predict.probit: Predict method for fitted probit models

Description Usage Arguments Value Author(s) See Also Examples

Description

Calculate predicted values for fitted probit models.

Usage

1
2
   ## S3 method for class 'probit'
predict( object, newdata = NULL, type = "link", ... )

Arguments

object

a fitted object of class probit.

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.

type

the type of prediction. If this argument is "link" (the default), the predicted linear predictors are returned. If this argument is "response", the predicted probabilities are returned.

...

further arguments (currently ignored).

Value

A numeric vector of the predicted values.

Author(s)

Arne Henningsen and the R Core Team (the code of predict.probit is partly based on the code of predict.lm and predict.glm).

See Also

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

Examples

1
2
3
4
5
6
7
8
## female labour force participation probability
data( "Mroz87" )
m <- probit( lfp ~ kids5 + kids618 + educ + hushrs +
   huseduc + huswage + mtr + motheduc, data=Mroz87 )
predict( m )                            # equal to linearPredictors(m)
predict( m, type = "response" )         # equal to fitted(m)
predict( m, newdata = Mroz87[ 3:9, ] )  # equal to linearPredictors(m)[3:9]
predict( m, newdata = Mroz87[ 3:9, ], type = "response" ) # equal to fitted(m)[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 
-0.403028773  0.344414958  0.114565956  0.619103388  0.369835385  1.125377054 
           7            8            9           10           11           12 
 1.412653521 -0.310354474  0.679115277  0.745742887  0.596550739  0.486992283 
          13           14           15           16           17           18 
-0.543680723 -0.148238641  0.293427427  0.062409067  0.635693016  0.669155930 
          19           20           21           22           23           24 
 0.295041753  1.275224443  0.964602184  0.663905345  0.272067228  0.328779903 
          25           26           27           28           29           30 
-0.069769742  0.825014865 -0.047893149  0.604673848  0.953977663  0.494376407 
          31           32           33           34           35           36 
 0.609264492  0.155729791  1.029116690  0.456069450  1.255185220  0.154582827 
          37           38           39           40           41           42 
 0.924542088  0.736740365  1.221465737  1.462750207 -1.156132265  0.813709841 
          43           44           45           46           47           48 
-0.257073015  0.157015466  0.269977295  0.090789345  1.274296668  0.918747200 
          49           50           51           52           53           54 
 0.303398227  0.560248708  0.459261262  0.225199594  0.844419304 -0.234020008 
          55           56           57           58           59           60 
 0.150069639  0.997518396  1.237475155  1.659019143  1.113672415 -0.492250756 
          61           62           63           64           65           66 
 0.943332253  0.948023205 -0.113682284  0.290400041  0.937502603  0.014956806 
          67           68           69           70           71           72 
 0.868168576 -0.079682592  0.663002879  0.072585929  0.209592883  0.188137253 
          73           74           75           76           77           78 
 0.572819582 -0.216850913  0.480669574  1.126854204 -0.404402437  1.359698702 
          79           80           81           82           83           84 
-0.515074382  0.067353420 -0.591204704  0.262042337  0.277153220 -1.224160746 
          85           86           87           88           89           90 
 0.704722431  2.072050237  0.686557573  0.010075751  0.399714291 -0.383046420 
          91           92           93           94           95           96 
 0.819371157 -1.352603502  0.433516336  0.079656293  0.222039250  0.277930172 
          97           98           99          100          101          102 
 0.326865405  0.578798488  0.387945666  1.040134188  0.700329775  0.183570240 
         103          104          105          106          107          108 
-0.253072134  1.787047699  0.349794928  0.211428315  0.878801056  0.463552492 
         109          110          111          112          113          114 
 0.886709590 -0.061577714 -0.422289789  0.624507976  0.561890688  1.444956711 
         115          116          117          118          119          120 
 1.193760092 -0.132030511  0.335282337  1.525406247  0.771481143  0.171719155 
         121          122          123          124          125          126 
 0.891493826  0.367224041  0.642159406  0.765007753  1.191431701  0.187009350 
         127          128          129          130          131          132 
 0.584608494 -0.307037901  1.158234950 -0.101013907 -0.412000485  0.289062725 
         133          134          135          136          137          138 
 0.238587189  0.963763398  0.115808398  0.173494499  0.235445501 -0.008430824 
         139          140          141          142          143          144 
-0.664340319  0.810992471  0.810715415  2.640555791  0.723497271  0.425505462 
         145          146          147          148          149          150 
-0.472214953  0.170969644  0.352378152  1.747944500  0.492928466  1.780876026 
         151          152          153          154          155          156 
 1.122474796 -0.006954794  0.995722684  0.377865123  1.022900145  1.412547842 
         157          158          159          160          161          162 
-2.161614574  1.163899074  0.987305291  0.608168303  0.185528320  0.969713218 
         163          164          165          166          167          168 
-0.046919945 -0.096341330  0.399871497 -0.200874870  1.620028064  0.899647117 
         169          170          171          172          173          174 
 0.507475659  0.275379401  0.706366476  0.246600927  0.761849259  0.596380511 
         175          176          177          178          179          180 
 0.029863574 -0.706948958  1.227480283  0.042923767  0.143873316  0.056364457 
         181          182          183          184          185          186 
 0.705108772  0.054256251  1.223580667  0.697314836 -0.042757690  0.122465040 
         187          188          189          190          191          192 
 1.232626028  1.651619523 -0.056469003  0.459139486  0.153072553 -0.222738013 
         193          194          195          196          197          198 
 0.384302634  0.568870693  0.471683842  0.520533072  1.116187127  0.044002319 
         199          200          201          202          203          204 
 1.051471392  1.269940841  0.629069930  0.429948892  1.724585375 -0.172857594 
         205          206          207          208          209          210 
 0.868216914  0.107957935  0.352571384  0.364747268  0.770224311  0.816083429 
         211          212          213          214          215          216 
 0.571489409  0.777030760  0.782219692  0.667098765  1.084124437  0.901731016 
         217          218          219          220          221          222 
 0.247695044  0.362204224 -0.197743030 -0.377736826  1.070576316  0.394639263 
         223          224          225          226          227          228 
 0.291721418 -0.062477499  1.714222755  1.033805156  0.501412300  0.760900025 
         229          230          231          232          233          234 
 0.826594785  0.711173561  0.639186532 -0.625206527  0.033551463  0.727749888 
         235          236          237          238          239          240 
 0.907876646  1.593907672 -1.140172870  0.660958796  0.621380899  1.763462749 
         241          242          243          244          245          246 
-0.434492985  0.656338931  0.124760424  0.273196305  0.246998231  0.222125310 
         247          248          249          250          251          252 
 0.295469956  0.894142429  0.437049231  1.086272887  1.371755776 -0.296721708 
         253          254          255          256          257          258 
 0.967195054  0.627298266  0.252772010 -1.313480624 -0.509355288 -0.478881940 
         259          260          261          262          263          264 
-0.325515831  0.547205656 -0.601101772  2.363744706  0.431201268  0.906859619 
         265          266          267          268          269          270 
 0.706825106 -0.183894543  0.295329417  0.315824556  1.401568637  0.262350582 
         271          272          273          274          275          276 
 1.239033746 -0.111404274 -0.630476084  0.084502679  0.866889307  0.537954541 
         277          278          279          280          281          282 
 0.782250252  0.017979502  0.655299606  0.987879547  0.640712619  0.237275829 
         283          284          285          286          287          288 
 0.305575965 -0.816336542  1.931106233  0.644375445  0.074991693  0.697713354 
         289          290          291          292          293          294 
-0.328106490  0.690500120  0.068774959  0.592505636  2.772405816  0.190761175 
         295          296          297          298          299          300 
 0.312654473  0.261264336  0.322493390  0.525555386  0.812725950  1.415134473 
         301          302          303          304          305          306 
 0.530774788  0.702616037  0.468166808  1.122108665  0.369382796  0.090638346 
         307          308          309          310          311          312 
 0.850642823  0.381763007 -0.016940291  0.634238011  0.263173651  1.505716811 
         313          314          315          316          317          318 
 1.002715720  0.847661609  1.238014808  0.830339992  0.429916617  0.167470797 
         319          320          321          322          323          324 
 0.353834921  0.100081522  0.687942397  0.122362876  0.312322119  0.583949053 
         325          326          327          328          329          330 
 0.782976282  0.705781481  0.526837665  0.956758834  1.086879411  1.500710866 
         331          332          333          334          335          336 
 0.938407750  1.439690908  0.566244470  0.575214497  0.166275183  0.210831688 
         337          338          339          340          341          342 
 0.409363754  0.138477447  0.878998292  0.654885494  0.787499897  0.600264404 
         343          344          345          346          347          348 
 0.887884938  1.031987189  0.929545493  0.753197601  0.905986289  0.805627805 
         349          350          351          352          353          354 
-0.124867344  0.987893605  0.685295731 -0.693119853  0.500687266  0.102110139 
         355          356          357          358          359          360 
 0.587104277 -0.014689118  0.524653050  0.031200953 -0.374944573  0.119701221 
         361          362          363          364          365          366 
 0.446330400  0.761400869  0.575692807  0.396842613  0.375281116  0.701277018 
         367          368          369          370          371          372 
 0.328588311  0.498558180 -0.952582851  1.292241665 -0.119952884  0.547207868 
         373          374          375          376          377          378 
 0.531802580  0.428788645  0.273224542  0.387696209  0.487856748  0.944943502 
         379          380          381          382          383          384 
 0.476915979  0.060493304  1.402204821  1.015091777  0.734317281  0.641170810 
         385          386          387          388          389          390 
 1.103043014  1.543876810  0.882295697 -0.318944193  0.403941828  0.282478952 
         391          392          393          394          395          396 
-0.426367223  1.191325064  0.358128802 -0.035034331  0.896667120  0.153369511 
         397          398          399          400          401          402 
-0.392247327  1.390192653  1.875617514  0.491894259  0.576391665 -0.084786632 
         403          404          405          406          407          408 
 0.371647779  0.069534106  0.788287962  0.583450433  0.706188513 -0.201275525 
         409          410          411          412          413          414 
 0.455281305 -0.307125812  0.623589241 -1.196507884  0.204283332  0.354050288 
         415          416          417          418          419          420 
 1.535879943 -0.241179099  1.788172243 -0.210512327  0.346655076  0.238307548 
         421          422          423          424          425          426 
 0.488328500 -0.164402465 -0.596504163 -0.343234692  1.107054084  1.431359028 
         427          428          429          430          431          432 
 0.482517332  0.228037461  0.111307762 -0.959625967 -1.705084194  0.287088211 
         433          434          435          436          437          438 
-0.047701625  0.513156994 -0.292552181 -0.212045264  0.283659819 -0.131893712 
         439          440          441          442          443          444 
 0.050129716  0.199391068 -0.437520327  0.536424767 -1.073103793 -0.774830002 
         445          446          447          448          449          450 
-0.906357575 -0.553097035 -0.809605678  0.154413024 -0.630795686 -1.067703921 
         451          452          453          454          455          456 
-0.685973692  1.088243724  0.804462034  0.988895996  0.249940187 -0.776227263 
         457          458          459          460          461          462 
-0.256684550 -0.070869506 -1.218897387  0.029258447  0.278485266 -1.142952694 
         463          464          465          466          467          468 
-2.358735250  0.214039409  0.161378540 -0.630131892 -0.156790754  0.091473312 
         469          470          471          472          473          474 
-0.732878303  1.490556853 -0.320930076  0.321168620  0.076744873 -0.329320679 
         475          476          477          478          479          480 
 0.416258232 -0.273612249 -0.989691070 -0.416786169 -0.731926322 -0.216576583 
         481          482          483          484          485          486 
-0.045117798  0.332633040  0.417328939 -2.492732588 -1.327854158  0.196435769 
         487          488          489          490          491          492 
-0.326710790  0.179247586 -0.633938652  0.461600144  0.002291133  0.727144959 
         493          494          495          496          497          498 
-0.082217884  0.191967581 -0.513632157 -0.355700274 -0.555793245 -0.696145814 
         499          500          501          502          503          504 
 0.347973977  0.206163466 -0.219423678  0.137735424  0.391489533 -0.016423090 
         505          506          507          508          509          510 
-0.384047168 -0.140949420 -0.169266027  0.412445287 -0.990384366 -0.178172059 
         511          512          513          514          515          516 
-0.640920316 -0.663256008  0.284154133 -0.875727745  0.031455254 -0.630787974 
         517          518          519          520          521          522 
-0.163113291  0.320755434  0.593382746 -0.472870415  0.235307400 -0.595962425 
         523          524          525          526          527          528 
-0.602444089  0.072704929 -0.535890538 -0.455633926  0.135926292 -1.475319883 
         529          530          531          532          533          534 
 0.085130264 -0.413034009  0.442073583 -0.068700535  0.148741490 -0.355782436 
         535          536          537          538          539          540 
-0.164212886 -0.152088122 -0.866942435 -0.673706077 -0.689196132  0.119258173 
         541          542          543          544          545          546 
-0.653284172 -0.174150206  0.474602185  0.144139688  0.212523676  0.369799908 
         547          548          549          550          551          552 
-0.605348377 -0.007911107 -0.129204301  0.269767791 -0.102403871 -0.713960329 
         553          554          555          556          557          558 
 0.140119549  0.580396944 -0.136165104  0.112293712 -0.230449260  0.108526836 
         559          560          561          562          563          564 
-0.603635733 -0.792399900  0.306085719 -0.705521458  1.763033247 -0.026452158 
         565          566          567          568          569          570 
-0.661306732  0.351697641 -0.062301873 -0.307452892  0.016801083  0.309494325 
         571          572          573          574          575          576 
-0.614963342 -0.433920733  0.162858051 -0.315827379  0.016456316 -0.236768516 
         577          578          579          580          581          582 
 0.048547534 -0.303662925  0.864298074 -1.308603728 -0.206628086  1.318086359 
         583          584          585          586          587          588 
-0.285824174  0.034867230 -0.782584358 -0.278489547 -0.363325973 -0.676517512 
         589          590          591          592          593          594 
 0.265027550  0.021561687 -0.293866213 -0.565805604 -0.862455103 -0.230220237 
         595          596          597          598          599          600 
-1.083914224  0.645535659 -0.314128672 -0.314732156  1.049743379 -0.554675548 
         601          602          603          604          605          606 
 0.049588484 -0.621580155 -0.464356868 -0.077810224 -1.495783170  0.084137784 
         607          608          609          610          611          612 
-0.512162615 -0.194128133 -0.084120825 -3.906347026  0.128413853 -0.278951965 
         613          614          615          616          617          618 
-1.631914035 -0.037177296  0.412391094 -0.288688455 -1.457870244  0.522947540 
         619          620          621          622          623          624 
 0.346666560  0.211980013 -0.549919354 -0.239691785 -0.697115532 -0.329323471 
         625          626          627          628          629          630 
 0.014850266  1.346772604 -0.393229401  0.013349830 -0.451915743 -0.287623731 
         631          632          633          634          635          636 
-0.604376985 -0.626856761  0.908318412 -0.125624919  0.256867162 -0.168017605 
         637          638          639          640          641          642 
-0.177944356  0.655058016 -0.601230778 -1.429225927  0.498421045 -0.353486308 
         643          644          645          646          647          648 
 0.112999706  0.491449799 -0.788099946 -1.981270640 -1.184273212 -0.188449367 
         649          650          651          652          653          654 
-0.046732572 -0.402121421  0.227470017 -0.583330264  0.426659151 -0.332277000 
         655          656          657          658          659          660 
-0.507044477 -0.450368478 -0.343966106 -0.074624865  0.360422962 -0.455972314 
         661          662          663          664          665          666 
-0.425511861 -0.640054555 -0.438184983 -0.444040042  1.580999252  0.401598587 
         667          668          669          670          671          672 
 0.351946456  0.163676761  0.253812727  1.299341860  0.133796947  0.857718582 
         673          674          675          676          677          678 
-0.223018964 -0.265667928 -0.449823275 -0.214907136  0.692654009  0.226319554 
         679          680          681          682          683          684 
-0.059943694 -1.648221120  0.080688701 -0.947745129  2.508021716 -0.267597282 
         685          686          687          688          689          690 
-0.124106019 -0.246602723  0.012336604 -0.127888918 -0.759651601 -0.314703373 
         691          692          693          694          695          696 
-0.723864247  1.291809943 -0.310326106  0.296478132 -0.032454965 -0.109117907 
         697          698          699          700          701          702 
 0.272848225  0.264641968  0.624406681  1.115570659 -0.077710978  1.015265608 
         703          704          705          706          707          708 
-0.142403803  0.854757403  0.193999873 -1.163091817  0.104402127  0.515030157 
         709          710          711          712          713          714 
-0.026517726  0.099283446 -0.747921521 -0.633285675  0.616158093 -0.119774057 
         715          716          717          718          719          720 
-1.330857834 -0.093637106  0.296371157 -0.051010253 -0.313500501 -0.591817258 
         721          722          723          724          725          726 
 0.507966459 -0.603833074  1.719743164  0.398116631 -0.513333362 -0.793715290 
         727          728          729          730          731          732 
 0.116712925 -1.452419141 -4.324893897 -0.745657319 -0.519324474 -1.240108107 
         733          734          735          736          737          738 
 0.555932949 -0.136846644  0.084245300 -0.499512870  0.438458277  0.023406332 
         739          740          741          742          743          744 
 0.020841652 -0.216285677  0.554327452 -0.038193500 -0.518947359 -0.140832594 
         745          746          747          748          749          750 
-0.395945114 -1.173602479 -1.040161908 -0.059307121  0.076191022 -0.727001208 
         751          752          753 
 0.694574075  0.117247436 -0.383033528 
           1            2            3            4            5            6 
3.434635e-01 6.347329e-01 5.456054e-01 7.320759e-01 6.442474e-01 8.697854e-01 
           7            8            9           10           11           12 
9.211212e-01 3.781457e-01 7.514676e-01 7.720886e-01 7.245963e-01 6.868681e-01 
          13           14           15           16           17           18 
2.933306e-01 4.410772e-01 6.154023e-01 5.248815e-01 7.375117e-01 7.483020e-01 
          19           20           21           22           23           24 
6.160190e-01 8.988851e-01 8.326279e-01 7.466246e-01 6.072148e-01 6.288390e-01 
          25           26           27           28           29           30 
4.721885e-01 7.953184e-01 4.809007e-01 7.273021e-01 8.299525e-01 6.894798e-01 
          31           32           33           34           35           36 
7.288254e-01 5.618770e-01 8.482876e-01 6.758300e-01 8.952942e-01 5.614249e-01 
          37           38           39           40           41           42 
8.223979e-01 7.693599e-01 8.890451e-01 9.282321e-01 1.238135e-01 7.920944e-01 
          43           44           45           46           47           48 
3.985612e-01 5.623837e-01 6.064111e-01 5.361700e-01 8.987209e-01 8.208861e-01 
          49           50           51           52           53           54 
6.192068e-01 7.123451e-01 6.769767e-01 5.890880e-01 8.007824e-01 4.074847e-01 
          55           56           57           58           59           60 
5.596452e-01 8.407435e-01 8.920446e-01 9.514440e-01 8.672901e-01 3.112710e-01 
          61           62           63           64           65           66 
8.272445e-01 8.284412e-01 4.547448e-01 6.142449e-01 8.257500e-01 5.059667e-01 
          67           68           69           70           71           72 
8.073490e-01 4.682449e-01 7.463356e-01 5.289322e-01 5.830073e-01 5.746155e-01 
          73           74           75           76           77           78 
7.166166e-01 4.141623e-01 6.846243e-01 8.700979e-01 3.429584e-01 9.130374e-01 
          79           80           81           82           83           84 
3.032505e-01 5.268498e-01 2.771916e-01 6.033556e-01 6.091688e-01 1.104458e-01 
          85           86           87           88           89           90 
7.595085e-01 9.808696e-01 7.538192e-01 5.040196e-01 6.553165e-01 3.508427e-01 
          91           92           93           94           95           96 
7.937127e-01 8.809117e-02 6.676801e-01 5.317447e-01 5.878583e-01 6.094670e-01 
          97           98           99          100          101          102 
6.281152e-01 7.186374e-01 6.509719e-01 8.508612e-01 7.581393e-01 5.728247e-01 
         103          104          105          106          107          108 
4.001062e-01 9.630351e-01 6.367537e-01 5.837235e-01 8.102454e-01 6.785158e-01 
         109          110          111          112          113          114 
8.123824e-01 4.754496e-01 3.364068e-01 7.338530e-01 7.129048e-01 9.257650e-01 
         115          116          117          118          119          120 
8.837141e-01 4.474801e-01 6.312939e-01 9.364211e-01 7.797891e-01 5.681708e-01 
         121          122          123          124          125          126 
8.136678e-01 6.432740e-01 7.396152e-01 7.778665e-01 8.832579e-01 5.741733e-01 
         127          128          129          130          131          132 
7.205945e-01 3.794073e-01 8.766159e-01 4.597697e-01 3.401695e-01 6.137333e-01 
         133          134          135          136          137          138 
5.942872e-01 8.324177e-01 5.460978e-01 5.688686e-01 5.930685e-01 4.966366e-01 
         139          140          141          142          143          144 
2.532363e-01 7.913150e-01 7.912354e-01 9.958615e-01 7.653128e-01 6.647659e-01 
         145          146          147          148          149          150 
3.183867e-01 5.678762e-01 6.377227e-01 9.597632e-01 6.889684e-01 9.625336e-01 
         151          152          153          154          155          156 
8.691697e-01 4.972255e-01 8.403075e-01 6.472346e-01 8.468225e-01 9.211056e-01 
         157          158          159          160          161          162 
1.532395e-02 8.777675e-01 8.382535e-01 7.284621e-01 5.735927e-01 8.339053e-01 
         163          164          165          166          167          168 
4.812885e-01 4.616247e-01 6.553744e-01 4.203982e-01 9.473869e-01 8.158460e-01 
         169          170          171          172          173          174 
6.940894e-01 6.084876e-01 7.600199e-01 5.973915e-01 7.769250e-01 7.245395e-01 
         175          176          177          178          179          180 
5.119121e-01 2.397991e-01 8.901789e-01 5.171188e-01 5.571997e-01 5.224743e-01 
         181          182          183          184          185          186 
7.596287e-01 5.216345e-01 8.894448e-01 7.571971e-01 4.829473e-01 5.487346e-01 
         187          188          189          190          191          192 
8.911423e-01 9.506939e-01 4.774841e-01 6.769330e-01 5.608295e-01 4.118697e-01 
         193          194          195          196          197          198 
6.496229e-01 7.152781e-01 6.814238e-01 6.986540e-01 8.678290e-01 5.175487e-01 
         199          200          201          202          203          204 
8.534789e-01 8.979471e-01 7.353484e-01 6.663836e-01 9.576989e-01 4.313817e-01 
         205          206          207          208          209          210 
8.073622e-01 5.429855e-01 6.377951e-01 6.423500e-01 7.794166e-01 7.927738e-01 
         211          212          213          214          215          216 
7.161660e-01 7.814297e-01 7.829573e-01 7.476455e-01 8.608452e-01 8.164001e-01 
         217          218          219          220          221          222 
5.978148e-01 6.414003e-01 4.216231e-01 3.528131e-01 8.578200e-01 6.534454e-01 
         223          224          225          226          227          228 
6.147502e-01 4.750913e-01 9.567561e-01 8.493864e-01 6.919595e-01 7.766416e-01 
         229          230          231          232          233          234 
7.957666e-01 7.615117e-01 7.386492e-01 2.659178e-01 5.133826e-01 7.666166e-01 
         235          236          237          238          239          240 
8.180283e-01 9.445216e-01 1.271071e-01 7.456806e-01 7.328255e-01 9.610888e-01 
         241          242          243          244          245          246 
3.319652e-01 7.441970e-01 5.496434e-01 6.076488e-01 5.975452e-01 5.878918e-01 
         247          248          249          250          251          252 
6.161826e-01 8.143772e-01 6.689622e-01 8.613209e-01 9.149303e-01 3.833395e-01 
         253          254          255          256          257          258 
8.332767e-01 7.347681e-01 5.997778e-01 9.451052e-02 3.052516e-01 3.160113e-01 
         259          260          261          262          263          264 
3.723954e-01 7.078813e-01 2.738861e-01 9.909544e-01 6.668390e-01 8.177595e-01 
         265          266          267          268          269          270 
7.601624e-01 4.270481e-01 6.161289e-01 6.239322e-01 9.194780e-01 6.034744e-01 
         271          272          273          274          275          276 
8.923335e-01 4.556479e-01 2.641916e-01 5.336716e-01 8.069987e-01 7.046958e-01 
         277          278          279          280          281          282 
7.829662e-01 5.071724e-01 7.438626e-01 8.383942e-01 7.391453e-01 5.937786e-01 
         283          284          285          286          287          288 
6.200362e-01 2.071538e-01 9.732650e-01 7.403340e-01 5.298893e-01 7.573218e-01 
         289          290          291          292          293          294 
3.714156e-01 7.550601e-01 5.274156e-01 7.232440e-01 9.972178e-01 5.756436e-01 
         295          296          297          298          299          300 
6.227284e-01 6.030557e-01 6.264605e-01 7.004014e-01 7.918124e-01 9.214855e-01 
         301          302          303          304          305          306 
7.022126e-01 7.588525e-01 6.801673e-01 8.690919e-01 6.440788e-01 5.361100e-01 
         307          308          309          310          311          312 
8.025161e-01 6.486814e-01 4.932421e-01 7.370372e-01 6.037916e-01 9.339301e-01 
         313          314          315          316          317          318 
8.420010e-01 8.016868e-01 8.921447e-01 7.968267e-01 6.663719e-01 5.665002e-01 
         319          320          321          322          323          324 
6.382687e-01 5.398602e-01 7.542555e-01 5.486942e-01 6.226021e-01 7.203727e-01 
         325          326          327          328          329          330 
7.831795e-01 7.598380e-01 7.008468e-01 8.306555e-01 8.614549e-01 9.332848e-01 
         331          332          333          334          335          336 
8.259825e-01 9.250226e-01 7.143862e-01 7.174269e-01 5.660298e-01 5.834907e-01 
         337          338          339          340          341          342 
6.588636e-01 5.550685e-01 8.102989e-01 7.437293e-01 7.845054e-01 7.258350e-01 
         343          344          345          346          347          348 
8.126987e-01 8.489609e-01 8.236968e-01 7.743344e-01 8.175284e-01 7.897713e-01 
         349          350          351          352          353          354 
4.503143e-01 8.383976e-01 7.534213e-01 2.441172e-01 6.917044e-01 5.406654e-01 
         355          356          357          358          359          360 
7.214332e-01 4.941401e-01 7.000878e-01 5.124454e-01 3.538508e-01 5.476401e-01 
         361          362          363          364          365          366 
6.723207e-01 7.767912e-01 7.175886e-01 6.542582e-01 6.462743e-01 7.584349e-01 
         367          368          369          370          371          372 
6.287666e-01 6.909547e-01 1.704007e-01 9.018633e-01 4.522602e-01 7.078820e-01 
         373          374          375          376          377          378 
7.025686e-01 6.659615e-01 6.076597e-01 6.508796e-01 6.871743e-01 8.276561e-01 
         379          380          381          382          383          384 
6.832890e-01 5.241186e-01 9.195730e-01 8.449690e-01 7.686223e-01 7.392941e-01 
         385          386          387          388          389          390 
8.649958e-01 9.386909e-01 8.111915e-01 3.748844e-01 6.568723e-01 6.112119e-01 
         391          392          393          394          395          396 
3.349201e-01 8.832370e-01 6.398765e-01 4.860262e-01 8.150517e-01 5.609466e-01 
         397          398          399          400          401          402 
3.474377e-01 9.177648e-01 9.696461e-01 6.886030e-01 7.178248e-01 4.662155e-01 
         403          404          405          406          407          408 
6.449224e-01 5.277178e-01 7.847359e-01 7.202049e-01 7.599645e-01 4.202416e-01 
         409          410          411          412          413          414 
6.755466e-01 3.793738e-01 7.335513e-01 1.157492e-01 5.809340e-01 6.383494e-01 
         415          416          417          418          419          420 
9.377161e-01 4.047082e-01 9.631259e-01 4.166339e-01 6.355748e-01 5.941787e-01 
         421          422          423          424          425          426 
6.873414e-01 4.347072e-01 2.754192e-01 3.657110e-01 8.658647e-01 9.238363e-01 
         427          428          429          430          431          432 
6.852808e-01 5.901914e-01 5.443138e-01 1.686217e-01 4.408936e-02 6.129776e-01 
         433          434          435          436          437          438 
4.809770e-01 6.960792e-01 3.849322e-01 4.160359e-01 6.116645e-01 4.475342e-01 
         439          440          441          442          443          444 
5.199905e-01 5.790216e-01 3.308670e-01 7.041675e-01 1.416123e-01 2.192201e-01 
         445          446          447          448          449          450 
1.823733e-01 2.900985e-01 2.090834e-01 5.613580e-01 2.640871e-01 1.428270e-01 
         451          452          453          454          455          456 
2.463648e-01 8.617562e-01 7.894349e-01 8.386430e-01 5.986832e-01 2.188074e-01 
         457          458          459          460          461          462 
3.987111e-01 4.717508e-01 1.114416e-01 5.116708e-01 6.096801e-01 1.265291e-01 
         463          464          465          466          467          468 
9.168666e-03 5.847418e-01 5.641024e-01 2.643041e-01 4.377049e-01 5.364417e-01 
         469          470          471          472          473          474 
2.318163e-01 9.319611e-01 3.741317e-01 6.259587e-01 5.305867e-01 3.709567e-01 
         475          476          477          478          479          480 
6.613895e-01 3.921913e-01 1.611626e-01 3.384174e-01 2.321068e-01 4.142692e-01 
         481          482          483          484          485          486 
4.820067e-01 6.302943e-01 6.617811e-01 6.338214e-03 9.211315e-02 5.778654e-01 
         487          488          489          490          491          492 
3.719433e-01 5.711283e-01 2.630604e-01 6.778160e-01 5.009140e-01 7.664314e-01 
         493          494          495          496          497          498 
4.672367e-01 5.761162e-01 3.037546e-01 3.610325e-01 2.891761e-01 2.431688e-01 
         499          500          501          502          503          504 
6.360701e-01 5.816684e-01 4.131600e-01 5.547752e-01 6.522823e-01 4.934484e-01 
         505          506          507          508          509          510 
3.504717e-01 4.439550e-01 4.327937e-01 6.599935e-01 1.609931e-01 4.292939e-01 
         511          512          513          514          515          516 
2.607872e-01 2.535833e-01 6.118539e-01 1.905890e-01 5.125468e-01 2.640896e-01 
         517          518          519          520          521          522 
4.352146e-01 6.258021e-01 7.235375e-01 3.181528e-01 5.930149e-01 2.756002e-01 
         523          524          525          526          527          528 
2.734393e-01 5.289795e-01 2.960171e-01 3.243266e-01 5.540602e-01 7.006328e-02 
         529          530          531          532          533          534 
5.339211e-01 3.397908e-01 6.707820e-01 4.726140e-01 5.591212e-01 3.610018e-01 
         535          536          537          538          539          540 
4.347818e-01 4.395587e-01 1.929868e-01 2.502491e-01 2.453499e-01 5.474646e-01 
         541          542          543          544          545          546 
2.567865e-01 4.308737e-01 6.824647e-01 5.573049e-01 5.841507e-01 6.442342e-01 
         547          548          549          550          551          552 
2.724738e-01 4.968440e-01 4.485980e-01 6.063305e-01 4.592181e-01 2.376259e-01 
         553          554          555          556          557          558 
5.557172e-01 7.191765e-01 4.458454e-01 5.447047e-01 4.088713e-01 5.432111e-01 
         559          560          561          562          563          564 
2.730429e-01 2.140638e-01 6.202303e-01 2.402429e-01 9.610526e-01 4.894483e-01 
         565          566          567          568          569          570 
2.542078e-01 6.374675e-01 4.751612e-01 3.792493e-01 5.067023e-01 6.215272e-01 
         571          572          573          574          575          576 
2.692895e-01 3.321730e-01 5.646849e-01 3.760668e-01 5.065648e-01 4.064182e-01 
         577          578          579          580          581          582 
5.193601e-01 3.806924e-01 8.062879e-01 9.533431e-02 4.181502e-01 9.062626e-01 
         583          584          585          586          587          588 
3.875064e-01 5.139072e-01 2.169356e-01 3.903183e-01 3.581807e-01 2.493561e-01 
         589          590          591          592          593          594 
6.045059e-01 5.086012e-01 3.844301e-01 2.857630e-01 1.942186e-01 4.089603e-01 
         595          596          597          598          599          600 
1.392014e-01 7.407099e-01 3.767117e-01 3.764825e-01 8.530819e-01 2.895583e-01 
         601          602          603          604          605          606 
5.197748e-01 2.671090e-01 3.211960e-01 4.689895e-01 6.735508e-02 5.335266e-01 
         607          608          609          610          611          612 
3.042686e-01 4.230378e-01 4.664802e-01 4.685096e-05 5.510893e-01 3.901408e-01 
         613          614          615          616          617          618 
5.134880e-02 4.851718e-01 6.599736e-01 3.864099e-01 7.243816e-02 6.994946e-01 
         619          620          621          622          623          624 
6.355791e-01 5.839387e-01 2.911873e-01 4.052846e-01 2.428652e-01 3.709556e-01 
         625          626          627          628          629          630 
5.059242e-01 9.109733e-01 3.470750e-01 5.053257e-01 3.256648e-01 3.868174e-01 
         631          632          633          634          635          636 
2.727965e-01 2.653766e-01 8.181450e-01 4.500144e-01 6.013593e-01 4.332847e-01 
         637          638          639          640          641          642 
4.293833e-01 7.437848e-01 2.738431e-01 7.646965e-02 6.909063e-01 3.618619e-01 
         643          644          645          646          647          648 
5.449846e-01 6.884458e-01 2.153191e-01 2.378047e-02 1.181525e-01 4.252622e-01 
         649          650          651          652          653          654 
4.813632e-01 3.437973e-01 5.899709e-01 2.798355e-01 6.651862e-01 3.698401e-01 
         655          656          657          658          659          660 
3.060618e-01 3.262224e-01 3.654359e-01 4.702566e-01 6.407346e-01 3.242049e-01 
         661          662          663          664          665          666 
3.352318e-01 2.610686e-01 3.306261e-01 3.285068e-01 9.430609e-01 6.560103e-01 
         667          668          669          670          671          672 
6.375608e-01 5.650072e-01 6.001799e-01 9.030867e-01 5.532184e-01 8.044761e-01 
         673          674          675          676          677          678 
4.117604e-01 3.952475e-01 3.264189e-01 4.149199e-01 7.557366e-01 5.895236e-01 
         679          680          681          682          683          684 
4.761002e-01 4.965365e-02 5.321552e-01 1.716296e-01 9.939295e-01 3.945047e-01 
         685          686          687          688          689          690 
4.506157e-01 4.026078e-01 5.049215e-01 4.491184e-01 2.237314e-01 3.764934e-01 
         691          692          693          694          695          696 
2.345745e-01 9.017885e-01 3.781565e-01 6.165675e-01 4.870546e-01 4.565545e-01 
         697          698          699          700          701          702 
6.075151e-01 6.043574e-01 7.338197e-01 8.676970e-01 4.690290e-01 8.450104e-01 
         703          704          705          706          707          708 
4.433805e-01 8.036573e-01 5.769120e-01 1.223961e-01 5.415749e-01 6.967340e-01 
         709          710          711          712          713          714 
4.894222e-01 5.395434e-01 2.272537e-01 2.632736e-01 7.311049e-01 4.523311e-01 
         715          716          717          718          719          720 
9.161790e-02 4.626987e-01 6.165267e-01 4.796587e-01 3.769502e-01 2.769865e-01 
         721          722          723          724          725          726 
6.942616e-01 2.729773e-01 9.572604e-01 6.547279e-01 3.038591e-01 2.136806e-01 
         727          728          729          730          731          732 
5.464562e-01 7.319255e-02 7.630265e-06 2.279372e-01 3.017672e-01 1.074677e-01 
         733          734          735          736          737          738 
7.108717e-01 4.455760e-01 5.335693e-01 3.087091e-01 6.694729e-01 5.093369e-01 
         739          740          741          742          743          744 
5.083140e-01 4.143825e-01 7.103226e-01 4.847667e-01 3.018987e-01 4.440011e-01 
         745          746          747          748          749          750 
3.460728e-01 1.202771e-01 1.491323e-01 4.763537e-01 5.303664e-01 2.336126e-01 
         751          752          753 
7.563389e-01 5.466680e-01 3.508475e-01 
         3          4          5          6          7          8          9 
 0.1145660  0.6191034  0.3698354  1.1253771  1.4126535 -0.3103545  0.6791153 
        3         4         5         6         7         8         9 
0.5456054 0.7320759 0.6442474 0.8697854 0.9211212 0.3781457 0.7514676 

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