residuals is a generic function which extracts model residuals from objects
returned by the modelling function glm.izip or tsglm.izip. resid is an alias for
residuals .
# S3 method for izip residuals(object, type = c("deviance", "pearson", "response"), ...) # S3 method for tsizip residuals(object, type = c("response", "pearson"), ...)
| object | an object class 'izip' or 'tsizip', obtained from a call to |
|---|---|
| type | the |
| ... | other arguments passed to or from other methods (currently unused). |
Residuals extracted from the object object.
data(bioChemists) M_bioChem <- glm.izip(art ~ ., data = bioChemists) # deviance residuals residuals(M_bioChem)#> 1 2 3 4 5 6 #> -1.825642155 -1.486723228 -1.499133994 -1.572134000 -1.914640906 -1.286031924 #> 7 8 9 10 11 12 #> -1.442602066 -1.464134989 -1.683610523 -1.488644178 -1.842628890 -1.606780056 #> 13 14 15 16 17 18 #> -1.424979517 -1.578335984 -1.492579316 -1.408142134 -1.625293819 -1.642015862 #> 19 20 21 22 23 24 #> -1.514260389 -1.558115091 -1.607810058 -1.321539322 -1.635605860 -1.604487817 #> 25 26 27 28 29 30 #> -1.289691019 -1.545085650 -1.511224334 -1.596484138 -1.391601606 -1.735821093 #> 31 32 33 34 35 36 #> -1.386896967 -1.865327806 -1.612765243 -1.546242064 -1.519069285 -1.384283623 #> 37 38 39 40 41 42 #> -1.382611334 -1.743762367 -1.553644892 -1.600261929 -1.743762367 -1.419250705 #> 43 44 45 46 47 48 #> -1.657411408 -1.422698635 -1.662544510 -1.516538701 -1.695318710 -2.308052317 #> 49 50 51 52 53 54 #> -1.657276787 -1.660952748 -1.662545341 -1.246626354 -1.611550533 -1.865327806 #> 55 56 57 58 59 60 #> -1.561625363 -1.579082090 -1.425737372 -1.549749790 -1.555636243 -1.552800674 #> 61 62 63 64 65 66 #> -1.492621598 -1.523397604 -1.463828444 -1.541898074 -1.516074293 -1.584449122 #> 67 68 69 70 71 72 #> -1.915140211 -1.795444158 -1.524145330 -1.377641437 -1.584053838 -1.250268000 #> 73 74 75 76 77 78 #> -1.510511568 -1.601150351 -1.561913498 -1.478922922 -1.390679117 -1.542599362 #> 79 80 81 82 83 84 #> -1.619193166 -1.477458251 -1.418077237 -1.390662508 -1.911651899 -1.800281916 #> 85 86 87 88 89 90 #> -2.121683579 -1.399050566 -2.153572426 -1.500844067 -2.145152623 -1.681425393 #> 91 92 93 94 95 96 #> -1.558474203 -1.499678483 -1.727974363 -2.121683579 -1.659230929 -1.816369232 #> 97 98 99 100 101 102 #> -1.725332781 -1.516191688 -1.317526985 -1.865327806 -1.481359013 -1.523397604 #> 103 104 105 106 107 108 #> -1.505921852 -1.576700108 -1.405094882 -1.568493388 -1.639494928 -1.486723228 #> 109 110 111 112 113 114 #> -1.316782864 -1.284614514 -1.719080238 -1.385087134 -1.405963426 -1.781117729 #> 115 116 117 118 119 120 #> -1.458366973 -1.598460993 -1.751644839 -1.367798901 -1.579082090 -1.570971542 #> 121 122 123 124 125 126 #> -1.523005458 -1.550995397 -1.719706495 -1.401403951 -1.416359166 -1.791133656 #> 127 128 129 130 131 132 #> -1.535063949 -1.722335084 -1.546242064 -1.584977256 -1.420970119 -2.036202660 #> 133 134 135 136 137 138 #> -1.587251763 -1.446188934 -1.541562181 -2.032014580 -1.624779529 -1.462687271 #> 139 140 141 142 143 144 #> -1.290309747 -1.430834987 -1.367468754 -1.513401938 -1.549288501 -1.422698635 #> 145 146 147 148 149 150 #> -1.417389448 -1.330900989 -1.671401614 -1.417389448 -1.723634659 -1.389443531 #> 151 152 153 154 155 156 #> -1.584210415 -1.741372307 -1.562266086 -1.463608937 -1.590645895 -1.618791414 #> 157 158 159 160 161 162 #> -1.486963402 -1.510437560 -1.584865968 -1.851728971 -1.553167076 -1.412654754 #> 163 164 165 166 167 168 #> -1.548786096 -1.541410588 -1.732062359 -1.479840630 -1.683977930 -1.604626386 #> 169 170 171 172 173 174 #> -1.678600922 -1.639005569 -1.543035875 -1.529147685 -1.404258084 -1.557423633 #> 175 176 177 178 179 180 #> -1.425342551 -1.429064519 -1.650763512 -1.485271746 -1.353985906 -1.523397604 #> 181 182 183 184 185 186 #> -1.367732864 -1.924010069 -1.724638692 -1.762347863 -1.643759642 -1.653072482 #> 187 188 189 190 191 192 #> -1.456783918 -1.615528194 -1.375978211 -1.528996778 -1.382878746 -1.481000848 #> 193 194 195 196 197 198 #> -1.387635072 -1.692263973 -1.634761631 -1.663654229 -1.501147123 -1.253921202 #> 199 200 201 202 203 204 #> -1.867107400 -1.242372505 -1.621012830 -1.620238283 -1.436464176 -1.458203892 #> 205 206 207 208 209 210 #> -1.531175742 -1.262167715 -1.553396521 -1.563008543 -1.384546279 -1.496965918 #> 211 212 213 214 215 216 #> -1.415555295 -1.534457024 -1.511594642 -1.423821748 -1.523902507 -1.743762367 #> 217 218 219 220 221 222 #> -1.750231073 -1.819423783 -1.607173516 -1.804184587 -1.737483189 -1.609182012 #> 223 224 225 226 227 228 #> -1.653020745 -1.561683333 -1.541367440 -1.682487843 -1.563008543 -1.413819765 #> 229 230 231 232 233 234 #> -1.605739813 -1.757313916 -1.517905431 -2.124556953 -1.556705615 -1.713615662 #> 235 236 237 238 239 240 #> -1.719706495 -1.631570184 -1.443795410 -1.880423497 -1.523397604 -1.660472898 #> 241 242 243 244 245 246 #> -1.399708874 -1.406368947 -1.641555988 -1.634609232 -1.601150351 -1.552800674 #> 247 248 249 250 251 252 #> -1.486236954 -1.659674691 -1.412243150 -1.405891985 -1.977360273 -1.701497749 #> 253 254 255 256 257 258 #> -1.463400384 -1.756459561 -1.450343856 -1.432191800 -1.533207720 -1.591406597 #> 259 260 261 262 263 264 #> -1.633065746 -1.716422369 -1.615581693 -1.577343066 -1.523397604 -1.392275174 #> 265 266 267 268 269 270 #> -1.439050203 -1.731718809 -1.399322264 -2.431375219 -1.477046875 -1.639021729 #> 271 272 273 274 275 276 #> -1.498358140 -1.747849394 -1.520830808 -1.673239731 -1.691385109 -0.615430680 #> 277 278 279 280 281 282 #> -0.169356103 -0.673677217 0.057085403 -0.380558632 -0.263557658 -0.500045001 #> 283 284 285 286 287 288 #> -0.261545839 -0.251279927 -0.702169482 -0.153733172 -0.609189053 -0.733931677 #> 289 290 291 292 293 294 #> -0.460712991 -0.873698481 -0.715929014 -0.572215117 -0.554597735 -0.395737164 #> 295 296 297 298 299 300 #> -0.350691037 -0.523600700 -0.967607232 0.037432058 -0.432440418 -0.594750901 #> 301 302 303 304 305 306 #> -0.483722269 -0.445267159 -1.619931271 -0.347771299 -0.444861969 -0.504473058 #> 307 308 309 310 311 312 #> -0.502654337 -0.203924667 -0.670121988 -0.319503521 -0.124042845 -0.769075445 #> 313 314 315 316 317 318 #> -0.843171561 -0.712731579 -0.739386322 -0.258619462 -0.863401178 -0.277007879 #> 319 320 321 322 323 324 #> -0.300332150 -0.437053910 -0.578323287 -0.736039535 -0.203826075 -0.653702167 #> 325 326 327 328 329 330 #> -0.691452156 -0.387847174 -0.180497119 -3.376917704 -0.646443685 -0.398844541 #> 331 332 333 334 335 336 #> -0.512527377 -0.249874709 -0.756913006 -0.693332298 -0.322468068 -0.316823799 #> 337 338 339 340 341 342 #> -0.317132645 -0.348631948 -0.403527561 -0.249874709 -0.193004630 -0.261843344 #> 343 344 345 346 347 348 #> -0.364840953 -0.302832026 -0.207012009 -0.327555286 -0.403393703 -0.765888382 #> 349 350 351 352 353 354 #> -0.147935969 -0.190746418 -0.379886214 -0.528964675 -0.291680896 -0.315653053 #> 355 356 357 358 359 360 #> -0.503544519 -0.434559694 -0.171590265 -0.261784942 -0.225709496 -0.523823974 #> 361 362 363 364 365 366 #> -0.866080167 -0.581056419 -0.718916120 -0.598656836 -0.115830084 -0.386515924 #> 367 368 369 370 371 372 #> -0.099878913 -0.159377926 -0.171688626 -0.458422623 -0.191826703 -0.529034927 #> 373 374 375 376 377 378 #> -0.190580197 -0.394735991 -0.590168912 -0.349707269 -0.406293013 -0.612606106 #> 379 380 381 382 383 384 #> -0.555503010 -0.740728802 -1.073086159 -0.803766111 -0.281402775 -0.315622637 #> 385 386 387 388 389 390 #> -0.272956069 -0.594800342 -0.301501976 -0.788042588 -0.159349281 -0.085175278 #> 391 392 393 394 395 396 #> -0.631261568 -0.591316179 -0.214524718 -0.720557845 -0.612885950 0.053025325 #> 397 398 399 400 401 402 #> -0.155765209 -0.378593099 -0.483902387 -0.388422106 -1.185400778 -0.504624981 #> 403 404 405 406 407 408 #> -0.651862376 -0.334880696 -0.569053737 -0.336437654 0.043662557 -1.121417760 #> 409 410 411 412 413 414 #> -0.578394913 -0.295941201 -0.175587056 -0.471408901 -0.294511578 -0.706609053 #> 415 416 417 418 419 420 #> -0.111895503 -0.203924667 -0.350751481 -0.070863512 -0.582319481 -0.865267492 #> 421 422 423 424 425 426 #> -0.778406013 -0.005228627 -0.135832491 -0.203732284 -0.204607365 -0.552748401 #> 427 428 429 430 431 432 #> -0.754661038 -0.534893861 -0.524383361 -0.136794353 -0.442886613 -0.402675661 #> 433 434 435 436 437 438 #> -0.612885950 -0.791335015 -0.445944600 -0.595211262 -0.402351092 -0.646400209 #> 439 440 441 442 443 444 #> -0.495578173 -0.225635615 -0.702729557 -0.663863278 -0.297269416 -0.739266065 #> 445 446 447 448 449 450 #> -0.606650540 -0.508755428 -0.337993477 -0.430506436 -0.635879273 -0.220342567 #> 451 452 453 454 455 456 #> -0.813124187 -0.214792459 -0.135131686 -0.666739333 -1.806868057 -0.295527687 #> 457 458 459 460 461 462 #> -0.377179001 -0.548052266 -0.821260727 -0.276949136 -0.119204847 -0.251682560 #> 463 464 465 466 467 468 #> -0.288534319 -0.408425242 -0.551775480 -0.396821324 -0.623379554 -0.366835041 #> 469 470 471 472 473 474 #> -0.475343962 -0.427744155 -1.222332715 -0.582883909 -0.345084750 -0.258057777 #> 475 476 477 478 479 480 #> -0.350691037 -0.408110325 -0.442260268 -0.356841121 -0.171590265 -0.778406013 #> 481 482 483 484 485 486 #> -0.774246559 -0.774246559 -1.849383508 -0.514194032 -0.462537200 -0.504473058 #> 487 488 489 490 491 492 #> -0.560135050 -0.777813869 -0.437444355 -0.302525820 -0.469982156 -0.103672751 #> 493 494 495 496 497 498 #> -0.426635625 -0.833704534 -0.382486469 -0.496839461 -0.288695183 -0.425667490 #> 499 500 501 502 503 504 #> -0.575353939 -0.198709230 -0.618899122 -0.374195077 -0.359181971 -0.132832229 #> 505 506 507 508 509 510 #> -0.291820814 -0.500045001 -0.614576522 -1.065915709 -0.668915319 -0.340097446 #> 511 512 513 514 515 516 #> -0.522660857 -0.906091357 -0.545728286 -0.844261596 -0.189080261 -0.161094650 #> 517 518 519 520 521 522 #> -0.225970781 -0.245694216 -0.509574847 -0.489077540 -0.544152297 0.098744166 #> 523 524 525 526 527 528 #> -0.010848926 0.439536333 0.184180479 0.518980655 0.434889792 0.550455237 #> 529 530 531 532 533 534 #> 0.621362181 0.593177209 0.376128521 0.605327031 0.439042857 0.535647756 #> 535 536 537 538 539 540 #> 0.135766340 0.315080611 0.045164844 0.286785978 0.484891158 0.516511390 #> 541 542 543 544 545 546 #> -0.433713463 0.662348996 0.393141295 -0.881663040 0.116715072 -0.857857697 #> 547 548 549 550 551 552 #> -1.557895456 -0.061756213 0.114808168 0.423726682 0.522566302 0.622123685 #> 553 554 555 556 557 558 #> 0.397027285 0.203695388 0.218080445 0.663638873 0.100459122 0.507713822 #> 559 560 561 562 563 564 #> 0.343669618 0.137361085 -0.311242792 0.319776880 0.316035423 0.515005973 #> 565 566 567 568 569 570 #> 0.230535644 0.341036461 0.247766214 0.585785635 -0.542088183 0.052228133 #> 571 572 573 574 575 576 #> 0.258673298 0.348398642 0.274715563 -0.005613554 0.211227265 0.355597083 #> 577 578 579 580 581 582 #> 0.091066855 0.299330695 0.809647387 0.563207274 0.554119465 0.084878809 #> 583 584 585 586 587 588 #> 0.243907965 0.256293585 0.260829516 0.379992670 0.252567309 0.366906901 #> 589 590 591 592 593 594 #> 0.309983362 -0.559815631 0.364072999 0.624297390 0.281431925 0.364401206 #> 595 596 597 598 599 600 #> 0.013276448 0.418904751 0.666722358 0.152773226 0.513704464 -0.405976284 #> 601 602 603 604 605 606 #> 0.197508098 0.659022820 0.581088509 0.270971778 0.586588715 -0.611417561 #> 607 608 609 610 611 612 #> 0.218787125 0.483077815 0.076730748 0.333850723 -0.484898002 0.165514312 #> 613 614 615 616 617 618 #> 0.446029351 0.304963752 0.528833894 0.459920365 0.214385217 -0.443776440 #> 619 620 621 622 623 624 #> 0.240687296 0.159095431 0.023146995 0.251101504 0.097263750 0.509612147 #> 625 626 627 628 629 630 #> -0.148706038 0.078355830 0.820765774 0.199458868 -0.143834182 -0.125730211 #> 631 632 633 634 635 636 #> 0.054722730 0.586363528 0.525701567 0.527235040 0.657947600 0.105182293 #> 637 638 639 640 641 642 #> -0.238698406 0.502566872 0.565641303 0.045773003 0.471884588 0.063137489 #> 643 644 645 646 647 648 #> -0.349207657 0.356235985 -0.208460939 0.507854121 0.456607976 0.231632584 #> 649 650 651 652 653 654 #> 0.335590799 0.370531546 0.543782757 -0.125238606 0.521441519 0.462838141 #> 655 656 657 658 659 660 #> 0.638286487 0.156194563 0.421568082 0.176257024 -0.097068257 0.373200128 #> 661 662 663 664 665 666 #> 0.433595743 0.231510046 0.161179629 0.587132896 0.617220038 -0.208460939 #> 667 668 669 670 671 672 #> 0.263529456 0.603180808 -1.721390959 0.165593003 0.357687889 0.577337897 #> 673 674 675 676 677 678 #> 0.556005537 0.383572800 0.113789404 0.507038593 -0.045383427 -0.591440481 #> 679 680 681 682 683 684 #> 0.253931393 0.240687296 -0.510741706 -0.583726357 0.411542143 0.251863411 #> 685 686 687 688 689 690 #> 0.409716463 0.306304421 0.389532926 0.681753804 0.839323854 0.127297717 #> 691 692 693 694 695 696 #> 0.311089913 0.587792217 -0.021640039 -0.265565469 0.468128719 0.616353786 #> 697 698 699 700 701 702 #> 0.492854932 0.256697530 0.131474717 0.953300954 1.316499624 0.781136050 #> 703 704 705 706 707 708 #> 0.289683359 0.688164331 0.659380211 1.268142153 0.942980959 0.672246629 #> 709 710 711 712 713 714 #> -0.016480979 0.520979332 1.225400912 1.059425961 -0.613393651 0.587959524 #> 715 716 717 718 719 720 #> 0.672246629 0.732006325 1.155967616 1.008338194 0.925340432 1.015128959 #> 721 722 723 724 725 726 #> 0.668181658 0.524549337 1.300488458 0.938494388 0.511620245 0.487649906 #> 727 728 729 730 731 732 #> 0.912495073 1.042345527 0.811804183 0.622850336 0.946597907 1.241882345 #> 733 734 735 736 737 738 #> 0.984384567 0.590785644 0.827304510 0.126982466 1.113704080 1.215991804 #> 739 740 741 742 743 744 #> 1.160674207 0.792261068 0.437002803 -0.386733090 0.805026258 -0.024264334 #> 745 746 747 748 749 750 #> 0.457507338 1.192417888 0.451983207 0.777061539 1.132960237 -0.107084802 #> 751 752 753 754 755 756 #> 0.420587842 1.345258572 0.965619077 0.317609426 1.016081294 0.858316716 #> 757 758 759 760 761 762 #> 1.220998765 0.788621909 0.869180997 0.930019212 0.841103436 0.807977967 #> 763 764 765 766 767 768 #> 0.694754670 1.270850146 0.755093358 0.367020132 0.746502223 0.198878560 #> 769 770 771 772 773 774 #> 0.636586399 1.263905655 -0.656182196 0.662985819 1.263281258 0.980461089 #> 775 776 777 778 779 780 #> 0.580742673 0.675861225 0.194208541 1.211061514 1.101562211 0.936826568 #> 781 782 783 784 785 786 #> 1.447914539 1.165439912 1.295960129 1.250599799 1.163778064 0.575671689 #> 787 788 789 790 791 792 #> 1.383398481 1.096601429 1.441697963 1.848173024 1.510843214 1.902384688 #> 793 794 795 796 797 798 #> 1.334220584 1.672064225 -0.275924777 1.447467126 1.556288213 0.889374231 #> 799 800 801 802 803 804 #> -0.722406039 1.554415619 1.864243447 1.434312582 -0.832612326 1.324379046 #> 805 806 807 808 809 810 #> 1.448063413 1.276474016 1.395654599 1.085934764 1.511942903 0.984930045 #> 811 812 813 814 815 816 #> 1.636030694 -0.172154272 1.819305005 1.841500117 0.225604458 1.037941644 #> 817 818 819 820 821 822 #> 1.274414346 1.614774856 1.576482052 1.460107402 1.202971095 0.545512999 #> 823 824 825 826 827 828 #> 1.263361773 1.616829071 1.254294444 1.736864864 1.571295002 1.670199921 #> 829 830 831 832 833 834 #> 1.680992595 0.952199698 1.391758969 0.950479586 1.807714921 1.570172802 #> 835 836 837 838 839 840 #> 0.604653263 1.492246412 1.493367578 1.825726722 1.172679480 1.195263287 #> 841 842 843 844 845 846 #> 0.794778619 1.588657467 1.632541215 1.610232793 1.818681663 1.389020504 #> 847 848 849 850 851 852 #> 1.239189282 1.304529227 1.729897391 1.122535715 1.712894409 2.028858319 #> 853 854 855 856 857 858 #> 1.945799395 2.036683522 1.201486129 1.708683566 1.480782793 1.776486080 #> 859 860 861 862 863 864 #> 1.996465057 1.294378885 1.439248948 2.073698569 1.436583062 0.704391181 #> 865 866 867 868 869 870 #> 2.075615412 1.715328593 2.464063079 1.809890445 2.201566393 1.394638922 #> 871 872 873 874 875 876 #> 2.238411517 -0.086415973 1.900166396 1.585031187 1.845369006 2.280235386 #> 877 878 879 880 881 882 #> 2.363766123 2.402025246 1.353135956 1.940163071 2.075457154 1.843119246 #> 883 884 885 886 887 888 #> 2.601757561 2.240241640 1.973656227 2.146939100 2.548850176 2.110082667 #> 889 890 891 892 893 894 #> 2.674621115 2.440582149 2.447066310 2.712632837 2.541440921 2.775575322 #> 895 896 897 898 899 900 #> 2.857235390 2.927849885 2.355836724 3.201309605 3.148836531 2.542910895 #> 901 902 903 904 905 906 #> 1.289136622 2.540671598 2.381997736 2.382861489 2.101575476 2.393213728 #> 907 908 909 910 911 912 #> 2.909918211 3.122683023 1.921373512 3.800652493 4.918420253 3.614817563 #> 913 914 915 #> 5.089535998 5.349236232 4.953133262data(arson) M_arson <- tsglm.izip(arson ~ 1, past_mean_lags = 1, past_obs_lags = c(1, 2)) # pearson residuals resid(M_arson, type = "pearson")#> 1 2 3 4 5 6 #> -0.036550880 0.836222476 -0.051699480 1.450880387 -0.927200740 -1.040977484 #> 7 8 9 10 11 12 #> 0.164547828 -0.824529234 2.652438155 0.057940317 1.034677000 -0.927200740 #> 13 14 15 16 17 18 #> 0.491768886 0.109560269 0.640751137 -0.051699480 -0.169378115 -0.029287642 #> 19 20 21 22 23 24 #> 0.845623306 0.812346766 0.612993814 2.216502947 2.131178750 -1.152026059 #> 25 26 27 28 29 30 #> -0.386706862 -0.824529235 -0.892554580 -0.812086474 3.094450738 0.057940317 #> 31 32 33 34 35 36 #> -1.121313720 -0.892554581 -0.812086474 0.164547829 -0.824529234 0.879941788 #> 37 38 39 40 41 42 #> -0.836831742 0.669206027 -0.836831742 -0.968428480 0.164547828 0.136601053 #> 43 44 45 46 47 48 #> -0.904198589 -0.006306397 0.136601053 1.720534254 1.633671408 -1.072784473 #> 49 50 51 52 53 54 #> 0.491768885 -0.836831742 -0.149611226 1.097731339 0.812346767 1.414748381 #> 55 56 57 58 59 60 #> -1.001455274 0.491768886 0.109560269 -0.169378114 -0.904198589 0.879941787 #> 61 62 63 64 65 66 #> -0.836831742 -0.149611226 0.136601052 0.845623306 -0.051699480 -0.979507366 #> 67 68 69 70 71 72 #> -0.892554581 0.164547829 2.058861627 -0.927200740 -1.040977484 1.141182130 #> 73 74 75 76 77 78 #> 2.002344293 -1.001455274 -0.274604299 0.136601052 -0.904198589 -0.006306397 #> 79 80 81 82 83 84 #> 2.058861626 0.780047359 -0.309429601 3.881268138 -0.136306874 0.714709596 #> 85 86 87 88 89 90 #> 1.633671405 1.166234921 -1.072784474 -0.274604300 0.136601052 -0.029287641 #> 91 92 93 94 95 96 #> -0.029287641 -0.904198589 -0.892554580 -0.812086474 0.164547829 0.136601053 #> 97 98 99 100 101 102 #> 0.845623306 -0.915745726 1.488023281 -0.849002137 0.491768886 -0.836831742 #> 103 104 105 106 107 108 #> -0.968428480 -0.812086474 1.141182132 -0.836831742 -0.968428480 -0.812086474 #> 109 110 111 112 113 114 #> -0.812086474 -0.812086474 1.141182132 -0.836831742 -0.968428480 0.164547828 #> 115 116 117 118 119 120 #> -0.824529234 -0.892554580 -0.812086474 1.141182132 0.109560270 -0.979507365 #> 121 122 123 124 125 126 #> -0.892554581 1.141182131 -0.836831742 -0.149611226 -0.824529234 -0.892554580 #> 127 128 129 130 131 132 #> 2.117816434 1.015721697 -1.062235555 -0.968428480 -0.812086474 -0.812086474 #> 133 134 135 136 137 138 #> -0.812086474 0.164547829 -0.824529234 -0.006306396 -0.824529234 -0.892554580 #> 139 140 141 142 143 144 #> 0.164547829 -0.824529234 0.879941788 -0.836831742 -0.149611226 0.136601052