predict.selection: Predict method for fitted sample selection models

Description Usage Arguments Value Author(s) See Also Examples

View source: R/predict.selection.R

Description

Calculate predicted values for sample selection models fitted with function selection.

Usage

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   ## S3 method for class 'selection'
predict( object, newdata = NULL,
   part = ifelse( type %in% c( "unconditional", "conditional" ),
      "outcome", "selection" ),
   type = "unconditional", ... )

Arguments

object

a fitted object of class selection.

newdata

optionally, a data frame in which to look for variables with which to predict. If omitted, the fitted linear predictors or the fitted response values are returned.

part

character string indicating for which equation the predicted variables should be calculated: "selection" for the predicted values of the selection equation and "outcome" for the predicted values of the outcome equation; this argument is automatically chosen depending on the value of argument type.

type

if argument type is "link" and argument part is "selection", the linear predictors of the selection equation are returned; if argument type is "response" and argument part is "selection", the predicted probabilities of the selection equation are returned; if argument type is "unconditional" and argument part is "outcome", the unconditional expectations are returned, i.e. E[y|X] = X %*% beta; if argument type is "conditional" and argument part is "outcome", the conditional expectations are returned, i.e. E[y|X,Z,w=1] = X %*% beta + rho * sigma * dnorm( Z %*% gamma ) / pnorm( Z %*% gamma ).

...

further arguments (currently ignored).

Value

In most cases, a numeric vector of the predicted values is returned. However, there are three exceptions: (i) when predicting the unconditional expectations of a Tobit-5 model, a matrix with two columns is returned, where the two columns correspond to the two outcome equations (E[yo1] and E[yo2]); (ii) when predicting the conditional expectations of a Tobit-2 model, a matrix with two columns is returned, where the first column returns the expectations conditional on the observation being not selected (E[yo|ys=0]), while the second column returns the expectations conditional on the observation being selected (E[yo|ys=1]); (iii) when predicting the conditional expectations of a Tobit-5 model, a matrix with four columns is returned, where the first two columns return the conditional expectations of the first outcome equation (E[yo1|ys=0] and E[yo1|ys=1]) and the last two columns return the conditional expectations of the second outcome equation (E[yo2|ys=0] and E[yo2|ys=1]).

Author(s)

Arne Henningsen and ‘fg nu’ (the code is partly based on the code posted by ‘fg nu’ at https://stackoverflow.com/questions/14005788/predict-function-for-heckman-model)

See Also

selection, predict, predict.probit, residuals.selection, and selection-methods.

Examples

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## Greene( 2003 ): example 22.8, page 786
data( Mroz87 )
Mroz87$kids  <- ( Mroz87$kids5 + Mroz87$kids618 > 0 )

# ML estimation
m <- selection( lfp ~ age + I( age^2 ) + faminc + kids + educ,
   wage ~ exper + I( exper^2 ) + educ + city, Mroz87 )
   
predict( m )
predict( m, type = "conditional" ) 
predict( m, type = "link" ) 
predict( m, type = "response" ) 
predict( m, newdata = Mroz87[ 3:9, ] ) 

Example output

Loading required package: maxLik
Loading required package: miscTools

Please cite the 'maxLik' package as:
Henningsen, Arne and Toomet, Ott (2011). maxLik: A package for maximum likelihood estimation in R. Computational Statistics 26(3), 443-458. DOI 10.1007/s00180-010-0217-1.

If you have questions, suggestions, or comments regarding the 'maxLik' package, please use a forum or 'tracker' at maxLik's R-Forge site:
https://r-forge.r-project.org/projects/maxlik/
       1        2        3        4        5        6        7        8 
3.890836 4.104311 3.915693 3.684508 5.071565 4.774115 5.643041 4.369198 
       9       10       11       12       13       14       15       16 
4.130052 4.060469 3.915693 3.433831 3.521037 4.337365 3.217026 3.752963 
      17       18       19       20       21       22       23       24 
4.483388 4.131037 4.553594 3.763439 5.485802 3.815021 4.892549 3.915693 
      25       26       27       28       29       30       31       32 
4.077377 6.792023 4.731673 4.209968 5.996051 3.711026 4.295993 6.089570 
      33       34       35       36       37       38       39       40 
4.397346 4.337365 6.472316 3.064032 4.411311 3.305912 5.044062 6.546575 
      41       42       43       44       45       46       47       48 
3.548801 4.337365 5.959057 3.789334 3.684508 3.630848 6.063883 4.083871 
      49       50       51       52       53       54       55       56 
3.940341 3.684508 4.287029 4.752998 3.915693 2.583291 3.434486 6.037988 
      57       58       59       60       61       62       63       64 
5.770518 6.520888 5.729737 4.131037 4.927051 4.235863 2.433530 4.362222 
      65       66       67       68       69       70       71       72 
4.287029 2.012480 6.175862 4.261550 4.209968 4.130052 4.287029 4.312301 
      73       74       75       76       77       78       79       80 
3.317384 3.347540 4.312301 4.459570 3.576358 6.861607 5.580983 4.131037 
      81       82       83       84       85       86       87       88 
1.788369 5.177621 4.235863 5.045047 2.870855 6.973425 5.293226 3.088555 
      89       90       91       92       93       94       95       96 
5.554880 3.865772 4.386870 4.261550 4.362222 4.131037 3.865772 4.083871 
      97       98       99      100      101      102      103      104 
4.576581 4.479892 3.684508 4.033363 4.022887 3.890836 4.209968 6.089570 
     105      106      107      108      109      110      111      112 
3.763439 4.588042 3.556036 4.175403 4.459570 4.050236 6.442580 5.580462 
     113      114      115      116      117      118      119      120 
6.140322 6.494993 4.362222 4.026382 4.688400 4.209968 6.280356 3.269855 
     121      122      123      124      125      126      127      128 
4.916575 3.650060 3.603707 5.693793 6.468891 3.964782 5.905398 3.915693 
     129      130      131      132      133      134      135      136 
5.643041 1.883005 3.521037 3.521037 4.235863 4.640870 3.565882 4.077377 
     137      138      139      140      141      142      143      144 
4.131037 5.349555 4.050236 4.530400 4.774115 6.951477 5.467605 4.197766 
     145      146      147      148      149      150      151      152 
2.890535 4.131037 4.261550 4.337365 5.325321 6.239332 6.175862 5.632565 
     153      154      155      156      157      158      159      160 
4.157555 6.011886 6.416062 6.468891 3.630848 6.427381 4.587057 4.261550 
     161      162      163      164      165      166      167      168 
4.002565 6.037988 5.373580 5.718857 4.530400 2.760021 6.838620 5.276232 
     169      170      171      172      173      174      175      176 
4.131037 3.815021 3.119353 4.530400 4.235863 3.423355 4.287029 1.010932 
     177      178      179      180      181      182      183      184 
6.150798 3.532010 3.737336 4.261550 5.123978 3.752963 4.337365 5.123978 
     185      186      187      188      189      190      191      192 
4.022887 2.926490 6.190242 4.718555 3.711026 4.209968 4.013041 3.358016 
     193      194      195      196      197      198      199      200 
4.183865 2.941286 4.534382 4.157555 4.013041 4.337365 4.794370 5.878256 
     201      202      203      204      205      206      207      208 
4.209968 5.985575 6.442580 3.890836 4.241871 2.642025 4.337365 3.940341 
     209      210      211      212      213      214      215      216 
4.692868 3.840500 4.576581 3.684508 4.209968 2.976826 4.175403 5.539046 
     217      218      219      220      221      222      223      224 
4.077377 3.458688 4.553594 2.634791 4.688400 4.209968 3.684508 3.815021 
     225      226      227      228      229      230      231      232 
6.239332 6.416062 4.157555 6.307912 4.576581 3.630848 3.815021 2.324811 
     233      234      235      236      237      238      239      240 
3.815021 4.479892 4.013041 4.157555 2.194867 4.483388 6.520888 6.744595 
     241      242      243      244      245      246      247      248 
4.411311 4.744035 4.261550 4.131037 4.235863 3.630848 2.651872 3.398291 
     249      250      251      252      253      254      255      256 
4.060469 6.037988 4.534382 1.748338 6.287590 4.534382 4.209968 3.880360 
     257      258      259      260      261      262      263      264 
4.588042 4.576581 3.548801 3.398291 4.050236 6.520888 5.757886 6.037988 
     265      266      267      268      269      270      271      272 
3.099031 3.620372 4.235863 4.104311 5.071565 5.431727 5.344068 2.112321 
     273      274      275      276      277      278      279      280 
1.580747 3.548801 3.711026 5.276232 4.235863 3.576358 4.459570 5.513371 
     281      282      283      284      285      286      287      288 
6.427381 4.157555 4.362222 4.261550 5.056365 4.916575 3.163367 4.337365 
     289      290      291      292      293      294      295      296 
4.459570 4.435544 4.337365 5.175560 5.915874 3.774390 2.689453 4.576581 
     297      298      299      300      301      302      303      304 
4.459570 6.559693 4.666451 6.647247 4.197766 6.150798 3.173843 6.063883 
     305      306      307      308      309      310      311      312 
3.726860 4.087853 3.978539 2.222216 3.804545 4.183865 3.321853 7.059141 
     313      314      315      316      317      318      319      320 
4.459570 4.815727 6.792023 4.625036 3.989015 3.630848 4.287029 3.940341 
     321      322      323      324      325      326      327      328 
4.337365 4.050236 2.177786 3.283756 4.287029 3.684508 4.209968 3.576358 
     329      330      331      332      333      334      335      336 
3.684508 6.494993 4.386870 6.368896 4.175403 2.901011 4.261550 3.915693 
     337      338      339      340      341      342      343      344 
3.865772 4.131037 4.483388 4.411311 6.011886 4.769306 4.819227 3.890836 
     345      346      347      348      349      350      351      352 
5.718857 6.416062 4.576581 5.149873 4.022887 6.494993 4.553594 5.201040 
     353      354      355      356      357      358      359      360 
3.737336 4.386870 6.520888 5.985575 6.287590 4.022887 2.838953 3.890836 
     361      362      363      364      365      366      367      368 
4.209968 6.214891 5.071565 4.131037 4.530400 3.306434 3.763439 6.165386 
     369      370      371      372      373      374      375      376 
6.696337 6.125526 4.779782 3.737336 5.149873 3.940341 2.634791 3.684508 
     377      378      379      380      381      382      383      384 
4.534382 5.565356 4.077377 2.077196 5.539046 4.804846 3.940341 3.001682 
     385      386      387      388      389      390      391      392 
4.107065 5.841061 2.716838 4.287029 5.201040 4.599360 1.148806 5.261852 
     393      394      395      396      397      398      399      400 
3.815021 6.442580 5.349555 4.534382 1.667948 5.693793 5.251375 5.782326 
     401      402      403      404      405      406      407      408 
5.018321 1.748338 4.881576 4.050236 4.506998 4.483388 4.459570 4.077377 
     409      410      411      412      413      414      415      416 
4.013041 2.433530 3.890836 6.468891 3.865772 4.576581 4.909340 4.452335 
     417      418      419      420      421      422      423      424 
5.888732 1.802828 4.060469 3.332329 4.312301 4.209968 6.175862 2.662348 
     425      426      427      428      429      430      431      432 
4.506998 4.987405 4.337365 4.157555       NA       NA       NA       NA 
     433      434      435      436      437      438      439      440 
      NA       NA       NA       NA       NA       NA       NA       NA 
     441      442      443      444      445      446      447      448 
      NA       NA       NA       NA       NA       NA       NA       NA 
     449      450      451      452      453      454      455      456 
      NA       NA       NA       NA       NA       NA       NA       NA 
     457      458      459      460      461      462      463      464 
      NA       NA       NA       NA       NA       NA       NA       NA 
     465      466      467      468      469      470      471      472 
      NA       NA       NA       NA       NA       NA       NA       NA 
     473      474      475      476      477      478      479      480 
      NA       NA       NA       NA       NA       NA       NA       NA 
     481      482      483      484      485      486      487      488 
      NA       NA       NA       NA       NA       NA       NA       NA 
     489      490      491      492      493      494      495      496 
      NA       NA       NA       NA       NA       NA       NA       NA 
     497      498      499      500      501      502      503      504 
      NA       NA       NA       NA       NA       NA       NA       NA 
     505      506      507      508      509      510      511      512 
      NA       NA       NA       NA       NA       NA       NA       NA 
     513      514      515      516      517      518      519      520 
      NA       NA       NA       NA       NA       NA       NA       NA 
     521      522      523      524      525      526      527      528 
      NA       NA       NA       NA       NA       NA       NA       NA 
     529      530      531      532      533      534      535      536 
      NA       NA       NA       NA       NA       NA       NA       NA 
     537      538      539      540      541      542      543      544 
      NA       NA       NA       NA       NA       NA       NA       NA 
     545      546      547      548      549      550      551      552 
      NA       NA       NA       NA       NA       NA       NA       NA 
     553      554      555      556      557      558      559      560 
      NA       NA       NA       NA       NA       NA       NA       NA 
     561      562      563      564      565      566      567      568 
      NA       NA       NA       NA       NA       NA       NA       NA 
     569      570      571      572      573      574      575      576 
      NA       NA       NA       NA       NA       NA       NA       NA 
     577      578      579      580      581      582      583      584 
      NA       NA       NA       NA       NA       NA       NA       NA 
     585      586      587      588      589      590      591      592 
      NA       NA       NA       NA       NA       NA       NA       NA 
     593      594      595      596      597      598      599      600 
      NA       NA       NA       NA       NA       NA       NA       NA 
     601      602      603      604      605      606      607      608 
      NA       NA       NA       NA       NA       NA       NA       NA 
     609      610      611      612      613      614      615      616 
      NA       NA       NA       NA       NA       NA       NA       NA 
     617      618      619      620      621      622      623      624 
      NA       NA       NA       NA       NA       NA       NA       NA 
     625      626      627      628      629      630      631      632 
      NA       NA       NA       NA       NA       NA       NA       NA 
     633      634      635      636      637      638      639      640 
      NA       NA       NA       NA       NA       NA       NA       NA 
     641      642      643      644      645      646      647      648 
      NA       NA       NA       NA       NA       NA       NA       NA 
     649      650      651      652      653      654      655      656 
      NA       NA       NA       NA       NA       NA       NA       NA 
     657      658      659      660      661      662      663      664 
      NA       NA       NA       NA       NA       NA       NA       NA 
     665      666      667      668      669      670      671      672 
      NA       NA       NA       NA       NA       NA       NA       NA 
     673      674      675      676      677      678      679      680 
      NA       NA       NA       NA       NA       NA       NA       NA 
     681      682      683      684      685      686      687      688 
      NA       NA       NA       NA       NA       NA       NA       NA 
     689      690      691      692      693      694      695      696 
      NA       NA       NA       NA       NA       NA       NA       NA 
     697      698      699      700      701      702      703      704 
      NA       NA       NA       NA       NA       NA       NA       NA 
     705      706      707      708      709      710      711      712 
      NA       NA       NA       NA       NA       NA       NA       NA 
     713      714      715      716      717      718      719      720 
      NA       NA       NA       NA       NA       NA       NA       NA 
     721      722      723      724      725      726      727      728 
      NA       NA       NA       NA       NA       NA       NA       NA 
     729      730      731      732      733      734      735      736 
      NA       NA       NA       NA       NA       NA       NA       NA 
     737      738      739      740      741      742      743      744 
      NA       NA       NA       NA       NA       NA       NA       NA 
     745      746      747      748      749      750      751      752 
      NA       NA       NA       NA       NA       NA       NA       NA 
     753 
      NA 
    E[yo|ys=0] E[yo|ys=1]
1     4.241346  3.5861105
2     4.444623  3.7898561
3     4.292050  3.6345252
4     4.034724  3.3795056
5     5.483393  4.8203420
6     5.113886  4.4591369
7     6.136944  5.4517826
8     4.708073  4.0533509
9     4.450065  3.7954473
10    4.442262  3.7840639
11    4.298575  3.6402341
12    3.793205  3.1373588
13    3.851905  3.1973406
14    4.698726  4.0427178
15    3.549541  2.8949575
16    4.100499  3.4454263
17    4.847442  4.1911993
18    4.510819  3.8528776
19    5.030537  4.3509302
20    4.138634  3.4812449
21    5.986221  5.2987969
22    4.270028  3.5968678
23    5.369887  4.6901565
24    4.382484  3.7059658
25    4.413503  3.7588536
26    7.314490  6.6188970
27    4.961859  4.2929169
28    4.575398  3.9190290
29    6.490578  5.8052025
30    4.210654  3.5235079
31    4.662207  4.0057638
32    6.412261  5.7576851
33    4.809905  4.1467125
34    4.620115  3.9627987
35    6.939552  6.2629018
36    3.403883  2.7491310
37    4.881455  4.2039368
38    3.600476  2.9444603
39    5.505874  4.8308050
40    7.192049  6.4375486
41    3.880132  3.2255625
42    4.621954  3.9648682
43    6.421178  5.7460203
44    4.111946  3.4573699
45    4.019005  3.3643897
46    3.980607  3.3254146
47    6.496700  5.8291767
48    4.557579  3.8789756
49    4.341817  3.6806498
50    4.002793  3.3481377
51    4.643926  3.9882692
52    5.005887  4.3432271
53    4.291024  3.6336192
54    2.849801  2.1899621
55    3.749144  3.0943839
56    6.633401  5.9054601
57    6.161066  5.5016485
58    7.207690  6.4288215
59    6.116336  5.4574888
60    4.500867  3.8440648
61    5.393497  4.7170808
62    4.605283  3.9485228
63    2.764387  2.1098225
64    4.809436  4.1383582
65    4.650773  3.9945581
66    2.408934  1.7486020
67    6.649630  5.9710083
68    4.755571  4.0703685
69    4.597364  3.9384046
70    4.406994  3.7488755
71    4.784465  4.0980854
72    4.713164  4.0521017
73    3.513076  2.8301597
74    3.659540  3.0046795
75    4.649377  3.9947048
76    4.781428  4.1268416
77    3.929742  3.2743294
78    7.418694  6.7087348
79    6.007407  5.3413366
80    4.406603  3.7482786
81    2.041882  1.3793668
82    5.419999  4.7546888
83    4.533086  3.8773040
84    5.401953  4.7462958
85    3.166545  2.5106302
86    7.340761  6.6842097
87    5.543559  4.8802937
88    3.348827  2.6877794
89    6.027449  5.3491949
90    4.240021  3.5827404
91    4.759053  4.1020020
92    4.620980  3.9651295
93    4.747163  4.0885452
94    4.464080  3.8094888
95    4.213050  3.5579903
96    4.429185  3.7742202
97    4.940881  4.2846158
98    4.879434  4.2185946
99    4.151819  3.4751467
100   4.441007  3.7787435
101   4.391055  3.7344218
102   4.284411  3.6245338
103   4.547760  3.8930691
104   6.615856  5.9187695
105   4.135434  3.4784028
106   4.980423  4.3207299
107   3.990861  3.3228650
108   4.513506  3.8588067
109   4.826065  4.1695954
110   4.438687  3.7795766
111   6.920094  6.2403082
112   5.956450  5.2989686
113   6.611897  5.9339456
114   7.159544  6.3940591
115   4.758395  4.0981080
116   4.421406  3.7613019
117   5.123452  4.4554021
118   4.576090  3.9196557
119   6.932693  6.1742939
120   3.685355  3.0215838
121   5.190269  4.5316544
122   4.121983  3.4439255
123   3.968227  3.3119418
124   6.155236  5.4802718
125   7.105530  6.3559587
126   4.337469  3.6803628
127   6.371729  5.6953466
128   4.272827  3.6171531
129   5.964951  5.3103656
130   2.162378  1.5046087
131   3.864718  3.2098244
132   3.840721  3.1860969
133   4.605921  3.9490957
134   5.077674  4.4092053
135   3.898938  3.2443469
136   4.410629  3.7560349
137   4.527517  3.8671805
138   5.787096  5.1184488
139   4.415593  3.7592310
140   4.954320  4.2887965
141   5.039676  4.3796618
142   7.574419  6.8322880
143   5.891447  5.2259409
144   4.473789  3.8155342
145   3.188272  2.5325331
146   4.487518  3.8318915
147   4.601694  3.9469329
148   4.742616  4.0807867
149   5.649717  4.9951586
150   6.741903  6.0537161
151   6.706479  6.0076702
152   6.079939  5.4088204
153   4.531266  3.8740459
154   6.455310  5.7852055
155   7.064920  6.3085048
156   6.977577  6.2871817
157   3.967765  3.3130970
158   7.058444  6.3119314
159   4.951795  4.2954899
160   4.631892  3.9750370
161   4.348213  3.6932329
162   6.551366  5.8592352
163   5.799489  5.1335317
164   6.185898  5.5093060
165   5.009442  4.3291736
166   3.049813  2.3933236
167   7.478715  6.7272274
168   5.856080  5.1356968
169   4.490327  3.8344875
170   4.279190  3.6034399
171   3.461390  2.8065618
172   4.764473  4.0967554
173   4.574713  3.9199918
174   3.847482  3.1819142
175   4.654637  3.9980587
176   1.282470  0.6235064
177   6.637986  5.9550815
178   4.003708  3.3257191
179   4.044014  3.3888940
180   4.608250  3.9532195
181   5.566307  4.8964792
182   4.118567  3.4621812
183   4.653854  3.9991514
184   5.576978  4.9043647
185   4.412121  3.7528974
186   3.287225  2.6312684
187   6.851080  6.0877689
188   5.045281  4.3907327
189   4.071552  3.4156126
190   4.655304  3.9847124
191   4.349210  3.6945601
192   3.709646  3.0543440
193   4.540416  3.8847847
194   3.225570  2.5684474
195   4.944647  4.2818946
196   4.549675  3.8900215
197   4.396255  3.7378705
198   4.741956  4.0802445
199   5.194260  4.5333627
200   6.399757  5.7045381
201   4.624313  3.9607710
202   6.498837  5.8067500
203   7.079132  6.3296087
204   4.234693  3.5797926
205   4.638282  3.9779572
206   2.919005  2.2608922
207   4.705453  4.0488273
208   4.308619  3.6519749
209   5.203784  4.5125684
210   4.366392  3.6694608
211   4.978999  4.3176692
212   4.044820  3.3888980
213   4.584078  3.9268127
214   3.152610  2.4586785
215   4.533038  3.8773266
216   6.106131  5.3916860
217   4.454700  3.7970607
218   3.791657  3.1370666
219   5.023352  4.3459496
220   2.949301  2.2945362
221   5.028648  4.3738830
222   4.554130  3.8992163
223   4.146885  3.4716531
224   4.197129  3.5388898
225   6.719815  6.0390888
226   6.935085  6.2408196
227   4.538323  3.8802568
228   6.843967  6.1429555
229   4.970939  4.3109397
230   3.995787  3.3394634
231   4.195297  3.5372933
232   2.594847  1.9356306
233   4.161813  3.5067777
234   4.842471  4.1863582
235   4.382791  3.7259976
236   4.548348  3.8888941
237   2.411315  1.7375024
238   4.812572  4.1580196
239   7.072668  6.3650298
240   7.290529  6.5853981
241   4.836276  4.1705255
242   5.140085  4.4798181
243   4.624499  3.9683545
244   4.503170  3.8461238
245   4.579584  3.9246884
246   4.001029  3.3441908
247   2.926345  2.2678526
248   3.739165  3.0843793
249   4.455278  3.7952079
250   6.506949  5.8297855
251   4.989428  4.3162571
252   1.979617  1.3110261
253   6.820677  6.1208733
254   4.901825  4.2452635
255   4.583945  3.9266946
256   4.276362  3.6161029
257   4.998797  4.3359510
258   4.824501  4.1606419
259   3.936568  3.2775560
260   3.721649  3.0670807
261   4.414025  3.7578061
262   7.013194  6.3285757
263   6.185491  5.5191580
264   6.527561  5.8438633
265   3.288060  2.6017261
266   3.943951  3.2893857
267   4.612026  3.9545246
268   4.479703  3.8222913
269   5.494879  4.8294870
270   5.911652  5.2311039
271   5.710734  5.0542479
272   2.410789  1.7551092
273   1.780610  1.0997047
274   3.912212  3.2560268
275   4.241750  3.5428981
276   5.843043  5.1287230
277   4.621137  3.9624737
278   3.959636  3.3012431
279   4.984819  4.2881400
280   5.920028  5.2579454
281   6.868828  6.1992204
282   4.533568  3.8760837
283   4.714993  4.0596193
284   4.763649  4.0756298
285   5.495826  4.8267108
286   5.375952  4.7015752
287   3.601105  2.9324101
288   4.690639  4.0352335
289   4.860862  4.1997260
290   4.765251  4.1106953
291   4.831094  4.1459921
292   5.708042  5.0084827
293   6.467293  5.7598109
294   4.185263  3.5223946
295   2.979477  2.3230119
296   5.017710  4.3481817
297   4.860959  4.1998069
298   6.893970  6.2393583
299   5.111950  4.4413163
300   7.167482  6.4727514
301   4.671640  3.9929858
302   6.659358  5.9690091
303   3.517659  2.8627596
304   6.525769  5.8506785
305   4.083330  3.4277045
306   4.474160  3.8153536
307   4.333539  3.6780178
308   2.467243  1.8026408
309   4.199368  3.5392958
310   4.577776  3.9178466
311   3.615735  2.9596557
312   7.469563  6.8067805
313   4.857342  4.1967956
314   5.175452  4.5195775
315   7.264156  6.5860349
316   5.025396  4.3644193
317   4.444617  3.7712931
318   3.985032  3.3295659
319   4.800993  4.1086433
320   4.266378  3.6118281
321   4.816463  4.1361773
322   4.502915  3.8303882
323   2.461440  1.8042381
324   3.705248  3.0402445
325   4.618196  3.9636284
326   3.968858  3.3117429
327   4.505107  3.8491431
328   3.984310  3.3219893
329   4.046559  3.3904922
330   7.034304  6.3319513
331   4.767890  4.1097916
332   7.020177  6.2623817
333   4.461489  3.8045837
334   3.217581  2.5628809
335   4.601790  3.9470252
336   4.267562  3.6122450
337   4.352837  3.6699736
338   4.508212  3.8505905
339   4.871127  4.2121184
340   4.712395  4.0569153
341   6.467605  5.7942488
342   5.176119  4.5140073
343   5.241556  4.5763747
344   4.245951  3.5904217
345   6.202137  5.5205116
346   7.013223  6.2844122
347   5.057011  4.3763016
348   5.544908  4.8848026
349   4.206595  3.5173411
350   7.226410  6.4189414
351   5.052849  4.3658344
352   5.581091  4.9231156
353   4.110207  3.4530807
354   4.748609  4.0925688
355   7.043908  6.3481005
356   6.477517  5.7930222
357   6.950251  6.1858745
358   4.374986  3.7196546
359   3.109555  2.4504349
360   4.251644  3.5956817
361   4.595472  3.9367776
362   6.684902  6.0074231
363   5.517918  4.8470637
364   4.541585  3.8787788
365   4.865135  4.2105150
366   3.580322  2.9217376
367   4.134686  3.4777351
368   6.643641  5.9636217
369   7.276235  6.5558280
370   6.586341  5.9115568
371   5.243709  4.5680295
372   4.104191  3.4476863
373   5.565909  4.9020305
374   4.304248  3.6480182
375   2.928745  2.2726725
376   4.054427  3.3976154
377   4.912655  4.2549004
378   6.042662  5.3629413
379   4.478138  3.8170929
380   2.325842  1.6621644
381   6.003562  5.3277109
382   5.232017  4.5657809
383   4.430461  3.7465806
384   3.332405  2.6778418
385   4.473370  3.8169184
386   6.607127  5.7759203
387   3.026970  2.3720281
388   4.641666  3.9861698
389   5.731192  5.0325692
390   5.107167  4.4170930
391   1.345331  0.6628238
392   5.711276  5.0396192
393   4.223423  3.5610192
394   6.953306  6.2621606
395   5.800819  5.1286726
396   4.966836  4.2993970
397   1.851163  1.1616308
398   6.328263  5.5798861
399   5.642722  4.9831855
400   6.274659  5.5900316
401   5.454065  4.7858506
402   2.031943  1.3747354
403   5.348042  4.6716199
404   4.422936  3.7658277
405   4.885966  4.2281265
406   4.869756  4.2109409
407   4.832667  4.1755154
408   4.462017  3.8034407
409   4.516652  3.8280940
410   2.801264  2.1446735
411   4.260403  3.6036285
412   6.998519  6.3001057
413   4.214465  3.5593318
414   5.016490  4.3472645
415   5.363044  4.6902399
416   4.854437  4.1931621
417   6.435022  5.7297400
418   2.077012  1.4184742
419   4.432318  3.7753031
420   3.683995  3.0286907
421   4.618193  3.9630276
422   4.566980  3.9113148
423   6.664983  5.9814363
424   2.989017  2.3344688
425   4.911344  4.2496766
426   5.403046  4.7392462
427   4.716615  4.0587408
428   4.492157  3.8375397
429         NA         NA
430         NA         NA
431         NA         NA
432         NA         NA
433         NA         NA
434         NA         NA
435         NA         NA
436         NA         NA
437         NA         NA
438         NA         NA
439         NA         NA
440         NA         NA
441         NA         NA
442         NA         NA
443         NA         NA
444         NA         NA
445         NA         NA
446         NA         NA
447         NA         NA
448         NA         NA
449         NA         NA
450         NA         NA
451         NA         NA
452         NA         NA
453         NA         NA
454         NA         NA
455         NA         NA
456         NA         NA
457         NA         NA
458         NA         NA
459         NA         NA
460         NA         NA
461         NA         NA
462         NA         NA
463         NA         NA
464         NA         NA
465         NA         NA
466         NA         NA
467         NA         NA
468         NA         NA
469         NA         NA
470         NA         NA
471         NA         NA
472         NA         NA
473         NA         NA
474         NA         NA
475         NA         NA
476         NA         NA
477         NA         NA
478         NA         NA
479         NA         NA
480         NA         NA
481         NA         NA
482         NA         NA
483         NA         NA
484         NA         NA
485         NA         NA
486         NA         NA
487         NA         NA
488         NA         NA
489         NA         NA
490         NA         NA
491         NA         NA
492         NA         NA
493         NA         NA
494         NA         NA
495         NA         NA
496         NA         NA
497         NA         NA
498         NA         NA
499         NA         NA
500         NA         NA
501         NA         NA
502         NA         NA
503         NA         NA
504         NA         NA
505         NA         NA
506         NA         NA
507         NA         NA
508         NA         NA
509         NA         NA
510         NA         NA
511         NA         NA
512         NA         NA
513         NA         NA
514         NA         NA
515         NA         NA
516         NA         NA
517         NA         NA
518         NA         NA
519         NA         NA
520         NA         NA
521         NA         NA
522         NA         NA
523         NA         NA
524         NA         NA
525         NA         NA
526         NA         NA
527         NA         NA
528         NA         NA
529         NA         NA
530         NA         NA
531         NA         NA
532         NA         NA
533         NA         NA
534         NA         NA
535         NA         NA
536         NA         NA
537         NA         NA
538         NA         NA
539         NA         NA
540         NA         NA
541         NA         NA
542         NA         NA
543         NA         NA
544         NA         NA
545         NA         NA
546         NA         NA
547         NA         NA
548         NA         NA
549         NA         NA
550         NA         NA
551         NA         NA
552         NA         NA
553         NA         NA
554         NA         NA
555         NA         NA
556         NA         NA
557         NA         NA
558         NA         NA
559         NA         NA
560         NA         NA
561         NA         NA
562         NA         NA
563         NA         NA
564         NA         NA
565         NA         NA
566         NA         NA
567         NA         NA
568         NA         NA
569         NA         NA
570         NA         NA
571         NA         NA
572         NA         NA
573         NA         NA
574         NA         NA
575         NA         NA
576         NA         NA
577         NA         NA
578         NA         NA
579         NA         NA
580         NA         NA
581         NA         NA
582         NA         NA
583         NA         NA
584         NA         NA
585         NA         NA
586         NA         NA
587         NA         NA
588         NA         NA
589         NA         NA
590         NA         NA
591         NA         NA
592         NA         NA
593         NA         NA
594         NA         NA
595         NA         NA
596         NA         NA
597         NA         NA
598         NA         NA
599         NA         NA
600         NA         NA
601         NA         NA
602         NA         NA
603         NA         NA
604         NA         NA
605         NA         NA
606         NA         NA
607         NA         NA
608         NA         NA
609         NA         NA
610         NA         NA
611         NA         NA
612         NA         NA
613         NA         NA
614         NA         NA
615         NA         NA
616         NA         NA
617         NA         NA
618         NA         NA
619         NA         NA
620         NA         NA
621         NA         NA
622         NA         NA
623         NA         NA
624         NA         NA
625         NA         NA
626         NA         NA
627         NA         NA
628         NA         NA
629         NA         NA
630         NA         NA
631         NA         NA
632         NA         NA
633         NA         NA
634         NA         NA
635         NA         NA
636         NA         NA
637         NA         NA
638         NA         NA
639         NA         NA
640         NA         NA
641         NA         NA
642         NA         NA
643         NA         NA
644         NA         NA
645         NA         NA
646         NA         NA
647         NA         NA
648         NA         NA
649         NA         NA
650         NA         NA
651         NA         NA
652         NA         NA
653         NA         NA
654         NA         NA
655         NA         NA
656         NA         NA
657         NA         NA
658         NA         NA
659         NA         NA
660         NA         NA
661         NA         NA
662         NA         NA
663         NA         NA
664         NA         NA
665         NA         NA
666         NA         NA
667         NA         NA
668         NA         NA
669         NA         NA
670         NA         NA
671         NA         NA
672         NA         NA
673         NA         NA
674         NA         NA
675         NA         NA
676         NA         NA
677         NA         NA
678         NA         NA
679         NA         NA
680         NA         NA
681         NA         NA
682         NA         NA
683         NA         NA
684         NA         NA
685         NA         NA
686         NA         NA
687         NA         NA
688         NA         NA
689         NA         NA
690         NA         NA
691         NA         NA
692         NA         NA
693         NA         NA
694         NA         NA
695         NA         NA
696         NA         NA
697         NA         NA
698         NA         NA
699         NA         NA
700         NA         NA
701         NA         NA
702         NA         NA
703         NA         NA
704         NA         NA
705         NA         NA
706         NA         NA
707         NA         NA
708         NA         NA
709         NA         NA
710         NA         NA
711         NA         NA
712         NA         NA
713         NA         NA
714         NA         NA
715         NA         NA
716         NA         NA
717         NA         NA
718         NA         NA
719         NA         NA
720         NA         NA
721         NA         NA
722         NA         NA
723         NA         NA
724         NA         NA
725         NA         NA
726         NA         NA
727         NA         NA
728         NA         NA
729         NA         NA
730         NA         NA
731         NA         NA
732         NA         NA
733         NA         NA
734         NA         NA
735         NA         NA
736         NA         NA
737         NA         NA
738         NA         NA
739         NA         NA
740         NA         NA
741         NA         NA
742         NA         NA
743         NA         NA
744         NA         NA
745         NA         NA
746         NA         NA
747         NA         NA
748         NA         NA
749         NA         NA
750         NA         NA
751         NA         NA
752         NA         NA
753         NA         NA
           1            2            3            4            5            6 
 0.087685927  0.049515018  0.182448950  0.086594766  0.308399773  0.047474601 
           7            8            9           10           11           12 
 0.585386706  0.044095189 -0.027941541  0.202043235  0.205954192  0.120494655 
          13           14           15           16           17           18 
 0.013733001  0.127804133  0.020001228  0.076603937  0.137686786  0.194807316 
          19           20           21           22           23           24 
 0.529561933  0.178245983  0.606662029  0.456339515  0.530869731  0.495824603 
          25           26           27           28           29           30 
 0.033704998  0.677987239 -0.401285423  0.142722077  0.587426548  0.604084177 
          31           32           33           34           35           36 
 0.145586532 -0.017606369  0.310947343 -0.175971621  0.497306276  0.047777645 
          37           38           39           40           41           42 
 0.506994802 -0.128138480  0.479182552  1.060309240  0.015493704 -0.168468824 
          43           44           45           46           47           48 
 0.480218410 -0.017905538  0.027534636  0.084890861  0.380983714  0.518838687 
          49           50           51           52           53           54 
 0.272087391 -0.034629518  0.111359286 -0.301211387  0.178739004 -0.243260317 
          55           56           57           58           59           60 
-0.048722940  0.907546570  0.233367922  1.184004187  0.219270943  0.158775393 
          61           62           63           64           65           66 
 0.494673164  0.157281700  0.013691276  0.430026625  0.136547180  0.254345925 
          67           68           69           70           71           72 
 0.519039090  0.585770944  0.222122997 -0.199826298  0.596932367  0.269926919 
          73           74           75           76           77           78 
-0.563483091 -0.059097319  0.037300238 -0.020813536  0.098363736  0.788080109 
          79           80           81           82           83           84 
 0.359016729 -0.205508692 -0.298522774 -0.346967118 -0.117492412  0.111396084 
          85           86           87           88           89           90 
-0.123628517  0.149683891 -0.312252278 -0.269617839  0.515055151  0.174820503 
          91           92           93           94           95           96 
 0.167329365  0.120702117  0.213337783  0.022011290  0.075638113  0.068297654 
          97           98           99          100          101          102 
 0.138583758  0.265265365  0.497558082  0.293765364  0.152720366  0.244133126 
         103          104          105          106          107          108 
 0.040008317  0.690242573  0.166646177  0.239894391  0.387859325  0.041184012 
         109          110          111          112          113          114 
 0.146615553  0.225889978  0.531453250  0.181114818  0.511755395  1.117658113 
         115          116          117          118          119          120 
 0.253351416  0.249275013  0.388635848  0.145251709  1.080995189  0.321195697 
         121          122          123          124          125          126 
-0.213264312  0.512907445  0.139390691  0.477946536  1.033598772  0.169158487 
         127          128          129          130          131          132 
 0.494290363  0.112239386 -0.020614190 -0.189813937  0.062177260 -0.029212085 
         133          134          135          136          137          138 
 0.159607119  0.394622991  0.022060936  0.022804551  0.254438331  0.397140646 
         139          140          141          142          143          144 
 0.142455312  0.350377341 -0.247254378  0.991980808  0.350111503 -0.203620328 
         145          146          147          148          149          150 
-0.115438135  0.109825610  0.048882748  0.285367641 -0.011042166  0.613670729 
         151          152          153          154          155          156 
 0.704106788  0.430569583  0.172872435  0.417173904  1.070516726  0.633524919 
         157          158          159          160          161          162 
 0.036699573  1.016685512  0.140187768  0.160638959  0.069548656  0.648703836 
         163          164          165          166          167          168 
 0.357239926  0.496659209  0.536506447 -0.147354210  1.044057836  0.859313835 
         169          170          171          172          173          174 
 0.120187675  0.487066612  0.056005164 -0.383817979  0.044002267  0.351093104 
         175          176          177          178          179          180 
 0.150673636 -0.222228583  0.563363353  0.512160849 -0.079984941  0.073481471 
         181          182          183          184          185          186 
 0.413452702  0.143356647 -0.041601184  0.449578025  0.228685346  0.125501317 
         187          188          189          190          191          192 
 1.106531906 -0.002099700  0.124734694  0.423664286  0.033871755  0.091853262 
         193          194          195          196          197          198 
 0.110083515 -0.169708128  0.302938897  0.238965577  0.207147016  0.283049183 
         199          200          201          202          203          204 
 0.266495068  0.674880728  0.317174842  0.648331952  1.033330735  0.062838150 
         205          206          207          208          209          210 
 0.254196382 -0.199670054  0.152425569  0.153120919  0.640745851  0.688979691 
         211          212          213          214          215          216 
 0.275405496  0.123947650  0.174317087 -0.664092617  0.114087717  0.819473323 
         217          218          219          220          221          222 
 0.185937723  0.021729523  0.505707255 -0.049298930  0.049273779  0.063982268 
         223          224          225          226          227          228 
 0.481074460  0.203173010  0.541270978  0.666911853  0.198355859  0.721461979 
         229          230          231          232          233          234 
 0.246912835  0.140923660  0.196584575 -0.228493136  0.073824071  0.132274334 
         235          236          237          238          239          240 
 0.158485999  0.234241434 -0.464264724  0.007308291  0.771344431  0.752851193 
         241          242          243          244          245          246 
 0.353983215  0.252917729  0.133634581  0.167147518  0.062326563  0.160052030 
         247          248          249          250          251          252 
-0.210033893  0.051631395  0.248516697  0.503054201  0.456468900 -0.396356589 
         253          254          255          256          257          258 
 0.711995329  0.150074468  0.173834731  0.252745300  0.304651457 -0.322723051 
         259          260          261          262          263          264 
 0.223447443 -0.015036544  0.136713815  0.580155420  0.363085555  0.571194476 
         265          266          267          268          269          270 
-0.596504363 -0.014183307  0.181749366  0.178959702  0.348287071  0.539424920 
         271          272          273          274          275          276 
 0.147240578 -0.112523335 -0.543115068  0.135327397  0.704447549  0.818617381 
         277          278          279          280          281          282 
 0.214530607  0.207375977  0.686918235  0.290308087  0.410451203  0.181204739 
         283          284          285          286          287          288 
 0.096088437  0.612131461  0.403687145  0.471022445  0.397810642  0.097954137 
         289          290          291          292          293          294 
 0.271439704  0.009301028  0.584817419  0.710062637  0.770205699  0.305065391 
         295          296          297          298          299          300 
-0.146417692  0.409366699  0.271783607  0.026695176  0.424213249  0.670811208 
         301          302          303          304          305          306 
 0.519387876  0.633117726  0.062681917  0.479430135  0.109784028  0.218225551 
         307          308          309          310          311          312 
 0.104348569 -0.335345494  0.248564904  0.245326824 -0.130874264  0.303487978 
         313          314          315          316          317          318 
 0.259010477  0.121786157  0.513608443  0.268155155  0.458339856  0.101325441 
         319          320          321          322          323          324 
 0.650597200 -0.004741923  0.536691114  0.448494045 -0.172280486  0.341985240 
         325          326          327          328          329          330 
 0.014868938 -0.169439983 -0.125833551  0.294843129  0.130340363  0.731828336 
         331          332          333          334          335          336 
 0.199260818  1.077813946 -0.162372902 -0.041283931  0.049242310  0.092740847 
         337          338          339          340          341          342 
 0.562958482  0.185406145  0.223348004 -0.102111677  0.458736709  0.290849280 
         343          344          345          346          347          348 
 0.344882531  0.104773312  0.550500306  0.912942161  0.541091694  0.249318100 
         349          350          351          352          353          354 
-0.623337777  1.315413201  0.602867889  0.195775072  0.169826801  0.129192405 
         355          356          357          358          359          360 
 0.679764563  0.578964093  1.111994954  0.093592800 -0.226128074  0.125771012 
         361          362          363          364          365          366 
 0.215356481  0.506551477  0.427108920  0.303930626  0.028435882 -0.212460446 
         367          368          369          370          371          372 
 0.163928942  0.533906167  0.859470523  0.475844942  0.486256680  0.147927560 
         373          374          375          376          377          378 
 0.323060242  0.137143964 -0.130586855  0.159098653  0.189364943  0.530762468 
         379          380          381          382          383          384 
 0.269566667 -0.319565311  0.488225442  0.361588136  0.572991653  0.013177607 
         385          386          387          388          389          390 
 0.145918661  1.416128424 -0.066408937  0.103004038  0.702618825  0.630672107 
         391          392          393          394          395          396 
-0.559395843  0.437507454  0.296420332  0.640128887  0.443722087  0.379736896 
         397          398          399          400          401          402 
-0.625842056  1.027023105  0.236212612  0.580243263  0.391001902 -0.172477450 
         403          404          405          406          407          408 
 0.494739210  0.169203359  0.191876662  0.218446435  0.170646301  0.212258733 
         409          410          411          412          413          414 
 0.617052427  0.151137763  0.157818019  0.700943171  0.080920221  0.405214844 
         415          416          417          418          419          420 
 0.451949608  0.274292910  0.753979108 -0.211233142  0.166119226  0.091987319 
         421          422          423          424          425          426 
-0.083084731  0.111787003  0.569712811 -0.002316574  0.282193661  0.321684268 
         427          428          429          430          431          432 
 0.192890916  0.027932214 -0.074048352  0.440861648  0.055194703  0.272632438 
         433          434          435          436          437          438 
 0.099393930  0.155992411  0.324119529 -0.519808099 -0.239890865 -0.013162248 
         439          440          441          442          443          444 
-0.053606930  0.089333036 -0.607391192 -0.056588167 -0.093303531  0.081054946 
         445          446          447          448          449          450 
-0.095739095  0.355801102  0.304263375  0.117000954  0.144527555  0.493828792 
         451          452          453          454          455          456 
-0.208818793  0.110024399  0.775462203  0.168132388  0.127574627  0.077405697 
         457          458          459          460          461          462 
-0.481124947  0.538174559  0.127688130  0.055738543 -0.155334528 -0.112632715 
         463          464          465          466          467          468 
 0.073531490 -0.200724349 -0.016178187  0.493260823  0.275487514  0.319602159 
         469          470          471          472          473          474 
 0.042131427  0.020655552 -0.391239849  0.121801008  0.086685702 -0.033286902 
         475          476          477          478          479          480 
 0.182238442  0.368411243  0.108716722 -0.256453684  0.125984225  0.553213613 
         481          482          483          484          485          486 
 0.493582303  0.134304122  0.346388489  0.476088399 -0.727249534  0.302588618 
         487          488          489          490          491          492 
-0.897413729  0.782288405  0.278621921  0.731398280  0.226471830  0.627859392 
         493          494          495          496          497          498 
 0.495399802 -0.022178556  0.079109603  0.130871163  0.048249059 -0.130986962 
         499          500          501          502          503          504 
 0.306871854 -0.288329344  0.325386726  0.990550871  0.506235461  0.179428803 
         505          506          507          508          509          510 
 0.219235288  0.436732861  0.308741155  0.144211420  0.173822433 -0.118355342 
         511          512          513          514          515          516 
 0.072621366  0.199037390 -0.026962478 -0.405167037 -0.004683230  0.172756522 
         517          518          519          520          521          522 
-0.206522714  0.222958114  0.221230946  0.193961130 -0.368553634  0.156597818 
         523          524          525          526          527          528 
 0.390143274  0.108820466 -0.203072199  0.120393767  0.044906969  0.160638959 
         529          530          531          532          533          534 
-0.410509232 -0.229069126 -0.528058666  0.447276235  0.312375552  0.060650626 
         535          536          537          538          539          540 
 0.605658614  0.165504528 -0.122572639 -0.482630818  0.170797031 -0.390761586 
         541          542          543          544          545          546 
-0.370538150 -0.137052374  0.459307531 -0.071839103  0.078047932  0.328095309 
         547          548          549          550          551          552 
-0.265183636  0.132997856 -0.155638348  0.001505731 -0.080926599 -0.361701842 
         553          554          555          556          557          558 
 0.124486863  0.306166819 -0.274243725  0.085565072  0.348026099  0.113565464 
         559          560          561          562          563          564 
-0.271264378  0.035838336 -0.431794280 -0.451611555  0.104442550 -0.012849744 
         565          566          567          568          569          570 
-0.166885435 -0.117361632 -0.584458713  0.523693077  0.187997019  0.057526799 
         571          572          573          574          575          576 
 0.106306525  0.122944751  0.068257979  0.669536074  0.568334427  0.188622225 
         577          578          579          580          581          582 
 0.049533991  0.076173385  0.406588589 -0.029420032  0.185426968  0.364995401 
         583          584          585          586          587          588 
-0.157354781  0.471431530  0.474538724 -0.944257185  0.165664581  0.459770045 
         589          590          591          592          593          594 
 0.128145216  0.220474767 -0.169013281  0.226664670 -0.171128315 -0.330167363 
         595          596          597          598          599          600 
-0.067502444 -0.365958562  0.142559538 -0.596913905  0.292214392 -0.172974300 
         601          602          603          604          605          606 
-0.034034970  0.566580825  0.155972963 -0.026580189  0.255742576 -0.028296669 
         607          608          609          610          611          612 
-0.033116486 -0.028537908  0.069678479  0.765501312  0.205704376  0.110714205 
         613          614          615          616          617          618 
 0.041129978  0.184436297  0.082554383 -0.128369606 -0.458695214  0.272418922 
         619          620          621          622          623          624 
 0.111560234 -0.098408522  0.115051081  0.054509419  0.070821740 -0.074163596 
         625          626          627          628          629          630 
 0.040108984  0.391564457  0.170470980  0.281549594 -0.194609195  0.242603942 
         631          632          633          634          635          636 
-0.838823570 -0.209444042  0.144336995  0.334683201  0.037908241  0.551428721 
         637          638          639          640          641          642 
 0.118499065 -0.385448049  0.031461522 -0.990383166  0.457978639  0.228729820 
         643          644          645          646          647          648 
-0.320963315  0.516774910  0.297682972  0.465637796  1.066786839  0.360237422 
         649          650          651          652          653          654 
 0.345186257 -0.813034087  0.227251956  0.050650955  0.039934481  0.214530607 
         655          656          657          658          659          660 
 0.199260818 -0.318250443  0.434170844 -0.437188503  0.427413970 -0.252389612 
         661          662          663          664          665          666 
-0.100355187  0.452788987 -0.072353373  0.036432448  0.290365764 -0.067538600 
         667          668          669          670          671          672 
 0.391597875  0.004345574  0.142197510 -0.075814882 -0.006145897  0.511478561 
         673          674          675          676          677          678 
-0.004642926 -0.120024678  0.412588040  0.266459992 -0.573284628  0.342937855 
         679          680          681          682          683          684 
 0.277236105  0.942784827 -0.285757069 -0.102832270  0.739462083  0.036141583 
         685          686          687          688          689          690 
 0.267827627  0.176135935  0.336185239  0.342346414 -0.349821541 -0.143192890 
         691          692          693          694          695          696 
 0.162446545  0.313175659  0.274337813  0.405845733  0.201299260  0.107695638 
         697          698          699          700          701          702 
 0.268663859  0.114684061  0.489439487  0.135538120 -0.187819444 -0.435961691 
         703          704          705          706          707          708 
 0.285504673  0.064762118  0.121946727 -0.374493258 -0.165212745  0.570806176 
         709          710          711          712          713          714 
 0.125654623  0.097026485  0.063998215 -0.003908032  0.061142426 -0.422138815 
         715          716          717          718          719          720 
 0.539425048  0.232853874  0.199450920  0.187678019  0.007443622 -0.294914649 
         721          722          723          724          725          726 
 0.212119266  0.264835309  0.401430581  0.139103038 -0.823335303 -0.757861020 
         727          728          729          730          731          732 
-0.184915753  0.506010703  0.475957059  0.264158481  0.429334952 -0.005577928 
         733          734          735          736          737          738 
-0.340727653  0.515631972  0.382029323  0.042298361  0.189544526  0.264376969 
         739          740          741          742          743          744 
 0.410350122  0.388170841 -0.014498491  0.236530649 -0.116321523 -0.307098237 
         745          746          747          748          749          750 
 0.009878706  0.130564396 -0.156889477  0.106219010  0.335211922  0.019579621 
         751          752          753 
 0.539183737 -0.464806027 -0.038713821 
        1         2         3         4         5         6         7         8 
0.5349368 0.5197456 0.5723848 0.5345032 0.6211109 0.5189325 0.7208561 0.5175857 
        9        10        11        12        13        14        15        16 
0.4888544 0.5800585 0.5815867 0.5479543 0.5054785 0.5508480 0.5079788 0.5305307 
       17        18        19        20        21        22        23        24 
0.5547560 0.5772281 0.7017922 0.5707351 0.7279624 0.6759271 0.7022455 0.6899909 
       25        26        27        28        29        30        31        32 
0.5134438 0.7511101 0.3441050 0.5567452 0.7215414 0.7271062 0.5578761 0.4929764 
       33        34        35        36        37        38        39        40 
0.6220797 0.4301581 0.6905135 0.5190533 0.6939208 0.4490197 0.6840956 0.8554980 
       41        42        43        44        45        46        47        48 
0.5061808 0.4331072 0.6844640 0.4928571 0.5109833 0.5338259 0.6483923 0.6980634 
       49        50        51        52        53        54        55        56 
0.6072226 0.4861876 0.5443343 0.3816267 0.5709287 0.4039019 0.4805700 0.8179411 
       57        58        59        60        61        62        63        64 
0.5922621 0.8817943 0.5867805 0.5630771 0.6895846 0.5624886 0.5054619 0.6664119 
       65        66        67        68        69        70        71        72 
0.5543056 0.6003858 0.6981333 0.7209853 0.5878909 0.4208082 0.7247237 0.6063918 
       73        74        75        76        77        78        79        80 
0.2865530 0.4764373 0.5148772 0.4916972 0.5391783 0.7846751 0.6402087 0.4185874 
       81        82        83        84        85        86        87        88 
0.3826521 0.3643080 0.4532349 0.5443489 0.4508047 0.5594930 0.3774244 0.3937271 
       89        90        91        92        93        94        95        96 
0.6967428 0.5693897 0.5664445 0.5480365 0.5844682 0.5087805 0.5301465 0.5272257 
       97        98        99       100       101       102       103       104 
0.5551105 0.6045975 0.6906022 0.6155314 0.5606906 0.5964361 0.5159568 0.7549792 
      105       106       107       108       109       110       111       112 
0.5661758 0.5947939 0.6509399 0.5164254 0.5582823 0.5893565 0.7024476 0.5718613 
      113       114       115       116       117       118       119       120 
0.6955889 0.8681435 0.6000017 0.5984260 0.6512272 0.5577439 0.8601504 0.6259690 
      121       122       123       124       125       126       127       128 
0.4155604 0.6959920 0.5554293 0.6836559 0.8493381 0.5671640 0.6894494 0.5446832 
      129       130       131       132       133       134       135       136 
0.4917767 0.4247275 0.5247892 0.4883477 0.5634047 0.6534394 0.5088003 0.5090969 
      137       138       139       140       141       142       143       144 
0.6004215 0.6543681 0.5566398 0.6369722 0.4023557 0.8393966 0.6368725 0.4193251 
      145       146       147       148       149       150       151       152 
0.4540489 0.5437262 0.5194936 0.6123188 0.4955949 0.7302835 0.7593169 0.6666093 
      153       154       155       156       157       158       159       160 
0.5686242 0.6617244 0.8578066 0.7368045 0.5146377 0.8453485 0.5557442 0.5638111 
      161       162       163       164       165       166       167       168 
0.5277235 0.7417351 0.6395439 0.6902853 0.7041957 0.4414262 0.8517707 0.8049163 
      169       170       171       172       173       174       175       176 
0.5478328 0.6868944 0.5223312 0.3505567 0.5175487 0.6372407 0.5598834 0.4120680 
      177       178       179       180       181       182       183       184 
0.7134063 0.6957308 0.4681246 0.5292885 0.6603625 0.5569957 0.4834083 0.6734926 
      185       186       187       188       189       190       191       192 
0.5904433 0.5499367 0.8657518 0.4991623 0.5496332 0.6640947 0.5135103 0.5365927 
      193       194       195       196       197       198       199       200 
0.5438284 0.4326198 0.6190318 0.5944339 0.5820525 0.6114304 0.6050710 0.7501242 
      201       202       203       204       205       206       207       208 
0.6244445 0.7416149 0.8492754 0.5250523 0.6003281 0.4208693 0.5605744 0.5608485 
      209       210       211       212       213       214       215       216 
0.7391561 0.7545820 0.6084976 0.5493216 0.5691919 0.2533155 0.5454159 0.7937418 
      217       218       219       220       221       222       223       224 
0.5737532 0.5086681 0.6934689 0.4803405 0.5196494 0.5255078 0.6847682 0.5805001 
      225       226       227       228       229       230       231       232 
0.7058396 0.7475858 0.5786167 0.7646873 0.5975122 0.5560349 0.5779237 0.4096314 
      233       234       235       236       237       238       239       240 
0.5294248 0.5526163 0.5629631 0.5926012 0.3212290 0.5029156 0.7797486 0.7742303 
      241       242       243       244       245       246       247       248 
0.6383243 0.5998341 0.5531542 0.5663730 0.5248486 0.5635800 0.4168206 0.5205888 
      249       250       251       252       253       254       255       256 
0.5981327 0.6925369 0.6759736 0.3459210 0.7617662 0.5596471 0.5690023 0.5997675 
      257       258       259       260       261       262       263       264 
0.6196842 0.3734525 0.5884064 0.4940015 0.5543715 0.7190951 0.6417295 0.7160661 
      265       266       267       268       269       270       271       272 
0.2754192 0.4943419 0.5721103 0.5710153 0.6361877 0.7052032 0.5585289 0.4552042 
      273       274       275       276       277       278       279       280 
0.2935253 0.5538235 0.7594229 0.7934976 0.5849333 0.5821419 0.7539329 0.6142097 
      281       282       283       284       285       286       287       288 
0.6592625 0.5718966 0.5382748 0.7297746 0.6567786 0.6811876 0.6546151 0.5390156 
      289       290       291       292       293       294       295       296 
0.6069736 0.5037105 0.7206648 0.7611674 0.7794111 0.6198418 0.4417958 0.6588647 
      297       298       299       300       301       302       303       304 
0.6071058 0.5106486 0.6642949 0.7488296 0.6982549 0.7366716 0.5249901 0.6841837 
      305       306       307       308       309       310       311       312 
0.5437097 0.5863733 0.5415536 0.3686822 0.5981513 0.5968983 0.4479374 0.6192410 
      313       314       315       316       317       318       319       320 
0.6021864 0.5484658 0.6962371 0.6057101 0.6766459 0.5403539 0.7423467 0.4981083 
      321       322       323       324       325       326       327       328 
0.7042595 0.6731017 0.4316085 0.6338190 0.5059316 0.4327253 0.4499318 0.6159431 
      329       330       331       332       333       334       335       336 
0.5518514 0.7678633 0.5789706 0.8594416 0.4355061 0.4835348 0.5196369 0.5369453 
      337       338       339       340       341       342       343       344 
0.7132684 0.5735448 0.5883677 0.4593340 0.6767884 0.6144167 0.6349087 0.5417222 
      345       346       347       348       349       350       351       352 
0.7090119 0.8193635 0.7057778 0.5984426 0.2665313 0.9058145 0.7267017 0.5776069 
      353       354       355       356       357       358       359       360 
0.5674268 0.5513973 0.7516732 0.7186933 0.8669298 0.5372837 0.4105509 0.5500434 
      361       362       363       364       365       366       367       368 
0.5852553 0.6937652 0.6653500 0.6194096 0.5113427 0.4158739 0.5651065 0.7032968 
      369       370       371       372       373       374       375       376 
0.8049595 0.6829076 0.6866074 0.5588000 0.6266752 0.5545415 0.4480511 0.5632044 
      377       378       379       380       381       382       383       384 
0.5750966 0.7022083 0.6062532 0.3746489 0.6873049 0.6411701 0.7166748 0.5052570 
      385       386       387       388       389       390       391       392 
0.5580072 0.9216310 0.4735261 0.5410201 0.7588533 0.7358725 0.2879458 0.6691283 
      393       394       395       396       397       398       399       400 
0.6165454 0.7389556 0.6713782 0.6479296 0.2657093 0.8477952 0.5933662 0.7191247 
      401       402       403       404       405       406       407       408 
0.6521021 0.4315311 0.6896079 0.5671817 0.5760806 0.5864594 0.5677491 0.5840474 
      409       410       411       412       413       414       415       416 
0.7313999 0.5600665 0.5626999 0.7583308 0.5322473 0.6573402 0.6743474 0.6080702 
      417       418       419       420       421       422       423       424 
0.7745691 0.4163527 0.5659684 0.5366459 0.4668921 0.5445039 0.7155638 0.4990758 
      425       426       427       428       429       430       431       432 
0.6111025 0.6261541 0.5764778 0.5111419 0.4704860 0.6703434 0.5220083 0.6074321 
      433       434       435       436       437       438       439       440 
0.5395872 0.5619805 0.6270762 0.3015987 0.4052074 0.4947492 0.4786242 0.5355914 
      441       442       443       444       445       446       447       448 
0.2717957 0.4774366 0.4628312 0.5323009 0.4618639 0.6390052 0.6195364 0.5465704 
      449       450       451       452       453       454       455       456 
0.5574581 0.6892865 0.4172948 0.5438050 0.7809667 0.5667604 0.5507572 0.5308496 
      457       458       459       460       461       462       463       464 
0.3152138 0.7047717 0.5508021 0.5222250 0.4382788 0.4551609 0.5293084 0.4204571 
      465       466       467       468       469       470       471       472 
0.4935461 0.6890858 0.6085291 0.6253650 0.5168030 0.5082398 0.3478100 0.5484717 
      473       474       475       476       477       478       479       480 
0.5345393 0.4867229 0.5723022 0.6437167 0.5432864 0.3988003 0.5501278 0.7099414 
      481       482       483       484       485       486       487       488 
0.6891994 0.5534190 0.6354746 0.6829943 0.2335366 0.6188983 0.1847491 0.7829775 
      489       490       491       492       493       494       495       496 
0.6097325 0.7677320 0.5895828 0.7349520 0.6898410 0.4911528 0.5315273 0.5520614 
      497       498       499       500       501       502       503       504 
0.5192411 0.4478928 0.6205295 0.3865473 0.6275558 0.8390475 0.6936543 0.5711995 
      505       506       507       508       509       510       511       512 
0.5867666 0.6688475 0.6212408 0.5573332 0.5689975 0.4528931 0.5289463 0.5788833 
      513       514       515       516       517       518       519       520 
0.4892448 0.3426774 0.4981317 0.5685786 0.4181913 0.5882159 0.5875437 0.5768968 
      521       522       523       524       525       526       527       528 
0.3562302 0.5622191 0.6517847 0.5433276 0.4195393 0.5479144 0.5179093 0.5638111 
      529       530       531       532       533       534       535       536 
0.3407162 0.4094076 0.2987293 0.6726622 0.6226224 0.5241813 0.7276293 0.5657266 
      537       538       539       540       541       542       543       544 
0.4512228 0.3146789 0.5678083 0.3479867 0.3554908 0.4454947 0.6769933 0.4713650 
      545       546       547       548       549       550       551       552 
0.5311050 0.6285802 0.3954340 0.5529025 0.4381590 0.5006007 0.4677502 0.3587874 
      553       554       555       556       557       558       559       560 
0.5495351 0.6202612 0.3919487 0.5340939 0.6360897 0.5452089 0.3930939 0.5142944 
      561       562       563       564       565       566       567       568 
0.3329455 0.3257744 0.5415909 0.4948738 0.4337301 0.4532867 0.2794559 0.6997540 
      569       570       571       572       573       574       575       576 
0.5745605 0.5229372 0.5423304 0.5489246 0.5272099 0.7484232 0.7150960 0.5748055 
      577       578       579       580       581       582       583       584 
0.5197531 0.5303594 0.6578449 0.4882648 0.5735529 0.6424426 0.4374826 0.6813337 
      585       586       587       588       589       590       591       592 
0.6824421 0.1725191 0.5657895 0.6771594 0.5509830 0.5872493 0.4328931 0.5896577 
      593       594       595       596       597       598       599       600 
0.4320614 0.3706368 0.4730909 0.3571980 0.5566810 0.2752824 0.6149386 0.4313358 
      601       602       603       604       605       606       607       608 
0.4864246 0.7145005 0.5619728 0.4893973 0.6009252 0.4887128 0.4867908 0.4886166 
      609       610       611       612       613       614       615       616 
0.5277752 0.7780135 0.5814891 0.5440785 0.5164039 0.5731644 0.5328971 0.4489282 
      617       618       619       620       621       622       623       624 
0.3232265 0.6073500 0.5444139 0.4608040 0.5457977 0.5217353 0.5282302 0.4704401 
      625       626       627       628       629       630       631       632 
0.5159969 0.6523100 0.5676801 0.6108556 0.4228495 0.5958439 0.2007842 0.4170508 
      633       634       635       636       637       638       639       640 
0.5573828 0.6310680 0.5151196 0.7093301 0.5471639 0.3499527 0.5125493 0.1609934 
      641       642       643       644       645       646       647       648 
0.6765161 0.5904605 0.3741191 0.6973434 0.6170274 0.6792626 0.8569659 0.6406652 
      649       650       651       652       653       654       655       656 
0.6350228 0.2080993 0.5898861 0.5201982 0.5159273 0.5849333 0.5789706 0.3751475 
      657       658       659       660       661       662       663       664 
0.6679178 0.3309873 0.6654611 0.4003700 0.4600312 0.6746497 0.4711603 0.5145312 
      665       666       667       668       669       670       671       672 
0.6142318 0.4730765 0.6523223 0.5017336 0.5565380 0.4697832 0.4975482 0.6954920 
      673       674       675       676       677       678       679       680 
0.4981477 0.4522318 0.6600458 0.6050575 0.2832260 0.6341774 0.6092006 0.8271045 
      681       682       683       684       685       686       687       688 
0.3875321 0.4590480 0.7701868 0.5144153 0.6055840 0.5699064 0.6316344 0.6339549 
      689       690       691       692       693       694       695       696 
0.3632363 0.4430689 0.5645229 0.6229264 0.6080875 0.6575720 0.5797677 0.5428814 
      697       698       699       700       701       702       703       704 
0.6059058 0.5456522 0.6877347 0.5539068 0.4255091 0.3314323 0.6123712 0.5258183 
      705       706       707       708       709       710       711       712 
0.5485294 0.3540187 0.4343883 0.7159345 0.5499973 0.5386473 0.5255142 0.4984409 
      713       714       715       716       717       718       719       720 
0.5243771 0.3364618 0.7052032 0.5920626 0.5790450 0.5744355 0.5029695 0.3840295 
      721       722       723       724       725       726       727       728 
0.5839930 0.6044318 0.6559484 0.5553156 0.2051587 0.2242671 0.4266476 0.6935754 
      729       730       731       732       733       734       735       736 
0.6829475 0.6041711 0.6661603 0.4977747 0.3666543 0.6969443 0.6487802 0.5168696 
      737       738       739       740       741       742       743       744 
0.5751670 0.6042553 0.6592254 0.6510552 0.4942161 0.5934895 0.4536989 0.3793843 
      745       746       747       748       749       750       751       752 
0.5039410 0.5519400 0.4376660 0.5422957 0.6312674 0.5078106 0.7051200 0.3210352 
      753 
0.4845593 
       3        4        5        6        7        8        9 
3.915693 3.684508 5.071565 4.774115 5.643041 4.369198 4.130052 

sampleSelection documentation built on Jan. 13, 2021, 7:49 p.m.