tight.clust: Tight Clustering

Description Usage Arguments Details Value Author(s) References Examples

View source: R/tight.clust.R

Description

This function could perform the tight clustering algorithm.

Usage

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tight.clust(x, target, k.min, alpha = 0.1, beta = 0.6,
top.can = 7, seq.num = 2, resamp.num = 10,
samp.p = 0.7, nstart = 1, remain.p = 0.1,
k.stop = 5, standardize.gene=TRUE, random.seed=NULL)

Arguments

x

Input data, should be matrix. Each row represents a gene (object) to be clustered. Gene (object) names are usually represented in the row names and sample (feature) names are in the column names of the matrix.

target

The total number of clusters that the user aims to find.

k.min

The starting point of k0. See 'Details' for more information.

alpha

The threshold of comembership index. Default value is suggested to be used.

beta

The threshold of clusters stably found in consecutive k0. Default value is suggested to be used.

top.can

The number of top (size) candidate clusters for a specific k0. Default value is suggested to be used.

seq.num

The number of subsequent k0 that finds the tight cluster. Default value is suggested to be used.

resamp.num

Total number of resampling to obtain comembership matrix. Default value is suggested to be used.

samp.p

Percentage of subsamples selected. Default value is suggested to be used.

nstart

Number of different random inital for K-means. Default value is suggested to be used.

remain.p

Stop searching when the percentage of remaining points <= remain.p. Default value is suggested to be used.

k.stop

Stop decreasing k0 when k0<=k.stop. Default value is suggested to be used.

standardize.gene

It specifies whether to standardize each gene vector to mean 0 and sd 1. Default value is suggested to be used.

random.seed

If random.seed is NULL no random seed will be set. If random.seed is a number, it will be used as the random seed. This parameters should be used to get the same result for different runs.

Details

Tight clustering method is a resampling-evaluated clustering method that aims to directly identify tight clusters in a high-dimensional complex data set and allow a set of scattered objects without being clustered. The method was originally developed for gene cluster analysis in microarray data but can be applied in any complex data. The most important parameter is k.min. A large k.min results in smaller and tighter clusters. Normally k.min>=target+5 is suggested. All other parameters do not affect the quality of final clustering results too much and are suggested to remain unchanged.

Value

Returned value is a "tight.clust" object (list). The first element is the original data matrix. The second element is a vector representing the cluster identity (-1: scattered gene set; 1: the first cluster; 2: the second cluster; ...). The third element is a vector of the size of each tight cluster.

Author(s)

Chi Song <chs108@pitt.edu>

References

George C. Tseng and Wing H. Wong. (2005) Tight Clustering: A Resampling-based Approach for Identifying Stable and Tight Patterns in Data. Biometrics.61:10-16.

Examples

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## load the test dataset
data(tclust.test.data)
## find 10 tight clusters
ptm<-proc.time()
## k.min=25, tighter clusters will be found
## target=1 is used to save time, target=10 is recommended
tclust1<-tight.clust(tclust.test.data$Data, target=1, k.min=25, random.seed=12345)
proc.time()-ptm
## plot the heat map of cluster result
plot(tclust1)
## write the cluster result
write.tight.clust(tclust1)
ptm<-proc.time()
## k.min=10, looser clusters will be found
## target=1 is used to save time, target=5 is recommended
tclust2<-tight.clust(tclust.test.data$Data, target=1, k.min=10, random.seed=12345)
proc.time()-ptm
## plot the heat map of cluster result
plot(tclust2)
## write the cluster result
write.tight.clust(tclust2)

Example output

Number of points: 300 	Dimension: 75 

Looking for tight cluster 1 ...
k = 25
k = 26
1 tight cluster(s) found!
Cluster size: 10 	Remaining number of points: 290 

   user  system elapsed 
  0.486   0.020   0.508 
"sample.1" "sample.2" "sample.3" "sample.4" "sample.5" "sample.6" "sample.7" "sample.8" "sample.9" "sample.10" "sample.11" "sample.12" "sample.13" "sample.14" "sample.15" "sample.16" "sample.17" "sample.18" "sample.19" "sample.20" "sample.21" "sample.22" "sample.23" "sample.24" "sample.25" "sample.26" "sample.27" "sample.28" "sample.29" "sample.30" "sample.31" "sample.32" "sample.33" "sample.34" "sample.35" "sample.36" "sample.37" "sample.38" "sample.39" "sample.40" "sample.41" "sample.42" "sample.43" "sample.44" "sample.45" "sample.46" "sample.47" "sample.48" "sample.49" "sample.50" "sample.51" "sample.52" "sample.53" "sample.54" "sample.55" "sample.56" "sample.57" "sample.58" "sample.59" "sample.60" "sample.61" "sample.62" "sample.63" "sample.64" "sample.65" "sample.66" "sample.67" "sample.68" "sample.69" "sample.70" "sample.71" "sample.72" "sample.73" "sample.74" "sample.75" "Cluster"
"CG10672" -0.228727 0.492285 0.339454 0.126617 -0.348347 -0.761303 -1.20276 -1.61653 -1.78854 -1.23132 -1.3535 -1.34117 -1.426 -1.88866 -1.67235 -1.57635 -1.98322 -2.14476 -0.921204 -0.0530561 -0.54386 -0.308263 0.0196336 -0.183203 -0.0742233 0.208988 -0.103074 0.432807 0.385429 0.326269 0.627317 1.40049 1.11588 1.92249 0.717907 1.31804 0.842952 2.0415 2.41513 0.893041 -0.136264 -0.136184 -0.582295 -0.38828 -0.541494 -0.26138 -0.112216 -0.708942 -1.07503 -0.523387 -1.00658 -1.06146 -0.0121596 -0.774608 -0.176912 0.47824 0.0852373 0.512756 0.127359 0.755492 0.935979 1.01702 0.922298 0.939469 0.629754 0.634762 0.139371 0.963974 1.02913 1.20249 0.954266 0.859057 0.829909 0.757469 0.847375 1
"CG6282" -0.666738 -1.71624 -1.30718 -2.10828 -0.807186 -1.34296 -1.31651 -0.103479 -0.436171 -0.413434 -0.417104 -1.11748 -0.436395 -1.04236 -0.522993 -0.737249 -0.663719 -1.89452 -1.12983 -0.763382 -0.936938 -0.993051 -0.526671 -0.510135 -0.205559 0.513708 0.783547 1.12427 1.56602 0.318593 0.35919 1.23748 1.48012 1.24227 1.78085 1.78506 1.39385 0.87567 1.87834 1.44025 0.566892 0.117162 -0.887327 -0.211191 -0.823433 -0.357553 0.374821 0.648071 -0.738571 -0.288089 -0.559768 -0.807718 0.305448 -0.79192 0.24309 0.176124 0.671786 0.471321 2.96789 1.05757 0.923989 0.839567 0.656984 0.912572 1.00992 0.625632 0.232773 0.304311 -0.150956 -0.0749304 -0.103368 -0.511898 -0.281435 -0.539724 -1.64172 1
"CG5407" -0.468387 -1.40353 -1.3593 -1.31715 -1.21737 -1.00287 -0.68125 -0.543879 -0.821248 -0.942424 -1.10573 -1.17111 -0.898971 -0.836305 -0.634011 -0.0674834 0.275679 -0.532057 0.180682 0.322928 0.406044 0.482882 0.526661 0.414403 0.359857 0.736015 0.706681 1.18411 1.15327 0.883591 1.29317 1.05402 1.06769 1.29896 1.00223 1.46149 1.35836 1.37888 2.12679 1.18839 -0.275843 -0.318404 -0.984975 -1.08735 -1.21686 -1.32894 -1.12969 -1.32356 -1.26151 -1.46099 -1.50914 -1.14549 -1.46921 -1.49006 -1.22959 -1.36066 -0.419014 0.304462 0.769932 0.577203 0.846366 0.807582 0.917681 1.07012 0.841701 0.94923 0.877678 0.509556 0.213513 0.919053 0.667859 1.07444 0.607494 0.496081 0.701613 1
"CG10472" -0.576266 -1.45741 -1.3155 -1.30151 -1.34876 -1.38549 -0.910477 -0.866712 -0.877964 -0.528732 -0.385702 -0.785333 -0.801898 -0.832208 -1.01435 -0.953139 -0.842801 -0.525287 -0.80724 -0.751199 -0.896043 -0.709923 -1.0382 -0.621931 -0.0859164 -0.0140288 0.127223 1.19031 1.08118 0.534133 0.764865 1.47551 1.35014 1.22158 0.807503 1.24203 0.89992 1.43723 1.77682 0.88861 0.466542 -0.22904 -1.3414 -1.07239 -0.920794 -0.851435 -0.897622 -0.666286 -0.900933 -1.0475 -0.866925 -1.29621 -1.03269 -0.433355 -0.97418 -0.266075 0.380109 0.298715 0.756647 0.834415 1.13808 1.28728 1.54791 1.19936 1.08911 1.07078 0.694104 1.0711 1.24435 1.39709 1.52577 1.5695 0.875086 0.791788 0.396057 1
"CG7021" -1.58653 -1.84848 -1.62794 -1.56282 -1.4877 -1.27684 -1.08332 -1.40099 -1.18699 -0.98242 -0.777552 -1.15886 -0.642304 -1.20486 -1.09841 -0.646145 -0.894391 -0.711653 -0.644823 -0.60694 -0.309548 -0.212457 0.0956821 0.736467 0.617024 0.66825 0.576435 1.40395 1.52592 0.66755 1.42766 1.18393 1.04671 0.753187 0.65541 1.31751 0.661572 1.49511 1.37297 1.115 0.836074 -1.31794 -0.807806 -1.35871 -1.24267 -0.881602 -0.636458 -0.914004 -0.723575 -0.595026 -0.0348777 -0.65152 -0.198498 -0.637099 -0.576709 -0.26736 0.105653 0.319467 1.62992 0.209299 0.809285 0.520907 1.22274 1.15531 0.855576 0.820192 0.851398 0.417991 1.02375 1.07428 0.541358 1.02597 0.784784 0.853415 1.4181 1
"CG3724" 0.431578 0.169595 0.133588 -0.094112 -0.458304 -0.819814 -1.31921 -1.46859 -1.53072 -1.67584 -1.59986 -1.92441 -1.13134 -1.836 -1.66985 -1.24908 -1.71875 -1.60284 -0.964122 -1.05152 -0.526599 -0.701998 -0.785668 -0.816856 -0.552832 -0.225767 -0.164007 1.19624 1.19633 0.420571 1.06663 1.58515 1.30797 1.23952 0.995253 1.69827 0.952961 1.85254 1.48594 0.717781 -0.798657 -0.419007 0.290592 0.0551117 0.169107 0.903304 0.824839 0.107774 -0.233525 -0.598011 -0.755517 -0.726404 -0.76182 -0.458808 -0.780965 -0.786201 -0.0248513 0.552151 0.0771147 0.757102 0.934197 0.911571 1.24112 1.25006 0.733274 0.659376 0.62739 0.625849 0.840762 1.01665 0.414397 0.403147 0.709863 0.455931 1.22128 1
"CG8251" 0.268518 -0.00285337 -0.305847 -0.701418 -1.59814 -2.57957 -2.24524 -1.50666 -1.4568 -1.03139 -0.977797 -1.23155 -1.24246 -1.2985 -1.4842 -1.3761 -1.45774 -1.34629 -1.59484 -0.749464 -0.728279 -0.798799 -0.340277 -0.174395 -0.0895955 -0.0607125 -0.054838 1.03641 1.18878 0.16885 1.03445 0.834715 0.873834 0.930616 0.780887 1.09373 0.947927 1.64646 1.21479 1.27813 -0.316848 -0.7472 -0.171698 -0.147162 -0.181276 -0.876371 -0.108078 -0.282836 -0.579369 -0.748529 0.0639839 0.241445 -0.817404 0.469794 0.403082 0.771194 1.054 1.50725 1.82984 0.559917 1.14442 1.16549 0.922883 0.965874 0.964547 0.872422 1.03957 0.354514 0.211562 0.383901 0.601264 0.439288 0.631615 0.498172 1.0164 1
"CG5627" 0.188702 -0.128597 -0.163809 -0.359646 -0.90145 -1.01836 -1.58281 -1.48479 -1.35804 -1.33003 -1.47878 -1.26642 -1.23021 -0.985909 -1.19692 -1.12983 -0.914195 -1.0869 -0.715868 0.0659675 0.0932135 0.222973 0.504037 0.461663 0.276904 0.491208 0.625802 1.35345 1.40618 0.826154 1.24282 1.25062 1.45115 1.42629 0.901949 1.34743 1.2033 1.44411 1.59607 0.984472 0.385113 -0.346113 -0.977513 -1.03023 -1.58532 -1.57367 -0.449852 -0.832208 -1.48407 -1.45959 -1.22398 -1.08991 -1.17546 -0.881423 -0.70926 -0.18328 0.334545 0.486568 0.721613 1.15865 1.15288 1.0612 1.35731 0.904968 0.915252 0.603539 0.819136 0.904695 0.626541 0.478106 0.582861 0.47207 0.241521 0.445 0.318435 1
"CG2171" 0.826994 0.627006 0.526405 0.0980519 -0.745131 -1.04828 -1.48563 -1.63496 -1.68635 -1.65156 -1.37796 -1.40593 -2.33296 -1.70467 -1.74071 -1.5475 -1.27138 -1.23059 -0.587734 -0.148396 -0.426361 -0.181857 0.158825 0.0754905 0.309573 0.294956 0.585874 0.937144 0.67885 0.296553 0.753326 1.17814 0.928509 1.35892 1.07233 1.02146 0.880189 1.53302 1.70509 1.37293 -0.376752 -0.446719 0.00940798 -0.0314787 -0.195864 -0.673162 -0.936289 -0.750373 -1.20396 -1.16053 -1.01206 -1.17213 -0.170434 -0.0538713 -0.399726 1.16002 1.36668 1.89091 1.34088 1.20977 0.561339 0.415288 0.58639 0.219361 0.16174 -0.118866 0.0646606 1.18621 0.649063 0.444921 0.177187 0.519364 0.516639 0.132048 1.07867 1
"CG3752" 0.82421 0.743494 0.419924 0.270775 -0.712375 -1.36932 -1.53379 -1.69474 -1.76037 -1.80821 -1.39028 -1.46151 -1.24749 -1.49992 -1.6088 -1.39725 -1.29949 -0.985215 -1.22115 -1.24252 -1.18314 -0.765328 -0.514381 0.191862 0.611472 0.931784 0.951616 1.34007 1.52496 1.08056 1.03602 1.8019 1.15726 0.984651 1.088 1.37887 1.11049 1.53584 1.36613 0.699821 -0.694725 -0.0168324 -1.03642 -1.27163 -1.17693 -0.266518 0.193813 -0.0620974 0.00705499 -0.283477 -0.303617 -0.308978 -0.964752 -0.430368 -0.715028 -0.237221 -0.233269 0.00804453 0.429892 0.816582 0.743402 0.983928 0.824267 0.830393 0.734173 0.621474 0.722833 0.616288 0.317429 0.547341 0.449457 0.36164 0.675945 0.715049 1.0484 1
"CG4199" 0.504257 1.05424 0.226455 0.14303 -0.826759 -1.11567 -0.68458 -0.771086 -0.35976 1.07679 1.11338 1.56369 1.77521 1.95262 1.77736 1.23469 1.13305 1.45243 0.176887 -0.0809163 0.165092 -0.944432 0.89513 -0.981479 -1.78947 -1.07774 -1.58106 -0.841928 -1.28697 -0.904547 -1.68367 -1.14611 -0.555565 -1.00907 0.162928 -1.83858 -0.549762 -0.729104 0.192338 -0.115351 1.31632 0.380327 -0.260839 0.692532 0.137598 0.710065 1.49171 -0.238272 1.53695 0.367679 0.042809 0.743632 -0.0112209 -1.05341 1.00414 -0.49577 -1.55615 -1.75916 -1.77992 -1.08573 -0.262443 -0.0859278 0.340751 0.041139 0.0122739 -0.152236 0.149809 0.239402 -0.287753 1.86781 0.200861 -0.548671 0.618705 1.02688 0.930168 -1
"CG7012" 0.783794 0.999274 1.04665 1.01593 1.15184 1.57166 1.92474 1.56536 1.60267 1.73988 1.53938 1.50738 0.976309 0.948785 0.836398 0.821403 0.560534 0.909103 0.251748 0.125047 0.161802 0.139412 -0.229563 -0.359483 -0.68775 -1.17373 -0.684672 -1.53722 -1.54476 -0.843047 -1.05081 -1.46133 -1.30848 -1.14249 -1.08873 -1.36335 -0.935307 -1.1082 -1.34852 -0.585763 0.234322 -0.0991949 0.995663 0.894849 0.771387 0.671048 0.617414 1.48817 0.906896 0.696402 0.841219 1.18065 0.552264 0.648332 0.175662 -0.593631 -0.741915 -0.440257 -0.976634 -0.981341 -1.59151 -0.780856 -0.637362 -1.43732 -0.567548 -1.15535 -1.31065 -0.803134 -0.283898 -0.00962707 0.00362531 0.0594741 -0.818879 -0.283633 -0.950526 -1
"CG6193" -1.08623 2.02503 1.22391 0.900908 0.923571 1.85512 1.26443 0.647309 0.692408 1.00141 1.43293 0.966786 0.467515 0.342396 0.505283 -0.155962 -0.0619948 0.328234 -0.641854 -0.921767 -1.00851 -0.949057 -0.933562 -1.93501 -1.81452 -0.564199 -0.172479 0.0676587 -0.104635 0.310851 0.101652 0.122445 0.970092 0.135265 1.20482 0.260796 1.0361 0.983251 0.325132 0.336898 0.321958 0.812212 -0.83055 -0.245779 0.691626 -0.797299 -0.945396 0.61242 -1.54847 -0.11296 1.1946 -0.0546004 0.217209 0.537612 0.336686 -1.06175 -0.29226 1.7998 -0.486295 -0.327658 0.86152 -0.890585 0.393203 -3.29993 -0.962379 -1.00401 -1.08634 0.255656 0.0236195 -0.666862 0.00302321 0.420685 -0.304334 -0.709301 -2.93751 -1
"CG7939" -0.00240227 -0.566015 -0.554007 -1.03165 -0.40631 0.131471 0.313798 -0.0659587 -0.208717 -0.243473 0.129232 0.620245 -0.135554 -0.574626 -0.424853 0.374479 0.315655 0.714558 1.18017 0.632392 0.828267 0.700943 0.600081 1.20319 1.09577 1.29155 1.5736 1.53184 1.49025 1.67952 1.57004 1.17301 1.91192 2.05231 0.962708 0.577435 1.26923 1.15807 1.05783 -0.154013 -0.339079 -0.482971 -0.405278 0.024726 -0.67577 -0.705427 -0.428815 -1.51985 -1.34493 1.19389 -0.307987 -1.31701 -0.223067 -1.73232 -0.53002 -0.124388 -0.433216 0.471361 -1.18407 -2.47774 -1.36517 -1.57054 -1.19327 -0.993729 -1.36956 -0.958045 -0.641304 -0.571574 -0.154579 -0.146612 -0.600129 0.280842 -2.03585 -0.422039 0.511528 -1
"CG8433" 0.931713 2.14526 1.84672 1.86035 1.83788 1.17099 2.12541 0.776495 0.229741 0.328538 0.301601 0.795062 0.650446 0.178513 0.656997 0.92626 0.776929 0.43344 0.142954 -0.00946613 0.172054 -0.293225 0.39602 -1.34905 -1.19358 -1.36947 -1.9765 -2.15849 -1.81916 -2.29225 -1.73331 0.0793191 -0.719278 -0.133947 -0.265086 -0.59391 -0.308289 -0.955833 -0.855401 -0.707033 0.30855 -1.02268 -1.16685 0.434423 1.6175 0.345245 -0.304566 0.109439 -0.442895 -0.233658 0.39018 -0.105333 1.12935 1.43032 0.826236 0.74474 1.0116 0.270506 0.505816 0.30402 0.983698 0.0224155 -0.323555 -0.875889 0.00155014 0.444566 -0.510812 -0.618027 -0.307354 -0.492437 -0.880557 -1.33998 -1.23513 -0.567747 -0.482109 -1
"CG14231" 1.88862 1.26926 1.84487 1.078 1.46171 0.67854 0.642588 1.20439 0.948337 1.89668 1.32597 1.68505 1.17839 0.528975 0.593232 0.126907 -0.988439 -1.15411 -1.09909 0.227451 -0.704457 -0.47185 -1.03467 0.87395 -0.713568 -0.681041 -0.697491 -1.45567 -1.1571 -1.2257 -1.7124 0.133992 0.0770468 0.27147 -0.0662399 0.563765 0.628964 0.680146 0.9221 1.34048 0.317296 1.45442 -0.394137 -1.15874 -1.21711 -0.239257 -0.0542011 0.389669 -0.759465 -0.276518 0.275688 -0.931993 -0.133085 -0.782974 -1.05816 0.426974 -0.352647 -1.05528 -0.413717 -0.109149 -0.931872 -1.74179 -0.862867 -2.08512 -0.233722 -1.57961 -0.745143 0.950096 0.85021 -0.636772 0.609023 -0.945674 1.72197 0.0578881 0.736678 -1
"CG17203" -0.220822 0.123004 -0.596571 -0.895107 -0.890938 -0.417445 1.19434 0.586296 -0.189306 0.507795 -0.271815 -0.231285 0.916833 0.674387 1.35767 -0.160493 -0.155472 -0.182682 -1.79174 -1.29801 -0.940153 -0.753924 -1.51455 -1.42937 -1.86363 -1.36882 -1.48131 -1.85174 -1.24601 0.0641632 0.00609056 0.658566 -0.588672 -0.141375 1.20869 1.29731 1.33259 1.71983 2.19985 -0.31468 1.55086 -0.828555 0.917937 -0.115418 -0.404517 -0.307854 0.591508 0.179332 1.28234 0.167855 1.15506 -1.10578 0.466845 1.47905 1.28219 0.927194 -0.311095 0.915728 1.00303 0.712994 1.63829 -0.532074 -0.16225 -0.235759 0.60235 0.879041 0.622408 -1.53596 -2.00284 -0.586085 -0.761739 -0.873611 -0.528549 0.667489 0.19911 -1
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"CG11194" 1.20255 1.2559 1.64897 1.94582 1.91492 1.98444 1.26841 0.763263 -0.982753 0.18546 0.680119 0.2882 0.621966 0.940235 1.22082 1.34548 0.536396 1.27808 -0.32451 -0.0778224 0.219984 -0.671986 0.598946 -1.12704 0.0534176 0.262194 0.111776 -0.571211 -0.180368 0.120958 -0.479965 -1.08888 -1.73751 -1.35016 -1.71057 -2.44061 -2.001 -1.31897 -1.74878 -0.791725 -1.63951 -1.72713 -0.336952 -0.0338202 -0.127261 -0.389146 0.477346 -0.24368 0.931361 -0.199557 0.0323926 1.76624 0.199753 1.62588 -0.155435 -0.50393 -0.0394724 -0.274452 -0.119196 -1.03617 0.0114131 0.867749 -0.524019 0.662747 -0.3993 0.102336 0.15418 -1.31006 -0.517511 -0.0544745 1.02233 -0.458651 0.0297418 0.230928 0.130884 -1
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"CG10107" 1.56288 1.29774 1.57478 1.24597 1.60673 1.78822 1.65562 1.3619 1.43949 1.44739 1.39314 1.03811 0.803091 0.412062 0.311795 0.718681 0.538668 0.270454 -0.286221 -0.369637 -0.423361 -0.603047 -0.834793 -0.846464 -1.10088 -1.1368 -1.2919 -1.50168 -1.54478 -1.48193 -1.40041 -1.76811 -1.48244 -0.700336 -1.59439 -0.310447 -0.844916 -0.235224 -0.781832 -0.634346 0.177029 -0.256358 1.05336 0.882178 -0.238707 -0.332666 0.53702 -0.282155 -0.118154 -0.174018 -0.235897 -0.478111 -0.588726 -0.869316 -0.969258 -0.554249 -0.886384 -0.886531 -0.588157 -0.36487 -0.341143 0.231676 -0.0320182 -1.15953 -0.689872 -0.428439 -0.458836 1.16157 0.558335 1.70983 0.734906 1.54245 0.59639 0.681748 1.77412 -1
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"CG1490" 1.23704 1.6653 1.39688 1.86166 1.94498 2.09738 2.50389 1.66721 0.894867 0.192583 0.159436 0.0675193 0.220038 0.068387 -0.189285 -0.332775 -0.0237103 -0.69092 -0.320456 -1.06226 -0.507119 -0.576751 -0.870953 -1.30852 -1.13628 -0.81403 -1.16927 -1.35787 -1.364 -1.0222 -1.76822 -1.84583 -1.76279 -1.78746 -1.19895 -1.48246 -1.02499 -1.98361 -1.56585 -0.719608 -0.160831 -0.233363 0.406081 0.333787 -0.355532 0.289408 0.709947 0.413229 0.219066 0.53167 0.114064 0.627448 0.393203 0.433994 0.616463 -0.043078 -0.0552092 -0.0878982 0.154713 0.61386 0.675165 1.17857 0.265112 0.561994 0.330367 0.461437 0.41356 -0.472595 0.103097 0.0266552 0.449095 0.602775 0.485287 1.05617 0.851284 -1
"CG7656" -0.505683 0.204917 0.166137 -0.220916 -0.949551 -1.04844 -0.24577 0.301162 0.747422 2.08562 2.09859 1.67207 1.42861 1.10562 0.956163 0.0816365 0.984427 0.83959 0.689141 0.34442 0.446959 0.588198 0.832894 0.0830289 -0.524567 0.749801 -0.0339444 -0.275237 -0.406061 0.417348 -0.381481 -0.543573 -0.81221 -0.865537 -1.02445 -1.36242 -1.08331 -2.44958 -0.970147 -0.642108 0.307957 3.34208 0.259966 0.45025 -1.34951 -0.186317 2.18295 1.78736 -0.319937 0.472696 -0.581652 0.878491 -0.0383015 0.198695 0.442388 -0.550113 -0.618236 -0.785604 0.0752531 0.509078 -0.2342 0.751919 -0.743003 -0.0370074 -0.0434854 -0.360087 -0.0361544 -1.42651 -0.804624 -2.01955 -1.22294 -1.37385 -0.537704 -0.895002 0.0259309 -1
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"CG6724" -0.280509 0.194716 0.568923 0.523367 0.810631 0.986782 1.07766 1.41926 1.48412 1.99677 2.10649 1.61277 1.53018 1.73079 1.54893 1.45642 1.70968 1.33711 1.07236 0.753652 1.00728 0.418693 0.267066 0.139973 -0.332342 -0.146219 -0.377983 0.020138 0.0907455 -0.581706 -0.468945 0.173862 -0.852797 -0.416379 -0.151288 0.6174 0.222058 0.408104 -0.282999 -0.509477 -0.547808 -1.1727 -0.702737 -0.694362 -0.903489 -0.479122 -0.403431 -1.1952 -0.584805 -0.698515 -0.587176 -1.28656 -0.768584 -1.05845 -0.839306 -0.91302 -1.2 -1.38907 -1.30698 -1.59699 -1.00951 -1.66102 -1.28372 -1.65142 -1.2655 -1.30972 -1.17901 0.657682 0.725938 0.686798 0.827065 0.647586 0.286651 0.549037 0.422186 -1
"CG12135" 1.35033 0.883516 1.02247 0.812248 0.97299 1.65546 1.73457 1.80908 2.03647 1.91722 1.50917 1.86013 1.10409 0.935405 0.67063 1.02531 1.35275 1.28496 1.2836 0.851537 0.796161 0.724217 0.342451 0.650907 0.400991 0.454997 0.498547 0.418585 0.372809 0.178647 0.323415 0.0451407 -0.372188 0.0152068 -0.796041 -0.616209 -0.590135 -0.316157 -0.605604 -1.06566 -0.830077 -0.236049 -0.360728 -0.303306 -0.494905 -0.911771 -0.778778 -0.976679 -0.449881 -0.878127 -0.586931 -1.10319 -0.642992 -0.969958 -0.926874 -0.344919 -1.1641 -0.520219 -1.92701 -1.28309 -1.38917 -1.54606 -1.56049 -1.44592 -1.37163 -1.21957 -1.63718 -0.31325 -0.198843 0.0828406 -0.215318 0.174354 -0.242564 -0.44942 0.089787 -1
"CG6501" 0.251939 -0.126207 -0.322411 -0.230815 -0.105352 0.732111 0.572766 0.525836 0.496001 1.45148 1.7281 1.351 1.60451 1.85381 1.48081 1.73891 1.90244 2.11711 1.25462 0.954326 0.730852 0.963569 0.197345 0.141029 -0.0506194 0.480638 0.672579 0.94231 1.21869 0.112103 0.488161 0.741144 0.314831 -0.329955 -0.0368611 0.122485 0.289915 -0.338595 -1.51305 -1.31795 -0.680157 -1.21041 -1.07766 -1.49749 -1.63724 -1.87167 -0.946359 -0.462323 -0.358591 -1.11472 -0.110589 0.395721 -0.689493 -1.04146 -0.707299 -1.77051 -1.29047 -2.28339 -0.849029 -1.43791 -0.180263 -0.7912 -0.877159 -0.686772 -0.576594 -0.683054 -0.91401 0.00817771 0.400337 0.643585 -0.0285701 0.520416 -0.0431944 0.597731 0.191994 -1
"CG7425" 1.38188 1.5856 1.06768 1.33112 1.22608 2.04183 2.64948 2.55545 2.49582 1.53319 0.834489 1.82224 0.703023 0.742174 -0.48214 0.221258 0.151759 0.197221 0.132538 -0.883286 -0.125038 -0.0225885 -0.543144 -0.411245 0.236474 -0.0924962 -0.104653 0.350784 -0.0547571 0.194325 -0.133 -1.66717 -0.734722 -0.432467 -1.34197 -0.281982 -1.13274 -0.49183 -0.413048 -1.35683 -0.262775 -0.330899 0.301598 1.20353 0.292731 -0.246062 -0.555186 -1.01421 -0.507718 0.0456176 -0.12913 -0.124486 0.364147 0.377595 0.250232 -0.0280442 0.429903 -0.120529 -0.279957 0.947518 -0.847584 -0.825619 -1.69332 -1.24428 -2.28577 -1.20691 -1.49859 -0.905227 -0.673248 -1.10607 -0.0801986 -0.214811 -0.214472 -0.780168 0.213086 -1
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"CG7068" -0.381346 -1.85082 -1.3388 -1.34024 -1.58868 -0.767773 -1.40161 -1.18124 -1.73122 -1.0063 -1.39028 -1.27082 -1.03855 -1.18941 -1.19019 -1.35556 -1.32758 -0.85479 -0.594517 -1.05912 -0.917066 -0.963685 -0.549725 -0.743904 0.345201 0.145339 0.785885 1.53269 1.2754 0.341142 1.10958 0.897589 1.19451 0.713905 0.859334 0.248856 0.666203 1.19864 1.75214 1.1194 0.677852 -1.34063 -0.903909 -0.467872 0.130254 1.29844 -0.591989 2.3002 -0.388459 -0.521714 -0.157109 -0.837918 -0.182426 -0.0180096 0.0233358 0.443059 0.578183 0.722358 1.42778 0.900112 0.950522 1.12442 1.30171 0.507948 0.244452 1.14209 0.625564 0.734516 0.485038 0.120311 1.37914 0.211145 0.195111 0.371645 0.362271 -1
"CG17603" -0.20702 -0.367564 0.0226079 0.0450088 0.0100869 0.836267 0.510395 1.79163 1.58612 0.471534 -0.0597452 0.77175 -0.596877 -0.163137 -0.0583323 0.556287 0.671781 1.08383 1.15516 0.345025 0.507022 -0.143879 -0.228056 -0.536604 -0.431646 -1.25177 -0.969202 -1.90915 -1.35522 -0.685829 -1.16634 -0.714795 -1.13012 -1.48872 -0.828635 -0.225914 -0.843498 -0.798309 0.362966 1.02012 1.03888 2.02449 2.6792 1.77763 1.51323 0.79667 1.014 0.0515123 1.76582 1.3664 1.36747 1.04537 0.532963 0.694693 0.406721 -0.645068 -0.77687 -0.946415 -1.05094 -1.69171 -1.56391 -0.239417 -0.473318 -0.632328 -0.195042 -0.544877 -0.0876997 -1.66167 -1.92777 -0.280045 -0.352716 -0.0510469 -0.444278 -0.227223 0.130055 -1
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"CG9063" -1.32308 -0.436862 -0.0754075 0.672757 0.638468 -1.82105 -0.935458 1.9021 1.96455 1.54896 2.64529 1.69183 0.897004 0.703238 1.4399 1.29972 1.33189 0.521109 1.28593 0.260869 0.151835 0.411223 0.0245915 0.0615506 0.828987 0.0319659 0.373785 -1.56261 -0.960184 -0.37747 -1.27531 0.537313 -0.982599 -0.925452 -0.195376 -0.451557 0.337823 0.0125889 1.40169 0.207654 0.315402 0.752401 0.336757 0.0945365 -1.14206 -0.720391 -0.74789 -2.00741 0.592168 -0.0470361 -0.155705 -0.580733 -2.10228 0.724799 -0.950235 -1.66837 -1.8732 -0.22005 -0.779965 0.000423983 -0.574182 1.46275 -0.367643 1.00007 -0.448657 -0.431821 0.26236 -0.527955 -1.02173 0.106363 0.14771 0.43376 -1.08084 -0.0853066 -0.558236 -1
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"CG6618" 0.553948 0.361392 0.848271 0.132398 0.25448 2.03047 0.841881 0.772502 0.584706 0.621283 0.506857 0.351951 0.168723 0.20479 -0.148609 -0.52978 1.21702 1.21582 0.268942 -0.0223942 -0.391864 0.28239 -1.39956 -0.334184 -0.745741 -1.18289 -0.385131 0.166295 -0.419791 -0.544384 -0.107332 1.51994 0.405009 -1.40511 0.647954 -0.833835 0.202332 0.553286 1.37561 -0.285869 0.162945 0.304589 -0.293825 0.350332 1.50117 1.43734 0.178868 1.33861 1.15337 -0.906531 1.34596 0.196615 0.307818 1.12645 0.0105276 -0.587143 1.86777 0.815384 0.546026 -0.177203 0.451858 -0.960328 -1.77038 -2.82636 -0.686317 -2.0179 -2.08473 -0.0771346 0.0492691 -0.837151 -1.40149 -0.904124 -1.24807 -1.50489 -2.21306 -1
"CG13185" 0.50492 0.436535 0.589926 0.380249 0.233973 -0.277929 -0.760529 0.164012 0.525885 0.638602 1.09007 2.02585 1.66554 1.33 1.49758 1.60855 1.20512 1.73607 1.10253 0.221674 0.358773 0.133091 -0.535944 -0.253257 -0.582939 -0.401881 0.130299 1.52862 1.38777 -0.554935 0.535456 0.164004 -0.85262 -0.0378806 0.458083 0.0702481 0.220033 0.0167139 -1.27138 -0.585782 -0.13158 0.65299 -1.04584 -1.76486 -0.973933 -1.4657 -0.877639 -0.930277 -0.600298 -0.974944 -1.81617 -1.41066 -0.918269 -0.509113 -1.21842 -0.473445 -0.791722 0.0277092 -0.404852 -1.57345 -0.824266 -1.28561 -0.203532 -1.23593 -0.832939 -1.20088 -1.32603 1.31923 1.25984 1.63987 1.44303 1.85961 0.609116 0.613359 -0.479508 -1
"CG5505" 0.823104 0.886964 1.3578 1.06439 1.24568 1.40618 1.76136 1.62218 1.2775 1.6358 1.27697 1.39665 0.614182 1.31334 0.943491 1.05523 0.271743 0.758169 0.868555 0.113868 0.092711 -0.072133 -0.31317 -0.435702 -0.591638 -0.629363 -0.896726 -0.571507 -0.535736 -0.815918 -0.956027 -1.83968 -1.79852 -2.01359 -1.57835 -1.36325 -1.30533 -1.99529 -1.58179 -1.29407 0.0886986 2.33023 1.77405 1.20108 0.436444 -0.0640295 0.816488 0.191958 0.770476 0.390878 -0.108277 -0.0791878 -0.0262887 -0.0677086 0.130828 -0.26786 -0.62932 -1.00408 -0.508578 -0.930094 -0.307086 -0.206468 -0.635941 -0.485235 -0.72852 -0.576409 -0.746064 -0.464719 -0.55724 -0.863712 -0.188035 -0.171363 -0.137251 0.19836 0.225898 -1
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"CG5353" 1.60142 1.18199 1.34989 1.2052 1.30448 2.00451 2.1177 1.54112 1.52141 0.466241 0.311078 0.973066 0.665138 0.407184 0.230896 0.633663 1.00443 1.01992 0.843909 0.515889 0.273382 0.431911 0.161661 0.0788362 0.270806 0.719102 0.33454 -0.481655 -0.673377 -0.638864 -0.526842 -0.60292 -1.69942 -0.739717 -0.610175 0.416166 -0.245144 1.10672 0.0949134 -0.506049 -0.705095 -1.49648 -0.171917 -0.525831 -0.655693 -1.10703 -0.828315 -1.56284 -0.0808953 -0.605651 -0.993694 -1.08642 -0.476884 -0.68808 -0.713033 -0.0276242 -1.12397 -0.89407 -1.68156 -2.0874 -1.30354 -1.19235 -1.25893 -1.55271 -0.856519 -1.0439 -0.786938 0.363043 1.12274 1.12884 0.429752 0.86711 1.01501 1.07348 1.44437 -1
"CG11525" 1.07118 0.926294 1.00325 1.09387 1.10198 1.62914 1.78017 1.72398 1.4892 1.22341 0.97736 0.919292 0.683563 0.313231 0.5244 1.21205 1.23121 1.15576 1.19554 0.235743 0.82963 0.752456 0.975046 0.767594 0.84561 0.894361 1.43785 0.527569 0.311395 1.25027 0.627808 -0.651398 -0.276486 -0.968059 -0.507882 -0.989833 -1.28885 -1.74049 -1.65973 -0.988273 -1.39999 -0.513034 -0.327534 0.0696794 -0.0280739 0.0474259 -0.282155 -0.874849 -0.530031 -0.114507 -0.170896 0.650058 -0.300305 0.411127 -0.1382 -0.828477 -0.926505 -1.20096 0.374784 -2.16459 -1.77819 -0.906944 -1.26697 -0.840645 -0.892236 -0.961814 -0.705759 -1.12743 -1.10153 -1.34513 -1.28315 -1.09908 -0.30417 0.191153 0.0297003 -1
"CG17689" -0.122276 1.3844 1.30636 0.894662 1.36642 1.44116 1.71146 1.68216 1.41684 1.89588 1.65234 1.06919 0.830515 1.12729 1.60692 1.01071 0.951031 0.351156 0.0859464 0.170086 -0.109556 0.515262 0.0674522 -0.342985 -0.657329 -0.36974 -2.05913 -1.04966 -1.42776 -1.09659 -1.71182 0.0822278 0.0845371 0.479998 -0.419748 0.350228 0.731029 0.0662644 -0.000828015 0.207672 0.60275 -1.38765 -0.698405 0.460978 1.27245 1.538 -1.43358 -0.267292 -1.56756 0.410699 -0.217922 -0.261835 0.362352 0.0628499 0.031596 -0.426908 0.26278 -0.505233 -0.304802 -0.0856364 -0.670793 -0.983592 -1.53781 -1.83335 -0.238102 -1.56972 -1.05128 -0.670382 -0.178174 -1.4821 0.681088 -1.30398 -0.239016 -0.90562 -1.03657 -1
"CG8920" -1.2914 -1.71298 -1.20181 -1.31613 -1.31805 -1.73463 -1.54992 -1.79774 -1.92304 -1.09731 -0.940729 -1.08966 -0.996039 -1.22352 -1.30853 -1.30283 -1.79242 -1.81701 -0.418139 1.59952 0.668398 1.259 1.81263 0.957094 -0.0483929 -0.372239 -0.18875 -0.923336 -0.671471 -0.0912841 -0.348932 0.363754 0.725425 0.115322 1.11969 -0.285315 0.529142 0.816594 0.908184 0.645383 1.11796 -0.432911 0.853161 1.24851 1.9935 -0.485066 0.0494044 1.26711 -0.274836 -0.125186 -0.109159 0.527311 0.356652 0.696329 0.599398 -0.0177832 0.387075 0.0636295 0.478102 0.827292 0.547787 0.518195 0.782982 0.613677 1.42003 1.32738 1.31596 0.941096 0.73404 0.527154 0.381323 0.228049 -0.0690953 -0.208382 -0.839228 -1
"CG10833" -0.659148 -1.36172 -1.43732 -1.27377 -1.34965 -0.954324 -1.11335 -1.8202 -2.09527 -0.873153 -2.05853 -1.96052 -1.77205 -1.21754 -0.879584 -1.29699 -1.11026 -1.48171 -0.300358 -0.280566 -0.818625 -0.711759 -0.203925 -0.150497 -0.335216 0.454643 0.375184 1.84408 1.85488 1.32647 2.05857 0.120299 1.00482 0.307063 0.454631 0.168358 -0.0571998 0.36082 0.361257 0.623651 0.755643 0.728556 0.393044 0.186732 -0.297223 0.0317242 0.863799 0.767493 -0.030862 0.121273 -0.141224 0.4324 0.426611 0.389607 0.119386 0.297627 0.150398 0.557215 1.70297 1.24394 0.8677 1.288 1.52446 1.57876 1.26287 1.15098 1.22929 -0.212292 -0.238152 -0.196487 -0.250173 -0.170206 -0.0458797 0.20786 -0.437371 -1
"CG11945" -1.55982 -1.72886 -2.56825 -1.67777 -0.773507 -1.28158 -1.59701 -0.789395 0.0375759 -0.21519 0.0426246 -0.463996 -0.145848 -0.344369 0.795616 0.389614 -0.171046 -0.636718 0.160171 0.525584 0.663059 1.04967 1.8443 0.437252 0.422888 0.583318 1.08821 -0.486139 -0.73257 -0.322083 0.701957 0.473097 -0.36383 -0.429664 0.0331923 0.213947 0.337423 0.399177 0.212798 1.17751 1.11511 1.80359 1.01252 2.05839 0.783886 0.94641 0.480373 0.487255 0.783954 0.986855 0.772505 1.76842 1.15988 1.87854 0.363385 0.820609 0.613243 0.964879 0.303646 -0.709294 -0.715631 -0.580492 -0.0127373 -0.999768 -0.0937233 -0.143339 -1.08667 -1.07238 -0.985084 -0.746026 -1.4525 -1.43458 -1.11124 -1.28484 -1.97647 -1
"CG6603" 1.10248 1.24907 1.20914 0.926329 0.417985 0.386366 -1.07316 -0.967596 -0.641846 -0.873176 -0.0763804 -0.625214 -0.287054 -0.6675 -0.447463 -0.269733 0.0512954 1.09402 0.795287 0.685031 1.19305 0.490506 0.507734 0.871736 0.564263 1.67237 1.2944 2.45673 1.57542 2.10878 2.01962 -0.399631 0.615838 -0.0880807 0.0470086 -1.18458 -1.33175 -1.58917 -1.2694 -0.637522 -0.916941 -0.223074 -0.0946877 -0.829415 -0.310416 0.355278 -0.359575 -1.47342 -0.160744 -1.17415 0.0213727 -0.378868 -1.52724 -0.855315 -1.88824 -0.196499 -1.91483 -0.547971 -0.780768 -0.670098 -0.490999 -0.696889 -0.256608 -0.266772 -0.733505 0.0487769 -1.03978 -0.0899501 0.181974 0.168784 1.07928 1.87574 0.289062 1.42401 1.52728 -1
"CG5216" 1.11068 1.29488 1.67935 2.09707 2.2717 1.5433 0.798543 0.219509 0.918588 1.61442 1.62123 1.94798 0.962212 1.61779 0.899049 1.03619 0.991715 0.879966 0.695579 0.358847 0.707298 -0.128909 0.619385 0.263843 0.123591 0.170462 -0.0461286 -0.330396 0.487979 -0.987384 -0.203361 -0.238105 0.056656 -0.991053 0.512702 -1.41563 -0.310227 -0.448367 -0.963292 -0.916321 -0.629993 -1.26068 -0.403276 -0.0841999 -0.338601 -0.493617 -0.345709 -0.309153 -0.0655512 0.232317 0.682119 0.34801 0.046684 -0.518708 -0.713056 -0.820027 -1.5682 -1.38302 -1.41534 -1.89684 -1.52716 -1.71951 -1.01933 -1.42936 -1.15507 -1.00297 -0.913943 -1.58779 -0.523513 -0.296395 0.534522 0.14093 -0.0584821 0.810195 0.163403 -1
"CG14969" 1.29059 1.67713 1.9653 1.87617 1.51437 1.91829 0.538529 -0.297645 -0.402228 -0.202454 -0.120103 -0.358027 -0.0182731 -0.270511 -0.203237 0.501801 0.274785 0.224097 0.649764 0.324158 0.219108 -0.0879425 -0.128081 -1.00082 -0.0490226 -1.25267 -1.21174 -2.11867 -1.90161 -1.94499 -2.64733 -0.842668 -1.37826 -1.0297 -1.10467 -0.631474 -1.11732 -1.25867 -0.501151 -0.31435 0.06924 -0.729797 0.222735 0.52872 1.27279 1.56882 0.739488 1.90176 0.378812 0.717437 0.837648 0.603377 -0.0155139 -0.484964 -0.742288 -1.1586 -0.489456 -1.56971 -0.931928 -0.333036 -0.191589 0.422802 0.149368 0.220064 -0.261849 -0.000709592 0.0475907 0.445016 0.980169 0.716003 1.0146 0.645119 0.870422 0.756202 1.22081 -1
"CG5530" 1.35894 0.019965 0.9048 1.06542 0.278623 0.878244 1.25614 0.8322 0.150592 1.20885 -0.214153 0.048262 0.716747 0.408675 0.552201 0.60902 -0.202522 -0.456083 0.760129 2.07647 0.961874 1.56381 1.97522 0.430061 0.333806 0.70027 0.536913 -0.637189 -0.677163 0.253046 -0.211895 -0.0998986 -0.102947 -0.594237 0.621913 -1.15751 0.129547 -0.766537 -0.958871 -0.553978 0.0892119 0.791956 2.38494 1.40144 0.00282012 0.737229 0.668193 0.969234 0.428738 0.412944 -0.716381 0.709105 -0.332062 -0.0336715 -0.310247 -0.73611 -1.78318 -1.43851 -0.724625 -3.17266 -2.02142 -1.66747 -1.00675 -1.28649 -1.33921 -1.37227 -0.709957 -0.911129 -1.00358 -0.576749 0.0857619 -1.28884 -0.240554 0.0738394 -0.0822808 -1
"CG8312" 0.305156 -0.22793 -0.166332 -0.218657 0.14854 0.589727 1.23335 1.15041 0.989401 1.19478 0.829622 0.552557 0.611055 1.06991 0.762767 2.3623 1.87364 1.41921 2.27935 -0.378606 1.08083 1.3846 0.903553 -0.396172 -0.553471 0.374495 0.54126 0.547609 0.542393 0.716071 0.335184 -0.445319 -0.112526 -1.04129 -0.636462 -0.441689 -0.867159 -0.591706 0.203035 -0.492023 -0.42126 0.181234 0.378068 -0.259927 0.298351 -0.325393 0.878751 -0.8475 0.63798 0.556065 -0.317635 0.391283 -0.472284 -0.612259 0.0651151 -1.12494 -1.8663 -1.93241 -0.639171 -2.75262 -2.45396 -1.71525 -1.50656 -0.976214 -1.00864 -1.3213 -0.241793 -0.84666 -0.972096 -0.564855 -0.0954171 0.00735625 0.684 0.606124 1.15868 -1
"CG10619" -0.736045 -1.89474 -1.78634 -1.44695 -0.987613 -0.576501 0.127059 0.7906 1.06401 1.62386 1.53018 1.45733 1.21009 1.35315 1.30405 0.79291 1.85987 1.72081 1.78916 1.1654 1.35888 1.35187 1.12326 0.885103 0.617422 0.725287 0.624066 0.461636 0.481516 0.642456 0.48051 0.219983 0.0426073 -0.156822 0.300532 -0.369052 -0.0117515 -0.482099 -0.219419 0.0744934 0.106977 0.800005 0.0328531 -0.00657034 -0.183694 0.16859 0.274476 0.339231 0.219655 0.36682 0.226889 0.403715 -0.250427 0.227838 0.367615 -0.441144 -0.533195 -0.524798 -0.676966 -1.01256 -0.698723 -1.3422 -0.980222 -0.848974 -0.702228 -0.854776 -0.803949 -0.907136 -1.28284 -1.62336 -1.84157 -1.81621 -1.26717 -1.46546 -1.98127 -1
"CG14235" 0.390302 -0.50705 -0.701417 -0.0603627 0.111031 0.95643 1.38992 1.58903 2.11791 2.07467 2.09238 1.64277 1.46577 1.42617 0.915472 1.08219 1.46198 1.40901 1.26524 0.466821 1.28749 0.373835 0.0850697 0.280158 -0.0473224 0.0772876 0.092235 0.40583 -0.0610071 0.260137 -0.025298 -0.0827591 0.70071 0.2898 0.643872 0.580759 0.117357 0.729144 0.206698 -1.51267 -0.588716 -0.111469 -0.128772 0.112697 -0.25771 0.0446417 -0.440018 -1.46297 -0.943549 -0.950596 -0.150441 -0.54256 -0.0345013 -0.149225 0.0589199 -1.94689 -0.745973 -1.63031 -1.16983 -1.55448 -1.92792 -1.33304 -1.23509 -2.10384 -1.20348 -1.36527 -0.750327 -0.562577 -0.214505 -0.336036 -0.911838 -0.518934 -0.387224 -0.272637 0.724884 -1
"CG11148" 0.87026 0.913905 1.2448 1.04059 1.69558 1.69439 1.10168 0.0844332 -0.162244 -0.249429 -0.0224147 -0.116428 -0.198362 0.382012 -0.192077 0.885138 1.55122 1.91933 1.87564 0.382729 0.885579 1.01115 0.148167 0.305318 -0.00733741 -0.569236 0.0828926 0.227369 0.262293 -0.105507 -0.0503944 0.850908 0.150088 0.198531 0.946404 -0.807735 0.821606 -1.60864 -1.7067 -1.55678 0.115421 1.63402 -1.43213 -1.21618 -0.858796 -0.887096 -1.21574 -1.28722 -1.21177 -0.811806 -0.748241 -0.184408 -0.208654 -0.437855 -0.543338 -1.0118 -0.942644 -0.724789 -0.097312 0.0402394 -1.45805 -1.73185 -1.45346 -1.93112 -1.02091 -0.842859 -0.41885 0.497141 1.7115 -0.312361 0.157011 0.61296 1.25168 1.50057 1.28999 -1
"CG8565" -0.669834 -2.22121 -2.30675 -1.70546 -1.17669 -1.05235 -0.36476 -0.252527 0.0736729 0.641083 1.0991 -0.262466 0.0701583 -0.00689949 -0.551235 -0.630313 -0.261289 0.227829 -0.418862 -1.07671 -0.32579 -0.861309 -1.06334 0.12759 -0.740276 -0.605431 -0.84766 -0.296914 -0.747711 -0.342336 -0.781082 0.583502 1.54866 1.30956 1.81342 0.43882 0.758659 0.720389 0.70525 -1.23131 0.0456175 0.0600192 0.318312 1.72382 1.42092 1.02889 0.779812 -0.410226 0.226325 0.960758 2.63807 1.28593 1.46363 1.71954 2.07888 -0.63731 1.09788 -0.954912 -0.174034 0.656499 -1.13873 1.23411 0.614459 -0.672855 -0.940939 0.26095 0.300576 -0.771897 -0.961254 -0.19977 -0.927137 -0.499574 -1.12224 -0.254033 0.432739 -1
"CG9127" 0.520134 0.619302 -0.0496223 0.521743 -0.638523 -0.811788 -1.45992 -0.105671 -0.364953 0.312972 -0.91981 -0.380879 -0.608422 -0.786314 -0.803227 -0.523562 -1.46127 -0.531506 -1.82665 -1.40644 -1.80867 -1.43194 -0.00964141 -0.38987 0.146733 -0.160261 -0.328952 -0.45995 -0.48667 -0.988542 -0.413993 -0.597519 -0.297397 -1.01425 -0.358854 -0.680352 -0.490519 -0.33002 -0.00346376 0.835286 1.14022 0.459725 1.84749 0.467869 -0.528951 0.303719 2.95061 0.601861 1.71542 -0.363025 3.92635 0.637842 0.543128 0.747772 0.583297 0.11991 -0.547835 -0.590566 -0.0986667 -0.164175 0.118479 -1.54453 1.60952 -0.635497 0.933051 -0.250945 0.484003 0.0377436 1.06384 0.056411 0.609411 0.201822 1.93761 1.06396 0.536379 -1
"CG10325" -0.410379 -1.35089 -1.74734 -1.74109 -1.2243 -1.0918 -0.64182 0.190409 -0.0411746 0.266935 0.413528 0.654583 0.906294 1.05564 1.12471 1.7953 1.69082 1.21481 1.64664 1.10421 1.3517 1.69963 1.39243 1.06246 1.01274 0.955863 1.13001 0.616898 0.719524 0.676052 0.481771 -0.413529 0.00602556 0.186065 -0.306163 -0.521823 -0.486885 -1.47739 -0.696451 0.326928 0.458976 -0.886364 1.15422 1.31142 0.697916 -0.194247 0.24016 0.661204 0.965154 0.79686 0.0381597 0.377277 0.623982 0.225686 0.394391 -0.0425007 -0.479686 -0.0166681 -0.477151 -0.833121 -0.207554 -1.30813 -0.878669 -0.710994 -0.94633 -0.812084 -1.04654 -0.648058 -1.34232 -1.22194 -2.40866 -1.86713 -0.777874 -0.626873 -1.74349 -1
"CG1918" 1.64181 1.29108 0.825849 1.24324 0.830498 1.23353 0.563986 -0.641183 0.0636147 0.435367 0.4871 0.919625 1.74631 1.76788 1.97837 1.93204 1.77034 2.19872 0.998518 1.05828 1.34475 0.795261 0.406602 0.210712 0.556029 -0.430442 0.350817 0.00269112 -0.347473 -0.546808 -0.0584355 -0.873323 -0.628042 0.0616359 -1.13484 -1.02398 -0.779976 -1.42269 -1.01296 -0.542805 0.348448 -1.38701 -0.150696 -0.16524 0.221106 0.182188 -1.1813 0.355149 0.953599 0.000253277 0.736157 0.391712 -0.0220854 0.948985 -0.318589 -0.218142 -0.288761 -0.000938283 -1.44484 -1.39641 -0.436278 -1.60473 -1.90344 -1.25154 -1.04842 -1.14405 -1.43976 -0.933064 -0.792243 -1.28324 -0.535787 -0.320419 -0.527144 -0.566356 -1.04885 -1
"CG5393" 0.172143 1.21143 1.10005 1.2299 1.5385 1.355 1.20613 1.04698 1.21261 1.15672 1.72591 1.13093 1.5305 1.94769 1.82707 0.662355 1.63542 1.36769 1.24342 0.745017 0.922349 0.83784 1.07891 0.624578 -0.0613956 0.16277 0.42106 0.551344 0.464941 0.215793 -0.0933291 -0.482376 -0.522594 -0.465059 -0.129069 -0.700059 -0.48179 -1.29577 -1.63598 -0.815618 -0.7084 -0.216744 -1.06562 -1.1407 -1.65811 -1.58788 -0.951158 -0.926756 -1.12246 -0.958888 -1.24661 -1.04286 -0.778898 -1.04675 -0.75601 -0.548144 -1.25482 -1.07648 -1.54545 -0.666493 -0.777323 -0.993377 -1.10358 -1.11832 0.348756 -0.457494 -0.90483 0.0898316 0.545397 0.0883328 0.0164652 0.0378437 -0.061676 0.662657 0.284557 -1
Number of points: 300 	Dimension: 75 

Looking for tight cluster 1 ...
k = 10
k = 11
1 tight cluster(s) found!
Cluster size: 20 	Remaining number of points: 280 

   user  system elapsed 
  0.359   0.008   0.367 
"sample.1" "sample.2" "sample.3" "sample.4" "sample.5" "sample.6" "sample.7" "sample.8" "sample.9" "sample.10" "sample.11" "sample.12" "sample.13" "sample.14" "sample.15" "sample.16" "sample.17" "sample.18" "sample.19" "sample.20" "sample.21" "sample.22" "sample.23" "sample.24" "sample.25" "sample.26" "sample.27" "sample.28" "sample.29" "sample.30" "sample.31" "sample.32" "sample.33" "sample.34" "sample.35" "sample.36" "sample.37" "sample.38" "sample.39" "sample.40" "sample.41" "sample.42" "sample.43" "sample.44" "sample.45" "sample.46" "sample.47" "sample.48" "sample.49" "sample.50" "sample.51" "sample.52" "sample.53" "sample.54" "sample.55" "sample.56" "sample.57" "sample.58" "sample.59" "sample.60" "sample.61" "sample.62" "sample.63" "sample.64" "sample.65" "sample.66" "sample.67" "sample.68" "sample.69" "sample.70" "sample.71" "sample.72" "sample.73" "sample.74" "sample.75" "Cluster"
"CG7012" 0.783794 0.999274 1.04665 1.01593 1.15184 1.57166 1.92474 1.56536 1.60267 1.73988 1.53938 1.50738 0.976309 0.948785 0.836398 0.821403 0.560534 0.909103 0.251748 0.125047 0.161802 0.139412 -0.229563 -0.359483 -0.68775 -1.17373 -0.684672 -1.53722 -1.54476 -0.843047 -1.05081 -1.46133 -1.30848 -1.14249 -1.08873 -1.36335 -0.935307 -1.1082 -1.34852 -0.585763 0.234322 -0.0991949 0.995663 0.894849 0.771387 0.671048 0.617414 1.48817 0.906896 0.696402 0.841219 1.18065 0.552264 0.648332 0.175662 -0.593631 -0.741915 -0.440257 -0.976634 -0.981341 -1.59151 -0.780856 -0.637362 -1.43732 -0.567548 -1.15535 -1.31065 -0.803134 -0.283898 -0.00962707 0.00362531 0.0594741 -0.818879 -0.283633 -0.950526 1
"CG8232" 1.13603 0.729797 1.00341 0.643981 1.52247 1.02792 1.37765 1.58327 1.43068 1.95687 1.62181 0.975416 1.31642 1.1424 1.10483 1.40858 1.03467 1.25519 1.30102 0.770153 0.46911 0.458364 0.881621 0.411993 0.10271 -0.334813 -0.317166 -0.960984 -2.20867 -0.883648 -1.2611 -0.844935 -0.944437 -0.790017 -0.808039 -0.930692 -0.943391 -0.773603 -0.983276 -0.374286 0.209743 0.303406 0.585044 0.290231 -0.0777666 -0.47986 0.344759 0.317457 0.497962 0.399297 0.111433 0.661233 -0.0923321 0.37132 -0.391075 -0.80797 -1.60259 -2.17586 -1.48034 -1.19717 -1.66472 -1.17928 -1.06044 -1.4346 -1.03605 -1.23671 -1.09907 -0.784932 -0.278009 -0.2602 0.00684053 -0.262005 0.318736 0.431363 0.444829 1
"CG5654" 1.37494 1.2053 1.6832 1.51892 2.14518 2.29574 2.08545 1.87952 1.62532 1.45388 1.20749 0.815673 0.762676 0.237226 0.214884 1.07187 0.863171 0.35483 0.886934 0.299313 0.17221 0.28075 0.37188 0.208672 0.0714945 0.247743 0.216026 -0.49301 -0.739958 0.0617273 -0.140745 -2.06856 -1.96385 -2.07195 -1.59681 -0.816815 -1.62107 -0.881787 -0.634926 -1.47659 -0.941784 -0.703208 0.522516 0.102531 -0.293289 -0.690438 0.232622 -1.13741 -0.225154 -0.265905 -0.684504 0.00952207 0.375275 0.45569 -0.0444548 -0.146015 -0.42217 -0.552781 0.0715872 -0.379856 -1.31944 0.00806055 -0.785157 -0.765758 -0.721634 -0.84391 -0.378109 -1.15232 -0.852466 -0.84336 -0.592862 -0.376942 0.834322 0.810967 0.589881 1
"CG8465" 0.25701 1.16068 1.49332 1.93987 1.66626 1.1716 1.22088 1.03063 1.1253 1.68067 1.49469 1.74195 1.63491 1.7604 1.91477 0.898304 0.730358 0.895222 0.958244 -0.432498 0.11737 0.13306 0.162816 -0.543277 -0.516572 -0.178618 -0.730756 -0.91715 -0.85232 -0.536342 -0.493752 -0.677131 -0.636017 -0.69322 -0.94876 -1.40339 -1.3286 -1.5983 -1.42682 -0.793028 -0.674726 -1.08534 0.111231 1.04596 0.753984 0.238207 0.263341 -0.187419 -0.0464987 0.117405 -0.463249 0.798755 -0.13627 0.317276 -0.53161 -0.890046 -1.1033 -1.61698 -1.4444 -0.806446 -1.11092 -1.04139 -1.56798 -0.988263 -0.902725 -0.669748 -0.326601 -0.677773 -0.421053 -0.135984 -0.225516 -0.158122 0.794297 1.42405 0.866113 1
"CG1103" 0.109522 0.69084 0.806989 0.676253 0.727939 0.735857 0.733817 0.595874 0.860685 0.817982 0.825924 0.769953 0.916373 0.728392 1.13162 0.779898 0.899192 0.820813 0.475428 0.1354 0.404243 0.204121 0.258033 -0.241335 -0.522821 -0.729434 -1.19915 -1.46389 -1.5446 -1.07921 -1.23062 -1.33199 -1.29112 -0.993131 -1.50015 -1.56826 -1.32032 -1.02451 -0.731631 -0.51242 0.403673 0.247062 1.69831 1.57094 1.28361 1.47965 1.97665 1.36226 1.39679 1.22025 1.06031 1.14334 0.735584 0.787679 0.562014 0.288446 -0.309549 -0.328669 -1.18102 -0.404186 -1.57468 -1.49898 -1.21206 -1.50006 -1.57475 -1.3237 -1.65339 -0.32542 -0.188546 -0.096142 0.0219033 -0.14362 -0.319826 -0.448417 0.0239844 1
"CG13852" 1.18109 1.27961 1.85911 1.43937 1.56117 1.76106 1.07453 0.387001 0.304964 0.279352 0.804408 0.564578 0.771421 0.859968 0.993135 0.978704 1.08194 0.799307 0.978018 0.961756 1.17755 0.73354 0.953986 0.653536 0.556226 -0.125717 -0.614169 -1.26237 -1.18294 -0.931928 -1.12675 -1.18984 -0.773648 -1.08761 -1.57533 -1.49622 -1.60937 -1.67741 -1.44092 -1.21112 -0.295252 0.621301 0.634096 1.11391 0.490346 0.0566393 0.859387 -0.0733394 0.742868 0.25193 0.631453 0.533138 0.170179 0.536627 -0.334825 -0.536583 -1.07069 -1.40753 -1.41161 -1.14466 -1.29549 -0.899034 -1.00835 -1.25775 -1.42701 -1.14512 -1.64612 -0.0331293 0.498649 -0.548442 0.340845 -0.0949772 0.0941747 0.348274 1.01612 1
"CG9949" 1.80666 1.50765 1.97935 1.7641 1.86592 2.16464 1.91919 1.35254 1.01944 1.54741 1.15227 1.58681 0.390472 0.895354 0.981326 0.693879 0.897608 1.12877 0.635672 -0.376626 -0.113351 0.423843 0.0650355 -0.276494 -0.462336 -0.213754 -0.474757 -0.871371 -1.07831 -0.717303 -1.07708 -1.72988 -1.96219 -1.28509 -0.86392 -1.66423 -1.08088 -1.78428 -1.54676 -1.07274 -0.265339 1.05615 0.243126 -0.0965726 -0.351857 0.00500072 -0.338802 -0.384146 0.134757 -0.318346 -0.659263 0.0810371 0.213702 0.352829 -0.179415 -0.238092 -0.886531 -0.53019 -1.03324 -0.731551 -0.631251 -0.728437 -0.810511 -1.04833 -0.292574 -1.01133 -0.539593 -0.550424 0.319546 -0.0817983 0.189845 0.145602 0.635042 0.167838 1.03653 1
"CG7396" 1.78498 1.96492 2.24125 1.21399 1.34566 1.57173 1.52732 1.07736 1.07525 1.61909 1.17343 1.45972 1.66528 0.756959 -0.046157 1.0672 0.0877214 0.888803 0.834183 -0.201211 -0.275017 0.100009 -0.085657 -0.477991 -0.240418 -0.796006 -0.893939 -1.14924 -0.967651 -0.928236 -1.06227 -1.42146 -0.515302 -0.73464 -0.982663 -1.7153 -1.33341 -2.0104 -1.85799 -1.64919 -0.876209 -0.0668362 -0.315866 -0.14542 -0.615191 -0.464475 -0.0904748 0.551818 0.262868 -0.402698 -0.385825 0.0598401 -0.259014 0.0496388 0.158667 -0.0641064 -0.923455 -0.791162 -0.933027 -0.474525 0.011956 -0.62096 -0.336538 -1.02194 -0.914274 -0.341378 -0.946371 -0.140403 0.106693 0.449711 1.26524 0.671945 0.897788 1.12236 1.4109 1
"CG1057" -0.256451 1.59074 2.0974 0.210072 1.47022 1.8769 1.21755 0.524375 0.517733 2.01711 2.11342 1.64892 0.216408 0.79356 0.411778 -0.242498 0.160548 1.84794 1.43779 -0.0559653 0.666972 0.816347 0.563176 0.529691 0.123068 -0.45964 0.0655533 -0.436497 -0.345426 -0.457707 -0.341781 -1.29756 -1.2616 -0.413637 -1.23091 -1.45483 -0.711996 -2.02396 -2.07915 -1.49189 0.820249 -1.0859 -0.247966 0.83254 0.0353947 0.984225 -0.191215 0.291378 0.303837 0.37718 0.00367248 1.05614 0.172354 0.175403 0.477467 0.0629381 -0.817012 -0.464749 -1.65758 -0.997177 -0.664957 -0.481958 -1.34289 -0.822079 -1.03653 -1.06475 -1.21731 -0.907951 -0.0136583 -0.477457 1.25167 -0.0942429 -0.90588 -0.718661 0.00971126 1
"CG7788" 1.02356 0.806137 0.877163 0.716002 0.934414 1.40085 1.84199 1.63054 1.74613 1.3459 1.78494 1.62695 0.529047 1.50043 1.22769 0.82496 1.27351 1.51471 0.71091 -0.0380809 0.205821 0.171027 -0.144159 -0.135215 -0.149131 -0.128652 -0.256576 -0.545843 -0.577104 -0.324511 -0.683086 -1.19831 -1.43399 -1.40001 -1.6416 -1.62927 -1.38904 -1.25851 -0.551496 -0.683449 0.210922 1.12139 1.06839 0.572543 0.283958 0.129603 0.725696 0.375867 0.960737 0.422354 0.261313 0.163539 -0.467545 -0.265755 -0.560568 -0.563564 -0.791318 -0.322612 0.163946 -1.20088 -1.82716 -1.78057 -1.32815 -1.55579 -1.66253 -1.49076 -1.12051 -0.616437 -0.207799 -0.0968707 -0.590996 -0.137276 0.0923629 0.0737042 0.436119 1
"CG5109" 1.07084 1.73418 1.55536 1.65566 1.60179 0.614814 0.869926 1.45165 1.72193 1.54794 0.868025 1.77208 1.30966 1.3574 1.59814 1.22439 0.53758 0.512092 0.0190649 0.0410734 0.0630114 -0.0902571 0.0708614 -0.464309 -0.418406 -0.533065 -1.09706 -1.7663 -1.75323 -1.23133 -1.39751 -1.38045 -1.37261 -1.08416 -1.0925 -1.13963 -0.702696 -1.24188 -0.981534 -0.288697 -0.155871 -0.588115 -0.362299 0.330204 -0.468537 0.0752232 -0.760755 -0.109155 0.388767 0.542225 0.549185 0.572672 0.171741 0.297873 -0.0645144 -0.601109 -0.716301 -0.750241 -0.983036 -0.808303 -0.993163 -1.09264 -1.06572 -1.53001 -0.733115 -1.04879 -1.09708 0.320644 0.777342 0.0700453 1.02409 0.773636 1.04037 1.09029 0.742595 1
"CG3878" 0.995763 1.5666 1.29814 1.32196 1.34421 1.02337 1.30082 1.47748 1.22505 1.50075 1.37003 1.50048 1.6717 1.48448 1.1699 1.77117 1.40874 1.45413 0.782756 0.427911 0.126314 0.359478 0.344968 0.671109 -0.053601 -0.555659 -0.638295 -0.993546 -1.32885 -0.940931 -1.00409 -1.19695 -1.77009 -1.40261 -1.37489 -1.21708 -0.945277 -0.820553 -1.22637 -0.737455 -1.14829 -0.177667 -0.0501366 -0.334882 -0.719529 -0.393786 0.0992278 -0.04984 0.263497 0.230086 0.823654 1.28236 -0.442021 -0.312338 0.181418 -0.903098 -0.849574 -1.40605 -0.820175 -1.56014 -0.324771 -0.945647 -0.799648 -1.16134 -0.810958 -0.86717 -0.748414 -1.13745 0.213673 0.458296 0.258955 0.278617 -0.237585 0.321109 0.398531 1
"CG1530" 1.3797 0.774486 1.11525 0.959657 1.01485 1.09702 2.13692 1.36128 1.3413 1.40107 0.358228 0.888095 0.356713 1.4256 0.613986 0.664956 0.539964 0.170071 0.828438 0.23146 0.13663 0.444827 0.526921 0.369049 -0.305772 0.393445 -1.10253 -0.783036 -0.676681 -0.0578124 -0.29017 -0.490436 -1.014 -1.70459 -0.716986 -1.77544 -1.19572 -1.76244 -1.67537 -1.21093 -0.840181 1.04786 1.66464 1.94229 0.576114 -0.535608 0.800903 0.751751 0.779217 0.0809977 0.621161 0.0368122 -0.0809723 -0.334764 -0.61466 -0.481604 -1.13217 -1.48722 -0.315286 -1.07332 -1.77352 -1.71381 -1.15214 -1.4495 -1.3398 -0.772067 -1.01296 -0.49621 -0.000611151 -0.25351 0.478854 -0.000894939 1.01204 0.841883 0.458277 1
"CG2218" 1.04678 1.02619 1.17244 1.18782 0.950731 1.62389 1.43298 1.30915 1.45431 1.5232 1.68829 1.9924 1.48343 1.74303 1.45861 1.45781 1.40759 1.53898 0.542575 0.167819 0.4242 0.138475 -0.178669 0.0549691 -0.119637 -0.405661 -0.0230567 -0.636452 -0.545717 -0.410404 -0.595175 -1.66567 -1.92709 -1.759 -1.47838 -1.58529 -1.9133 -1.31174 -1.59963 -0.776338 -0.64192 -0.494757 0.224162 0.0256495 -0.178146 -0.103543 0.34769 -0.022729 0.698572 0.0545992 -0.0466874 0.340858 -0.657305 -0.280754 -0.613373 -1.01428 -1.11309 -0.730613 -1.41864 -1.09562 -0.888 -0.326613 -0.442988 -0.613108 -0.482965 -0.637284 -0.22778 -0.805911 -0.164756 0.311187 -0.101266 0.381927 0.134593 0.0704661 0.617962 1
"CG5444" 0.499123 1.33234 1.07143 1.04417 0.864367 1.16817 2.10058 1.7581 0.999215 1.09114 1.57017 1.78691 1.14126 1.47546 1.52225 0.929782 0.210568 1.71125 0.735963 0.109598 0.128309 0.116086 -0.230347 -0.0352481 -0.226124 -0.156511 0.2067 -0.665215 -0.530074 -0.367489 -0.859407 -1.51395 -1.29103 -1.53378 -1.10991 -1.83101 -0.949009 -2.56684 -2.19736 -1.20821 -0.33511 -0.843733 -0.388482 -0.320579 -0.529002 -0.2573 -0.475469 0.0806858 0.588767 0.528466 0.510858 1.07518 -0.0567509 0.635262 0.508593 -0.338671 -0.831438 -0.86416 -0.616478 -1.35039 -1.37826 -0.520459 -1.04141 -0.494791 -0.404958 -0.383754 -0.117092 -0.705898 -0.584217 0.606631 -0.429955 -0.129814 0.987498 0.93555 0.63927 1
"CG3998" 1.48355 0.848718 1.07526 1.17333 1.44101 1.23723 1.33565 1.25684 1.08289 1.35333 1.27636 1.44764 1.25357 1.16499 1.20569 1.26903 1.18393 1.15219 1.20223 0.459625 1.08516 0.368428 0.243365 -0.120485 -0.29534 -0.43043 -0.344697 -1.01012 -1.01574 -0.809279 -0.893484 -1.26749 -1.34869 -1.61129 -0.139733 -1.2528 0.00716472 -1.15044 -0.9419 -0.624953 0.197863 0.315299 0.579363 0.0695338 -0.813536 -0.71753 0.557304 -0.0573574 0.864757 0.769658 0.445429 1.20448 0.302535 0.499092 -0.0163871 -1.04639 -1.12241 -1.18451 -1.29685 -1.76778 -1.477 -1.37129 -1.76006 -1.34268 -1.02265 -1.35994 -1.0971 -0.849437 -0.549914 -0.446069 -0.184079 -0.171128 0.503257 0.572209 0.422995 1
"CG10800" 1.71499 0.117401 1.65318 1.63777 1.39986 1.20846 0.394736 0.379808 0.690456 1.54047 1.54873 1.66964 1.85448 1.60206 1.76245 1.88319 1.53672 1.75245 0.855673 0.0958239 0.216521 0.271182 -0.060576 -0.188749 -0.725368 -0.653751 -0.958499 -1.46141 -1.4473 -1.24488 -1.32212 -1.00924 -1.31936 -1.20234 -1.46122 -1.59758 -1.54029 -1.64017 -0.859555 -0.858063 -0.420601 -0.0745083 -0.387243 -0.00488855 0.0185597 -0.289783 -0.118962 -0.476031 0.0187555 -0.118725 -0.311141 -0.068837 -0.138877 -0.420486 -0.154613 -0.0221276 -0.862845 -0.568687 -1.61588 -0.574491 -0.137237 0.083309 -0.509338 -0.126256 -0.615389 -0.625884 -0.725285 -0.753215 0.181667 0.695323 0.400748 -0.0112028 0.802658 0.599259 1.09667 1
"CG9866" 0.517339 1.53633 1.59912 1.44125 1.5869 1.3159 2.07565 1.98805 1.37293 1.51584 1.52807 1.57707 1.48465 1.23864 1.54888 1.35485 1.06356 0.589261 0.453509 0.124127 0.0670352 0.110072 0.487337 -0.258951 -0.593425 0.055182 -0.431587 -0.935257 -0.869063 -0.33124 -0.673819 -1.19786 -1.76935 -1.72377 -1.25994 -1.08422 -1.55184 -0.61645 -0.190435 0.216624 -0.584816 0.722308 -0.181737 -0.0338222 0.0573286 0.171009 -0.246777 0.352809 0.321377 0.196121 0.0371652 0.189957 -0.397097 0.112176 -0.0554253 -1.28893 -1.14705 -1.43041 -0.877355 -0.811819 -1.06165 -1.10707 -1.6148 -0.761377 -1.41747 -0.996377 -0.73019 -0.87375 -0.456927 -0.692876 0.0057461 -0.131901 0.0970812 0.507411 0.768187 1
"CG5505" 0.823104 0.886964 1.3578 1.06439 1.24568 1.40618 1.76136 1.62218 1.2775 1.6358 1.27697 1.39665 0.614182 1.31334 0.943491 1.05523 0.271743 0.758169 0.868555 0.113868 0.092711 -0.072133 -0.31317 -0.435702 -0.591638 -0.629363 -0.896726 -0.571507 -0.535736 -0.815918 -0.956027 -1.83968 -1.79852 -2.01359 -1.57835 -1.36325 -1.30533 -1.99529 -1.58179 -1.29407 0.0886986 2.33023 1.77405 1.20108 0.436444 -0.0640295 0.816488 0.191958 0.770476 0.390878 -0.108277 -0.0791878 -0.0262887 -0.0677086 0.130828 -0.26786 -0.62932 -1.00408 -0.508578 -0.930094 -0.307086 -0.206468 -0.635941 -0.485235 -0.72852 -0.576409 -0.746064 -0.464719 -0.55724 -0.863712 -0.188035 -0.171363 -0.137251 0.19836 0.225898 1
"CG3458" 0.820393 1.18524 0.99166 1.21993 1.75759 1.69223 1.72463 2.07663 1.04353 1.50266 1.29397 1.41223 1.48221 0.985263 0.517069 0.470119 0.940784 1.06422 -0.224657 0.233953 -0.126269 0.2407 -0.205008 0.89466 0.313071 0.192294 -0.369458 -0.0702241 -0.772097 -0.171809 -0.350984 -1.38685 -1.34659 -1.32837 -0.878458 -0.89519 -0.91982 -0.80454 -1.18438 -0.91446 -1.06237 -0.083253 -0.0678676 -0.409605 -0.542041 -0.0887816 0.32745 0.0838508 0.64771 -0.550589 0.434353 0.473365 -0.496846 0.0457656 0.0946209 -0.641393 -1.46494 -1.51729 -1.13436 -2.5089 -0.995326 -1.41231 -1.72019 -0.960318 -1.26648 -1.14111 -0.628216 -0.393217 0.150685 1.07654 -0.00767891 1.00386 0.486407 0.972459 1.19011 1
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"CG11945" -1.55982 -1.72886 -2.56825 -1.67777 -0.773507 -1.28158 -1.59701 -0.789395 0.0375759 -0.21519 0.0426246 -0.463996 -0.145848 -0.344369 0.795616 0.389614 -0.171046 -0.636718 0.160171 0.525584 0.663059 1.04967 1.8443 0.437252 0.422888 0.583318 1.08821 -0.486139 -0.73257 -0.322083 0.701957 0.473097 -0.36383 -0.429664 0.0331923 0.213947 0.337423 0.399177 0.212798 1.17751 1.11511 1.80359 1.01252 2.05839 0.783886 0.94641 0.480373 0.487255 0.783954 0.986855 0.772505 1.76842 1.15988 1.87854 0.363385 0.820609 0.613243 0.964879 0.303646 -0.709294 -0.715631 -0.580492 -0.0127373 -0.999768 -0.0937233 -0.143339 -1.08667 -1.07238 -0.985084 -0.746026 -1.4525 -1.43458 -1.11124 -1.28484 -1.97647 -1
"CG6603" 1.10248 1.24907 1.20914 0.926329 0.417985 0.386366 -1.07316 -0.967596 -0.641846 -0.873176 -0.0763804 -0.625214 -0.287054 -0.6675 -0.447463 -0.269733 0.0512954 1.09402 0.795287 0.685031 1.19305 0.490506 0.507734 0.871736 0.564263 1.67237 1.2944 2.45673 1.57542 2.10878 2.01962 -0.399631 0.615838 -0.0880807 0.0470086 -1.18458 -1.33175 -1.58917 -1.2694 -0.637522 -0.916941 -0.223074 -0.0946877 -0.829415 -0.310416 0.355278 -0.359575 -1.47342 -0.160744 -1.17415 0.0213727 -0.378868 -1.52724 -0.855315 -1.88824 -0.196499 -1.91483 -0.547971 -0.780768 -0.670098 -0.490999 -0.696889 -0.256608 -0.266772 -0.733505 0.0487769 -1.03978 -0.0899501 0.181974 0.168784 1.07928 1.87574 0.289062 1.42401 1.52728 -1
"CG5216" 1.11068 1.29488 1.67935 2.09707 2.2717 1.5433 0.798543 0.219509 0.918588 1.61442 1.62123 1.94798 0.962212 1.61779 0.899049 1.03619 0.991715 0.879966 0.695579 0.358847 0.707298 -0.128909 0.619385 0.263843 0.123591 0.170462 -0.0461286 -0.330396 0.487979 -0.987384 -0.203361 -0.238105 0.056656 -0.991053 0.512702 -1.41563 -0.310227 -0.448367 -0.963292 -0.916321 -0.629993 -1.26068 -0.403276 -0.0841999 -0.338601 -0.493617 -0.345709 -0.309153 -0.0655512 0.232317 0.682119 0.34801 0.046684 -0.518708 -0.713056 -0.820027 -1.5682 -1.38302 -1.41534 -1.89684 -1.52716 -1.71951 -1.01933 -1.42936 -1.15507 -1.00297 -0.913943 -1.58779 -0.523513 -0.296395 0.534522 0.14093 -0.0584821 0.810195 0.163403 -1
"CG14969" 1.29059 1.67713 1.9653 1.87617 1.51437 1.91829 0.538529 -0.297645 -0.402228 -0.202454 -0.120103 -0.358027 -0.0182731 -0.270511 -0.203237 0.501801 0.274785 0.224097 0.649764 0.324158 0.219108 -0.0879425 -0.128081 -1.00082 -0.0490226 -1.25267 -1.21174 -2.11867 -1.90161 -1.94499 -2.64733 -0.842668 -1.37826 -1.0297 -1.10467 -0.631474 -1.11732 -1.25867 -0.501151 -0.31435 0.06924 -0.729797 0.222735 0.52872 1.27279 1.56882 0.739488 1.90176 0.378812 0.717437 0.837648 0.603377 -0.0155139 -0.484964 -0.742288 -1.1586 -0.489456 -1.56971 -0.931928 -0.333036 -0.191589 0.422802 0.149368 0.220064 -0.261849 -0.000709592 0.0475907 0.445016 0.980169 0.716003 1.0146 0.645119 0.870422 0.756202 1.22081 -1
"CG5530" 1.35894 0.019965 0.9048 1.06542 0.278623 0.878244 1.25614 0.8322 0.150592 1.20885 -0.214153 0.048262 0.716747 0.408675 0.552201 0.60902 -0.202522 -0.456083 0.760129 2.07647 0.961874 1.56381 1.97522 0.430061 0.333806 0.70027 0.536913 -0.637189 -0.677163 0.253046 -0.211895 -0.0998986 -0.102947 -0.594237 0.621913 -1.15751 0.129547 -0.766537 -0.958871 -0.553978 0.0892119 0.791956 2.38494 1.40144 0.00282012 0.737229 0.668193 0.969234 0.428738 0.412944 -0.716381 0.709105 -0.332062 -0.0336715 -0.310247 -0.73611 -1.78318 -1.43851 -0.724625 -3.17266 -2.02142 -1.66747 -1.00675 -1.28649 -1.33921 -1.37227 -0.709957 -0.911129 -1.00358 -0.576749 0.0857619 -1.28884 -0.240554 0.0738394 -0.0822808 -1
"CG8312" 0.305156 -0.22793 -0.166332 -0.218657 0.14854 0.589727 1.23335 1.15041 0.989401 1.19478 0.829622 0.552557 0.611055 1.06991 0.762767 2.3623 1.87364 1.41921 2.27935 -0.378606 1.08083 1.3846 0.903553 -0.396172 -0.553471 0.374495 0.54126 0.547609 0.542393 0.716071 0.335184 -0.445319 -0.112526 -1.04129 -0.636462 -0.441689 -0.867159 -0.591706 0.203035 -0.492023 -0.42126 0.181234 0.378068 -0.259927 0.298351 -0.325393 0.878751 -0.8475 0.63798 0.556065 -0.317635 0.391283 -0.472284 -0.612259 0.0651151 -1.12494 -1.8663 -1.93241 -0.639171 -2.75262 -2.45396 -1.71525 -1.50656 -0.976214 -1.00864 -1.3213 -0.241793 -0.84666 -0.972096 -0.564855 -0.0954171 0.00735625 0.684 0.606124 1.15868 -1
"CG10619" -0.736045 -1.89474 -1.78634 -1.44695 -0.987613 -0.576501 0.127059 0.7906 1.06401 1.62386 1.53018 1.45733 1.21009 1.35315 1.30405 0.79291 1.85987 1.72081 1.78916 1.1654 1.35888 1.35187 1.12326 0.885103 0.617422 0.725287 0.624066 0.461636 0.481516 0.642456 0.48051 0.219983 0.0426073 -0.156822 0.300532 -0.369052 -0.0117515 -0.482099 -0.219419 0.0744934 0.106977 0.800005 0.0328531 -0.00657034 -0.183694 0.16859 0.274476 0.339231 0.219655 0.36682 0.226889 0.403715 -0.250427 0.227838 0.367615 -0.441144 -0.533195 -0.524798 -0.676966 -1.01256 -0.698723 -1.3422 -0.980222 -0.848974 -0.702228 -0.854776 -0.803949 -0.907136 -1.28284 -1.62336 -1.84157 -1.81621 -1.26717 -1.46546 -1.98127 -1
"CG14235" 0.390302 -0.50705 -0.701417 -0.0603627 0.111031 0.95643 1.38992 1.58903 2.11791 2.07467 2.09238 1.64277 1.46577 1.42617 0.915472 1.08219 1.46198 1.40901 1.26524 0.466821 1.28749 0.373835 0.0850697 0.280158 -0.0473224 0.0772876 0.092235 0.40583 -0.0610071 0.260137 -0.025298 -0.0827591 0.70071 0.2898 0.643872 0.580759 0.117357 0.729144 0.206698 -1.51267 -0.588716 -0.111469 -0.128772 0.112697 -0.25771 0.0446417 -0.440018 -1.46297 -0.943549 -0.950596 -0.150441 -0.54256 -0.0345013 -0.149225 0.0589199 -1.94689 -0.745973 -1.63031 -1.16983 -1.55448 -1.92792 -1.33304 -1.23509 -2.10384 -1.20348 -1.36527 -0.750327 -0.562577 -0.214505 -0.336036 -0.911838 -0.518934 -0.387224 -0.272637 0.724884 -1
"CG11148" 0.87026 0.913905 1.2448 1.04059 1.69558 1.69439 1.10168 0.0844332 -0.162244 -0.249429 -0.0224147 -0.116428 -0.198362 0.382012 -0.192077 0.885138 1.55122 1.91933 1.87564 0.382729 0.885579 1.01115 0.148167 0.305318 -0.00733741 -0.569236 0.0828926 0.227369 0.262293 -0.105507 -0.0503944 0.850908 0.150088 0.198531 0.946404 -0.807735 0.821606 -1.60864 -1.7067 -1.55678 0.115421 1.63402 -1.43213 -1.21618 -0.858796 -0.887096 -1.21574 -1.28722 -1.21177 -0.811806 -0.748241 -0.184408 -0.208654 -0.437855 -0.543338 -1.0118 -0.942644 -0.724789 -0.097312 0.0402394 -1.45805 -1.73185 -1.45346 -1.93112 -1.02091 -0.842859 -0.41885 0.497141 1.7115 -0.312361 0.157011 0.61296 1.25168 1.50057 1.28999 -1
"CG8565" -0.669834 -2.22121 -2.30675 -1.70546 -1.17669 -1.05235 -0.36476 -0.252527 0.0736729 0.641083 1.0991 -0.262466 0.0701583 -0.00689949 -0.551235 -0.630313 -0.261289 0.227829 -0.418862 -1.07671 -0.32579 -0.861309 -1.06334 0.12759 -0.740276 -0.605431 -0.84766 -0.296914 -0.747711 -0.342336 -0.781082 0.583502 1.54866 1.30956 1.81342 0.43882 0.758659 0.720389 0.70525 -1.23131 0.0456175 0.0600192 0.318312 1.72382 1.42092 1.02889 0.779812 -0.410226 0.226325 0.960758 2.63807 1.28593 1.46363 1.71954 2.07888 -0.63731 1.09788 -0.954912 -0.174034 0.656499 -1.13873 1.23411 0.614459 -0.672855 -0.940939 0.26095 0.300576 -0.771897 -0.961254 -0.19977 -0.927137 -0.499574 -1.12224 -0.254033 0.432739 -1
"CG9127" 0.520134 0.619302 -0.0496223 0.521743 -0.638523 -0.811788 -1.45992 -0.105671 -0.364953 0.312972 -0.91981 -0.380879 -0.608422 -0.786314 -0.803227 -0.523562 -1.46127 -0.531506 -1.82665 -1.40644 -1.80867 -1.43194 -0.00964141 -0.38987 0.146733 -0.160261 -0.328952 -0.45995 -0.48667 -0.988542 -0.413993 -0.597519 -0.297397 -1.01425 -0.358854 -0.680352 -0.490519 -0.33002 -0.00346376 0.835286 1.14022 0.459725 1.84749 0.467869 -0.528951 0.303719 2.95061 0.601861 1.71542 -0.363025 3.92635 0.637842 0.543128 0.747772 0.583297 0.11991 -0.547835 -0.590566 -0.0986667 -0.164175 0.118479 -1.54453 1.60952 -0.635497 0.933051 -0.250945 0.484003 0.0377436 1.06384 0.056411 0.609411 0.201822 1.93761 1.06396 0.536379 -1
"CG10325" -0.410379 -1.35089 -1.74734 -1.74109 -1.2243 -1.0918 -0.64182 0.190409 -0.0411746 0.266935 0.413528 0.654583 0.906294 1.05564 1.12471 1.7953 1.69082 1.21481 1.64664 1.10421 1.3517 1.69963 1.39243 1.06246 1.01274 0.955863 1.13001 0.616898 0.719524 0.676052 0.481771 -0.413529 0.00602556 0.186065 -0.306163 -0.521823 -0.486885 -1.47739 -0.696451 0.326928 0.458976 -0.886364 1.15422 1.31142 0.697916 -0.194247 0.24016 0.661204 0.965154 0.79686 0.0381597 0.377277 0.623982 0.225686 0.394391 -0.0425007 -0.479686 -0.0166681 -0.477151 -0.833121 -0.207554 -1.30813 -0.878669 -0.710994 -0.94633 -0.812084 -1.04654 -0.648058 -1.34232 -1.22194 -2.40866 -1.86713 -0.777874 -0.626873 -1.74349 -1
"CG1918" 1.64181 1.29108 0.825849 1.24324 0.830498 1.23353 0.563986 -0.641183 0.0636147 0.435367 0.4871 0.919625 1.74631 1.76788 1.97837 1.93204 1.77034 2.19872 0.998518 1.05828 1.34475 0.795261 0.406602 0.210712 0.556029 -0.430442 0.350817 0.00269112 -0.347473 -0.546808 -0.0584355 -0.873323 -0.628042 0.0616359 -1.13484 -1.02398 -0.779976 -1.42269 -1.01296 -0.542805 0.348448 -1.38701 -0.150696 -0.16524 0.221106 0.182188 -1.1813 0.355149 0.953599 0.000253277 0.736157 0.391712 -0.0220854 0.948985 -0.318589 -0.218142 -0.288761 -0.000938283 -1.44484 -1.39641 -0.436278 -1.60473 -1.90344 -1.25154 -1.04842 -1.14405 -1.43976 -0.933064 -0.792243 -1.28324 -0.535787 -0.320419 -0.527144 -0.566356 -1.04885 -1
"CG5393" 0.172143 1.21143 1.10005 1.2299 1.5385 1.355 1.20613 1.04698 1.21261 1.15672 1.72591 1.13093 1.5305 1.94769 1.82707 0.662355 1.63542 1.36769 1.24342 0.745017 0.922349 0.83784 1.07891 0.624578 -0.0613956 0.16277 0.42106 0.551344 0.464941 0.215793 -0.0933291 -0.482376 -0.522594 -0.465059 -0.129069 -0.700059 -0.48179 -1.29577 -1.63598 -0.815618 -0.7084 -0.216744 -1.06562 -1.1407 -1.65811 -1.58788 -0.951158 -0.926756 -1.12246 -0.958888 -1.24661 -1.04286 -0.778898 -1.04675 -0.75601 -0.548144 -1.25482 -1.07648 -1.54545 -0.666493 -0.777323 -0.993377 -1.10358 -1.11832 0.348756 -0.457494 -0.90483 0.0898316 0.545397 0.0883328 0.0164652 0.0378437 -0.061676 0.662657 0.284557 -1

tightClust documentation built on May 1, 2019, 7:49 p.m.