subsetPeptideData

Description

Given a matrix of peptide data, omit columns with excess missing data, specified by NAs.

Usage

subsetPeptideData(pepdat, numNAsAllowed = NULL, percentageNAsAllowed = 0.05)

Arguments

Value

Returns a matrix.

Author(s)

David L Gibbs

Examples

data(ProCoNA_Data)
subsetPeptideData(peptideData, percentageNAsAllowed=0.2)

Results

R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(ProCoNA)
Loading required package: WGCNA
Loading required package: dynamicTreeCut
Loading required package: fastcluster

Attaching package: 'fastcluster'

The following object is masked from 'package:stats':

    hclust


==========================================================================
*
*  Package WGCNA 1.51 loaded.
*
*    Important note: It appears that your system supports multi-threading,
*    but it is not enabled within WGCNA in R. 
*    To allow multi-threading within WGCNA with all available cores, use 
*
*          allowWGCNAThreads()
*
*    within R. Use disableWGCNAThreads() to disable threading if necessary.
*    Alternatively, set the following environment variable on your system:
*
*          ALLOW_WGCNA_THREADS=<number_of_processors>
*
*    for example 
*
*          ALLOW_WGCNA_THREADS=4
*
*    To set the environment variable in linux bash shell, type 
*
*           export ALLOW_WGCNA_THREADS=4
*
*     before running R. Other operating systems or shells will
*     have a similar command to achieve the same aim.
*
==========================================================================



Attaching package: 'WGCNA'

The following object is masked from 'package:stats':

    cor

Loading required package: MSnbase
Loading required package: BiocGenerics
Loading required package: parallel

Attaching package: 'BiocGenerics'

The following objects are masked from 'package:parallel':

    clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
    clusterExport, clusterMap, parApply, parCapply, parLapply,
    parLapplyLB, parRapply, parSapply, parSapplyLB

The following objects are masked from 'package:stats':

    IQR, mad, xtabs

The following objects are masked from 'package:base':

    Filter, Find, Map, Position, Reduce, anyDuplicated, append,
    as.data.frame, cbind, colnames, do.call, duplicated, eval, evalq,
    get, grep, grepl, intersect, is.unsorted, lapply, lengths, mapply,
    match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, rank,
    rbind, rownames, sapply, setdiff, sort, table, tapply, union,
    unique, unsplit

Loading required package: Biobase
Welcome to Bioconductor

    Vignettes contain introductory material; view with
    'browseVignettes()'. To cite Bioconductor, see
    'citation("Biobase")', and for packages 'citation("pkgname")'.

Loading required package: mzR
Loading required package: Rcpp
Loading required package: BiocParallel
Loading required package: ProtGenerics

This is MSnbase version 1.20.7 
  Read '?MSnbase' and references therein for information
  about the package and how to get started.


Attaching package: 'MSnbase'

The following object is masked from 'package:stats':

    smooth

The following object is masked from 'package:base':

    trimws

Loading required package: flashClust

Attaching package: 'flashClust'

The following object is masked from 'package:fastcluster':

    hclust

The following object is masked from 'package:stats':

    hclust


Attaching package: 'ProCoNA'

The following object is masked from 'package:ProtGenerics':

    peptides

The following object is masked from 'package:Biobase':

    samples

> png(filename="/home/ddbj/snapshot/RGM3/R_BC/result/ProCoNA/subsetPeptideData.Rd_%03d_medium.png", width=480, height=480)
> ### Name: subsetPeptideData
> ### Title: subsetPeptideData
> ### Aliases: subsetPeptideData
> 
> ### ** Examples
> 
> data(ProCoNA_Data)
> subsetPeptideData(peptideData, percentageNAsAllowed=0.2)
Removing peptides with more than 12 missing data points

      33699225     7393735   191136635     7786631    83228277      7639507
1   1.60617707 -0.29566480  1.36314914  1.92324944  1.50575048 -1.390401718
2  -0.10852941 -1.33978948 -0.38302267 -0.47104963 -0.38690661  1.089973341
3   1.10879174  0.80262262  0.12399070  0.59175396  0.61513655  0.862103370
4  -0.20470465  0.13374983 -0.72927564  1.00270676  1.96011733 -0.573620646
5  -0.24032924 -0.47443430  0.27245834  0.07977294  0.69425909  0.051934904
6   0.72609948  0.36645343 -0.95367055 -1.36753154  0.65560457 -1.465597827
7  -1.45317618 -1.36111983  1.23103862 -0.82153182 -1.36813791 -0.210286368
8   0.06470469 -2.44214055  1.38165102  0.25093963  0.59561797  0.837802446
9  -0.05176296  1.06370310 -0.63095066 -2.44047463  1.27771385  0.207384113
10  1.14210132 -1.55967600 -0.16380802 -1.44776938  1.26551828 -0.082687429
11  1.81547405 -0.11993350  0.70501563 -0.77241324 -0.55512931  2.032694124
12  0.50204655  0.42474634  0.29688762 -0.43599906 -0.46612730 -0.554773380
13 -1.02628208  0.64712325 -1.32063098  0.78840810 -1.07788515 -0.439974286
14 -1.36184221 -1.36514922  0.36088166  0.39898253  1.10024881 -1.100032181
15  1.45440432  1.22441269 -0.14017497 -0.20386905 -0.38265770  0.356875269
16  1.22820101 -1.11604838 -0.24569477  0.34275464 -0.42409383 -0.793123066
17  0.79839848  0.39952321  0.73629089 -1.46360872  0.20046372  0.258794173
18 -1.16677071  1.36730335  1.05652354 -0.57487926  0.78829514  0.048941253
19 -0.71657672 -0.04617319 -0.51206533  0.24025799 -1.33929593  0.566288612
20 -0.16762603 -0.49530431  1.83144346  0.17417377  1.58028699 -1.263503314
21 -0.08906407  0.43484536  0.70905088  1.17179992  0.24534054  0.002347015
22  0.13047535 -1.59652280 -0.53344221 -0.65954445 -1.13934534 -0.428247412
23  0.14923299  1.20072214  0.27466458  0.84343630 -0.65101380  0.825009060
24  1.37687146  0.85368397 -0.03494946  0.97208304 -1.08495335  0.538941462
25  0.08740910 -0.55121878 -0.16227145  0.87439478  0.14435338  0.634429896
26  2.52821227 -0.79122637 -0.25273851  0.70625146  0.08990765  0.208851743
27 -0.89834500  0.55365478 -1.54808830 -1.65604720 -1.59519433  0.794682697
28 -1.32973120  0.52307506  0.04951756 -0.30525204 -2.82151184 -0.312932721
29  1.03187795  1.05133308 -1.71660149 -0.21053339  1.15853739 -1.311588294
30  0.51173317  0.76383238 -0.34423911 -0.69301615  0.31164883 -1.082416222
31 -0.76828805  0.73366862 -1.22799846 -0.52269487  1.88351103  1.112971092
32 -1.37781616  0.23332700 -1.21992124 -0.26062671 -1.00886462 -1.735430685
33 -0.65215291 -0.80104723 -1.22596281 -1.42143827 -0.41289500 -1.544629601
34 -0.99817786  0.25246109  1.29811793  1.50565356 -1.01903475  0.017058563
35  0.50452683  2.73730341  0.30116898 -0.92669417 -0.60303628 -1.827424290
36  0.35751615 -0.26158928  1.30006101 -0.37219187 -0.20071573  0.817635213
37  0.29433066  0.12679141  0.88410517  0.97183229 -0.92917540  0.811440718
38  0.32875889  0.16263495 -0.62039096  0.86495111 -2.19766704  1.942132224
39 -2.45498480 -0.77295114 -0.12507430 -0.82556106  0.01341721 -0.340371689
40 -1.90217234  1.17633673 -1.29131625  1.23063856 -0.08630903  1.703227475
41 -1.38747586 -1.34228833  0.78873384 -0.29212007  0.49984074  0.512085606
42 -1.04313798 -1.25046400 -0.13705044  0.54804469  0.84978507 -0.373093187
43  0.15253262 -0.72176830  2.04797892  0.63296855  0.65219410 -0.008728417
44  0.21478211  0.16401857  0.21608328  0.13046584  0.07862545 -1.206318233
45 -0.35635220  0.98275254 -0.14311091  0.85997187  0.18561826 -0.937551118
46 -0.77460365  0.45020546 -0.25445241  0.47384101  0.13260253  0.736105332
47  0.56574080 -0.29154749  1.61989851  1.78072256  0.05768928 -1.627067581
48  0.06535115  1.51074447 -0.16846663  1.28946999 -0.83436385  1.980539391
49 -0.68739637 -1.02025941 -0.40330861  0.26325015 -0.22181113  0.610102987
50  0.43051552  0.24931343 -0.35771723  0.20702613  0.83070592 -0.441657214
51  0.10505463 -0.16994951  0.36170518 -0.80460404 -0.52039980  1.399738806
52 -0.23468181 -0.21593482 -0.46007345  0.64051718  1.05995831  0.481318060
53  0.81177015 -0.10956775  1.48350974  0.85003371 -1.68002666  1.099438718
54  0.18347147 -1.19909571 -1.77601129 -0.12969734 -0.79238786 -1.740424911
55 -1.37292524 -0.35566425  0.61464941 -1.66746770  1.56757921  0.707324837
56 -0.73832822 -2.09235429 -0.93923051  0.66636456 -0.20654770  0.109175706
57  1.02377165  0.07656756 -1.95699295  0.39118374  0.50002258  0.401875193
58  1.11555095  1.35165891  1.14185264  0.88046364  0.67125173  0.102661021
59  1.32375743  1.02902235 -2.00446745 -2.29913233 -0.04163643 -1.371665106
60 -0.17640811  1.11129190  1.53274177 -1.50261639  0.87552169  0.301662469
       7602097    83467817     7606954    26686692     6992104     6949082
1  -1.94439713 -0.88668664 -0.80490490 -1.52171014 -0.64641042 -0.90341576
2  -1.48220684 -1.71246145 -2.29521102 -1.11728208 -4.06642749 -1.90952501
3  -2.26664744 -1.37103910 -1.22272517 -2.27840687 -0.67122987 -0.92927001
4  -0.18184326 -0.44071360  0.32936046  0.75323333 -0.13108959 -0.05792240
5  -0.45707369 -0.51445232  0.49332100  0.31096520  0.02427666 -0.17189586
6  -1.67397191 -0.71146497 -0.42427186 -2.11930446 -0.40133578 -0.61886662
7   0.38116408  0.07359050  1.13337080 -0.33290497 -0.76056787  0.74936899
8   0.02511237  0.01462434 -0.61389235  0.07377793 -0.58999517 -0.44980745
9  -0.75788462  0.33206963  0.23414470  0.38760355 -0.28318523 -0.19858159
10  0.62828992  1.90761955  0.77446378  0.66856832  0.51140867  0.39704038
11  0.98968393  0.36857118 -0.11518062  0.53886253  0.70688563  0.13807633
12  1.07072581  1.24199121  0.52010088  1.31296148  1.97978914  1.07540926
13  0.06805709 -0.25426828 -0.68798602 -0.58391602 -0.05777902 -0.02473707
14  0.01375371  0.08381666 -0.81844271 -1.03432048  0.57428115  0.06368869
15  1.86798699  1.54170856  2.44490742  1.54600741  1.14551721  2.99151348
16 -0.75312246 -1.39174335 -1.01336928 -0.82423057 -0.63274716 -1.61930859
17  0.89661835  1.12229891  1.31005738  1.48736659  0.84769698  0.16781095
18 -0.69939456 -0.44410509  0.08312905 -0.59532949 -0.66691402  0.13966377
19 -0.19829813 -0.99763065 -0.14187869 -0.24542412 -1.47668177 -0.89335952
20 -2.02349715 -1.69204965 -1.71669645 -1.90953858 -2.02744189 -2.07051169
21  0.81639261  0.28118353  1.28134765 -0.59024192  0.24247181  0.48782162
22 -0.44381035 -1.19704053  0.24842058 -0.85374239 -0.64502223 -0.23987007
23  0.60919123  0.78270485  1.21459142  0.18184349  0.03003583 -0.50850164
24  2.10749365  1.35740617  0.86464171  0.77952276  0.63203174  0.19478559
25 -0.01491180  0.15000675 -1.04318185  0.22290487 -0.61823055 -0.29654612
26  0.73291782  0.91086439  0.64404315  1.13211907  0.86883595  1.16144731
27 -1.41321137 -0.62834368 -1.94858210 -1.58785114 -1.13315543 -1.63554510
28 -0.48575671  0.93907550  0.66530879  0.27051705  0.51196643 -0.13393031
29  0.28271354 -0.35248069 -0.42646064  0.49609293  0.32992517  0.36992976
30  0.37532931  0.93347225  1.04029464 -0.06273452  0.95657529  1.29170037
31 -0.76656474 -0.47439249 -0.06196959  0.22500126  0.35625486 -0.60569091
32  1.24773792 -0.38752637 -0.02770435  1.27633468  0.58596401  1.11535068
33 -0.06744008  0.46206152  0.10204920  0.31528805 -0.51901276 -0.66732068
34 -0.63578088  1.50933097 -0.38822042  0.58978893  0.28492590 -0.52234749
35  1.57377045  1.19952756 -0.09374970 -0.35296400  0.70508863  0.49623594
36 -0.27018297 -0.75254791 -1.07721653  0.37897655 -0.02361947  0.11198488
37  0.41199857  0.07669914  0.90370159  0.11593241  1.62264436 -1.16685054
38  0.93394602  1.78930438  1.14320986  2.14687019  1.64378863  2.11264936
39  1.77504044  0.42018834  0.81838925  0.72476732  1.42327596  1.00620911
40  0.13516271 -0.55656345 -1.41447758 -0.39051006  0.65598697 -0.78031830
41  0.20615742  0.88685406  0.61018121 -0.76680922  0.77704804 -0.07171044
42 -0.18266480 -0.11113077  0.18695351 -0.78633284 -0.36797980 -0.27162060
43  0.63053447 -0.50227495  0.63356125  0.13378296  0.61453498  0.94385391
44 -0.08889816  0.37555667 -0.61865591 -1.36093503 -0.14127630 -0.12177340
45 -0.45098290  0.13342847  0.16436192 -0.22131541 -0.57747015 -0.37097219
46  0.24278710  0.88210322  0.26850722 -0.36392357 -0.39605235 -0.68734961
47  1.51448952  1.54334976  0.48949226  1.85159588  1.21100431  1.88313001
48  0.95854545  0.38313564  1.55760603  1.33644317  0.15284646  1.27434343
49  1.04859578  0.15148751  0.50525948 -0.25031500  0.67416001  0.83888796
50 -1.13382400 -1.64191683 -1.59230041 -1.45670314 -0.79773539 -0.12544232
51  0.08948288  0.83822471  0.13712927 -0.01395330  0.28768243 -0.30192775
52 -0.33077036 -0.71658925 -0.52149904 -0.45395523 -0.89224822 -0.19478324
53 -0.16730081  1.27783583  0.86983245  1.76597397  0.05567609  0.93483906
54 -0.84469096 -2.24108196 -2.18634650 -0.07647168 -1.40027861 -0.90423694
55 -1.67254654 -1.27178588 -1.00668629 -0.68704865 -0.73786890 -1.71260572
56  0.05847603  0.24729582  0.42041415 -0.49180321 -0.41469926  1.09760594
57  1.32790004  0.01194511  1.36501542  1.37165836  1.60373554  1.27235047
58  0.83964074  0.03333042  0.11001205  1.02697258  0.13136950  0.40198330
59 -1.70522341 -1.55959199 -1.27991719 -0.43343260 -1.89760105 -1.55347859
60 -0.74679792 -1.45278127 -0.02565235  0.34167788  0.82637139  0.00234299
        7601979     7612725      7669864   212568488   202898165      7246347
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2  -2.125377320 -2.24788656 -2.197537777 -2.22831778 -2.75337441 -1.348605575
3  -1.824654426 -1.14659155 -1.089289110 -2.13280184 -0.94319851 -1.986468985
4   0.437529656  0.23678293 -0.688598972 -0.34483111 -0.77684825 -0.304259762
5   0.337151880  0.94732257 -0.814730882  0.01653736  0.62486998  0.965836744
6  -1.052650875  0.02004337 -0.824328730 -0.50518073 -0.46930003  1.167360911
7   1.668957932  0.10942831  0.241080839  0.85127527  0.93738443  1.056146661
8  -0.177199835 -0.58168382 -0.295696070 -1.62285300  0.48660356  1.209737083
9   0.589466617 -0.05384376  0.082698957 -0.35640467 -0.21145306  0.135254345
10  0.505936604 -0.41634600  0.287829914  1.38269709  0.61076760  0.568420389
11 -0.017743119  0.12374526  0.147505471  0.30901121  0.30520282  0.148097051
12  0.479881187  1.50007403  1.745835907  2.29484900  1.31350604  1.498972177
13  0.092346717 -0.11799539 -0.079978917 -0.91712698 -0.49846917 -0.430654563
14 -0.698934972  0.24233490  0.829897842  1.14614780 -0.57003595  0.108664119
15  1.451344587  1.52156218  1.675791901  1.63025790  1.87623343  1.787383007
16 -1.392130849 -1.09274884 -2.095399476 -1.80162361 -0.99153410 -0.797925745
17  0.045783975  1.62755669  0.463835770  0.47772022 -0.47960602  0.950559132
18  0.649728013  0.62913242  0.239458304  0.62301399 -0.31552935 -0.257113669
19 -0.149489736 -1.66257276 -0.848706648 -1.25721436 -0.02781521 -0.898216345
20 -2.119618698 -2.56346444 -0.858283778 -0.05725683 -2.06676498 -1.930228988
21 -0.005652968 -0.01054181  0.553557732 -0.26123064  0.33573866 -0.670764423
22 -0.465305314 -1.77533948 -0.351527333 -0.83514277 -0.08772092 -0.755132263
23 -0.086393426 -0.35963333 -0.075545654  0.08863421 -0.26565038  1.083518657
24  1.545723101  0.86298338  1.119446191  1.66024753  1.87748573  0.596146740
25  0.616724304  0.74502153  0.042049165 -1.04597004 -0.25236096 -0.029821770
26 -0.501523296 -0.60839253  0.171574926 -0.61466781  0.31819861 -0.752828892
27 -1.719373021  0.11947520 -0.769157220 -0.55958644 -2.04910418 -1.653357849
28  0.142019215  0.09099477  0.255524338 -0.74043897 -0.11307982 -0.266615840
29 -0.222599839 -1.43962047 -0.135147850  0.11403042 -0.11947170 -0.224394263
30  1.524606289  1.75262693  0.650843566  0.56506067  1.49314783  1.759948026
31 -0.873603631  0.39426118  0.613081975  0.74228218 -0.15552899  0.246369730
32 -0.324621033  0.58246314 -0.678619438  0.40250582  0.94433113  0.178169185
33 -0.321338071 -0.61410218  0.312446904 -0.78602857  0.12281407 -0.353375007
34  0.872864886  1.08837991  0.639166641  1.10342033  1.00247351 -0.065527369
35  0.092627929  1.37570028 -0.572544679  0.51257444  0.07486762  1.159750401
36 -1.035781019 -0.70972007 -0.184185428  0.69559685 -0.87165191 -0.157140852
37  0.425980581  1.40974827  1.062815465  0.50505194 -0.51463186  0.255577349
38  1.403343874  1.64676134  2.023850239  0.85812120  1.60277887  1.427813838
39  1.259443627  0.58780622  0.726097144  0.14052409  1.05288826  0.005376822
40  0.692588142 -0.19777284 -0.647955415 -0.47406644  0.16176345 -1.359272068
41  0.107753931  0.09702567 -0.114450737  0.22467962  0.11965383  0.801663533
42  0.215718693 -0.33360453 -0.828510433 -0.70544863 -0.58733835 -1.554961643
43  1.857794400 -0.60139082  0.626756640  1.91196236  0.57968862  0.136877997
44 -1.331272150 -1.20250297  0.080341059 -0.59420977 -0.30025924 -1.556380875
45 -0.300853903 -0.68942567 -0.588530688  0.03557745  0.33519574 -0.896565659
46  0.737458192  0.25485516 -0.462300569  0.68969914 -0.33609530 -1.070267690
47  2.064741062  1.60613688  2.695577307  1.01382100  1.61837133  1.442578324
48  0.986680617  0.08272651  1.263146328 -0.30421191  1.24192021  0.133329835
49  0.574507514  0.26661049  0.344880658 -0.25553381  0.40764501  0.833463281
50 -1.081553376 -1.26697141 -0.613494153 -0.58637561 -0.81950536 -1.841111281
51  0.202417865  0.86106552  0.004335169  0.18506404  0.94722688 -0.161953370
52 -0.713663818 -0.16547185  0.521356741  0.38382378 -1.24165716 -0.068615360
53  0.583933816  1.80030848  1.659890848  0.61075604  0.56062664  0.580006298
54 -1.110109971 -0.49921894 -2.598244525 -0.92480441 -1.19906215 -0.598742019
55 -0.664528776 -0.89805491 -1.617650940 -0.57606640 -1.47908861 -0.281850994
56  0.458392153 -0.41061731  0.068771787  1.16976173  0.37683597  0.396358973
57  0.422658866  0.88290000  0.920986918  0.69060044  1.23148804  1.986072182
58  0.670120454 -0.32296104  0.129544689  1.31349504  0.33184826  0.249897165
59 -1.107189727 -0.52930007 -1.257493448 -1.49176743 -1.60268001 -0.485871530
60 -0.837473907 -0.05076007  0.283355048 -1.05158771  0.60344901  1.179412326
       21405868     7690743     7575961     71543393     7599787     7602863
1  -1.016155379 -1.39557762 -0.92544649  0.628826863 -0.13592875 -0.49903576
2  -2.898451911 -2.38258344 -2.49526638 -3.061447862 -1.24746972 -0.86736344
3  -2.153309486 -0.20522066 -2.21101154 -1.804856835 -2.59454611 -1.56286990
4   0.806753653 -0.10266209 -0.05528858  0.065280592  0.20598727 -1.41967071
5   0.401937498  0.25843671 -0.93379009  0.151752748 -0.38977586  0.48795211
6  -1.275305586 -0.25094618 -0.21392198  0.027246531 -2.01758662 -1.03007041
7   1.367461742  0.59820007  1.36616400  1.115861469 -0.26455331  1.56499294
8  -0.410256486 -0.21640526  0.21094142 -0.869158656 -0.72044941  0.39026664
9  -0.814104564  0.26401211  0.03701137  0.365624557 -0.25022973  0.04933041
10  1.453146070  1.44828131  0.64840025  0.374566046  0.97173812  0.75936053
11 -0.684451929 -0.60962938  0.06049056 -0.513065910  0.38126837 -0.03994377
12  0.668094347  1.62013122  1.49777588  1.373848983  1.11913823  1.01175108
13  0.286000127 -0.01000196 -1.48128566 -1.055394679 -0.43078397 -0.56940120
14 -0.934902630  1.00340320 -0.78710718 -0.427570239 -0.42089247 -1.03296800
15  0.755551909  1.95472073  1.60379410  1.776998738  2.48138662  2.13918380
16 -0.389350104 -1.38047223 -0.11996448 -0.738425386 -0.44355500 -0.21391921
17  0.933684377  1.30256782  0.72718412 -0.262886463  0.19733830  1.38729598
18  0.251814648 -0.06785820  0.49377257 -0.177068722  0.06611219 -0.09135255
19 -0.142374938 -1.37858775 -1.59931643 -0.702504916 -0.48058360 -0.72479581
20 -1.422123991 -1.84089307 -1.57296627 -1.177558359 -0.64624209 -2.00627717
21  0.906275301 -0.16246475  0.34535918  0.853512634  1.34850010  0.42799018
22 -1.090870233 -1.38124093 -0.42163172 -1.474786422 -0.90245906 -1.23722766
23 -0.458204447  0.46901250 -0.01400133  0.111013333  0.16228076  0.92429427
24  0.695860467  1.00410988  0.80138613  1.218115766  0.49964420  2.02772279
25  0.143818513  0.77045370  0.12123637 -0.239054317 -0.57726753 -0.19352748
26 -0.192904069 -0.37713560  0.15373378  0.768151044  0.06904993  0.17074103
27 -0.976123132 -1.09900389 -1.46604373 -0.398783855 -1.34437789  0.37475936
28  0.048724316 -0.17751214  0.68268665  0.967029932  1.18708629 -0.31866580
29 -0.202890885 -0.53286876 -0.33131431 -1.478702596 -0.15905335 -1.21858640
30  0.068363226  1.34728262  1.47543232  1.101134797  1.18696488  0.15542535
31 -0.117271424 -0.88873009 -0.01836515 -1.231053519 -1.22554775 -0.14580774
32  1.254038172  0.01256356  0.60878397  1.862412590 -0.18582711  1.21555444
33 -0.912459122  0.31756845 -0.15400754  0.299554613 -0.64482018 -0.95016254
34 -0.134707821  0.15739931  0.31442224  0.728938199 -0.04060261 -0.15781703
35  0.466012596 -0.44554622  0.56795155  1.459841245 -0.40144812  0.03522124
36  0.242050262 -0.19291551 -1.92444885 -0.037064032  0.84327758 -1.34361302
37  0.661934833  0.44419647  0.36839138  0.277607756  1.76620299 -0.83947980
38  0.902850610  0.48558622  1.57587998  0.148243909  0.67623749  0.29163017
39 -0.298020075  0.99752930 -0.20394427  0.376966015 -0.03789913  0.53149310
40 -0.614510857  0.40978092 -0.29480597 -1.532204036 -0.49255671 -0.73711461
41  0.074905367 -0.41156470  0.15518000  0.391346082  0.14159439  0.50649978
42 -1.239761165 -0.82166732 -0.13019079 -0.707599822 -0.66897245 -1.14875319
43 -0.009118444  0.84883324  0.33532883  1.111617879 -0.27260926  0.84420070
44  0.178369668 -0.60142655 -0.69857505 -1.141933719  0.17541269 -0.25896869
45 -0.057023528 -0.11491410 -0.82315318  0.064585893 -0.05454938 -0.70822920
46  0.732960356 -0.96514253 -0.38741444 -0.002378514 -0.21403343  0.09278196
47  1.191937425  2.71714262  1.28160851  2.171157804  2.58181970  0.53045842
48  0.713352738  0.44463069  1.55267039  0.746215430  1.41714871  1.38437742
49  0.946255609  1.68966241  0.26581936  0.156863152  0.39544182  0.82633730
50  0.447444971 -0.39283166 -1.19829594 -0.791615855 -1.20529868 -1.11153279
51  0.612975147  0.45754621  0.18914881 -0.360419383 -0.02449363  0.75477047
52 -0.861658880 -0.76834207 -0.31038546 -0.335154186 -0.14143401  0.03689880
53  0.409427388  0.73615099  1.86359886  0.520134399  1.41954439  1.57247389
54 -1.718794156 -0.93511680 -1.16893337 -0.858941452  0.30228808 -1.25347570
55 -0.691023826 -1.63088056 -0.80666434 -0.806607921 -1.80081060 -1.84521197
56  0.837027421 -0.94820562  1.09735225 -0.189312391  1.12050319  1.07429810
57  2.177815849  0.47124784  0.76229647  1.057569499  1.18471793  2.02895873
58  2.340744054  0.51673736  1.18335020  1.127402579  0.21900124  0.06675664
59 -1.455851545 -1.01212570 -0.70787878 -0.247718060 -1.70211979 -0.97320370
60  0.194391951  0.95328588  1.10826779 -0.776152967  0.01909186  0.83526761
       7682235   175212358    71402559     7698034     7285135     47496488
1  -0.57251637 -1.67345898 -0.06946139 -1.95559030 -1.75787394 -1.424460995
2  -1.90129894 -1.64649982 -2.38090340 -0.90240445 -0.86787160 -1.658746197
3  -1.53887383 -0.90489405 -0.51685129 -0.32990532 -0.89639708 -0.980762259
4  -0.82390634 -0.07416734 -0.73581594 -0.15059553  1.49921698 -0.557561085
5   0.14722277 -0.84695456  0.02666955  0.67462488  0.80573767  1.190294505
6  -2.05859059 -0.99974464 -0.23803735 -1.00882225 -1.21063815 -1.315970485
7   1.02756372  0.65534579  1.15049979  0.86712398  0.52741902  0.233519028
8  -0.34989546 -0.43630448 -0.86073758  0.17675832  0.40902737 -0.408151603
9  -0.52921191 -0.03025735  0.10151338 -0.39067327  0.51933393  0.998653551
10  0.80923543 -0.75566528  1.27811880 -0.63630702  0.24954213  1.010041313
11 -0.70594865 -0.06725562 -1.10096046  0.93413282  0.42203067 -0.430940183
12  0.51946911  1.72228795  1.76326535  0.75672842  1.18136290  1.102583340
13  0.29998810 -1.14016447 -1.29642620 -0.49089370 -0.95918695  1.800633372
14 -0.43045572 -0.14127946 -0.11568637  0.44004244  1.07820011 -0.122854017
15  3.31426798  1.86358389  1.97143587  1.83113985  1.74128022  2.851587495
16 -0.06194574 -1.06359482 -0.91504198 -1.42533956 -0.77473985 -1.649316372
17  1.17905413 -0.39433914  0.78533007  0.21220000  1.99238856  0.538240816
18 -0.47328887  0.50771357  0.91605548 -0.51323891 -0.03341131 -0.335944891
19 -0.52448326 -0.67395615 -1.71704922 -2.57412024 -0.55685696 -0.465439943
20 -1.79709525  0.12308735 -1.11206359 -1.41687645 -1.12384991 -0.705400016
21  0.76723853 -0.80877947 -0.09343256  0.26647849  1.43366129  0.942164437
22 -0.81517760 -1.02385513 -0.67664809 -0.86831073 -1.03841860 -0.685441825
23  0.07605414  0.36194485  1.27553091  0.43335473  0.11590534 -0.576812551
24  1.04268957  0.77502142  1.32470547  0.44590232  2.02597147  0.929204518
25 -0.42083654 -0.12611412 -0.79364647 -1.45827265  0.78352195 -0.552557013
26  1.09566408  0.64155830  0.59445841  0.32922562 -0.09908137  0.330971827
27 -0.53520953 -0.35350943 -1.37709478  0.19824425 -1.28979750 -0.681698623
28 -0.36786514  1.12328278  0.42663704 -0.40854226 -0.54421514 -0.244954625
29  0.50148925 -0.24464819  0.72070868 -0.07519913  0.67231387 -0.926538288
30  0.21641185  0.44933519  0.18407218  0.74403879  0.93513293  0.232281665
31 -0.36780941 -0.12922179 -0.55016834 -0.81842136 -0.46262748  0.035780584
32 -0.19342626  2.91065251  0.70736099  0.44084812  0.85109998 -0.001687267
33 -0.23233932  0.90550046 -0.74348987  0.38998205 -0.63222420 -0.270341007
34  1.95423222  0.97775491 -0.46718849  0.03169882  0.07297544  0.016797094
35 -1.32719540  0.31643497  1.03564575 -0.52750030 -0.85796257  0.688248285
36 -0.77828053 -0.54517236 -0.12171270  0.19071532 -1.69529868 -0.220340799
37  0.83807000 -0.23464245 -0.17809414  0.33405176 -0.41052125 -0.528417425
38  1.49112494  0.51732769  1.28547265  2.50491173  0.94542294  1.588119333
39 -0.69639950  1.33035951  1.82569619  0.96969787  0.11881955  0.059077622
40 -0.01751234 -1.60695155 -1.37535486 -0.61959895 -0.22826608 -0.251763915
41  0.87149802 -0.04360592 -0.47430740  0.62913223  1.50308708  0.091135686
42 -0.77389894 -0.88459067 -0.14131635 -0.34709283  0.16970691  1.064201934
43 -0.49160712 -0.51938938  0.55709235  0.55003821  0.11843147  0.117107166
44  1.32658282 -0.77006013 -0.24854470 -0.54110725 -1.19449583 -0.716633646
45  0.04868807 -1.85929535 -0.67745244 -0.87943024 -1.02737353 -0.296047491
46  0.64634777  0.12061979 -1.14839779  0.04559675 -0.38379154 -1.096312387
47  0.95795033  2.04017611  1.34657404  1.68482512  0.05407470  2.493907136
48  0.72752507  1.93356047  0.83215649  1.61019922  1.32045167  2.408768006
49 -0.91930468  0.33273071  0.17140375  1.74660333  0.67650345 -0.727685121
50  0.20768699 -0.33515433 -0.92636718 -0.72580606 -0.61693266 -0.855962086
51 -0.39963793  0.35464264  0.30113114 -0.44565649 -0.62018173  0.648538628
52  0.72735075 -0.70359113  0.36669467 -0.27163961 -0.01935010 -0.117699487
53  0.57976941  0.25817684  0.86300136  1.27310402  0.44384271  0.590902369
54 -0.90018094  0.61622946 -0.85206711 -0.67420563 -2.05667650 -1.423333090
55 -1.14724193 -1.33941138 -1.66380131 -2.28066266 -1.54726198 -1.336050579
56  0.36147473  0.48772475  1.77775272  0.11065104  1.14958281 -0.736074807
57  1.31530046  1.58898140  0.39639595  0.70014795 -0.78787022 -0.225437873
58  0.77848980  0.60805490  0.38779951  1.06010706  1.27989151  1.291885399
59 -1.72243679 -0.17588885 -1.25807520 -0.85358112 -0.55248954 -1.058013364
60  0.04543081 -0.96967040  0.45301599  1.00748876 -0.85027439  0.330706204
       70869306    26846611     13859621    48413839    21543599     69808628
1  -0.293378513 -1.12156801 -1.663462028 -1.55937506 -1.02762738 -0.489726383
2  -1.830515180 -2.15789127 -1.827235982 -0.50764096 -1.10124852 -2.540459969
3  -0.475421183 -1.09528639 -1.955917306 -2.43315380 -1.77597485 -1.131584800
4   0.754292945  0.44828869  0.188911733  0.04708880  0.64167736 -0.179710398
5  -0.294321179 -0.46684266  0.042202988  1.06447905 -0.43774156  0.326274737
6  -1.703718605 -1.10985181 -0.765145928 -1.00705492 -0.65535932 -1.285727738
7   0.832300972  0.79268558 -0.370146373  0.71734581 -0.99611313 -0.536149711
8  -1.594779648 -0.50071409  0.334295679 -0.18801701  0.84969620 -0.937525489
9  -1.064921532  0.59325412  0.602393371  0.46660526  0.38843608 -0.867591707
10 -0.485614314  0.95185196  0.071609069  1.14798700  0.38899456  0.055287139
11 -0.325525583  0.11912006  1.083271475 -0.54402058  0.39590509  0.615225445
12  1.271433016  0.58236324  0.660417622  1.74819336  0.43572763  0.806277990
13  0.286355930 -0.34552289 -0.389010901 -1.58135395 -0.65491463  1.079595974
14  0.799454050 -0.07316507 -0.221854691 -0.50439259 -0.09183249 -0.101872868
15  0.586231004  1.58448090  1.496345888  1.69193408  2.47637863  1.598757014
16 -0.483282112 -1.97832523 -1.323494265 -1.74325774 -0.48135324 -0.989561564
17  0.438097829  0.68650131  0.571556995  1.86817536  1.60496124  0.446198490
18  0.077357571 -1.01898212 -0.552912646  0.44119593 -1.01840697  0.102506855
19  0.003804598 -0.58048581 -0.794657063  0.11324229 -0.35189154  0.748384886
20 -1.324352005 -0.99593813 -0.238191162 -2.86174705 -0.93347157 -0.733019821
21 -0.380210276  0.07101456  0.250120678 -0.03778404  1.60206782 -0.055099855
22 -1.264587503 -1.11598633 -0.183299201  0.08955183 -0.09048676 -0.476761705
23  0.528950287  0.11484869  0.601280679 -0.35339369 -0.41681784  0.281281178
24  1.255874107  1.21753900  1.876947446 -0.14353453  0.45075560  0.938509144
25 -0.709229380 -0.59630919 -0.437704913 -0.05478070  0.37048898 -0.253189291
26  1.495083044 -0.23344864 -0.305195447  0.49610998  1.93130679 -0.814124952
27 -1.251541727 -1.32408012 -0.609785098 -1.01362934 -1.83517479 -1.232486359
28 -0.658306032  0.57991294 -0.820330321  0.26222872  0.89355327 -0.324971209
29 -1.322392798 -0.72917531 -0.476818298  0.50313096  0.37824460  1.332077031
30  1.420274978  0.61407956  0.666311473  1.33691544  0.65398034  0.773604831
31 -1.823905224  0.15054442 -0.379229956 -0.79862380  0.22904882 -0.039373965
32  0.080155490  0.27147637  1.4136