cda analyses with all groups 12:16 Wednesday, March 11, 1998 39 Canonical Discriminant Analysis 92 Observations 91 DF Total 67 Variables 88 DF Within Classes 4 Classes 3 DF Between Classes Class Level Information GRP Frequency Weight Proportion A 23 23.0000 0.250000 B 23 23.0000 0.250000 C 23 23.0000 0.250000 D 23 23.0000 0.250000 cda analyses with all groups 12:16 Wednesday, March 11, 1998 40 Canonical Discriminant Analysis Multivariate Statistics and F Approximations S=3 M=31 N=10.5 Statistic Value F Num DF Den DF Pr > F Wilks' Lambda 0.00251841 2.2449 198 69.91435 0.0001 Pillai's Trace 2.53783910 2.0800 198 75 0.0002 Hotelling-Lawley Trace 21.38276422 2.3399 198 65 0.0001 Roy's Greatest Root 9.70522855 3.6762 66 25 0.0003 NOTE: F Statistic for Roy's Greatest Root is an upper bound. cda analyses with all groups 12:16 Wednesday, March 11, 1998 41 Canonical Discriminant Analysis Eigenvalues of INV(E)*H Adjusted Approx Squared = CanRsq/(1-CanRsq) Canonical Canonical Standard Canonical Correlation Correlation Error Correlation Eigenvalue Difference Proportion Cumulative 1 0.952149 . 0.009792 0.906588 9.7052 0.7557 0.4539 0.4539 2 0.948416 . 0.010536 0.899493 8.9496 6.2216 0.4185 0.8724 3 0.855429 0.751002 0.028119 0.731758 2.7280 . 0.1276 1.0000 Test of H0: The canonical correlations in the current row and all that follow are zero Likelihood Ratio Approx F Num DF Den DF Pr > F 1 0.00251841 2.2449 198 69.91435 0.0001 2 0.02696016 1.8795 130 48 0.0069 3 0.26824157 1.0656 64 25 0.4445 cda analyses with all groups 12:16 Wednesday, March 11, 1998 42 Canonical Discriminant Analysis Total Canonical Structure CAN1 CAN2 CAN3 AACTINI -0.221054 0.052476 0.031671 ACTENOP 0.009233 0.010341 -0.000901 APLEPIL 0.120729 0.077441 -0.244481 APOLYCH 0.161557 -0.034200 -0.031581 AAPHFAM -0.008411 0.245540 -0.003566 AAPHHAS 0.051545 0.154242 0.198262 ACRUSTA 0.102318 -0.267817 0.074055 ACRUSHR -0.329469 0.276622 -0.130060 AAMPHIP 0.287345 0.115566 -0.108787 AGAMMAR 0.395520 0.107646 -0.110653 ACAPFA1 0.158392 0.101599 -0.320751 ADECAPO 0.091671 -0.268546 0.080845 ADECCRA -0.081561 0.249029 0.223462 ADECSHR -0.312517 -0.280034 -0.182433 ACANCSP 0.328167 0.118125 0.044436 ACANBOR 0.198431 0.306010 0.044537 ACANIRR -0.021492 -0.000899 0.069640 ACRASEP 0.101613 -0.040799 0.168653 AHYASSP 0.213699 -0.047808 -0.282243 APAGFAM 0.037893 0.055971 0.100647 APANFAM 0.255659 -0.093627 0.231716 ADICLEP 0.075017 -0.219761 0.066158 AISOPOD 0.210333 -0.005164 -0.155319 ACIRFAM 0.089834 -0.263167 0.079226 AEUPFAM 0.269907 -0.186130 0.146530 AMYSIDA 0.183169 -0.020509 0.079329 ACOPEPO -0.319340 -0.005159 -0.054264 AMOLLUS 0.108390 -0.068375 -0.015883 AMOLSHE -0.260804 -0.004213 -0.044317 ABIVALV 0.260426 -0.220345 0.005625 ABIVSHE -0.188485 -0.003045 -0.032028 APECFA1 0.035580 0.184597 0.160550 APECVIS -0.188485 -0.003045 -0.032028 AGASTRO 0.250628 0.054315 0.016408 ACEPHAL -0.136017 0.321867 0.026522 ALOLISP 0.169128 0.094190 0.174141 AILLESP 0.116468 0.053157 -0.099745 AOCTOPO 0.072420 0.216708 0.278555 AECHINO -0.071368 -0.203181 0.036705 AOPHIU1 0.146162 0.083057 0.048338 AHOLOTH 0.089707 -0.262794 0.079114 ABRYOZO 0.042066 0.125878 0.161803 cda analyses with all groups 12:16 Wednesday, March 11, 1998 43 Canonical Discriminant Analysis Total Canonical Structure CAN1 CAN2 CAN3 ATHALIA 0.101668 0.145021 -0.006568 AFISH -0.192181 0.043043 0.004982 AMYXFAM 0.055571 0.166290 0.213749 ARAJASP 0.123811 0.079418 -0.250723 ASQUACA -0.033591 -0.067332 -0.092120 ACLUHAR 0.098572 0.294967 0.379149 AGADFAM 0.098150 -0.287528 0.086559 AGADMOR 0.112904 -0.126538 -0.066670 AMELAEG -0.254078 -0.004104 -0.043174 AMERBIL 0.019848 0.264189 0.245614 AUROPSP 0.079628 0.238279 0.306284 AUROCHU -0.040732 -0.173432 -0.127776 AAMMOSP -0.174082 0.127677 0.153224 AANALUP 0.127278 0.081641 -0.257743 AMYOOCT 0.187083 0.225257 -0.115982 ALIPINQ 0.059878 -0.175410 0.052807 AOPHFA2 -0.199480 -0.003222 -0.033897 ALEPPRO 0.154992 0.217656 -0.018570 ASCOFAM 0.082521 -0.241742 0.072776 AMACAME 0.190342 -0.027867 -0.263374 APLEORD 0.010915 0.013934 -0.059911 AHIPPLA -0.192992 -0.003118 -0.032794 AANIREM 0.154244 0.096083 -0.019023 APLANTS 0.070368 -0.206140 0.062058 ASAND -0.188485 -0.003045 -0.032028 cda analyses with all groups 12:16 Wednesday, March 11, 1998 44 Canonical Discriminant Analysis Between Canonical Structure CAN1 CAN2 CAN3 AACTINI -0.965617 0.228330 0.124293 ACTENOP 0.666363 0.743334 -0.058434 APLEPIL 0.460373 0.294146 -0.837577 APOLYCH 0.964349 -0.203342 -0.169359 AAPHFAM -0.034368 0.999324 -0.013089 AAPHHAS 0.214048 0.638005 0.739684 ACRUSTA 0.348778 -0.909350 0.226795 ACRUSHR -0.740195 0.619030 -0.262515 AAMPHIP 0.885206 0.354621 -0.301089 AGAMMAR 0.937957 0.254278 -0.235753 ACAPFA1 0.460373 0.294146 -0.837577 ADECAPO 0.314000 -0.916247 0.248789 ADECCRA -0.247623 0.753101 0.609525 ADECSHR -0.694764 -0.620110 -0.364372 ACANCSP 0.935212 0.335312 0.113771 ACANBOR 0.542305 0.833035 0.109354 ACANIRR -0.324842 -0.013529 0.945671 ACRASEP 0.543644 -0.217428 0.810664 AHYASSP 0.637882 -0.142145 -0.756903 APAGFAM 0.335974 0.494320 0.801729 APANFAM 0.746161 -0.272188 0.607584 ADICLEP 0.314000 -0.916247 0.248789 AISOPOD 0.833119 -0.020373 -0.552719 ACIRFAM 0.314000 -0.916247 0.248789 AEUPFAM 0.764780 -0.525331 0.373015 AMYSIDA 0.926945 -0.103384 0.360672 ACOPEPO -0.988422 -0.015904 -0.150897 AMOLLUS 0.841510 -0.528761 -0.110785 AMOLSHE -0.988422 -0.015904 -0.150897 ABIVALV 0.764574 -0.644365 0.014837 ABIVSHE -0.988422 -0.015904 -0.150897 APECFA1 0.150511 0.777835 0.610179 APECVIS -0.988422 -0.015904 -0.150897 AGASTRO 0.975873 0.210658 0.057398 ACEPHAL -0.389646 0.918432 0.068259 ALOLISP 0.679872 0.377146 0.628916 AILLESP 0.745629 0.338974 -0.573702 AOCTOPO 0.214048 0.638005 0.739684 AECHINO -0.328705 -0.932140 0.151881 AOPHIU1 0.842551 0.476903 0.250342 AHOLOTH 0.314000 -0.916247 0.248789 ABRYOZO 0.214048 0.638005 0.739684 cda analyses with all groups 12:16 Wednesday, March 11, 1998 45 Canonical Discriminant Analysis Between Canonical Structure CAN1 CAN2 CAN3 ATHALIA 0.575235 0.817306 -0.033385 AFISH -0.975754 0.217686 0.022724 AMYXFAM 0.214048 0.638005 0.739684 ARAJASP 0.460373 0.294146 -0.837577 ASQUACA -0.300732 -0.600453 -0.740957 ACLUHAR 0.214048 0.638005 0.739684 AGADFAM 0.314000 -0.916247 0.248789 AGADMOR 0.628979 -0.702168 -0.333685 AMELAEG -0.988422 -0.015904 -0.150897 AMERBIL 0.057698 0.764978 0.641466 AUROPSP 0.214048 0.638005 0.739684 AUROCHU -0.192696 -0.817266 -0.543087 AAMMOSP -0.680566 0.497191 0.538174 AANALUP 0.460373 0.294146 -0.837577 AMYOOCT 0.603175 0.723405 -0.335953 ALIPINQ 0.314000 -0.916247 0.248789 AOPHFA2 -0.988422 -0.015904 -0.150897 ALEPPRO 0.580432 0.811908 -0.062480 ASCOFAM 0.314000 -0.916247 0.248789 AMACAME 0.624191 -0.091026 -0.775951 APLEORD 0.192687 0.245011 -0.950180 AHIPPLA -0.988422 -0.015904 -0.150897 AANIREM 0.845977 0.524915 -0.093736 APLANTS 0.314000 -0.916247 0.248789 ASAND -0.988422 -0.015904 -0.150897 cda analyses with all groups 12:16 Wednesday, March 11, 1998 46 Canonical Discriminant Analysis Pooled Within Canonical Structure CAN1 CAN2 CAN3 AACTINI -0.069226 0.017046 0.016807 ACTENOP 0.002822 0.003279 -0.000467 APLEPIL 0.038106 0.025354 -0.130764 APOLYCH 0.050018 -0.010983 -0.016568 AAPHFAM -0.002644 0.080047 -0.001899 AAPHHAS 0.016185 0.050238 0.105495 ACRUSTA 0.032568 -0.088425 0.039945 ACRUSHR -0.111175 0.096822 -0.074370 AAMPHIP 0.092344 0.038524 -0.059243 AGAMMAR 0.131990 0.037262 -0.062575 ACAPFA1 0.051237 0.034091 -0.175825 ADECAPO 0.029167 -0.088630 0.043589 ADECCRA -0.026252 0.083144 0.121885 ADECSHR -0.105701 -0.098246 -0.104561 ACANCSP 0.106414 0.039732 0.024418 ACANBOR 0.064701 0.103498 0.024609 ACANIRR -0.006582 -0.000285 0.036140 ACRASEP 0.031560 -0.013144 0.088766 AHYASSP 0.068914 -0.015992 -0.154237 APAGFAM 0.011649 0.017848 0.052430 APANFAM 0.082661 -0.031401 0.126956 ADICLEP 0.023545 -0.071546 0.035187 AISOPOD 0.066227 -0.001686 -0.082873 ACIRFAM 0.028536 -0.086711 0.042645 AEUPFAM 0.087586 -0.062652 0.080576 AMYSIDA 0.057001 -0.006620 0.041833 ACOPEPO -0.102575 -0.001719 -0.029537 AMOLLUS 0.033380 -0.021842 -0.008289 AMOLSHE -0.082352 -0.001380 -0.023713 ABIVALV 0.084143 -0.073847 0.003080 ABIVSHE -0.058581 -0.000982 -0.016869 APECFA1 0.011161 0.060064 0.085342 APECVIS -0.058581 -0.000982 -0.016869 AGASTRO 0.078999 0.017759 0.008764 ACEPHAL -0.044077 0.108192 0.014564 ALOLISP 0.053205 0.030735 0.092833 AILLESP 0.035997 0.017042 -0.052241 AOCTOPO 0.023380 0.072571 0.152393 AECHINO -0.022294 -0.065836 0.019430 AOPHIU1 0.045294 0.026698 0.025384 AHOLOTH 0.028492 -0.086578 0.042580 ABRYOZO 0.013088 0.040624 0.085308 cda analyses with all groups 12:16 Wednesday, March 11, 1998 47 Canonical Discriminant Analysis Pooled Within Canonical Structure CAN1 CAN2 CAN3 ATHALIA 0.031523 0.046641 -0.003451 AFISH -0.059798 0.013892 0.002627 AMYXFAM 0.017528 0.054407 0.114251 ARAJASP 0.039146 0.026046 -0.134333 ASQUACA -0.010325 -0.021468 -0.047983 ACLUHAR 0.033521 0.104049 0.218494 AGADFAM 0.031422 -0.095481 0.046959 AGADMOR 0.035023 -0.040715 -0.035045 AMELAEG -0.080091 -0.001342 -0.023062 AMERBIL 0.006420 0.088645 0.134636 AUROPSP 0.026024 0.080779 0.169628 AUROCHU -0.012709 -0.056131 -0.067560 AAMMOSP -0.054857 0.041734 0.081822 AANALUP 0.040323 0.026829 -0.138371 AMYOOCT 0.059848 0.074747 -0.062874 ALIPINQ 0.018610 -0.056550 0.027812 AOPHFA2 -0.062126 -0.001041 -0.017889 ALEPPRO 0.048980 0.071348 -0.009945 ASCOFAM 0.026050 -0.079157 0.038931 AMACAME 0.060794 -0.009232 -0.142548 APLEORD 0.003341 0.004424 -0.031074 AHIPPLA -0.060031 -0.001006 -0.017286 AANIREM 0.047869 0.030931 -0.010004 APLANTS 0.022014 -0.066893 0.032899 ASAND -0.058581 -0.000982 -0.016869 cda analyses with all groups 12:16 Wednesday, March 11, 1998 48 Canonical Discriminant Analysis Total-Sample Standardized Canonical Coefficients CAN1 CAN2 CAN3 AACTINI -0.303825232 0.217194865 0.082293425 ACTENOP -0.367823287 0.096437681 0.560801093 APLEPIL 0.323481921 0.209011776 -0.518442071 APOLYCH 0.238301679 0.094103561 -0.060116472 AAPHFAM -0.285181191 0.321000168 0.233368923 AAPHHAS -0.086452017 -0.063317370 -0.267953747 ACRUSTA 0.376220991 -0.352571807 0.014721370 ACRUSHR -0.126125980 1.208153394 0.091055741 AAMPHIP 0.490550056 0.995396259 -0.250536096 AGAMMAR 0.744504257 0.057403271 -0.469263777 ACAPFA1 -0.137656678 -0.084036703 -0.238015792 ADECAPO -0.231001388 -0.941855890 0.153411056 ADECCRA -0.749089288 1.243770503 0.186185427 ADECSHR -0.792458250 -1.541950616 -0.593824652 ACANCSP 1.277697880 -0.082277536 0.185077282 ACANBOR 0.387957703 0.293729082 -0.752975575 ACANIRR -0.264496439 -0.071758952 0.491612852 ACRASEP -0.450905964 -0.177486062 0.269029054 AHYASSP -0.120888404 -0.315830870 -0.856947950 APAGFAM -0.142764225 -0.153041900 0.423032584 APANFAM 0.571418533 -0.075798191 0.573588030 ADICLEP 0.428160480 -0.073911022 0.110526576 AISOPOD 0.851309460 0.235646506 -0.117564826 ACIRFAM -0.247763346 -0.626810978 0.098102883 AEUPFAM 1.077212698 -0.520373899 0.320458662 AMYSIDA 0.284389075 0.392056425 0.430704088 ACOPEPO -0.507651190 -0.217234243 -0.153717034 AMOLLUS 0.673991307 -0.348690224 -0.334986345 AMOLSHE -0.169442421 -0.318724280 -0.223480740 ABIVALV -0.025205733 -0.154105081 0.361042648 ABIVSHE 0.310113903 0.428685715 -0.139271487 APECFA1 -0.176519918 -0.610113986 0.620547729 APECVIS -0.161074552 0.427768827 -0.136220403 AGASTRO 0.068931332 0.721461987 -0.009398621 ACEPHAL -0.262209214 0.482794264 -0.138350229 ALOLISP 0.763400680 0.041190188 -0.355564853 AILLESP 0.740434569 0.379720355 -0.139221481 AOCTOPO 0.156676483 0.031966542 0.249577961 AECHINO -0.159718623 -0.442935696 0.171361985 AOPHIU1 -0.010829703 -0.265500049 0.155358901 AHOLOTH -0.042526616 -0.644586524 -0.418606769 ABRYOZO -0.162926638 0.269281827 0.492467897 cda analyses with all groups 12:16 Wednesday, March 11, 1998 49 Canonical Discriminant Analysis Total-Sample Standardized Canonical Coefficients CAN1 CAN2 CAN3 ATHALIA 0.116709312 0.086273493 0.045655142 AFISH -0.331006533 -0.675148175 -0.141179082 AMYXFAM 0.323446033 0.491643471 0.394906759 ARAJASP -1.078783345 -0.296874955 -0.258849438 ASQUACA 0.645023112 0.707431563 -0.419365683 ACLUHAR 0.136392105 0.235457504 0.282577313 AGADFAM 0.769534120 0.627021444 0.440211672 AGADMOR 1.147230832 1.234449135 1.054860445 AMELAEG -0.550193917 -0.142114451 0.107904494 AMERBIL 0.623713268 0.397441366 0.069814280 AUROPSP 0.099994821 1.236725845 0.599593816 AUROCHU 0.601284072 1.078470265 -0.003666391 AAMMOSP -0.195589805 0.642835382 0.456319856 AANALUP 0.289972167 0.283135638 -0.374193034 AMYOOCT 0.074464426 0.103268470 -0.178948789 ALIPINQ -0.204359043 -0.694209521 0.191393818 AOPHFA2 -4.769556650 -3.095471503 -7.394124981 ALEPPRO -0.387406788 -1.193961613 0.043359023 ASCOFAM -1.312621647 -2.424582120 -0.395245674 AMACAME 1.028483395 0.730052596 -0.330609787 APLEORD 0.474190084 0.140559080 0.088433904 AHIPPLA 4.126248236 3.440803762 7.895203225 AANIREM 0.737052755 0.141296106 0.015477433 APLANTS 0.151469650 -0.722055030 0.278512499 ASAND 0.000000000 0.000000000 0.000000000 cda analyses with all groups 12:16 Wednesday, March 11, 1998 50 Canonical Discriminant Analysis Pooled Within-Class Standardized Canonical Coefficients CAN1 CAN2 CAN3 AACTINI -0.301531791 0.215555357 0.081672228 ACTENOP -0.374007903 0.098059193 0.570230457 APLEPIL 0.318530204 0.205812317 -0.510505991 APOLYCH 0.239226765 0.094468871 -0.060349844 AAPHFAM -0.282017524 0.317439142 0.230780037 AAPHHAS -0.085571188 -0.062672252 -0.265223662 ACRUSTA 0.367352353 -0.344260651 0.014374344 ACRUSHR -0.116169543 1.112781270 0.083867763 AAMPHIP 0.474417164 0.962660313 -0.242296628 AGAMMAR 0.693384772 0.053461822 -0.437042977 ACAPFA1 -0.132259273 -0.080741693 -0.228683387 ADECAPO -0.225647891 -0.920028218 0.149855729 ADECCRA -0.723320897 1.200985262 0.179780718 ADECSHR -0.728200637 -1.416919340 -0.545673529 ACANCSP 1.224629256 -0.078860174 0.177390178 ACANBOR 0.369798034 0.279980102 -0.717730013 ACANIRR -0.268432914 -0.072826933 0.498929479 ACRASEP -0.451207786 -0.177604865 0.269209134 AHYASSP -0.116509835 -0.304391498 -0.825909356 APAGFAM -0.144337781 -0.154728738 0.427695277 APANFAM 0.549285070 -0.072862206 0.551370533 ADICLEP 0.423982929 -0.073189874 0.109448171 AISOPOD 0.840314737 0.232603114 -0.116046468 ACIRFAM -0.242422935 -0.613300391 0.095988326 AEUPFAM 1.031721566 -0.498398297 0.306925562 AMYSIDA 0.284031082 0.391562898 0.430161911 ACOPEPO -0.491199188 -0.210194098 -0.148735360 AMOLLUS 0.680209609 -0.351907271 -0.338076958 AMOLSHE -0.166779983 -0.313716187 -0.219969202 ABIVALV -0.024246336 -0.148239437 0.347300416 ABIVSHE 0.310113903 0.428685715 -0.139271487 APECFA1 -0.174897555 -0.604506538 0.614844386 APECVIS -0.161074552 0.427768827 -0.136220403 AGASTRO 0.067968354 0.711383089 -0.009267321 ACEPHAL -0.251481953 0.463042631 -0.132690172 ALOLISP 0.754213320 0.040694473 -0.351285708 AILLESP 0.744575732 0.381844086 -0.140000131 AOCTOPO 0.150831268 0.030773949 0.240266820 AECHINO -0.158909784 -0.440692603 0.170494182 AOPHIU1 -0.010861486 -0.266279230 0.155814843 AHOLOTH -0.041614696 -0.630764334 -0.409630375 ABRYOZO -0.162754064 0.268996600 0.491946268 cda analyses with all groups 12:16 Wednesday, March 11, 1998 51 Canonical Discriminant Analysis Pooled Within-Class Standardized Canonical Coefficients CAN1 CAN2 CAN3 ATHALIA 0.116989414 0.086480549 0.045764714 AFISH -0.330629608 -0.674379368 -0.141018319 AMYXFAM 0.318705427 0.484437668 0.389118784 ARAJASP -1.060441950 -0.291827509 -0.254448499 ASQUACA 0.652205659 0.715309050 -0.424035460 ACLUHAR 0.124653233 0.215192362 0.258256706 AGADFAM 0.747079225 0.608725049 0.427366359 AGADMOR 1.149456346 1.236843844 1.056906770 AMELAEG -0.542476781 -0.140121124 0.106391003 AMERBIL 0.599268463 0.381864695 0.067078093 AUROPSP 0.095092325 1.176092270 0.570197231 AUROCHU 0.598935480 1.074257802 -0.003652070 AAMMOSP -0.192906705 0.634016968 0.450060062 AANALUP 0.284473634 0.277766741 -0.367097482 AMYOOCT 0.072345646 0.100330111 -0.173857053 ALIPINQ -0.204359043 -0.694209521 0.191393818 AOPHFA2 -4.759784788 -3.089129505 -7.378975906 ALEPPRO -0.381008960 -1.174243937 0.042642971 ASCOFAM -1.292343437 -2.387125641 -0.389139669 AMACAME 1.000811953 0.710410462 -0.321714699 APLEORD 0.481503214 0.142726832 0.089797763 AHIPPLA 4.122843295 3.437964443 7.888688177 AANIREM 0.738130212 0.141502659 0.015500059 APLANTS 0.150482555 -0.717349554 0.276697494 ASAND 0.000000000 0.000000000 0.000000000 cda analyses with all groups 12:16 Wednesday, March 11, 1998 52 Canonical Discriminant Analysis Raw Canonical Coefficients CAN1 CAN2 CAN3 AACTINI -2.4780660 1.7714895 0.6712034 ACTENOP -2.9755239 0.7801372 4.5366269 APLEPIL 10.5902850 6.8427140 -16.9729712 APOLYCH 1.1863013 0.4684616 -0.2992688 AAPHFAM -5.5270435 6.2212444 4.5228796 AAPHHAS -2.1648762 -1.5855532 -6.7099268 ACRUSTA 2.8584201 -2.6787404 0.1118488 ACRUSHR -0.4443848 4.2567360 0.3208204 AAMPHIP 2.8270301 5.7364486 -1.4438345 AGAMMAR 4.9954433 0.3851621 -3.1486463 ACAPFA1 -5.5183444 -3.3688411 -9.5415139 ADECAPO -7.5448206 -30.7622988 5.0106145 ADECCRA -5.4705759 9.0832175 1.3597064 ADECSHR -7.9331024 -15.4360840 -5.9446309 ACANCSP 14.5331356 -0.9358633 2.1051559 ACANBOR 9.9446724 7.5292731 -19.3013191 ACANIRR -2.2700367 -0.6158701 4.2192599 ACRASEP -4.5941237 -1.8083436 2.7410433 AHYASSP -3.0885395 -8.0690628 -21.8938917 APAGFAM -1.7409747 -1.8663085 5.1587787 APANFAM 3.5735508 -0.4740285 3.5871184 ADICLEP 6.2836613 -1.0847144 1.6220824 AISOPOD 7.7917849 2.1568031 -1.0760362 ACIRFAM -8.9354251 -22.6055333 3.5380171 AEUPFAM 4.5096653 -2.1785040 1.3415747 AMYSIDA 4.6265054 6.3780621 7.0067910 ACOPEPO -10.7196847 -4.5871706 -3.2459259 AMOLLUS 10.4000576 -5.3804825 -5.1690241 AMOLSHE -7.2346721 -13.6085501 -9.5419428 ABIVALV -0.2252245 -1.3769977 3.2260774 ABIVSHE 10.0322401 13.8680593 -4.5054575 APECFA1 -3.1126939 -10.7585483 10.9425334 APECVIS -5.7513640 15.2740095 -4.8639162 AGASTRO 1.0702698 11.2018583 -0.1459287 ACEPHAL -3.9283489 7.2330956 -2.0727264 ALOLISP 14.3266401 0.7730108 -6.6728388 AILLESP 4.3867251 2.2496637 -0.8248215 AOCTOPO 5.7643836 1.1761013 9.1823807 AECHINO -3.4348814 -9.5256994 3.6852816 AOPHIU1 -0.1337395 -3.2787458 1.9185772 AHOLOTH -1.7922095 -27.1649666 -17.6414468 ABRYOZO -5.8099080 9.6024975 17.5612361 cda analyses with all groups 12:16 Wednesday, March 11, 1998 53 Canonical Discriminant Analysis Raw Canonical Coefficients CAN1 CAN2 CAN3 ATHALIA 2.8078242 2.0755910 1.0983838 AFISH -1.3554919 -2.7647728 -0.5781369 AMYXFAM 8.2126924 12.4834321 10.0271680 ARAJASP -43.8127146 -12.0570064 -10.5126730 ASQUACA 10.7020491 11.7375133 -6.9580021 ACLUHAR 2.3461596 4.0502409 4.8607760 AGADFAM 21.8562453 17.8086119 12.5028560 AGADMOR 28.0479526 30.1803001 25.7896449 AMELAEG -15.5208055 -4.0090061 3.0439534 AMERBIL 3.7994541 2.4210808 0.4252854 AUROPSP 2.2000962 27.2105679 13.1923242 AUROCHU 10.4544012 18.7511383 -0.0637468 AAMMOSP -0.9942143 3.2676350 2.3195468 AANALUP 11.2289182 10.9641796 -14.4902975 AMYOOCT 1.3593007 1.8851002 -3.2665963 ALIPINQ -7.5646818 -25.6972926 7.0847530 AOPHFA2 -130.5232996 -84.7104215 -202.3470231 ALEPPRO -6.6365747 -20.4534760 0.7427732 ASCOFAM -36.3459731 -67.1357178 -10.9441960 AMACAME 21.7250734 15.4211981 -6.9836051 APLEORD 7.4620934 2.2119083 1.3916403 AHIPPLA 170.4643875 142.1471691 326.1682054 AANIREM 3.7777711 0.7242146 0.0793297 APLANTS 5.4042526 -25.7620439 9.9369867 ASAND 0.0000000 0.0000000 0.0000000 Class Means on Canonical Variables GRP CAN1 CAN2 CAN3 A -5.216186817 -0.080598342 -0.422191432 B 1.657067692 -4.643240020 0.696082454 C 1.129595848 3.233202215 2.069546692 D 2.429523277 1.490636148 -2.343437715 cda analyses with all groups 12:16 Wednesday, March 11, 1998 54 Plot of CAN2*CAN1. Symbol is value of GRP. CAN2 | | 6 + | | | C | C 4 + C C C C C | CC | C D | C C C CC C C C D | C C D D 2 + A A C D D D D C | A A D D | A A D D D DD | D | A D D D 0 + A AA | A A A A | D | A | AA A A -2 + A | B | B | B | B B B B -4 + B | B | B B B | BB | B B -6 + B B | | B | | -8 + | --+---------+---------+---------+---------+---------+---------+---------+---------+---------+---------+---------+-- -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 CAN1 NOTE: 11 obs hidden. cda analyses with all groups 12:16 Wednesday, March 11, 1998 55 Plot of CAN3*CAN2. Symbol is value of GRP. CAN3 | | 4 + | C C C | C | | CC CC C | C | A C 2 + B C C C | B C | B B B C CC | B B C | B B B BBB B C | B B A A | B A C 0 + A D C | B A A A A D | B B B A AA C | B A A D D A | A A A D | A D D A | -2 + D D | D | D D D | D | D D D | D | D D -4 + D | ---+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-- -8 -6 -4 -2 0 2 4 6 CAN2 NOTE: 6 obs hidden. cda analyses with all groups 12:16 Wednesday, March 11, 1998 56 Plot of CAN3*CAN1. Symbol is value of GRP. CAN3 | | 4 + | C C C | C | | C CC C | C | A C 2 + C C B C | B C | CB B B C | B BC | BC BB B B B | AA B | A C B 0 + A D C | A A A A B D | A A A C B B | A AA B DD | A A A D | A A D D | -2 + D D | D | D D D | D | D D D | D DD | D D -4 + D | --+---------+---------+---------+---------+---------+---------+---------+---------+---------+---------+---------+-- -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 CAN1 NOTE: 9 obs hidden. cda analyses with all groups 12:16 Wednesday, March 11, 1998 57 Correlation Analysis 4 'WITH' Variables: CAN1 CAN2 CAN3 CAN4 67 'VAR' Variables: AACTINI ACTENOP APLEPIL APOLYCH AAPHFAM AAPHHAS ACRUSTA ACRUSHR AAMPHIP AGAMMAR ACAPFA1 ADECAPO ADECCRA ADECSHR ACANCSP ACANBOR ACANIRR ACRASEP AHYASSP APAGFAM APANFAM ADICLEP AISOPOD ACIRFAM AEUPFAM AMYSIDA ACOPEPO AMOLLUS AMOLSHE ABIVALV ABIVSHE APECFA1 APECVIS AGASTRO ACEPHAL ALOLISP AILLESP AOCTOPO AECHINO AOPHIU1 AHOLOTH ABRYOZO ATHALIA AFISH AMYXFAM ARAJASP ASQUACA ACLUHAR AGADFAM AGADMOR AMELAEG AMERBIL AUROPSP AUROCHU AAMMOSP AANALUP AMYOOCT ALIPINQ AOPHFA2 ALEPPRO ASCOFAM AMACAME APLEORD AHIPPLA AANIREM APLANTS ASAND cda analyses with all groups 12:16 Wednesday, March 11, 1998 58 Correlation Analysis Pearson Correlation Coefficients / Prob > |R| under Ho: Rho=0 / Number of Observations AACTINI ACTENOP APLEPIL APOLYCH AAPHFAM AAPHHAS ACRUSTA ACRUSHR AAMPHIP AGAMMAR CAN1 -0.22105 0.00923 0.12073 0.16156 -0.00841 0.05154 0.10232 -0.32947 0.28734 0.39552 0.0342 0.9304 0.2516 0.1239 0.9366 0.6256 0.3318 0.0013 0.0055 0.0001 92 92 92 92 92 92 92 92 92 92 CAN2 0.05248 0.01034 0.07744 -0.03420 0.24554 0.15424 -0.26782 0.27662 0.11557 0.10765 0.6193 0.9221 0.4631 0.7462 0.0183 0.1421 0.0099 0.0076 0.2726 0.3071 92 92 92 92 92 92 92 92 92 92 CAN3 0.03167 -0.00090 -0.24448 -0.03158 -0.00357 0.19826 0.07406 -0.13006 -0.10879 -0.11065 0.7644 0.9932 0.0188 0.7651 0.9731 0.0582 0.4830 0.2166 0.3020 0.2937 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 ACAPFA1 ADECAPO ADECCRA ADECSHR ACANCSP ACANBOR ACANIRR ACRASEP AHYASSP APAGFAM CAN1 0.15839 0.09167 -0.08156 -0.31252 0.32817 0.19843 -0.02149 0.10161 0.21370 0.03789 0.1316 0.3848 0.4396 0.0024 0.0014 0.0579 0.8389 0.3351 0.0408 0.7199 92 92 92 92 92 92 92 92 92 92 CAN2 0.10160 -0.26855 0.24903 -0.28003 0.11812 0.30601 -0.00090 -0.04080 -0.04781 0.05597 0.3352 0.0096 0.0167 0.0069 0.2621 0.0030 0.9932 0.6994 0.6509 0.5962 92 92 92 92 92 92 92 92 92 92 CAN3 -0.32075 0.08085 0.22346 -0.18243 0.04444 0.04454 0.06964 0.16865 -0.28224 0.10065 0.0018 0.4436 0.0323 0.0818 0.6740 0.6734 0.5095 0.1080 0.0064 0.3398 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 cda analyses with all groups 12:16 Wednesday, March 11, 1998 59 Correlation Analysis Pearson Correlation Coefficients / Prob > |R| under Ho: Rho=0 / Number of Observations APANFAM ADICLEP AISOPOD ACIRFAM AEUPFAM AMYSIDA ACOPEPO AMOLLUS AMOLSHE ABIVALV CAN1 0.25566 0.07502 0.21033 0.08983 0.26991 0.18317 -0.31934 0.10839 -0.26080 0.26043 0.0139 0.4773 0.0442 0.3944 0.0093 0.0805 0.0019 0.3037 0.0120 0.0122 92 92 92 92 92 92 92 92 92 92 CAN2 -0.09363 -0.21976 -0.00516 -0.26317 -0.18613 -0.02051 -0.00516 -0.06837 -0.00421 -0.22034 0.3747 0.0353 0.9610 0.0113 0.0757 0.8461 0.9611 0.5172 0.9682 0.0348 92 92 92 92 92 92 92 92 92 92 CAN3 0.23172 0.06616 -0.15532 0.07923 0.14653 0.07933 -0.05426 -0.01588 -0.04432 0.00563 0.0262 0.5309 0.1393 0.4528 0.1634 0.4522 0.6074 0.8806 0.6749 0.9576 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 ABIVSHE APECFA1 APECVIS AGASTRO ACEPHAL ALOLISP AILLESP AOCTOPO AECHINO AOPHIU1 CAN1 -0.18849 0.03558 -0.18849 0.25063 -0.13602 0.16913 0.11647 0.07242 -0.07137 0.14616 0.0720 0.7363 0.0720 0.0160 0.1961 0.1070 0.2689 0.4927 0.4990 0.1645 92 92 92 92 92 92 92 92 92 92 CAN2 -0.00304 0.18460 -0.00304 0.05432 0.32187 0.09419 0.05316 0.21671 -0.20318 0.08306 0.9770 0.0781 0.9770 0.6071 0.0018 0.3718 0.6148 0.0380 0.0521 0.4312 92 92 92 92 92 92 92 92 92 92 CAN3 -0.03203 0.16055 -0.03203 0.01641 0.02652 0.17414 -0.09975 0.27856 0.03670 0.04834 0.7618 0.1263 0.7618 0.8766 0.8018 0.0969 0.3441 0.0072 0.7283 0.6473 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 cda analyses with all groups 12:16 Wednesday, March 11, 1998 60 Correlation Analysis Pearson Correlation Coefficients / Prob > |R| under Ho: Rho=0 / Number of Observations AHOLOTH ABRYOZO ATHALIA AFISH AMYXFAM ARAJASP ASQUACA ACLUHAR AGADFAM AGADMOR CAN1 0.08971 0.04207 0.10167 -0.19218 0.05557 0.12381 -0.03359 0.09857 0.09815 0.11290 0.3951 0.6905 0.3349 0.0665 0.5988 0.2397 0.7506 0.3499 0.3520 0.2839 92 92 92 92 92 92 92 92 92 92 CAN2 -0.26279 0.12588 0.14502 0.04304 0.16629 0.07942 -0.06733 0.29497 -0.28753 -0.12654 0.0114 0.2318 0.1678 0.6837 0.1131 0.4517 0.5237 0.0043 0.0055 0.2294 92 92 92 92 92 92 92 92 92 92 CAN3 0.07911 0.16180 -0.00657 0.00498 0.21375 -0.25072 -0.09212 0.37915 0.08656 -0.06667 0.4535 0.1233 0.9505 0.9624 0.0408 0.0159 0.3825 0.0002 0.4120 0.5278 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 AMELAEG AMERBIL AUROPSP AUROCHU AAMMOSP AANALUP AMYOOCT ALIPINQ AOPHFA2 ALEPPRO CAN1 -0.25408 0.01985 0.07963 -0.04073 -0.17408 0.12728 0.18708 0.05988 -0.19948 0.15499 0.0145 0.8510 0.4505 0.6999 0.0970 0.2266 0.0741 0.5707 0.0566 0.1401 92 92 92 92 92 92 92 92 92 92 CAN2 -0.00410 0.26419 0.23828 -0.17343 0.12768 0.08164 0.22526 -0.17541 -0.00322 0.21766 0.9690 0.0109 0.0222 0.0983 0.2252 0.4391 0.0309 0.0944 0.9757 0.0371 92 92 92 92 92 92 92 92 92 92 CAN3 -0.04317 0.24561 0.30628 -0.12778 0.15322 -0.25774 -0.11598 0.05281 -0.03390 -0.01857 0.6828 0.0183 0.0030 0.2248 0.1448 0.0131 0.2709 0.6171 0.7484 0.8605 92 92 92 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . . . . . . . 0 0 0 0 0 0 0 0 0 0 cda analyses with all groups 12:16 Wednesday, March 11, 1998 61 Correlation Analysis Pearson Correlation Coefficients / Prob > |R| under Ho: Rho=0 / Number of Observations ASCOFAM AMACAME APLEORD AHIPPLA AANIREM APLANTS ASAND CAN1 0.08252 0.19034 0.01092 -0.19299 0.15424 0.07037 -0.18849 0.4342 0.0692 0.9178 0.0653 0.1421 0.5051 0.0720 92 92 92 92 92 92 92 CAN2 -0.24174 -0.02787 0.01393 -0.00312 0.09608 -0.20614 -0.00304 0.0203 0.7920 0.8951 0.9765 0.3622 0.0487 0.9770 92 92 92 92 92 92 92 CAN3 0.07278 -0.26337 -0.05991 -0.03279 -0.01902 0.06206 -0.03203 0.4906 0.0112 0.5705 0.7563 0.8572 0.5568 0.7618 92 92 92 92 92 92 92 CAN4 . . . . . . . . . . . . . . 0 0 0 0 0 0 0 means of can1 and can2 from cdist by period and season class 62 12:16 Wednesday, March 11, 1998 OBS GRP _TYPE_ _FREQ_ CAN1 CAN2 NL 1 A 0 23 -5.21619 -0.08060 23 2 B 0 23 1.65707 -4.64324 23 3 C 0 23 1.12960 3.23320 23 4 D 0 23 2.42952 1.49064 23 Highest species loading for which vectors are drawn 63 12:16 Wednesday, March 11, 1998 OBS _NAME_ CAN1 CAN2 CAN3 RCAN1 RCAN2 RBCAN1 RBCAN2 1 ACRUSHR -0.32947 0.27662 -0.13006 1 64 67 4 2 AAMPHIP 0.28734 0.11557 -0.10879 65 49 3 19 3 AGAMMAR 0.39552 0.10765 -0.11065 67 48 1 20 4 ADECAPO 0.09167 -0.26855 0.08085 37 3 31 65 5 ADECSHR -0.31252 -0.28003 -0.18243 3 2 65 66 6 ACANCSP 0.32817 0.11812 0.04444 66 50 2 18 7 ACANBOR 0.19843 0.30601 0.04454 58 66 10 2 8 ACOPEPO -0.31934 -0.00516 -0.05426 2 25 66 43 9 ACEPHAL -0.13602 0.32187 0.02652 14 67 54 1 10 ACLUHAR 0.09857 0.29497 0.37915 39 65 29 3 11 AGADFAM 0.09815 -0.28753 0.08656 38 1 30 67