OrderMissing: Order Missing Data Pattern

Description Usage Arguments Value Note Author(s) Examples

Description

This function rearranges the data based on their missing data patterns. Morever, missing data patterns consisting of fewer than the user specified number in del.lesscases is deleted from the dataset.

Usage

1
OrderMissing(data, del.lesscases = 0)

Arguments

data

A matrix or data frame consisting of at least two columns. Values must be numerical with missing data indicated by NA.

del.lesscases

Missing data patterns consisting of del.lesscases number of cases or less will be removed from the data set.

Value

An object of class orderpattern - a list including elements:

data

A matrix containing the rearranged data set

caseorder

A mapping of case number indices from output (ordered) data to input data. More specifically, the j-th row of the output (ordered) data is the caseorder[j]-th (the j-th element of caseorder) row of the input data.

patused

A matrix indicating the missing data patterns in the data set, using 1's' (for observed) and NA's (for missing)

patcnt

A vector consisting the number of cases corresponding to each pattern in patused

spatcnt

Cumulative sum of elements of patcnt

g

Number of missing data patterns

removedcases

The index of cases that were removed from the original data set

Note

If you run the following command line: out <- OrderMissing(data=y, del.lesscases=0), then y[out$caseorder,] is equal to the output data (i.e. out$data). Also out$data[order(out$caseorder),] is equal to the original data y. Note that if del.lesscases is greater than zero, the command out$data[order(out$caseorder),] will result in a data set that has no case order correspondnce to the original data.

Author(s)

Mortaza Jamshidian, Siavash Jalal, and Camden Jansen

Examples

 1
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 7
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 9
10
11
12
set.seed <- 50
n <- 200
p <- 4
pctmiss <- 0.2
y <- matrix(rnorm(n * p),nrow = n)
missing <- matrix(runif(n * p), nrow = n) < pctmiss
y[missing] <- NA
out <- OrderMissing(y, del.lesscases = 0)
a <- out$caseorder
z = out$data
y[a,] # Reverting the original data to the new output order
z[order(a),] # Reverting the ordered datat to the original order

Example output

               [,1]        [,2]        [,3]          [,4]
  [1,] -0.051025942  1.03191126  0.26637530 -1.5854895240
  [2,] -1.137744668 -0.74070190  0.71984010  1.6547585963
  [3,] -1.346711473  1.15386783 -0.18942721  0.4071279864
  [4,] -2.448287943  1.98232049 -0.50481022 -2.6475290881
  [5,] -0.932737166  0.14897060  0.81709972 -0.2650952959
  [6,]  0.796487653  1.28047608  0.30343340 -1.8048256530
  [7,] -0.260653678  0.65694007  1.26435500 -0.1076201660
  [8,]  1.904844057 -0.92520759 -0.33238404 -0.5623986510
  [9,]  0.609471627  2.01481818 -1.10517399  1.9898162343
 [10,] -0.212343605  0.02984841 -0.86137911 -1.8764823348
 [11,] -0.655991102 -0.99343857  0.04319851  0.6271912923
 [12,]  1.035400191 -0.17135886 -0.77640402 -0.4588137486
 [13,]  0.631145828 -0.72226742  0.90933758 -2.3159951875
 [14,] -0.793795625 -0.35186886 -0.11072594  2.0103533477
 [15,]  0.767502579 -0.31714838 -0.79827982  0.0655042599
 [16,]  0.812952696 -1.27396486  0.30684928 -0.8351397205
 [17,] -0.203705450 -0.10411558  0.74869156  0.3016440166
 [18,] -0.057970210  0.45774291 -0.27825652  0.2648390215
 [19,] -1.031827423 -0.70668772 -0.06207548 -0.1010158054
 [20,]  1.235259282 -0.85720006 -1.23183916 -0.1389573527
 [21,] -2.048524020 -1.35515917  0.59087405 -0.0303979909
 [22,] -0.301297644 -1.01699075 -0.70440913  0.2263346713
 [23,] -1.513543829 -1.11973266 -1.96227869 -2.5742897319
 [24,] -0.478850612 -1.66612189  2.03854634 -1.3118717178
 [25,]  0.094551081  0.63553680 -0.15654589  0.0059121347
 [26,] -0.300612022 -1.70070381  1.22988282 -0.6546776126
 [27,] -1.159845457  0.05718570  1.45562946  1.6324908467
 [28,] -1.298483325 -2.52297413  0.31736172 -0.3621335341
 [29,]  0.155025907  0.12939877 -0.02914486 -0.4878702178
 [30,]  1.475573675  0.68916001 -1.49244088  1.0336653657
 [31,] -0.010702287  1.53338814  1.66013126 -0.9909853408
 [32,] -0.963354292 -0.59312458  0.45990397  0.2503667653
 [33,]  0.837103108 -0.98955314 -0.79603257 -2.3372053849
 [34,] -0.841001729  0.59943596 -2.67096918  0.1036742234
 [35,]  0.688516318 -0.10648138  0.52716969  0.0544868401
 [36,] -2.512694991  0.28842031 -0.75076504  0.7325839185
 [37,]  1.098095449  0.76316012 -0.79343584  0.5206784441
 [38,]  1.485702905 -1.76340566 -0.59920004  1.7504791870
 [39,] -0.842452868 -0.62281339  0.57161698 -2.8481951945
 [40,] -0.490816743  0.63913587 -0.82401938 -0.0072924944
 [41,]  0.215243289 -0.93605742  1.30447839 -0.2043088770
 [42,] -0.830006360 -1.90380174 -0.76051634 -0.1169638407
 [43,]  1.070960145 -1.59702129  0.98161072 -1.0729854850
 [44,]  0.476530277 -0.02673325  0.65377108 -1.1848544820
 [45,] -1.017196847 -0.47291384  0.36706708 -0.3608609078
 [46,] -0.008291175 -0.33831665  0.74036497 -1.4209131675
 [47,]  1.284127728  1.12460780  0.03250338 -1.1011393332
 [48,] -1.354375363 -1.26541631 -0.37293773  0.3254526923
 [49,] -0.839179427  1.33767416 -1.35241345  1.9113899364
 [50,] -0.418780116  0.70837069 -1.43742676 -0.9212967108
 [51,]  0.918714264 -0.56709479  0.57801071 -1.4068872169
 [52,]  1.125158840  0.02581628  2.64045778  0.2266564224
 [53,]  0.021182810 -0.60089949  0.21375396 -0.5133195277
 [54,] -0.473036035 -1.04329837 -0.46985619 -2.0639301214
 [55,]  0.553142873 -1.51099877  1.53236015 -1.1055201414
 [56,]  0.506367059  1.72095338 -1.06644872 -0.2239129908
 [57,]  1.990809515 -0.96216288  0.00742618  2.0144333693
 [58,] -0.182487990  0.26134306  1.14593448 -1.4939929702
 [59,] -1.267997874 -1.07968327 -0.92712920 -0.1770108653
 [60,] -0.317907975 -0.19737447 -1.55225272 -1.0966408260
 [61,] -0.071726110  2.36427236  0.88181710 -1.5447178676
 [62,] -1.130164325 -0.51786181  2.38916577 -0.1021340164
 [63,] -1.151693248 -1.14964916 -0.56464632 -0.3697394033
 [64,]  0.943578922  1.14303091 -1.26289063  0.4112015348
 [65,] -0.372443334  0.61834135 -0.32420620 -0.1981205623
 [66,]  0.294747085  1.95716013  0.95632147  0.9080378901
 [67,] -0.057505977 -0.50062142 -0.84908820 -0.8670265808
 [68,] -0.836349800  0.28183159  0.41538510  0.0931151377
 [69,] -0.273056945 -1.16839427  0.82269960 -0.3222109331
 [70,]  0.996276933  0.65219289 -0.82933075 -1.3947356328
 [71,]  0.960699249 -0.69268897 -0.77403715 -0.8382924149
 [72,]  0.498588035 -1.18152816 -1.02715882  1.1759804486
 [73,]  1.529670325 -0.97518477 -0.03427624  0.7015159093
 [74,]  1.216047924 -1.98287169  0.48800924  1.6805467131
 [75,]  0.357053952          NA -0.43207593  1.1173828274
 [76,]  1.847122338          NA  1.11496344 -1.4917537360
 [77,] -0.851556113          NA  0.28822144  0.4064996354
 [78,] -0.237967243          NA -2.27224454 -0.2745669099
 [79,]  0.009303670          NA  0.49073696 -0.0209694386
 [80,]  1.158166008          NA  0.59919110 -1.2842700118
 [81,] -1.174243567          NA  0.05862360 -0.0198455735
 [82,]  0.131242429          NA -0.53910528  0.5506328760
 [83,] -0.782312382          NA  0.55712520 -0.7669159753
 [84,]  0.519472950          NA  0.22644095 -0.3832239862
 [85,]  0.338293880          NA -0.23810655  1.8713789556
 [86,] -0.524458101          NA  0.79459444 -0.5590425156
 [87,] -0.779622411          NA -0.50563313 -0.0051279384
 [88,] -0.317285689          NA -0.59627424 -1.7297375077
 [89,] -0.474763202          NA  1.72308303 -0.4791099484
 [90,] -0.844985243          NA -1.70001235  0.8902857188
 [91,] -0.562413135          NA  0.14428965  0.0902182508
 [92,] -0.131732776          NA -1.50070744  0.4095047652
 [93,]  0.240416725          NA -1.85839788 -1.0559498223
 [94,] -0.080050877          NA  0.28563656  0.4098172497
 [95,] -0.601782559          NA -0.45064430 -1.0977576135
 [96,]           NA  0.45194972          NA  0.9607729346
 [97,]           NA -0.40198618          NA -0.5577207046
 [98,]           NA -0.57583296          NA  0.3693252569
 [99,]           NA  0.89570011          NA  0.0005185966
[100,]           NA  0.87606079          NA -0.6999009206
[101,]           NA  0.68521176          NA  0.8206379771
[102,]           NA -1.70643867          NA -0.9063284137
[103,]           NA -0.22280366          NA  0.9236293076
[104,]  0.737456194 -0.99203999          NA  0.8903587430
[105,] -0.052480306  1.83683035          NA  0.3778123636
[106,]  0.701710135  1.20099345          NA -0.5101267615
[107,] -0.195596917 -0.20631424          NA  1.0848787459
[108,] -0.294595506  0.16791868          NA  0.5419881322
[109,]  1.532321410 -0.78308946          NA  0.1250966413
[110,]  1.606157242 -0.63280202          NA  0.4642771278
[111,] -0.642150416 -0.04533837          NA  2.0525508843
[112,]  1.060662676 -0.64139768          NA -0.2946388816
[113,]  2.073233356 -0.97734076          NA -0.1646725186
[114,]  1.754509721 -0.25019346          NA  0.7443758168
[115,]  0.809358529 -0.65582465          NA  0.7233829098
[116,]  0.484913280 -1.20868248          NA  1.0907297858
[117,] -1.125211588 -1.65143196          NA -0.3986584463
[118,] -0.517599294 -0.78987602          NA  0.8085063145
[119,]  0.369025871 -1.41827917          NA -1.0313178114
[120,] -0.892323878 -1.91757638          NA  0.0627916178
[121,] -0.572344104 -0.03960202          NA  1.4774529655
[122,]  0.927776535  2.07103116          NA -0.1792417135
[123,] -0.416076979 -0.95018247          NA  0.7140300464
[124,]  1.623529875  0.51549418 -2.05538162            NA
[125,] -0.228195749 -1.32916919 -0.26093835            NA
[126,] -0.706258068 -0.66814001  2.11596550            NA
[127,]  1.193025454  0.89256146 -0.05766838            NA
[128,] -0.382506678 -0.30282146  0.03362538            NA
[129,] -0.402583573 -0.74905801 -0.34075426            NA
[130,]  0.822947876 -0.20663742 -0.61550284            NA
[131,]  0.506175336  2.32828463 -0.10918292            NA
[132,]  0.591323099 -0.58070729 -0.07675999            NA
[133,] -0.176866584  0.85886786  0.64298178            NA
[134,] -3.743677157 -1.40393686  0.66063455            NA
[135,]  1.713470926 -0.28919349  0.24799209            NA
[136,]  1.571581299  0.24214891 -0.92307279            NA
[137,] -0.787630158  2.22265327  0.55070888            NA
[138,] -0.837852498  1.08237926  0.01087045            NA
[139,]  0.052699734 -1.09028805  0.60588979            NA
[140,] -0.765841512 -0.81541396 -0.81300270            NA
[141,]  0.664919801 -1.16753952 -0.46133936            NA
[142,] -0.802568269          NA          NA  0.9431584732
[143,] -2.125343778          NA          NA -1.1707480600
[144,]  0.385595860          NA          NA  0.0111003134
[145,]  3.295803255          NA          NA  1.1010884028
[146,]           NA -0.28958405 -0.56772201 -0.0733686841
[147,]           NA -1.42464006  1.06689711 -0.0822230106
[148,]           NA  0.44894513 -0.33699841  0.8803794939
[149,]           NA -0.18904439  0.30607196 -0.5419351771
[150,]           NA  0.33519075 -0.36123416 -0.0931565502
[151,]           NA  0.34297762  0.38565105  0.9874555618
[152,]           NA -0.82263397 -0.95196891 -0.2930856141
[153,]           NA  0.19882054 -0.71901000  0.4055428542
[154,]           NA -1.46803482  0.54130352  0.3315411854
[155,]           NA -2.20309803 -1.36031455 -0.0521602589
[156,]           NA  0.33219795 -0.23573734 -0.1757393448
[157,]           NA  0.95931905 -0.90116244  0.8790246424
[158,]           NA -1.35630187 -0.53087438  1.1934641425
[159,]           NA  0.83510421  0.52508862 -0.4502474525
[160,]           NA  0.02118248  0.90594912 -0.3144518174
[161,]           NA  1.01103426 -0.84398830 -0.0516567762
[162,]           NA  1.02890323  1.21477729  0.4832659565
[163,]           NA  1.24969619 -0.10553369  1.7873201667
[164,]           NA -0.06575443  0.16055257 -0.2235052495
[165,]           NA  0.83334665  1.98969503  1.3895243061
[166,]           NA -1.25482299 -1.07865437  1.6944702369
[167,]           NA  0.52484483  0.10810948  0.1174947148
[168,]           NA -0.57513746 -0.21716571  0.6390936264
[169,]           NA -0.79149028 -1.48046417  0.9952893130
[170,]           NA  0.17581770  0.22758162 -1.0916886967
[171,]           NA  0.39904269 -1.52395748  1.0700442490
[172,]  0.511389878          NA -0.64494131            NA
[173,] -1.948610743          NA  0.04019013            NA
[174,]  0.442045920          NA  1.69203316            NA
[175,]           NA          NA  0.75140460  0.6874418253
[176,]           NA          NA  1.25137171  0.3095053944
[177,]           NA          NA  0.54396409  0.9831685065
[178,]           NA          NA -0.81481104 -0.2073050157
[179,]           NA          NA  1.63906471 -0.9006724775
[180,]           NA          NA -0.19201026  2.1786144642
[181,]           NA          NA  1.11470828 -0.3307240118
[182,]           NA          NA  2.31035093  0.4453697560
[183,]  0.581298451  2.76092288          NA            NA
[184,]  0.103199246 -0.36760634          NA            NA
[185,] -0.098188732  1.41595610          NA            NA
[186,]  2.157210064  0.13000205          NA            NA
[187,]  1.208729221  0.16323297          NA            NA
[188,] -1.344660306 -0.30451159          NA            NA
[189,] -0.536317942 -0.42458212          NA            NA
[190,]           NA          NA          NA            NA
[191,]           NA -0.16462574  2.19998420            NA
[192,]           NA -0.75715662  1.45956512            NA
[193,]           NA -0.50803331  0.95335609            NA
[194,]           NA -0.92050512 -2.66164007            NA
[195,]           NA          NA          NA -0.2405789137
[196,]           NA  0.91531826          NA            NA
[197,] -0.098905481          NA          NA            NA
[198,]  0.303372990          NA          NA            NA
[199,]  0.195594988          NA          NA            NA
[200,]           NA          NA  2.23388046            NA
               [,1]        [,2]        [,3]          [,4]
  [1,] -0.051025942  1.03191126  0.26637530 -1.5854895240
  [2,] -1.137744668 -0.74070190  0.71984010  1.6547585963
  [3,]  0.357053952          NA -0.43207593  1.1173828274
  [4,]           NA  0.45194972          NA  0.9607729346
  [5,]  0.737456194 -0.99203999          NA  0.8903587430
  [6,] -1.346711473  1.15386783 -0.18942721  0.4071279864
  [7,]  1.623529875  0.51549418 -2.05538162            NA
  [8,] -2.448287943  1.98232049 -0.50481022 -2.6475290881
  [9,] -0.052480306  1.83683035          NA  0.3778123636
 [10,] -0.802568269          NA          NA  0.9431584732
 [11,] -0.932737166  0.14897060  0.81709972 -0.2650952959
 [12,]           NA -0.28958405 -0.56772201 -0.0733686841
 [13,]  0.796487653  1.28047608  0.30343340 -1.8048256530
 [14,]  0.701710135  1.20099345          NA -0.5101267615
 [15,]           NA -0.40198618          NA -0.5577207046
 [16,]           NA -1.42464006  1.06689711 -0.0822230106
 [17,] -0.260653678  0.65694007  1.26435500 -0.1076201660
 [18,] -0.195596917 -0.20631424          NA  1.0848787459
 [19,]  0.511389878          NA -0.64494131            NA
 [20,]           NA          NA  0.75140460  0.6874418253
 [21,] -0.228195749 -1.32916919 -0.26093835            NA
 [22,]           NA  0.44894513 -0.33699841  0.8803794939
 [23,]           NA -0.57583296          NA  0.3693252569
 [24,]  1.847122338          NA  1.11496344 -1.4917537360
 [25,]           NA          NA  1.25137171  0.3095053944
 [26,]  0.581298451  2.76092288          NA            NA
 [27,]  1.904844057 -0.92520759 -0.33238404 -0.5623986510
 [28,]  0.609471627  2.01481818 -1.10517399  1.9898162343
 [29,] -0.212343605  0.02984841 -0.86137911 -1.8764823348
 [30,] -2.125343778          NA          NA -1.1707480600
 [31,] -0.851556113          NA  0.28822144  0.4064996354
 [32,] -0.706258068 -0.66814001  2.11596550            NA
 [33,] -0.655991102 -0.99343857  0.04319851  0.6271912923
 [34,] -0.237967243          NA -2.27224454 -0.2745669099
 [35,]  1.035400191 -0.17135886 -0.77640402 -0.4588137486
 [36,]           NA  0.89570011          NA  0.0005185966
 [37,] -0.294595506  0.16791868          NA  0.5419881322
 [38,]  1.193025454  0.89256146 -0.05766838            NA
 [39,]           NA -0.18904439  0.30607196 -0.5419351771
 [40,]  0.631145828 -0.72226742  0.90933758 -2.3159951875
 [41,] -0.793795625 -0.35186886 -0.11072594  2.0103533477
 [42,]           NA  0.33519075 -0.36123416 -0.0931565502
 [43,]  1.532321410 -0.78308946          NA  0.1250966413
 [44,]  0.767502579 -0.31714838 -0.79827982  0.0655042599
 [45,] -0.382506678 -0.30282146  0.03362538            NA
 [46,]  0.812952696 -1.27396486  0.30684928 -0.8351397205
 [47,] -0.203705450 -0.10411558  0.74869156  0.3016440166
 [48,] -0.057970210  0.45774291 -0.27825652  0.2648390215
 [49,] -1.031827423 -0.70668772 -0.06207548 -0.1010158054
 [50,]  0.009303670          NA  0.49073696 -0.0209694386
 [51,]  1.235259282 -0.85720006 -1.23183916 -0.1389573527
 [52,] -2.048524020 -1.35515917  0.59087405 -0.0303979909
 [53,]           NA  0.34297762  0.38565105  0.9874555618
 [54,] -0.301297644 -1.01699075 -0.70440913  0.2263346713
 [55,] -1.513543829 -1.11973266 -1.96227869 -2.5742897319
 [56,]  0.103199246 -0.36760634          NA            NA
 [57,]           NA -0.82263397 -0.95196891 -0.2930856141
 [58,]  1.606157242 -0.63280202          NA  0.4642771278
 [59,] -0.478850612 -1.66612189  2.03854634 -1.3118717178
 [60,]           NA          NA  0.54396409  0.9831685065
 [61,]  1.158166008          NA  0.59919110 -1.2842700118
 [62,] -1.174243567          NA  0.05862360 -0.0198455735
 [63,]           NA          NA          NA            NA
 [64,]  0.385595860          NA          NA  0.0111003134
 [65,]  0.094551081  0.63553680 -0.15654589  0.0059121347
 [66,]  0.131242429          NA -0.53910528  0.5506328760
 [67,] -0.098188732  1.41595610          NA            NA
 [68,] -0.300612022 -1.70070381  1.22988282 -0.6546776126
 [69,] -1.159845457  0.05718570  1.45562946  1.6324908467
 [70,] -0.642150416 -0.04533837          NA  2.0525508843
 [71,] -0.782312382          NA  0.55712520 -0.7669159753
 [72,] -1.298483325 -2.52297413  0.31736172 -0.3621335341
 [73,]           NA  0.87606079          NA -0.6999009206
 [74,]           NA  0.68521176          NA  0.8206379771
 [75,]  0.519472950          NA  0.22644095 -0.3832239862
 [76,]  1.060662676 -0.64139768          NA -0.2946388816
 [77,] -0.402583573 -0.74905801 -0.34075426            NA
 [78,]  0.338293880          NA -0.23810655  1.8713789556
 [79,]  0.155025907  0.12939877 -0.02914486 -0.4878702178
 [80,]  1.475573675  0.68916001 -1.49244088  1.0336653657
 [81,] -0.010702287  1.53338814  1.66013126 -0.9909853408
 [82,]           NA  0.19882054 -0.71901000  0.4055428542
 [83,]  2.157210064  0.13000205          NA            NA
 [84,]  0.822947876 -0.20663742 -0.61550284            NA
 [85,] -0.524458101          NA  0.79459444 -0.5590425156
 [86,] -0.963354292 -0.59312458  0.45990397  0.2503667653
 [87,]  2.073233356 -0.97734076          NA -0.1646725186
 [88,]           NA          NA -0.81481104 -0.2073050157
 [89,]           NA -1.46803482  0.54130352  0.3315411854
 [90,]           NA -1.70643867          NA -0.9063284137
 [91,] -0.779622411          NA -0.50563313 -0.0051279384
 [92,]  0.837103108 -0.98955314 -0.79603257 -2.3372053849
 [93,] -0.317285689          NA -0.59627424 -1.7297375077
 [94,]           NA -0.16462574  2.19998420            NA
 [95,] -0.841001729  0.59943596 -2.67096918  0.1036742234
 [96,]           NA -2.20309803 -1.36031455 -0.0521602589
 [97,]           NA          NA  1.63906471 -0.9006724775
 [98,]  0.688516318 -0.10648138  0.52716969  0.0544868401
 [99,]           NA  0.33219795 -0.23573734 -0.1757393448
[100,] -2.512694991  0.28842031 -0.75076504  0.7325839185
[101,]           NA -0.75715662  1.45956512            NA
[102,]           NA  0.95931905 -0.90116244  0.8790246424
[103,]  1.754509721 -0.25019346          NA  0.7443758168
[104,]  1.098095449  0.76316012 -0.79343584  0.5206784441
[105,]  1.485702905 -1.76340566 -0.59920004  1.7504791870
[106,]  1.208729221  0.16323297          NA            NA
[107,]           NA -1.35630187 -0.53087438  1.1934641425
[108,] -0.842452868 -0.62281339  0.57161698 -2.8481951945
[109,]           NA  0.83510421  0.52508862 -0.4502474525
[110,] -0.490816743  0.63913587 -0.82401938 -0.0072924944
[111,]  0.215243289 -0.93605742  1.30447839 -0.2043088770
[112,]           NA  0.02118248  0.90594912 -0.3144518174
[113,] -0.830006360 -1.90380174 -0.76051634 -0.1169638407
[114,]  0.809358529 -0.65582465          NA  0.7233829098
[115,]           NA  1.01103426 -0.84398830 -0.0516567762
[116,]  1.070960145 -1.59702129  0.98161072 -1.0729854850
[117,]  0.506175336  2.32828463 -0.10918292            NA
[118,]  0.591323099 -0.58070729 -0.07675999            NA
[119,]  0.476530277 -0.02673325  0.65377108 -1.1848544820
[120,] -1.017196847 -0.47291384  0.36706708 -0.3608609078
[121,]           NA          NA -0.19201026  2.1786144642
[122,] -0.176866584  0.85886786  0.64298178            NA
[123,] -1.948610743          NA  0.04019013            NA
[124,]           NA  1.02890323  1.21477729  0.4832659565
[125,]           NA  1.24969619 -0.10553369  1.7873201667
[126,]           NA -0.06575443  0.16055257 -0.2235052495
[127,]  0.484913280 -1.20868248          NA  1.0907297858
[128,]           NA          NA  1.11470828 -0.3307240118
[129,] -0.474763202          NA  1.72308303 -0.4791099484
[130,] -0.008291175 -0.33831665  0.74036497 -1.4209131675
[131,] -1.125211588 -1.65143196          NA -0.3986584463
[132,]  1.284127728  1.12460780  0.03250338 -1.1011393332
[133,] -1.354375363 -1.26541631 -0.37293773  0.3254526923
[134,] -0.839179427  1.33767416 -1.35241345  1.9113899364
[135,] -0.517599294 -0.78987602          NA  0.8085063145
[136,]           NA  0.83334665  1.98969503  1.3895243061
[137,] -0.844985243          NA -1.70001235  0.8902857188
[138,] -0.418780116  0.70837069 -1.43742676 -0.9212967108
[139,]  0.918714264 -0.56709479  0.57801071 -1.4068872169
[140,]  1.125158840  0.02581628  2.64045778  0.2266564224
[141,] -0.562413135          NA  0.14428965  0.0902182508
[142,]  0.021182810 -0.60089949  0.21375396 -0.5133195277
[143,]           NA -0.50803331  0.95335609            NA
[144,]           NA -1.25482299 -1.07865437  1.6944702369
[145,]           NA  0.52484483  0.10810948  0.1174947148
[146,] -0.473036035 -1.04329837 -0.46985619 -2.0639301214
[147,]           NA          NA          NA -0.2405789137
[148,]  0.553142873 -1.51099877  1.53236015 -1.1055201414
[149,]  0.506367059  1.72095338 -1.06644872 -0.2239129908
[150,] -3.743677157 -1.40393686  0.66063455            NA
[151,] -0.131732776          NA -1.50070744  0.4095047652
[152,]  0.240416725          NA -1.85839788 -1.0559498223
[153,]  1.990809515 -0.96216288  0.00742618  2.0144333693
[154,] -0.182487990  0.26134306  1.14593448 -1.4939929702
[155,] -1.267997874 -1.07968327 -0.92712920 -0.1770108653
[156,] -0.317907975 -0.19737447 -1.55225272 -1.0966408260
[157,] -0.080050877          NA  0.28563656  0.4098172497
[158,] -0.071726110  2.36427236  0.88181710 -1.5447178676
[159,]  1.713470926 -0.28919349  0.24799209            NA
[160,]           NA -0.92050512 -2.66164007            NA
[161,]           NA -0.57513746 -0.21716571  0.6390936264
[162,]           NA -0.79149028 -1.48046417  0.9952893130
[163,] -1.130164325 -0.51786181  2.38916577 -0.1021340164
[164,]  0.369025871 -1.41827917          NA -1.0313178114
[165,] -0.892323878 -1.91757638          NA  0.0627916178
[166,]           NA  0.91531826          NA            NA
[167,] -0.601782559          NA -0.45064430 -1.0977576135
[168,] -1.151693248 -1.14964916 -0.56464632 -0.3697394033
[169,]  0.943578922  1.14303091 -1.26289063  0.4112015348
[170,] -0.572344104 -0.03960202          NA  1.4774529655
[171,]           NA          NA  2.31035093  0.4453697560
[172,] -1.344660306 -0.30451159          NA            NA
[173,]  0.442045920          NA  1.69203316            NA
[174,] -0.372443334  0.61834135 -0.32420620 -0.1981205623
[175,]  1.571581299  0.24214891 -0.92307279            NA
[176,] -0.787630158  2.22265327  0.55070888            NA
[177,]           NA  0.17581770  0.22758162 -1.0916886967
[178,]  0.927776535  2.07103116          NA -0.1792417135
[179,] -0.098905481          NA          NA            NA
[180,] -0.837852498  1.08237926  0.01087045            NA
[181,]  0.294747085  1.95716013  0.95632147  0.9080378901
[182,] -0.057505977 -0.50062142 -0.84908820 -0.8670265808
[183,]  0.303372990          NA          NA            NA
[184,] -0.836349800  0.28183159  0.41538510  0.0931151377
[185,]           NA          NA  2.23388046            NA
[186,] -0.536317942 -0.42458212          NA            NA
[187,] -0.416076979 -0.95018247          NA  0.7140300464
[188,] -0.273056945 -1.16839427  0.82269960 -0.3222109331
[189,]           NA  0.39904269 -1.52395748  1.0700442490
[190,]  3.295803255          NA          NA  1.1010884028
[191,]  0.996276933  0.65219289 -0.82933075 -1.3947356328
[192,]  0.960699249 -0.69268897 -0.77403715 -0.8382924149
[193,]  0.498588035 -1.18152816 -1.02715882  1.1759804486
[194,]  0.195594988          NA          NA            NA
[195,]  0.052699734 -1.09028805  0.60588979            NA
[196,]           NA -0.22280366          NA  0.9236293076
[197,]  1.529670325 -0.97518477 -0.03427624  0.7015159093
[198,]  1.216047924 -1.98287169  0.48800924  1.6805467131
[199,] -0.765841512 -0.81541396 -0.81300270            NA
[200,]  0.664919801 -1.16753952 -0.46133936            NA

MissMech documentation built on May 2, 2019, 1:08 p.m.