R/f_s3_rendoivreg.R
predict.rendo.ivreg.RdPredicted values based on model objects fitted using the instrumental variables regression fitted with IVs generated from the data.
# S3 method for class 'rendo.ivreg'
predict(object, newdata, ...)predict.rendo.ivreg produces a vector of predictions
The model fitting functions hetErrorsIV,
higherMomentsIV.
data("dataHetIV")
het <- hetErrorsIV(y~X1+X2+P|P|IIV(X1, X2),
data = dataHetIV)
#> Residuals were derived by fitting P ~ X1 + X2.
#> Warning: A studentized Breusch-Pagan test (P ~ X1) indicates at a 95% confidence level that the assumption of heteroscedasticity for the variable is not satisfied (p-value: 0.1853). The instrument built from it therefore is weak.
#> The following internal instruments were built: IIV(X1), IIV(X2).
#> Fitting an instrumental variable regression with model y ~ X1 + X2 + P|X1 + X2 + IIV(X1) + IIV(X2).
# returns the fitted values
predict(het)
#> 1 2 3 4 5 6
#> -0.56552025 3.12244630 -0.80948698 2.39196041 5.61768450 -1.04569270
#> 7 8 9 10 11 12
#> 0.50128456 1.07498165 -2.30762372 -1.91369130 -0.08468394 -1.81110214
#> 13 14 15 16 17 18
#> -1.30504807 1.13459842 2.42779726 1.17432486 -0.11557325 0.97701907
#> 19 20 21 22 23 24
#> 0.10770302 1.79067067 -1.13193918 2.49128595 -2.07564610 -2.25734420
#> 25 26 27 28 29 30
#> 3.04482546 3.47013141 1.40853010 -0.29961812 -1.75236170 2.22912313
#> 31 32 33 34 35 36
#> -1.42253231 0.97558092 -1.19088181 -2.82546815 -4.12081456 1.71188493
#> 37 38 39 40 41 42
#> 0.12775371 1.19969928 -1.17112412 3.19519736 1.56261702 1.91306463
#> 43 44 45 46 47 48
#> 6.86311105 -1.53152126 -2.35636007 -4.96530079 -0.83039874 2.54030253
#> 49 50 51 52 53 54
#> -2.20638752 2.20908756 0.08439376 0.93144855 -0.13141119 8.08177610
#> 55 56 57 58 59 60
#> -0.73055987 3.17260469 -1.36484372 0.04248213 2.69958161 0.35879265
#> 61 62 63 64 65 66
#> 1.11213771 1.71147736 0.95903795 -0.65647400 -3.04550237 -2.88305055
#> 67 68 69 70 71 72
#> -3.99310826 0.97981780 0.57258672 -3.23127967 0.71578629 1.44190413
#> 73 74 75 76 77 78
#> -3.60952145 1.01572466 -1.10282316 2.79105312 2.81315266 -3.34725091
#> 79 80 81 82 83 84
#> 0.40924954 2.00435817 -0.31183261 -0.71463971 1.21032647 5.41422082
#> 85 86 87 88 89 90
#> 1.39471382 -0.43679312 0.68147605 7.88360258 0.61295802 2.14582558
#> 91 92 93 94 95 96
#> 10.26290099 0.26482373 -0.08591632 1.17505213 -1.05774626 1.50499288
#> 97 98 99 100 101 102
#> 0.41591643 -12.31827465 -0.09486627 0.18436803 1.86980014 2.52746478
#> 103 104 105 106 107 108
#> -1.48371531 -1.27783977 -0.76930446 -2.77520189 0.47812535 -2.83439379
#> 109 110 111 112 113 114
#> -0.61297271 -0.35612702 1.29964325 0.85996788 3.03146372 1.09567200
#> 115 116 117 118 119 120
#> -2.81116098 1.03308581 0.25364632 -2.23105199 -1.26423586 1.79509522
#> 121 122 123 124 125 126
#> 1.13757242 -2.39948339 0.04712287 3.60478299 5.69073034 -0.32062351
#> 127 128 129 130 131 132
#> -1.42035116 0.64425461 3.30709904 0.18586550 0.13049619 -4.86284194
#> 133 134 135 136 137 138
#> 0.59389991 1.73747680 -0.17852628 0.87713034 3.22811592 1.52230044
#> 139 140 141 142 143 144
#> 0.41526114 -3.26492035 1.00886754 -1.22744324 -3.27509486 -0.84688461
#> 145 146 147 148 149 150
#> 0.41124312 0.86663825 2.91495282 2.10517850 1.24730858 0.69774865
#> 151 152 153 154 155 156
#> 0.49345046 0.34789280 -2.15807590 -0.66138294 0.33770877 -1.87089087
#> 157 158 159 160 161 162
#> -1.03416314 2.59375236 3.09231452 2.49739583 -0.23952602 0.87618177
#> 163 164 165 166 167 168
#> 2.38022031 -0.08724754 0.75934694 2.80518304 6.59483031 -0.48933506
#> 169 170 171 172 173 174
#> 2.42095643 2.14454012 -0.15337728 -2.47569911 -0.13237567 -2.23224282
#> 175 176 177 178 179 180
#> -1.37261933 1.65798055 -2.94511332 1.54428104 -0.84509053 0.43113986
#> 181 182 183 184 185 186
#> -4.75207788 2.20000737 0.82795680 -3.72365781 -1.57511614 3.44466595
#> 187 188 189 190 191 192
#> -2.90862569 0.22764697 2.76416307 -0.12487651 0.11924686 -15.38309830
#> 193 194 195 196 197 198
#> 0.72900363 6.54879893 -0.84313219 -0.30795290 0.63862483 -0.89452159
#> 199 200 201 202 203 204
#> 4.04323310 -0.41396154 0.11296054 4.28836024 -0.38449203 -2.12691443
#> 205 206 207 208 209 210
#> -0.67590420 -1.94194638 -0.59024080 -1.20994684 -2.10651475 0.47969347
#> 211 212 213 214 215 216
#> -1.38703240 2.85055998 0.07386089 -1.12535914 0.22751128 2.07176144
#> 217 218 219 220 221 222
#> -2.79735399 2.13038318 1.96662426 -11.40463305 1.80257008 -2.80015525
#> 223 224 225 226 227 228
#> -4.99304434 0.44493094 0.13041315 1.36823974 -2.29418420 -0.50895682
#> 229 230 231 232 233 234
#> -2.30744207 -0.43167179 2.33172869 4.82863087 -0.86724804 4.61511770
#> 235 236 237 238 239 240
#> -2.41958979 -3.03774705 -2.07931851 1.12586766 2.44672041 1.21956563
#> 241 242 243 244 245 246
#> -0.16129782 -0.34443120 -0.53101924 -1.51040378 -1.01424815 -3.18907873
#> 247 248 249 250 251 252
#> 0.73852966 0.88058924 0.13833274 -0.81926789 -6.49525704 -4.44622025
#> 253 254 255 256 257 258
#> 5.22606660 0.63631477 1.99032504 1.99888820 -1.05467359 0.94327277
#> 259 260 261 262 263 264
#> 0.80337180 0.61745571 0.39691277 14.89764262 0.31393157 0.72743368
#> 265 266 267 268 269 270
#> 0.98929313 1.69468497 -1.00430068 -0.88188210 0.33480368 -2.71158974
#> 271 272 273 274 275 276
#> 0.58436926 2.05467754 1.38294275 -1.08180072 -1.30640365 0.49635765
#> 277 278 279 280 281 282
#> -0.44991254 1.75522033 0.42086850 -2.14025068 -0.33057952 7.97063123
#> 283 284 285 286 287 288
#> 1.37388527 -5.19875724 -1.02734558 3.09226580 -1.87332082 -2.20630206
#> 289 290 291 292 293 294
#> 2.34158694 3.35610882 -2.09026212 2.05687611 0.97583924 5.97260118
#> 295 296 297 298 299 300
#> 0.03250750 1.02237369 -2.85400680 2.77432740 3.13076923 -1.67515863
#> 301 302 303 304 305 306
#> -1.65773468 -0.99121119 6.23407615 0.65333051 4.33794849 -0.48790367
#> 307 308 309 310 311 312
#> 0.85216828 -2.31726877 0.74716440 -1.15977038 0.91431705 -0.67664964
#> 313 314 315 316 317 318
#> 0.56153443 1.82557089 -2.24508805 0.34219434 -3.43764741 0.78687826
#> 319 320 321 322 323 324
#> 0.31433213 -2.70682438 -0.25978208 1.04780645 -4.06692260 2.70400535
#> 325 326 327 328 329 330
#> 9.17266820 -3.79293282 2.32299286 2.59427011 0.10243924 -2.73287735
#> 331 332 333 334 335 336
#> -1.99162688 -1.67968172 5.39450547 2.43729305 1.42440873 -0.67740061
#> 337 338 339 340 341 342
#> 2.47632894 -0.97331651 1.59189680 -0.27150336 -1.21643844 1.26422365
#> 343 344 345 346 347 348
#> -2.76408709 -1.15965779 0.07002779 -2.66803397 -0.10284659 -3.63534714
#> 349 350 351 352 353 354
#> 9.25465942 -1.08290841 -7.21337229 -0.34228993 2.00739469 -0.36038937
#> 355 356 357 358 359 360
#> -2.84874404 1.37454806 -0.55226307 -0.94716316 2.19663126 -6.01169705
#> 361 362 363 364 365 366
#> 3.69838834 -1.51057266 0.30982987 1.95216198 -3.61176542 0.20788536
#> 367 368 369 370 371 372
#> 1.24862969 -3.67775769 -0.66760454 -5.74899762 2.79379869 0.07610930
#> 373 374 375 376 377 378
#> -0.36649820 -1.44025213 -1.29696042 2.72607656 -0.78016879 -0.91628463
#> 379 380 381 382 383 384
#> 0.93196828 0.02667090 -2.62563670 0.20559992 -5.68545946 0.54737487
#> 385 386 387 388 389 390
#> 4.72611572 2.04006934 1.23521779 10.77489778 1.32511874 -2.31302525
#> 391 392 393 394 395 396
#> -1.91142389 1.36811132 -1.83442169 -20.73173450 -3.98765999 2.07953814
#> 397 398 399 400 401 402
#> 2.27070637 -2.29130506 -1.31762794 3.14331301 0.74758127 -0.93071137
#> 403 404 405 406 407 408
#> 0.17059976 -0.58100965 4.50415102 1.27087614 -2.59104128 -0.68124674
#> 409 410 411 412 413 414
#> -2.39234011 -1.96449681 1.64914344 -0.30027341 2.89119941 1.82778245
#> 415 416 417 418 419 420
#> -0.71647768 7.35084586 2.02913315 -2.04093946 2.11984837 8.26231216
#> 421 422 423 424 425 426
#> -0.11932034 -0.28132176 -0.22296659 3.03720950 2.59945288 -2.57150837
#> 427 428 429 430 431 432
#> 2.28939267 -0.31012786 0.58622136 0.67612830 -1.02953637 -3.94013429
#> 433 434 435 436 437 438
#> -2.15014692 -2.16716069 -2.53424321 -0.56070608 -0.25870577 -3.25380785
#> 439 440 441 442 443 444
#> -0.15554949 0.47740628 -1.33196811 -0.07300957 2.12669253 -0.60131282
#> 445 446 447 448 449 450
#> 2.19253863 -3.28480827 -0.83335196 0.39951792 1.33949778 3.18144002
#> 451 452 453 454 455 456
#> 3.44010983 1.80555126 0.08963996 2.41752565 -0.44881417 2.67568913
#> 457 458 459 460 461 462
#> -2.68847068 -1.53525526 1.45209775 1.15808571 -1.43172064 1.31699867
#> 463 464 465 466 467 468
#> -2.16731033 0.13184431 -2.94695452 1.04288574 0.92155596 -0.38791163
#> 469 470 471 472 473 474
#> -0.31945564 -0.38846784 0.20811560 -0.86651709 -1.71611476 3.60980566
#> 475 476 477 478 479 480
#> 0.42974431 -0.02777306 -0.69170687 -1.54075319 -3.20597396 0.12654587
#> 481 482 483 484 485 486
#> -0.07498950 3.25020672 -0.19701470 -0.59458993 -2.55899654 3.68775706
#> 487 488 489 490 491 492
#> 0.53537011 -1.61042478 0.80251050 1.31306083 -1.15342017 0.39800981
#> 493 494 495 496 497 498
#> -2.09660616 4.27498548 3.88447922 -0.75376783 -2.70434085 0.39853678
#> 499 500 501 502 503 504
#> 0.55716337 2.31138830 1.67165714 2.39792695 0.39268905 1.39887465
#> 505 506 507 508 509 510
#> -2.82745225 -0.51667676 1.43273706 -2.19744416 1.20381431 1.42498401
#> 511 512 513 514 515 516
#> 3.03872669 -5.18495972 -0.33808271 4.61600265 -2.04836604 3.84117149
#> 517 518 519 520 521 522
#> 7.65759644 -4.76880144 1.68828993 -0.65127049 -0.93972587 0.12463427
#> 523 524 525 526 527 528
#> 3.83807205 0.94232162 2.19128124 1.19244286 0.19382071 1.25407760
#> 529 530 531 532 533 534
#> 3.43639171 0.48524205 -0.77113728 2.62889924 1.13822319 0.44316033
#> 535 536 537 538 539 540
#> 2.19171518 1.25304394 0.98195867 3.02910891 0.31025476 1.34702088
#> 541 542 543 544 545 546
#> 2.98721463 1.79648075 1.86286579 -1.23263943 -0.21163504 2.61294053
#> 547 548 549 550 551 552
#> -2.35406646 -4.66017736 0.23115117 1.46429070 -1.20135258 -1.20379726
#> 553 554 555 556 557 558
#> 2.23407777 -1.19965786 1.05772911 -0.17628313 0.66475788 1.95982682
#> 559 560 561 562 563 564
#> 4.38909269 -3.02643293 -2.34598068 -1.43873645 -1.77773160 1.07059844
#> 565 566 567 568 569 570
#> -3.39558533 1.51973310 3.11759913 0.83774297 -2.50624789 -2.72834567
#> 571 572 573 574 575 576
#> 2.60734314 1.32719051 4.16847664 -3.16142248 -0.45335017 -0.78761387
#> 577 578 579 580 581 582
#> 0.10056879 -1.48940192 -0.08967591 -0.66462322 -0.87682782 6.94693698
#> 583 584 585 586 587 588
#> 2.08696611 -0.32761091 0.47930060 3.02955881 1.64212337 0.78781096
#> 589 590 591 592 593 594
#> -2.44446393 -0.57502579 0.83136203 -4.52988003 -3.18219519 -0.99252457
#> 595 596 597 598 599 600
#> -0.87476031 3.94029378 1.47754733 3.53970464 -2.94026357 2.42474532
#> 601 602 603 604 605 606
#> -5.37300000 1.15192730 0.18901451 1.33106883 1.42143641 1.84273159
#> 607 608 609 610 611 612
#> 0.72270708 -3.46919174 -0.66159491 0.63114460 0.50749803 0.42684152
#> 613 614 615 616 617 618
#> 4.45106578 2.85745374 1.19841362 -18.09357569 3.84741899 -4.89581977
#> 619 620 621 622 623 624
#> 5.09876741 3.77678621 -0.30257183 -2.25491528 5.22223755 -4.84760091
#> 625 626 627 628 629 630
#> 0.58465200 -1.38707791 -5.87678353 1.92483058 0.30576663 -3.99234733
#> 631 632 633 634 635 636
#> -0.19643618 -0.77867803 2.58524156 1.32105299 0.09692599 -0.80676448
#> 637 638 639 640 641 642
#> 3.65711956 -1.21106176 0.49278000 1.47463104 2.09585824 0.37856570
#> 643 644 645 646 647 648
#> 0.21115294 0.02534397 2.57459733 0.19209042 1.93456266 -0.11137955
#> 649 650 651 652 653 654
#> -0.05755557 -1.27052462 2.39609462 2.95920842 0.02495425 1.37477634
#> 655 656 657 658 659 660
#> 2.31912418 0.64565686 -2.40303575 1.00410466 0.57624410 -0.18512207
#> 661 662 663 664 665 666
#> 0.51993706 2.68512951 1.99906166 -0.15080839 -0.56862801 2.77123847
#> 667 668 669 670 671 672
#> -0.01995838 2.83625673 -3.30834474 0.96061621 -0.80082862 3.87077260
#> 673 674 675 676 677 678
#> 3.39216837 2.98483167 1.00747084 3.97886555 -0.09953164 -1.43041737
#> 679 680 681 682 683 684
#> -5.69277297 -0.43398978 1.48682511 -1.60246202 0.95981498 -0.63601445
#> 685 686 687 688 689 690
#> -2.90381027 6.37379241 -0.62274854 0.52002606 2.27324330 2.79782639
#> 691 692 693 694 695 696
#> -0.30508132 -0.29993172 -1.73867295 1.32880851 4.12056832 -4.19183466
#> 697 698 699 700 701 702
#> -1.25171053 -2.06573593 1.35943892 1.42711442 -2.30555789 -0.07510239
#> 703 704 705 706 707 708
#> -2.71909214 -1.95482641 15.34647270 0.16668944 -1.82699016 -3.80114806
#> 709 710 711 712 713 714
#> 2.60013990 -1.78725494 -1.02501122 -0.13887771 0.42321514 -0.15562350
#> 715 716 717 718 719 720
#> 0.84796008 0.05467896 0.08514086 5.53314808 0.80731388 0.82914162
#> 721 722 723 724 725 726
#> -3.18950292 4.36539776 1.00408413 -2.01092137 0.13803979 -0.87249258
#> 727 728 729 730 731 732
#> -0.01255721 2.17326688 1.96781192 0.84312753 -0.95130712 -1.96716413
#> 733 734 735 736 737 738
#> 2.55147355 -5.17402429 0.07777755 -0.39098481 1.35008458 -0.20734249
#> 739 740 741 742 743 744
#> -2.41172992 2.94063951 0.82006529 -1.72468802 0.67639349 1.77168724
#> 745 746 747 748 749 750
#> -0.46755277 2.59157693 -0.09916098 0.59094615 -0.77403670 -0.37304420
#> 751 752 753 754 755 756
#> -8.46365970 -0.96723667 0.35377997 -0.24026653 0.93311682 -1.06726581
#> 757 758 759 760 761 762
#> 1.71144354 2.74182580 -0.47544373 1.26579385 4.60111807 0.70980466
#> 763 764 765 766 767 768
#> -1.18762673 -5.73316166 1.74915499 1.51502140 -17.25117875 2.29457914
#> 769 770 771 772 773 774
#> 0.45321205 -6.78770907 0.89154329 2.16888887 -0.79432744 0.65546668
#> 775 776 777 778 779 780
#> 0.10825045 1.09148188 -3.96786448 3.33757032 -3.35557382 -0.56592465
#> 781 782 783 784 785 786
#> -18.50069801 -3.03355630 -1.92376330 1.78974517 3.04440912 0.56212009
#> 787 788 789 790 791 792
#> -1.45818522 -4.25536163 0.41447036 2.50011684 2.16521386 -0.22410926
#> 793 794 795 796 797 798
#> -0.47663229 -1.33517607 -2.53428285 0.43033044 -1.38404362 -1.52503548
#> 799 800 801 802 803 804
#> 1.82975908 -0.21059102 -1.86302374 0.55539279 2.52660664 -1.01479561
#> 805 806 807 808 809 810
#> -0.46184054 -1.23375489 1.21887093 1.72136865 -1.09289065 0.27686270
#> 811 812 813 814 815 816
#> -2.52665993 11.33764097 -0.89492391 -0.38830347 0.06000078 11.08029729
#> 817 818 819 820 821 822
#> 1.54265053 0.51337385 -0.17294429 1.16407594 5.67786614 -1.75013327
#> 823 824 825 826 827 828
#> -0.13913970 0.69728335 -1.33943571 2.94168025 0.18169794 -3.97977912
#> 829 830 831 832 833 834
#> -2.22359133 -1.32802364 -0.05439268 7.72701040 2.84976109 24.34838751
#> 835 836 837 838 839 840
#> 3.73714244 -0.62502249 -1.14157900 -2.83997937 0.90378679 -2.16671960
#> 841 842 843 844 845 846
#> -0.65563097 -0.62838291 -0.24711047 0.29803447 1.00519151 -8.47890279
#> 847 848 849 850 851 852
#> 3.45678343 1.54766194 1.30614916 1.12870579 1.17006178 -0.07901649
#> 853 854 855 856 857 858
#> 0.89979446 3.22595020 1.84117594 1.46144467 1.21088418 -0.82432642
#> 859 860 861 862 863 864
#> -1.95093463 -0.72256559 0.43696378 -0.53772831 1.03170752 16.67026085
#> 865 866 867 868 869 870
#> -3.12044095 -1.09428311 5.24087603 -0.44123338 0.69902872 -0.48205848
#> 871 872 873 874 875 876
#> 2.86849311 6.83037878 -5.11982435 -0.88010109 -0.88942534 1.31182834
#> 877 878 879 880 881 882
#> 6.23711432 -0.07028954 0.49347611 -3.06366791 -3.62214557 5.39669773
#> 883 884 885 886 887 888
#> 5.82735867 2.65185181 -1.78430135 1.49882865 1.14372090 1.98069318
#> 889 890 891 892 893 894
#> -1.02422493 0.90501231 -3.83150539 3.72801123 -1.72427635 -1.64854185
#> 895 896 897 898 899 900
#> -0.87834901 2.62004307 -0.06785896 0.67985066 1.01086319 -2.45573768
#> 901 902 903 904 905 906
#> -0.92886361 1.52280027 -0.33201397 -0.39549156 1.09798722 0.29034829
#> 907 908 909 910 911 912
#> 2.10390145 -0.04991450 -0.62887266 0.61219498 0.46305985 1.68145137
#> 913 914 915 916 917 918
#> 4.53498461 3.75704339 -1.23052596 0.17803062 1.45879732 0.19341773
#> 919 920 921 922 923 924
#> 0.52647405 -3.72325081 -1.01405939 2.66795856 2.26612103 0.01601578
#> 925 926 927 928 929 930
#> 5.09766155 3.43182544 4.04888130 0.54369518 -0.70237274 0.10511239
#> 931 932 933 934 935 936
#> -0.67246782 2.31995007 -3.46921354 -1.46289343 -1.44698442 0.85295089
#> 937 938 939 940 941 942
#> 0.75173339 2.16999196 1.84521483 -3.29480464 3.59102651 7.18345457
#> 943 944 945 946 947 948
#> -4.14447923 2.69918942 0.79568802 -0.38586956 1.15415785 3.89650353
#> 949 950 951 952 953 954
#> -2.31891910 4.76671946 4.35909849 -2.29901436 -1.29640651 -1.70922224
#> 955 956 957 958 959 960
#> -0.56113447 -1.17047318 3.89638322 0.05405475 0.91146577 -1.34546334
#> 961 962 963 964 965 966
#> -1.96646421 2.07210848 2.74534051 -1.39785408 3.11466413 3.18983576
#> 967 968 969 970 971 972
#> 2.36378398 1.26653485 -0.83425452 -4.36701002 -3.14782869 -3.08761033
#> 973 974 975 976 977 978
#> -0.36817928 1.31578968 3.31105954 -0.41426156 0.29718678 -1.42391144
#> 979 980 981 982 983 984
#> 0.15221252 -0.82613948 -23.64584426 -1.51329522 0.81003925 -0.68645924
#> 985 986 987 988 989 990
#> -1.09225526 0.40089476 -1.10778515 0.03828538 0.25101521 1.77253570
#> 991 992 993 994 995 996
#> 1.56655545 1.23491457 -0.81582894 -3.48431756 -1.50514821 0.23480144
#> 997 998 999 1000 1001 1002
#> -0.86435971 3.41003439 0.97599264 -2.15418617 0.50123526 2.70922627
#> 1003 1004 1005 1006 1007 1008
#> 2.94387496 4.99123007 7.72993614 -1.29961784 3.54138376 -0.76530968
#> 1009 1010 1011 1012 1013 1014
#> -0.08915500 0.71117982 -1.72132513 0.85746800 0.42995060 3.04125342
#> 1015 1016 1017 1018 1019 1020
#> -2.81979273 -1.01543039 -0.19656416 0.78243702 1.10604714 -1.53939584
#> 1021 1022 1023 1024 1025 1026
#> -1.01862500 5.70285810 -0.70278368 0.42447249 1.59115557 0.59158065
#> 1027 1028 1029 1030 1031 1032
#> -0.12300649 0.09320467 4.87490044 -1.40519462 -4.50388617 -0.63929356
#> 1033 1034 1035 1036 1037 1038
#> -2.03026760 -1.41085821 -1.40957399 1.04556675 0.92922416 7.78624815
#> 1039 1040 1041 1042 1043 1044
#> -2.27909257 -2.43405593 -1.77124007 3.82781257 -0.45997289 -0.33138955
#> 1045 1046 1047 1048 1049 1050
#> 2.56998846 12.00485342 -0.54094125 0.79344773 -0.03051454 -0.93634035
#> 1051 1052 1053 1054 1055 1056
#> 0.31598382 -1.41816360 -1.62758973 -1.73743193 -8.51653942 0.70581084
#> 1057 1058 1059 1060 1061 1062
#> 2.11061295 2.10595793 -0.89884629 0.96170321 -2.46729078 2.64929939
#> 1063 1064 1065 1066 1067 1068
#> -0.78598329 3.52601469 -4.73776866 -2.30605735 2.44719620 -7.21990631
#> 1069 1070 1071 1072 1073 1074
#> -3.42107052 1.97025511 1.13126651 -2.85695967 10.03474987 -0.98943807
#> 1075 1076 1077 1078 1079 1080
#> 2.02699595 2.69844100 1.80912688 -0.63605483 -1.58479904 -0.85789537
#> 1081 1082 1083 1084 1085 1086
#> 2.52393567 -4.63449348 -18.27463480 19.34192626 1.01459999 0.57038635
#> 1087 1088 1089 1090 1091 1092
#> 1.25541696 -6.13473117 -4.34832185 -0.58261184 -3.45075850 -0.14543515
#> 1093 1094 1095 1096 1097 1098
#> 1.25177987 1.52655602 2.05486006 0.39672114 -0.50414993 -1.07539448
#> 1099 1100 1101 1102 1103 1104
#> 0.99309477 0.77413825 2.49305476 -4.50853466 2.33147953 1.32850927
#> 1105 1106 1107 1108 1109 1110
#> 0.94721491 0.67809414 2.50036385 -1.83021271 -1.37859229 0.13502734
#> 1111 1112 1113 1114 1115 1116
#> 10.54345957 -0.25402123 -2.17688789 0.41761964 4.90248513 -2.36996843
#> 1117 1118 1119 1120 1121 1122
#> 8.88751760 0.64687226 0.45609928 -1.60477976 2.42320961 -1.70608802
#> 1123 1124 1125 1126 1127 1128
#> 0.17710756 -2.55436255 0.18547911 -1.84136063 -1.01419221 2.01200805
#> 1129 1130 1131 1132 1133 1134
#> 0.54003368 0.56854381 0.15150656 -0.72706086 0.78477322 0.12829696
#> 1135 1136 1137 1138 1139 1140
#> 2.20232763 -4.20754775 1.30833306 -1.09374722 -3.37235272 -0.17846695
#> 1141 1142 1143 1144 1145 1146
#> 2.53273374 -1.65031753 2.41552549 1.74725496 -1.21141000 2.93595867
#> 1147 1148 1149 1150 1151 1152
#> -3.48740591 1.38724337 -1.67151951 1.01607785 -9.39932801 3.73095707
#> 1153 1154 1155 1156 1157 1158
#> 0.11655170 -0.41100220 -2.13473998 -0.44878131 -1.99789820 3.42980667
#> 1159 1160 1161 1162 1163 1164
#> -3.70362818 -0.25097109 3.45891408 3.11510732 2.04461858 2.57811354
#> 1165 1166 1167 1168 1169 1170
#> 1.13951313 -1.85140867 -1.21675056 -0.83052047 2.13121022 0.05377393
#> 1171 1172 1173 1174 1175 1176
#> -0.02728167 0.06900366 -3.16183149 3.63535859 -1.34795532 -1.95890722
#> 1177 1178 1179 1180 1181 1182
#> 3.95928549 2.98496657 -1.08513199 -0.53685347 0.55332165 -3.51463932
#> 1183 1184 1185 1186 1187 1188
#> 1.79864541 1.01943251 -2.18174093 0.10797495 1.21496112 -0.35677387
#> 1189 1190 1191 1192 1193 1194
#> -0.01897538 -1.48527376 -0.52640061 0.33041779 2.67251912 3.26232669
#> 1195 1196 1197 1198 1199 1200
#> 0.77404571 -1.87304165 0.53387967 -3.68201415 -0.48345563 -0.39029926
#> 1201 1202 1203 1204 1205 1206
#> 0.44285269 -1.04242934 -4.24765652 -2.24372110 -3.36785452 -1.48347439
#> 1207 1208 1209 1210 1211 1212
#> -2.19074439 -1.62230049 2.08704307 5.12783015 0.48369413 -0.85791648
#> 1213 1214 1215 1216 1217 1218
#> 5.85874998 5.31783542 0.42632876 1.29493410 3.31808428 -0.86040234
#> 1219 1220 1221 1222 1223 1224
#> -2.80528236 3.16722280 -1.82261059 -0.66046968 -0.18746643 0.99512906
#> 1225 1226 1227 1228 1229 1230
#> -11.89923029 -5.14085479 2.17018629 0.19919693 -4.93880611 2.83973378
#> 1231 1232 1233 1234 1235 1236
#> 0.95585429 2.12585748 -2.62473976 2.01305677 1.05121998 -2.98246167
#> 1237 1238 1239 1240 1241 1242
#> 0.90508926 -0.03673605 5.06071819 -1.43467672 -2.36015470 -1.88411698
#> 1243 1244 1245 1246 1247 1248
#> -1.45534417 -2.13633218 -9.91631364 -0.16663850 3.06010415 0.89379062
#> 1249 1250 1251 1252 1253 1254
#> 1.11732899 3.38766879 -0.42572978 -3.98491372 -1.77790444 1.04076678
#> 1255 1256 1257 1258 1259 1260
#> -3.05224255 1.41043845 -0.40058527 -0.76564958 0.77980436 -1.09678883
#> 1261 1262 1263 1264 1265 1266
#> 0.61067631 3.40010338 -1.32953221 -1.24687157 2.24118294 -1.72528422
#> 1267 1268 1269 1270 1271 1272
#> 0.14182092 0.71010529 -2.01041468 -0.93120486 4.82052359 -1.02356294
#> 1273 1274 1275 1276 1277 1278
#> 0.32084404 1.81253028 -0.71354456 0.40884476 -1.51603462 -3.63098766
#> 1279 1280 1281 1282 1283 1284
#> 1.67147176 -1.72268443 -1.64730589 -0.53717849 -0.17818160 -3.12478666
#> 1285 1286 1287 1288 1289 1290
#> -1.68578324 1.21322104 -2.27099775 0.11429994 -3.51513288 -1.80263513
#> 1291 1292 1293 1294 1295 1296
#> -2.63226005 2.75373928 -0.47658110 -6.33089872 -0.17103573 5.63000607
#> 1297 1298 1299 1300 1301 1302
#> -4.42247526 -0.15215606 -0.83525826 -2.12605590 2.90407602 -3.16797088
#> 1303 1304 1305 1306 1307 1308
#> -2.68331866 -3.26609050 3.63508725 -0.24288718 -0.72621692 -1.24322068
#> 1309 1310 1311 1312 1313 1314
#> 0.41279571 1.69373688 -0.18373637 2.00120491 2.10734079 0.44179348
#> 1315 1316 1317 1318 1319 1320
#> -0.35804511 -9.21550443 -0.63371917 -3.46283530 -1.44652735 1.80454325
#> 1321 1322 1323 1324 1325 1326
#> -3.67331200 -2.42236438 4.95220302 2.25027467 5.45987607 -2.62315407
#> 1327 1328 1329 1330 1331 1332
#> 0.55679720 0.88138221 2.38028318 0.94627936 4.14503627 -1.54872435
#> 1333 1334 1335 1336 1337 1338
#> 1.71706564 0.55751905 -1.05424430 -0.47002331 2.93333879 0.23996178
#> 1339 1340 1341 1342 1343 1344
#> -2.52851842 -0.78637646 0.94127571 1.45624781 1.40282391 -0.02535804
#> 1345 1346 1347 1348 1349 1350
#> -1.70708036 -5.04093328 1.75136862 -3.75874615 2.26241615 -0.12842424
#> 1351 1352 1353 1354 1355 1356
#> -0.99668329 -3.06678480 1.34506947 0.01062141 1.07909447 1.46453600
#> 1357 1358 1359 1360 1361 1362
#> -0.17733004 2.38942078 1.27781914 -6.63449392 8.40271769 -1.31176939
#> 1363 1364 1365 1366 1367 1368
#> -1.53046436 -3.55067282 14.82858014 0.83071652 0.79906644 -0.66153298
#> 1369 1370 1371 1372 1373 1374
#> -1.96877222 -3.22586749 3.20206294 2.95772799 -2.05276964 -3.77114455
#> 1375 1376 1377 1378 1379 1380
#> 1.44381192 1.16610732 -0.47133158 -1.84503690 0.67461673 0.89732371
#> 1381 1382 1383 1384 1385 1386
#> 1.11441677 -0.95302122 0.84106840 1.69841024 -0.09753595 1.88797559
#> 1387 1388 1389 1390 1391 1392
#> 4.10022703 -2.74959954 3.69661132 -1.83718311 0.10178969 2.65803371
#> 1393 1394 1395 1396 1397 1398
#> 0.83223954 -2.23718848 0.36834534 1.30986165 0.97998408 -0.17435327
#> 1399 1400 1401 1402 1403 1404
#> -2.18315052 3.06331476 -0.41624989 -4.34263190 0.01995511 -2.47099698
#> 1405 1406 1407 1408 1409 1410
#> -0.16632966 -3.43139280 -1.09307606 1.55935654 0.72557185 2.54673644
#> 1411 1412 1413 1414 1415 1416
#> -0.98968789 0.74584649 -0.27614751 2.85275690 2.13870063 -4.65971984
#> 1417 1418 1419 1420 1421 1422
#> 2.21248542 -8.23438950 -1.75802800 -4.88630101 1.33114427 4.04958420
#> 1423 1424 1425 1426 1427 1428
#> -0.78643760 -0.15760218 -2.87052377 0.72707428 -2.25430321 2.90889202
#> 1429 1430 1431 1432 1433 1434
#> -2.63739434 3.13716305 -1.78035506 1.74229090 -1.19059975 -2.05571883
#> 1435 1436 1437 1438 1439 1440
#> -0.10060860 2.22818200 1.99652289 0.56491261 -2.19550618 0.40438260
#> 1441 1442 1443 1444 1445 1446
#> -2.08895666 0.59591881 -1.06730226 1.55653193 0.16526889 -3.43512072
#> 1447 1448 1449 1450 1451 1452
#> 3.39774316 -0.29965618 3.56302977 -11.58801172 0.87741615 2.34668603
#> 1453 1454 1455 1456 1457 1458
#> -1.75015332 0.19283731 0.77275726 0.65333872 -0.69965959 -2.06780339
#> 1459 1460 1461 1462 1463 1464
#> 0.84139308 -1.27058475 2.45944556 0.15869695 -0.32248807 0.52210490
#> 1465 1466 1467 1468 1469 1470
#> -2.23980858 5.51556167 -5.36130371 0.42703426 -4.00418542 -0.49725927
#> 1471 1472 1473 1474 1475 1476
#> -2.17377135 3.16570656 2.65350095 4.90714607 -1.27450799 -3.45799441
#> 1477 1478 1479 1480 1481 1482
#> -2.13274934 0.60349745 -0.23083445 0.86826187 -0.78948289 0.83906852
#> 1483 1484 1485 1486 1487 1488
#> 8.87858649 0.96860209 0.44659961 1.22045741 -0.14248835 1.00354832
#> 1489 1490 1491 1492 1493 1494
#> 1.95531037 -3.57741710 0.58785774 1.22216415 2.14210425 -3.91172106
#> 1495 1496 1497 1498 1499 1500
#> 1.73991557 -0.49785220 -0.40281144 0.57756296 0.15796864 0.05027422
#> 1501 1502 1503 1504 1505 1506
#> -7.42280832 -4.07769679 3.67765041 0.99461751 1.41060811 1.51601955
#> 1507 1508 1509 1510 1511 1512
#> 1.69151773 -1.92415905 -3.19697226 -4.46924116 2.00086166 -1.86066711
#> 1513 1514 1515 1516 1517 1518
#> -0.83022553 0.55680214 -2.26761991 2.59553409 3.80356199 1.52387080
#> 1519 1520 1521 1522 1523 1524
#> -2.14042375 0.77636049 -3.43133593 -0.89708308 0.67256133 -1.21599193
#> 1525 1526 1527 1528 1529 1530
#> -0.86184694 0.71786251 0.30982216 2.95925538 1.06842522 0.27009284
#> 1531 1532 1533 1534 1535 1536
#> -1.39321882 1.37658730 2.27558572 -2.11533450 4.52315630 -8.81186676
#> 1537 1538 1539 1540 1541 1542
#> -0.92310567 0.89739132 0.18039964 -0.14162291 -4.46277015 0.35218038
#> 1543 1544 1545 1546 1547 1548
#> -0.79657067 -0.01367512 0.90546558 1.56608946 3.81996918 0.32330581
#> 1549 1550 1551 1552 1553 1554
#> -0.28161807 -0.66063020 -0.91972274 1.86942340 -0.60974539 -0.93563675
#> 1555 1556 1557 1558 1559 1560
#> -0.87263869 -0.08121675 1.87945026 0.36873276 1.03471469 0.93765602
#> 1561 1562 1563 1564 1565 1566
#> 3.42893412 3.08750354 2.11184318 -1.37349640 -0.88327131 -4.77667691
#> 1567 1568 1569 1570 1571 1572
#> 1.64898642 -1.89134937 2.02154337 12.20633500 -6.21225464 3.41008418
#> 1573 1574 1575 1576 1577 1578
#> 0.13677502 3.05829539 1.33502529 1.24465687 3.24950167 1.28381751
#> 1579 1580 1581 1582 1583 1584
#> 3.52637634 -1.85656132 0.92314655 -19.81828747 2.32182995 2.93206252
#> 1585 1586 1587 1588 1589 1590
#> -3.57251456 -2.55057786 -6.90426414 5.84673430 1.14894879 -0.31325155
#> 1591 1592 1593 1594 1595 1596
#> 7.88130906 2.26738320 1.52763362 -22.18364015 -0.67342514 -1.91596161
#> 1597 1598 1599 1600 1601 1602
#> -2.07197834 2.56394366 1.89429109 4.28757850 -1.98428146 -2.35305269
#> 1603 1604 1605 1606 1607 1608
#> -0.54959292 -1.03834939 0.70044963 -2.59633394 0.58385860 3.17728275
#> 1609 1610 1611 1612 1613 1614
#> 0.12090413 0.38107716 -0.59663921 0.47590935 -0.05719810 0.21233348
#> 1615 1616 1617 1618 1619 1620
#> 0.03390942 -2.60690448 4.84912259 1.21003343 0.16877826 -1.14725418
#> 1621 1622 1623 1624 1625 1626
#> -1.76833348 -4.01772421 -0.38291172 -3.43360390 3.29518170 2.05746444
#> 1627 1628 1629 1630 1631 1632
#> -0.54182298 9.50071623 3.65505086 1.31784312 1.06060510 0.21783693
#> 1633 1634 1635 1636 1637 1638
#> -2.55875191 -1.14413604 -3.99778286 12.01791650 1.05512304 1.33675999
#> 1639 1640 1641 1642 1643 1644
#> 1.98352181 -0.42966807 0.34438871 1.78382211 1.39280711 1.07797159
#> 1645 1646 1647 1648 1649 1650
#> -2.70657085 -3.66235955 -0.30763471 -0.06654536 -1.05768939 0.92749649
#> 1651 1652 1653 1654 1655 1656
#> -1.42236225 2.09348082 3.41340702 0.89180871 -2.95450041 1.80075277
#> 1657 1658 1659 1660 1661 1662
#> 3.09643430 0.57524897 3.91461458 -7.47981843 5.85345729 -3.70641329
#> 1663 1664 1665 1666 1667 1668
#> -0.85762069 -0.82407386 0.39095296 0.72094195 -0.96367063 1.28877788
#> 1669 1670 1671 1672 1673 1674
#> 3.00030573 1.59744567 -2.58530126 -3.07959415 5.12947296 -0.79550211
#> 1675 1676 1677 1678 1679 1680
#> 4.59731758 2.21198410 -0.42874124 8.10707928 0.17478876 -0.78456531
#> 1681 1682 1683 1684 1685 1686
#> -0.58062658 0.98720056 -2.91740157 -0.39326331 -0.62107080 1.67742179
#> 1687 1688 1689 1690 1691 1692
#> -0.19730096 -12.16753522 -7.94001253 0.62669986 -0.13603260 -5.83681763
#> 1693 1694 1695 1696 1697 1698
#> -2.57921086 2.14522960 -1.05942534 -1.79562930 -1.26692687 1.30429187
#> 1699 1700 1701 1702 1703 1704
#> 0.15881912 1.28544577 -1.99746016 3.88369518 -3.47419101 0.01242217
#> 1705 1706 1707 1708 1709 1710
#> 1.11911684 0.98703730 -2.29479119 -0.51860807 0.23550611 -1.70416092
#> 1711 1712 1713 1714 1715 1716
#> -0.41870287 -0.04585932 -0.73706254 1.13074667 4.06513790 1.35775473
#> 1717 1718 1719 1720 1721 1722
#> 3.18386786 -3.49931163 1.20209903 -0.58985928 2.40223043 1.62792336
#> 1723 1724 1725 1726 1727 1728
#> -3.77143460 3.14548475 9.96920125 -2.14616105 3.11318884 1.07174563
#> 1729 1730 1731 1732 1733 1734
#> 0.12781445 0.00275705 0.41239646 -2.42797755 -0.93308280 -1.00332096
#> 1735 1736 1737 1738 1739 1740
#> 0.26034803 0.91977368 -0.33211741 1.57386449 0.65066578 1.71287788
#> 1741 1742 1743 1744 1745 1746
#> 0.14537038 1.26555518 -0.50440117 0.14715183 3.72111335 -1.93790743
#> 1747 1748 1749 1750 1751 1752
#> -2.26581704 19.85919418 4.50044150 -4.61281112 -2.68385979 -2.66013563
#> 1753 1754 1755 1756 1757 1758
#> 0.37164991 1.52167012 -0.03932375 -0.17662575 1.85642818 -2.26333265
#> 1759 1760 1761 1762 1763 1764
#> -1.24694071 -3.24701795 -1.63979985 0.41536972 -2.40973124 0.98296119
#> 1765 1766 1767 1768 1769 1770
#> 1.49301388 4.62070411 0.25677952 1.78297558 1.22235012 -2.06113436
#> 1771 1772 1773 1774 1775 1776
#> 2.55879003 0.29869996 0.46894453 -1.93229542 -1.10778983 0.81790485
#> 1777 1778 1779 1780 1781 1782
#> 0.05398595 -4.65444669 -0.88489048 -2.60169911 0.34401325 -0.43860597
#> 1783 1784 1785 1786 1787 1788
#> -7.00581543 1.09652186 1.52754143 6.31072371 0.24778803 0.40962012
#> 1789 1790 1791 1792 1793 1794
#> 0.85419973 0.11686078 5.47600460 -0.79899800 1.08122357 -0.50218048
#> 1795 1796 1797 1798 1799 1800
#> 0.25926486 -1.56914121 -1.31219850 -0.67356691 -0.76791153 3.78281406
#> 1801 1802 1803 1804 1805 1806
#> 0.55052137 -2.16103958 1.84052215 0.75948041 -0.21415271 -1.72284318
#> 1807 1808 1809 1810 1811 1812
#> 3.29967119 1.39029227 -2.18307037 -3.59693956 -1.13458564 0.98618503
#> 1813 1814 1815 1816 1817 1818
#> -0.13741134 -0.76828421 -0.86087510 -2.86999105 15.03334526 1.53559128
#> 1819 1820 1821 1822 1823 1824
#> 0.52662416 6.10538094 -1.17001491 10.93739948 -0.75377092 2.15587581
#> 1825 1826 1827 1828 1829 1830
#> 0.94730870 -1.20061812 2.39234486 -0.73915552 0.82403696 1.16595704
#> 1831 1832 1833 1834 1835 1836
#> 1.67576876 3.36106051 1.54214777 0.95735796 3.44984992 -0.05577292
#> 1837 1838 1839 1840 1841 1842
#> 1.77840121 1.90629181 1.24547298 -0.77791984 0.99072977 -0.54909297
#> 1843 1844 1845 1846 1847 1848
#> -0.28690775 2.59805343 3.68648185 4.32110293 -0.65105400 -5.40050808
#> 1849 1850 1851 1852 1853 1854
#> -0.53907325 -2.39885521 3.44897371 -2.93925461 0.75522550 -4.22003406
#> 1855 1856 1857 1858 1859 1860
#> -7.06868171 -4.06787141 2.03481511 0.59645346 -1.86868262 -2.74306048
#> 1861 1862 1863 1864 1865 1866
#> 5.03891170 0.70523428 1.33622530 1.37654552 3.24577686 -3.61809388
#> 1867 1868 1869 1870 1871 1872
#> -0.57198651 -7.25809941 -0.54072259 1.08823264 -1.93263890 -1.06826177
#> 1873 1874 1875 1876 1877 1878
#> 16.20547820 -0.90196316 -1.08459966 4.89259098 5.94405735 3.88846158
#> 1879 1880 1881 1882 1883 1884
#> 3.09799846 -1.18857403 -0.30450292 0.92402491 2.17225902 3.26641268
#> 1885 1886 1887 1888 1889 1890
#> -0.17292592 0.14614394 2.76463214 -0.12020236 -0.29135948 -3.12980254
#> 1891 1892 1893 1894 1895 1896
#> -0.24951634 1.07765649 -3.04795102 -1.65247070 -1.95428676 -4.83275327
#> 1897 1898 1899 1900 1901 1902
#> -0.01396915 -2.07405112 -0.93169202 0.87068973 -1.01553622 -0.89743061
#> 1903 1904 1905 1906 1907 1908
#> -3.67098534 -4.56777693 2.55316601 2.30945447 3.90021263 1.89564670
#> 1909 1910 1911 1912 1913 1914
#> 1.30417023 0.15320287 0.79893478 0.65730249 0.19693627 0.59478339
#> 1915 1916 1917 1918 1919 1920
#> -1.71452944 -2.17157221 3.52133502 1.76072298 -0.15584171 -7.93604251
#> 1921 1922 1923 1924 1925 1926
#> -2.37153309 -2.50636727 -0.97069080 -1.40210364 0.99282252 0.59827674
#> 1927 1928 1929 1930 1931 1932
#> 1.05432341 -1.18958248 0.04519607 -1.78890261 5.99872801 -4.16460424
#> 1933 1934 1935 1936 1937 1938
#> -3.10308962 2.90412005 3.34021984 2.44091804 0.56029337 -14.78015261
#> 1939 1940 1941 1942 1943 1944
#> -0.80330502 -1.01466895 2.19053356 -1.28816696 -3.84107429 1.29297522
#> 1945 1946 1947 1948 1949 1950
#> 2.30963656 -3.75896026 -1.62256759 3.61430442 -9.41207680 -1.57305866
#> 1951 1952 1953 1954 1955 1956
#> -2.66724098 0.07912203 -7.83534049 2.36732842 0.26153743 1.74958400
#> 1957 1958 1959 1960 1961 1962
#> 0.99837458 -1.81834277 -0.19564579 -2.15584573 -0.34413739 -0.72415381
#> 1963 1964 1965 1966 1967 1968
#> 1.31223621 -2.86550742 -2.41479321 -5.51202711 -1.13469304 -9.12764904
#> 1969 1970 1971 1972 1973 1974
#> -0.55122013 2.72361882 0.39346653 -6.08803985 -0.19492450 2.04918465
#> 1975 1976 1977 1978 1979 1980
#> -1.03353710 0.31029324 1.74472774 0.18675889 -0.51413751 -0.44827884
#> 1981 1982 1983 1984 1985 1986
#> -0.74050490 -2.20504931 -6.25612745 1.42306333 -0.55850735 -1.10514961
#> 1987 1988 1989 1990 1991 1992
#> 1.71192283 -2.94549352 1.40418220 1.87636809 2.18310411 2.88820686
#> 1993 1994 1995 1996 1997 1998
#> -0.55976947 -3.18930143 -1.06671901 1.20916285 3.74795730 0.35999342
#> 1999 2000 2001 2002 2003 2004
#> -0.56361826 1.45204732 -1.53189678 0.07178950 2.92761639 -1.16121446
#> 2005 2006 2007 2008 2009 2010
#> -7.21463156 0.45277217 1.50960857 0.29636264 1.75499133 2.79967191
#> 2011 2012 2013 2014 2015 2016
#> 1.03586625 0.03295805 1.80907891 -11.23532182 3.96524607 0.97948422
#> 2017 2018 2019 2020 2021 2022
#> 1.22535998 -0.87300058 0.46749021 3.59746835 -0.78049515 3.86235428
#> 2023 2024 2025 2026 2027 2028
#> -0.08600912 -1.14168570 -0.30712781 -0.28262603 -13.74277199 -0.12037152
#> 2029 2030 2031 2032 2033 2034
#> -2.90715894 -2.74682902 0.48869656 3.96007100 1.25732818 -1.47866035
#> 2035 2036 2037 2038 2039 2040
#> 0.40937369 4.74746359 -2.23365928 -2.87637868 2.08282008 -0.09582093
#> 2041 2042 2043 2044 2045 2046
#> 1.75326486 1.07100325 -0.35893707 1.29887279 2.74833027 -0.01707394
#> 2047 2048 2049 2050 2051 2052
#> 0.54236638 3.93136328 0.92118142 -2.02322352 2.18170556 -0.96012047
#> 2053 2054 2055 2056 2057 2058
#> -1.98087305 1.41803689 -3.04637182 1.13444576 -2.06344527 2.86566715
#> 2059 2060 2061 2062 2063 2064
#> -1.33809384 0.58483085 1.27410355 2.30929302 -2.26727245 3.97729539
#> 2065 2066 2067 2068 2069 2070
#> 2.72146083 1.09445914 5.52758108 0.81400544 -0.17645183 0.87417776
#> 2071 2072 2073 2074 2075 2076
#> -3.79082892 -0.63049705 -1.69642977 0.72255886 1.98518419 3.88917600
#> 2077 2078 2079 2080 2081 2082
#> -2.37824663 -1.16277457 1.05202948 0.86950602 -0.53813206 -1.00266179
#> 2083 2084 2085 2086 2087 2088
#> -0.91979862 3.69523908 3.01822350 -1.43338107 1.85737061 1.16227685
#> 2089 2090 2091 2092 2093 2094
#> 3.37688888 1.90540246 -1.16662416 1.92881213 1.61678265 0.88968822
#> 2095 2096 2097 2098 2099 2100
#> -2.23567110 1.52768835 -2.00282817 2.27449755 -0.79161391 -2.35106860
#> 2101 2102 2103 2104 2105 2106
#> -0.30733686 -7.45733739 1.42099908 -0.49104975 2.06215532 0.09620298
#> 2107 2108 2109 2110 2111 2112
#> 5.38172594 0.36040670 -0.04076764 -0.92578486 -3.48949174 -1.05334950
#> 2113 2114 2115 2116 2117 2118
#> 3.91929373 -3.11147890 3.31014604 -0.98742640 -0.60692407 -1.77201137
#> 2119 2120 2121 2122 2123 2124
#> -0.98148196 0.28179476 0.79082361 0.38042662 -3.16555085 1.74869405
#> 2125 2126 2127 2128 2129 2130
#> 33.32240405 -1.79249245 -1.18262098 -11.69223163 1.62814212 -2.87164084
#> 2131 2132 2133 2134 2135 2136
#> 0.02493005 -1.94699608 -4.67409317 0.87112256 1.97043447 4.23675265
#> 2137 2138 2139 2140 2141 2142
#> -0.03157638 4.70811201 1.31098257 0.23450156 -0.90582623 -1.30884183
#> 2143 2144 2145 2146 2147 2148
#> 1.68972142 -3.09490486 -2.63577443 -1.94184595 -1.05254472 4.80179239
#> 2149 2150 2151 2152 2153 2154
#> 1.90625933 8.72754539 0.26097870 0.77790509 3.55634661 3.66542769
#> 2155 2156 2157 2158 2159 2160
#> 0.94420983 3.78127794 -4.02583110 2.51052248 -0.66259287 -1.43216327
#> 2161 2162 2163 2164 2165 2166
#> -2.34725210 -2.19752307 1.17795804 1.10417920 2.14753195 2.45742401
#> 2167 2168 2169 2170 2171 2172
#> 1.25239480 -5.03472837 -2.22984706 -1.84750861 2.33046503 -1.54456186
#> 2173 2174 2175 2176 2177 2178
#> -3.16509430 1.01723800 -5.18698914 -5.66611126 -0.51132257 -2.36152323
#> 2179 2180 2181 2182 2183 2184
#> -1.77653086 -4.51009020 1.04375311 -1.57937713 -0.73862955 1.30341590
#> 2185 2186 2187 2188 2189 2190
#> 1.55144230 2.85847657 -4.74943039 1.60816081 -0.51670452 -1.53870724
#> 2191 2192 2193 2194 2195 2196
#> -4.61322798 -3.87302371 -0.71129381 1.07644473 2.19303545 -1.69440646
#> 2197 2198 2199 2200 2201 2202
#> 1.56506794 2.78264696 2.29785697 1.36261761 -0.34288638 5.24911314
#> 2203 2204 2205 2206 2207 2208
#> 3.00915432 -3.80078371 -1.55171469 -13.13683054 0.87048942 0.64299614
#> 2209 2210 2211 2212 2213 2214
#> 2.50059231 1.23333960 1.53165788 0.84705150 -2.90564522 3.21675603
#> 2215 2216 2217 2218 2219 2220
#> 1.01358102 -0.61749149 -1.23587514 -0.43019143 1.24796283 0.96829914
#> 2221 2222 2223 2224 2225 2226
#> 2.68670581 -1.04272979 -1.54896473 0.05737740 -0.29319775 4.67434300
#> 2227 2228 2229 2230 2231 2232
#> 1.07008559 -0.72210207 -0.17110265 3.47332204 3.80044164 3.14979419
#> 2233 2234 2235 2236 2237 2238
#> 0.81651343 -3.46278291 0.60978864 -0.48372379 5.79702398 -1.11785255
#> 2239 2240 2241 2242 2243 2244
#> 1.73340674 -0.92294640 0.70021962 -2.22342231 -0.65347025 0.61830883
#> 2245 2246 2247 2248 2249 2250
#> -0.39707587 0.73869925 -1.61951389 -0.06760942 2.85337869 -1.09534591
#> 2251 2252 2253 2254 2255 2256
#> -1.97887540 -1.44467960 0.88528288 0.58703378 -24.99569017 -0.65226753
#> 2257 2258 2259 2260 2261 2262
#> 3.86612173 -1.70012569 -1.01442351 -2.48612533 -2.46435286 3.01958991
#> 2263 2264 2265 2266 2267 2268
#> -0.36391376 2.76716960 1.91735977 1.32512683 -1.16929667 3.38282736
#> 2269 2270 2271 2272 2273 2274
#> -0.62205037 1.19507847 -1.14531787 0.08613595 -1.50715237 -0.58305356
#> 2275 2276 2277 2278 2279 2280
#> -5.27933027 -0.20460114 0.87765113 -0.70140955 -0.73044146 -1.00252129
#> 2281 2282 2283 2284 2285 2286
#> 3.92025827 0.31184455 -1.05135938 -2.81829472 2.70570518 4.61649104
#> 2287 2288 2289 2290 2291 2292
#> 1.68037321 -0.87501118 -8.39487370 1.70540516 -2.47837377 1.35589963
#> 2293 2294 2295 2296 2297 2298
#> -1.48166466 -0.36790536 0.18515106 -0.99141841 -1.94053649 1.69956883
#> 2299 2300 2301 2302 2303 2304
#> 0.24285877 1.96129013 1.06255403 -2.70688461 0.78534375 -2.61839379
#> 2305 2306 2307 2308 2309 2310
#> 3.08843024 -2.04801647 3.06161625 0.75412977 -1.09010581 -0.88075331
#> 2311 2312 2313 2314 2315 2316
#> -0.91377638 1.39620797 0.41678298 2.37472514 1.17833743 2.00902541
#> 2317 2318 2319 2320 2321 2322
#> -0.25999358 0.85148708 -1.66063679 1.52491382 -1.00950719 1.45368710
#> 2323 2324 2325 2326 2327 2328
#> 1.21054107 -1.32696591 -2.90019697 -3.36262044 -0.37499946 1.53875918
#> 2329 2330 2331 2332 2333 2334
#> 0.09697610 0.42603620 -1.56815913 -0.43411833 -1.44031560 2.81522972
#> 2335 2336 2337 2338 2339 2340
#> 0.32406220 -3.50223811 -1.04493020 -6.12832217 -1.75830333 0.34693262
#> 2341 2342 2343 2344 2345 2346
#> -2.36804620 -0.72989147 1.39055405 0.01836247 0.76225872 -0.73156591
#> 2347 2348 2349 2350 2351 2352
#> -0.29716138 1.54501140 2.28468823 1.68100387 -0.49528274 1.13261926
#> 2353 2354 2355 2356 2357 2358
#> -0.04124476 -2.00778395 0.38707049 2.25081532 5.34531233 6.45852486
#> 2359 2360 2361 2362 2363 2364
#> -3.05533195 -0.45829002 1.53481733 -4.45912024 -0.66216492 -0.46264025
#> 2365 2366 2367 2368 2369 2370
#> 1.27332207 -1.39090508 -0.29770146 -0.81765162 0.07509258 -1.61291996
#> 2371 2372 2373 2374 2375 2376
#> 2.19794515 -1.21601324 1.60602945 -0.46400758 1.98983947 0.81662716
#> 2377 2378 2379 2380 2381 2382
#> -1.63505101 -7.17860652 -0.41484429 -0.33910026 -6.88637578 -3.04195361
#> 2383 2384 2385 2386 2387 2388
#> 0.02132764 3.69625679 4.53944037 -1.05175785 -0.31903777 0.81028617
#> 2389 2390 2391 2392 2393 2394
#> 0.72663959 0.93077519 2.81253002 -2.03199031 1.90015153 -0.70480186
#> 2395 2396 2397 2398 2399 2400
#> -0.86571652 0.74599092 -0.80152051 1.39541354 -1.27171016 4.38201170
#> 2401 2402 2403 2404 2405 2406
#> -2.64715700 -0.59113303 4.03651536 1.08018206 0.93455609 -1.80575521
#> 2407 2408 2409 2410 2411 2412
#> -0.04166992 -2.33214358 1.19550843 1.02128984 -0.73304114 -3.63370637
#> 2413 2414 2415 2416 2417 2418
#> -0.34986163 1.94312788 -1.36207822 -4.46220018 2.34627884 -0.82940901
#> 2419 2420 2421 2422 2423 2424
#> 0.78540370 -1.15488179 3.46111648 2.63028555 -1.35714189 0.13354397
#> 2425 2426 2427 2428 2429 2430
#> -0.72143934 -0.76791014 0.79974108 -0.47816465 2.60656734 -0.72794831
#> 2431 2432 2433 2434 2435 2436
#> -2.45588530 0.35033901 -3.51951561 1.69042975 3.30847423 0.85130883
#> 2437 2438 2439 2440 2441 2442
#> -0.20763370 -1.24204908 -1.37361064 1.38710682 -1.80692484 0.20623470
#> 2443 2444 2445 2446 2447 2448
#> -2.08011091 4.11055859 0.65696065 2.37371532 2.40716756 -2.11598345
#> 2449 2450 2451 2452 2453 2454
#> -0.68304560 1.42193727 1.32362202 0.06081438 0.28055921 2.39979456
#> 2455 2456 2457 2458 2459 2460
#> 0.54303714 0.02682932 1.74781877 2.50229609 -5.68806559 -0.65884949
#> 2461 2462 2463 2464 2465 2466
#> 3.17065237 -0.36811933 -0.14785018 -2.16882950 -0.38644952 0.32447280
#> 2467 2468 2469 2470 2471 2472
#> 3.17322737 -0.71027231 2.22763826 4.66041820 0.97399956 1.68369586
#> 2473 2474 2475 2476 2477 2478
#> -0.82755008 -6.74993140 2.76720939 -2.93274315 -3.18430837 -1.38449595
#> 2479 2480 2481 2482 2483 2484
#> 6.19823308 1.33447681 0.33833651 2.60760219 -2.87497509 3.58588337
#> 2485 2486 2487 2488 2489 2490
#> -1.53495912 6.29861143 -3.05931738 -3.54543776 2.78812039 1.80105797
#> 2491 2492 2493 2494 2495 2496
#> -1.43197053 0.32020433 18.20946482 -4.35366495 -2.09072873 -1.30947181
#> 2497 2498 2499 2500
#> 3.40403907 -4.30723185 0.51166098 -0.77912592
# using the data used for fitting also for predicting,
# correctly results in fitted values
all.equal(predict(het, dataHetIV), fitted(het)) # TRUE
#> [1] TRUE