R/f_s3_rendolatentIV.R
predict.rendo.latent.IV.Rd
Predicted values based on linear models estimated using the latent instrumental variables approach for a single endogenous regressor.
# S3 method for class 'rendo.latent.IV'
predict(object, newdata, ...)
predict.rendo.latent.IV
produces a vector of predictions
The model fitting function latentIV
data("dataLatentIV")
lat <- latentIV(y ~ P, data = dataLatentIV)
#> No start parameters were given. The linear model y ~ P is fitted to derive them.
#> The start parameters c((Intercept)=2.628, P=-0.955, pi1=7.627, pi2=11.784, theta5=0.5, theta6=1, theta7=0.5, theta8=1) are used for optimization.
# returns the fitted values
predict(lat)
#> 1 2 3 4 5 6
#> 0.63012031 -3.81139045 4.73299467 1.24359656 2.39559002 3.04864419
#> 7 8 9 10 11 12
#> 2.56410561 -3.28903070 2.23199651 7.08513618 2.20969115 8.56253264
#> 13 14 15 16 17 18
#> -1.72273191 0.86906699 3.60760343 0.68717238 2.60474879 2.35803155
#> 19 20 21 22 23 24
#> 6.40544959 4.97041477 2.86554167 -0.70038577 1.05979348 0.38773744
#> 25 26 27 28 29 30
#> -0.09964565 0.12228268 -0.56300496 3.60465657 1.06551474 7.59207067
#> 31 32 33 34 35 36
#> 10.97922240 2.54324407 -2.54254027 -4.49460735 1.38984565 -1.48218966
#> 37 38 39 40 41 42
#> 2.87249689 0.40164590 6.53545550 3.12684958 3.46005750 5.49771150
#> 43 44 45 46 47 48
#> -0.30046989 1.45250106 9.58844570 9.21159160 6.71027622 7.59065116
#> 49 50 51 52 53 54
#> -1.04194244 0.03318484 -2.15785291 2.39360834 -3.45417551 6.20272573
#> 55 56 57 58 59 60
#> 1.77666782 10.07243654 4.75970539 11.65510152 2.32090932 -2.65106435
#> 61 62 63 64 65 66
#> 1.45937706 9.38620838 1.70537127 0.18617431 3.00725109 4.91098975
#> 67 68 69 70 71 72
#> 1.27353125 2.53946070 0.57115204 2.79562826 -1.90847203 -1.39382607
#> 73 74 75 76 77 78
#> 8.94184981 5.36496117 2.69774969 5.44601850 0.72706748 -1.31381656
#> 79 80 81 82 83 84
#> 4.03505937 3.08989989 -1.41939498 4.73296460 0.11205451 0.13088050
#> 85 86 87 88 89 90
#> 5.08011942 0.91289601 6.36684770 1.96159125 2.14660796 5.25190756
#> 91 92 93 94 95 96
#> 3.43676888 1.87386755 -0.71818836 0.77815397 -1.59102334 4.21302485
#> 97 98 99 100 101 102
#> 0.16846113 10.96696757 8.07772339 1.08051210 -2.53713067 -1.06810176
#> 103 104 105 106 107 108
#> 0.84589029 -0.63048248 1.30945142 -3.89029200 3.24328199 -4.72961526
#> 109 110 111 112 113 114
#> -6.44600013 -0.78686607 -1.42992751 5.23708347 -1.01349590 -5.14113674
#> 115 116 117 118 119 120
#> 0.20716225 -4.07980600 1.23195843 1.15925098 -4.09451260 3.43348924
#> 121 122 123 124 125 126
#> 2.18113890 -9.96620830 -3.85619706 1.84463785 1.21776680 -2.11358260
#> 127 128 129 130 131 132
#> -4.58755769 0.32383353 -4.95254090 2.09336632 -5.04371913 -1.42006238
#> 133 134 135 136 137 138
#> 0.23620079 -2.48395033 1.83566266 2.69652464 -2.88867044 3.82778457
#> 139 140 141 142 143 144
#> -0.41167221 1.18051842 4.84926532 -0.57525565 -1.22046536 -5.38026314
#> 145 146 147 148 149 150
#> 1.98723303 -0.03211874 -0.24602664 1.92044114 5.86011964 -1.27077737
#> 151 152 153 154 155 156
#> -4.87101210 -0.10581322 -4.90286840 -0.25216552 1.06870695 -4.96042830
#> 157 158 159 160 161 162
#> -2.85675127 0.43917975 -1.85846460 0.05491865 6.62840186 -2.33761019
#> 163 164 165 166 167 168
#> -1.86904646 -1.18802682 -0.03671305 -3.49012693 -7.25580240 -7.96656661
#> 169 170 171 172 173 174
#> -2.68317760 -6.59462458 3.87436490 2.03593248 4.19543780 -5.04403498
#> 175 176 177 178 179 180
#> -7.63486371 -2.44469648 1.30908194 1.05738665 1.40143826 1.17253185
#> 181 182 183 184 185 186
#> -2.04515534 2.20901306 -0.05228362 -1.11617462 -5.43461013 -4.00090405
#> 187 188 189 190 191 192
#> 5.07085487 1.00708972 1.51899846 -4.00759173 -4.50938141 -2.39473467
#> 193 194 195 196 197 198
#> -1.76667654 0.48814871 -1.74642945 -4.22687253 -1.01427617 -0.14041370
#> 199 200 201 202 203 204
#> 2.08655843 2.00533663 -4.00394648 6.77006258 -3.49657506 4.30808961
#> 205 206 207 208 209 210
#> -3.18845383 -3.04663632 1.30341113 -1.98984523 -3.38884838 2.01141609
#> 211 212 213 214 215 216
#> 0.47432979 -2.75832368 4.63131385 6.35697457 1.40920985 1.58532941
#> 217 218 219 220 221 222
#> -1.44928080 -0.72007779 3.06196629 0.43805908 0.69116538 -0.59142786
#> 223 224 225 226 227 228
#> -1.02798351 -3.07434947 -0.59820913 -1.79385895 3.19275324 -7.89842380
#> 229 230 231 232 233 234
#> 0.88251889 -1.27439561 -8.69061723 -5.81259076 -1.98366813 -5.78483924
#> 235 236 237 238 239 240
#> -1.15141537 -2.31975522 1.10118214 -4.69623469 -3.63012022 -0.17891638
#> 241 242 243 244 245 246
#> -2.19186188 -5.02337481 2.09822761 -4.54174353 7.29068180 -4.41584794
#> 247 248 249 250 251 252
#> -4.81901100 -1.80932077 -5.41215576 -0.90578361 -2.01766433 1.54776777
#> 253 254 255 256 257 258
#> -0.45660086 1.69782981 -8.52128538 3.21938712 -1.62152740 -2.22411861
#> 259 260 261 262 263 264
#> -1.10689229 -1.22025087 -4.85846163 -2.80969711 5.02560616 1.18761169
#> 265 266 267 268 269 270
#> 0.05832229 -1.32939662 -3.81158762 -1.51867091 -1.95167338 3.03693611
#> 271 272 273 274 275 276
#> -2.95938326 3.01850302 5.05798923 0.80954619 -7.60856341 -1.02491283
#> 277 278 279 280 281 282
#> 4.24974419 0.97373719 -6.67384468 0.81710433 -5.32876926 1.93087812
#> 283 284 285 286 287 288
#> -4.88339903 -0.35698960 -1.44791632 -1.71424518 4.02400659 -4.91239885
#> 289 290 291 292 293 294
#> -2.20614724 2.66695304 -3.94388272 -5.17441736 3.57855482 -0.30572308
#> 295 296 297 298 299 300
#> -2.46127031 1.56114561 -2.33611921 -2.28439077 -5.20121153 -4.23268638
#> 301 302 303 304 305 306
#> 1.04553206 -5.84545966 1.20402243 -1.52426701 5.08113425 -3.09183088
#> 307 308 309 310 311 312
#> -3.51476405 1.98787565 -1.09900542 -2.65710234 2.63775356 -2.51660317
#> 313 314 315 316 317 318
#> -4.61588881 -6.69638971 -4.91961789 2.49288921 -4.85631631 -7.25737689
#> 319 320 321 322 323 324
#> -1.19421713 -2.52991313 -4.99083320 -1.99921190 -2.96296750 -3.85623250
#> 325 326 327 328 329 330
#> -6.08792717 -1.13961516 5.07440524 1.28294873 -6.47951907 -2.74132751
#> 331 332 333 334 335 336
#> -1.43116478 -3.73611784 1.74621570 2.68182525 1.93709185 -3.03010660
#> 337 338 339 340 341 342
#> -1.84624985 0.26520174 1.71155659 -0.16659654 0.50099771 -3.28242011
#> 343 344 345 346 347 348
#> 1.52322833 -1.32158740 2.49458183 3.65640096 -8.19203076 2.82255780
#> 349 350 351 352 353 354
#> -1.47648565 0.80216101 2.36189557 -2.27024704 2.49281694 -4.67097305
#> 355 356 357 358 359 360
#> -1.95457882 -3.88268096 0.59952080 -2.93136317 -5.01535510 3.30198379
#> 361 362 363 364 365 366
#> -5.55122087 2.59258197 1.08228115 -5.98271008 0.31150361 -0.66985347
#> 367 368 369 370 371 372
#> -0.77102190 -2.76678751 8.34118434 -4.56098160 0.78964758 0.52204936
#> 373 374 375 376 377 378
#> -2.22650747 3.56608095 -3.94498080 -2.12130036 0.55462380 2.68682497
#> 379 380 381 382 383 384
#> -2.42084559 7.81654682 -7.39497999 1.05589605 -0.63819248 0.37798397
#> 385 386 387 388 389 390
#> -1.92074857 1.75981694 -4.42766827 -0.34573129 1.66737637 0.07816571
#> 391 392 393 394 395 396
#> 3.34079032 -3.97303700 1.48244120 -5.01738842 4.27742025 -0.21898934
#> 397 398 399 400 401 402
#> -1.88054826 0.97453406 0.71759028 3.37603871 1.31983129 0.74491130
#> 403 404 405 406 407 408
#> 3.57089961 -1.65685244 -2.74506535 1.51625027 -1.62855661 -2.59689596
#> 409 410 411 412 413 414
#> -4.45706693 2.07596362 -6.16467260 0.74116023 0.26969119 -6.29281736
#> 415 416 417 418 419 420
#> -0.12580356 8.01932701 2.36355479 -1.31354234 2.43194893 -5.36817732
#> 421 422 423 424 425 426
#> -0.39725001 -0.37622078 -7.11281243 0.21552401 2.92129463 -4.76491363
#> 427 428 429 430 431 432
#> -2.14757863 -4.72108258 -3.87378969 -0.67322427 0.96443831 -0.32411834
#> 433 434 435 436 437 438
#> -5.31603636 3.64403654 -0.16901017 2.56112283 -7.05436840 -0.80370486
#> 439 440 441 442 443 444
#> -5.71855924 -4.95746897 -1.19120100 0.21051038 -7.51073218 2.82254279
#> 445 446 447 448 449 450
#> -7.52260462 1.81262280 -0.34934180 -3.56620553 1.76384700 2.82328234
#> 451 452 453 454 455 456
#> -1.51275587 -2.84831598 -1.12667378 -2.68839974 -1.89386079 -1.78641374
#> 457 458 459 460 461 462
#> 1.67162518 0.60864911 -3.34247211 -0.96010275 3.70100280 1.65631940
#> 463 464 465 466 467 468
#> -6.06337488 2.08141893 -4.47881360 4.78989911 -7.32262327 1.16906204
#> 469 470 471 472 473 474
#> -0.57895805 5.42291357 -2.44563086 -2.05202350 7.34702721 -0.04276462
#> 475 476 477 478 479 480
#> -3.15370344 -3.59744237 -0.82255358 1.48139222 6.67820845 0.52738430
#> 481 482 483 484 485 486
#> -4.78480852 -5.18257888 -2.05458176 -4.93861476 -0.56871184 2.88956937
#> 487 488 489 490 491 492
#> 0.94748617 1.09167143 -3.37938982 -2.52420152 -2.69241273 1.79608540
#> 493 494 495 496 497 498
#> 4.19912431 2.35920815 0.11290957 -5.11456497 -4.84230033 -2.17694570
#> 499 500 501 502 503 504
#> -2.52093319 6.58024984 -5.01394257 -2.00177661 -3.94068618 -4.47212910
#> 505 506 507 508 509 510
#> -4.69772541 0.84245034 -2.64805308 -7.20642134 -1.70441493 -4.81731954
#> 511 512 513 514 515 516
#> -7.70458192 0.32059338 -8.75552639 -6.81170684 -4.92188508 -5.86058370
#> 517 518 519 520 521 522
#> -7.05427156 -3.41837698 -7.57847721 -3.32529159 3.13906088 0.29749819
#> 523 524 525 526 527 528
#> -4.75159485 -6.16630585 -5.55000140 1.53881419 -5.53807591 -11.98766743
#> 529 530 531 532 533 534
#> -8.91107118 -6.26801371 -0.26059254 0.41373104 -5.62525197 -6.23644282
#> 535 536 537 538 539 540
#> -9.08167126 -7.20625702 -3.28511912 1.29614072 -4.08419624 -6.35485294
#> 541 542 543 544 545 546
#> -1.72250586 0.74255938 0.05464251 -3.88330660 -2.51315726 -6.93000116
#> 547 548 549 550 551 552
#> -5.24329740 -8.19341132 -11.05600230 -1.39142524 -7.78770283 3.15752403
#> 553 554 555 556 557 558
#> -1.70382106 -5.69348847 -5.08887995 -0.30150322 -2.22783851 -3.52050670
#> 559 560 561 562 563 564
#> -6.44759060 -3.42513574 -7.14447599 -7.74972054 -3.46098500 -6.62252111
#> 565 566 567 568 569 570
#> 2.36098183 -5.16198788 -6.85760260 0.16958268 -1.63562012 -3.69284119
#> 571 572 573 574 575 576
#> -11.82533030 -3.73541908 -1.69639944 -5.71577011 -5.44182216 -2.28224672
#> 577 578 579 580 581 582
#> -4.05874267 -5.62425167 -6.79024839 -3.07442372 -0.57190811 -10.00856724
#> 583 584 585 586 587 588
#> -2.93348279 -0.84029798 -3.53808082 -0.07587338 -1.76333863 -4.75660574
#> 589 590 591 592 593 594
#> -5.93322978 -1.61182650 -0.62449130 -5.91460982 -2.76328968 1.07793679
#> 595 596 597 598 599 600
#> -9.67954715 -2.95382742 -8.02331559 -7.83875007 -6.03680079 -3.52756979
#> 601 602 603 604 605 606
#> -8.52102753 -1.27162928 -7.55580342 0.89069225 -0.08083538 -5.63735468
#> 607 608 609 610 611 612
#> -7.27077325 -2.40183998 -7.05572129 -5.08136463 -6.78448358 -3.26751759
#> 613 614 615 616 617 618
#> 1.46297169 -2.61656887 -3.63721396 -6.32509385 -6.48901010 -4.91089523
#> 619 620 621 622 623 624
#> -9.37718883 -2.01114995 4.05580183 -4.96851682 -3.01515488 -3.83240275
#> 625 626 627 628 629 630
#> -7.35125069 -5.31724934 -0.62604445 0.10071043 -2.15688958 -5.66510077
#> 631 632 633 634 635 636
#> 0.21841540 -3.09060510 -4.77532332 0.66097211 -1.37456602 -4.37068720
#> 637 638 639 640 641 642
#> -6.42527320 -8.39634187 -5.24025111 -5.21937752 -8.87082671 -2.12311267
#> 643 644 645 646 647 648
#> 0.04669887 -3.91619053 -2.34326018 -0.43967562 -2.17074532 -4.97087280
#> 649 650 651 652 653 654
#> -1.31462093 3.97751543 -6.66055095 -6.64154171 -4.30119530 -3.81175169
#> 655 656 657 658 659 660
#> -1.61741625 -9.38001855 -4.28060119 -1.51697995 -4.23971580 -4.66026971
#> 661 662 663 664 665 666
#> -1.70806615 -2.82135404 -2.96924696 -5.30607599 2.65570670 -6.31732884
#> 667 668 669 670 671 672
#> -4.42987822 -5.16820270 -3.05410981 -5.80238022 -7.72670321 -3.01191751
#> 673 674 675 676 677 678
#> -9.51321995 2.14385885 -4.11841525 -5.04152925 -0.38564054 -5.43149315
#> 679 680 681 682 683 684
#> -3.61114448 -2.94796371 -1.23517712 3.73236207 -1.66980581 -5.58859514
#> 685 686 687 688 689 690
#> -7.83754624 -0.63267190 -2.44210936 -2.48147236 -3.61894065 -7.75266449
#> 691 692 693 694 695 696
#> -2.50330004 -9.11359883 -6.26678727 -6.88233575 -4.69161727 -4.04023620
#> 697 698 699 700 701 702
#> -2.48222893 -5.31359494 0.11536701 -2.05003045 -7.72547642 2.57720286
#> 703 704 705 706 707 708
#> -1.51437055 -7.35690344 -2.87110999 -6.35473266 0.26908702 -3.70940843
#> 709 710 711 712 713 714
#> -2.88828009 0.49934908 -5.54522232 -2.65472130 -5.14813461 -5.27002703
#> 715 716 717 718 719 720
#> -10.17046226 -4.90256588 -0.14935669 -4.04225761 -0.24932493 -6.25019359
#> 721 722 723 724 725 726
#> -4.14158610 -3.49575973 1.16306305 -4.16739855 -4.20001588 0.80979920
#> 727 728 729 730 731 732
#> -9.30413020 -9.07367503 -2.01019738 -4.86377715 -6.10543808 -2.24409296
#> 733 734 735 736 737 738
#> -0.32736074 0.14795369 -0.72107269 -7.16532560 -8.28185048 -8.92626811
#> 739 740 741 742 743 744
#> -2.49035396 -0.87444531 -7.03687682 -9.76401297 -1.56728970 -6.86909634
#> 745 746 747 748 749 750
#> -3.65421334 -3.08032315 -4.64942704 -1.46943018 -8.44458062 -3.05433095
#> 751 752 753 754 755 756
#> -2.18358606 1.06027386 -0.57889973 -4.77474638 -12.62301016 -3.09310377
#> 757 758 759 760 761 762
#> -3.82351563 0.78068759 -3.73787467 -2.38164951 -2.65745626 -1.52805643
#> 763 764 765 766 767 768
#> 2.09533002 -1.79722842 -5.14155400 -3.73840600 -6.01807805 -5.97390414
#> 769 770 771 772 773 774
#> -1.67676175 -1.92830746 -5.81387101 -1.89104072 -1.75789070 -1.94734862
#> 775 776 777 778 779 780
#> -7.61928343 -4.55585062 0.55387845 1.29385147 -1.28941807 -7.39819419
#> 781 782 783 784 785 786
#> -0.87409040 -2.43740596 -5.40240354 -1.82124509 -3.99889217 -4.13514588
#> 787 788 789 790 791 792
#> -1.33276882 -3.83767061 -3.59511194 -5.11500368 1.23827887 -0.99558161
#> 793 794 795 796 797 798
#> -8.22785866 -5.74141147 -5.84474570 -6.05173573 -2.51747441 0.44698634
#> 799 800 801 802 803 804
#> -7.19009009 -4.53887899 0.80122244 -5.37970727 -5.76660646 -6.53548601
#> 805 806 807 808 809 810
#> -8.42427615 -6.49312536 0.28297476 -5.86028085 -2.02687494 -0.43735116
#> 811 812 813 814 815 816
#> -8.13421360 -2.56884615 -7.25596222 -3.90541243 1.07591878 -2.78974068
#> 817 818 819 820 821 822
#> -7.13452634 3.64717541 -7.01341023 0.41130884 -4.61938114 0.56757851
#> 823 824 825 826 827 828
#> -7.32360099 -5.17231584 0.87665439 -1.28153225 -6.02126960 -1.27319384
#> 829 830 831 832 833 834
#> -8.19250815 -2.31634453 -2.74057757 -3.27427508 -1.13158075 -6.11162967
#> 835 836 837 838 839 840
#> -2.67383456 -2.24680683 -4.70618594 -7.03551854 -2.04892849 -9.02994232
#> 841 842 843 844 845 846
#> -7.35974436 -5.18533875 2.65516172 -8.78170770 -6.50487368 -3.97956139
#> 847 848 849 850 851 852
#> -7.01239011 1.33712288 -6.37653599 -9.08632454 -0.61154909 -2.95867963
#> 853 854 855 856 857 858
#> -6.80324809 -8.19198497 -2.68900946 -8.21612768 -0.84709705 -8.58728053
#> 859 860 861 862 863 864
#> -9.19455489 -2.75917429 -4.70516047 -4.29302214 -3.29135029 -3.71325016
#> 865 866 867 868 869 870
#> -2.97834950 -2.08138949 -2.64728626 -2.53506088 3.35464165 -3.32574876
#> 871 872 873 874 875 876
#> -7.54101949 -3.50488162 -3.63236091 -2.16767703 -2.45202910 -2.36798160
#> 877 878 879 880 881 882
#> -1.37884498 0.79061184 -5.78622690 1.95720739 -2.31190108 -7.48967715
#> 883 884 885 886 887 888
#> -1.46201803 0.16240985 -3.70648134 -5.50561834 -5.85622002 -4.98940653
#> 889 890 891 892 893 894
#> -2.95566728 -9.93536076 4.24560454 -5.45954325 2.19256925 0.05210139
#> 895 896 897 898 899 900
#> -1.45042739 -2.04946017 0.41434919 -6.47532398 -5.93542759 -4.14262103
#> 901 902 903 904 905 906
#> -7.34243436 3.33359690 -2.14776383 -0.03623539 -10.13972361 -3.80585493
#> 907 908 909 910 911 912
#> -2.77623009 -6.64010474 -1.55262329 -1.44849228 -6.60084265 -1.72838680
#> 913 914 915 916 917 918
#> -6.16255467 -6.43304720 -3.19574953 -0.32642237 -1.69533027 -5.00388585
#> 919 920 921 922 923 924
#> -4.40791187 -5.32394271 2.50673219 -5.50514709 -6.67409245 2.55543974
#> 925 926 927 928 929 930
#> -4.59693972 -1.94396930 -7.36406288 -4.11342134 -10.78839322 1.52248653
#> 931 932 933 934 935 936
#> -7.28836619 -4.94471627 -4.88942987 -2.73812856 2.37563398 -4.84881095
#> 937 938 939 940 941 942
#> -0.66184768 -5.08944735 -6.60541762 -3.01782242 -3.56682936 -9.66987879
#> 943 944 945 946 947 948
#> -5.66718681 2.29242491 -0.97806561 -7.89763466 -3.67849715 -8.15004267
#> 949 950 951 952 953 954
#> 0.94732216 -5.20468513 -2.81104442 -6.51518657 -3.51704506 -8.07040759
#> 955 956 957 958 959 960
#> -5.73494667 -6.53541450 -6.38918048 -6.26770411 -8.36163485 -3.00864141
#> 961 962 963 964 965 966
#> -4.63661422 -2.44941382 -1.71048401 -2.90806022 -5.53012456 1.81946383
#> 967 968 969 970 971 972
#> 0.61485351 -6.16792594 -5.73494823 -3.46163757 0.43673370 -6.10062945
#> 973 974 975 976 977 978
#> 0.63303236 -4.93355075 -4.07994200 -3.33968059 -1.52883514 -10.08618102
#> 979 980 981 982 983 984
#> -5.84978249 -2.64054953 -5.08026371 -10.68130883 -6.81641088 -12.42863558
#> 985 986 987 988 989 990
#> -5.33862122 -0.15355718 -7.60699684 -4.38510416 -4.10167080 -4.44984935
#> 991 992 993 994 995 996
#> -1.32402604 0.78076623 -4.83158024 -0.13910637 -2.64329156 -4.59491919
#> 997 998 999 1000 1001 1002
#> -7.72921863 -2.42008616 0.58542341 -5.61046459 -1.31271040 -1.18155666
#> 1003 1004 1005 1006 1007 1008
#> -8.57702304 -7.21643713 -4.74163523 -5.13540180 2.34340419 -1.85591807
#> 1009 1010 1011 1012 1013 1014
#> -5.80853312 -0.74938557 -7.30212288 -5.98094908 -2.11102770 -5.36111558
#> 1015 1016 1017 1018 1019 1020
#> -6.79829672 -8.81226430 -10.41653009 -8.50075327 -4.34404620 -8.89301490
#> 1021 1022 1023 1024 1025 1026
#> 1.04873741 -3.38529019 -9.57620592 -5.75756525 -3.95185312 -4.08932015
#> 1027 1028 1029 1030 1031 1032
#> -7.49705228 -4.93855363 0.36227311 -1.17860642 -8.63274695 -4.25429355
#> 1033 1034 1035 1036 1037 1038
#> -2.55899486 1.15368989 -6.87775605 -3.89876895 -4.66731132 -4.65876308
#> 1039 1040 1041 1042 1043 1044
#> -1.99117238 -5.77226265 6.16062593 -0.34775074 -4.64464449 -3.73084567
#> 1045 1046 1047 1048 1049 1050
#> -5.17440176 -5.89936739 -1.66335365 -9.90581554 -3.29087169 -3.24374764
#> 1051 1052 1053 1054 1055 1056
#> -5.02180281 -2.18007170 -0.09250258 -9.18655194 -1.23522830 -6.57180894
#> 1057 1058 1059 1060 1061 1062
#> -5.77241133 -10.25401458 -6.29713969 -2.76892540 -3.42650219 -5.54926285
#> 1063 1064 1065 1066 1067 1068
#> 1.18514369 -1.74070486 -6.05893946 -1.57069816 -0.54210015 -4.32922235
#> 1069 1070 1071 1072 1073 1074
#> -4.80161183 -4.44683113 -3.97919176 -0.78133574 0.41531732 -1.22637253
#> 1075 1076 1077 1078 1079 1080
#> -2.03629457 0.55921042 -5.82194430 -0.78913782 0.27618081 -4.50721882
#> 1081 1082 1083 1084 1085 1086
#> -1.06104511 -10.00476137 -2.07134386 -5.19930926 -3.92860437 -3.53562657
#> 1087 1088 1089 1090 1091 1092
#> -4.87969817 2.75073847 -7.99581422 -4.53480078 -4.51353540 -7.75200909
#> 1093 1094 1095 1096 1097 1098
#> -3.53038851 1.02230267 -6.13283012 -9.10698230 -7.22462086 -2.39644563
#> 1099 1100 1101 1102 1103 1104
#> -3.74372941 -5.51797541 -4.83915391 -9.31746064 -1.40317660 0.33879447
#> 1105 1106 1107 1108 1109 1110
#> 1.37452468 -4.04745171 -6.37206233 -1.45483802 1.91518538 -6.54261590
#> 1111 1112 1113 1114 1115 1116
#> 2.10068499 -6.65773799 0.22738227 -3.07930575 -7.03312401 -4.25266748
#> 1117 1118 1119 1120 1121 1122
#> -7.28567171 -5.66077271 -5.92439730 -1.78559503 -9.49374870 -8.71169106
#> 1123 1124 1125 1126 1127 1128
#> -7.59802084 -2.74744891 -1.98473813 -5.37327863 -3.43992045 -3.54263230
#> 1129 1130 1131 1132 1133 1134
#> -1.14634756 -5.48372945 -6.96363550 -2.69443707 -0.43439103 -4.58569108
#> 1135 1136 1137 1138 1139 1140
#> -2.80642988 -9.60370718 1.83216740 -4.84865393 -4.94954043 -6.68992361
#> 1141 1142 1143 1144 1145 1146
#> -7.38438091 -3.98009494 -2.26706502 -4.52529876 -2.56150309 -6.77830759
#> 1147 1148 1149 1150 1151 1152
#> -0.45374722 -14.78364921 -3.60398414 -6.89832416 -3.47754371 -7.42019955
#> 1153 1154 1155 1156 1157 1158
#> -5.65934823 -2.86659044 -2.28705220 -6.72542007 -3.36685724 -8.76338635
#> 1159 1160 1161 1162 1163 1164
#> -4.83952738 -8.76094102 -0.59407261 -4.42739447 -0.71412123 -3.01635701
#> 1165 1166 1167 1168 1169 1170
#> -8.05416848 -5.72659435 -3.70979289 5.57484133 -2.56574330 -4.95939407
#> 1171 1172 1173 1174 1175 1176
#> -0.99932576 -5.52834412 -0.45765710 -5.53893149 -1.87288145 -3.34183489
#> 1177 1178 1179 1180 1181 1182
#> -0.84290357 -5.68997538 -7.25479966 -0.09918748 2.59242414 -6.69416584
#> 1183 1184 1185 1186 1187 1188
#> -0.16589289 -1.67254102 -7.44965846 -9.00586176 -0.93106357 -2.80323945
#> 1189 1190 1191 1192 1193 1194
#> -3.27920834 -2.54501314 -5.43627048 2.04250678 -4.54052964 -2.21871865
#> 1195 1196 1197 1198 1199 1200
#> -5.90192952 -3.51876941 -6.03296535 -7.45221604 -3.63572765 0.49219833
#> 1201 1202 1203 1204 1205 1206
#> -1.79579537 -0.43850977 -4.49306820 -4.77022122 -3.59002540 -4.23324123
#> 1207 1208 1209 1210 1211 1212
#> -1.86188608 -8.38847030 -3.79275590 -6.42504616 -6.25705055 -4.09221764
#> 1213 1214 1215 1216 1217 1218
#> -6.95931541 -3.76393743 -2.90567969 -3.68158561 -7.09253664 -6.91397134
#> 1219 1220 1221 1222 1223 1224
#> -4.10536592 -5.37388562 -0.06399604 -2.51709064 -6.14630663 -4.98415261
#> 1225 1226 1227 1228 1229 1230
#> -6.16049544 -5.17413180 -8.00157306 -0.45912219 -1.75408561 -0.39647917
#> 1231 1232 1233 1234 1235 1236
#> -4.12155523 -3.15382440 -6.42331533 -2.59367583 -1.30426382 -3.91833282
#> 1237 1238 1239 1240 1241 1242
#> 0.32690050 -4.36613410 -3.69314848 -8.89799586 -6.43713276 -2.44265887
#> 1243 1244 1245 1246 1247 1248
#> -3.96614928 -5.43586259 -8.36709382 -6.11743554 -5.76124834 -1.56049626
#> 1249 1250 1251 1252 1253 1254
#> -3.38350442 -3.32336639 -4.55783854 -10.20285189 -3.86552226 -3.99899668
#> 1255 1256 1257 1258 1259 1260
#> -5.81269644 -3.70445831 -6.61546227 -4.59593626 -5.37379545 -2.19208652
#> 1261 1262 1263 1264 1265 1266
#> -2.23845172 1.14645329 -5.96045509 -2.96355006 -4.82006335 0.50557645
#> 1267 1268 1269 1270 1271 1272
#> -4.11248545 -10.37812001 -0.04612363 -6.18050700 1.28287198 -4.52883980
#> 1273 1274 1275 1276 1277 1278
#> -1.14955944 -8.10601425 -2.44160493 2.19200595 -1.41435430 -8.56965104
#> 1279 1280 1281 1282 1283 1284
#> -4.25898342 -1.07344945 2.74454643 -3.71009273 -0.53695841 -7.94554979
#> 1285 1286 1287 1288 1289 1290
#> -6.28604392 -6.85934238 -7.29731058 -8.33022583 -4.60976612 -8.89467414
#> 1291 1292 1293 1294 1295 1296
#> -3.21023129 -3.57397604 2.28320591 -2.84666040 -3.03192556 -1.70442856
#> 1297 1298 1299 1300 1301 1302
#> -2.74257472 -2.95699823 -3.17425927 -3.01120223 -5.13518866 -2.36867238
#> 1303 1304 1305 1306 1307 1308
#> -4.08761013 -2.43415120 0.87053223 -2.29972488 -1.94783543 -7.72172035
#> 1309 1310 1311 1312 1313 1314
#> 0.84109949 -0.25716374 -4.24806044 -0.17934836 -4.84657050 -1.85912353
#> 1315 1316 1317 1318 1319 1320
#> -0.25494576 0.41395601 -2.43555640 -6.48839701 -4.02447193 -1.78215852
#> 1321 1322 1323 1324 1325 1326
#> -9.38660851 -5.05226161 -6.29676788 -5.48144864 -8.69178112 -2.57819290
#> 1327 1328 1329 1330 1331 1332
#> -2.55780979 -1.74990472 -0.98897723 -3.17232322 -7.02463723 -5.64746659
#> 1333 1334 1335 1336 1337 1338
#> -0.02580922 -5.11688864 -6.55976447 -1.50256496 0.25469160 -5.44164898
#> 1339 1340 1341 1342 1343 1344
#> -6.05439682 0.39224246 -4.50916613 -1.08981261 -6.99536824 1.04487732
#> 1345 1346 1347 1348 1349 1350
#> -5.98314621 -9.09613929 -5.53662732 -2.68454497 -2.09789061 -7.34175976
#> 1351 1352 1353 1354 1355 1356
#> -4.55087316 -5.56209816 -0.15771157 -0.58511959 -4.23853210 -6.45441768
#> 1357 1358 1359 1360 1361 1362
#> 3.78380514 -2.95685917 -1.92277040 -2.72081237 -0.19885817 -0.75801692
#> 1363 1364 1365 1366 1367 1368
#> -10.60557382 -2.59727486 -9.01486111 -6.93300491 -9.32671373 0.67018625
#> 1369 1370 1371 1372 1373 1374
#> -6.45033776 -8.64091419 -8.78573032 0.48549182 -3.16687525 0.26940186
#> 1375 1376 1377 1378 1379 1380
#> -2.44712504 0.47666867 -8.82676290 -3.06739374 -6.78227229 0.16153925
#> 1381 1382 1383 1384 1385 1386
#> -5.46700022 -0.30538997 -2.05820607 0.15009931 -2.55389262 0.19914335
#> 1387 1388 1389 1390 1391 1392
#> -2.74877576 -3.32829565 3.74652252 -9.17833867 -2.01109966 -1.01988041
#> 1393 1394 1395 1396 1397 1398
#> -6.72421718 -1.54785510 -6.22130730 -6.43746920 1.72615966 1.43892038
#> 1399 1400 1401 1402 1403 1404
#> -6.69732950 -2.02532564 -7.29627411 -8.34056789 -4.44242635 -8.19879600
#> 1405 1406 1407 1408 1409 1410
#> -6.40467285 -11.28525279 -6.76975360 -4.66190354 -1.15180595 -7.32714304
#> 1411 1412 1413 1414 1415 1416
#> -0.90525444 -8.96521691 -4.93604440 -3.02728341 -6.49327947 -5.31151246
#> 1417 1418 1419 1420 1421 1422
#> 1.12308490 -6.61217494 -2.69159743 5.56183895 -7.40199213 -5.05104226
#> 1423 1424 1425 1426 1427 1428
#> -2.69004322 -2.66049098 -1.68209486 -3.28514745 2.13014355 -2.42998253
#> 1429 1430 1431 1432 1433 1434
#> -6.57797274 -3.05792970 -7.67998606 -5.59538451 -8.67118457 3.56285501
#> 1435 1436 1437 1438 1439 1440
#> -3.52090440 0.95688663 -9.44713950 -6.59439093 -3.21860330 -3.33709222
#> 1441 1442 1443 1444 1445 1446
#> -9.97247344 0.54601552 -6.99432898 -4.83155033 -1.08382525 -5.98297318
#> 1447 1448 1449 1450 1451 1452
#> -2.69678940 -2.14476488 -3.85642362 -3.89273467 -6.13226557 -5.47125150
#> 1453 1454 1455 1456 1457 1458
#> -2.57715940 -5.21716121 -3.80767359 -2.36920921 -8.93387914 -5.52180038
#> 1459 1460 1461 1462 1463 1464
#> -4.73169141 -8.19045991 -5.69266293 -4.03205481 -0.88935053 -2.45286616
#> 1465 1466 1467 1468 1469 1470
#> -1.38137935 -0.22448977 -10.87357739 -3.02700381 -10.45900149 -3.48316339
#> 1471 1472 1473 1474 1475 1476
#> -1.51739793 -6.15143887 1.55684020 2.54707096 -5.38017596 -4.71447928
#> 1477 1478 1479 1480 1481 1482
#> -6.38530790 -0.49738975 -3.28017887 -1.00708115 -2.76602364 -6.68360768
#> 1483 1484 1485 1486 1487 1488
#> -2.10589919 -5.81121273 -1.97598196 -3.81504858 -6.11013655 -1.48653298
#> 1489 1490 1491 1492 1493 1494
#> -3.51123496 -0.68096871 -6.53104388 -8.11005752 -4.28130175 -3.64369177
#> 1495 1496 1497 1498 1499 1500
#> -5.88786365 -2.41673637 -3.05271637 -4.51251391 -2.78489415 -5.10997173
#> 1501 1502 1503 1504 1505 1506
#> -6.68921641 -9.89881015 -6.76700944 -6.19176402 -7.66006570 -6.07266692
#> 1507 1508 1509 1510 1511 1512
#> -11.79122852 -10.96980886 -7.08205130 -9.16736608 -9.40451291 -6.61728352
#> 1513 1514 1515 1516 1517 1518
#> -0.13314290 -9.29334286 -6.48683431 -3.56741074 -13.41358520 -6.57247217
#> 1519 1520 1521 1522 1523 1524
#> -4.82799585 -6.79694532 -7.00742670 -3.60847960 -6.10108462 -12.85532439
#> 1525 1526 1527 1528 1529 1530
#> -12.73735796 -7.91997749 -12.88532285 -6.44488431 -4.87085947 -4.24957887
#> 1531 1532 1533 1534 1535 1536
#> -12.24578495 -4.70965803 -7.50611311 -7.12927091 -11.66824877 -6.58872154
#> 1537 1538 1539 1540 1541 1542
#> -2.16175851 -4.38949790 -9.99505181 -7.25365402 -13.92295089 -10.52525427
#> 1543 1544 1545 1546 1547 1548
#> -6.31849351 -4.11328667 -2.18899503 -8.88891066 -4.38607916 0.02934459
#> 1549 1550 1551 1552 1553 1554
#> -4.89002347 -7.96029226 -7.70324614 -5.05169523 -1.80510328 -7.17088804
#> 1555 1556 1557 1558 1559 1560
#> -3.46923054 -5.65048536 -11.56006281 -10.66395320 -6.25770788 -7.36408677
#> 1561 1562 1563 1564 1565 1566
#> 0.95308175 -10.70243310 -5.08881536 -3.24265720 -8.40117999 -8.43355548
#> 1567 1568 1569 1570 1571 1572
#> -6.87861158 -5.85124336 -4.02507183 -5.60187246 -10.21673808 -4.91687603
#> 1573 1574 1575 1576 1577 1578
#> -3.38473365 -8.34286188 -9.79724145 -6.08276563 -11.45020562 -8.59774123
#> 1579 1580 1581 1582 1583 1584
#> -6.38749443 -11.71218374 -9.62229189 -10.46339521 -3.29186952 -9.63591898
#> 1585 1586 1587 1588 1589 1590
#> -5.12184934 -5.16187358 -4.01399583 -7.69588178 -2.35517770 -8.74378851
#> 1591 1592 1593 1594 1595 1596
#> -12.68798241 -4.99270145 -7.07928787 -11.59192924 -7.25058074 -10.05598954
#> 1597 1598 1599 1600 1601 1602
#> -6.52066970 -7.69262828 -3.54555172 -7.02904353 -4.87815794 -8.66655655
#> 1603 1604 1605 1606 1607 1608
#> -12.13899916 -7.35046941 -7.34807160 -7.11655725 -10.15870088 -9.92316865
#> 1609 1610 1611 1612 1613 1614
#> -7.82517382 -3.29294038 -7.73790037 -9.89754650 -5.02258597 -11.33624536
#> 1615 1616 1617 1618 1619 1620
#> -10.91642247 -11.53089808 -10.05638157 -3.62604491 -1.70113484 -6.10138006
#> 1621 1622 1623 1624 1625 1626
#> -9.52022000 -3.80902673 -7.15939679 -2.88566053 -7.12948576 -4.12092558
#> 1627 1628 1629 1630 1631 1632
#> -6.38605900 -6.84982152 -10.78192859 -8.87225661 -5.21067967 -5.13320563
#> 1633 1634 1635 1636 1637 1638
#> -6.95311099 -6.88078663 -6.59986459 -11.32706724 -7.63536003 -10.06561525
#> 1639 1640 1641 1642 1643 1644
#> -3.60709899 -3.96463534 -13.14023933 -7.01919311 -6.81470844 -7.27817149
#> 1645 1646 1647 1648 1649 1650
#> -7.73361884 -3.15621905 -6.96205961 -1.46015531 -2.81469428 -17.76861050
#> 1651 1652 1653 1654 1655 1656
#> -4.84844139 -7.14020165 -7.05641681 -5.24667972 -4.35945735 -10.88044594
#> 1657 1658 1659 1660 1661 1662
#> -8.41496125 -12.76239836 -4.15598008 -5.39341477 -7.57030765 -7.23525202
#> 1663 1664 1665 1666 1667 1668
#> -12.68943447 -4.91118109 -11.35109939 -7.00570564 -4.99660669 -3.57800272
#> 1669 1670 1671 1672 1673 1674
#> -7.42707971 -8.58329268 -1.70684285 -5.10664318 -8.26422368 -13.31656904
#> 1675 1676 1677 1678 1679 1680
#> -5.45094612 -5.92744355 -11.22251418 -10.33438972 -13.71074533 -0.67028876
#> 1681 1682 1683 1684 1685 1686
#> -17.75647498 -12.33843834 -5.51193812 -7.17758359 -1.19437307 -11.35320714
#> 1687 1688 1689 1690 1691 1692
#> -13.22191164 -0.79089683 -8.41294538 -10.56220761 -6.89435968 -5.78295823
#> 1693 1694 1695 1696 1697 1698
#> -5.09232645 -1.96175055 -12.40148702 -8.93303828 -9.10693960 -7.51362738
#> 1699 1700 1701 1702 1703 1704
#> -8.57430872 -5.59541190 -4.58882607 -5.13970508 -8.66781866 -10.00610636
#> 1705 1706 1707 1708 1709 1710
#> -5.36856651 -8.96109999 -1.20933946 -8.57941149 -8.64093473 -14.70405790
#> 1711 1712 1713 1714 1715 1716
#> -10.47433245 -6.66251021 -1.34877391 -1.49778759 -12.96563215 -14.25398235
#> 1717 1718 1719 1720 1721 1722
#> -5.77830707 -5.47130971 -7.87189466 -10.21302923 -7.38948142 -0.71745328
#> 1723 1724 1725 1726 1727 1728
#> -7.89272503 -9.42425615 -9.17410407 -2.59267903 2.88159672 -13.70136859
#> 1729 1730 1731 1732 1733 1734
#> -6.88584391 -9.03493165 -8.64850670 -8.50273661 -2.37294031 -3.71297946
#> 1735 1736 1737 1738 1739 1740
#> -7.50181348 -11.86256116 -5.91230380 -4.67326601 0.71617208 -6.11986085
#> 1741 1742 1743 1744 1745 1746
#> -7.39649987 -1.34611134 -8.55424581 -9.25578951 -6.27987746 -5.96654735
#> 1747 1748 1749 1750 1751 1752
#> -2.65524534 -5.82161097 0.75351999 -7.41419627 -7.36949922 -5.20941003
#> 1753 1754 1755 1756 1757 1758
#> -10.03663045 -5.96881039 -11.36861288 -11.08087466 -7.53516596 -2.30891617
#> 1759 1760 1761 1762 1763 1764
#> -2.60164261 -8.63403053 -11.38178838 -9.80756432 -4.08480013 -9.97161264
#> 1765 1766 1767 1768 1769 1770
#> -1.82461526 -9.84156525 -3.35602582 -7.82719138 -10.25244714 -7.21876292
#> 1771 1772 1773 1774 1775 1776
#> -8.03080950 -8.11301654 -9.40435822 -5.15363538 -7.94360741 -6.07338244
#> 1777 1778 1779 1780 1781 1782
#> -6.23725925 -7.59255166 -8.51155102 -9.15063543 -11.39652928 -3.98657085
#> 1783 1784 1785 1786 1787 1788
#> -5.74162481 -8.99049658 -9.04111131 -3.10523485 -9.50888815 -4.99793485
#> 1789 1790 1791 1792 1793 1794
#> -8.83411069 -10.50287811 -2.24868028 -7.35654631 -2.40836877 -14.43523782
#> 1795 1796 1797 1798 1799 1800
#> -3.93600636 -10.69815384 -10.91717728 -4.50956024 -4.12185132 -8.64847926
#> 1801 1802 1803 1804 1805 1806
#> -10.29806738 -9.05770763 -7.47845870 -2.32728786 -2.75593653 -5.95161513
#> 1807 1808 1809 1810 1811 1812
#> -5.84528839 -8.71732303 -3.73365820 -5.07711781 -7.39933075 -8.15592202
#> 1813 1814 1815 1816 1817 1818
#> -2.78507290 -7.95402634 -3.79400529 -11.52307937 -6.42687289 -15.79725871
#> 1819 1820 1821 1822 1823 1824
#> -2.59627670 -3.76342765 -7.41999423 -9.73894910 -3.25094947 -7.15208013
#> 1825 1826 1827 1828 1829 1830
#> -8.69981926 -7.86638465 -5.36929122 -4.87733171 -10.78220859 -6.55148243
#> 1831 1832 1833 1834 1835 1836
#> -7.44262271 -8.00679321 -3.49248174 -1.84830043 -6.22607298 -8.49991273
#> 1837 1838 1839 1840 1841 1842
#> -11.69055167 -14.33573773 -6.45630507 -6.15576114 -6.57866366 -4.67175803
#> 1843 1844 1845 1846 1847 1848
#> -14.57332402 -6.64415465 -10.73507289 -7.90687479 -6.99799917 -10.14668532
#> 1849 1850 1851 1852 1853 1854
#> -8.37909420 -6.30818586 -9.03527300 -8.83169573 -8.80145324 -14.20254568
#> 1855 1856 1857 1858 1859 1860
#> -7.18652745 -11.58875194 -7.40861092 -8.53175953 -9.50351524 -5.25803202
#> 1861 1862 1863 1864 1865 1866
#> -5.11093520 -11.51595439 -2.00403697 -10.31776778 -9.33371276 -4.59655419
#> 1867 1868 1869 1870 1871 1872
#> -10.69469343 -9.01410434 -7.62571192 -6.66061337 -4.53212990 -2.53067581
#> 1873 1874 1875 1876 1877 1878
#> -5.48771163 -6.32953163 -12.64612998 -8.71056893 -6.66382101 -4.14072492
#> 1879 1880 1881 1882 1883 1884
#> -2.52503669 -1.57395096 -4.48202681 -6.25161419 -9.01012700 -12.61488218
#> 1885 1886 1887 1888 1889 1890
#> -8.36585877 -9.27637243 -6.69433869 -6.46859628 -8.48749219 -8.28600895
#> 1891 1892 1893 1894 1895 1896
#> -7.03263076 -2.76153781 -14.13183787 -8.75706976 -2.66162501 -1.68599485
#> 1897 1898 1899 1900 1901 1902
#> -6.07459422 -6.21152276 -4.55937976 -6.08627570 -6.71009022 -6.49707532
#> 1903 1904 1905 1906 1907 1908
#> -8.25730048 -4.39311271 -9.16031582 -6.79739095 -4.25692909 -12.98650712
#> 1909 1910 1911 1912 1913 1914
#> -7.53208615 -10.63074778 -6.36005544 -7.92171543 -1.19854946 -7.45912076
#> 1915 1916 1917 1918 1919 1920
#> -4.70789289 4.50514678 -7.40435448 -8.88782408 -3.54570929 -7.98393167
#> 1921 1922 1923 1924 1925 1926
#> -9.18441366 -5.93499507 -10.14739827 -9.07480652 -9.18306673 -9.23073833
#> 1927 1928 1929 1930 1931 1932
#> -3.81932493 -6.04071423 -2.17523327 -12.34128568 -5.27238732 -6.59226475
#> 1933 1934 1935 1936 1937 1938
#> -10.38946364 -5.46360887 1.50248962 -5.61593355 -4.64676984 -9.28658457
#> 1939 1940 1941 1942 1943 1944
#> -13.26759805 -7.83940567 -10.87735540 -0.06671296 -9.28425474 -10.72569186
#> 1945 1946 1947 1948 1949 1950
#> -3.94704687 -11.38329283 -12.19262873 -4.65549942 -9.31836715 -5.94801803
#> 1951 1952 1953 1954 1955 1956
#> -9.62010666 -5.03891848 -1.86239826 -9.54583505 -9.16263805 -5.42139609
#> 1957 1958 1959 1960 1961 1962
#> -10.70457189 -4.27358862 -9.57492781 -8.99207183 -14.24986540 -10.35189973
#> 1963 1964 1965 1966 1967 1968
#> -12.25780313 -9.21858254 -6.80092552 -8.42051031 -7.89953457 -6.23810856
#> 1969 1970 1971 1972 1973 1974
#> -3.82402973 -12.43764523 -6.79672784 -5.60459139 -4.41846114 -7.24130163
#> 1975 1976 1977 1978 1979 1980
#> -5.69779197 -7.70231217 -8.85657388 1.53681949 -5.63620762 -6.30538527
#> 1981 1982 1983 1984 1985 1986
#> -10.40569845 -10.28056365 -4.46708301 -5.46572010 -2.18039453 -2.68255775
#> 1987 1988 1989 1990 1991 1992
#> -2.53007423 -7.96546863 -6.80164660 -5.58853174 -3.62864016 -6.61678812
#> 1993 1994 1995 1996 1997 1998
#> -7.71528266 -8.18934773 -6.04269153 -7.74795946 -9.07904970 -6.18898240
#> 1999 2000 2001 2002 2003 2004
#> -10.38637598 -9.00699450 -4.53555147 -8.65529985 -5.29182312 -8.95741814
#> 2005 2006 2007 2008 2009 2010
#> -5.40718101 -5.84160121 -10.75268964 -7.77635780 -9.11773555 -10.61370819
#> 2011 2012 2013 2014 2015 2016
#> -8.56889589 -4.59488288 -6.28810652 -9.73026581 -10.70729177 -6.84748439
#> 2017 2018 2019 2020 2021 2022
#> -8.89117510 -5.81122563 -3.62637603 -10.86882426 -6.57696969 -5.68728937
#> 2023 2024 2025 2026 2027 2028
#> -8.94165690 -4.23569637 -8.87262277 -7.89972316 -9.71070225 -9.51409240
#> 2029 2030 2031 2032 2033 2034
#> -10.31523385 -4.88499896 -4.06843594 -3.78862287 -9.32894619 -9.55880372
#> 2035 2036 2037 2038 2039 2040
#> -2.85006240 -1.78609782 1.15585868 -5.61739811 -4.00794884 -5.49526461
#> 2041 2042 2043 2044 2045 2046
#> -5.16392658 -5.55050057 -9.87714894 -9.81369325 -6.40869455 -5.89149152
#> 2047 2048 2049 2050 2051 2052
#> -5.85312131 -3.90573231 -7.92449956 -6.53104926 -13.57971470 -9.31613213
#> 2053 2054 2055 2056 2057 2058
#> -8.94737826 -13.02508437 -1.87168732 -8.87481359 -3.84008210 -14.50450508
#> 2059 2060 2061 2062 2063 2064
#> -3.14904913 -7.38867646 -7.64894925 -4.43461833 -11.89930302 -5.77633820
#> 2065 2066 2067 2068 2069 2070
#> -5.52984151 -11.22892927 -8.64025863 -8.21489408 -7.52204189 -8.48378934
#> 2071 2072 2073 2074 2075 2076
#> -5.94503344 -7.66401118 -6.76045211 -8.75070620 -5.24018023 -7.13587476
#> 2077 2078 2079 2080 2081 2082
#> -4.03450933 -5.86899874 -4.03234397 -7.28469186 -4.99026673 -4.66540085
#> 2083 2084 2085 2086 2087 2088
#> -10.15896105 -6.46542061 -4.88858587 -8.08686572 -5.58224191 -3.80053553
#> 2089 2090 2091 2092 2093 2094
#> -5.47895084 -6.11604038 -5.14158794 -8.59726547 -6.18130336 -2.85570372
#> 2095 2096 2097 2098 2099 2100
#> -5.29080148 -6.00816410 -8.32117525 -2.93277899 -6.84530777 -1.84704167
#> 2101 2102 2103 2104 2105 2106
#> -8.74042960 -8.13274445 -0.31033729 -6.73400476 -10.54832984 -3.10418744
#> 2107 2108 2109 2110 2111 2112
#> -1.27812793 -5.51334675 -13.07536435 -12.34671900 -12.75265778 -1.93867103
#> 2113 2114 2115 2116 2117 2118
#> -6.34292797 -7.82992390 -10.34086215 -8.28911999 -7.95208044 -5.66937718
#> 2119 2120 2121 2122 2123 2124
#> -4.77047678 -8.42020806 -7.19047194 -9.20832536 -6.77566528 -9.62229538
#> 2125 2126 2127 2128 2129 2130
#> -4.83414866 -5.00645341 -2.60659798 -11.36158422 -2.92499474 -11.53545814
#> 2131 2132 2133 2134 2135 2136
#> -11.26904749 -5.91398190 -9.60389592 -10.57570880 -5.17424984 -7.96853681
#> 2137 2138 2139 2140 2141 2142
#> -5.67401407 -6.95250772 -8.36386507 -9.56568773 -7.92583767 -3.77162594
#> 2143 2144 2145 2146 2147 2148
#> -7.32015386 -1.08348331 -6.04292179 1.07040335 -4.10911709 -5.32857228
#> 2149 2150 2151 2152 2153 2154
#> -3.60304513 -6.80844080 -7.32282801 -3.90341911 -15.08919275 -10.77430102
#> 2155 2156 2157 2158 2159 2160
#> -12.40384746 -5.35499844 -7.09534782 -8.31502302 -8.12459589 -11.82719546
#> 2161 2162 2163 2164 2165 2166
#> -11.52911543 -7.22293189 -6.31526093 -6.70383722 -4.33265084 -3.61052571
#> 2167 2168 2169 2170 2171 2172
#> -11.61017275 -11.41357746 -5.82247567 -6.13588104 -3.49966128 -4.15951622
#> 2173 2174 2175 2176 2177 2178
#> -10.26648120 -2.78742444 -7.39292064 -2.63185764 -7.06593408 -5.75830622
#> 2179 2180 2181 2182 2183 2184
#> -2.35303559 -8.40160050 -6.35276334 -4.11897197 -5.83992125 -3.12403572
#> 2185 2186 2187 2188 2189 2190
#> -6.99775081 -5.07923606 -7.48136555 -3.94517481 -6.46134377 -9.58236398
#> 2191 2192 2193 2194 2195 2196
#> -8.91018792 -9.12622065 -10.17902223 -5.33655275 -8.02001859 -7.06724801
#> 2197 2198 2199 2200 2201 2202
#> -9.64098440 -3.45086828 -3.18934021 -5.52540935 -10.69595153 -10.17861136
#> 2203 2204 2205 2206 2207 2208
#> -8.75402608 -7.50143595 -8.21081961 -10.81323360 -8.90073672 1.92427232
#> 2209 2210 2211 2212 2213 2214
#> -6.86553970 -8.72232020 -7.79912426 -8.18931973 -10.82434029 -5.83154546
#> 2215 2216 2217 2218 2219 2220
#> -5.16479360 -6.26366485 -8.32189969 -10.90982996 -8.75544675 -14.29534999
#> 2221 2222 2223 2224 2225 2226
#> -5.32764147 -14.91256354 -9.55530022 -7.46397001 -14.97618967 -8.41078931
#> 2227 2228 2229 2230 2231 2232
#> -5.86177161 -3.19803341 -9.11927032 -5.52240517 -9.82767281 -9.02776708
#> 2233 2234 2235 2236 2237 2238
#> -14.94279237 -6.76583832 -10.37772569 -8.79431188 -5.60919407 -10.11530267
#> 2239 2240 2241 2242 2243 2244
#> -12.09009466 -5.17608730 -8.58408861 -12.61170518 -5.78339295 -11.91588475
#> 2245 2246 2247 2248 2249 2250
#> -12.50582334 -5.65770067 -9.01662446 -10.60070029 -5.24924345 -9.15801682
#> 2251 2252 2253 2254 2255 2256
#> -7.66959079 -9.68779425 -8.34768813 -5.69984271 -9.44155540 -11.27856839
#> 2257 2258 2259 2260 2261 2262
#> -9.47149143 -7.63796285 -4.93738793 0.70460581 -11.86106074 -7.63748804
#> 2263 2264 2265 2266 2267 2268
#> -5.34265937 -8.27909351 -7.62423170 -8.98071569 -8.13300379 -9.05714998
#> 2269 2270 2271 2272 2273 2274
#> -10.56987494 -5.29187572 -5.91657782 -7.22493294 -5.83846072 -16.36166494
#> 2275 2276 2277 2278 2279 2280
#> -8.08033765 -6.25097857 -9.36285671 -16.84940742 -13.90381759 -10.34372480
#> 2281 2282 2283 2284 2285 2286
#> -8.39796183 -7.47849048 -11.27102433 -7.13262174 -14.11771419 -9.58220905
#> 2287 2288 2289 2290 2291 2292
#> -7.95008216 -13.67683009 -7.05072759 -11.51134877 -9.55518904 -12.27798995
#> 2293 2294 2295 2296 2297 2298
#> -8.35859688 -8.76943581 -4.85478069 -10.71350766 -10.34528910 -10.37954082
#> 2299 2300 2301 2302 2303 2304
#> -3.06420678 -10.73351016 -5.21615688 -9.29471625 -11.33387077 -8.99103896
#> 2305 2306 2307 2308 2309 2310
#> -10.08867253 -7.33190702 -7.14099303 -5.56617567 -8.35080668 -9.97020948
#> 2311 2312 2313 2314 2315 2316
#> -4.89927876 -13.03363465 -10.23636402 -8.58474142 -9.98137487 -7.55910366
#> 2317 2318 2319 2320 2321 2322
#> -6.38421747 -12.15161725 -14.28633151 -13.44038693 -8.31538544 -7.82260392
#> 2323 2324 2325 2326 2327 2328
#> -5.84914841 -12.99686574 -8.15696390 -12.86646727 -6.18823129 -11.30909150
#> 2329 2330 2331 2332 2333 2334
#> -11.04199497 -15.51444146 -14.10358135 -10.49354370 -10.20807925 -9.68089524
#> 2335 2336 2337 2338 2339 2340
#> -12.57863594 -13.86960641 -8.22100918 -7.90809539 -11.19209106 -3.26982506
#> 2341 2342 2343 2344 2345 2346
#> -15.63774307 -9.48923934 -10.43264870 -3.96814237 -5.86008528 -9.63771094
#> 2347 2348 2349 2350 2351 2352
#> -8.91915811 -16.39386650 -7.32766144 -10.59605482 -8.57169411 -7.15791079
#> 2353 2354 2355 2356 2357 2358
#> -5.59845690 -3.57556295 -12.34393541 -3.98698107 -5.34679598 -12.05364125
#> 2359 2360 2361 2362 2363 2364
#> -15.77379593 -6.54010499 -11.45987538 -6.77708424 -12.10975889 -15.56108199
#> 2365 2366 2367 2368 2369 2370
#> -7.33037683 -11.54212179 -10.31161300 -14.94388428 -5.90329821 -4.57618240
#> 2371 2372 2373 2374 2375 2376
#> -12.27072629 -11.24014948 -4.22209910 -7.40875499 -10.51364928 -6.53555093
#> 2377 2378 2379 2380 2381 2382
#> -13.12150628 -10.05768400 -4.76900937 -8.46763879 -13.05512221 -9.92004452
#> 2383 2384 2385 2386 2387 2388
#> -7.06062746 -7.81523369 -10.44173483 -9.84258602 -8.84265950 -5.11217930
#> 2389 2390 2391 2392 2393 2394
#> -11.20522955 -12.14008227 -5.67574980 -5.41742844 -9.61836783 -7.70826116
#> 2395 2396 2397 2398 2399 2400
#> -11.53357655 -7.48004964 -11.28591525 -16.01125156 -11.06922655 -7.89178908
#> 2401 2402 2403 2404 2405 2406
#> -8.24327458 -7.34488524 -5.30783476 -11.87821047 -9.58004632 -12.77048603
#> 2407 2408 2409 2410 2411 2412
#> -6.00153628 -0.54885707 -6.23406059 -12.91068882 -7.89864800 -6.49812392
#> 2413 2414 2415 2416 2417 2418
#> -8.25025417 -6.94962339 -9.40303743 -8.49967113 -13.58691254 -9.20019883
#> 2419 2420 2421 2422 2423 2424
#> -9.05483086 -2.64238858 -10.63645977 -3.61172381 -7.92283280 -6.50631851
#> 2425 2426 2427 2428 2429 2430
#> -6.99103023 -5.45322824 -14.21652468 -11.54763516 -4.77089487 -10.43285207
#> 2431 2432 2433 2434 2435 2436
#> -2.66619975 -11.14418228 -9.66422130 -8.91123499 -10.09565280 -13.39953035
#> 2437 2438 2439 2440 2441 2442
#> -7.55358181 -11.95327636 -6.72379005 -1.92898921 -6.75546672 -13.91759242
#> 2443 2444 2445 2446 2447 2448
#> -5.72852517 -6.06885515 -9.80216889 -7.92819625 -9.48648203 -9.46036113
#> 2449 2450 2451 2452 2453 2454
#> -8.63020609 -13.73198141 -7.63675927 -14.15416307 -10.50000779 -13.39624804
#> 2455 2456 2457 2458 2459 2460
#> -5.39910953 -4.21858178 -8.66486415 -8.91569392 -11.77195306 -9.24665527
#> 2461 2462 2463 2464 2465 2466
#> -9.77584886 -8.87439803 -6.92700473 -7.12722384 -9.26549136 -8.36220588
#> 2467 2468 2469 2470 2471 2472
#> -9.46220072 -12.23448665 -9.30734375 -13.61872571 -5.64048115 -11.74308025
#> 2473 2474 2475 2476 2477 2478
#> -5.18495037 -4.48946527 -5.88803827 -4.38545802 -15.09978959 -9.69285773
#> 2479 2480 2481 2482 2483 2484
#> -6.53459692 -2.71660158 -10.80463786 -7.24628983 -7.56781991 -17.01571944
#> 2485 2486 2487 2488 2489 2490
#> -12.55746145 -8.06393411 -19.21934617 -11.92309913 -11.51751914 -8.40565609
#> 2491 2492 2493 2494 2495 2496
#> -2.59682533 -9.10440568 -7.53027147 -1.06156180 -5.34859690 -11.29805580
#> 2497 2498 2499 2500
#> -1.94029123 -9.65075559 -10.06369087 -5.15678044
# using the data used for fitting also for predicting,
# correctly results in fitted values
all.equal(predict(lat, dataLatentIV), fitted(lat)) # TRUE
#> [1] TRUE