Details
Useful shortcuts are described below. See browseVignettes("Momocs") for
a detail of the design behind Momocs' classes.
Coe class is the 'parent' class of the following 'child' classes
OutCoefor coefficients from closed outlines morphometricsOpnCoefor coefficients from open outlines morphometricsLdkCoefor coefficients from configuration of landmarks morphometrics.
In other words, OutCoe, OpnCoe and LdkCoe classes
are all, primarily, Coe objects on which we define generic and
specific methods. See their respective help pages for more help.
You can access all the methods available for Coe objects
with methods(class=Coe).
Examples
# to see all methods for Coe objects.
methods(class='Coe')
#> [1] $ CLUST KMEDOIDS LDA MDS NMDS
#> [7] [ [<- arrange as_df breed chop
#> [13] dim dissolve export filter get_pairs length
#> [19] mutate names names<- perm reLDA rename
#> [25] sample_frac sample_n select slice str subsetize
#> [31] which_out
#> see '?methods' for accessing help and source code
# to see all methods for OutCoe objects.
methods(class='OutCoe') # same for OpnCoe, LdkCoe, TraCoe
#> [1] MANOVA MSHAPES PCA boxplot combine hcontrib print rm_asym
#> [9] rm_sym symmetry
#> see '?methods' for accessing help and source code
bot.f <- efourier(bot, 12)
#> 'norm=TRUE' is used and this may be troublesome. See ?efourier #Details
bot.f
#> An OutCoe object [ elliptical Fourier analysis ]
#> --------------------
#> - $coe: 40 outlines described, 12 harmonics
#> # A tibble: 40 × 2
#> type fake
#> <fct> <fct>
#> 1 whisky a
#> 2 whisky a
#> 3 whisky a
#> 4 whisky a
#> 5 whisky a
#> 6 whisky a
#> # ℹ 34 more rows
class(bot.f)
#> [1] "OutCoe" "Coe"
inherits(bot.f, "Coe")
#> [1] TRUE
# if you want to work directly on the matrix of coefficients
bot.f$coe
#> A1 A2 A3 A4 A5 A6
#> brahma 1 0.006766531 0.09348184 0.01374288 0.023818571 0.008592275
#> caney 1 0.007368844 0.09542847 0.01449765 0.022207326 0.006665955
#> chimay 1 0.016535135 0.07571705 0.02736989 0.009876978 0.014306122
#> corona 1 0.007486279 0.09616977 0.01220177 0.022887407 0.007281456
#> deusventrue 1 0.019627538 0.09281761 0.02230953 0.015264921 0.014857953
#> duvel 1 0.022177771 0.06895598 0.03354560 0.009316683 0.021131541
#> franziskaner 1 0.007314669 0.09110003 0.01294912 0.023136784 0.010558958
#> grimbergen 1 0.009522713 0.08573641 0.01974880 0.012878126 0.008485338
#> guiness 1 0.009589570 0.08825041 0.02268926 0.017770767 0.010695823
#> hoegardeen 1 0.009598003 0.09186435 0.01393702 0.020136724 0.008952962
#> jupiler 1 0.008152360 0.09595083 0.01206957 0.023549986 0.007484692
#> kingfisher 1 0.007788546 0.09459391 0.01346605 0.024571428 0.009229773
#> latrappe 1 0.018476561 0.06035470 0.03974568 0.010493387 0.026379718
#> lindemanskriek 1 0.012406103 0.09289294 0.01773845 0.020632152 0.010949655
#> nicechouffe 1 0.015167563 0.09058037 0.02094971 0.020007417 0.014345165
#> pecheresse 1 0.008436476 0.09409400 0.01181167 0.022221176 0.007960411
#> sierranevada 1 0.015038107 0.08208708 0.02647382 0.013697543 0.013869924
#> tanglefoot 1 0.018782346 0.07275504 0.03848616 0.008439294 0.018172933
#> tauro 1 0.007333709 0.09536301 0.01149374 0.023043384 0.007093187
#> westmalle 1 0.009100416 0.09469091 0.01450202 0.023460557 0.009582984
#> amrut 1 0.004198631 0.09500128 0.02143863 0.026005715 0.011729658
#> ballantines 1 -0.000653116 0.05733309 0.03154946 0.017516836 0.034198742
#> bushmills 1 -0.004927807 0.08149528 0.01036776 0.023910616 0.017320375
#> chivas 1 0.021613712 0.08642271 0.04314511 0.008460823 0.014376414
#> dalmore 1 0.038669436 0.07265717 0.05680730 0.003277741 0.019363348
#> famousgrouse 1 0.003373189 0.08802317 0.02019928 0.025507211 0.016776448
#> glendronach 1 0.003257554 0.09526153 0.02074249 0.026167146 0.010932661
#> glenmorangie 1 0.008572527 0.09410920 0.02136020 0.024756735 0.011430941
#> highlandpark 1 -0.002122354 0.06989902 0.03612531 0.023554876 0.027350465
#> jackdaniels 1 0.008777794 0.08626120 0.02940216 0.019373419 0.015295504
#> jb 1 0.004384491 0.09517564 0.02460733 0.023505329 0.010741163
#> johnniewalker 1 0.002370576 0.08321025 0.01719991 0.022474617 0.017724976
#> magallan 1 -0.008648015 0.09924533 0.01455296 0.037258989 0.011586345
#> makersmark 1 0.016536161 0.10229688 0.03388156 0.008773613 0.010192259
#> oban 1 0.001652893 0.09909342 0.02127249 0.028337047 0.009671380
#> oldpotrero 1 0.022935601 0.09391465 0.03109455 0.009138035 0.012979620
#> redbreast 1 0.017769276 0.09281598 0.04425688 0.011246633 0.012792733
#> tamdhu 1 0.005270821 0.09375949 0.02020814 0.025073663 0.010943288
#> wildturkey 1 0.008605609 0.09229119 0.03228916 0.020978082 0.013010663
#> yoichi 1 -0.001738226 0.07733113 0.02843759 0.024035740 0.023420967
#> A7 A8 A9 A10
#> brahma 0.0031835706 0.005158502 -7.262824e-04 0.0047287291
#> caney 0.0035527091 0.007010166 1.214949e-03 0.0038734169
#> chimay -0.0047412879 0.007814037 -2.112661e-03 0.0022043011
#> corona 0.0055045888 0.007852411 8.767189e-04 0.0044201528
#> deusventrue 0.0025214510 0.011391904 -1.733965e-03 0.0062083192
#> duvel -0.0016871288 0.011025502 -1.042906e-04 0.0017042044
#> franziskaner 0.0045813399 0.006927102 -5.793922e-04 0.0045217266
#> grimbergen -0.0021957902 0.008213656 -1.577404e-03 0.0026346248
#> guiness -0.0015195731 0.008550727 2.093772e-04 0.0060163830
#> hoegardeen 0.0024034912 0.007507503 -1.234721e-03 0.0046892597
#> jupiler 0.0055270378 0.006597011 1.073131e-03 0.0041448892
#> kingfisher 0.0059527872 0.006778517 1.169809e-03 0.0044984721
#> latrappe -0.0057950372 0.005954999 -5.463098e-03 -0.0001140651
#> lindemanskriek 0.0033428880 0.008381096 -1.707332e-04 0.0050506285
#> nicechouffe 0.0026214920 0.010288304 -4.913646e-04 0.0065828560
#> pecheresse 0.0046954032 0.006669592 4.015144e-05 0.0042466561
#> sierranevada -0.0043828769 0.009275932 -1.465646e-03 0.0059555586
#> tanglefoot -0.0108560295 0.008370133 -2.988319e-03 0.0052185654
#> tauro 0.0052560957 0.006425077 9.461829e-04 0.0040141970
#> westmalle 0.0051463840 0.006848999 3.534839e-04 0.0042382642
#> amrut 0.0019176785 0.008515916 1.392307e-03 0.0089150426
#> ballantines 0.0045419501 0.014014932 -5.273138e-03 0.0006083616
#> bushmills 0.0095020099 0.012457087 -3.988679e-04 0.0048132802
#> chivas -0.0053775410 0.013797633 2.198119e-03 0.0031741809
#> dalmore -0.0072008170 0.012093037 5.368701e-03 0.0025492686
#> famousgrouse 0.0035195429 0.008617844 -1.621645e-03 0.0075384656
#> glendronach 0.0018504691 0.007851391 1.483976e-03 0.0086527932
#> glenmorangie 0.0023552959 0.007521806 1.103445e-03 0.0069834516
#> highlandpark -0.0024258364 0.003973480 -7.894105e-03 0.0013284975
#> jackdaniels -0.0047279969 0.008903250 -2.124758e-03 0.0090062900
#> jb -0.0015584637 0.008915452 4.097146e-04 0.0089915939
#> johnniewalker 0.0034197782 0.009945811 -3.913888e-03 0.0059350940
#> magallan 0.0095026108 0.003088506 1.575409e-03 0.0054824432
#> makersmark 0.0003303914 0.016520390 -1.901653e-03 0.0031138042
#> oban 0.0022492968 0.007479292 2.478319e-03 0.0090114539
#> oldpotrero 0.0015843674 0.012237947 -4.671411e-04 0.0023549220
#> redbreast -0.0046107656 0.015170859 3.884228e-03 0.0045806501
#> tamdhu 0.0013188307 0.006535142 1.700604e-04 0.0072170216
#> wildturkey -0.0038244377 0.010171775 1.641229e-03 0.0092477531
#> yoichi -0.0011328612 0.006117569 -8.008551e-03 0.0034639875
#> A11 A12 B1 B2 B3
#> brahma -0.0013733386 0.0016363823 0 -1.900652e-04 3.306231e-04
#> caney -0.0018777601 0.0011330555 0 5.012013e-04 -3.851293e-04
#> chimay -0.0012371979 -0.0018514226 0 1.843629e-04 4.196107e-04
#> corona -0.0021742849 0.0026300698 0 -3.586724e-04 1.711055e-05
#> deusventrue -0.0007936789 0.0028680575 0 1.774985e-04 -8.326845e-05
#> duvel -0.0006045816 -0.0028942242 0 -4.198782e-04 7.447638e-05
#> franziskaner -0.0015947508 0.0021935018 0 -8.367911e-04 -3.508429e-04
#> grimbergen -0.0035563564 -0.0004162333 0 -4.478525e-04 -1.575351e-04
#> guiness -0.0015222476 0.0005646464 0 4.379065e-05 -3.284575e-04
#> hoegardeen -0.0024579838 0.0023152691 0 -1.402306e-05 3.803656e-04
#> jupiler -0.0009974596 0.0023379940 0 1.831345e-04 -1.827727e-04
#> kingfisher -0.0004648420 0.0023788807 0 -1.644074e-04 -3.059412e-04
#> latrappe 0.0015068375 -0.0015514855 0 2.164816e-04 1.803082e-04
#> lindemanskriek -0.0009359325 0.0022848386 0 4.100249e-04 2.208045e-04
#> nicechouffe -0.0007619565 0.0033654095 0 5.495158e-04 -2.042167e-05
#> pecheresse -0.0013782823 0.0024185755 0 2.181959e-04 -7.311833e-05
#> sierranevada -0.0017933279 -0.0005349683 0 -2.089826e-04 -3.847117e-04
#> tanglefoot -0.0003179777 -0.0031166695 0 2.257469e-04 -2.009399e-04
#> tauro -0.0010466330 0.0023514452 0 1.762712e-04 -8.961804e-05
#> westmalle -0.0004882420 0.0023217071 0 2.683034e-04 5.829510e-04
#> amrut -0.0004155995 0.0028189180 0 3.259091e-04 3.840090e-04
#> ballantines -0.0024674938 -0.0002274846 0 -8.980074e-06 1.013064e-03
#> bushmills -0.0043970618 0.0017818484 0 8.084328e-04 8.012671e-04
#> chivas -0.0016654883 -0.0026415175 0 6.073651e-04 3.070684e-04
#> dalmore 0.0025922354 -0.0039822137 0 1.097768e-03 6.881659e-04
#> famousgrouse 0.0001300206 0.0046515437 0 1.287495e-04 -1.324051e-04
#> glendronach -0.0002084792 0.0025405566 0 4.149836e-04 1.394907e-04
#> glenmorangie -0.0001692272 0.0025838514 0 8.773153e-05 -6.257124e-05
#> highlandpark 0.0023214993 0.0028070218 0 -6.291662e-04 -7.091405e-04
#> jackdaniels -0.0011544544 0.0013660407 0 1.828207e-04 -5.854778e-04
#> jb -0.0026073348 0.0016289320 0 5.770034e-04 1.295536e-04
#> johnniewalker -0.0026799451 0.0046998857 0 1.610309e-03 1.521699e-03
#> magallan 0.0034410693 0.0056372281 0 -1.110357e-03 -1.017379e-03
#> makersmark -0.0037381840 0.0031052372 0 -2.272912e-03 -1.921977e-03
#> oban -0.0000555700 0.0026159662 0 5.217373e-04 3.289690e-04
#> oldpotrero 0.0002650070 0.0005717670 0 -4.566144e-04 2.434271e-04
#> redbreast -0.0017153754 -0.0017080604 0 1.568632e-04 1.213587e-04
#> tamdhu -0.0004660552 0.0022520466 0 1.013117e-03 4.671170e-04
#> wildturkey -0.0011040540 0.0003877287 0 9.489660e-04 9.344159e-04
#> yoichi -0.0005670111 0.0040850862 0 2.371406e-04 3.337929e-04
#> B4 B5 B6 B7
#> brahma -5.191749e-04 1.067446e-04 -9.218905e-05 5.604686e-07
#> caney 3.333918e-04 -2.899903e-04 7.350207e-05 -4.952054e-04
#> chimay 3.227901e-04 -2.906714e-05 5.573360e-04 1.059517e-04
#> corona -5.501057e-04 -1.907425e-04 -4.256287e-04 -2.147013e-04
#> deusventrue -1.403373e-03 -3.240180e-04 -9.330047e-04 6.515692e-04
#> duvel -6.627095e-04 6.107940e-05 -4.746985e-04 2.450959e-04
#> franziskaner -6.983186e-04 -1.894199e-04 -5.170165e-04 5.988419e-05
#> grimbergen 1.554676e-04 5.257427e-05 1.132609e-04 -6.848791e-05
#> guiness -1.677242e-04 -5.817648e-04 -2.853668e-04 -5.620867e-04
#> hoegardeen 3.285812e-04 4.813766e-04 3.691213e-04 5.309204e-04
#> jupiler -4.540203e-05 -1.242456e-04 -5.198885e-05 -2.289954e-04
#> kingfisher -1.751841e-04 3.014782e-05 2.132220e-04 4.144846e-04
#> latrappe 5.468038e-04 2.303760e-04 5.053959e-04 2.603399e-04
#> lindemanskriek 2.791269e-04 -2.076986e-04 -1.312595e-04 -1.367999e-04
#> nicechouffe 2.492854e-04 2.171344e-04 2.155297e-04 1.621249e-04
#> pecheresse 2.879648e-04 3.072908e-05 1.503582e-04 2.875235e-05
#> sierranevada 2.254752e-04 -1.582761e-04 3.201773e-04 -2.506594e-04
#> tanglefoot -3.556495e-04 -4.589428e-04 -1.231722e-04 -1.030225e-04
#> tauro 8.045507e-05 4.030041e-05 1.942858e-04 7.124766e-05
#> westmalle 2.086425e-04 5.569697e-04 -1.481080e-04 2.680453e-04
#> amrut 2.692429e-04 2.370884e-04 4.975910e-05 1.929742e-04
#> ballantines -2.175286e-04 1.006239e-03 -2.063087e-04 6.874951e-04
#> bushmills 9.888621e-04 5.333749e-04 6.026329e-04 3.382499e-07
#> chivas 1.231654e-04 -3.404412e-05 8.988476e-05 1.476812e-04
#> dalmore 2.545366e-04 1.352642e-04 -1.253930e-04 2.101188e-04
#> famousgrouse -1.274614e-04 2.141211e-04 -1.073666e-04 1.188717e-05
#> glendronach 1.071609e-04 -2.016928e-04 -6.904446e-05 -1.327779e-04
#> glenmorangie 1.913928e-04 -9.675222e-05 1.480796e-04 -8.118855e-05
#> highlandpark -2.204109e-04 -5.021317e-04 3.287316e-04 -2.505046e-04
#> jackdaniels -7.969529e-04 -4.880520e-04 -1.903562e-04 3.092736e-04
#> jb -1.422141e-04 -2.056778e-04 -2.053789e-04 1.048725e-04
#> johnniewalker 1.140415e-03 1.505532e-04 2.156619e-04 -1.772208e-04
#> magallan -7.964354e-04 -6.143625e-04 -3.734865e-04 -1.291146e-04
#> makersmark -3.452843e-04 -1.437534e-04 4.289043e-04 -9.732915e-04
#> oban 3.351843e-04 4.359254e-05 1.826487e-05 -6.027186e-05
#> oldpotrero -2.060062e-04 3.778706e-05 -5.576392e-04 2.258336e-04
#> redbreast -1.087561e-04 -1.587376e-04 -9.420764e-05 -7.636860e-06
#> tamdhu 2.449976e-04 3.452581e-05 -1.344683e-04 1.407481e-04
#> wildturkey 2.048265e-04 1.038328e-04 7.988232e-06 2.379076e-04
#> yoichi 2.790195e-04 2.201285e-04 1.423493e-05 -5.626562e-05
#> B8 B9 B10 B11
#> brahma 6.268503e-06 -1.960132e-04 1.334431e-04 4.058288e-05
#> caney 8.536695e-05 -4.143363e-04 1.667420e-04 -3.134942e-04
#> chimay 6.209192e-04 1.441644e-04 1.715223e-04 5.930974e-05
#> corona -1.931107e-04 -3.048499e-04 -2.065499e-04 -2.244684e-04
#> deusventrue -8.354423e-04 2.287499e-05 -6.080012e-04 2.971827e-04
#> duvel -1.676532e-04 1.512500e-04 6.986965e-05 2.318703e-04
#> franziskaner -3.810484e-04 5.133436e-05 -3.407356e-04 5.681736e-05
#> grimbergen -9.289817e-05 2.532879e-05 1.655384e-04 3.086461e-04
#> guiness -1.496463e-04 -4.662246e-04 -1.905673e-04 -3.642220e-04
#> hoegardeen 3.462062e-04 4.557837e-04 4.205444e-04 3.080245e-04
#> jupiler -8.073101e-05 -2.203453e-04 -1.514837e-04 -1.572771e-04
#> kingfisher 1.324881e-05 1.991329e-04 1.802238e-04 2.681872e-04
#> latrappe 1.829641e-04 2.106651e-04 -1.447749e-04 2.756836e-04
#> lindemanskriek 4.871774e-05 -4.788973e-05 -2.120403e-04 -1.394498e-04
#> nicechouffe 1.463372e-04 2.488056e-04 8.034353e-05 2.586078e-04
#> pecheresse 2.759482e-04 1.481251e-05 1.433130e-04 -1.556835e-05
#> sierranevada 1.406542e-04 -1.888577e-04 6.806233e-05 -5.042849e-05
#> tanglefoot 5.673867e-06 -2.751261e-04 -3.002656e-04 -2.455063e-04
#> tauro 2.932668e-04 1.286768e-04 1.547277e-04 1.336644e-04
#> westmalle -1.539093e-04 4.586356e-04 1.799417e-05 3.301881e-04
#> amrut 1.570262e-04 2.548664e-04 1.115168e-04 7.490810e-06
#> ballantines -3.868333e-05 3.003380e-04 1.592670e-04 -5.079525e-05
#> bushmills 2.135771e-04 -2.019147e-04 1.348464e-04 -1.302260e-04
#> chivas 1.332194e-04 1.056333e-04 2.227781e-05 4.227956e-05
#> dalmore -4.021158e-06 2.679348e-04 -2.632871e-05 1.881627e-04
#> famousgrouse -2.566731e-04 2.195639e-04 -7.568478e-05 1.842423e-04
#> glendronach 2.453495e-05 -7.915842e-06 -1.865175e-05 -6.786263e-05
#> glenmorangie 1.557411e-04 -3.527084e-06 1.414448e-04 -9.027797e-06
#> highlandpark 3.870735e-04 -4.437162e-04 1.970082e-04 -4.866817e-04
#> jackdaniels -1.751848e-04 -3.777874e-05 -1.953733e-04 2.389926e-04
#> jb 1.396719e-04 1.902920e-04 -7.877557e-05 4.429623e-05
#> johnniewalker 5.133497e-04 1.719490e-04 5.339652e-04 -1.814410e-04
#> magallan -1.577770e-04 -1.006505e-04 -1.482048e-04 -8.058980e-06
#> makersmark -5.600587e-04 -7.200799e-04 4.777646e-04 2.581853e-04
#> oban 8.787835e-05 1.113193e-04 1.307306e-04 -2.483305e-05
#> oldpotrero -3.831452e-04 2.156873e-04 -5.679089e-04 2.063675e-04
#> redbreast 2.541246e-05 2.426826e-05 -8.753325e-05 -8.652635e-06
#> tamdhu -3.383952e-05 3.365051e-04 -1.785979e-04 -4.280721e-06
#> wildturkey 3.002663e-04 1.207047e-04 1.615231e-04 -7.004425e-06
#> yoichi -1.168653e-04 -8.227670e-05 5.854442e-05 8.229082e-05
#> B12 C1 C2 C3 C4
#> brahma -1.917814e-04 0 -1.637571e-03 -3.936895e-03 5.408096e-03
#> caney 2.011956e-05 0 1.239828e-03 -2.845651e-04 3.757825e-04
#> chimay -3.197006e-06 0 -3.757608e-03 -1.797357e-03 -2.127924e-03
#> corona -6.091420e-06 0 -1.652864e-03 1.573302e-03 4.897281e-04
#> deusventrue -2.794108e-04 0 1.552775e-03 7.706329e-04 -1.416448e-03
#> duvel 1.659893e-04 0 2.872128e-04 -5.422392e-06 -7.785717e-04
#> franziskaner -2.140707e-04 0 -1.253868e-03 3.476506e-04 1.004621e-03
#> grimbergen 1.890428e-04 0 1.700875e-03 -1.452474e-04 4.332935e-04
#> guiness -2.602631e-04 0 -5.088378e-04 1.628258e-03 5.025916e-05
#> hoegardeen 2.814325e-04 0 -2.538102e-03 6.627214e-04 -1.481847e-03
#> jupiler -1.151375e-04 0 9.877198e-04 -8.223351e-05 1.286204e-04
#> kingfisher 1.550433e-04 0 8.355893e-04 -2.193322e-03 -9.853901e-04
#> latrappe -1.942322e-04 0 2.026476e-03 6.109498e-04 -1.518299e-04
#> lindemanskriek -5.113408e-05 0 -1.736348e-03 1.465734e-03 -1.513403e-03
#> nicechouffe 4.652882e-05 0 -5.467071e-04 2.799211e-04 -4.577128e-04
#> pecheresse 1.587407e-04 0 1.796104e-03 -3.206383e-04 -1.338857e-04
#> sierranevada 3.125122e-05 0 9.370620e-04 -7.543929e-04 2.972714e-04
#> tanglefoot -9.215486e-05 0 -7.405447e-04 3.028807e-04 6.337466e-04
#> tauro 1.226045e-04 0 1.122815e-04 -2.572009e-04 -8.133564e-04
#> westmalle 4.757341e-05 0 1.228197e-03 -2.741133e-04 9.140310e-05
#> amrut -9.179140e-05 0 4.658444e-04 -4.347520e-04 -3.326225e-05
#> ballantines 3.235267e-04 0 -5.591149e-04 1.469581e-03 -1.536579e-03
#> bushmills 2.015409e-04 0 -3.958316e-04 1.944836e-03 -7.053533e-05
#> chivas -6.666931e-05 0 -1.172232e-03 -1.218925e-03 -3.262755e-05
#> dalmore -9.894417e-05 0 6.958725e-04 -1.680610e-03 6.152298e-04
#> famousgrouse -7.211196e-05 0 7.115395e-05 8.468121e-04 -4.933730e-04
#> glendronach -9.224044e-05 0 -7.099606e-05 6.421159e-04 -4.706785e-04
#> glenmorangie 6.261072e-05 0 -8.919633e-06 -2.628346e-04 9.674043e-05
#> highlandpark 1.369676e-04 0 -1.617000e-03 5.528353e-04 -3.372340e-04
#> jackdaniels 3.169089e-04 0 5.328968e-04 -1.540810e-03 -5.769145e-04
#> jb -5.463792e-05 0 -2.505933e-03 -9.424246e-04 -8.780719e-04
#> johnniewalker -5.200179e-05 0 4.677592e-03 -4.233763e-04 -1.898993e-03
#> magallan -1.072102e-04 0 2.189543e-04 4.632813e-04 1.888985e-04
#> makersmark 8.085419e-06 0 1.698257e-03 -6.596354e-04 3.533379e-04
#> oban -6.805926e-05 0 6.795967e-07 1.085005e-06 -4.641661e-04
#> oldpotrero -3.604369e-04 0 -6.093255e-05 4.513517e-05 -4.902640e-04
#> redbreast 1.217829e-04 0 -1.468386e-03 1.265193e-04 -1.396525e-04
#> tamdhu -2.219702e-04 0 9.586941e-04 6.330302e-04 -2.779959e-04
#> wildturkey 2.260401e-05 0 -9.213008e-05 -1.129525e-03 -4.176692e-04
#> yoichi 1.472054e-04 0 5.380772e-05 -7.906572e-05 -7.656576e-04
#> C5 C6 C7 C8
#> brahma -1.259407e-03 -3.994402e-03 3.268582e-03 4.792269e-04
#> caney -4.017802e-05 4.699805e-04 2.518166e-04 6.300072e-04
#> chimay -4.663387e-04 -7.424827e-05 -8.096453e-05 9.946667e-04
#> corona 1.867708e-04 6.888736e-04 3.145355e-04 5.189042e-04
#> deusventrue 1.463377e-03 9.055123e-04 -2.834923e-04 -1.443910e-03
#> duvel 3.178998e-04 2.219253e-04 5.438377e-04 -3.518900e-06
#> franziskaner 1.054384e-03 2.433412e-04 9.526672e-04 8.662476e-04
#> grimbergen -6.417041e-04 -1.403671e-03 1.850428e-04 1.990252e-04
#> guiness 8.516115e-05 5.947385e-04 -3.856099e-04 2.426892e-04
#> hoegardeen -6.536099e-04 -5.091092e-04 -6.872483e-04 -4.089876e-04
#> jupiler 4.242307e-04 1.903101e-04 -1.512322e-04 3.486794e-04
#> kingfisher 1.200089e-03 4.039578e-05 -2.246083e-04 -6.682649e-04
#> latrappe -2.100725e-04 4.680496e-04 1.907268e-04 -1.386083e-04
#> lindemanskriek 2.721525e-04 -8.593526e-04 -1.905709e-04 1.402970e-04
#> nicechouffe -4.033887e-04 -3.674008e-04 -1.582921e-04 -3.898917e-04
#> pecheresse -3.165154e-04 -6.798663e-04 -1.857663e-04 -5.070674e-04
#> sierranevada 4.903049e-04 5.175725e-04 -5.450918e-04 -6.169308e-04
#> tanglefoot 6.556462e-04 1.058980e-03 8.585128e-04 5.745493e-04
#> tauro -4.748704e-04 -3.315681e-04 -4.564306e-04 -3.514821e-04
#> westmalle -4.491227e-04 -2.495132e-04 -7.270457e-05 -1.344863e-04
#> amrut 8.477464e-05 -1.080422e-04 2.126076e-04 -9.256970e-05
#> ballantines 6.528392e-04 -2.944984e-04 -5.656855e-04 1.789388e-04
#> bushmills 9.280815e-04 -4.013982e-04 -6.650163e-04 -5.644542e-04
#> chivas 1.300827e-04 -3.851168e-05 4.239507e-05 1.334791e-04
#> dalmore -2.964899e-04 -1.304289e-04 7.782306e-04 -4.877421e-04
#> famousgrouse 6.303902e-04 -1.322629e-04 -2.372041e-04 -2.550728e-05
#> glendronach -3.501431e-04 -2.525866e-04 3.742212e-04 1.133101e-04
#> glenmorangie -3.395833e-04 -4.246431e-04 -3.274667e-04 1.061570e-04
#> highlandpark 6.066669e-04 1.088092e-03 5.256719e-04 5.273203e-04
#> jackdaniels 1.023982e-03 9.323203e-04 1.214171e-03 5.898250e-04
#> jb 2.339479e-04 3.473492e-04 3.733691e-04 1.626720e-04
#> johnniewalker -8.686486e-04 -1.355694e-03 1.175580e-03 3.264915e-04
#> magallan 2.310078e-04 -1.038695e-04 -1.026307e-05 1.023165e-04
#> makersmark -5.037028e-04 -1.240866e-04 -7.956100e-05 -6.606345e-05
#> oban -3.076544e-04 -4.937905e-04 -1.310019e-05 -2.416906e-04
#> oldpotrero -5.717320e-04 -9.307817e-04 1.291075e-04 -5.512552e-04
#> redbreast -6.765261e-04 1.325618e-04 4.297985e-04 3.419357e-04
#> tamdhu -1.871447e-04 -1.524034e-04 6.923348e-05 -5.932353e-04
#> wildturkey -5.568095e-04 1.396939e-04 -3.130911e-04 -2.441291e-05
#> yoichi -1.807137e-04 -7.887244e-04 -4.647802e-04 -2.321719e-04
#> C9 C10 C11 C12
#> brahma -1.321861e-03 7.225736e-04 2.052451e-04 1.666890e-04
#> caney 4.837212e-04 -3.443095e-04 1.349160e-04 4.336526e-06
#> chimay -5.660053e-04 2.292011e-04 3.851391e-04 -2.066153e-05
#> corona 3.419355e-04 -4.427112e-05 5.053095e-04 2.703064e-04
#> deusventrue 5.149210e-05 4.983572e-04 -8.471361e-05 3.773608e-04
#> duvel 4.727181e-05 8.518990e-04 5.267156e-05 -7.761916e-06
#> franziskaner 4.052798e-04 2.307566e-04 5.425481e-04 8.822035e-04
#> grimbergen -4.235811e-04 -1.047152e-04 8.528320e-05 -4.862829e-04
#> guiness 2.578559e-05 -4.057230e-04 3.454914e-04 3.070080e-04
#> hoegardeen -2.093222e-04 -8.166019e-05 -5.849685e-04 -1.080950e-04
#> jupiler 3.426590e-04 1.476449e-04 3.134641e-04 2.698336e-04
#> kingfisher 1.267526e-04 2.565541e-04 -2.246671e-04 6.355569e-05
#> latrappe -4.351985e-06 -5.637614e-05 4.355069e-04 3.406179e-04
#> lindemanskriek -4.691485e-04 6.262551e-04 3.619995e-05 5.173449e-04
#> nicechouffe -2.084102e-04 4.207808e-04 7.211961e-05 -7.528575e-05
#> pecheresse -2.691263e-04 -5.693772e-04 -3.209598e-04 2.785471e-04
#> sierranevada 1.686643e-04 2.583335e-04 8.547137e-04 -1.139936e-04
#> tanglefoot 7.740523e-04 4.070373e-04 5.906937e-04 9.596081e-04
#> tauro -3.210499e-04 -2.265987e-04 5.213196e-05 1.560054e-07
#> westmalle 4.839335e-04 5.801730e-05 1.736045e-04 -1.456983e-04
#> amrut -1.864115e-04 -2.461486e-04 -3.925113e-04 -1.058934e-04
#> ballantines -5.195587e-04 3.044292e-04 -2.940957e-04 -8.254562e-05
#> bushmills -7.180710e-04 9.032786e-05 -3.120552e-04 3.338259e-04
#> chivas -3.525098e-05 -9.088640e-05 2.114664e-04 -4.123221e-05
#> dalmore 2.200639e-05 -1.248926e-04 -1.755355e-06 2.379108e-04
#> famousgrouse -3.212998e-04 3.215665e-04 -7.784050e-05 -5.945648e-04
#> glendronach 9.391914e-05 1.721023e-04 -5.496005e-04 -4.452810e-05
#> glenmorangie -1.452951e-05 2.274608e-05 8.210480e-05 2.227747e-04
#> highlandpark -1.043832e-04 2.593737e-04 7.274696e-06 -7.945600e-05
#> jackdaniels -6.541464e-05 8.873609e-04 3.142194e-04 5.911319e-04
#> jb -2.944987e-04 2.504811e-05 -2.127576e-05 -1.962938e-04
#> johnniewalker -8.111435e-05 -2.403699e-04 -1.403144e-03 -1.314933e-04
#> magallan 4.068423e-04 5.073294e-04 1.401801e-04 3.243760e-04
#> makersmark 4.971815e-04 6.070002e-04 1.442476e-05 -8.225582e-05
#> oban -1.976049e-04 -2.813942e-04 -2.577944e-04 -9.115022e-05
#> oldpotrero -5.682370e-04 1.529407e-07 -2.873197e-04 -1.840435e-04
#> redbreast -3.874401e-05 4.931648e-05 3.073398e-04 8.441133e-05
#> tamdhu -5.985664e-04 -4.647946e-04 -1.822017e-04 1.592463e-04
#> wildturkey 1.524887e-05 -6.414600e-04 2.874523e-04 -2.824274e-05
#> yoichi -2.834302e-04 1.556736e-04 -8.243757e-05 1.918715e-04
#> D1 D2 D3 D4 D5
#> brahma 0.2937120 -0.04602927 0.05240292 -0.035768593 0.03999516
#> caney 0.3046235 -0.07069129 0.05062805 -0.011400633 0.04383297
#> chimay 0.4156841 -0.09356117 0.04692603 -0.019249436 0.03965332
#> corona 0.2745921 -0.05755121 0.05150878 -0.011252954 0.03689351
#> deusventrue 0.3149661 -0.11964363 0.05529900 0.007135060 0.03861865
#> duvel 0.4496172 -0.09170033 0.05080071 -0.024018306 0.03036868
#> franziskaner 0.3002734 -0.05637154 0.04411627 -0.030282997 0.03014850
#> grimbergen 0.3651919 -0.09065897 0.05082210 -0.010242594 0.04317369
#> guiness 0.3505997 -0.08196508 0.04422914 -0.022614638 0.04330972
#> hoegardeen 0.2945708 -0.06921001 0.05080275 -0.012677940 0.04146196
#> jupiler 0.2872499 -0.06835188 0.05058090 -0.011055591 0.04109503
#> kingfisher 0.3038732 -0.06930174 0.04366992 -0.021888850 0.03308585
#> latrappe 0.4672257 -0.08743553 0.04401705 -0.038810531 0.02809569
#> lindemanskriek 0.3008112 -0.08389446 0.04783652 -0.013888395 0.04157982
#> nicechouffe 0.3127453 -0.09102591 0.04393446 -0.019927059 0.03779695
#> pecheresse 0.2877918 -0.07053519 0.05180968 -0.009320568 0.04090001
#> sierranevada 0.3773035 -0.07825101 0.05234901 -0.021705236 0.03981425
#> tanglefoot 0.4079636 -0.09801072 0.04110270 -0.028374451 0.04305818
#> tauro 0.2869165 -0.06868727 0.05072815 -0.010829946 0.04098501
#> westmalle 0.2901614 -0.07168182 0.04932024 -0.012449351 0.03886788
#> amrut 0.2916508 -0.07148727 0.03950517 -0.025866432 0.04086520
#> ballantines 0.4617826 -0.07263052 0.04705459 -0.054513278 0.00386769
#> bushmills 0.3159155 -0.02993821 0.05271205 -0.040523047 0.01619821
#> chivas 0.4010304 -0.12319740 0.04665481 -0.003452339 0.05226216
#> dalmore 0.4148687 -0.14805699 0.04396881 -0.010373143 0.05369374
#> famousgrouse 0.3082730 -0.05984603 0.04245023 -0.038145717 0.02994654
#> glendronach 0.2880496 -0.06941189 0.04010808 -0.026119002 0.04146027
#> glenmorangie 0.2784428 -0.06974209 0.02918920 -0.025306813 0.04836028
#> highlandpark 0.4216191 -0.07914764 0.04537064 -0.044351756 0.02868104
#> jackdaniels 0.3474874 -0.08171102 0.04501412 -0.023326513 0.04362364
#> jb 0.2978504 -0.07724044 0.04167029 -0.021228975 0.04549082
#> johnniewalker 0.3097702 -0.04720860 0.04457306 -0.040162288 0.02378800
#> magallan 0.2790080 -0.04764937 0.01811567 -0.036589697 0.02988117
#> makersmark 0.3905990 -0.12195322 0.04665759 0.014950483 0.04867625
#> oban 0.2773362 -0.07277254 0.03313763 -0.023775433 0.04405146
#> oldpotrero 0.3550787 -0.13906787 0.05059907 0.008348999 0.04726562
#> redbreast 0.3884532 -0.13265717 0.04117925 -0.003816545 0.05332588
#> tamdhu 0.2956700 -0.06219547 0.04086923 -0.024902731 0.04397834
#> wildturkey 0.3186215 -0.08962249 0.03633236 -0.023651702 0.05160018
#> yoichi 0.3745590 -0.07064336 0.04209729 -0.040564238 0.03281077
#> D6 D7 D8 D9
#> brahma 1.156917e-02 1.544573e-02 0.0013278090 0.0017860170
#> caney 4.485691e-03 9.597789e-03 0.0016029758 0.0082459711
#> chimay 1.731744e-02 1.044446e-02 0.0104067305 0.0026404547
#> corona -4.664986e-03 9.465002e-03 0.0001838085 0.0120730321
#> deusventrue -8.770510e-04 1.356919e-02 0.0076757796 0.0034745699
#> duvel 1.486796e-02 7.642213e-03 0.0154756340 0.0060020330
#> franziskaner 1.266218e-03 1.748451e-02 0.0047455611 0.0067787344
#> grimbergen 7.100085e-03 6.253179e-03 0.0076965820 0.0090999349
#> guiness 9.543784e-03 9.549881e-03 0.0017249204 0.0017518501
#> hoegardeen 2.601196e-03 1.267815e-02 0.0028528664 0.0079320590
#> jupiler 2.215650e-03 1.160311e-02 0.0034969489 0.0080290760
#> kingfisher 2.046087e-03 1.149394e-02 0.0039224376 0.0069746627
#> latrappe 2.444196e-02 2.163781e-02 0.0204539980 -0.0001441159
#> lindemanskriek 2.496230e-03 1.222294e-02 0.0053531769 0.0062723553
#> nicechouffe 3.314725e-03 1.247704e-02 0.0066425182 0.0051531928
#> pecheresse 2.471297e-03 1.468476e-02 0.0056123765 0.0084044229
#> sierranevada 1.057630e-02 8.974816e-03 0.0026404084 0.0003673360
#> tanglefoot 1.902021e-02 1.046530e-02 0.0039430719 -0.0033493172
#> tauro 2.321158e-03 1.173141e-02 0.0034750116 0.0079425387
#> westmalle 1.786521e-03 1.515342e-02 0.0060316179 0.0079388255
#> amrut 6.369733e-03 1.572832e-02 -0.0038463793 0.0013700406
#> ballantines 4.344419e-03 1.645402e-02 0.0254142957 0.0095935791
#> bushmills -1.167929e-02 2.000745e-02 0.0117755165 0.0158424792
#> chivas 7.036241e-03 -4.363041e-03 0.0063540528 0.0079672331
#> dalmore 1.718407e-02 -6.837798e-03 0.0070735547 -0.0019258037
#> famousgrouse 4.059251e-03 2.229183e-02 0.0037608752 0.0010406075
#> glendronach 6.223170e-03 1.521132e-02 -0.0043261577 0.0013210684
#> glenmorangie 5.822448e-03 1.976818e-02 -0.0044147538 0.0033213121
#> highlandpark 1.979571e-02 2.717259e-02 0.0200795294 -0.0021232596
#> jackdaniels 1.186579e-02 1.329499e-02 -0.0005343742 -0.0016003714
#> jb 6.441694e-03 1.187397e-02 -0.0057652170 0.0017868329
#> johnniewalker 8.789822e-05 2.661158e-02 0.0128165570 0.0105593342
#> magallan 6.181261e-03 2.628647e-02 0.0002557046 0.0036531313
#> makersmark -5.885380e-03 -3.124763e-04 0.0123974490 0.0123986615
#> oban 7.290747e-03 1.526810e-02 -0.0064234752 0.0024990961
#> oldpotrero -1.263673e-03 9.106123e-06 0.0131403235 0.0062358607
#> redbreast 7.554115e-03 -5.549155e-03 0.0028962725 0.0066649976
#> tamdhu 7.609569e-03 1.817766e-02 -0.0043937269 0.0004398248
#> wildturkey 1.072078e-02 1.329394e-02 -0.0045720419 -0.0006442784
#> yoichi 1.665764e-02 2.932085e-02 0.0147708913 0.0009353830
#> D10 D11 D12
#> brahma 0.006789017 0.0048196384 0.007143143
#> caney 0.011464283 0.0039468981 0.003663644
#> chimay 0.012590865 0.0018154608 0.002625857
#> corona 0.008346831 0.0027556006 0.002567053
#> deusventrue 0.006022626 0.0007085549 0.005811255
#> duvel 0.014318246 0.0021405582 -0.001168779
#> franziskaner 0.007215285 0.0030768626 0.006498196
#> grimbergen 0.013935311 0.0016133249 0.001782113
#> guiness 0.013609736 0.0052742301 0.006464424
#> hoegardeen 0.007661150 0.0026973921 0.005420800
#> jupiler 0.007523271 0.0027339312 0.004363034
#> kingfisher 0.006826146 0.0028630395 0.005290393
#> latrappe 0.007468498 -0.0011091276 0.003570302
#> lindemanskriek 0.007494807 0.0009831097 0.006687031
#> nicechouffe 0.007804735 0.0010554318 0.006544953
#> pecheresse 0.006507851 0.0023044001 0.005130825
#> sierranevada 0.013424754 0.0060565295 0.007716962
#> tanglefoot 0.012760316 0.0055315212 0.008787267
#> tauro 0.007452360 0.0026002512 0.004223806
#> westmalle 0.005389195 0.0009150318 0.004619774
#> amrut 0.008090140 0.0077694214 0.009648834
#> ballantines 0.009641210 -0.0013505569 0.001193993
#> bushmills 0.012190958 0.0027373737 0.003932980
#> chivas 0.019338356 0.0019726115 0.002305432
#> dalmore 0.016575636 0.0049437344 0.004000701
#> famousgrouse 0.003906640 0.0019458696 0.010187413
#> glendronach 0.008581179 0.0087430642 0.009902698
#> glenmorangie 0.007165778 0.0033642678 0.009454943
#> highlandpark 0.003043362 -0.0045393480 0.006887804
#> jackdaniels 0.009896143 0.0071305091 0.011652937
#> jb 0.011312129 0.0089093269 0.008895351
#> johnniewalker 0.004724823 -0.0013880745 0.003178167
#> magallan -0.002901850 0.0030725685 0.006182579
#> makersmark 0.007706173 -0.0025568628 0.002741739
#> oban 0.007789470 0.0092615797 0.008856510
#> oldpotrero 0.009884923 0.0004827760 0.006465018
#> redbreast 0.019010171 0.0030489037 0.003575003
#> tamdhu 0.006990252 0.0067355151 0.011091059
#> wildturkey 0.012225665 0.0056575767 0.009083087
#> yoichi 0.001967838 -0.0043542059 0.006408266
#getters
bot.f[1]
#> A1 A2 A3 A4 A5
#> 1.000000e+00 6.766531e-03 9.348184e-02 1.374288e-02 2.381857e-02
#> A6 A7 A8 A9 A10
#> 8.592275e-03 3.183571e-03 5.158502e-03 -7.262824e-04 4.728729e-03
#> A11 A12 B1 B2 B3
#> -1.373339e-03 1.636382e-03 0.000000e+00 -1.900652e-04 3.306231e-04
#> B4 B5 B6 B7 B8
#> -5.191749e-04 1.067446e-04 -9.218905e-05 5.604686e-07 6.268503e-06
#> B9 B10 B11 B12 C1
#> -1.960132e-04 1.334431e-04 4.058288e-05 -1.917814e-04 0.000000e+00
#> C2 C3 C4 C5 C6
#> -1.637571e-03 -3.936895e-03 5.408096e-03 -1.259407e-03 -3.994402e-03
#> C7 C8 C9 C10 C11
#> 3.268582e-03 4.792269e-04 -1.321861e-03 7.225736e-04 2.052451e-04
#> C12 D1 D2 D3 D4
#> 1.666890e-04 2.937120e-01 -4.602927e-02 5.240292e-02 -3.576859e-02
#> D5 D6 D7 D8 D9
#> 3.999516e-02 1.156917e-02 1.544573e-02 1.327809e-03 1.786017e-03
#> D10 D11 D12
#> 6.789017e-03 4.819638e-03 7.143143e-03
bot.f[1:5]
#> A1 A2 A3 A4 A5 A6
#> brahma 1 0.006766531 0.09348184 0.01374288 0.023818571 0.008592275
#> caney 1 0.007368844 0.09542847 0.01449765 0.022207326 0.006665955
#> chimay 1 0.016535135 0.07571705 0.02736989 0.009876978 0.014306122
#> corona 1 0.007486279 0.09616977 0.01220177 0.022887407 0.007281456
#> deusventrue 1 0.019627538 0.09281761 0.02230953 0.015264921 0.014857953
#> A7 A8 A9 A10 A11
#> brahma 0.003183571 0.005158502 -0.0007262824 0.004728729 -0.0013733386
#> caney 0.003552709 0.007010166 0.0012149488 0.003873417 -0.0018777601
#> chimay -0.004741288 0.007814037 -0.0021126606 0.002204301 -0.0012371979
#> corona 0.005504589 0.007852411 0.0008767189 0.004420153 -0.0021742849
#> deusventrue 0.002521451 0.011391904 -0.0017339646 0.006208319 -0.0007936789
#> A12 B1 B2 B3 B4
#> brahma 0.001636382 0 -0.0001900652 3.306231e-04 -0.0005191749
#> caney 0.001133056 0 0.0005012013 -3.851293e-04 0.0003333918
#> chimay -0.001851423 0 0.0001843629 4.196107e-04 0.0003227901
#> corona 0.002630070 0 -0.0003586724 1.711055e-05 -0.0005501057
#> deusventrue 0.002868057 0 0.0001774985 -8.326845e-05 -0.0014033732
#> B5 B6 B7 B8
#> brahma 1.067446e-04 -9.218905e-05 5.604686e-07 6.268503e-06
#> caney -2.899903e-04 7.350207e-05 -4.952054e-04 8.536695e-05
#> chimay -2.906714e-05 5.573360e-04 1.059517e-04 6.209192e-04
#> corona -1.907425e-04 -4.256287e-04 -2.147013e-04 -1.931107e-04
#> deusventrue -3.240180e-04 -9.330047e-04 6.515692e-04 -8.354423e-04
#> B9 B10 B11 B12 C1
#> brahma -1.960132e-04 0.0001334431 4.058288e-05 -1.917814e-04 0
#> caney -4.143363e-04 0.0001667420 -3.134942e-04 2.011956e-05 0
#> chimay 1.441644e-04 0.0001715223 5.930974e-05 -3.197006e-06 0
#> corona -3.048499e-04 -0.0002065499 -2.244684e-04 -6.091420e-06 0
#> deusventrue 2.287499e-05 -0.0006080012 2.971827e-04 -2.794108e-04 0
#> C2 C3 C4 C5
#> brahma -0.001637571 -0.0039368955 0.0054080962 -1.259407e-03
#> caney 0.001239828 -0.0002845651 0.0003757825 -4.017802e-05
#> chimay -0.003757608 -0.0017973566 -0.0021279238 -4.663387e-04
#> corona -0.001652864 0.0015733018 0.0004897281 1.867708e-04
#> deusventrue 0.001552775 0.0007706329 -0.0014164476 1.463377e-03
#> C6 C7 C8 C9
#> brahma -3.994402e-03 3.268582e-03 0.0004792269 -0.0013218613
#> caney 4.699805e-04 2.518166e-04 0.0006300072 0.0004837212
#> chimay -7.424827e-05 -8.096453e-05 0.0009946667 -0.0005660053
#> corona 6.888736e-04 3.145355e-04 0.0005189042 0.0003419355
#> deusventrue 9.055123e-04 -2.834923e-04 -0.0014439096 0.0000514921
#> C10 C11 C12 D1 D2
#> brahma 7.225736e-04 2.052451e-04 1.666890e-04 0.2937120 -0.04602927
#> caney -3.443095e-04 1.349160e-04 4.336526e-06 0.3046235 -0.07069129
#> chimay 2.292011e-04 3.851391e-04 -2.066153e-05 0.4156841 -0.09356117
#> corona -4.427112e-05 5.053095e-04 2.703064e-04 0.2745921 -0.05755121
#> deusventrue 4.983572e-04 -8.471361e-05 3.773608e-04 0.3149661 -0.11964363
#> D3 D4 D5 D6 D7
#> brahma 0.05240292 -0.03576859 0.03999516 0.011569168 0.015445729
#> caney 0.05062805 -0.01140063 0.04383297 0.004485691 0.009597789
#> chimay 0.04692603 -0.01924944 0.03965332 0.017317438 0.010444458
#> corona 0.05150878 -0.01125295 0.03689351 -0.004664986 0.009465002
#> deusventrue 0.05529900 0.00713506 0.03861865 -0.000877051 0.013569192
#> D8 D9 D10 D11 D12
#> brahma 0.0013278090 0.001786017 0.006789017 0.0048196384 0.007143143
#> caney 0.0016029758 0.008245971 0.011464283 0.0039468981 0.003663644
#> chimay 0.0104067305 0.002640455 0.012590865 0.0018154608 0.002625857
#> corona 0.0001838085 0.012073032 0.008346831 0.0027556006 0.002567053
#> deusventrue 0.0076757796 0.003474570 0.006022626 0.0007085549 0.005811255
#setters
bot.f[1] <- 1:48
bot.f[1]
#> A1 A2 A3 A4 A5 A6 A7 A8 A9 A10 A11 A12 B1 B2 B3 B4 B5 B6 B7 B8
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
#> B9 B10 B11 B12 C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 D1 D2 D3 D4
#> 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
#> D5 D6 D7 D8 D9 D10 D11 D12
#> 41 42 43 44 45 46 47 48
bot.f[1:5] <- matrix(1:48, nrow=5, ncol=48, byrow=TRUE)
bot.f[1:5]
#> A1 A2 A3 A4 A5 A6 A7 A8 A9 A10 A11 A12 B1 B2 B3 B4 B5 B6 B7 B8 B9
#> brahma 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
#> caney 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
#> chimay 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
#> corona 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
#> deusventrue 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
#> B10 B11 B12 C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 D1 D2 D3 D4 D5
#> brahma 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
#> caney 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
#> chimay 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
#> corona 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
#> deusventrue 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
#> D6 D7 D8 D9 D10 D11 D12
#> brahma 42 43 44 45 46 47 48
#> caney 42 43 44 45 46 47 48
#> chimay 42 43 44 45 46 47 48
#> corona 42 43 44 45 46 47 48
#> deusventrue 42 43 44 45 46 47 48
# An illustration of Momocs design. See also browseVignettes("Momocs")
op <- opoly(olea, 5)
#> 'nb.pts' missing and set to 91
op
#> An OpnCoe object [ opoly analysis ]
#> --------------------
#> - $coe: 210 open outlines described
#> - $baseline1: (-0.5; 0), $baseline2: (0.5; 0)
#> # A tibble: 210 × 4
#> var domes view ind
#> <fct> <fct> <fct> <fct>
#> 1 Aglan cult VD O10
#> 2 Aglan cult VL O10
#> 3 Aglan cult VD O11
#> 4 Aglan cult VL O11
#> 5 Aglan cult VD O12
#> 6 Aglan cult VL O12
#> # ℹ 204 more rows
class(op)
#> [1] "OpnCoe" "Coe"
op$coe # same thing
#> Intercept x1 x2 x3
#> 0001-cAglan_O10VD 0.21728164 0.0820952380 -0.9016209 -0.0174933751
#> 0001-cAglan_O10VL 0.17440503 0.0338452396 -0.7077580 0.0188673254
#> 0001-cAglan_O11VD 0.17605784 -0.0181821226 -0.7153938 0.1131745169
#> 0001-cAglan_O11VL 0.20898408 -0.0527533722 -0.8654223 0.1766857390
#> 0001-cAglan_O12VD 0.22447919 0.0803230491 -0.9347773 0.0199351810
#> 0001-cAglan_O12VL 0.16235742 -0.0029369654 -0.6681510 0.0094286444
#> 0001-cAglan_O13VD 0.17792822 0.1754468212 -0.6844379 -0.0426301053
#> 0001-cAglan_O13VL 0.12672618 0.0009579514 -0.4663127 0.0002345741
#> 0001-cAglan_O14VD 0.21462762 0.0275940379 -0.8877420 0.0207363970
#> 0001-cAglan_O14VL 0.24974677 0.0114295543 -1.0496960 0.1144096127
#> 0001-cAglan_O15VD 0.19125493 0.1178119754 -0.7754215 -0.0039554397
#> 0001-cAglan_O15VL 0.12573315 -0.0158948388 -0.4548061 0.0543785873
#> 0001-cAglan_O16VD 0.19275344 0.1335641240 -0.7407366 -0.0987824861
#> 0001-cAglan_O16VL 0.24017875 0.0998083066 -1.0275196 -0.0037535364
#> 0001-cAglan_O17VD 0.22266045 0.0450388784 -0.9143523 0.0821645804
#> 0001-cAglan_O17VL 0.14600009 0.0498660478 -0.5422968 -0.0177351114
#> 0001-cAglan_O18VD 0.18420883 0.0304249548 -0.7217056 0.0571329023
#> 0001-cAglan_O18VL 0.12370513 -0.0362631392 -0.4909825 0.0458185347
#> 0001-cAglan_O19VD 0.20335401 0.0688023425 -0.8376389 0.0301347622
#> 0001-cAglan_O19VL 0.10684954 0.0041514686 -0.4071094 -0.0299624759
#> 0001-cAglan_O1VD 0.16530209 0.1263146505 -0.6782789 -0.0034335994
#> 0001-cAglan_O1VL 0.19264672 0.0047761942 -0.7913757 0.0958098961
#> 0001-cAglan_O20VD 0.18702310 0.1170531651 -0.7718111 -0.0272053979
#> 0001-cAglan_O20VL 0.12455551 -0.1083609770 -0.4811603 0.0629221022
#> 0001-cAglan_O21VD 0.17541333 0.0482173654 -0.7129816 -0.0052934872
#> 0001-cAglan_O21VL 0.13049212 -0.0750878456 -0.4945857 0.0640272991
#> 0001-cAglan_O22VD 0.21975666 0.0479308615 -0.9492226 0.0518640458
#> 0001-cAglan_O22VL 0.13247622 0.1404248712 -0.5054903 -0.0621738164
#> 0001-cAglan_O23VD 0.22546285 0.0560745366 -0.9582186 0.0037159169
#> 0001-cAglan_O23VL 0.24212924 0.0306932017 -1.0294416 0.1008862908
#> 0001-cAglan_O24VD 0.19318748 0.0424466715 -0.7711831 0.0273252643
#> 0001-cAglan_O24VL 0.14187946 -0.1420795711 -0.5392139 0.1535110671
#> 0001-cAglan_O25VD 0.18053154 0.1413722364 -0.7120755 -0.0994062981
#> 0001-cAglan_O25VL 0.11205801 0.1145850318 -0.4103983 -0.0618476073
#> 0001-cAglan_O26VD 0.20239973 0.0491003232 -0.8116939 -0.0175482137
#> 0001-cAglan_O26VL 0.14441048 0.0087197306 -0.5656701 0.0070965080
#> 0001-cAglan_O27VD 0.19430070 0.0758451426 -0.7543155 0.0160106238
#> 0001-cAglan_O27VL 0.13920048 -0.1010581520 -0.5586223 0.0824978707
#> 0001-cAglan_O28VD 0.21103626 0.0480058027 -0.8697517 -0.0050330250
#> 0001-cAglan_O28VL 0.20666836 0.0652070221 -0.8580052 0.0618490877
#> 0001-cAglan_O29VD 0.19468832 0.1445491038 -0.7807559 -0.1027170275
#> 0001-cAglan_O29VL 0.13299249 0.0500979876 -0.5446079 -0.0428964882
#> 0001-cAglan_O2VD 0.18049983 0.0742832172 -0.6915010 0.0075562215
#> 0001-cAglan_O2VL 0.12957708 -0.0371674783 -0.4899516 0.0134470093
#> 0001-cAglan_O30VD 0.19619922 0.0931831051 -0.7633346 -0.0037734250
#> 0001-cAglan_O30VL 0.13428137 -0.0949855468 -0.5180637 0.0730540220
#> 0001-cAglan_O3VD 0.18655581 0.0503218080 -0.7466846 0.0600255045
#> 0001-cAglan_O3VL 0.10854441 -0.0474882700 -0.4081974 -0.0023889824
#> 0001-cAglan_O4VD 0.22464009 0.0530388472 -0.9231306 0.0245281902
#> 0001-cAglan_O4VL 0.25130340 0.0544045848 -1.0351560 0.1001221781
#> 0001-cAglan_O5VD 0.21794122 0.0351172137 -0.8976885 0.0302506978
#> 0001-cAglan_O5VL 0.13854661 -0.1147399504 -0.5017741 0.1196361395
#> 0001-cAglan_O6VD 0.20929001 0.0317274815 -0.7933405 0.0455941659
#> 0001-cAglan_O6VL 0.10830615 -0.1334772845 -0.3818526 0.1085296685
#> 0001-cAglan_O7VD 0.19979218 0.0724848350 -0.7838685 0.0291604988
#> 0001-cAglan_O7VL 0.12137446 -0.1837766964 -0.4631785 0.1706838053
#> 0001-cAglan_O8VD 0.20441821 0.0443971169 -0.7750116 0.0648743263
#> 0001-cAglan_O8VL 0.13794457 -0.0427969220 -0.5336686 0.0354710750
#> 0001-cAglan_O9VD 0.22777242 0.0873679949 -0.9150431 -0.0305524031
#> 0001-cAglan_O9VL 0.13432972 -0.0663483259 -0.5186668 0.0576614115
#> 0010-cCypre_O10VD 0.21664664 0.0771151861 -0.8431580 0.0055686844
#> 0010-cCypre_O11VD 0.22657769 0.0840561136 -0.9403420 0.0351501734
#> 0010-cCypre_O12VD 0.20752990 0.0469980910 -0.8678666 -0.0064508049
#> 0010-cCypre_O13VD 0.21798817 0.1190150584 -0.8851341 0.0095341683
#> 0010-cCypre_O14VD 0.23790243 0.0880242563 -0.9476860 -0.0249063104
#> 0010-cCypre_O15VD 0.20192972 0.1043675498 -0.8099470 -0.0772529666
#> 0010-cCypre_O16VD 0.18846979 0.0521564425 -0.7454236 0.0247565427
#> 0010-cCypre_O17VD 0.19741251 0.1214672023 -0.8177804 0.0094837781
#> 0010-cCypre_O18VD 0.20484860 0.0150117186 -0.8090948 0.0262257293
#> 0010-cCypre_O19VD 0.21911959 -0.0071448581 -0.8783165 0.0950756512
#> 0010-cCypre_O1VD 0.21652524 0.0307253605 -0.8838807 0.0144966562
#> 0010-cCypre_O20VD 0.20437503 0.0446890906 -0.8481292 0.0012982517
#> 0010-cCypre_O21VD 0.20928315 -0.0047425083 -0.8365906 0.0851338181
#> 0010-cCypre_O22VD 0.20068649 0.0263515305 -0.8175089 0.0190617822
#> 0010-cCypre_O23VD 0.20200118 0.0442913447 -0.7690188 0.0286214821
#> 0010-cCypre_O24VD 0.20970105 0.0954665632 -0.8690775 -0.0342843373
#> 0010-cCypre_O25VD 0.19558959 0.0528796642 -0.7621603 -0.0035064562
#> 0010-cCypre_O26VD 0.16092845 0.1105083238 -0.6260891 -0.0519766946
#> 0010-cCypre_O27VD 0.22354804 0.0762563877 -0.9073819 0.0113738310
#> 0010-cCypre_O28VD 0.25284411 0.1135089079 -1.0562199 -0.0705761142
#> 0010-cCypre_O29VD 0.20929228 0.1024298793 -0.8112258 0.0130465695
#> 0010-cCypre_O2VD 0.21539905 0.1119643380 -0.8590483 -0.0027835694
#> 0010-cCypre_O30VD 0.21085574 0.0948220712 -0.8491454 -0.0568053215
#> 0010-cCypre_O3VD 0.21821076 0.0632225313 -0.8760574 0.0047080623
#> 0010-cCypre_O4VD 0.17573972 0.0836760575 -0.6897838 0.0262641847
#> 0010-cCypre_O5VD 0.21132292 0.0716806643 -0.8214542 -0.0261368673
#> 0010-cCypre_O6VD 0.20888227 0.0177411558 -0.8064397 0.0466703965
#> 0010-cCypre_O7VD 0.22546726 0.0742158994 -0.9324599 -0.0103709292
#> 0010-cCypre_O8VD 0.22285661 0.0988769143 -0.8868088 -0.0118949221
#> 0010-cCypre_O9VD 0.18084614 0.0550005047 -0.7079343 0.0372301333
#> 0023-cPicMa_O10VD 0.18023440 -0.0104423084 -0.7036097 0.0574064601
#> 0023-cPicMa_O10VL 0.13896766 -0.0666344995 -0.5452281 0.0685926652
#> 0023-cPicMa_O11VD 0.15869729 -0.0290777606 -0.6325277 0.0379601479
#> 0023-cPicMa_O11VL 0.13502523 -0.1076669957 -0.4992451 0.1154668016
#> 0023-cPicMa_O12VD 0.16826500 0.0741055368 -0.6874212 0.0946456510
#> 0023-cPicMa_O12VL 0.11781090 -0.1453200143 -0.4870541 0.0812109800
#> 0023-cPicMa_O13VD 0.16301131 0.0778725780 -0.6149270 -0.0571360912
#> 0023-cPicMa_O13VL 0.12275098 -0.0527633558 -0.4675046 0.0307095588
#> 0023-cPicMa_O14VD 0.13827935 0.1266522382 -0.5025416 -0.0192610457
#> 0023-cPicMa_O14VL 0.10647158 -0.1522085315 -0.3914520 0.1304719508
#> 0023-cPicMa_O15VD 0.16556813 0.0393342982 -0.6320543 0.0863640911
#> 0023-cPicMa_O15VL 0.12745864 -0.1428865216 -0.4695294 0.1339881982
#> 0023-cPicMa_O16VD 0.16045134 0.0168314773 -0.6108011 0.0134530243
#> 0023-cPicMa_O16VL 0.12029119 -0.1170753181 -0.4365765 0.0835421031
#> 0023-cPicMa_O17VD 0.16226592 0.0816795634 -0.6016251 0.0298334288
#> 0023-cPicMa_O17VL 0.11357658 -0.1792328355 -0.3986460 0.1322992067
#> 0023-cPicMa_O18VD 0.16638132 0.0684949076 -0.5956065 0.0264991566
#> 0023-cPicMa_O18VL 0.11848233 -0.0363097034 -0.4669173 0.0006087119
#> 0023-cPicMa_O19VD 0.16901084 0.0378944650 -0.6589385 0.0740530662
#> 0023-cPicMa_O19VL 0.22644888 0.0763861985 -0.9323757 0.0506926913
#> 0023-cPicMa_O1VD 0.12849178 -0.1342044221 -0.5483587 0.0968465651
#> 0023-cPicMa_O1VL 0.11480402 -0.2179034919 -0.4930746 0.1561838956
#> 0023-cPicMa_O20VD 0.15926487 0.0395733248 -0.5931178 0.0209588733
#> 0023-cPicMa_O20VL 0.21817155 0.0634661933 -0.8472227 0.0489972849
#> 0023-cPicMa_O21VD 0.14475764 0.1162981960 -0.5619421 -0.0020248439
#> 0023-cPicMa_O21VL 0.19242857 0.0943166568 -0.7961330 0.0331400784
#> 0023-cPicMa_O22VD 0.16100106 -0.0427769008 -0.6491867 0.0171716149
#> 0023-cPicMa_O22VL 0.12490782 -0.1809323658 -0.5294327 0.0951303181
#> 0023-cPicMa_O23VD 0.18289145 0.0640759483 -0.7037168 -0.0078132994
#> 0023-cPicMa_O23VL 0.13452876 -0.1312014149 -0.5802704 0.0996591952
#> 0023-cPicMa_O24VD 0.19934999 0.0456096654 -0.7958312 -0.0004781872
#> 0023-cPicMa_O24VL 0.12963319 -0.1572994323 -0.5721961 0.1086123738
#> 0023-cPicMa_O25VD 0.14439059 -0.0146215488 -0.5419901 0.0306888082
#> 0023-cPicMa_O25VL 0.10502262 -0.1073404149 -0.4122691 0.1050740550
#> 0023-cPicMa_O26VD 0.16272318 0.0888197913 -0.5747101 -0.0479273126
#> 0023-cPicMa_O26VL 0.09568899 -0.1213585727 -0.3809030 0.0659043677
#> 0023-cPicMa_O27VD 0.12524989 -0.0573789027 -0.4711746 0.0307401429
#> 0023-cPicMa_O27VL 0.13361958 -0.0928477731 -0.5328221 0.0749206862
#> 0023-cPicMa_O28VD 0.21391197 0.0675319793 -0.8683864 -0.0566872739
#> 0023-cPicMa_O28VL 0.14369714 -0.0701206032 -0.5640867 0.0591683033
#> 0023-cPicMa_O29VD 0.15773919 0.0662362921 -0.6110751 -0.0507006097
#> 0023-cPicMa_O29VL 0.13028478 -0.0471713489 -0.4877567 0.0414531712
#> 0023-cPicMa_O2VD 0.15271084 0.0992512146 -0.6006278 0.0252888763
#> 0023-cPicMa_O2VL 0.12709431 -0.0944840154 -0.5058892 0.0760934497
#> 0023-cPicMa_O30VD 0.17732452 0.0563426943 -0.6601990 0.0621056170
#> 0023-cPicMa_O30VL 0.11544940 -0.1863099061 -0.4840974 0.1826444722
#> 0023-cPicMa_O3VD 0.17960537 0.0191052345 -0.6953965 -0.0004361502
#> 0023-cPicMa_O3VL 0.11576084 -0.0928395617 -0.4491746 0.0710991480
#> 0023-cPicMa_O4VD 0.14926554 0.0864129714 -0.5701828 0.0209237652
#> 0023-cPicMa_O4VL 0.11981147 -0.1522480705 -0.4663968 0.1165253617
#> 0023-cPicMa_O5VD 0.11037121 -0.0432484353 -0.4150343 0.0078200940
#> 0023-cPicMa_O5VL 0.07092883 -0.1236401109 -0.2737980 0.0720750035
#> 0023-cPicMa_O6VD 0.17806477 0.0363866228 -0.7292810 -0.0253226650
#> 0023-cPicMa_O6VL 0.13172240 -0.0529433591 -0.5388466 0.0348096395
#> 0023-cPicMa_O7VD 0.14579934 -0.1049938929 -0.6189755 0.0878308325
#> 0023-cPicMa_O7VL 0.10160327 -0.1987401594 -0.4375640 0.1536385781
#> 0023-cPicMa_O8VD 0.17021212 0.0832735755 -0.6301950 0.0156335714
#> 0023-cPicMa_O8VL 0.21504814 0.0924220700 -0.8673284 0.0367395161
#> 0023-cPicMa_O9VD 0.17824041 -0.0115237793 -0.6806192 0.0372814840
#> 0023-cPicMa_O9VL 0.12788664 -0.1443870373 -0.5150814 0.1169215484
#> 0125-wMouBo1_O10VD 0.23074741 -0.0101734290 -0.9391095 0.0661802550
#> 0125-wMouBo1_O10VL 0.24990343 0.0836208995 -1.0408045 0.0386524965
#> 0125-wMouBo1_O11VD 0.23053038 0.0628572473 -0.9705205 -0.0080583183
#> 0125-wMouBo1_O11VL 0.21624241 0.0449956240 -0.9030091 0.0705556367
#> 0125-wMouBo1_O12VD 0.19066115 0.0458008145 -0.7902542 0.0442912598
#> 0125-wMouBo1_O12VL 0.23561435 0.1028016687 -0.9467364 0.0408696967
#> 0125-wMouBo1_O13VD 0.25267603 0.0925693911 -1.0495399 -0.0191122008
#> 0125-wMouBo1_O13VL 0.23204287 0.0008319173 -0.9553313 0.1079494264
#> 0125-wMouBo1_O14VD 0.21939596 0.0614014037 -0.9278719 0.0073275779
#> 0125-wMouBo1_O14VL 0.22992852 0.1190731238 -0.9126497 -0.0144151468
#> 0125-wMouBo1_O15VD 0.21512832 -0.0272326723 -0.8580552 0.0510604863
#> 0125-wMouBo1_O15VL 0.25352482 0.0977260428 -1.0174843 0.0204523978
#> 0125-wMouBo1_O16VD 0.23423614 0.0633411629 -0.9697099 0.0546065802
#> 0125-wMouBo1_O16VL 0.23326324 0.0488121606 -0.9494775 0.0695524370
#> 0125-wMouBo1_O17VD 0.22052161 0.0832275267 -0.9054632 0.0488414527
#> 0125-wMouBo1_O17VL 0.23176223 0.0423807072 -0.9708804 0.0691689042
#> 0125-wMouBo1_O18VD 0.22137457 0.0667803792 -0.9594549 -0.0053748893
#> 0125-wMouBo1_O18VL 0.21477981 0.0995960722 -0.8879203 0.0419509417
#> 0125-wMouBo1_O19VD 0.20398899 -0.0609533423 -0.8709192 0.1105576865
#> 0125-wMouBo1_O19VL 0.20426129 0.0509978535 -0.8246557 0.0040920315
#> 0125-wMouBo1_O1VD 0.22026276 0.0780412149 -0.9278662 0.0354235848
#> 0125-wMouBo1_O1VL 0.23496803 0.1139643929 -0.9551441 0.0292138104
#> 0125-wMouBo1_O20VD 0.21821767 0.0322591445 -0.9016256 0.0602308906
#> 0125-wMouBo1_O20VL 0.23442593 0.0327895956 -0.9817619 0.0597326015
#> 0125-wMouBo1_O21VD 0.18909979 0.0462617258 -0.7798647 0.0297087552
#> 0125-wMouBo1_O21VL 0.24969155 0.0995791291 -1.0188876 0.0488933559
#> 0125-wMouBo1_O22VD 0.22984107 0.0654461893 -0.9451709 0.0310217968
#> 0125-wMouBo1_O22VL 0.24550951 0.0520980933 -1.0086728 0.0572622480
#> 0125-wMouBo1_O23VD 0.24925436 0.0373694748 -1.0252985 0.0209736348
#> 0125-wMouBo1_O23VL 0.22043348 -0.0301946741 -0.9294530 0.0394466473
#> 0125-wMouBo1_O24VD 0.22290706 0.0805151751 -0.9019173 0.0418668268
#> 0125-wMouBo1_O24VL 0.24100542 0.0335096307 -0.9785418 0.0623975907
#> 0125-wMouBo1_O25VD 0.23384817 0.0816932466 -0.9911284 -0.0068789229
#> 0125-wMouBo1_O25VL 0.22292557 0.0432838189 -0.9333467 0.0574774987
#> 0125-wMouBo1_O26VD 0.21810243 0.0513093050 -0.9217217 -0.0131430251
#> 0125-wMouBo1_O26VL 0.19810765 0.0242678007 -0.8075390 0.0565630002
#> 0125-wMouBo1_O27VD 0.23187453 0.0453093495 -0.9894214 -0.0085185471
#> 0125-wMouBo1_O27VL 0.20408385 0.0202634500 -0.8002120 0.0336295414
#> 0125-wMouBo1_O28VD 0.22025843 0.1121501527 -0.9198706 -0.0582466407
#> 0125-wMouBo1_O28VL 0.18561477 0.0032354513 -0.7452582 0.0375723248
#> 0125-wMouBo1_O29VD 0.25709114 0.1175532466 -1.0950456 -0.0212746551
#> 0125-wMouBo1_O29VL 0.23486253 0.0577475395 -0.9383747 0.0560995104
#> 0125-wMouBo1_O2VD 0.22302483 0.0333965363 -0.9413178 0.0243144765
#> 0125-wMouBo1_O2VL 0.23892087 0.0979275281 -0.9877977 -0.0168207170
#> 0125-wMouBo1_O30VD 0.27219534 0.1190873704 -1.1221068 0.0269060340
#> 0125-wMouBo1_O30VL 0.25088715 0.0935315155 -1.0587948 0.0425885246
#> 0125-wMouBo1_O3VD 0.23337441 0.0519188288 -0.9806883 0.0214060409
#> 0125-wMouBo1_O3VL 0.21313679 0.0075232908 -0.8638998 0.0355457609
#> 0125-wMouBo1_O4VD 0.19510917 -0.0262698897 -0.7865855 0.0824134876
#> 0125-wMouBo1_O4VL 0.24148398 0.0590954249 -1.0192049 0.0133718728
#> 0125-wMouBo1_O5VD 0.23463351 0.0127890100 -0.9947945 0.0617170374
#> 0125-wMouBo1_O5VL 0.23540593 0.0927530157 -0.9473588 0.0241599004
#> 0125-wMouBo1_O6VD 0.21388069 0.0448125843 -0.8811050 -0.0187149803
#> 0125-wMouBo1_O6VL 0.19693370 -0.0404391694 -0.7981819 0.1110957370
#> 0125-wMouBo1_O7VD 0.23515227 0.0636867722 -0.9362205 0.0767137787
#> 0125-wMouBo1_O7VL 0.19075490 0.0693636751 -0.7369358 0.0102032851
#> 0125-wMouBo1_O8VD 0.22059769 0.0238591389 -0.9479522 0.0622891501
#> 0125-wMouBo1_O8VL 0.22524616 0.0696864084 -0.9204583 0.0659353881
#> 0125-wMouBo1_O9VD 0.23668791 0.0296600751 -1.0124501 0.0659259928
#> 0125-wMouBo1_O9VL 0.22708513 0.0726133899 -0.9372184 0.0486002167
#> x4 x5
#> 0001-cAglan_O10VD -0.1122924204 0.011811482
#> 0001-cAglan_O10VL -0.0779230878 0.029245826
#> 0001-cAglan_O11VD -0.0532882009 0.006747825
#> 0001-cAglan_O11VL -0.1117488969 0.023925077
#> 0001-cAglan_O12VD -0.1449913711 -0.042287326
#> 0001-cAglan_O12VL -0.0379246316 0.063364106
#> 0001-cAglan_O13VD -0.1250633094 -0.054783966
#> 0001-cAglan_O13VL -0.0798250819 0.017944805
#> 0001-cAglan_O14VD -0.1308675889 0.011091031
#> 0001-cAglan_O14VL -0.2004433864 0.045232179
#> 0001-cAglan_O15VD -0.0919883678 -0.059553445
#> 0001-cAglan_O15VL -0.0871089172 0.018909477
#> 0001-cAglan_O16VD -0.1380569681 -0.042979021
#> 0001-cAglan_O16VL -0.1548657148 -0.037662322
#> 0001-cAglan_O17VD -0.1444969953 -0.011744608
#> 0001-cAglan_O17VL -0.0694319614 0.033040122
#> 0001-cAglan_O18VD -0.1020634949 -0.029566500
#> 0001-cAglan_O18VL -0.0204580794 0.039427706
#> 0001-cAglan_O19VD -0.1131448867 -0.035180217
#> 0001-cAglan_O19VL -0.0328009617 0.034406695
#> 0001-cAglan_O1VD -0.0494508094 -0.017792278
#> 0001-cAglan_O1VL -0.0675891208 -0.006894284
#> 0001-cAglan_O20VD -0.0693864212 -0.068788491
#> 0001-cAglan_O20VL -0.0519473662 0.069127856
#> 0001-cAglan_O21VD -0.0690504967 0.029583750
#> 0001-cAglan_O21VL -0.0572925691 0.039067673
#> 0001-cAglan_O22VD -0.0733540268 -0.034595355
#> 0001-cAglan_O22VL -0.0211530345 -0.007149806
#> 0001-cAglan_O23VD -0.1693545165 0.035544176
#> 0001-cAglan_O23VL -0.1668900643 0.001166044
#> 0001-cAglan_O24VD -0.1005547221 0.031901050
#> 0001-cAglan_O24VL -0.0719870654 0.036591949
#> 0001-cAglan_O25VD -0.0908727626 0.025277881
#> 0001-cAglan_O25VL -0.0280126192 0.013721081
#> 0001-cAglan_O26VD -0.1245654638 0.046648700
#> 0001-cAglan_O26VL -0.0502755364 0.042628438
#> 0001-cAglan_O27VD -0.1408497750 -0.019202606
#> 0001-cAglan_O27VL -0.0507554258 0.029550696
#> 0001-cAglan_O28VD -0.1154323362 0.032326606
#> 0001-cAglan_O28VL -0.1173164923 -0.017835140
#> 0001-cAglan_O29VD -0.0869127901 0.007539585
#> 0001-cAglan_O29VL -0.0067273762 0.023726566
#> 0001-cAglan_O2VD -0.1032251214 0.016413419
#> 0001-cAglan_O2VL -0.0855077702 0.027421298
#> 0001-cAglan_O30VD -0.1172515186 0.007129656
#> 0001-cAglan_O30VL -0.0600350227 0.050921750
#> 0001-cAglan_O3VD -0.0790997095 -0.023984316
#> 0001-cAglan_O3VL -0.0392628872 0.035887647
#> 0001-cAglan_O4VD -0.1276614263 0.020245469
#> 0001-cAglan_O4VL -0.2121600328 0.034486435
#> 0001-cAglan_O5VD -0.1284843396 0.042959266
#> 0001-cAglan_O5VL -0.1120167371 0.060378285
#> 0001-cAglan_O6VD -0.1633809410 0.053901214
#> 0001-cAglan_O6VL -0.0442512950 0.054976662
#> 0001-cAglan_O7VD -0.1322575676 -0.036853482
#> 0001-cAglan_O7VL -0.0294330372 0.036555650
#> 0001-cAglan_O8VD -0.1652197160 -0.006575256
#> 0001-cAglan_O8VL -0.0707585310 0.040124177
#> 0001-cAglan_O9VD -0.1759010895 -0.037099969
#> 0001-cAglan_O9VL -0.0507375054 0.021052215
#> 0010-cCypre_O10VD -0.1907663852 0.033668073
#> 0010-cCypre_O11VD -0.1525375504 -0.030964361
#> 0010-cCypre_O12VD -0.1231142611 -0.065651764
#> 0010-cCypre_O13VD -0.1644570401 -0.074020050
#> 0010-cCypre_O14VD -0.2271665800 0.041464998
#> 0010-cCypre_O15VD -0.1350791563 -0.004793408
#> 0010-cCypre_O16VD -0.0956731090 -0.003839584
#> 0010-cCypre_O17VD -0.0901885112 -0.046486991
#> 0010-cCypre_O18VD -0.1403705992 0.084359742
#> 0010-cCypre_O19VD -0.1563634433 0.062309880
#> 0010-cCypre_O1VD -0.1346347584 0.051534887
#> 0010-cCypre_O20VD -0.1215729802 0.026564366
#> 0010-cCypre_O21VD -0.1376461798 0.096000661
#> 0010-cCypre_O22VD -0.1060803100 0.064167473
#> 0010-cCypre_O23VD -0.1329278852 0.034698758
#> 0010-cCypre_O24VD -0.0930279840 0.005855714
#> 0010-cCypre_O25VD -0.1381173573 -0.007826328
#> 0010-cCypre_O26VD -0.0775672556 0.009821264
#> 0010-cCypre_O27VD -0.1487340347 -0.031215169
#> 0010-cCypre_O28VD -0.2124403577 -0.001384415
#> 0010-cCypre_O29VD -0.1641377620 -0.029696650
#> 0010-cCypre_O2VD -0.1447761610 -0.044424134
#> 0010-cCypre_O30VD -0.1339518135 0.007734536
#> 0010-cCypre_O3VD -0.1547479282 0.023163341
#> 0010-cCypre_O4VD -0.0997767339 -0.020756902
#> 0010-cCypre_O5VD -0.1761225193 0.041985220
#> 0010-cCypre_O6VD -0.1582268752 0.073067174
#> 0010-cCypre_O7VD -0.1754658206 0.023412541
#> 0010-cCypre_O8VD -0.1851627118 0.035725658
#> 0010-cCypre_O9VD -0.1021910356 -0.012082703
#> 0023-cPicMa_O10VD -0.0857539759 0.061289379
#> 0023-cPicMa_O10VL -0.0564807376 0.068334285
#> 0023-cPicMa_O11VD -0.0551361198 0.042508240
#> 0023-cPicMa_O11VL -0.0853995635 0.046183371
#> 0023-cPicMa_O12VD -0.0327860101 -0.059873043
#> 0023-cPicMa_O12VL -0.0388282159 0.088302812
#> 0023-cPicMa_O13VD -0.1001633543 0.033842951
#> 0023-cPicMa_O13VL -0.0636811761 0.035023652
#> 0023-cPicMa_O14VD -0.0729737229 -0.053417115
#> 0023-cPicMa_O14VL -0.0313737876 0.060946265
#> 0023-cPicMa_O15VD -0.1008239212 -0.032607123
#> 0023-cPicMa_O15VL -0.0984171536 0.029341475
#> 0023-cPicMa_O16VD -0.0607390806 0.081181128
#> 0023-cPicMa_O16VL -0.0721021678 0.094294448
#> 0023-cPicMa_O17VD -0.0772352632 -0.014461957
#> 0023-cPicMa_O17VL -0.0593830883 0.081110589
#> 0023-cPicMa_O18VD -0.1335489220 -0.018785123
#> 0023-cPicMa_O18VL -0.0600621897 0.013575514
#> 0023-cPicMa_O19VD -0.0721537904 -0.027002789
#> 0023-cPicMa_O19VL -0.1612410146 0.015468415
#> 0023-cPicMa_O1VD -0.0091607201 0.080203390
#> 0023-cPicMa_O1VL -0.0291126840 0.076773890
#> 0023-cPicMa_O20VD -0.0843202662 0.014591763
#> 0023-cPicMa_O20VL -0.2102592669 0.049305586
#> 0023-cPicMa_O21VD -0.0294556808 -0.039773874
#> 0023-cPicMa_O21VL -0.1013156169 -0.016776722
#> 0023-cPicMa_O22VD -0.0705997881 0.071158584
#> 0023-cPicMa_O22VL -0.0619885032 0.075882177
#> 0023-cPicMa_O23VD -0.1004483432 0.034087273
#> 0023-cPicMa_O23VL -0.0380569222 0.081488131
#> 0023-cPicMa_O24VD -0.1103975534 0.031535176
#> 0023-cPicMa_O24VL -0.0267003906 0.040516694
#> 0023-cPicMa_O25VD -0.0841112011 0.068130610
#> 0023-cPicMa_O25VL 0.0036493955 0.044123037
#> 0023-cPicMa_O26VD -0.1422762062 0.019234925
#> 0023-cPicMa_O26VL 0.0005981636 0.054609082
#> 0023-cPicMa_O27VD -0.0585286462 0.070009911
#> 0023-cPicMa_O27VL -0.0520978825 0.059749831
#> 0023-cPicMa_O28VD -0.1440411643 0.016242607
#> 0023-cPicMa_O28VL -0.0910726089 0.023344220
#> 0023-cPicMa_O29VD -0.0704700003 0.035313517
#> 0023-cPicMa_O29VL -0.0829926763 0.047269699
#> 0023-cPicMa_O2VD -0.0639971447 -0.056753292
#> 0023-cPicMa_O2VL -0.0459464593 0.034596955
#> 0023-cPicMa_O30VD -0.1006703190 -0.034561788
#> 0023-cPicMa_O30VL -0.0209529952 0.053568090
#> 0023-cPicMa_O3VD -0.1249799045 0.025985322
#> 0023-cPicMa_O3VL -0.0270558927 0.048189316
#> 0023-cPicMa_O4VD -0.0387193850 -0.051098804
#> 0023-cPicMa_O4VL -0.0399518540 0.078274009
#> 0023-cPicMa_O5VD -0.0364361232 0.063559785
#> 0023-cPicMa_O5VL -0.0009228800 0.038845032
#> 0023-cPicMa_O6VD -0.0527213482 0.072467493
#> 0023-cPicMa_O6VL -0.0262096667 0.044631921
#> 0023-cPicMa_O7VD -0.0193040556 0.076181244
#> 0023-cPicMa_O7VL -0.0164588009 0.065974155
#> 0023-cPicMa_O8VD -0.1011002383 -0.050500162
#> 0023-cPicMa_O8VL -0.1474562057 -0.055326861
#> 0023-cPicMa_O9VD -0.1229228162 0.052863918
#> 0023-cPicMa_O9VL -0.0471838228 0.042469701
#> 0125-wMouBo1_O10VD -0.1875598962 0.068769161
#> 0125-wMouBo1_O10VL -0.1832705835 -0.004511738
#> 0125-wMouBo1_O11VD -0.1616470914 0.031138798
#> 0125-wMouBo1_O11VL -0.1223357674 0.011970531
#> 0125-wMouBo1_O12VD -0.1143140795 0.036669271
#> 0125-wMouBo1_O12VL -0.1868888245 -0.011632125
#> 0125-wMouBo1_O13VD -0.1937221789 0.020989146
#> 0125-wMouBo1_O13VL -0.1469640409 0.031287779
#> 0125-wMouBo1_O14VD -0.1114505748 0.031490738
#> 0125-wMouBo1_O14VL -0.1800797076 -0.028402206
#> 0125-wMouBo1_O15VD -0.1869858922 0.072466004
#> 0125-wMouBo1_O15VL -0.2168073770 -0.021286336
#> 0125-wMouBo1_O16VD -0.1535981261 0.011615355
#> 0125-wMouBo1_O16VL -0.1899418287 0.009715178
#> 0125-wMouBo1_O17VD -0.1391688664 -0.005128136
#> 0125-wMouBo1_O17VL -0.1277018851 -0.009272098
#> 0125-wMouBo1_O18VD -0.1443842365 0.031073880
#> 0125-wMouBo1_O18VL -0.1390597617 -0.004759846
#> 0125-wMouBo1_O19VD -0.1441671535 0.060497508
#> 0125-wMouBo1_O19VL -0.1221715131 0.020918665
#> 0125-wMouBo1_O1VD -0.1417840460 -0.015559430
#> 0125-wMouBo1_O1VL -0.1698479339 -0.025768093
#> 0125-wMouBo1_O20VD -0.1372108152 -0.004491672
#> 0125-wMouBo1_O20VL -0.1535939815 0.029665377
#> 0125-wMouBo1_O21VD -0.0891273779 -0.005008645
#> 0125-wMouBo1_O21VL -0.1890499757 -0.015240229
#> 0125-wMouBo1_O22VD -0.1637553199 0.003421954
#> 0125-wMouBo1_O22VL -0.1623708983 -0.008730847
#> 0125-wMouBo1_O23VD -0.1834655316 0.026522318
#> 0125-wMouBo1_O23VL -0.1674130936 0.063389559
#> 0125-wMouBo1_O24VD -0.1586301633 -0.002838081
#> 0125-wMouBo1_O24VL -0.2039197415 -0.013594800
#> 0125-wMouBo1_O25VD -0.1682203008 0.017616638
#> 0125-wMouBo1_O25VL -0.1090353052 0.004866802
#> 0125-wMouBo1_O26VD -0.1583415388 0.030290845
#> 0125-wMouBo1_O26VL -0.1289387583 0.041994378
#> 0125-wMouBo1_O27VD -0.1677297119 0.056390324
#> 0125-wMouBo1_O27VL -0.1377412296 0.047386485
#> 0125-wMouBo1_O28VD -0.1441183994 0.006142353
#> 0125-wMouBo1_O28VL -0.1500057364 0.071254159
#> 0125-wMouBo1_O29VD -0.1841434041 0.006546213
#> 0125-wMouBo1_O29VL -0.1717283394 0.002413615
#> 0125-wMouBo1_O2VD -0.1787113472 0.029780265
#> 0125-wMouBo1_O2VL -0.2069887483 -0.008301580
#> 0125-wMouBo1_O30VD -0.2596889585 -0.033590471
#> 0125-wMouBo1_O30VL -0.2089829321 -0.009712427
#> 0125-wMouBo1_O3VD -0.1822212213 0.068692130
#> 0125-wMouBo1_O3VL -0.1615093101 0.059007889
#> 0125-wMouBo1_O4VD -0.1243448588 0.040692622
#> 0125-wMouBo1_O4VL -0.1712222718 -0.002086956
#> 0125-wMouBo1_O5VD -0.1581744157 0.064188642
#> 0125-wMouBo1_O5VL -0.2060281371 -0.040847996
#> 0125-wMouBo1_O6VD -0.1058225116 0.006360021
#> 0125-wMouBo1_O6VL -0.1285952926 0.066283858
#> 0125-wMouBo1_O7VD -0.1811606623 0.020997417
#> 0125-wMouBo1_O7VL -0.0819459609 0.008617285
#> 0125-wMouBo1_O8VD -0.1270985763 -0.005867603
#> 0125-wMouBo1_O8VL -0.1449122001 -0.006618885
#> 0125-wMouBo1_O9VD -0.1577287178 0.010577178
#> 0125-wMouBo1_O9VL -0.1480660701 -0.003695914
wp <- fgProcrustes(wings, tol=1e-4)
#> iteration: 1 gain: 53084
#> iteration: 2 gain: 0.1323
#> iteration: 3 gain: 0.056732
#> iteration: 4 gain: 0.00012401
#> iteration: 5 gain: 0.038609
#> iteration: 6 gain: 0.018221
#> iteration: 7 gain: 0.0014165
#> iteration: 8 gain: 6.1489e-06
wp
#> An LdkCoe [full Generalized Procrustes] object with:
#> --------------------
#> - $coo: 127 configuration of landmarks (18 +/- 0 coordinates)
#> # A tibble: 127 × 1
#> group
#> <fct>
#> 1 AN
#> 2 AN
#> 3 AN
#> 4 AN
#> 5 AN
#> 6 AN
#> # ℹ 121 more rows
class(wp) # for Ldk methods, LdkCoe objects can also be considered as Coo objects
#> [1] "LdkCoe" "Coe" "Ldk" "Coo"
# so you can apply all Ldk methods available.
wp$coe # Procrustes aligned coordinates
#> x1 x2 x3 x4 x5 x6
#> AN1 -0.4907666 -0.0773009715 0.2219542 0.2627437 0.2631416 0.2458310
#> AN2 -0.4814136 -0.0043204711 0.2358591 0.2470304 0.2493796 0.2433619
#> AN3 -0.4624999 0.0085256951 0.2402046 0.2499734 0.2599811 0.2541803
#> AN4 -0.4529120 -0.0290010787 0.2450022 0.2644452 0.2662562 0.2580972
#> AN5 -0.4924779 -0.0212833505 0.2384236 0.2428850 0.2430784 0.2342010
#> AN6 -0.4648300 -0.0155847731 0.2292089 0.2471983 0.2543874 0.2527982
#> AN7 -0.4732081 -0.0574977850 0.2273573 0.2538051 0.2603828 0.2519172
#> AN8 -0.4698594 0.0504698979 0.2434539 0.2591684 0.2579988 0.2547464
#> AN9 -0.4649648 0.0035623360 0.2293834 0.2440605 0.2525448 0.2521638
#> AN10 -0.4504193 -0.0018707051 0.2480358 0.2576366 0.2590623 0.2538704
#> AN11 -0.4594860 -0.0067460377 0.2392940 0.2501128 0.2535707 0.2503424
#> TO12 -0.4549666 -0.0135654597 0.2181489 0.2384352 0.2483764 0.2467695
#> WY13 -0.4704734 0.0116630860 0.2330368 0.2543107 0.2622847 0.2600690
#> WY14 -0.4734689 0.0207999542 0.2337591 0.2504520 0.2525345 0.2461181
#> WY15 -0.4675774 -0.0292250770 0.2444459 0.2544484 0.2613803 0.2591811
#> WY16 -0.4614597 0.0161212662 0.2365561 0.2554997 0.2616627 0.2573814
#> UR17 -0.4679322 0.0137186315 0.2337384 0.2482512 0.2518451 0.2452852
#> UR18 -0.4959530 0.0510005057 0.2047701 0.2231605 0.2329740 0.2367396
#> UR19 -0.4634175 -0.0316943065 0.2226446 0.2456525 0.2585150 0.2571715
#> UR20 -0.4847293 -0.0173597990 0.2345076 0.2501136 0.2553717 0.2513819
#> CA21 -0.4842850 0.0063753386 0.2363630 0.2523859 0.2511070 0.2448517
#> CA22 -0.4686641 0.0433492114 0.2227406 0.2479682 0.2538936 0.2564965
#> CA23 -0.4624115 0.0521370117 0.2462273 0.2587035 0.2603057 0.2514573
#> CA24 -0.4496786 -0.0299209806 0.2410362 0.2679107 0.2707568 0.2625471
#> CA25 -0.4699837 0.0499912336 0.2468421 0.2602165 0.2600191 0.2493553
#> CA26 -0.4652044 -0.0216338175 0.2320537 0.2522195 0.2577222 0.2553325
#> CA27 -0.4539016 -0.0084621369 0.2347432 0.2567309 0.2678166 0.2672198
#> OR28 -0.4642004 -0.0478363995 0.2047891 0.2580593 0.2673629 0.2631468
#> MA29 -0.4629121 0.0321108444 0.2619494 0.2689998 0.2673808 0.2531957
#> MA30 -0.4744066 0.0030967297 0.2335851 0.2499520 0.2561755 0.2494846
#> MA31 -0.4837650 0.0069218722 0.2474991 0.2586511 0.2556787 0.2411284
#> PS32 -0.4966972 0.0391162185 0.2238874 0.2389734 0.2445282 0.2383284
#> PS33 -0.4861101 0.0458740448 0.2217242 0.2376278 0.2494514 0.2411975
#> PS34 -0.4926047 0.0150598747 0.2309942 0.2380733 0.2385704 0.2356709
#> PS35 -0.4707887 -0.0006005030 0.2405639 0.2530304 0.2561273 0.2532259
#> PS36 -0.4804750 0.0102748783 0.2281729 0.2477567 0.2516146 0.2473052
#> PS37 -0.4843792 0.0024029418 0.2177104 0.2418813 0.2524859 0.2451530
#> PS38 -0.4883758 0.0118492596 0.2295506 0.2450205 0.2523039 0.2467107
#> PS39 -0.4689716 0.0189766943 0.2274736 0.2403579 0.2492681 0.2490592
#> PS40 -0.4715872 0.0529053483 0.2305629 0.2444438 0.2523252 0.2487301
#> PS41 -0.4675117 0.0055336845 0.2178562 0.2412046 0.2558821 0.2563120
#> PS42 -0.4702167 -0.0323832015 0.2047675 0.2425465 0.2489391 0.2420843
#> PS43 -0.4640396 0.0755651863 0.2310033 0.2389107 0.2503819 0.2466330
#> AE44 -0.4752231 -0.0190036593 0.2392345 0.2483440 0.2546769 0.2535676
#> AE45 -0.4712468 0.0190843812 0.2210899 0.2369524 0.2457552 0.2464260
#> AE46 -0.4793075 0.0154345164 0.2355639 0.2479250 0.2481327 0.2417271
#> AE47 -0.4654301 0.0330019702 0.2193599 0.2444830 0.2499465 0.2496946
#> AE48 -0.4815365 -0.0064290149 0.2537134 0.2590958 0.2592869 0.2486677
#> AE49 -0.4632723 0.0162815933 0.2186887 0.2481676 0.2534765 0.2518944
#> AE50 -0.4817723 0.0276523610 0.2290102 0.2431281 0.2469943 0.2462860
#> AE51 -0.4717455 -0.0107373284 0.2350966 0.2508590 0.2535008 0.2475562
#> AE52 -0.4752186 0.0079643207 0.2161767 0.2389326 0.2506431 0.2488986
#> AE53 -0.4807181 -0.0193542092 0.2187462 0.2373243 0.2465864 0.2411295
#> AE54 -0.4726770 0.0042104072 0.2320799 0.2441318 0.2497205 0.2443859
#> AE55 -0.4646473 0.0320480284 0.2371872 0.2517296 0.2591495 0.2576346
#> AE56 -0.4658006 -0.0271433977 0.2317464 0.2510340 0.2581889 0.2566246
#> AE57 -0.4844660 -0.0221552886 0.2456692 0.2556408 0.2580763 0.2516870
#> AE58 -0.4730506 0.0582814685 0.2188507 0.2418793 0.2479542 0.2464591
#> AE59 -0.4828655 -0.0055133573 0.2354240 0.2617881 0.2592169 0.2434273
#> AE60 -0.4774249 0.0361789182 0.2263105 0.2476206 0.2512024 0.2451575
#> AE61 -0.4623119 -0.0375587499 0.2440043 0.2601320 0.2585395 0.2505482
#> AE62 -0.4902864 0.0139065201 0.2342103 0.2453327 0.2515635 0.2436809
#> AE63 -0.4779151 0.0059330973 0.2345515 0.2555558 0.2597442 0.2532415
#> AE64 -0.4868197 -0.0211344335 0.2364029 0.2454972 0.2499901 0.2497979
#> AE65 -0.4746840 0.0096365983 0.2263605 0.2404731 0.2468449 0.2468833
#> AE66 -0.4768653 0.0289818014 0.2154092 0.2364947 0.2510466 0.2478843
#> AE67 -0.4739933 -0.0127977235 0.2079788 0.2406013 0.2500045 0.2466718
#> AE68 -0.4695196 0.0127816215 0.2194103 0.2511412 0.2566561 0.2491946
#> AE69 -0.4870751 0.0120547996 0.2188035 0.2356834 0.2457794 0.2419043
#> AE70 -0.4739865 0.0073867906 0.2259563 0.2480186 0.2512018 0.2460852
#> AE71 -0.4876300 0.0068425512 0.2200598 0.2428513 0.2480821 0.2424443
#> AE72 -0.4796960 0.0081015641 0.2245357 0.2411730 0.2474304 0.2432591
#> AE73 -0.4844463 -0.0148392109 0.2478067 0.2592521 0.2566336 0.2446404
#> AE74 -0.4990544 0.0351093589 0.2067677 0.2418032 0.2463419 0.2380992
#> AE75 -0.4927988 0.0129269894 0.2264267 0.2395880 0.2468303 0.2461931
#> AE76 -0.4794825 0.0284282758 0.2124819 0.2288382 0.2378380 0.2369457
#> AE77 -0.4896619 0.0084220519 0.2270959 0.2420128 0.2492127 0.2442261
#> AE78 -0.4816176 0.0110479956 0.2354676 0.2510040 0.2487253 0.2391245
#> AE79 -0.4857004 0.0125998503 0.2206958 0.2543582 0.2570297 0.2508034
#> AE80 -0.4782865 0.0008280900 0.2179316 0.2396095 0.2500093 0.2469745
#> AE81 -0.4614159 0.0164243433 0.2175737 0.2373651 0.2517962 0.2540073
#> AE82 -0.4884021 -0.0106529196 0.2159937 0.2393296 0.2505881 0.2421417
#> AE83 -0.4705928 -0.0056291188 0.2332780 0.2532730 0.2575283 0.2451208
#> AE84 -0.4832577 0.0392237816 0.2217536 0.2451291 0.2578183 0.2496531
#> AE85 -0.4613904 0.0166551212 0.2382053 0.2526753 0.2534802 0.2513185
#> AE86 -0.4742992 0.0023745196 0.2348359 0.2477378 0.2523562 0.2464384
#> AE87 -0.4711525 0.0055153725 0.2358711 0.2574658 0.2635143 0.2571095
#> AE88 -0.4813500 0.0202470374 0.2403003 0.2525533 0.2551104 0.2482657
#> AE89 -0.4725693 0.0600504908 0.2260758 0.2477042 0.2506761 0.2478068
#> AE90 -0.4812507 -0.0129303990 0.2307134 0.2486744 0.2513002 0.2429985
#> AE91 -0.4786523 -0.0063253420 0.2179355 0.2412551 0.2465643 0.2444140
#> AE92 -0.4676820 0.0006938311 0.2213544 0.2480277 0.2560944 0.2529235
#> AE93 -0.4956653 0.0006840548 0.2156897 0.2387205 0.2509945 0.2478962
#> AE94 -0.4711722 -0.0241188538 0.2458578 0.2588251 0.2634248 0.2597967
#> AE95 -0.4682823 -0.0080591902 0.2282772 0.2477356 0.2517442 0.2493961
#> AE96 -0.4495492 0.0408870483 0.2371218 0.2474411 0.2576482 0.2554825
#> AE97 -0.4762984 -0.0156492648 0.2388590 0.2615816 0.2660422 0.2588822
#> AE98 -0.4818158 0.0129963689 0.2323245 0.2449118 0.2507871 0.2465823
#> AE99 -0.4614757 -0.0127074929 0.2380940 0.2533797 0.2576139 0.2549766
#> AE100 -0.4497946 0.0331081611 0.2442956 0.2624796 0.2649207 0.2608630
#> CX101 -0.4692319 0.0043634619 0.2378653 0.2518208 0.2526481 0.2438136
#> CX102 -0.4905300 0.0270883163 0.2294066 0.2431466 0.2477034 0.2460992
#> CX103 -0.4629903 -0.0081103619 0.2330432 0.2540206 0.2680640 0.2619114
#> CX104 -0.4757764 0.0111846575 0.2390570 0.2481937 0.2531685 0.2502457
#> CX105 -0.4707200 0.0024658276 0.2374990 0.2481015 0.2533622 0.2493150
#> CX106 -0.4721575 0.0364674010 0.2257939 0.2468190 0.2503209 0.2461980
#> CX107 -0.4586349 0.0375380173 0.2269382 0.2486108 0.2540931 0.2493498
#> CX108 -0.4555822 0.0433235841 0.2531397 0.2676689 0.2665428 0.2576097
#> CX109 -0.4673782 0.0307466957 0.2398543 0.2519916 0.2555273 0.2465431
#> CX110 -0.4674122 -0.0003222505 0.2453396 0.2530069 0.2577360 0.2522668
#> CX111 -0.4688050 0.0171390626 0.2322253 0.2482204 0.2509553 0.2498708
#> CX112 -0.4611885 0.0166490429 0.2453478 0.2565835 0.2619681 0.2541912
#> CX113 -0.4786753 -0.0009889972 0.2483928 0.2516808 0.2503696 0.2475798
#> CX114 -0.4534517 0.0315357559 0.2316239 0.2553673 0.2601520 0.2521237
#> CX115 -0.4519892 0.0053453871 0.2161357 0.2455742 0.2572942 0.2544695
#> CX116 -0.4664726 0.0505761629 0.2327811 0.2532666 0.2556895 0.2492648
#> CX117 -0.4699322 0.0067800321 0.2546779 0.2582515 0.2585119 0.2545017
#> CX118 -0.4743596 0.0174407482 0.2365392 0.2531061 0.2591999 0.2548841
#> CX119 -0.4852456 0.0178494773 0.2342953 0.2532951 0.2602392 0.2546899
#> CX120 -0.4584556 0.0247948239 0.2311389 0.2564422 0.2619657 0.2556872
#> CX121 -0.4786715 -0.0098771771 0.2132974 0.2425027 0.2597399 0.2573738
#> CX122 -0.4807543 0.0198286069 0.2200394 0.2448613 0.2524591 0.2488141
#> CX123 -0.4702682 0.0047998520 0.2179940 0.2374435 0.2468581 0.2448316
#> CX124 -0.4749652 0.0257023372 0.2346474 0.2481868 0.2486190 0.2419842
#> CX125 -0.4699447 0.0015294908 0.2237478 0.2492571 0.2553474 0.2514616
#> DE126 -0.4610240 0.0098009883 0.2072649 0.2380380 0.2459232 0.2479743
#> DE127 -0.4591336 -0.0137804922 0.2347116 0.2533782 0.2605132 0.2518624
#> x7 x8 x9 x10 x11 x12
#> AN1 0.2299132 0.2029523 0.12754162 0.042182258 -0.06705386 -0.4080934
#> AN2 0.2316637 0.1951394 0.14525661 0.046692739 -0.05400733 -0.4022972
#> AN3 0.2370495 0.1959378 0.12519983 0.014979026 -0.07538362 -0.4104857
#> AN4 0.2423502 0.1836886 0.11677357 0.017108857 -0.09535549 -0.3867750
#> AN5 0.2156942 0.1902824 0.12379899 0.037980571 -0.05810728 -0.4262095
#> AN6 0.2406748 0.2071285 0.13563608 0.022921784 -0.08840736 -0.4054317
#> AN7 0.2386089 0.1839125 0.14393189 0.015529416 -0.06601273 -0.3936616
#> AN8 0.2372610 0.1814280 0.10209739 0.017559790 -0.08976669 -0.4074332
#> AN9 0.2404959 0.1990063 0.13533299 0.022888995 -0.05166237 -0.4022091
#> AN10 0.2380631 0.1927745 0.12773111 0.023555421 -0.05535730 -0.4076816
#> AN11 0.2337952 0.1861500 0.12490842 0.034650317 -0.06861235 -0.4066079
#> TO12 0.2319654 0.1948143 0.11634810 0.010289772 -0.09517636 -0.4024563
#> WY13 0.2429500 0.2027251 0.11103405 0.015210900 -0.10773718 -0.4160152
#> WY14 0.2264757 0.1880802 0.12874425 0.047463769 -0.05674451 -0.4140549
#> WY15 0.2411312 0.1939658 0.12726697 0.028109702 -0.10622496 -0.4001009
#> WY16 0.2348279 0.1856137 0.12656646 0.022195509 -0.09799700 -0.4148173
#> UR17 0.2256359 0.1819762 0.11874875 0.030205566 -0.14620317 -0.3989015
#> UR18 0.2191726 0.1787242 0.11725644 0.035971318 -0.13829494 -0.4153716
#> UR19 0.2370094 0.1772675 0.10888634 0.033122053 -0.15096989 -0.3941168
#> UR20 0.2358529 0.1948558 0.12381844 0.039454341 -0.14588000 -0.4219834
#> CA21 0.2283203 0.1786453 0.11024649 0.011450452 -0.08813603 -0.4023493
#> CA22 0.2353073 0.1700845 0.10343629 0.023933224 -0.08859335 -0.4124978
#> CA23 0.2316811 0.1705135 0.10883994 0.016240897 -0.09614337 -0.4116485
#> CA24 0.2411870 0.1861375 0.10941810 0.025545675 -0.07374133 -0.3933004
#> CA25 0.2246680 0.1693253 0.11010653 0.015072380 -0.10079955 -0.4053513
#> CA26 0.2406196 0.1949255 0.13302253 0.034746032 -0.06341431 -0.4087796
#> CA27 0.2523273 0.2018624 0.10170951 0.028067192 -0.05578732 -0.3953147
#> OR28 0.2382177 0.1847685 0.12537017 0.037917311 -0.03948366 -0.4183748
#> MA29 0.2188114 0.1680060 0.12041047 0.028168458 -0.06859047 -0.3959214
#> MA30 0.2320145 0.1826054 0.10832796 0.038212321 -0.05391403 -0.4119382
#> MA31 0.2160846 0.1739956 0.11601883 0.037618441 -0.06334261 -0.4052627
#> PS32 0.2219508 0.1756635 0.10698420 0.031101903 -0.06916025 -0.4093229
#> PS33 0.2230743 0.1735176 0.11025278 -0.001058697 -0.08194420 -0.4054739
#> PS34 0.2128262 0.1807335 0.11093134 0.027976227 -0.07595346 -0.4223508
#> PS35 0.2397646 0.1978324 0.10179981 0.010201778 -0.08341705 -0.4070977
#> PS36 0.2276580 0.1737842 0.11977437 0.027760114 -0.06736491 -0.4160846
#> PS37 0.2241077 0.1838799 0.10808681 0.037746145 -0.05996708 -0.4100509
#> PS38 0.2292366 0.1882440 0.12219662 0.016952089 -0.09256166 -0.4052013
#> PS39 0.2392189 0.1905865 0.11587287 0.036269066 -0.09184273 -0.4124714
#> PS40 0.2256842 0.1818852 0.10862069 0.034456039 -0.07103136 -0.4122096
#> PS41 0.2427152 0.2024380 0.11492685 0.045251862 -0.07616414 -0.3994672
#> PS42 0.2300983 0.1856700 0.11236211 0.045307471 -0.04888561 -0.4157182
#> PS43 0.2230354 0.1755287 0.09157707 0.010204003 -0.08853094 -0.4031586
#> AE44 0.2379333 0.1778025 0.10740209 0.029505988 -0.06631350 -0.3999825
#> AE45 0.2296212 0.1927084 0.12015866 0.030523858 -0.08138917 -0.4164703
#> AE46 0.2260410 0.1882752 0.11506319 0.039630127 -0.07170307 -0.4128322
#> AE47 0.2336590 0.2022006 0.12438902 0.019005338 -0.10647131 -0.4066207
#> AE48 0.2213836 0.1733830 0.10626360 0.014883547 -0.11623004 -0.3996691
#> AE49 0.2330862 0.2023845 0.12885279 0.036371756 -0.06761234 -0.4001142
#> AE50 0.2316834 0.1912755 0.10355014 0.009909262 -0.08625418 -0.4127075
#> AE51 0.2350902 0.1755556 0.11998012 0.031372778 -0.04560103 -0.3918887
#> AE52 0.2266644 0.1922767 0.12813684 0.042501215 -0.06523957 -0.4062565
#> AE53 0.2271519 0.1847728 0.12010385 0.031181320 -0.07172065 -0.4149213
#> AE54 0.2219091 0.1785521 0.10673129 0.026300268 -0.08067577 -0.4179231
#> AE55 0.2412285 0.2029947 0.10433063 0.014346500 -0.11417625 -0.3982188
#> AE56 0.2387554 0.1855339 0.11091372 0.032685606 -0.08676041 -0.4106891
#> AE57 0.2230746 0.1710064 0.10686284 0.032430972 -0.06965827 -0.3926581
#> AE58 0.2335399 0.1984260 0.11968260 0.039453573 -0.08111629 -0.4088259
#> AE59 0.2190216 0.1658974 0.10659264 0.019676443 -0.06565151 -0.4075436
#> AE60 0.2207965 0.1892755 0.10485114 0.021230955 -0.10622079 -0.3950189
#> AE61 0.2319673 0.1791207 0.11323873 0.033474919 -0.09117433 -0.4028892
#> AE62 0.2301815 0.1893919 0.12121461 0.026022391 -0.07707926 -0.4106974
#> AE63 0.2353506 0.1848351 0.08901796 0.010846011 -0.07838534 -0.3986001
#> AE64 0.2331246 0.1800663 0.12307053 0.036445810 -0.06265560 -0.3965477
#> AE65 0.2339304 0.1980809 0.11928878 0.036953760 -0.11127081 -0.4115693
#> AE66 0.2265853 0.1781210 0.10019600 0.015003709 -0.10125446 -0.4116335
#> AE67 0.2371114 0.1925200 0.12123028 0.039855216 -0.07915587 -0.4158821
#> AE68 0.2253185 0.1745543 0.11024909 0.026342860 -0.09388029 -0.4084570
#> AE69 0.2304674 0.2000356 0.11907429 0.030358001 -0.07848555 -0.4151259
#> AE70 0.2256643 0.1967240 0.11330103 0.034313115 -0.09143355 -0.4073191
#> AE71 0.2312316 0.1856359 0.11612478 0.037422911 -0.06262702 -0.3944163
#> AE72 0.2230091 0.1702759 0.10187699 0.031247530 -0.08736808 -0.4140867
#> AE73 0.2242534 0.1720954 0.10375972 0.046785537 -0.06541305 -0.3923586
#> AE74 0.2097443 0.1688960 0.10269514 0.023631592 -0.08335478 -0.4180446
#> AE75 0.2312035 0.1721142 0.10056175 0.039650964 -0.06626761 -0.4092941
#> AE76 0.2247807 0.1858490 0.12302800 0.023489034 -0.08625115 -0.4218836
#> AE77 0.2265496 0.1878062 0.12198447 0.017234413 -0.08718955 -0.4026411
#> AE78 0.2194152 0.1797335 0.12830989 0.030379126 -0.07166252 -0.4012513
#> AE79 0.2274608 0.1813567 0.12039160 0.043563110 -0.08266743 -0.3908824
#> AE80 0.2367584 0.1957126 0.11536534 0.034683133 -0.07517053 -0.4148166
#> AE81 0.2343733 0.1963869 0.12072100 0.050079773 -0.05214437 -0.4026463
#> AE82 0.2133248 0.1894671 0.12630310 0.037863142 -0.08518389 -0.3987510
#> AE83 0.2225514 0.1849202 0.13031599 0.030076964 -0.07829979 -0.4112970
#> AE84 0.2302822 0.1895577 0.11475210 0.034240590 -0.08772584 -0.3918702
#> AE85 0.2382525 0.1965061 0.10015703 0.017901979 -0.08122826 -0.4125355
#> AE86 0.2294434 0.1865355 0.12273581 0.050832660 -0.05057700 -0.3965911
#> AE87 0.2324682 0.1835045 0.10520558 0.041487007 -0.06038956 -0.3992214
#> AE88 0.2332422 0.1831163 0.10593246 0.041685157 -0.08181925 -0.4081250
#> AE89 0.2212558 0.1820324 0.11815414 0.024810107 -0.09216662 -0.4064017
#> AE90 0.2271603 0.1874579 0.11703971 0.031601069 -0.07166638 -0.4083849
#> AE91 0.2261588 0.1882372 0.12312647 0.031453724 -0.09623608 -0.4075506
#> AE92 0.2353479 0.1999623 0.11753540 0.033427416 -0.08120016 -0.4114561
#> AE93 0.2231146 0.1718510 0.12078223 0.024568179 -0.09254764 -0.3970457
#> AE94 0.2382167 0.1833966 0.11174608 0.037044261 -0.08277851 -0.3934437
#> AE95 0.2377841 0.1993601 0.13289958 0.041383836 -0.08556380 -0.4059580
#> AE96 0.2381113 0.1993834 0.11319767 0.041158904 -0.08367440 -0.3985118
#> AE97 0.2380356 0.1839470 0.11244138 0.035297701 -0.08215951 -0.3915827
#> AE98 0.2247551 0.1909649 0.11376227 0.030210009 -0.07152469 -0.4098340
#> AE99 0.2327722 0.1991402 0.12883015 0.035614550 -0.08682957 -0.3970737
#> AE100 0.2377580 0.1743137 0.09811410 0.010075437 -0.10567541 -0.3991863
#> CX101 0.2290665 0.1922139 0.11706821 0.047500398 -0.08249422 -0.4052462
#> CX102 0.2293068 0.1760098 0.11789188 0.044774087 -0.06106010 -0.4163814
#> CX103 0.2394979 0.1920586 0.11461307 0.025784000 -0.07999779 -0.3953586
#> CX104 0.2314558 0.1810221 0.12188125 0.041325903 -0.06915492 -0.3990015
#> CX105 0.2371495 0.1899093 0.11308927 0.034297130 -0.04974066 -0.4075275
#> CX106 0.2332277 0.1903543 0.13296141 0.043710407 -0.06453407 -0.4054979
#> CX107 0.2422508 0.1841989 0.13510787 0.046406682 -0.07021143 -0.4072995
#> CX108 0.2320185 0.1680546 0.11720697 0.032792588 -0.05510435 -0.3922454
#> CX109 0.2343839 0.2007389 0.12779590 0.032996512 -0.04694209 -0.4017998
#> CX110 0.2378867 0.1832616 0.12064990 0.046324218 -0.06981407 -0.4050046
#> CX111 0.2273768 0.1904418 0.12950512 0.050550179 -0.04985695 -0.4005184
#> CX112 0.2367948 0.1967518 0.10011721 0.016338760 -0.08055712 -0.3962532
#> CX113 0.2251491 0.1857302 0.11471705 0.052234788 -0.06173698 -0.4012369
#> CX114 0.2314432 0.1909076 0.12299680 0.044322702 -0.07351377 -0.4036653
#> CX115 0.2405785 0.2156480 0.13529727 0.039015077 -0.09269088 -0.4036963
#> CX116 0.2285597 0.1913583 0.11685112 0.030245483 -0.06611537 -0.4063325
#> CX117 0.2364835 0.2008391 0.12727829 0.029801740 -0.05116089 -0.3890976
#> CX118 0.2389982 0.1886799 0.11747954 0.042872595 -0.06481456 -0.4009626
#> CX119 0.2295826 0.1891349 0.11231738 0.031713950 -0.08408367 -0.4007293
#> CX120 0.2347531 0.1915745 0.10999010 0.039159281 -0.07421968 -0.4019501
#> CX121 0.2421442 0.2013319 0.14726099 0.041513595 -0.07229422 -0.3877350
#> CX122 0.2266313 0.1953813 0.12523150 0.036805365 -0.07702428 -0.4115588
#> CX123 0.2370076 0.2174658 0.13148120 0.035194985 -0.07744389 -0.4106482
#> CX124 0.2294273 0.1976867 0.12662777 0.037662621 -0.08984945 -0.4065792
#> CX125 0.2367249 0.1948181 0.12741401 0.043421462 -0.07849225 -0.3991977
#> DE126 0.2335108 0.2054635 0.14075607 0.055477722 -0.03540458 -0.4124649
#> DE127 0.2300548 0.1908648 0.12176640 0.045946556 -0.07661308 -0.4020559
#> x13 x14 x15 x16 x17 x18
#> AN1 -0.3123874 -0.1758920 0.071132804 -0.053722681 0.05720471 -0.1393805
#> AN2 -0.3867009 -0.1804640 0.049200176 -0.051613533 0.06225198 -0.1450187
#> AN3 -0.3921854 -0.1725842 0.057531080 -0.046893028 0.07666483 -0.1601955
#> AN4 -0.4048396 -0.1528388 0.063248369 -0.054017479 0.07029203 -0.1515230
#> AN5 -0.3959004 -0.1359723 0.078956283 -0.030094227 0.08796636 -0.1332218
#> AN6 -0.3940038 -0.1638546 0.066460419 -0.059913063 0.08088272 -0.1452717
#> AN7 -0.3793327 -0.1586080 0.068320395 -0.043540824 0.08926659 -0.1611703
#> AN8 -0.3920543 -0.1608568 0.048369015 -0.057842665 0.06620852 -0.1409480
#> AN9 -0.3964814 -0.1875675 0.058923841 -0.067584324 0.07882520 -0.1467186
#> AN10 -0.3937555 -0.1815667 0.050151922 -0.063165682 0.06639335 -0.1634576
#> AN11 -0.3998765 -0.1829062 0.079278212 -0.058328570 0.08913645 -0.1586749
#> TO12 -0.3792285 -0.1573091 0.160588922 -0.068449994 0.09810716 -0.1926913
#> WY13 -0.3560161 -0.1633065 0.043039317 -0.024470515 0.04782334 -0.1461281
#> WY14 -0.4119397 -0.1509246 0.025931927 -0.022880971 0.05624500 -0.1465910
#> WY15 -0.3873511 -0.1769486 0.044837998 -0.033642058 0.07252781 -0.1262252
#> WY16 -0.4053355 -0.1447852 0.041124932 -0.041619850 0.06150684 -0.1330420
#> UR17 -0.3795187 -0.1499897 0.112096041 -0.075700284 0.09462930 -0.1378847
#> UR18 -0.3667555 -0.1229772 0.135646552 -0.069063838 0.08232154 -0.1093214
#> UR19 -0.3734347 -0.1520523 0.141092065 -0.079853773 0.09743056 -0.1332523
#> UR20 -0.3307397 -0.1264103 0.083589542 -0.080261106 0.05968488 -0.1212670
#> CA21 -0.3915900 -0.1669786 0.092579729 -0.022158130 0.07397812 -0.1308064
#> CA22 -0.3938010 -0.1952350 0.063030200 -0.026379879 0.08437946 -0.1194480
#> CA23 -0.3978962 -0.1730481 0.047273593 -0.028019393 0.04890647 -0.1231193
#> CA24 -0.3836838 -0.2047323 0.044936652 -0.037354246 0.05305631 -0.1301203
#> CA25 -0.3867403 -0.1712789 0.067968322 -0.024498614 0.04416991 -0.1390823
#> CA26 -0.3937400 -0.1660372 0.065363612 -0.047291844 0.05142893 -0.1513329
#> CA27 -0.3681559 -0.1830495 0.018062775 -0.034573946 0.05424041 -0.1835350
#> OR28 -0.3922121 -0.1705467 0.068579295 -0.039999358 0.03187299 -0.1074308
#> MA29 -0.3876047 -0.1755705 0.055627902 -0.048117812 0.02617888 -0.1621226
#> MA30 -0.3983553 -0.1747881 0.060321100 -0.015576724 0.04797223 -0.1327685
#> MA31 -0.3858714 -0.1908211 0.070178695 -0.027140640 0.06411273 -0.1316847
#> PS32 -0.4009013 -0.1701479 0.076133748 -0.025721102 0.07937010 -0.1040872
#> PS33 -0.3999745 -0.1598414 0.085627861 -0.012988219 0.07775493 -0.1187115
#> PS34 -0.3997804 -0.1595394 0.079226181 0.001378733 0.08299836 -0.1042104
#> PS35 -0.3917380 -0.1723098 0.063434377 -0.027320762 0.07315293 -0.1358608
#> PS36 -0.3957244 -0.1826283 0.070455306 -0.017542694 0.07782886 -0.1225652
#> PS37 -0.4031093 -0.1676375 0.073776707 -0.012313027 0.09290963 -0.1426835
#> PS38 -0.3943966 -0.1539762 0.075629598 -0.024301247 0.08226797 -0.1411489
#> PS39 -0.3908186 -0.1753054 0.068416040 -0.026234475 0.07275579 -0.1426104
#> PS40 -0.3970239 -0.1774955 0.077246950 -0.032428935 0.04948173 -0.1445656
#> PS41 -0.3851949 -0.1903692 0.056899382 -0.025993187 0.05120127 -0.1455207
#> PS42 -0.3952832 -0.1857938 0.096292088 -0.008344338 0.07966704 -0.1311093
#> PS43 -0.3869340 -0.2037884 0.094782316 -0.020211736 0.07961082 -0.1505692
#> AE44 -0.3935808 -0.1687313 0.080418789 -0.019593863 0.05651851 -0.1429755
#> AE45 -0.4043663 -0.1807524 0.080066700 -0.027367399 0.08757207 -0.1283663
#> AE46 -0.3877556 -0.1826371 0.068465989 -0.028746613 0.07764665 -0.1409232
#> AE47 -0.3953208 -0.1927835 0.053055706 -0.011260156 0.07280239 -0.1237115
#> AE48 -0.3856849 -0.1721881 0.080969398 -0.002019639 0.07130260 -0.1251923
#> AE49 -0.3798684 -0.2306110 0.057022040 -0.031685345 0.06830318 -0.1413658
#> AE50 -0.3898933 -0.1678589 0.081555287 -0.018531416 0.07924866 -0.1332756
#> AE51 -0.3814383 -0.2113389 0.080188309 -0.031438772 0.05430921 -0.1393203
#> AE52 -0.4018099 -0.1968956 0.074185015 -0.016768536 0.05762562 -0.1218164
#> AE53 -0.3956962 -0.1790955 0.093343932 -0.008269994 0.09425627 -0.1248207
#> AE54 -0.3988053 -0.1755086 0.100664053 -0.007742611 0.07639270 -0.1317456
#> AE55 -0.3830524 -0.1814467 0.065155781 -0.040471766 0.07364275 -0.1574346
#> AE56 -0.3906408 -0.1710974 0.074709004 -0.015546169 0.07476288 -0.1472765
#> AE57 -0.3987688 -0.1707297 0.079379215 -0.010544594 0.05237139 -0.1272180
#> AE58 -0.3895450 -0.1739227 0.048346680 -0.040154525 0.06825117 -0.1545096
#> AE59 -0.4000550 -0.1802010 0.085429434 -0.011765784 0.08507985 -0.1279580
#> AE60 -0.3844530 -0.1869755 0.067673441 -0.014802941 0.08506475 -0.1304661
#> AE61 -0.3872808 -0.1838364 0.072708144 -0.022088293 0.07101851 -0.1276127
#> AE62 -0.3980835 -0.1558501 0.072920769 -0.030383001 0.07145942 -0.1375049
#> AE63 -0.3819749 -0.1892579 0.073253276 -0.009680803 0.07092440 -0.1374394
#> AE64 -0.3830723 -0.1818841 0.083419843 -0.020792424 0.05516603 -0.1400750
#> AE65 -0.3950954 -0.1713184 0.056778156 -0.010587947 0.09200406 -0.1327086
#> AE66 -0.3920177 -0.1764438 0.105836190 -0.012763450 0.09219496 -0.1267756
#> AE67 -0.4005061 -0.1817317 0.072579788 -0.005837986 0.08265020 -0.1212986
#> AE68 -0.3979286 -0.1964838 0.096764243 -0.002088618 0.07331423 -0.1273690
#> AE69 -0.3988875 -0.1559526 0.077236543 -0.023061279 0.07910975 -0.1319191
#> AE70 -0.3925072 -0.1727990 0.071299724 -0.019968087 0.07592270 -0.1378603
#> AE71 -0.3861925 -0.2024340 0.082151905 -0.015697031 0.07097288 -0.1348231
#> AE72 -0.3940800 -0.1874311 0.106283254 -0.007228361 0.09394314 -0.1212455
#> AE73 -0.3897005 -0.1879595 0.088836487 -0.026457001 0.04951382 -0.1324029
#> AE74 -0.3997937 -0.1524768 0.093802325 0.008109828 0.08592517 -0.1082014
#> AE75 -0.3970993 -0.1817829 0.093102758 -0.006807875 0.06061804 -0.1151656
#> AE76 -0.3955195 -0.1880763 0.103382907 -0.001083329 0.09360505 -0.1263704
#> AE77 -0.3889041 -0.1764796 0.079500830 -0.013542644 0.07981560 -0.1254420
#> AE78 -0.4099100 -0.1776684 0.069460737 -0.014974501 0.06651128 -0.1220949
#> AE79 -0.3773595 -0.2131280 0.076032489 -0.025486291 0.06233346 -0.1314012
#> AE80 -0.3849712 -0.2015281 0.081245884 -0.015415381 0.07882854 -0.1277587
#> AE81 -0.3812278 -0.2125832 0.060469074 -0.023877574 0.04899794 -0.1542995
#> AE82 -0.3898835 -0.1813821 0.100777839 -0.020363389 0.08602870 -0.1271990
#> AE83 -0.3851831 -0.1927737 0.088931898 -0.020963427 0.04294136 -0.1241991
#> AE84 -0.3794734 -0.1952869 0.062647361 -0.030900169 0.06101529 -0.1375591
#> AE85 -0.3984306 -0.1647072 0.048201877 -0.028486708 0.06931371 -0.1358889
#> AE86 -0.3809376 -0.1916173 0.056772111 -0.028475690 0.04954339 -0.1571078
#> AE87 -0.3873660 -0.1718767 0.049172441 -0.025198075 0.04745461 -0.1635640
#> AE88 -0.4036821 -0.1483002 0.043892652 -0.022359235 0.05684484 -0.1355545
#> AE89 -0.3990820 -0.1741903 0.078732121 -0.032661266 0.06575081 -0.1459775
#> AE90 -0.3866222 -0.1734202 0.074626665 -0.009459741 0.06415615 -0.1319939
#> AE91 -0.3897621 -0.1817775 0.090853341 -0.016262267 0.08433507 -0.1177673
#> AE92 -0.3899454 -0.1846729 0.060100544 -0.018845258 0.07646573 -0.1481314
#> AE93 -0.3837723 -0.1777953 0.105572746 -0.007698944 0.09114540 -0.1364939
#> AE94 -0.3859287 -0.1779382 0.049182813 -0.028392318 0.06120780 -0.1449260
#> AE95 -0.3852472 -0.1989100 0.067213272 -0.018272744 0.06964813 -0.1551490
#> AE96 -0.3886513 -0.1801433 0.048923673 -0.037275416 0.03195851 -0.1735086
#> AE97 -0.3717321 -0.1604576 0.066787089 -0.040595352 0.04740382 -0.1708025
#> AE98 -0.3945421 -0.1857716 0.065278055 -0.017262292 0.08878564 -0.1406077
#> AE99 -0.3820466 -0.2084944 0.055519925 -0.037125707 0.06705659 -0.1372445
#> AE100 -0.3903980 -0.1879970 0.058003315 -0.034426867 0.06144086 -0.1378944
#> CX101 -0.4020885 -0.1791160 0.048786174 -0.024150254 0.06711276 -0.1299322
#> CX102 -0.3976002 -0.1598676 0.044080347 -0.012590737 0.07109391 -0.1385710
#> CX103 -0.3778145 -0.1965009 0.043332770 -0.021978126 0.06459107 -0.1541661
#> CX104 -0.3920948 -0.1905712 0.044782493 -0.023836658 0.07315470 -0.1450364
#> CX105 -0.3983841 -0.1772447 0.042035888 -0.017445516 0.05089486 -0.1370570
#> CX106 -0.3853825 -0.1858871 0.029830212 -0.022877381 0.05320887 -0.1525558
#> CX107 -0.3943242 -0.2024597 0.029972543 -0.022749183 0.05178003 -0.1505679
#> CX108 -0.3847865 -0.2059504 0.017680898 -0.061007843 0.03987377 -0.1412352
#> CX109 -0.3909616 -0.1969576 0.007347111 -0.028313790 0.05008241 -0.1456546
#> CX110 -0.3959867 -0.1872205 0.024263790 -0.023041900 0.06640065 -0.1383339
#> CX111 -0.3905637 -0.1997595 0.033330776 -0.026702817 0.05550112 -0.1489101
#> CX112 -0.3859520 -0.1967629 0.042475088 -0.021379935 0.06012648 -0.1452501
#> CX113 -0.3957362 -0.1824494 0.054807087 -0.020058985 0.05965166 -0.1494302
#> CX114 -0.3879005 -0.1893491 0.028159479 -0.030888990 0.05144192 -0.1613051
#> CX115 -0.3951331 -0.1753281 0.038920274 -0.031822228 0.06154232 -0.1591605
#> CX116 -0.3803402 -0.1578348 0.039463402 -0.028570233 0.03924349 -0.1816337
#> CX117 -0.3752952 -0.1812367 0.014102142 -0.044530391 0.03439492 -0.1643696
#> CX118 -0.3784407 -0.1842759 0.020975280 -0.024425083 0.03881369 -0.1417108
#> CX119 -0.3877947 -0.1642730 0.063045598 -0.026611925 0.04439785 -0.1418231
#> CX120 -0.3884471 -0.1835364 0.046813391 -0.029801285 0.04352303 -0.1594322
#> CX121 -0.3858059 -0.1766316 0.029448989 -0.016405347 0.05021469 -0.1574074
#> CX122 -0.3948824 -0.1545773 0.058090941 -0.023721208 0.07347028 -0.1590947
#> CX123 -0.3968212 -0.1614923 0.057831692 -0.026330484 0.07153597 -0.1594401
#> CX124 -0.3968831 -0.1750125 0.063457007 -0.012313821 0.05506986 -0.1534678
#> CX125 -0.3910056 -0.1815608 0.038032701 -0.007173229 0.05915443 -0.1535347
#> DE126 -0.4010722 -0.1869205 0.028587401 -0.042186617 0.07257509 -0.1462993
#> DE127 -0.3907218 -0.2047855 0.046701459 -0.043417728 0.10136732 -0.1466586
#> y1 y2 y3 y4 y5 y6
#> AN1 0.012949789 0.08278930 0.08567442 0.04597933 0.02598256 3.150553e-04
#> AN2 0.022620158 0.07814870 0.05998946 0.04206154 0.02339979 6.898275e-03
#> AN3 0.013438475 0.06897223 0.05579946 0.04374581 0.02439000 5.250128e-03
#> AN4 0.014143861 0.07489168 0.07164144 0.04601179 0.02224188 4.645497e-03
#> AN5 0.011166720 0.07229243 0.05230952 0.04250442 0.01956350 3.326619e-03
#> AN6 0.012440946 0.06723327 0.05661890 0.04085779 0.02245431 6.525920e-03
#> AN7 0.023595913 0.07056581 0.07480905 0.05084276 0.02654051 2.098330e-03
#> AN8 0.010319015 0.07836381 0.05633338 0.03994427 0.02322133 1.364182e-02
#> AN9 0.021185977 0.07585612 0.06020996 0.04194706 0.02692072 8.397649e-03
#> AN10 0.013775382 0.07005713 0.05209910 0.03621218 0.01966673 5.732559e-03
#> AN11 0.013524963 0.07047621 0.05383143 0.03813986 0.02386315 6.524021e-03
#> TO12 0.011020896 0.05489808 0.05851446 0.04843418 0.02948179 1.135298e-02
#> WY13 0.012690374 0.08974548 0.07154950 0.05142613 0.03115442 7.945565e-03
#> WY14 0.006838952 0.07425376 0.05855540 0.03951210 0.01684673 4.686961e-03
#> WY15 0.012327190 0.07389979 0.05676065 0.04216671 0.02130888 6.762512e-03
#> WY16 0.012734077 0.07486281 0.06343993 0.04269533 0.02284658 8.148998e-03
#> UR17 -0.002272445 0.08504411 0.06568723 0.04988277 0.02803984 2.399601e-03
#> UR18 0.010595208 0.08716386 0.07508599 0.05911723 0.04078312 1.775779e-02
#> UR19 0.005508873 0.06909879 0.06119788 0.04581264 0.02498341 8.528148e-03
#> UR20 0.012396411 0.07799239 0.07198516 0.05098737 0.02522046 5.626080e-03
#> CA21 0.002635902 0.09440017 0.07134001 0.04688346 0.02345164 6.454919e-03
#> CA22 0.015744194 0.08724373 0.07052453 0.04828188 0.03276292 1.179454e-02
#> CA23 0.013027883 0.08808348 0.05921609 0.04609833 0.02443344 6.819944e-03
#> CA24 0.018277036 0.08648570 0.06951016 0.04686661 0.02521702 5.385714e-03
#> CA25 0.008599950 0.08815717 0.06935643 0.05183313 0.03086332 7.787913e-03
#> CA26 0.020834507 0.05992072 0.05711972 0.03839133 0.02688537 1.015034e-02
#> CA27 0.016367946 0.08527756 0.07076670 0.05317126 0.02914834 5.178037e-03
#> OR28 0.016827832 0.07461198 0.07442280 0.04643065 0.02768371 -1.428860e-03
#> MA29 0.010507548 0.08627604 0.05969102 0.04561603 0.02654038 8.884358e-03
#> MA30 0.025995072 0.08319459 0.06945754 0.05089690 0.02871595 6.842935e-03
#> MA31 0.011798644 0.08595290 0.07149388 0.04904952 0.01922665 -6.100331e-05
#> PS32 0.020858385 0.08883745 0.07127037 0.05320765 0.02642967 1.005285e-02
#> PS33 0.019564176 0.09107797 0.08038467 0.06757304 0.03450430 3.602802e-03
#> PS34 0.023210109 0.08901869 0.06173608 0.05023270 0.03095637 1.226244e-02
#> PS35 0.014353551 0.07699700 0.06095585 0.04185292 0.02578438 9.105854e-03
#> PS36 0.016665841 0.08692672 0.07172546 0.04794591 0.02378877 3.989454e-03
#> PS37 0.017832570 0.09050827 0.06565900 0.04890781 0.02110664 3.045869e-03
#> PS38 0.020272149 0.07495732 0.06588390 0.04780263 0.02331908 8.794902e-03
#> PS39 0.024672051 0.08031432 0.06721244 0.05284589 0.03114989 1.041525e-02
#> PS40 0.022707637 0.08147540 0.06533484 0.05252109 0.03007380 1.088509e-02
#> PS41 0.031617885 0.08831678 0.07838941 0.05979106 0.03143316 1.214333e-02
#> PS42 0.032775200 0.08160316 0.07927849 0.04794666 0.02364906 4.957452e-03
#> PS43 0.009549895 0.09705840 0.06595407 0.05464080 0.02973277 7.712228e-03
#> AE44 0.024194386 0.08043082 0.06281371 0.05271229 0.03342474 1.450789e-02
#> AE45 0.020043767 0.07464976 0.06346404 0.05108001 0.03319453 1.238207e-02
#> AE46 0.028843141 0.08336736 0.06916145 0.04413785 0.02509013 7.798185e-03
#> AE47 0.019762588 0.08711498 0.07134883 0.04412614 0.03008310 8.471292e-03
#> AE48 0.004400251 0.07889303 0.05925122 0.04868763 0.02847921 1.129694e-02
#> AE49 0.028804164 0.07968806 0.07268678 0.04628811 0.02623977 5.219770e-03
#> AE50 0.017152508 0.09150904 0.06579800 0.04675409 0.02993258 5.432006e-03
#> AE51 0.024244112 0.10035814 0.07848335 0.05257736 0.02630567 8.506299e-03
#> AE52 0.016687543 0.08215637 0.07006422 0.05467560 0.02854618 8.874160e-03
#> AE53 0.020866743 0.08293980 0.07177936 0.04937694 0.02587003 1.214336e-03
#> AE54 0.016303084 0.08395002 0.06313701 0.04778874 0.03048500 9.340067e-03
#> AE55 0.009794674 0.06923412 0.05935067 0.04571206 0.02509890 7.988179e-03
#> AE56 0.022976188 0.06985700 0.07120533 0.05037744 0.02676315 6.480065e-03
#> AE57 0.014463513 0.08643381 0.06277860 0.04806000 0.02984945 7.880581e-03
#> AE58 0.024562376 0.08351377 0.07057086 0.04923052 0.02851743 1.091822e-02
#> AE59 0.018360929 0.07068281 0.07225106 0.04599054 0.02680356 4.512518e-03
#> AE60 0.020595403 0.09656929 0.08363540 0.06054622 0.02756263 5.413022e-03
#> AE61 0.018530058 0.07997438 0.06974188 0.04297306 0.02953858 9.299743e-03
#> AE62 0.007576305 0.06729175 0.06139850 0.04746917 0.02336475 2.961155e-03
#> AE63 0.015957414 0.08932474 0.07748263 0.05121790 0.02760974 9.750227e-03
#> AE64 0.033051290 0.07655371 0.06347002 0.05159245 0.03439265 1.277309e-02
#> AE65 0.027086223 0.07637610 0.06279530 0.04671867 0.02849960 1.438764e-02
#> AE66 0.018674566 0.09197399 0.07371724 0.05663273 0.02899414 6.109633e-03
#> AE67 0.028409424 0.07503364 0.07199975 0.05225904 0.02612058 7.194398e-03
#> AE68 0.017466427 0.08541910 0.07149689 0.04934195 0.02673386 5.606712e-03
#> AE69 0.025427691 0.07950054 0.06692939 0.04794946 0.02610897 1.075827e-02
#> AE70 0.024397497 0.08676899 0.07352538 0.04876882 0.02613623 7.740551e-03
#> AE71 0.025306610 0.09828523 0.07485413 0.04943489 0.02751513 6.540573e-03
#> AE72 0.018994708 0.08320701 0.07058901 0.05058892 0.02896517 9.816870e-03
#> AE73 0.017638669 0.08081453 0.06154661 0.04410005 0.02802859 4.977306e-03
#> AE74 0.013866970 0.08996534 0.08134595 0.05468616 0.02919334 1.030476e-03
#> AE75 0.019051266 0.08460450 0.06512687 0.05012725 0.02933960 1.204551e-02
#> AE76 0.024064241 0.08748911 0.06281835 0.04649284 0.02840376 1.019351e-02
#> AE77 0.019637439 0.08254312 0.07454355 0.05421194 0.03101338 9.705051e-03
#> AE78 0.020664576 0.08301491 0.06995436 0.04929145 0.02794066 7.814539e-03
#> AE79 0.019112716 0.08929033 0.07642541 0.04518694 0.02111029 5.806409e-03
#> AE80 0.020532270 0.07974954 0.06548313 0.04348238 0.02390729 8.908130e-03
#> AE81 0.032653485 0.09655472 0.07136094 0.05478530 0.03003749 9.625963e-03
#> AE82 0.016068078 0.09009160 0.07315928 0.05722988 0.03114905 8.837045e-03
#> AE83 0.011847216 0.08855522 0.07342359 0.05071607 0.02749338 -1.261610e-03
#> AE84 0.016668378 0.09927702 0.07453788 0.05663099 0.03280063 1.258835e-02
#> AE85 0.018956670 0.09108967 0.06777101 0.04204491 0.02751666 8.322889e-03
#> AE86 0.024398933 0.09834638 0.06994284 0.05154644 0.02823738 9.007741e-03
#> AE87 0.023684110 0.08553089 0.06985999 0.04973592 0.03075232 4.770671e-03
#> AE88 0.009086931 0.08497514 0.05602979 0.04052918 0.02196141 4.263640e-03
#> AE89 0.008697268 0.09415668 0.06619343 0.04559618 0.02268657 6.387914e-03
#> AE90 0.023592133 0.09288445 0.06780117 0.04761940 0.02373946 7.450863e-03
#> AE91 0.027587546 0.08739037 0.07424035 0.05285224 0.03121011 1.336585e-02
#> AE92 0.020877783 0.08354286 0.06453034 0.04529757 0.02508348 2.693451e-03
#> AE93 0.020362274 0.08839049 0.07280876 0.05736176 0.02925530 1.288949e-02
#> AE94 0.018616034 0.07857938 0.06210432 0.04488612 0.02620036 7.954699e-03
#> AE95 0.017466278 0.06626332 0.05950030 0.04144645 0.02093498 8.848699e-03
#> AE96 0.020801841 0.09324421 0.06773196 0.05463775 0.03234757 7.940429e-03
#> AE97 0.014952865 0.07896182 0.07300224 0.04985563 0.02788274 9.014158e-03
#> AE98 0.018048187 0.08218978 0.05785822 0.04056802 0.02329700 4.652032e-03
#> AE99 0.020083707 0.07576149 0.06395041 0.04630429 0.02900600 1.089936e-02
#> AE100 0.015824036 0.08821053 0.07491340 0.05309966 0.03213898 1.087831e-02
#> CX101 0.018795318 0.08935829 0.06789318 0.04795560 0.02523486 6.371738e-03
#> CX102 0.016523832 0.07645851 0.05814991 0.04824675 0.03385777 1.273612e-02
#> CX103 0.015546955 0.08786844 0.07200134 0.05340679 0.02005302 5.641727e-03
#> CX104 0.017186716 0.09086700 0.06213183 0.04676279 0.02521286 5.651021e-03
#> CX105 0.024732997 0.08784311 0.07192773 0.05218250 0.02508507 8.998762e-03
#> CX106 0.025857951 0.09772122 0.07359955 0.04628790 0.02514650 5.161054e-03
#> CX107 0.021438025 0.08574030 0.06659796 0.04418656 0.02230971 5.480441e-03
#> CX108 0.021697750 0.09066793 0.06603259 0.04953728 0.02503477 8.608714e-03
#> CX109 0.023769465 0.08002066 0.05865615 0.04432315 0.02486665 8.734026e-03
#> CX110 0.016554284 0.07594482 0.05471561 0.04478128 0.02505230 7.362556e-03
#> CX111 0.027261641 0.08863600 0.06600806 0.04864079 0.02950304 1.095938e-02
#> CX112 0.011567345 0.09504327 0.06914602 0.05050347 0.02412777 6.095360e-03
#> CX113 0.019372724 0.07856295 0.05797215 0.04557766 0.02528808 7.191655e-03
#> CX114 0.023230961 0.08830329 0.07676627 0.05220000 0.03012530 7.966660e-03
#> CX115 0.027645207 0.08323054 0.07204438 0.05037670 0.02389914 4.849303e-03
#> CX116 0.012671316 0.09954405 0.07257560 0.05202289 0.02616604 8.007566e-03
#> CX117 0.015588267 0.09102118 0.05090721 0.04192613 0.02375173 1.124011e-02
#> CX118 0.031458141 0.09238535 0.06813825 0.05207771 0.02839224 1.141056e-02
#> CX119 0.013748165 0.08552154 0.06632546 0.05062110 0.02802667 4.635430e-03
#> CX120 0.018452306 0.09280082 0.07952526 0.05129996 0.02550388 3.429387e-03
#> CX121 0.020419316 0.07808530 0.06910902 0.04830133 0.02437463 1.095195e-02
#> CX122 0.020437652 0.08050253 0.07033136 0.04799342 0.02581098 5.994960e-03
#> CX123 0.020778083 0.08042975 0.06478748 0.04765908 0.02367922 3.633548e-03
#> CX124 0.008692130 0.08303546 0.05963710 0.04238139 0.02053006 4.573956e-03
#> CX125 0.024193003 0.08506648 0.07389227 0.05162124 0.02943930 1.075803e-02
#> DE126 0.028740812 0.08903327 0.07586163 0.04853023 0.02610944 1.496756e-03
#> DE127 0.017573580 0.07459253 0.06140529 0.04375617 0.02306513 3.169474e-03
#> y7 y8 y9 y10 y11 y12
#> AN1 -0.022666314 -0.04495128 -0.07380235 -0.09608732 -0.11021440 -0.016199734
#> AN2 -0.008294587 -0.03422790 -0.05730591 -0.08756992 -0.10378049 -0.017413291
#> AN3 -0.009247883 -0.02947626 -0.04736125 -0.07195961 -0.08694772 -0.022201347
#> AN4 -0.007266518 -0.03817491 -0.06247395 -0.08534776 -0.09214130 -0.014432794
#> AN5 -0.013178097 -0.02962921 -0.05249050 -0.07247827 -0.09789820 -0.022527432
#> AN6 -0.012722770 -0.03281784 -0.05644748 -0.07669058 -0.08936509 -0.019148946
#> AN7 -0.008408792 -0.04279862 -0.05707903 -0.08968988 -0.10007999 -0.014849557
#> AN8 -0.002200848 -0.02722524 -0.05195370 -0.08021449 -0.09296762 -0.022862331
#> AN9 -0.010947676 -0.03524550 -0.05700364 -0.08079711 -0.09458230 -0.018055142
#> AN10 -0.007966654 -0.02926133 -0.04952115 -0.07859991 -0.09286459 -0.018567396
#> AN11 -0.015736928 -0.03610576 -0.05169961 -0.07002402 -0.08335024 -0.020845591
#> TO12 -0.007196761 -0.03202162 -0.05389319 -0.07018859 -0.08636577 -0.012831315
#> WY13 -0.014517432 -0.03556436 -0.06639870 -0.08844776 -0.10389518 -0.030313163
#> WY14 -0.015250720 -0.03483797 -0.05646906 -0.07746212 -0.08907170 -0.019772339
#> WY15 -0.010211930 -0.03618927 -0.05577035 -0.07262279 -0.08100249 -0.020178753
#> WY16 -0.010708481 -0.03415558 -0.05261327 -0.07363348 -0.08843957 -0.016680404
#> UR17 -0.019627397 -0.04068643 -0.05492440 -0.07645589 -0.09901886 -0.025215610
#> UR18 -0.018616124 -0.04695167 -0.06621731 -0.09086570 -0.11264614 -0.015247597
#> UR19 -0.010306625 -0.03187302 -0.04878683 -0.07199789 -0.08545362 -0.022977244
#> UR20 -0.014260396 -0.03870875 -0.06095216 -0.07791609 -0.10059416 -0.029218565
#> CA21 -0.011424835 -0.04241109 -0.06673866 -0.08717433 -0.10073722 -0.013774957
#> CA22 -0.017118972 -0.04456671 -0.06333256 -0.08548463 -0.09971043 -0.022457033
#> CA23 -0.008347883 -0.03668714 -0.05743793 -0.08221906 -0.10008108 -0.029337037
#> CA24 -0.014179955 -0.04065754 -0.06266514 -0.08979362 -0.10879858 -0.023113773
#> CA25 -0.015459966 -0.04556921 -0.06304180 -0.08676862 -0.10417190 -0.027553536
#> CA26 -0.006852774 -0.03087716 -0.05463273 -0.08502000 -0.10069478 -0.014484320
#> CA27 -0.017374727 -0.04566712 -0.06879405 -0.08809265 -0.09723578 -0.021534472
#> OR28 -0.024906613 -0.04860997 -0.06290004 -0.08224867 -0.09509220 -0.010348802
#> MA29 -0.015304956 -0.03905274 -0.05435187 -0.07951367 -0.09998388 -0.021699642
#> MA30 -0.010834828 -0.04016197 -0.06177193 -0.08862342 -0.11328879 -0.023690279
#> MA31 -0.018696436 -0.04114775 -0.05875278 -0.08531003 -0.10616868 -0.020705521
#> PS32 -0.013966342 -0.04517596 -0.06293986 -0.08771783 -0.11564596 -0.016808723
#> PS33 -0.018770501 -0.04766682 -0.07019447 -0.09609560 -0.11240803 -0.028353056
#> PS34 -0.016077185 -0.03892582 -0.06709499 -0.08915360 -0.11262678 -0.031961548
#> PS35 -0.010669404 -0.03446840 -0.05734935 -0.08175206 -0.09968148 -0.023747638
#> PS36 -0.014159752 -0.04084200 -0.05970849 -0.08591500 -0.09594658 -0.024568635
#> PS37 -0.015253852 -0.03496920 -0.06363514 -0.08431507 -0.10396906 -0.023449907
#> PS38 -0.009658641 -0.03155459 -0.05594592 -0.08233475 -0.10136260 -0.022744632
#> PS39 -0.006756077 -0.04002465 -0.06449392 -0.09299131 -0.11489188 -0.022555610
#> PS40 -0.011218252 -0.03616382 -0.06363627 -0.09112784 -0.10907791 -0.026264079
#> PS41 -0.012940371 -0.03946998 -0.07029977 -0.09689176 -0.11705262 -0.018025681
#> PS42 -0.012199593 -0.03887817 -0.06933953 -0.09428498 -0.12869403 -0.020124919
#> PS43 -0.019393904 -0.04308818 -0.06501801 -0.08619796 -0.11211448 -0.031925724
#> AE44 -0.009864032 -0.04162945 -0.06576743 -0.09725932 -0.11364550 -0.019576973
#> AE45 -0.013916993 -0.03736238 -0.06138435 -0.08687628 -0.09975951 -0.016310318
#> AE46 -0.012293031 -0.03405671 -0.05890388 -0.08537348 -0.11204166 -0.031127229
#> AE47 -0.015122615 -0.03729307 -0.06519826 -0.08781795 -0.10306537 -0.022479401
#> AE48 -0.011283848 -0.03764086 -0.06122137 -0.08007018 -0.09322090 -0.020270023
#> AE49 -0.013578564 -0.03320043 -0.06026791 -0.09253288 -0.10541387 -0.023949586
#> AE50 -0.016251885 -0.03720164 -0.06165119 -0.08784147 -0.10495288 -0.033744689
#> AE51 -0.010476511 -0.04660512 -0.06631610 -0.10182189 -0.11801742 -0.017839934
#> AE52 -0.019738467 -0.04341494 -0.06770016 -0.08995689 -0.11162861 -0.009071347
#> AE53 -0.015349580 -0.04042478 -0.06346917 -0.09056545 -0.10531159 -0.021332153
#> AE54 -0.014567417 -0.03743690 -0.06222308 -0.08733919 -0.10858403 -0.022837649
#> AE55 -0.009483085 -0.03298787 -0.05184618 -0.06911137 -0.09089088 -0.022677930
#> AE56 -0.014517252 -0.03572730 -0.05811263 -0.08361669 -0.10120448 -0.018959718
#> AE57 -0.016428768 -0.04444423 -0.06165616 -0.08731023 -0.10897038 -0.023316265
#> AE58 -0.010374273 -0.03231118 -0.06250651 -0.09107635 -0.11401767 -0.018983293
#> AE59 -0.011140219 -0.03426532 -0.05190264 -0.07858311 -0.09563840 -0.016993894
#> AE60 -0.016646973 -0.03728373 -0.06908015 -0.10354720 -0.12250383 -0.021937227
#> AE61 -0.012104480 -0.04374854 -0.06728928 -0.09264702 -0.11459973 -0.018773675
#> AE62 -0.010676452 -0.03345894 -0.05817475 -0.07512250 -0.08493945 -0.014084994
#> AE63 -0.013637658 -0.04137811 -0.06644285 -0.08819460 -0.10472228 -0.025306267
#> AE64 -0.012351366 -0.04001879 -0.06401090 -0.09337149 -0.11519782 -0.028951646
#> AE65 -0.006834492 -0.03207158 -0.06044547 -0.08432522 -0.09764177 -0.023000019
#> AE66 -0.012863697 -0.04182711 -0.06282764 -0.08872958 -0.11093574 -0.022655471
#> AE67 -0.008988133 -0.03836438 -0.06366265 -0.09116318 -0.10318603 -0.018396435
#> AE68 -0.018182938 -0.04065040 -0.05755426 -0.08005239 -0.10330960 -0.026939918
#> AE69 -0.010162744 -0.03434778 -0.06206309 -0.08433742 -0.10618099 -0.017816293
#> AE70 -0.013339125 -0.03087722 -0.06564962 -0.09583501 -0.11751622 -0.017921942
#> AE71 -0.009674615 -0.04047887 -0.06485963 -0.09489162 -0.11794276 -0.019557379
#> AE72 -0.011023048 -0.04144962 -0.06626343 -0.08850403 -0.10321745 -0.024119634
#> AE73 -0.012326640 -0.03771430 -0.06290116 -0.08707121 -0.11479236 -0.027633459
#> AE74 -0.023284290 -0.04456710 -0.06608998 -0.08808926 -0.10563109 -0.027465109
#> AE75 -0.014429655 -0.03968049 -0.06086849 -0.08665282 -0.10597408 -0.021162926
#> AE76 -0.008968325 -0.03792354 -0.06231543 -0.08502937 -0.10297398 -0.030918327
#> AE77 -0.015540834 -0.04290499 -0.06648039 -0.09428362 -0.10514460 -0.020485588
#> AE78 -0.012718208 -0.03826693 -0.06123567 -0.08909879 -0.10689239 -0.023647537
#> AE79 -0.011669590 -0.03582596 -0.06011012 -0.08866414 -0.11624901 -0.018461960
#> AE80 -0.011376774 -0.03653024 -0.06015092 -0.08237761 -0.10362247 -0.018665167
#> AE81 -0.016036431 -0.04029716 -0.07262006 -0.10446181 -0.12391661 -0.024052190
#> AE82 -0.020087830 -0.04201347 -0.07354814 -0.10065621 -0.10940849 -0.011428821
#> AE83 -0.021645529 -0.04539565 -0.06314253 -0.08529895 -0.10442005 -0.021041966
#> AE84 -0.014980325 -0.04246752 -0.06989970 -0.09745781 -0.10994738 -0.017995235
#> AE85 -0.010222911 -0.03959449 -0.06432343 -0.09074464 -0.10642521 -0.025756313
#> AE86 -0.014930629 -0.04480209 -0.06953731 -0.09809488 -0.12409746 -0.032433350
#> AE87 -0.012022788 -0.03779240 -0.06364329 -0.08785353 -0.11595475 -0.025407828
#> AE88 -0.008955694 -0.03275051 -0.05705711 -0.07994982 -0.09844740 -0.025026526
#> AE89 -0.015982691 -0.03740611 -0.05867094 -0.08552491 -0.10024375 -0.025804413
#> AE90 -0.011306378 -0.03521060 -0.06690911 -0.09599275 -0.12234375 -0.029537958
#> AE91 -0.012111344 -0.04106840 -0.07231039 -0.10062439 -0.11553546 -0.025351922
#> AE92 -0.015689253 -0.03491960 -0.05842990 -0.08010586 -0.10556897 -0.024083862
#> AE93 -0.013901076 -0.04308173 -0.06745768 -0.09390358 -0.09889036 -0.023300202
#> AE94 -0.012763836 -0.03714156 -0.06145234 -0.08746265 -0.10258403 -0.019185244
#> AE95 -0.008317134 -0.03318205 -0.05476635 -0.07909102 -0.09724833 -0.021156993
#> AE96 -0.015012694 -0.04126789 -0.06917529 -0.09235024 -0.11303064 -0.027983805
#> AE97 -0.013629341 -0.04202223 -0.06470694 -0.08938782 -0.10634508 -0.014570628
#> AE98 -0.014268236 -0.03160816 -0.05122169 -0.07681646 -0.10049791 -0.024985362
#> AE99 -0.012077336 -0.03512960 -0.06536965 -0.08814244 -0.10843565 -0.015810894
#> AE100 -0.015056303 -0.04452189 -0.06201376 -0.09154554 -0.10155078 -0.028695098
#> CX101 -0.012506215 -0.03810225 -0.06348897 -0.09067708 -0.10433018 -0.018162774
#> CX102 -0.012983929 -0.04180854 -0.05886266 -0.08220843 -0.10445411 -0.010668165
#> CX103 -0.016869427 -0.04349510 -0.06480692 -0.08860946 -0.10069580 -0.025010278
#> CX104 -0.013144831 -0.04263306 -0.06495377 -0.08813451 -0.10489965 -0.022728276
#> CX105 -0.012350189 -0.04220287 -0.06626618 -0.09078704 -0.11120488 -0.017454695
#> CX106 -0.012491167 -0.04111398 -0.06370969 -0.09441199 -0.11527055 -0.023497145
#> CX107 -0.008315049 -0.03997006 -0.05355706 -0.08196831 -0.10487567 -0.017101308
#> CX108 -0.010673165 -0.03906141 -0.05834507 -0.08205253 -0.10100631 -0.022314285
#> CX109 -0.008018621 -0.03278166 -0.05973300 -0.08491355 -0.10133516 -0.018724402
#> CX110 -0.011894825 -0.03700534 -0.05728326 -0.07951859 -0.09869608 -0.017798403
#> CX111 -0.014985750 -0.03983215 -0.06524722 -0.09406644 -0.11797937 -0.017169369
#> CX112 -0.013257204 -0.03887045 -0.06562399 -0.08856518 -0.10527379 -0.021787205
#> CX113 -0.011450525 -0.03243768 -0.05903150 -0.08555464 -0.10609845 -0.015088975
#> CX114 -0.011663783 -0.03826338 -0.06602557 -0.10037116 -0.11768366 -0.016465993
#> CX115 -0.012353681 -0.03551555 -0.06244976 -0.09033097 -0.10471702 -0.019157513
#> CX116 -0.016204202 -0.04316559 -0.06920846 -0.09247241 -0.11333981 -0.024230163
#> CX117 -0.010294909 -0.03367189 -0.06181392 -0.08869494 -0.10357813 -0.020483250
#> CX118 -0.009854288 -0.03844275 -0.06624935 -0.09575786 -0.10947066 -0.031365179
#> CX119 -0.017650235 -0.04023434 -0.05830157 -0.08376944 -0.10011781 -0.023657629
#> CX120 -0.016994086 -0.04075366 -0.06603417 -0.09305920 -0.10748884 -0.025143006
#> CX121 -0.016097956 -0.04470260 -0.06733971 -0.09199145 -0.11052390 -0.013972544
#> CX122 -0.014023818 -0.03254778 -0.05833005 -0.08242031 -0.10218434 -0.014351771
#> CX123 -0.013940498 -0.03357926 -0.06438180 -0.08609256 -0.10173894 -0.018241610
#> CX124 -0.012729199 -0.03257353 -0.05686875 -0.08601868 -0.09105267 -0.021119040
#> CX125 -0.012021816 -0.03914166 -0.06331033 -0.09482505 -0.11425836 -0.009229708
#> DE126 -0.019319910 -0.03999012 -0.06598948 -0.09151587 -0.10655099 -0.009402691
#> DE127 -0.013157041 -0.03350065 -0.05475301 -0.07904062 -0.09178239 -0.020872877
#> y13 y14 y15 y16 y17 y18
#> AN1 0.031653251 0.03394145 0.05065519 0.023694351 -0.0058531156 -0.02386017
#> AN2 0.023930124 0.02633191 0.03960071 0.017386724 -0.0058883600 -0.02588693
#> AN3 0.016914452 0.01728375 0.03471704 0.011250077 -0.0075009263 -0.01706643
#> AN4 0.007944998 0.02071929 0.04123774 0.023722845 -0.0057300114 -0.02163378
#> AN5 0.024239303 0.02436660 0.04056937 0.019005613 -0.0020748921 -0.01906749
#> AN6 0.014703930 0.02479341 0.04364098 0.020180182 -0.0041146405 -0.01814230
#> AN7 0.023330304 0.02524160 0.04136306 0.017184102 -0.0147098834 -0.02795570
#> AN8 0.012717785 0.02065677 0.03952636 0.014507114 -0.0089944390 -0.02281300
#> AN9 0.019749885 0.02201980 0.03843079 0.012804281 -0.0100737547 -0.02081712
#> AN10 0.010656820 0.02236025 0.04272360 0.021347941 -0.0036869423 -0.01416372
#> AN11 0.009339839 0.02218767 0.04330031 0.020130765 -0.0068556079 -0.01670046
#> TO12 0.012542711 0.01495272 0.04138213 0.009940141 -0.0082878628 -0.02173497
#> WY13 0.025506841 0.02470727 0.04155787 0.016111610 -0.0090264837 -0.02423198
#> WY14 0.015089999 0.03185406 0.04444696 0.024840804 -0.0064136917 -0.01764814
#> WY15 0.011286902 0.02144045 0.03722986 0.016704989 -0.0056998378 -0.01821252
#> WY16 0.009266234 0.01941323 0.03907200 0.015109806 -0.0060277218 -0.02533050
#> UR17 0.011366859 0.03519135 0.05027222 0.022840549 -0.0101491833 -0.02237430
#> UR18 0.016039551 0.03801945 0.05674724 0.011803866 -0.0232327002 -0.03933606
#> UR19 0.015607256 0.02687834 0.04595487 0.013225571 -0.0178589142 -0.02754166
#> UR20 0.016589336 0.03070214 0.04560762 0.017645589 -0.0102842014 -0.02281823
#> CA21 0.012199133 0.03094133 0.04865604 0.019396951 -0.0052322022 -0.02886625
#> CA22 0.012822346 0.02598790 0.04731617 0.018519444 -0.0111925712 -0.02713474
#> CA23 0.009232801 0.02496965 0.04993777 0.023999457 -0.0025086781 -0.02920003
#> CA24 0.019171445 0.03433137 0.04741436 0.020599082 -0.0074399680 -0.02660992
#> CA25 0.009566033 0.02658144 0.05113483 0.022691958 -0.0020231414 -0.02198399
#> CA26 0.017524234 0.02454569 0.03994687 0.019174759 -0.0005099502 -0.02142183
#> CA27 0.018046519 0.02646747 0.04038172 0.018052689 -0.0098840617 -0.01427539
#> OR28 0.017944287 0.03140055 0.04424794 0.027462220 -0.0063186282 -0.02917818
#> MA29 0.012586080 0.02288037 0.04696049 0.021867340 -0.0018019964 -0.03010091
#> MA30 0.020154213 0.02900446 0.04106282 0.017263472 -0.0109026150 -0.02331410
#> MA31 0.014369888 0.02456438 0.04953818 0.027385068 -0.0047871505 -0.01774976
#> PS32 0.015373535 0.02680157 0.04710279 0.021307525 -0.0071921204 -0.03179500
#> PS33 0.022336072 0.02810195 0.05024300 0.022540270 -0.0111040272 -0.03533574
#> PS34 0.020315464 0.03303756 0.04869750 0.021234398 -0.0072347126 -0.02762668
#> PS35 0.012788035 0.02439453 0.04751539 0.020824472 -0.0076933034 -0.01921035
#> PS36 0.020300111 0.02820023 0.04385212 0.017569210 -0.0109004659 -0.02892289
#> PS37 0.019334246 0.02777829 0.04141996 0.018432920 -0.0056363825 -0.02279697
#> PS38 0.014203886 0.01976390 0.03926354 0.018373256 -0.0064799250 -0.02255351
#> PS39 0.018807152 0.02727129 0.04427371 0.020818172 -0.0084929742 -0.02757373
#> PS40 0.017286358 0.02264821 0.04726978 0.019224306 -0.0070545666 -0.02488379
#> PS41 0.026375073 0.02492808 0.03676656 0.010547022 -0.0160261360 -0.02960204
#> PS42 0.024353039 0.02959271 0.04752195 0.018790914 -0.0033314324 -0.02361597
#> PS43 0.009696453 0.02962132 0.05395096 0.028008307 -0.0054060649 -0.02278089
#> AE44 0.022209613 0.02872914 0.04678593 0.021432306 -0.0062438005 -0.03325430
#> AE45 0.017070529 0.02500476 0.04207118 0.015590449 -0.0125041590 -0.02643712
#> AE46 0.019955954 0.02210685 0.04425050 0.016124350 -0.0059187470 -0.02112102
#> AE47 0.012764921 0.02549636 0.04832930 0.021279454 -0.0072668469 -0.03053345
#> AE48 0.009012434 0.02788134 0.04195447 0.019452316 -0.0033602107 -0.02224146
#> AE49 0.020167979 0.02671760 0.03790360 0.017879879 -0.0082872336 -0.02436522
#> AE50 0.017980169 0.02522621 0.04455923 0.022412292 0.0006199068 -0.02573227
#> AE51 0.028273610 0.02475281 0.04560509 0.018289771 -0.0155381857 -0.03078107
#> AE52 0.018498035 0.02806079 0.04598992 0.019078102 -0.0100429219 -0.02107760
#> AE53 0.018989183 0.02826034 0.04836101 0.022696282 -0.0086760730 -0.02522523
#> AE54 0.016955963 0.02749484 0.04935746 0.023671924 -0.0054385706 -0.03005728
#> AE55 0.007775690 0.01964697 0.03970104 0.017668638 -0.0056924635 -0.01928116
#> AE56 0.015528690 0.01944325 0.04181501 0.016532880 -0.0075657410 -0.02127519
#> AE57 0.021657914 0.03143334 0.05045469 0.022103526 -0.0032291590 -0.02976023
#> AE58 0.014852798 0.02357382 0.04124862 0.017758954 -0.0126937695 -0.02278433
#> AE59 0.013820549 0.02138296 0.03838600 0.012431547 -0.0118056825 -0.02429321
#> AE60 0.017799748 0.03216945 0.05085970 0.020439774 -0.0079058535 -0.03668566
#> AE61 0.013592307 0.02666289 0.05506965 0.024674679 -0.0035991276 -0.01729537
#> AE62 0.010791212 0.02280408 0.04030167 0.016172907 -0.0081164709 -0.01555793
#> AE63 0.019867096 0.02713715 0.04740922 0.015228820 -0.0146203454 -0.02668283
#> AE64 0.029566394 0.02811684 0.04582514 0.018185289 -0.0051168536 -0.03450801
#> AE65 0.013745957 0.02120385 0.03460146 0.015391025 -0.0102461772 -0.02624110
#> AE66 0.015232007 0.02321355 0.05194073 0.018371196 -0.0109811519 -0.03403938
#> AE67 0.020651093 0.02197065 0.03654878 0.015461638 -0.0086958717 -0.02319231
#> AE68 0.015037573 0.02794225 0.04623979 0.019435954 -0.0080725868 -0.02995841
#> AE69 0.015459714 0.02141548 0.04330776 0.017231297 -0.0125420006 -0.02663824
#> AE70 0.014133953 0.02400491 0.04993628 0.024999386 -0.0113126526 -0.02796019
#> AE71 0.026204493 0.02682321 0.04498873 0.016597931 -0.0147664476 -0.03437959
#> AE72 0.017115848 0.02847935 0.05058032 0.018729056 -0.0130620477 -0.02942701
#> AE73 0.019057488 0.03181711 0.04992821 0.020752837 -0.0014266702 -0.01479561
#> AE74 0.016245319 0.03259439 0.04730746 0.023664786 -0.0069021820 -0.02787117
#> AE75 0.021831863 0.02721258 0.04641488 0.013558764 -0.0120488307 -0.02849579
#> AE76 0.019244522 0.02578020 0.04748669 0.017166620 -0.0114005808 -0.02961030
#> AE77 0.020455607 0.02536790 0.04869105 0.018380169 -0.0107076381 -0.02900154
#> AE78 0.019015265 0.03337134 0.04117545 0.015356576 -0.0116219684 -0.02411763
#> AE79 0.019995869 0.02636401 0.04234840 0.017890749 -0.0082389520 -0.02431138
#> AE80 0.017930466 0.02416673 0.04377548 0.019651464 -0.0083685772 -0.02649514
#> AE81 0.024148981 0.02919554 0.04869795 0.019255872 -0.0100449592 -0.02488700
#> AE82 0.020578909 0.02706156 0.04897019 0.018344967 -0.0091223541 -0.02522526
#> AE83 0.016781292 0.03114929 0.05394455 0.024519177 -0.0092320644 -0.02699144
#> AE84 0.024609830 0.02873131 0.04198269 0.016284835 -0.0153416977 -0.03602225
#> AE85 0.010396520 0.02846303 0.04731145 0.025320390 -0.0055367524 -0.02458945
#> AE86 0.036343087 0.02984724 0.04512154 0.020647760 -0.0058120162 -0.02373160
#> AE87 0.020225282 0.02813906 0.04238996 0.015529013 -0.0086145568 -0.01932807
#> AE88 0.015667143 0.02902972 0.04316773 0.021523222 -0.0017849076 -0.02226195
#> AE89 0.010784658 0.02446307 0.05051475 0.021313287 -0.0053891002 -0.02177189
#> AE90 0.027142506 0.03212522 0.05108388 0.023257334 -0.0046635032 -0.03073238
#> AE91 0.019033489 0.03167430 0.04462634 0.018496419 -0.0112092137 -0.02226589
#> AE92 0.012810939 0.02363067 0.04162214 0.021165370 -0.0067165829 -0.01574059
#> AE93 0.022471103 0.02651858 0.04508543 0.014069432 -0.0157448155 -0.03293319
#> AE94 0.012305865 0.02681931 0.04454421 0.023851832 -0.0029548417 -0.02231764
#> AE95 0.016906129 0.02469427 0.04023863 0.021999889 -0.0084593595 -0.01607771
#> AE96 0.017485117 0.02547147 0.04704657 0.020538267 -0.0079848838 -0.02043972
#> AE97 0.016648864 0.02472005 0.04875918 0.015428675 -0.0047708489 -0.02379334
#> AE98 0.013391858 0.02393506 0.04162961 0.019367765 -0.0054168820 -0.02012284
#> AE99 0.019977565 0.02394541 0.04300177 0.020764156 -0.0044495209 -0.02427907
#> AE100 0.011980687 0.02528265 0.04703604 0.018302914 -0.0085743289 -0.02570950
#> CX101 0.016228827 0.02795540 0.04467222 0.019165494 -0.0099841850 -0.02637927
#> CX102 0.017259331 0.01912946 0.04067772 0.015083424 -0.0067027356 -0.02043425
#> CX103 0.020074121 0.03029000 0.04633641 0.020038662 -0.0052371329 -0.02653335
#> CX104 0.014934569 0.02833998 0.04791502 0.024512049 -0.0071740845 -0.01984566
#> CX105 0.019219428 0.02529887 0.03836062 0.019788647 -0.0075309252 -0.02564094
#> CX106 0.018299308 0.02768259 0.04677679 0.019768234 -0.0097009633 -0.02610560
#> CX107 0.015806760 0.02182572 0.03975539 0.017122074 -0.0078549731 -0.02662050
#> CX108 0.016215262 0.02519327 0.04243383 0.010268036 -0.0112934336 -0.03094322
#> CX109 0.017068885 0.02501765 0.03545559 0.016413355 -0.0056047239 -0.02321445
#> CX110 0.012385269 0.02481311 0.04163334 0.020597841 -0.0085527751 -0.01309114
#> CX111 0.020635245 0.02905378 0.04625604 0.017163441 -0.0095672256 -0.02526990
#> CX112 0.012659275 0.02760717 0.04363982 0.019186884 -0.0085127474 -0.01768584
#> CX113 0.014469364 0.01985292 0.04219240 0.018608647 -0.0039236081 -0.01550316
#> CX114 0.018322739 0.02242499 0.03905605 0.015973206 -0.0068638956 -0.01703203
#> CX115 0.014974865 0.02220072 0.04055723 0.018212767 -0.0086772873 -0.02478906
#> CX116 0.017431556 0.03145910 0.04683659 0.021299988 -0.0043485687 -0.02504549
#> CX117 0.017905431 0.02938074 0.04469183 0.018408516 -0.0043347815 -0.02194933
#> CX118 0.027152233 0.02328459 0.03539228 0.015205687 -0.0075409103 -0.02621603
#> CX119 0.017132004 0.02244083 0.04338429 0.016764177 -0.0031370859 -0.02173155
#> CX120 0.017126560 0.03024564 0.04707770 0.019113201 -0.0119658108 -0.02313595
#> CX121 0.023244195 0.02442777 0.04507924 0.020724090 -0.0018107845 -0.01827788
#> CX122 0.015060402 0.02122439 0.04010077 0.016097457 -0.0109813961 -0.02871446
#> CX123 0.012181115 0.02677886 0.04411853 0.020245582 -0.0085144121 -0.01780218
#> CX124 0.012934711 0.02604046 0.04671372 0.019656344 -0.0007938145 -0.02303963
#> CX125 0.019920346 0.02308511 0.04046563 0.013778338 -0.0108924185 -0.02854041
#> DE126 0.018362791 0.02746598 0.03974138 0.015250649 -0.0136039673 -0.02421991
#> DE127 0.016632923 0.02410343 0.03776670 0.017676786 -0.0115576584 -0.01507777