPop 0.27953229 0.082581586 1.00000000 0.01111285
## UCPer100KPop 0.11648687 0.047280759 0.01111285 1.00000000
## BusSPer100KPop 0.20563842 0.119710721 0.07118224 0.14392481
## SyringeProg -0.06679291 0.003734205 -0.03011755 -0.04175647
## RuralUrban 0.15079250 -0.094947823 0.22874027 -0.15141398
## BusSPer100KPop SyringeProg RuralUrban
## PctUnInM 0.30040629 0.001807519 -0.253395477
## DrugMortP 0.12987623 0.036473925 -0.075960646
## CostHighP 0.18199404 -0.014991577 -0.084458099
## PrimCareR 0.13567780 -0.067161531 0.099442530
## MHPR 0.20563842 -0.066792910 0.150792497
## MUnHDays 0.11971072 0.003734205 -0.094947823
## HospPer100KPop 0.07118224 -0.030117555 0.228740272
## UCPer100KPop 0.14392481 -0.041756473 -0.151413977
## BusSPer100KPop 1.00000000 -0.034762808 -0.105487647
## SyringeProg -0.03476281 1.000000000 0.001444003
## RuralUrban -0.10548765 0.001444003 1.000000000Correlations between factors should not exceed 0.7. None of the correlations were as that high, the highest was 0.503 between ‘CostHighP’and ’MUnHDays’, so none of the factors need to be removed.
fit2 <- princomp(mydata311, cor=TRUE)
summary(fit2) # print variance accounted for ## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 1.6088859 1.2775370 1.0907790 1.00905982 0.9367384
## Proportion of Variance 0.2353194 0.1483728 0.1081635 0.09256379 0.0797708
## Cumulative Proportion 0.2353194 0.3836922 0.4918558 0.58441956 0.6641904
## Comp.6 Comp.7 Comp.8 Comp.9
## Standard deviation 0.92128473 0.86957116 0.81802311 0.7295398
## Proportion of Variance 0.07716051 0.06874127 0.06083289 0.0483844
## Cumulative Proportion 0.74135086 0.81009213 0.87092503 0.9193094
## Comp.10 Comp.11
## Standard deviation 0.69869595 0.63199707
## Proportion of Variance 0.04437964 0.03631094
## Cumulative Proportion 0.96368906 1.00000000loadings(fit2) # pc loadings ##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## PctUnInM -0.423 0.217 0.253 -0.178 0.193 -0.164
## DrugMortP -0.314 0.178 -0.322 0.184 0.687 0.325
## CostHighP -0.362 0.206 -0.454 0.209 -0.241 0.106
## PrimCareR -0.396 -0.371 0.140 0.185 -0.156 -0.287
## MHPR -0.336 -0.350 -0.233 0.239 -0.720
## MUnHDays -0.306 0.222 -0.582 0.184 -0.129
## HospPer100KPop -0.270 -0.483 -0.106 0.129 -0.396 0.423
## UCPer100KPop -0.256 0.152 0.444 0.389 -0.468 0.460 0.267
## BusSPer100KPop -0.288 0.113 0.216 -0.822 0.367
## SyringeProg -0.192 -0.874 -0.150 -0.402
## RuralUrban -0.541 -0.263 0.585 0.292
## Comp.9 Comp.10 Comp.11
## PctUnInM 0.630 0.461
## DrugMortP -0.270 -0.271
## CostHighP 0.150 -0.661 -0.220
## PrimCareR 0.238 0.275 -0.637
## MHPR -0.242 0.247
## MUnHDays -0.107 0.630 0.230
## HospPer100KPop -0.379 -0.254 0.329
## UCPer100KPop -0.216
## BusSPer100KPop -0.106 -0.141
## SyringeProg
## RuralUrban 0.422 0.102
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## Cumulative Var 0.091 0.182 0.273 0.364 0.455 0.545 0.636 0.727
## Comp.9 Comp.10 Comp.11
## SS loadings 1.000 1.000 1.000
## Proportion Var 0.091 0.091 0.091
## Cumulative Var 0.818 0.909 1.000plot(fit2,type="lines") # scree plot 
fit2$scores # the principal components## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] -2.593619687 1.8927945915 1.694237716 -0.6967924292 0.2242112753
## [2,] -3.198794773 1.1376472634 1.542360060 -0.4387472222 -0.1443195119
## [3,] -1.248200749 1.8110940668 2.931245115 0.1375529704 -0.4247024024
## [4,] -2.396260191 0.5854880471 1.703639415 -0.1114556057 -0.3290025681
## [5,] -3.091719901 0.7966349623 1.153045727 -0.0421303494 -0.2681428624
## [6,] -1.819475659 1.2925447419 2.159011043 -0.1166765575 -0.2520157780
## [7,] -2.424154038 1.4799726146 2.367305655 0.1657315328 -0.5400346139
## [8,] -2.900231618 1.2430487195 1.394851784 -0.2340933511 -0.1874692474
## [9,] -1.685235313 -0.8745986861 1.878468232 -0.1054754463 -0.6233776614
## [10,] -2.150786346 1.8867571652 1.532415735 0.5875611425 -0.4607433906
## [11,] -3.250563550 0.8169574673 1.281081181 -0.3696023497 -0.0347150060
## [12,] -2.758087245 0.8332066741 1.670116321 -0.2353926551 0.0277397094
## [13,] -1.812873763 0.2100033137 1.612992855 -0.2161015451 -1.0189916410
## [14,] -2.133860943 -1.4109566383 3.065027069 -0.7019318305 -0.7396720884
## [15,] -2.987777571 -0.2197533022 1.692163247 -0.5928807634 -0.6187022905
## [16,] -3.515744521 0.9377046167 0.084481068 -0.1484687601 -0.8141677767
## [17,] -2.819108812 0.9198173582 1.071344086 -0.0868408697 -0.7899954048
## [18,] -2.642740468 -0.5003887434 1.901074360 0.0401010151 -0.4956543987
## [19,] -1.844679299 -1.1815900712 1.684597960 -0.6220428455 -0.7412964103
## [20,] -3.057196970 -0.4823755257 0.171955552 0.0971524997 -0.4963706059
## [21,] -1.812081303 0.3788817943 1.438815521 0.4060270143 -0.6246445875
## [22,] -1.859562091 -0.2632506375 0.195022984 0.7480299806 -0.9875541363
## [23,] -1.984192191 0.3525346189 2.329199676 -0.1372640261 -0.8793274052
## [24,] -2.173781865 1.7367703325 1.261240416 -0.5031237459 -0.2343041947
## [25,] -2.415305225 2.1406427443 1.451441748 0.3373060064 -0.1802423493
## [26,] -1.326899468 0.8865315887 1.228236874 0.4463673138 -0.7084364645
## [27,] -2.051091408 -1.1978785592 5.961691074 13.3945888376 1.6901573866
## [28,] -3.036928551 -0.9930075870 0.431386817 0.4144331111 -0.6807440004
## [29,] -2.504617628 0.7238350969 1.338707019 -0.0999097490 -0.1697436452
## [30,] -2.481920752 0.4265640182 2.022947149 -0.1180943291 -0.2606455174
## [31,] -2.125638613 -0.0284269023 1.751988803 0.2588987633 -0.6567601292
## [32,] -1.553852408 0.9670963197 1.118269157 0.3776649712 -0.7718581500
## [33,] -1.956873045 0.7568526454 1.788770256 -0.0816368810 -0.2750373719
## [34,] 0.205151449 1.0725088054 3.225784184 0.2746098540 -1.1253470713
## [35,] -0.250917513 1.1917251080 0.045952580 1.1929323633 -1.2998472451
## [36,] -0.371600870 0.3856442913 -0.214895436 -0.2321757206 -1.4667693994
## [37,] -1.691954152 -0.4481998818 -0.276018781 -0.0889915433 -1.8686448601
## [38,] -2.931107843 0.1771285787 0.235547582 -0.2077482353 -1.2797549950
## [39,] -1.746581793 0.4281218482 -1.599850785 0.0717970814 -1.3313244838
## [40,] 0.243204689 -0.4029159505 -0.147076494 0.3318898294 -2.2187786660
## [41,] 0.129346999 0.4127579936 0.015936797 -0.2785287698 -1.4930992090
## [42,] -1.755480883 -1.4588106945 -1.018281400 0.7068426902 -1.7829296662
## [43,] -2.187937695 -1.6604394055 -1.331360948 0.9479909251 -1.9690168982
## [44,] -2.233843760 0.0821223763 0.687978830 -0.3218914524 -1.7387004734
## [45,] -1.291948670 -2.0254315896 1.746769654 -0.7377082182 -1.5986157157
## [46,] -1.686226358 0.7154526141 0.205568405 -0.4248909927 -1.2019404462
## [47,] -2.546044989 0.6363245948 0.472881513 0.2141682162 -1.2548374052
## [48,] 0.351780035 -0.3655524661 0.922964938 -0.1988140806 -1.5696541616
## [49,] -0.752265725 -1.7796026084 0.978152892 0.1017989900 -1.9241836753
## [50,] -0.732483147 -1.3053069499 1.001137502 -0.0586751801 -1.7555487671
## [51,] -1.449064937 0.7348134012 -0.942218911 0.0885330892 -1.2415311675
## [52,] -0.899087946 -1.4658129836 1.818030500 -0.4112620593 -1.5774421692
## [53,] -3.304831769 -0.3285247449 -0.352556652 -0.4452172555 -1.2946270535
## [54,] -3.507759851 -0.5969712589 -0.716092981 -0.0079414160 -1.7015122387
## [55,] -1.156562717 -0.8543201003 1.459954808 -1.1053491959 -1.8083826141
## [56,] -1.737439588 -0.0979332269 -0.355727233 0.1058487823 -1.8779387254
## [57,] -0.656614204 -2.3339254006 1.635181568 -0.2872427080 -1.8826908638
## [58,] -3.512776992 1.7282554911 -0.661225688 -0.0286456873 -0.9803795552
## [59,] -2.985456294 -0.0008629627 -1.123502251 -0.2254381151 -1.3593430014
## [60,] -1.906508645 -0.4715571104 -0.288283470 0.3107721991 -1.4131882366
## [61,] -0.748549819 1.8493664392 -0.442079772 0.5838553655 -1.4892361759
## [62,] -1.079133902 -1.1652895718 -0.883967505 0.6728521332 -1.9500028649
## [63,] -2.381018312 -1.5680630107 1.054867558 -1.1892253443 -1.3408264414
## [64,] -0.245219507 -0.5758621369 0.738899593 -0.7970538988 -1.9671406867
## [65,] -2.868858319 0.9944862179 -0.064495242 0.5175513059 -1.6383395175
## [66,] -1.997269786 0.1819955781 0.606853940 -0.5734782375 -1.1823705707
## [67,] -0.219000299 -0.4329662417 0.300084493 -0.3503386792 -1.9811114995
## [68,] -0.688287537 -1.3181415072 -1.368151219 0.9926103004 -2.5066831126
## [69,] -1.863209167 -1.2934586729 -1.636839653 1.0320311726 -2.0648741491
## [70,] -1.993765465 -1.7491661422 -1.636489891 0.9427934490 -1.9552974420
## [71,] -1.925582805 -0.6108640677 -0.563321783 0.1304778516 -1.7109531406
## [72,] -0.535382024 2.1828844679 0.648663183 -0.0475179926 -1.3774054538
## [73,] -2.512464946 0.8720126322 -0.194618235 -0.2088946514 -1.1758513140
## [74,] -1.621359685 -0.7202929934 -1.388567910 0.2355788854 -1.8874398297
## [75,] -2.674541466 0.9228645349 -1.417370718 -0.0407908165 -1.3726878405
## [76,] -3.270108012 0.7853889572 -0.687446543 -0.2307506455 -0.7340272387
## [77,] -2.129843754 -0.1953005134 0.054293155 -0.7637440297 -1.2349867873
## [78,] -0.040207156 0.2093814548 -1.221718279 0.6160693604 -1.8391700422
## [79,] 0.421082261 0.0630227551 -0.451702290 -0.2671324988 -1.5415450720
## [80,] -0.008708244 0.6801176971 1.901138060 -0.4175620322 -1.7023955984
## [81,] -1.764668414 -1.0770343062 -1.221189094 0.4511271811 -1.7508206834
## [82,] -1.186496795 0.8376519469 -1.166072194 0.1801710038 -1.5824536553
## [83,] 0.031729215 1.5368065619 0.798660780 -0.0581617431 -1.5176732643
## [84,] 0.275235186 -2.1764722151 0.998345101 -0.1918561499 -1.9845744671
## [85,] -0.133327058 1.1394255897 1.764106602 -0.5339162103 -1.3606856391
## [86,] -0.994964601 0.6130356936 -0.509343442 -0.1746886524 -1.5267771648
## [87,] -0.841404711 0.0203926535 0.102103684 -0.5497918609 -1.4082329767
## [88,] -1.701298872 -0.8144669829 0.772523521 -0.5896895719 -1.4198899698
## [89,] -2.187593756 -0.7852857400 -0.592080516 0.1580359264 -1.6330116387
## [90,] -2.218480151 0.5549337141 -0.544606796 0.6035348027 -1.7067123595
## [91,] -1.488771215 -0.4569469762 1.133515243 0.0400759788 -1.5164915465
## [92,] -0.260970803 1.9545891641 -0.217205794 -0.3476402189 -1.8316449795
## [93,] -0.408627931 0.6664397104 -0.595059134 -0.1666472623 -1.6715881172
## [94,] 0.919401382 2.0892116820 0.010969639 1.1027468209 -2.0437002884
## [95,] -0.322846791 0.5019768045 -0.851676233 0.9662319543 -2.6091114579
## [96,] 2.151254939 0.5005201386 1.122752365 0.1135716940 -2.2870897558
## [97,] 1.741376836 0.2408305082 1.247155521 0.1315982009 -2.6994430154
## [98,] -0.602754165 2.2367801231 -0.113153554 0.5427498802 -2.2604184780
## [99,] 2.474552037 0.5432273866 0.696055352 0.3148597451 -2.3075435916
## [100,] 1.886987635 1.8518377340 0.821238419 0.5386478995 -2.1243542382
## [101,] -2.229179952 0.9438246552 -0.769552037 0.0280015391 -1.2818529806
## [102,] -1.608380090 2.8676731849 -0.845658316 0.0310040999 -1.3779341306
## [103,] -0.415845541 1.9236981468 -1.323498717 -0.0666173508 -1.3636785555
## [104,] 0.206589750 1.1187905413 1.711685244 -0.7719943834 -1.5360915422
## [105,] -0.901685133 -0.7323215868 -0.618571390 0.9122678747 -2.1511580246
## [106,] -1.203501364 3.5197623116 -0.532595076 0.0944470618 -1.0443722847
## [107,] 0.448080907 0.2228301062 0.590878444 0.4228782258 -2.4139443014
## [108,] -1.245977393 2.3738429463 -1.202101482 0.6354499365 -1.8081728578
## [109,] 0.879107540 1.4286452811 1.942517783 -0.0515645422 -2.2654073826
## [110,] -0.862210336 3.5730364914 -0.379239155 -0.2170650808 -0.8191271735
## [111,] -0.914484069 1.7209130526 0.315476450 0.2229439012 -1.0433386925
## [112,] -0.601218791 3.0294205501 -0.238014051 -0.3671467914 -1.2513430506
## [113,] 1.115373055 0.9942555796 -0.300711728 0.7453211545 -2.0566540339
## [114,] -1.563113573 1.0978090021 1.416119432 -0.0950676695 1.3183104092
## [115,] -1.260295313 -0.7619287826 1.331407573 -0.9116810882 1.6763398673
## [116,] -1.188994777 -0.2968513866 -0.490715727 -0.0214506270 1.9860385855
## [117,] -2.944382809 0.9002179079 -0.128418167 0.1305656127 1.3400594990
## [118,] -1.021863389 -0.7472457896 0.834930636 -0.4126901637 1.5003584183
## [119,] -0.950009762 -0.5349059913 0.105915629 0.3275785549 1.7001100574
## [120,] -1.007570879 0.4767196485 1.477596695 -0.2316284709 1.3541918490
## [121,] -1.149649045 0.6180415687 -0.865396932 0.3072603511 1.1369253392
## [122,] -1.650677907 0.4445820964 0.046827177 -0.5585607693 1.4618528228
## [123,] -1.628821138 2.0420543655 -0.270200556 -0.2405587417 1.4617511338
## [124,] -0.362392034 -1.2663643448 1.430264435 0.0088647961 1.2306352748
## [125,] -0.607436935 -1.0129904093 0.882484468 -0.4883390408 1.1898135975
## [126,] 0.048649176 1.1153469785 1.294933001 -0.3619655571 1.2753179712
## [127,] -1.222383212 -1.8627589863 0.035269152 0.5134888771 1.1391791222
## [128,] 0.476160764 -0.3784220048 0.847614540 -0.3323126743 1.4037763606
## [129,] -0.058388694 -0.5559878659 0.692588534 0.1756078982 0.7372854847
## [130,] -1.009737066 0.9186221277 1.335312088 -0.2307064473 1.4596729546
## [131,] -0.077254498 0.7946841602 0.382723287 -0.4150112134 1.4449407036
## [132,] -2.541064428 0.2020484427 1.022020986 -0.1979384394 1.2925513917
## [133,] -2.042585447 0.3962763306 0.063683834 -0.2605043360 1.6923706404
## [134,] -2.448282512 0.0313433444 1.222266648 -0.3850656901 1.4711873414
## [135,] -1.831606279 -0.6333227054 2.399477253 -0.6152020009 1.4000616954
## [136,] -2.398738508 -0.5246031985 1.042861978 -1.0108115743 1.5014304707
## [137,] -1.931241636 1.8284749614 0.891854443 0.0687741711 1.4413563510
## [138,] -1.839658507 -1.3000430318 -0.023225047 0.1207729168 1.2547310137
## [139,] -1.268960710 2.2217336134 0.342081303 0.5408726196 1.2777548083
## [140,] -1.926469002 0.0045561113 1.571052865 -0.4828101390 1.5774600543
## [141,] -1.432652626 0.3584031395 0.024878417 -0.2790936086 1.5042859813
## [142,] -1.081142726 1.3564958977 2.252072712 -0.5725563742 1.5034770767
## [143,] -0.594075193 0.5312271172 0.500194410 -0.1725707833 1.2621333269
## [144,] -1.834055583 0.6478309014 0.694865297 0.2210478937 1.2983089872
## [145,] -1.397782231 -0.1806582935 0.389744926 -0.2056907740 1.6585136536
## [146,] -0.470896368 1.4987154236 1.754780314 -0.4429440767 1.4439369093
## [147,] -2.387566726 1.6327964316 -0.219283655 0.1429186005 2.0612199531
## [148,] -1.170847882 -0.5924043826 0.594306667 -0.0054302178 1.1959729006
## [149,] -1.970838508 0.2595766349 0.191096682 -0.4825854125 1.8988012306
## [150,] -2.096414999 1.2388590153 1.240815692 -0.7652287989 2.3084319946
## [151,] 0.022747303 0.6477666520 1.318040754 -0.1727918146 1.3898864656
## [152,] -1.571699172 2.3967992385 0.096381861 0.5551834166 1.3917910938
## [153,] -0.337609652 -2.3510916840 2.266094666 0.0137594362 1.1862181123
## [154,] -2.043924157 -0.5835327105 0.126610223 0.1879307482 1.3093734266
## [155,] -1.279034216 1.4150878657 0.605643557 0.0002039362 1.4130234435
## [156,] -1.577817278 0.8402708712 -0.467207438 -0.1212965424 1.6098962710
## [157,] -1.490556159 1.6408945134 0.849335125 -0.1972572236 1.8379123481
## [158,] -2.799694311 0.1282803605 -0.760296739 -0.1611771468 1.6717049004
## [159,] 1.712265566 1.9413738179 1.313137504 0.3144585826 1.0476479015
## [160,] 0.141249832 -0.4847798598 1.695358051 -0.3737936386 0.8575799299
## [161,] 0.666195318 2.0280446428 0.784947582 0.6407685661 1.1828955732
## [162,] 1.908270565 0.0513132187 1.609575400 0.1737100121 1.1721849652
## [163,] 1.506178089 0.7521615635 1.327937250 0.5924160243 0.4836758147
## [164,] -0.358509565 1.3364434929 1.150964068 -0.6020854037 1.1641087700
## [165,] -0.986716487 0.7866912498 0.683306619 -0.0286021126 0.9293221422
## [166,] 0.525745342 1.9415026089 1.613747973 -0.2441599012 1.3077159282
## [167,] -0.841341976 3.0605836505 0.079600617 0.0888269428 1.6150489958
## [168,] 0.800160705 0.7464075068 1.848051306 -0.8075902085 1.0107232850
## [169,] 2.284136333 0.0727860455 1.651814569 0.1529559817 1.0864777417
## [170,] 0.055527141 2.0455587825 0.340890811 -0.0101736367 1.4529073667
## [171,] 0.027259725 0.7907460845 0.039055333 0.5961963866 1.1549450732
## [172,] -0.497332469 0.8632102775 -0.046224201 0.7850468051 1.1632158849
## [173,] -1.177752603 -0.8596700053 -0.125615588 -1.1783049333 0.8092985181
## [174,] -0.025111997 -0.3017638768 -0.767315286 -0.4185555416 0.7307455125
## [175,] -0.358318740 1.9404607149 -0.653319478 -0.7060095822 0.9392911769
## [176,] -0.924909521 0.4750457595 0.334009830 -0.8134217252 0.8204869932
## [177,] -0.416979536 1.2561758444 -0.191499676 -0.2182995470 0.2976909317
## [178,] -0.508877155 -0.6545152861 -0.783199534 0.0901903452 0.6636913552
## [179,] -0.049779145 0.3374259209 -0.520753114 -0.8676765775 0.8205179942
## [180,] -0.620555403 -0.4348561326 -1.846049982 0.6204799778 0.0624424914
## [181,] -0.639212822 -1.9930632245 1.023262307 -0.8355570802 0.1948033670
## [182,] 0.824522967 -0.3185267878 -0.327371330 -0.6457674144 0.6699417111
## [183,] -0.880650045 0.4803519611 -0.392165008 -0.4859985695 0.1267481275
## [184,] 1.021003604 -1.3010221875 -0.002353772 -0.4321378379 0.1792819617
## [185,] -0.161039829 -1.5264620033 0.750916906 -1.1799234426 0.1324017451
## [186,] 0.192653155 0.2324313586 -0.238664208 -0.5989395796 1.2253879984
## [187,] -0.273312103 -0.3082392064 -2.239659080 0.6686499732 0.4520914729
## [188,] -0.196286052 -1.6633861114 -0.215442551 -0.5320478411 0.3688592079
## [189,] 0.365085713 -1.7703677004 -0.724933062 0.3365166873 0.1211173366
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## [256,] -0.152175857 -0.9602869326 -0.689542417 0.0496097593 0.0375958402
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## [258,] 1.358648066 -1.8792606581 0.139096137 -0.6088990298 0.1517701027
## [259,] 0.502134977 0.2197655867 -0.630384534 -0.4254648184 0.2106415031
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## [264,] -0.208458411 -0.7901728274 -0.518258021 -0.0962592229 -0.1879346703
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## [267,] -2.191146245 -0.7256866336 -1.822818115 -0.2116614874 0.8156172560
## [268,] -1.075941953 -0.4906249981 -1.689455335 -0.3257258035 0.5800586100
## [269,] 0.892932302 -2.2896252240 0.514371983 -0.4416771248 -0.0329722745
## [270,] 2.341361176 -1.2176941939 0.174781664 -0.2747046021 0.0024381889
## [271,] 0.140705150 -1.8756470699 0.116685294 -0.1364696613 -0.2523634742
## [272,] 1.519920208 -1.9753731212 0.477540638 -0.3579982944 0.5342386773
## [273,] -0.281866554 -1.8804969287 -1.774620900 0.6570350699 0.5431377017
## [274,] -1.507421861 -0.1900970185 -0.823760768 -0.4745713256 0.6125983556
## [275,] -0.438348489 -0.6038347837 -0.413000682 -0.8675993058 0.7431422463
## [276,] 2.125775095 -1.9285398557 0.173200696 -0.2061438674 0.4491214710
## [277,] 0.547965147 -1.8543207786 -0.976095306 0.3737708840 0.7150044025
## [278,] -1.693459469 -1.7858352744 -1.783874219 0.0047829842 0.4941346584
## [279,] 0.609848645 -0.6230752232 -2.462222094 0.8243238416 -0.0727624498
## [280,] -0.581454864 -2.2532624327 -1.486953278 0.5507959143 0.3151580875
## [281,] -1.510936167 -3.3446429734 1.168551439 14.3807895463 2.4138830036
## [282,] -2.595552374 0.1220306102 -1.550610985 -0.4403880473 0.4961257092
## [283,] -0.857458499 -2.4659516573 -0.536960084 -0.1761307260 0.3025635993
## [284,] -0.744222787 0.2706160281 0.229108450 -0.2917927185 0.1053946559
## [285,] -0.917586638 -1.7848310705 -0.586752010 -0.0178004936 0.3146130716
## [286,] -0.888805685 0.1277546724 0.134249536 0.0544784581 -0.0351309684
## [287,] 1.487496670 -0.5718684690 -0.188000426 -0.1671373830 0.1547950242
## [288,] -1.045038911 -0.4060863990 -1.892707262 0.5719826916 0.4974405223
## [289,] 2.281711333 -1.3492808439 0.024668848 -0.3765171363 0.1843007939
## [290,] -1.305303901 -1.2563621271 -0.649823604 -0.1862932807 0.0337037292
## [291,] 1.256308327 -2.7737162995 0.394994631 -0.0789076240 -0.4026004760
## [292,] 0.254675716 -3.2415528548 0.839136509 -0.2566035634 -0.0353518702
## [293,] 0.266533515 -2.6387806278 0.540086709 -0.7237217074 0.3572312767
## [294,] 0.050054181 -0.5537171413 0.816933774 -1.4857613591 0.5443088372
## [295,] 1.639030701 -2.3832082531 0.346455152 -0.2408979887 0.6771215753
## [296,] -0.059794617 0.5770348355 0.839491277 -0.1702282964 0.6452104093
## [297,] 0.330468488 -0.4415595960 -0.241291242 -0.1917111970 0.4017740708
## [298,] 2.393770233 -1.0152969079 -0.223954427 -0.2118071625 0.2124738188
## [299,] 0.013779177 0.1085551047 0.781055852 -0.6002239611 0.7196257526
## [300,] 0.511997361 -1.0029542852 -0.368317841 -0.1920154102 0.5603525236
## [301,] 0.460331849 -0.8234852264 -0.859356453 0.0054646250 0.5980189718
## [302,] -0.819034310 -0.5174398488 -0.561105445 -0.3375770718 0.4062808804
## [303,] 2.547747441 -1.1950717244 0.058351090 -0.2673213764 0.1977923074
## [304,] 0.422014693 1.8243697897 0.483085790 -0.2210856573 0.5719869849
## [305,] 1.554818341 0.1622060035 -0.088719797 -0.0276496012 0.3653982791
## [306,] -1.316371353 -0.0133478915 -1.725868401 -0.4322118251 0.8471166398
## [307,] -0.785846134 -0.9005590098 -0.770758923 -0.2163026235 0.1345955557
## [308,] 0.475672615 0.4978627726 -0.184279268 -0.0958795595 0.6928853588
## [309,] 1.334311505 -1.8926765217 -0.300845869 0.1499053130 -0.2357416852
## [310,] 0.556066864 0.2444516955 0.941020803 -0.7084475981 0.9259529543
## [311,] 0.866009714 -0.7140616406 -0.023159245 -0.4217999818 0.3699149923
## [312,] -0.100781878 0.2976898964 0.050682051 -0.0795508354 0.7667133866
## [313,] 0.127401224 -0.2096985297 -1.230347866 -0.5612548647 0.9534535820
## [314,] -1.618904174 0.4068711166 -0.571024114 -0.6438890315 1.1096671910
## [315,] -0.356715038 0.4119343310 -1.277146592 -0.3630345092 0.7195591151
## [316,] 1.731658965 -1.8369975729 0.417658259 -0.3014161316 0.4427180703
## [317,] 2.141759156 -1.8445230589 0.176257026 -0.1880047920 0.2496276777
## [318,] 1.388859707 -0.5914988887 0.146327721 -1.1311004130 0.5432828086
## [319,] 1.935083827 -0.6867907033 -0.088458196 -0.9277216474 0.4863776285
## [320,] 2.249278892 -0.2227707259 0.438816921 -0.3698768408 0.4043496408
## [321,] 1.442023597 -0.6436938234 0.113659626 -0.9887335193 0.4230241516
## [322,] -0.279967982 -0.8515927589 0.092210373 -0.7978572048 0.6339214443
## [323,] 0.625248344 -0.4430659529 -0.200896899 -0.1286474923 0.2356478379
## [324,] 1.181861476 -0.1965918707 0.953313205 -0.3560673504 0.1826142812
## [325,] 0.272200679 0.4811564404 -0.851397636 -0.1409373083 1.1096337973
## [326,] -0.393971753 -0.6582862131 -0.110118201 -0.7294005003 0.2700054286
## [327,] 0.787597953 -0.0898931727 -0.344197126 -0.8203476626 0.5407445208
## [328,] -0.412870646 -0.9992295026 -0.478576592 0.1364961546 0.0728628953
## [329,] -0.922235876 -1.3302261937 0.868188628 -0.2082867574 0.2834560442
## [330,] -0.085727758 -0.2992454089 0.630258068 0.0128638263 0.0519026783
## [331,] -0.782732217 -0.0929973922 -1.652065985 0.9186897744 -0.0763523614
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## [333,] -0.689495415 -0.1602705185 -1.222387651 -0.6882969422 0.6100949712
## [334,] 0.233116376 0.8926860557 0.157104789 0.1521965543 0.4622214168
## [335,] -0.257057101 -0.6623510411 -1.191262055 -0.2275962309 0.6139234613
## [336,] 1.635305018 -1.0504800460 -1.112078940 0.2145364776 0.3061746110
## [337,] -0.484767889 0.2458956218 0.644639410 -0.1918383961 0.7048921600
## [338,] -0.102992667 -1.9571675480 -0.155333761 0.0402354081 0.1967621003
## [339,] -1.135550176 -1.9440790133 -0.482413493 -0.6497771171 0.5561830163
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## [341,] 0.935731086 -1.0711286720 0.355330263 -0.2260062140 0.2355552508
## [342,] -0.497647261 0.6231241028 -0.537683989 -0.0327508236 0.8736881289
## [343,] 0.261814358 -1.3367098340 0.268026049 -0.0380385355 -0.1352575448
## [344,] -0.060115710 -1.0332916567 -1.424638524 0.0176909060 0.4398910129
## [345,] -0.386591224 -1.3069581507 0.150676052 -0.3346692669 0.4382630316
## [346,] -0.608321303 2.1904333384 -0.855843025 -0.3667434423 0.7567962685
## [347,] -1.337575137 -0.6788203276 -1.872445768 0.0255470103 0.6764716084
## [348,] 0.060244588 -1.3942178007 -1.540185593 0.5354150245 0.1602476250
## [349,] -0.534246900 -1.0820906458 -0.932814986 -0.4427885362 0.9601548472
## [350,] -0.087002696 -1.1469555068 -1.670760945 0.3278300676 0.6546841535
## [351,] -0.496589401 -1.0082620682 -0.487327725 0.0201795792 0.0003540724
## [352,] -0.997011833 0.9737919777 -1.986689938 -0.2145611166 0.4197390836
## [353,] -2.390146742 0.2601952527 -2.155844170 -0.2862680221 0.3890223559
## [354,] -1.616070312 -0.9469898739 -2.070414418 0.7047272665 0.5303711301
## [355,] 1.246652506 0.5030664896 -0.366565487 -0.6009714642 0.1613953329
## [356,] -0.736558031 2.8149790678 -1.387255682 -0.0747484254 0.7655071148
## [357,] 3.578852954 0.1332156704 0.198993253 0.1256633408 -0.2546073702
## [358,] 2.895816549 0.9183484567 0.603981058 0.1656530365 -0.0265033624
## [359,] 2.596183565 1.6355412768 0.531034556 0.1972176281 0.0468425877
## [360,] -0.183867479 1.2389107271 -1.094189120 -0.3220594563 0.4487150776
## [361,] 2.543879531 0.2881613742 -0.470784599 0.3451031099 -0.0927132271
## [362,] 1.191412063 2.0037059205 -1.777284911 0.7354489429 0.1750457450
## [363,] 2.081909840 2.1988906125 0.202206459 0.3788783012 0.1005382014
## [364,] 1.832573878 0.6640266896 -0.892414510 0.3983987458 -0.2827373849
## [365,] 0.885310779 -0.9019626185 -0.490673639 0.6357263335 -0.5845411041
## [366,] 1.725149052 -1.0590159002 0.569872037 0.1408580700 -0.3303839680
## [367,] 2.683038948 0.3771420421 -0.475142518 0.0948817385 0.0257870616
## [368,] 0.626375658 2.3337319934 -0.905941331 0.0728394057 0.6561335682
## [369,] 1.763040938 1.2856984225 -1.980747383 0.1715544823 0.2709405011
## [370,] 1.395214161 2.5009201030 -0.595500329 0.8007623558 0.1228761399
## [371,] 2.158753783 0.8062075881 -1.839367719 0.9294305617 -0.1504500459
## [372,] 2.487686487 1.5783135109 0.530572052 -0.2801845227 0.3122850112
## [373,] 3.144302999 -0.3555532114 0.338963639 0.1137866945 -0.0307169033
## [374,] 1.731492432 1.7270178826 -0.579389172 0.7640872016 0.1198529191
## [375,] 0.013435202 1.5307984662 -1.600806640 0.3391921312 -0.0582914593
## [376,] 1.057447148 2.4908964503 -1.096765172 0.2851025511 0.4175345622
## [377,] 3.176102945 -0.3171461730 0.292292170 0.1815222305 -0.5498301287
## [378,] 3.341086566 1.3149741101 0.806172751 0.1952636770 -0.0843640796
## [379,] 0.242261321 2.2882001863 0.455808200 -0.3629670697 0.4327655706
## [380,] 1.582309464 -0.1709978329 0.140658868 -0.3383034985 -0.2196778553
## [381,] 3.572639283 0.8485684420 0.515253855 0.2369745975 -0.1567038725
## [382,] 1.555072448 -0.5009817398 1.035800512 -0.1557991372 -0.8659462031
## [383,] 0.874027958 -0.1848545392 1.008689653 -0.7930296478 -0.1731883595
## [384,] 1.943957808 0.5290602005 -0.634220874 0.3818293279 -0.3559235651
## [385,] -0.626420843 1.3492697639 -1.830547865 -0.1641754527 0.3097359788
## [386,] 2.009919768 -0.4938541522 0.351776258 0.1395823561 -0.1076104406
## [387,] -0.213674162 2.0247964167 -1.358113411 0.2127992331 0.1694103732
## [388,] 0.346124940 0.1621332379 -0.841621301 -0.4952562097 0.2875559040
## [389,] 2.281549568 0.6905718185 1.115208836 -0.0467211011 -0.2731438358
## [390,] 3.215725428 0.3303182483 0.291757619 0.0238793677 -0.2118289011
## [391,] 1.468181751 0.3969063866 -0.114862983 0.5743530486 -0.7071079346
## [392,] 0.959972713 2.5950753712 -0.494600733 0.7203839076 0.2627349076
## [393,] 0.986171449 -0.2135783458 0.245995816 0.0344291055 -0.5404610493
## [394,] 1.663991425 1.8582189389 0.006927060 -0.2662359905 0.2436670262
## [395,] 1.917890554 -0.0696700383 -0.475070218 0.0659222990 -0.3662061755
## [396,] 1.329419555 2.1949912407 -1.030576520 0.8364419550 -0.0522426255
## [397,] 2.697448778 0.3054338614 -0.656665014 0.4672524873 -0.0852428771
## [398,] 0.826985268 -0.3126328791 -0.193954827 0.3053810191 -0.2722033637
## [399,] 1.906557548 -1.1049720771 0.535975176 0.0951724761 -0.7246252668
## [400,] 1.952893872 0.1507018344 -0.495074539 -0.0023374093 0.0910969232
## [401,] 2.723682889 -0.3117142073 0.561463895 -0.0216180217 0.0574021676
## [402,] 0.524413316 2.7828612188 -1.487923692 0.4570927006 0.3804149877
## [403,] 1.943346704 -0.9916209855 0.544446855 0.0865776779 -0.5460537123
## [404,] 2.412284056 -0.7104157279 0.305707556 0.1820232679 -0.3418440527
## [405,] 1.041946050 0.0909128675 -0.061576370 0.3356214941 -0.3172356677
## [406,] 2.619305514 0.0304087677 -0.588453634 0.4191110681 -0.4567486750
## [407,] 1.539353270 1.7683852274 1.023756585 -0.1252301016 -0.0341831032
## [408,] 2.610353545 -0.0210644213 0.222638507 0.1529461662 -0.4729794497
## [409,] 2.479526025 0.8251136880 -1.525367791 0.8126487608 -0.1744216597
## [410,] 2.301608566 1.1650866544 1.414010199 0.1332196816 0.1179055956
## [411,] -0.769647060 0.8050052809 -1.344793505 -0.0398414542 0.4151346614
## [412,] 0.065494203 1.5255590774 -2.398305062 0.3483525677 0.2054483971
## [413,] 1.879293582 -0.4342035057 -0.072125355 0.3408653064 -0.7021998803
## [414,] 0.568589901 -0.4607611756 1.119012183 -0.2782328489 -0.1069503095
## [415,] 0.280243775 -0.9154185521 0.884768468 -0.0714393524 -0.1236357953
## [416,] 1.496762058 -0.5700781772 0.735986211 -0.4698086957 -0.1182080786
## [417,] 1.527762547 1.8115907044 -1.354600461 0.8633316936 0.0696945028
## [418,] 2.615259703 1.1550179692 -0.442042761 0.5365622176 0.0487857436
## [419,] 1.283177269 -0.3134381921 0.886038412 -0.6540455957 0.1946187932
## [420,] 1.470487862 1.9020451610 -0.209636833 0.4129378840 -0.0625514621
## [421,] 1.801150057 2.4645921613 1.505575850 -0.6359096200 0.3906961107
## [422,] 2.161369473 -1.1709759854 0.630760632 0.1521993561 -0.5993255838
## [423,] 1.329975490 -1.3672308511 1.024816949 -0.0510812690 -0.3290926640
## [424,] 2.058420716 1.2361275399 0.943546229 -0.3368702990 0.0450587795
## [425,] 1.396836475 0.7147636055 -1.580161230 0.8185784117 -0.4066178870
## [426,] 2.762647859 -0.4121643318 0.351859226 0.1702334518 -0.5909572701
## [427,] 2.091710691 -1.3007949364 0.697816013 0.0650954015 0.1748689673
## [428,] 0.538330964 1.1925273799 -1.983205461 1.2983457582 -0.1353548688
## [429,] 2.265409080 0.2211942907 0.388906425 -0.5550862648 -0.0853978072
## [430,] 2.887953189 -0.4549469576 0.430706545 0.1029235745 -0.2538180063
## [431,] 1.396062674 0.4972400023 -0.673288452 0.2649131842 0.1876728131
## [432,] 1.039791367 0.3489231333 0.908967683 -1.0167159464 0.1264456050
## [433,] 1.445221849 0.4248482719 -0.346572590 -0.6773610650 0.1900820655
## [434,] 1.240926302 1.4285557239 -2.457016979 1.0744997236 -0.0535132973
## [435,] 2.591404018 0.3185098452 0.405496171 -0.4380801597 0.1188585311
## [436,] 2.697292833 0.0977238495 0.836548699 0.1570288989 0.2361552792
## [437,] 2.596960442 0.8189048486 -1.365006389 0.5913980540 -0.0846956234
## [438,] 0.422596945 -0.4045780064 0.067088895 -0.2802885525 0.0426582873
## [439,] -0.522469994 0.2001211498 -1.124667672 -0.2494017572 0.0019191744
## [440,] 0.190308206 -1.0341081188 -1.042338764 0.9214910106 -0.4795261556
## [441,] 3.652502582 0.0953620291 0.154954166 0.1566058526 -0.2625298331
## [442,] 0.682198404 2.1060598441 0.437673635 0.0525107839 0.0690872886
## [443,] 1.752645748 -0.8907795062 0.045817454 0.1473284450 -0.0571608520
## [444,] 1.714371804 2.6038876265 -0.110864599 0.5459749801 0.1403405434
## [445,] 1.639474364 0.1482964689 -1.282403695 0.5536181039 -0.2161255042
## [446,] 2.679999318 -0.9167683158 0.410851072 0.2406047031 -0.7499909542
## [447,] -0.700032264 0.8984753561 1.043239824 -0.4488987671 0.2647410024
## [448,] 1.254500866 1.1462895105 -1.387716927 0.9531848182 -0.1430677791
## [449,] 3.102337685 -0.0960087709 0.387612293 0.0693243921 -0.3101144816
## [450,] 1.224337220 0.7415913268 -1.223984874 0.6062068687 -0.3843055559
## [451,] 2.378552993 0.1149827236 -0.512172548 0.3649113816 -0.2195787747
## [452,] 1.692513512 1.1565350826 -1.664233270 0.6262868094 -0.0425446532
## [453,] 2.949457685 -0.3813924770 0.356748408 0.1612680205 -0.6189325476
## [454,] 1.550966369 2.2506350084 -0.671432606 0.8219255596 0.0368911929
## [455,] 1.761652287 1.8792861478 1.563177387 -0.3892543535 0.0705688153
## [456,] 2.123108797 0.3452634506 0.683244893 -0.3659255817 -0.2921478594
## [457,] 0.788348728 0.0939555340 0.350184487 -0.8204935235 0.3432362335
## [458,] 2.335360819 0.1209867337 0.080376544 -0.3114709282 0.0981868276
## [459,] 2.630065069 0.3929860981 0.099025094 -0.0127867955 -0.0555503420
## [460,] 3.295166661 0.7911138428 0.636270173 0.1888982522 -0.2298921153
## [461,] 1.928351451 2.1793735216 1.599029530 -0.4197492589 0.2349605726
## [462,] 3.438122388 -0.1012683035 0.231497328 0.1400805913 -0.1631454542
## [463,] 0.056942692 2.8843884071 -1.033666654 0.2424671035 0.4937648305
## [464,] 2.561432862 0.4637574307 0.367980170 -0.5087014055 -0.0134918073
## [465,] 3.003172119 0.5236526880 -0.588273360 0.3473645728 -0.1598536307
## [466,] 3.643837920 0.0998153986 0.160135235 0.1529655571 -0.2615977786
## [467,] 3.564411850 0.1406379530 0.207628368 0.1195961816 -0.2530539461
## [468,] 3.661167244 0.0909086595 0.149773097 0.1602461481 -0.2634618875
## [469,] 2.873621431 0.4384604179 0.149229281 -0.4615417702 0.0293333035
## [470,] 2.844671572 -0.6655624522 0.440022343 0.0991239382 0.1169419761
## [471,] 2.877942342 -0.6834024682 0.353990613 0.2341216984 -0.7853040243
## [472,] -0.057675236 1.3377152630 -0.662920255 0.6568032984 -0.0615616430
## [473,] 1.796328257 2.3810951308 -0.190108051 0.4659234345 0.2046090172
## [474,] -1.024373572 0.6278671115 -1.644978105 -0.0195325864 0.8814991858
## [475,] 1.028483729 2.1110874820 0.036551941 0.4614753242 0.2068765637
## [476,] 1.667266768 0.3769351043 0.141812901 0.0238711519 0.1086695437
## [477,] -0.930642572 1.6083146520 0.187118571 -0.2145579148 0.3828451248
## [478,] 1.459931756 -1.9825120154 0.841013542 0.1601923261 -0.3941044507
## [479,] 1.527511313 1.7020151636 -0.429657253 0.3467807736 -0.0931819353
## [480,] 1.304885785 1.5927955523 -0.739169789 0.0291645543 0.4035063955
## [481,] 2.149479714 0.0356754677 -0.274307922 0.2511996054 0.0670929980
## [482,] 1.309722104 1.6051265585 0.892922469 0.0848497491 0.0860467785
## [483,] -0.127680571 0.0415896044 -1.796220334 0.9390171703 0.0377536540
## [484,] 0.463082712 0.1182289219 -1.954909758 1.0534956226 -0.1319248380
## [485,] 0.825985012 0.2884170587 -1.037489716 0.5481569269 -0.2029364861
## [486,] 0.085002057 0.6947500900 1.731793077 -0.3084133141 0.0906897372
## [487,] 0.727051974 1.8673958965 -1.861510763 1.2546640026 0.2531580411
## [488,] 2.187793851 -0.1708472002 0.502241133 0.0145001353 -0.2653157523
## [489,] -1.106477575 0.4245325103 -1.754355378 0.8661371965 -0.1362082572
## Comp.6 Comp.7 Comp.8 Comp.9
## [1,] 0.4689635538 -0.0751063554 1.417930527 -0.1914335578
## [2,] -0.0384250946 0.9735176799 0.355643904 -0.3602469441
## [3,] -1.4608286381 -0.7840860453 0.508300344 -0.0780341436
## [4,] -0.8024568639 0.2798287928 0.473338328 0.0727500006
## [5,] -0.6889153764 0.4402955403 0.156863632 -0.1621093780
## [6,] -0.8033286665 -0.4340664895 0.446549817 0.1720313993
## [7,] -1.3130297846 -0.8974745642 0.005948876 0.0166330247
## [8,] -0.2371247151 0.1427489977 0.171415680 -0.6763055475
## [9,] -1.1370143091 0.9232217963 1.018079320 -0.0177277069
## [10,] -1.8258586414 -1.0335521727 0.668136071 -0.5684681079
## [11,] -0.0940581783 0.9670911249 0.051251724 -0.7644305009
## [12,] -0.6321783287 0.3749171556 0.602254007 0.1081990684
## [13,] -0.4956831261 1.5358392204 0.913772414 0.2608287086
## [14,] -0.5704036685 0.6610981591 1.114554200 0.0670290253
## [15,] -0.0024219455 1.4885069184 0.668298396 0.1582443039
## [16,] 0.0351195339 2.2798844942 0.390564558 -0.2389348012
## [17,] -0.2621753732 1.0516752957 -0.216433795 -1.0884590799
## [18,] -1.3306687578 -0.3741133277 -0.095868229 -0.3077167507
## [19,] 0.1087845821 1.6168355905 0.765053786 -1.8291898365
## [20,] -0.7656753251 1.7841933822 0.644565016 -1.2364843194
## [21,] -1.6628252268 0.3128817026 0.484380214 -0.6093837324
## [22,] -1.8957386459 1.2834723424 0.511361405 -0.6311169774
## [23,] -0.7863819093 0.3189943950 -0.153484960 -0.1109304602
## [24,] 0.3936150743 0.8579112272 1.348372421 -0.5114341542
## [25,] -1.3118487707 -0.7612879428 0.708057057 -0.3940439503
## [26,] -1.4863793641 0.5230078108 0.740416440 -0.4905859544
## [27,] 5.4795816060 0.2992924133 1.045173256 0.8160197404
## [28,] -1.6317333429 0.9414083862 0.565595314 -0.8554260567
## [29,] -0.7677666579 -0.3644889878 1.315556731 -0.1207110609
## [30,] -0.9829079867 0.0919025011 0.120557050 0.0372353703
## [31,] -1.4990560687 0.1917686579 -0.090963362 -0.5107479822
## [32,] -1.2560182843 0.3770461582 0.697786018 -0.6237531928
## [33,] -0.8989010866 0.1513445871 0.821458635 -0.0667306304
## [34,] -1.5911325928 0.3902335734 0.181402340 -0.6944694664
## [35,] -2.3000644304 2.0799703379 1.190407248 -0.3299774075
## [36,] 0.8036639042 0.3845047350 1.465473580 0.3717780033
## [37,] 0.5252535818 0.7029571208 0.100904106 0.0494466786
## [38,] 0.5672471960 -0.3913834118 -1.102368993 0.2490889070
## [39,] 0.5977603317 -0.0156003870 1.640280795 -0.0800045710
## [40,] -0.2188231735 -0.0221533293 0.898906218 -0.3117951007
## [41,] 0.8821263299 0.2865505374 1.165752418 0.2508607855
## [42,] -1.0783016035 -0.7479800383 0.560527340 -0.2503986786
## [43,] -1.4085293059 -0.5874076223 0.267792917 -0.4360812099
## [44,] 0.7136140737 -0.7588504757 -0.369517560 -0.1309794802
## [45,] 0.5817833197 -0.6633789583 0.176102046 0.5979358620
## [46,] 1.1056169436 -0.5504698726 0.105347243 -0.2527323551
## [47,] -0.2956290190 -1.8749121230 -0.720571226 -0.0811155117
## [48,] 0.1462381972 -0.4562938624 1.322967849 1.0129063699
## [49,] -0.5805932639 -0.3288074780 -0.057514330 0.5158594831
## [50,] -0.2907017701 -0.5521393967 0.329439435 0.9092952210
## [51,] 0.3139159138 0.0502892047 1.327233583 1.1345150645
## [52,] -0.0221632710 -0.6546986423 -0.192147590 1.6307361403
## [53,] 1.0097828078 0.5318809035 -0.267167682 0.8765147397
## [54,] 0.2839612843 0.0994218342 -0.183773138 0.7148137714
## [55,] 1.7841234572 0.3245218491 0.342054030 0.1591664795
## [56,] 0.1364656636 0.1684373962 0.429653514 0.7266650221
## [57,] -0.2361593101 -0.9910777770 0.554307699 0.3662120634
## [58,] 0.8095041295 -1.2823291587 -0.788548037 -0.9411882259
## [59,] 0.9384863710 0.4284526621 0.170639638 0.2843096572
## [60,] -0.7171079641 -1.1736719578 1.338404017 1.7272837385
## [61,] -0.2465558851 -1.8854559190 0.694888430 -1.4034279319
## [62,] -0.9463880285 -0.5962419852 1.151899899 -0.3573928089
## [63,] 1.8213880684 0.0004135382 0.003214319 -0.1532322883
## [64,] 1.6185125264 0.4504640256 1.104612445 -0.7776009336
## [65,] -0.4568224742 -1.4749868808 -1.151168102 -0.3393694389
## [66,] 1.1721677641 -0.3852798934 -0.091669824 -0.2963157608
## [67,] 0.8982898049 0.4038846072 1.104208516 -0.4544124064
## [68,] -1.0902213470 0.2030453899 0.491410154 -1.5829553308
## [69,] -1.3478511170 -0.4225456372 0.577507947 -0.6633365657
## [70,] -1.1764144408 -0.1477002579 0.090694145 -1.2465555188
## [71,] 0.1316611566 0.2994875640 -0.291241516 0.0899325075
## [72,] 0.6049419121 -0.9997661474 0.211614476 -0.2183226013
## [73,] 0.8357716455 -0.1172748652 -0.370556589 0.1460027480
## [74,] 0.3449548845 0.6297806518 0.656669920 -1.4047339754
## [75,] 0.9009180596 0.8371281412 0.026790013 0.7357764872
## [76,] 0.8068347946 -0.8959259051 0.038024748 0.2801232664
## [77,] 1.4840008579 -0.3652786041 1.103399595 0.4533023767
## [78,] -0.4420769925 -0.2305533330 1.769772694 -0.2052433938
## [79,] 1.0009769262 0.0946705370 2.359668460 -0.8995648899
## [80,] 0.7584981988 -1.8493556393 0.514369880 -1.5042751251
## [81,] -0.3424636110 -0.2277172441 0.597131573 -0.7866993797
## [82,] 0.4124877025 0.2419359518 1.001871787 0.4876638262
## [83,] 0.6535523570 -1.2194929125 0.253606574 -1.6710412197
## [84,] 0.0691187528 -0.3235412852 0.940053117 -1.0889122280
## [85,] 0.9060506600 -1.1309321108 0.205924767 0.2485837578
## [86,] 0.8612059942 0.3252733632 0.952912678 0.4486003098
## [87,] 1.2179670778 -0.1541506692 1.509178069 0.1692836854
## [88,] 0.8913358049 0.2410400297 -0.066656942 0.7818699348
## [89,] 0.0308331162 0.2912111306 -0.449228407 0.1456760159
## [90,] -0.4195592637 -1.5655589966 -0.358867345 -1.7623556017
## [91,] -0.4083649119 -1.3944678904 -0.439675226 0.6817687685
## [92,] 1.4860067595 1.4947196941 1.254271525 1.0085013291
## [93,] 1.1998911032 1.2682968117 -0.102983061 -0.5092120776
## [94,] -1.0991463284 -0.9843500323 0.405162244 -0.8424198261
## [95,] -0.8534562301 0.7441531748 -0.287081234 0.3041395240
## [96,] 0.0076675484 0.3557274138 1.417153949 0.7099146058
## [97,] 0.0510390533 0.7880936335 0.423939810 0.4267829844
## [98,] 0.0971639778 0.2076368281 -0.738982324 -0.4574810629
## [99,] -0.1426157436 0.6368977135 1.349011150 0.2183183110
## [100,] -0.3039738251 -0.6430047196 0.582788383 -0.6541708045
## [101,] 0.4792621567 0.5035526831 0.127292569 1.6335489875
## [102,] 1.0269757249 0.2009265564 0.593401998 0.7143276303
## [103,] 1.2748584136 1.1591340546 1.222098146 0.2703833132
## [104,] 1.5817770847 0.2181833898 -0.170726699 0.0630741386
## [105,] -1.1393832882 0.7686307552 -0.879528626 0.0937623127
## [106,] 1.0232162083 -0.5063428107 0.064711995 -0.4639117558
## [107,] -0.4851036485 0.5769239373 0.191919012 1.0862736503
## [108,] 0.2769694483 0.3620713217 -0.652794581 -1.1021280916
## [109,] 0.5096819900 -0.4488447860 -0.795001704 -1.0685667687
## [110,] 1.4974797533 -0.6058022734 0.507413682 -0.2803338099
## [111,] -0.2259741734 -0.9182059670 0.626311361 1.9126534809
## [112,] 1.6388768157 0.3338896862 0.840542446 0.5767917278
## [113,] -0.7705608713 0.6374583228 1.320943277 1.1417317480
## [114,] -1.0073681041 -0.2726284568 -0.546944398 0.1942014615
## [115,] 0.1754408521 1.1318934566 0.344013023 -0.2060803669
## [116,] -1.0288868263 0.6579737208 1.815057814 -0.6722354836
## [117,] -0.9092292548 0.7089152704 -1.012332109 -0.0817443175
## [118,] -0.6051624999 0.9464904635 0.498203090 -0.3979621265
## [119,] -2.0198753157 0.0024297860 1.519136585 0.4277369258
## [120,] -0.9035360608 0.6243500240 0.059592537 -0.3122422008
## [121,] -0.9912695877 1.6955770123 0.448732607 -0.3123087083
## [122,] 0.2072266928 1.8051111057 0.561363968 -0.3968109024
## [123,] 0.1279543186 1.2760276057 0.265534175 -0.6058467141
## [124,] -1.7678944149 0.5399796184 0.590485314 0.3110857278
## [125,] -0.2614087414 1.8363972117 0.025413052 -1.4839047237
## [126,] -0.1814648992 0.7691548966 0.261827948 -1.9897084600
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## [365,] -0.9942053502 0.9087395859 -1.784529201 0.2221348534
## [366,] -0.5422251724 0.4648534531 -1.091195608 0.5815695599
## [367,] 0.1420052782 0.5859311230 0.469834498 0.0670814715
## [368,] 0.7088650238 -0.5394133321 -0.611556271 -1.1883376003
## [369,] 0.6988088665 1.2581614479 0.613875889 -0.5426665678
## [370,] -0.8437669417 -1.0452641317 -0.368141121 0.1556981861
## [371,] -0.9211204192 0.6896971886 0.395532494 0.1731102301
## [372,] 0.8318185244 -0.3203994344 -0.095769087 -0.8545385861
## [373,] -0.3382990223 0.2569464733 0.417146045 0.3770618892
## [374,] -0.7556918575 -1.2890995987 -0.831184819 -1.0535986563
## [375,] 0.6504913571 0.9113092085 -2.144530092 -2.2172415000
## [376,] 0.3382849159 -0.1180107542 -0.073731433 -0.3623168294
## [377,] -0.2037243744 0.9002114419 -0.391534924 -0.1688168485
## [378,] -0.1761101345 -0.6695435395 -0.103447346 -0.5755887952
## [379,] 0.9541577866 -0.7769689494 -1.044823765 0.1999575909
## [380,] 0.7912032840 1.3079143224 -0.889634400 -0.0649744174
## [381,] -0.2276760064 -0.1964644427 0.107599773 -0.5612114617
## [382,] 0.1140274739 0.9496727248 -1.794477356 0.8347443432
## [383,] 1.2170564607 0.9840511607 -1.198976254 0.9489527318
## [384,] -0.3157370300 0.6193915979 -0.255426347 0.6398879208
## [385,] 1.1388650188 1.4507545605 -0.541391115 0.6112662465
## [386,] -0.4812822063 0.2726591810 -0.283973482 0.9395588760
## [387,] 0.6636149324 0.4901602035 -1.534625894 -1.0538001201
## [388,] 1.3891341840 1.2624912330 -0.868890148 -0.4265747608
## [389,] -0.0122559874 -0.3228527676 -0.795684093 0.3713590926
## [390,] 0.0031374897 0.4602280880 0.499388228 0.6151947128
## [391,] -0.5614732519 0.5288941001 -2.031712650 -0.7724350364
## [392,] -0.7582889948 -1.5344795400 -0.583894514 0.1833768922
## [393,] -0.0555307517 0.8222039661 -1.432947538 0.9485901730
## [394,] 1.0813493501 0.0827976320 -0.570494463 -1.0048494864
## [395,] 0.3311767939 1.3161560663 -0.844103095 -0.5196837015
## [396,] -0.7481744008 -0.6330150167 -0.544336992 -0.0478584173
## [397,] -0.5579322519 0.4580828397 0.481125372 0.3898535601
## [398,] -0.5677788899 0.4358971674 -1.058826529 1.1032728858
## [399,] -0.1975930272 1.1416026004 -1.759047128 -0.2523446854
## [400,] 0.2807743907 0.8086268257 0.043358896 0.0896292870
## [401,] -0.2470953807 0.0536726178 0.375908448 0.8979443582
## [402,] 0.1450182951 -0.1584651462 -0.194975783 -0.0289314993
## [403,] -0.2699035547 0.8221720451 -1.374642404 0.0740663049
## [404,] -0.3988888262 0.5682422315 -0.643026502 0.1442553425
## [405,] -0.2790784764 0.2329172543 -1.944792627 -0.8464017604
## [406,] -0.3109477861 1.0321984664 -0.383848760 -0.3368802237
## [407,] 0.4850562472 -0.7086432937 -1.466492896 -0.7533829944
## [408,] -0.1851560676 0.8012688469 -0.360924201 0.4490560015
## [409,] -0.7962441295 0.7364133220 0.544308837 0.2599646302
## [410,] -0.3729852444 -1.5163569150 -0.935533963 -0.4409909022
## [411,] 0.4724929667 0.8196484730 -0.513948880 1.3818762902
## [412,] 0.4137366945 1.3314810272 -0.095362840 0.4160996369
## [413,] -0.4034005294 1.0965328914 -1.315061745 0.0527006583
## [414,] -0.1296196262 -0.0593997917 -0.978981686 2.3294394915
## [415,] -0.4892967528 0.0202762785 -1.348809860 2.0202215613
## [416,] 0.6622270184 0.8499443098 -0.921140115 0.4253997387
## [417,] -0.8442787573 -0.3880973713 0.015925773 0.2321722163
## [418,] -0.5360658599 -0.4706603442 0.093439014 -0.3763827794
## [419,] 0.8230873462 0.4586042113 -0.407719297 1.0942997144
## [420,] -0.2608159464 -0.9126058449 -0.772627680 -0.0032325642
## [421,] 1.1985149396 -1.1203455968 -0.395439282 0.1006459173
## [422,] -0.4300022633 0.8019912649 -1.401908861 -0.0304395396
## [423,] -0.4216969793 0.3024293405 -1.470265252 0.8531243217
## [424,] 0.9629404023 -0.0993122368 -1.368689432 -1.7422824652
## [425,] -0.7738573136 0.8499643937 -0.448228167 0.4518012100
## [426,] -0.2357694954 0.9056465794 -0.697249099 0.0185809142
## [427,] -0.6643776191 -0.1569486394 -0.243438187 0.7407018961
## [428,] -1.4688126205 -0.0586303368 -1.058183431 -0.2337455726
## [429,] 1.1474660496 1.1818944709 -0.178492949 0.0639166211
## [430,] -0.2848939615 0.4829917312 -0.121607884 0.2907250554
## [431,] -0.3540743204 -0.2207351582 0.261847791 1.2772874346
## [432,] 1.6754321168 0.9242503551 -0.465530236 1.1311218336
## [433,] 1.6766569397 1.5443415679 -0.295852298 -0.4650023011
## [434,] -1.0137796679 0.5658101679 0.444117371 0.8325344699
## [435,] 0.7915484540 0.6713047077 0.471341033 0.5300313379
## [436,] -0.5319245303 -0.8164039175 -0.063307152 0.0071897059
## [437,] -0.4262232997 0.3686071160 0.566051883 0.0451705284
## [438,] 0.4509999057 0.8501835721 -1.100891838 0.7395016169
## [439,] 1.0562547167 1.7290413681 -1.587328057 -0.1019530024
## [440,] -1.4402033468 0.8623705853 -1.967251829 0.3136998317
## [441,] -0.1528623599 0.6203715312 0.517884862 0.0562484144
## [442,] 0.2132836843 -0.8836730318 -1.280326305 0.2004027559
## [443,] -0.3641044612 0.4721800557 -0.688895257 0.1523200671
## [444,] -0.4535601333 -1.4134548736 -0.453893634 -0.1576810501
## [445,] -0.4155091823 0.8420429239 -0.498354057 -0.2235081540
## [446,] -0.3696774676 1.0820286636 -1.263565172 -0.4472073376
## [447,] 0.7784429298 -0.4030308931 -2.492297004 -0.1596829319
## [448,] -0.9653716291 -0.2374124648 -0.875995680 -0.4947529228
## [449,] -0.1271276796 0.5729957987 0.073591728 0.3471427817
## [450,] -0.5308238139 0.6786173387 -0.526160614 0.7704031992
## [451,] -0.3823703358 0.4371241540 -0.080561919 0.2201287047
## [452,] -0.4103927248 0.9269653660 0.457921388 0.6307678904
## [453,] -0.1855199065 0.9440529000 -0.648868262 -0.1138438911
## [454,] -0.7961162810 -1.0255993059 -0.651128272 -0.4436082522
## [455,] 0.6522380117 -1.0267955614 -0.884270828 0.2547223461
## [456,] 0.6046317429 0.7162670371 -0.280958304 1.0347823345
## [457,] 1.4347766265 1.0419094296 -0.398773658 0.7046154104
## [458,] 0.6801082341 0.7865182066 0.168588375 0.1383159955
## [459,] 0.0778421530 0.5378438157 0.466587987 0.8250402997
## [460,] -0.1825811860 -0.1626267956 -0.176683545 -0.4324112832
## [461,] 0.6364596779 -1.3267433874 -0.345879576 0.6992947969
## [462,] -0.2348512075 0.4655632953 0.474740728 0.1876532391
## [463,] 0.4243430284 -0.5049570995 -0.670314090 -0.1961129526
## [464,] 1.0459297716 0.9730347084 0.262553936 0.3199549694
## [465,] -0.2567207169 0.4550658881 0.537649233 0.1924760642
## [466,] -0.1489006111 0.6170143364 0.517394119 0.0691522844
## [467,] -0.1125845810 0.5862400511 0.512895645 0.1874377592
## [468,] -0.1568241086 0.6237287259 0.518375604 0.0433445444
## [469,] 1.0835792336 1.1307623150 0.425471614 -0.1484630812
## [470,] -0.4735357600 0.0323487742 0.353289659 0.5391773407
## [471,] -0.2797341536 1.1517129683 -1.105796056 -0.4633335885
## [472,] -0.8838382820 -0.4186056898 -1.129003390 1.3214734332
## [473,] -0.3312745341 -1.4600929416 -0.319262727 -0.2086480773
## [474,] 0.3443548271 0.2248929180 -0.071862297 1.4079468198
## [475,] -0.4622072011 -1.7222158369 -1.026253427 -0.1501047325
## [476,] -0.2203600804 -0.0615298664 0.321388308 1.7965250638
## [477,] 0.6768055406 -0.6489989105 -2.087264691 -0.0481595713
## [478,] -0.7592326057 0.4553398054 -1.823028010 0.1250840800
## [479,] 0.0650277064 -0.1327542168 -1.007753596 -0.8685371496
## [480,] 0.5373305654 -0.0725702606 -0.090581426 -0.3198200952
## [481,] -0.4302088627 0.0515532295 0.255593360 0.8001187246
## [482,] -0.1019723913 -1.3271214360 -1.135662254 0.1327096899
## [483,] -1.3053116008 0.1640000919 -0.818081829 1.0829219278
## [484,] -1.3264049919 0.5017593808 -0.744696141 0.5620656928
## [485,] -0.6480265547 0.3502871511 -0.685526643 0.9211228218
## [486,] 0.1703441932 -1.2163727477 -2.265920820 0.4670904732
## [487,] -1.4242578081 -0.8832696889 -0.474448649 -0.1982711455
## [488,] -0.1847501562 0.4191314468 -0.311988978 0.9881339024
## [489,] -1.1681382335 0.2869086926 -1.341292925 1.8587128014
## Comp.10 Comp.11
## [1,] -0.2138299832 -9.162779e-01
## [2,] 0.0026230154 -4.952961e-01
## [3,] -0.7358455953 1.165555e-01
## [4,] -0.8196934615 -4.805222e-01
## [5,] 0.3364618063 -4.869971e-01
## [6,] 0.4061184251 1.808991e-03
## [7,] -1.0962677757 -5.023316e-01
## [8,] 0.1527141510 -6.616438e-01
## [9,] 0.2699999278 -4.745072e-01
## [10,] -0.1973430495 4.064752e-01
## [11,] 0.6318480749 -7.929545e-01
## [12,] 0.1337366781 -9.950078e-01
## [13,] -0.5170407818 6.465271e-01
## [14,] 0.4590344185 1.806602e-01
## [15,] 0.1204407894 -1.527395e-01
## [16,] -0.4719390068 9.527037e-01
## [17,] 0.6633774732 3.842740e-01
## [18,] 0.5556655649 3.632519e-01
## [19,] 0.6891567749 5.741498e-01
## [20,] 0.3438852912 -8.093369e-01
## [21,] -0.5363144201 2.483653e-01
## [22,] 0.8686178944 5.839333e-01
## [23,] 0.5576726379 2.757766e-01
## [24,] -0.1231561225 -4.508968e-01
## [25,] -0.7486063989 -4.353046e-01
## [26,] -0.9030844028 -1.916296e-01
## [27,] 0.3950020306 4.098331e-01
## [28,] 1.5092118284 3.690146e-02
## [29,] 1.0388463598 -2.399512e-01
## [30,] 0.9953801604 2.364657e-01
## [31,] 0.4975355410 -2.641989e-01
## [32,] 0.4873742376 8.011182e-02
## [33,] -0.0191391367 6.982430e-02
## [34,] 0.4931571078 -3.892123e-01
## [35,] 0.1318721192 -1.169240e-01
## [36,] -0.8805922704 -2.894557e-01
## [37,] -1.3774139873 -1.465399e-01
## [38,] 0.0384640071 -7.527509e-01
## [39,] -0.0479981792 6.339110e-01
## [40,] 0.2685762601 1.442426e+00
## [41,] 0.7139424332 5.011452e-01
## [42,] 0.6948611906 5.653237e-02
## [43,] 0.3049586829 -3.961092e-01
## [44,] 0.3762581312 4.250624e-01
## [45,] 0.2229619322 5.998197e-02
## [46,] 0.3270787604 3.200919e-01
## [47,] -0.5520099895 -3.289368e-01
## [48,] 0.1642869070 9.235545e-03
## [49,] -0.3297545273 -7.421919e-01
## [50,] 0.2905075798 -2.632768e-01
## [51,] -0.4480808257 -3.075645e-01
## [52,] 0.3819156254 -2.388087e-02
## [53,] -0.6429869069 -8.629847e-01
## [54,] -0.4051561342 -1.040611e-03
## [55,] -0.2404946132 8.029869e-01
## [56,] -0.3823460778 2.004049e-01
## [57,] 0.2955893894 -2.600738e-01
## [58,] -0.5441049464 3.558867e-01
## [59,] -0.5346718689 7.409588e-01
## [60,] 0.0190800657 -1.519629e-01
## [61,] 0.2615630185 4.876249e-01
## [62,] -0.1204671530 -1.496614e-02
## [63,] 0.7885773357 3.428969e-02
## [64,] -0.4137832631 1.132819e+00
## [65,] 0.1063189477 -2.981476e-01
## [66,] -0.3534699408 -1.144785e+00
## [67,] -0.9563871986 6.966260e-01
## [68,] -0.7110181962 5.525062e-01
## [69,] -0.0128666129 -1.695751e-02
## [70,] 0.4832285598 -7.945258e-01
## [71,] 0.6923194270 5.752564e-02
## [72,] -1.4027534087 1.528708e-01
## [73,] -0.8123589582 -9.246283e-01
## [74,] -0.5777451458 -2.389634e-01
## [75,] -0.0642763545 4.588846e-01
## [76,] 0.6266468696 -4.262112e-01
## [77,] 2.0250059777 2.678287e-01
## [78,] 0.2530405585 8.073880e-01
## [79,] 0.1021107648 1.484954e-01
## [80,] -0.5228467637 1.301827e-01
## [81,] 0.9919601798 -7.927422e-02
## [82,] 0.4881044993 1.046026e+00
## [83,] -0.4611950438 -9.757257e-02
## [84,] 0.0901731015 -6.319170e-01
## [85,] -0.2516391444 2.728578e-01
## [86,] 0.8973519322 3.588365e-01
## [87,] 1.5863924105 -3.190643e-02
## [88,] -0.1274049841 -7.315009e-01
## [89,] 0.6371158332 -4.050689e-01
## [90,] 0.1502356707 -2.182925e-01
## [91,] -0.2794467968 1.946777e-01
## [92,] -1.4445622055 -5.838230e-01
## [93,] 2.2471202373 -8.261743e-02
## [94,] -0.3491701610 -1.469024e+00
## [95,] 1.1691703112 5.276259e-01
## [96,] 0.3306192850 -2.856878e-01
## [97,] 0.1192317895 5.001532e-01
## [98,] -0.6932178945 2.137938e-01
## [99,] 0.0545942936 -3.304817e-01
## [100,] 0.4478808155 -8.307119e-02
## [101,] 0.8337417433 -1.005866e+00
## [102,] 0.0191029984 -4.151965e-01
## [103,] 1.1233308337 -3.591757e-01
## [104,] 0.2754849945 -6.136548e-01
## [105,] 0.4382346520 -1.849718e+00
## [106,] -0.2107464987 -8.534487e-01
## [107,] -0.3974812463 -2.837587e-01
## [108,] 0.1713005848 -6.118217e-01
## [109,] -0.0013128192 -3.259544e-01
## [110,] 0.9724311038 -2.988890e-01
## [111,] -0.4398902256 -1.378636e+00
## [112,] -0.0172320305 1.803667e-01
## [113,] -1.6216522761 -1.098230e+00
## [114,] -0.1664100717 6.924310e-01
## [115,] 1.2181830502 -2.781300e-01
## [116,] 0.7172699765 -3.832898e-01
## [117,] -0.1907933897 1.840494e-01
## [118,] 1.2546448645 3.430873e-01
## [119,] 0.8993256255 1.282651e-01
## [120,] -1.4142778865 1.997452e-01
## [121,] -0.2435171234 6.070973e-01
## [122,] -0.1191477343 9.403660e-01
## [123,] -1.0060709152 5.467895e-01
## [124,] -0.3435474243 -1.028625e-01
## [125,] 0.1478550044 1.663306e-01
## [126,] -1.1942165548 5.956831e-01
## [127,] -1.1413979603 -4.641187e-01
## [128,] -0.6597707383 1.130715e-02
## [129,] -1.1355412781 2.157915e+00
## [130,] 0.5778093875 5.921043e-01
## [131,] -0.8903743518 6.963104e-01
## [132,] 0.4559085385 1.063606e-01
## [133,] -0.6169750030 2.405183e-01
## [134,] 0.9453095231 1.661016e-01
## [135,] -0.0502032327 3.134647e-01
## [136,] 1.6546989091 7.705439e-01
## [137,] 0.0544252776 5.371596e-01
## [138,] 0.3922465390 -2.519172e-01
## [139,] -0.0851528359 8.889018e-01
## [140,] -0.5480650670 -7.991065e-01
## [141,] -0.4018105318 4.205296e-01
## [142,] -0.5318580401 -2.504781e-02
## [143,] -1.3956371353 4.792679e-01
## [144,] -0.4198151045 -1.177800e-01
## [145,] -0.2501066463 5.057002e-01
## [146,] 0.1414573617 6.779927e-01
## [147,] 0.5726957253 -3.927574e-01
## [148,] 1.3401602111 9.455393e-01
## [149,] 0.1873365981 -7.254657e-01
## [150,] 1.1856206399 6.421799e-02
## [151,] 0.2029600104 2.467590e-01
## [152,] -0.1250213144 9.302509e-01
## [153,] 0.0571427757 -3.948880e-01
## [154,] 0.6393697089 -1.573082e-01
## [155,] 0.3849501602 1.248245e+00
## [156,] -0.2205372296 2.316624e-01
## [157,] -0.3227213199 -2.639550e-01
## [158,] 0.0060199813 -3.206460e-01
## [159,] 0.4711765963 8.626695e-01
## [160,] 0.3121237056 -5.099249e-01
## [161,] -1.3396156790 -2.542512e-01
## [162,] 0.3958895653 -8.971156e-01
## [163,] 0.2815002975 6.410540e-01
## [164,] -1.1710952654 2.852631e-01
## [165,] 0.2423307605 8.004347e-01
## [166,] -0.0081270647 3.811128e-01
## [167,] -0.9601162952 -1.101912e+00
## [168,] 0.1470789702 5.295053e-01
## [169,] 0.5262811350 -6.810456e-01
## [170,] 1.8101072631 -2.420853e-01
## [171,] 0.1630297281 -3.435658e-01
## [172,] -0.3888048521 -3.809375e-01
## [173,] -0.5425196168 -9.204139e-02
## [174,] -1.0390206596 -5.835205e-01
## [175,] 0.4923005109 5.026978e-01
## [176,] -0.5118539605 -9.425612e-01
## [177,] -1.8536406791 1.099562e-01
## [178,] -0.4497850900 1.321225e-02
## [179,] -1.4953938581 -6.423030e-01
## [180,] -0.6770137970 1.015977e+00
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## [489,] 0.2042518974 4.198020e-01biplot(fit2)