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coeff_sel helps to select a given number of harmonics by returning their indices when arranged as a numeric vector. For instance, harmonic coefficients are arranged in the $coe slot of Coe-objects in that way: \(A_1, \dots, A_n, B_1, \dots, B_n, C_1, \dots, C_n, D_1, \dots, D-n\) after an elliptical Fourier analysis (see efourier and efourier) while \(C_n and D_n\) harmonic are absent for radii variation and tangent angle approaches (see rfourier and tfourier respectively). . This function is used internally but might be of interest elwewhere.

Usage

coeff_sel(retain = 8, drop = 0, nb.h = 32, cph = 4)

Arguments

retain

numeric. The number of harmonics to retain.

drop

numeric. The number of harmonics to drop

nb.h

numeric. The maximum harmonic rank.

cph

numeric. Must be set to 2 for rfourier and tfourier were used.

Value

coeff_sel returns indices that can be used to select columns from an harmonic coefficient matrix. coeff_split returns a named list of coordinates.

Examples

bot.f <- efourier(bot, 32)
#> 'norm=TRUE' is used and this may be troublesome. See ?efourier #Details
coe <- bot.f$coe # the raw matrix
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           A13           A14
#> brahma         -0.0013733386  0.0016363823 -2.308262e-03 -8.638239e-05
#> caney          -0.0018777601  0.0011330555 -6.140388e-04  9.095865e-04
#> chimay         -0.0012371979 -0.0018514226  4.671292e-04 -2.460672e-03
#> corona         -0.0021742849  0.0026300698 -1.040704e-03  1.308265e-03
#> deusventrue    -0.0007936789  0.0028680575 -3.667224e-05  4.628731e-04
#> duvel          -0.0006045816 -0.0028942242  1.911167e-03 -1.075121e-03
#> franziskaner   -0.0015947508  0.0021935018 -1.336804e-03  4.860914e-04
#> grimbergen     -0.0035563564 -0.0004162333 -4.598763e-04 -6.524229e-04
#> guiness        -0.0015222476  0.0005646464 -7.106716e-04  2.998013e-04
#> hoegardeen     -0.0024579838  0.0023152691 -1.583256e-03  6.149144e-04
#> jupiler        -0.0009974596  0.0023379940 -7.214137e-04  9.925517e-04
#> kingfisher     -0.0004648420  0.0023788807 -4.654563e-04  7.413209e-04
#> latrappe        0.0015068375 -0.0015514855  2.342018e-03 -3.056608e-03
#> lindemanskriek -0.0009359325  0.0022848386 -6.636932e-04  3.522544e-04
#> nicechouffe    -0.0007619565  0.0033654095  1.927898e-05  1.210854e-03
#> pecheresse     -0.0013782823  0.0024185755 -1.351070e-03  7.509854e-04
#> sierranevada   -0.0017933279 -0.0005349683 -1.031914e-03 -1.110401e-03
#> tanglefoot     -0.0003179777 -0.0031166695 -6.330130e-04 -4.040699e-03
#> tauro          -0.0010466330  0.0023514452 -6.553020e-04  1.065380e-03
#> westmalle      -0.0004882420  0.0023217071 -3.503062e-04  3.148159e-04
#> amrut          -0.0004155995  0.0028189180 -2.329164e-03  1.315932e-03
#> ballantines    -0.0024674938 -0.0002274846  3.091761e-03  4.251026e-05
#> bushmills      -0.0043970618  0.0017818484 -2.593370e-03  1.904341e-03
#> chivas         -0.0016654883 -0.0026415175  2.038443e-03 -1.394657e-03
#> dalmore         0.0025922354 -0.0039822137  2.797073e-03 -1.626359e-03
#> famousgrouse    0.0001300206  0.0046515437 -1.163558e-03  2.084764e-04
#> glendronach    -0.0002084792  0.0025405566 -2.450515e-03  8.307668e-04
#> glenmorangie   -0.0001692272  0.0025838514 -1.298884e-03  1.028122e-03
#> highlandpark    0.0023214993  0.0028070218  3.398979e-03 -2.715598e-03
#> jackdaniels    -0.0011544544  0.0013660407 -3.023216e-03 -1.495727e-03
#> jb             -0.0026073348  0.0016289320 -3.506245e-03  1.398710e-03
#> johnniewalker  -0.0026799451  0.0046998857 -7.408889e-04  1.724087e-03
#> magallan        0.0034410693  0.0056372281  7.595009e-04  1.320484e-03
#> makersmark     -0.0037381840  0.0031052372  4.824121e-04 -7.739096e-04
#> oban           -0.0000555700  0.0026159662 -2.336986e-03  1.677681e-03
#> oldpotrero      0.0002650070  0.0005717670  1.200764e-03 -1.479504e-03
#> redbreast      -0.0017153754 -0.0017080604  2.956339e-03 -2.516789e-04
#> tamdhu         -0.0004660552  0.0022520466 -2.360201e-03  1.825931e-04
#> wildturkey     -0.0011040540  0.0003877287 -1.425560e-03  7.482844e-04
#> yoichi         -0.0005670111  0.0040850862  1.536049e-03 -1.112175e-03
#>                          A15           A16           A17           A18
#> brahma         -1.150816e-03 -3.765755e-04 -8.576746e-04 -0.0011152905
#> caney          -4.470877e-04 -9.307845e-04 -6.102760e-04 -0.0008460017
#> chimay          1.560010e-05 -2.625393e-03 -6.111634e-04 -0.0014908027
#> corona         -1.317478e-03 -5.180094e-04 -7.007916e-04 -0.0006290111
#> deusventrue     9.538496e-04 -6.759098e-04  7.618085e-04 -0.0011834834
#> duvel           2.113421e-03 -1.342867e-03 -5.580321e-04 -0.0007953381
#> franziskaner   -8.169832e-04 -7.064707e-04 -4.330142e-04 -0.0013097566
#> grimbergen     -4.937948e-04 -2.362703e-03 -7.577334e-04 -0.0016389273
#> guiness         9.445264e-04 -1.014837e-03 -3.870126e-04 -0.0018246820
#> hoegardeen     -9.359774e-04 -6.806132e-04 -3.723940e-04 -0.0012041744
#> jupiler        -6.500301e-04 -8.059191e-05 -3.572447e-04 -0.0005173527
#> kingfisher     -4.322282e-04 -3.220011e-04 -1.490105e-04 -0.0007168806
#> latrappe       -3.929165e-05 -2.305825e-03 -1.500329e-03 -0.0005806765
#> lindemanskriek -7.095128e-05 -5.265070e-04  9.090133e-05 -0.0011401438
#> nicechouffe     4.131153e-04 -1.060484e-05  4.958279e-04 -0.0004262323
#> pecheresse     -1.039373e-03 -2.814305e-04 -7.590926e-04 -0.0008703985
#> sierranevada    1.197254e-03 -1.569161e-03  4.580294e-05 -0.0020229627
#> tanglefoot      1.578694e-03 -2.481082e-03  3.148731e-06 -0.0022741243
#> tauro          -5.776374e-04  2.422874e-05 -2.473503e-04 -0.0004171947
#> westmalle      -4.421245e-04 -7.338895e-04  1.612346e-05 -0.0007666637
#> amrut           4.652313e-04  1.135970e-03  3.402538e-04 -0.0011307959
#> ballantines     2.624766e-03 -1.653235e-03 -9.878081e-05 -0.0017287563
#> bushmills      -1.332454e-04  1.113376e-03  1.602089e-04 -0.0006916012
#> chivas          1.116103e-03 -2.491530e-03 -9.913464e-04 -0.0011585308
#> dalmore         1.019313e-03 -9.423920e-04 -2.075399e-03 -0.0001835038
#> famousgrouse   -1.222042e-03 -3.192907e-04  1.028735e-03  0.0001611504
#> glendronach     1.969121e-04  6.973513e-04  1.810040e-04 -0.0014310821
#> glenmorangie   -4.077866e-05  2.974758e-04  2.699506e-05 -0.0009470779
#> highlandpark   -1.096361e-03 -4.080900e-03 -8.356537e-04 -0.0007232859
#> jackdaniels     4.450744e-04 -7.898984e-04  8.654690e-04 -0.0026841687
#> jb              4.497643e-05  3.343889e-04 -1.017336e-03 -0.0020327924
#> johnniewalker  -8.204066e-04 -1.173419e-03 -4.161162e-04 -0.0016445323
#> magallan       -1.109793e-03  6.828727e-04  7.119352e-04  0.0013949777
#> makersmark     -7.150888e-04 -2.119718e-03  4.641016e-04 -0.0020552953
#> oban            7.127703e-04  1.418921e-03  1.652713e-04 -0.0011940845
#> oldpotrero      6.516221e-04 -1.263670e-03 -3.276935e-04 -0.0007770829
#> redbreast       1.664233e-03 -2.352226e-03 -3.191507e-04 -0.0007444397
#> tamdhu         -3.765004e-04  2.690095e-04 -2.278638e-05 -0.0013093652
#> wildturkey      2.107198e-03 -5.335998e-04 -5.539288e-07 -0.0025142726
#> yoichi         -1.089887e-03 -3.844364e-03 -6.121975e-04 -0.0019437166
#>                          A19           A20           A21           A22
#> brahma         -8.360520e-04 -1.095155e-03 -5.439578e-04 -0.0008608038
#> caney           2.301119e-05 -8.399357e-04 -5.178245e-04 -0.0009469597
#> chimay         -1.119706e-03 -9.775433e-04 -1.256788e-03 -0.0002828775
#> corona         -3.339722e-04 -1.281244e-03 -4.441549e-04 -0.0010768982
#> deusventrue     4.696431e-04 -8.906751e-04 -3.783424e-05 -0.0004364503
#> duvel          -1.052150e-03  1.767706e-04 -1.315824e-03  0.0001575196
#> franziskaner   -2.487242e-04 -1.440287e-03 -2.906736e-04 -0.0013413124
#> grimbergen     -5.092226e-04 -1.388491e-03 -1.047057e-03 -0.0009030433
#> guiness        -5.134258e-04 -9.406369e-04 -7.035895e-04 -0.0010718354
#> hoegardeen     -3.030391e-05 -1.375411e-03 -1.083590e-04 -0.0012010324
#> jupiler        -1.746120e-04 -7.555265e-04 -2.440347e-04 -0.0007606965
#> kingfisher     -1.248337e-04 -9.013070e-04 -2.490120e-04 -0.0009173615
#> latrappe       -1.798539e-03  1.557989e-04 -1.580709e-03 -0.0003042140
#> lindemanskriek -1.527305e-05 -1.022777e-03 -1.208019e-04 -0.0008309589
#> nicechouffe     3.237215e-04 -4.025861e-04 -3.535202e-05 -0.0003365178
#> pecheresse     -6.085669e-04 -9.703236e-04 -4.706892e-04 -0.0008515637
#> sierranevada   -3.026415e-04 -6.164256e-04 -4.048992e-04 -0.0002228167
#> tanglefoot     -1.678775e-03 -6.763154e-04 -1.661378e-03  0.0002811837
#> tauro          -1.242105e-04 -6.929686e-04 -1.750296e-04 -0.0006968736
#> westmalle       4.796447e-05 -9.153239e-04 -3.625213e-04 -0.0007776180
#> amrut          -2.937597e-04 -1.042779e-03  4.676933e-04 -0.0005584716
#> ballantines    -1.095479e-03 -5.664907e-04 -1.334292e-03 -0.0001309159
#> bushmills      -4.243124e-04 -1.597220e-03 -3.746931e-04 -0.0012943033
#> chivas         -1.143344e-03 -1.503350e-04 -1.506499e-03 -0.0005578037
#> dalmore        -2.332470e-03  4.045078e-04 -1.415380e-03 -0.0005555167
#> famousgrouse    1.049511e-03 -9.742276e-04 -2.767390e-04 -0.0013519075
#> glendronach    -3.271808e-04 -1.252161e-03  4.876743e-04 -0.0007595878
#> glenmorangie   -6.036688e-05 -1.153601e-03  6.282828e-05 -0.0010084062
#> highlandpark    9.189143e-06  3.409179e-04 -1.179990e-03 -0.0003642734
#> jackdaniels    -5.032865e-04 -2.133471e-03  1.457150e-04 -0.0007421376
#> jb             -6.252763e-04 -1.068694e-03  2.480485e-04 -0.0012779648
#> johnniewalker   5.173429e-04 -1.616008e-03  3.050870e-04 -0.0017541528
#> magallan        1.070598e-03  2.807696e-05 -9.598212e-06 -0.0008434404
#> makersmark      2.630934e-04 -1.571250e-03 -3.711217e-04 -0.0014299088
#> oban           -2.798357e-04 -9.061662e-04  7.605150e-04 -0.0005982398
#> oldpotrero     -7.682701e-04 -3.189202e-04 -1.292703e-03 -0.0004288338
#> redbreast      -4.639071e-04 -6.413198e-05 -1.338260e-03 -0.0002888724
#> tamdhu         -7.332551e-04 -1.369532e-03 -2.418841e-04 -0.0008026583
#> wildturkey      1.454628e-04 -8.134531e-04  2.078593e-04 -0.0009947430
#> yoichi          5.982287e-04 -6.939296e-04 -3.599693e-04 -0.0010059628
#>                          A23           A24           A25           A26
#> brahma         -5.735915e-04 -7.299627e-04 -5.033864e-04 -4.409200e-04
#> caney          -3.939390e-04 -4.249811e-04 -3.278067e-04 -2.777037e-04
#> chimay         -6.410642e-04 -3.497060e-04 -3.987327e-04 -3.797373e-04
#> corona         -1.717514e-04 -8.503422e-04 -5.002657e-04 -6.613581e-04
#> deusventrue    -2.719114e-04 -1.349406e-04 -4.678471e-04 -6.742999e-05
#> duvel          -7.818289e-04  3.932732e-04 -9.314404e-06 -2.825668e-05
#> franziskaner   -4.046305e-04 -1.021761e-03 -4.715859e-04 -6.988167e-04
#> grimbergen     -7.620525e-04 -3.869953e-04 -6.922240e-04 -3.085118e-04
#> guiness        -1.351687e-03 -8.291494e-04 -9.365808e-04 -3.617216e-04
#> hoegardeen     -2.498091e-04 -8.130813e-04 -3.461347e-04 -4.976229e-04
#> jupiler        -2.215773e-04 -5.697297e-04 -2.066056e-04 -4.092564e-04
#> kingfisher     -3.967327e-04 -7.678531e-04 -5.048256e-04 -5.527247e-04
#> latrappe       -1.006108e-03 -8.063068e-04 -1.898781e-04 -8.045060e-04
#> lindemanskriek -3.973242e-04 -5.696441e-04 -5.273803e-04 -3.157960e-04
#> nicechouffe    -3.297171e-04 -2.842429e-04 -4.972024e-04 -2.750759e-04
#> pecheresse     -4.105892e-04 -5.570638e-04 -2.828138e-04 -3.578320e-04
#> sierranevada   -1.099662e-03 -1.387875e-04 -9.442991e-04  1.096631e-04
#> tanglefoot     -1.635148e-03 -4.770303e-05 -1.168425e-03 -3.445467e-04
#> tauro          -1.625056e-04 -5.661598e-04 -1.964170e-04 -4.236883e-04
#> westmalle      -4.429987e-04 -3.005871e-04 -4.540035e-04 -1.575977e-04
#> amrut          -7.244893e-05 -8.542750e-04 -5.559353e-04 -3.654990e-04
#> ballantines    -1.390100e-03 -1.531693e-04 -8.488486e-04 -2.444936e-04
#> bushmills      -7.789744e-05 -8.117072e-04 -1.020809e-04 -5.697088e-04
#> chivas         -1.346262e-03 -5.894841e-04 -3.746380e-04 -6.807200e-04
#> dalmore        -7.044950e-04 -1.289471e-03  5.765490e-05 -1.174635e-03
#> famousgrouse   -5.212407e-04 -5.448013e-04 -3.704556e-04 -1.542122e-04
#> glendronach    -1.149506e-04 -1.118511e-03 -6.721453e-04 -5.846057e-04
#> glenmorangie   -2.822714e-04 -8.637078e-04 -6.676302e-04 -4.433941e-04
#> highlandpark   -1.555117e-03 -4.896530e-04 -7.493971e-04 -2.547851e-04
#> jackdaniels    -4.989083e-04 -7.889162e-04 -1.216612e-03 -2.005722e-04
#> jb             -7.216180e-04 -1.498284e-03 -5.639723e-04 -6.661035e-04
#> johnniewalker  -8.869808e-05 -1.130499e-03 -6.767161e-05 -5.211472e-04
#> magallan        1.136414e-04 -3.351403e-04  4.998842e-04 -1.129039e-04
#> makersmark     -8.579604e-04 -2.116652e-04 -7.427828e-04 -2.690318e-04
#> oban            5.678546e-05 -1.123786e-03 -3.954051e-04 -5.501621e-04
#> oldpotrero     -9.468502e-04 -4.171101e-04 -7.033424e-04 -7.954337e-04
#> redbreast      -1.186983e-03 -3.016778e-04 -5.536010e-04 -4.264666e-04
#> tamdhu         -3.844344e-04 -8.220193e-04 -7.701044e-04 -5.589579e-04
#> wildturkey     -1.178700e-03 -7.132883e-04 -9.516387e-04 -4.435690e-05
#> yoichi         -1.459839e-03 -7.921361e-04 -1.086323e-03  8.118876e-06
#>                          A27           A28           A29           A30
#> brahma         -3.652079e-04 -2.976623e-04 -3.220750e-04 -2.405557e-04
#> caney          -4.543725e-04 -1.340038e-04 -1.715288e-04  8.287078e-05
#> chimay          1.897326e-04 -3.220192e-04  1.012090e-04 -3.939649e-04
#> corona         -5.628453e-04 -2.866408e-04 -6.301550e-04 -2.277373e-04
#> deusventrue    -4.081023e-04 -6.793693e-06 -2.278672e-04 -1.602607e-04
#> duvel          -4.501744e-05 -5.229843e-04  8.047695e-05 -3.443646e-04
#> franziskaner   -4.854885e-04 -4.750621e-04 -4.823508e-04 -3.278401e-04
#> grimbergen     -4.197697e-04 -1.283767e-04 -1.685585e-04 -1.590373e-04
#> guiness        -6.925029e-04 -3.580901e-04 -5.165405e-04 -1.183717e-04
#> hoegardeen     -4.969737e-04 -2.495808e-04 -4.912037e-04 -6.346919e-05
#> jupiler        -2.483571e-04 -2.993651e-04 -1.920937e-04 -1.788899e-04
#> kingfisher     -5.448135e-04 -4.650672e-04 -5.979427e-04 -3.497510e-04
#> latrappe        1.533756e-04 -5.493115e-04  5.599578e-05 -7.649463e-05
#> lindemanskriek -5.437426e-04 -1.937430e-04 -5.135849e-04 -9.406325e-05
#> nicechouffe    -3.740962e-04 -2.387508e-04 -2.592933e-04 -3.671187e-04
#> pecheresse     -2.370723e-04 -2.125326e-04 -1.635507e-04 -1.002369e-04
#> sierranevada   -5.741030e-04 -3.442510e-05 -3.438660e-04 -1.891307e-04
#> tanglefoot     -1.719313e-04 -4.589738e-04  3.812701e-04 -6.044718e-04
#> tauro          -2.674869e-04 -3.421696e-04 -1.858056e-04 -2.076248e-04
#> westmalle      -5.645719e-04 -1.247868e-04 -4.182225e-04 -4.248077e-05
#> amrut          -3.710587e-04 -6.939239e-05 -6.261379e-04 -2.992623e-04
#> ballantines    -3.251060e-04 -5.994957e-04 -2.757254e-04 -8.154587e-04
#> bushmills      -2.720945e-04 -3.599923e-04 -3.414174e-04 -2.377839e-04
#> chivas         -2.255766e-04 -8.637994e-04 -1.458373e-04 -3.882162e-04
#> dalmore        -9.942863e-05 -7.848302e-04 -5.977677e-04 -2.299701e-04
#> famousgrouse   -6.485656e-04 -2.158172e-04 -7.140961e-04 -1.036337e-04
#> glendronach    -4.429512e-04 -1.668512e-04 -6.373005e-04 -3.195863e-04
#> glenmorangie   -7.765482e-04 -2.094619e-04 -8.242601e-04 -2.409561e-04
#> highlandpark    9.675349e-05 -9.874542e-05  2.967982e-04 -2.470293e-04
#> jackdaniels    -8.279356e-04  2.860995e-04 -6.585185e-04  1.297801e-04
#> jb             -3.654559e-04 -6.181808e-04 -6.228425e-04 -5.440835e-04
#> johnniewalker  -4.614923e-04 -4.769614e-04 -9.140300e-04 -3.536712e-04
#> magallan        1.930942e-04 -4.644705e-04 -1.875115e-04 -4.003883e-04
#> makersmark     -1.422649e-03 -3.876731e-05 -4.450249e-04  2.762661e-04
#> oban           -1.373020e-04 -1.436324e-04 -4.904222e-04 -3.352663e-04
#> oldpotrero     -4.396750e-04 -5.793447e-04 -2.152387e-04 -5.552859e-04
#> redbreast      -2.394329e-04 -7.978188e-04 -2.390723e-04 -5.929331e-04
#> tamdhu         -6.472657e-04 -2.331427e-04 -4.991397e-04 -1.900026e-04
#> wildturkey     -9.059420e-04 -3.046609e-04 -8.375680e-04 -3.434517e-04
#> yoichi         -3.472393e-04  1.165942e-04 -2.819714e-04 -3.541959e-04
#>                          A31           A32 B1            B2            B3
#> brahma         -1.974790e-04 -8.094538e-05  0 -1.900652e-04  3.306231e-04
#> caney          -5.975848e-05 -7.681466e-06  0  5.012013e-04 -3.851293e-04
#> chimay          3.467138e-05 -3.425039e-05  0  1.843629e-04  4.196107e-04
#> corona         -6.391514e-04 -7.778089e-05  0 -3.586724e-04  1.711055e-05
#> deusventrue    -5.672855e-05 -9.370594e-05  0  1.774985e-04 -8.326845e-05
#> duvel           2.041590e-04 -1.384422e-04  0 -4.198782e-04  7.447638e-05
#> franziskaner   -3.511246e-04 -1.887467e-04  0 -8.367911e-04 -3.508429e-04
#> grimbergen     -1.034722e-04 -1.074542e-04  0 -4.478525e-04 -1.575351e-04
#> guiness        -9.701532e-05  9.185850e-06  0  4.379065e-05 -3.284575e-04
#> hoegardeen     -3.894108e-04 -1.449367e-05  0 -1.402306e-05  3.803656e-04
#> jupiler        -1.358161e-04 -1.366520e-04  0  1.831345e-04 -1.827727e-04
#> kingfisher     -4.164633e-04 -2.558914e-04  0 -1.644074e-04 -3.059412e-04
#> latrappe       -6.701359e-05  2.760955e-04  0  2.164816e-04  1.803082e-04
#> lindemanskriek -2.873840e-04  2.669199e-06  0  4.100249e-04  2.208045e-04
#> nicechouffe    -1.738180e-04 -3.703168e-04  0  5.495158e-04 -2.042167e-05
#> pecheresse     -1.028221e-04 -5.676952e-05  0  2.181959e-04 -7.311833e-05
#> sierranevada   -3.941502e-05 -1.245511e-04  0 -2.089826e-04 -3.847117e-04
#> tanglefoot      3.701320e-04 -3.628268e-04  0  2.257469e-04 -2.009399e-04
#> tauro          -1.470322e-04 -2.627287e-04  0  1.762712e-04 -8.961804e-05
#> westmalle      -1.340963e-04 -3.584753e-05  0  2.683034e-04  5.829510e-04
#> amrut          -6.740665e-04 -1.263649e-04  0  3.259091e-04  3.840090e-04
#> ballantines    -3.000458e-04 -5.620135e-04  0 -8.980074e-06  1.013064e-03
#> bushmills      -3.951078e-04 -2.398475e-04  0  8.084328e-04  8.012671e-04
#> chivas         -6.925496e-05 -8.800981e-06  0  6.073651e-04  3.070684e-04
#> dalmore        -7.809275e-04  7.011618e-05  0  1.097768e-03  6.881659e-04
#> famousgrouse   -4.672213e-04 -9.582100e-05  0  1.287495e-04 -1.324051e-04
#> glendronach    -7.048583e-04 -1.975745e-04  0  4.149836e-04  1.394907e-04
#> glenmorangie   -6.325151e-04 -2.741086e-04  0  8.773153e-05 -6.257124e-05
#> highlandpark   -7.059637e-05 -2.569712e-04  0 -6.291662e-04 -7.091405e-04
#> jackdaniels    -4.208486e-04  7.987137e-05  0  1.828207e-04 -5.854778e-04
#> jb             -3.650894e-04 -2.691260e-04  0  5.770034e-04  1.295536e-04
#> johnniewalker  -8.042786e-04 -1.053716e-04  0  1.610309e-03  1.521699e-03
#> magallan       -1.549710e-04 -9.098292e-05  0 -1.110357e-03 -1.017379e-03
#> makersmark     -5.759001e-04 -6.063122e-04  0 -2.272912e-03 -1.921977e-03
#> oban           -6.414803e-04 -1.069347e-04  0  5.217373e-04  3.289690e-04
#> oldpotrero     -3.440437e-04 -2.888371e-04  0 -4.566144e-04  2.434271e-04
#> redbreast       1.079718e-05 -2.434157e-04  0  1.568632e-04  1.213587e-04
#> tamdhu         -4.031862e-04 -2.196594e-04  0  1.013117e-03  4.671170e-04
#> wildturkey     -3.706899e-04 -3.840752e-04  0  9.489660e-04  9.344159e-04
#> yoichi         -2.793226e-04 -3.702781e-04  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           B13           B14           B15
#> brahma         -1.917814e-04 -4.415768e-05 -1.760152e-06  2.542883e-05
#> caney           2.011956e-05 -2.220739e-04  9.710885e-05 -2.929034e-05
#> chimay         -3.197006e-06  3.218682e-04 -2.136764e-04  2.996248e-04
#> corona         -6.091420e-06 -1.616363e-04 -1.409505e-05 -3.036983e-04
#> deusventrue    -2.794108e-04 -2.410553e-04 -5.766037e-06 -1.013081e-04
#> duvel           1.659893e-04 -2.147276e-05 -7.372516e-05 -1.697182e-05
#> franziskaner   -2.140707e-04  1.309236e-04 -1.825897e-05  9.453212e-05
#> grimbergen      1.890428e-04  2.030487e-04  4.494496e-05  2.047563e-04
#> guiness        -2.602631e-04 -1.363068e-04 -1.037229e-05  4.860333e-05
#> hoegardeen      2.814325e-04  1.153058e-04  7.690851e-05 -7.760464e-05
#> jupiler        -1.151375e-04 -1.062093e-04 -1.414838e-04 -5.844711e-06
#> kingfisher      1.550433e-04  3.863328e-05  1.987871e-04  8.556756e-05
#> latrappe       -1.942322e-04  3.505642e-04 -2.308454e-04  6.983853e-05
#> lindemanskriek -5.113408e-05  4.601614e-05  2.027442e-05 -3.838834e-05
#> nicechouffe     4.652882e-05  1.804172e-04 -1.750016e-04  2.230781e-04
#> pecheresse      1.587407e-04 -2.017244e-05  7.161075e-05 -1.571287e-04
#> sierranevada    3.125122e-05  4.681375e-05 -5.698779e-05  5.098577e-05
#> tanglefoot     -9.215486e-05  2.005060e-05 -6.143058e-05 -1.075625e-04
#> tauro           1.226045e-04  1.507290e-04  8.074917e-05  1.647359e-04
#> westmalle       4.757341e-05  1.853084e-04  3.602525e-05 -1.202643e-06
#> amrut          -9.179140e-05 -1.098218e-04 -7.874144e-05 -6.180094e-05
#> ballantines     3.235267e-04 -2.822891e-04  3.832439e-04 -3.134129e-04
#> bushmills       2.015409e-04 -9.005687e-05  1.551691e-04 -1.474612e-04
#> chivas         -6.666931e-05  2.594754e-05 -1.465818e-04 -3.962153e-05
#> dalmore        -9.894417e-05  1.384451e-04 -3.536678e-05  1.404756e-04
#> famousgrouse   -7.211196e-05  3.016994e-05 -2.020980e-04 -1.375501e-04
#> glendronach    -9.224044e-05 -7.327995e-05 -4.780469e-05 -6.055072e-05
#> glenmorangie    6.261072e-05 -3.298471e-05  8.810869e-05  7.353097e-05
#> highlandpark    1.369676e-04 -2.344619e-04  1.400952e-04 -7.669050e-05
#> jackdaniels     3.169089e-04  3.555232e-04  1.821979e-04  7.868212e-05
#> jb             -5.463792e-05  1.038743e-04 -1.519486e-05 -1.559990e-05
#> johnniewalker  -5.200179e-05 -4.843014e-04 -2.187679e-04 -2.056380e-04
#> magallan       -1.072102e-04  1.704278e-05 -6.741317e-05 -2.205709e-05
#> makersmark      8.085419e-06 -3.964151e-04 -3.192971e-04  5.139474e-04
#> oban           -6.805926e-05 -6.673682e-05  7.219949e-05  1.027476e-04
#> oldpotrero     -3.604369e-04  2.247342e-04 -4.303685e-04  9.031801e-05
#> redbreast       1.217829e-04  9.014972e-05  1.107807e-04 -3.676530e-05
#> tamdhu         -2.219702e-04  1.160413e-05 -4.931877e-05  5.098733e-05
#> wildturkey      2.260401e-05  5.912870e-06  2.723819e-05  2.216640e-05
#> yoichi          1.472054e-04  3.703653e-06  3.359119e-05 -7.624301e-05
#>                          B16           B17           B18           B19
#> brahma         -1.024642e-04 -8.031982e-05 -7.433041e-05  2.949173e-05
#> caney           1.467454e-04 -1.500259e-05  8.962807e-05  1.017678e-04
#> chimay         -4.160132e-04  2.173693e-04 -2.232850e-04  1.410948e-04
#> corona          1.562544e-04 -1.863667e-04  1.898815e-04 -3.051700e-04
#> deusventrue     2.687631e-04 -5.866990e-05  2.532389e-04  4.683303e-05
#> duvel           8.924870e-05  1.724312e-04  1.497399e-04  1.188058e-04
#> franziskaner    2.076190e-05  5.303781e-05  1.447445e-04  2.813898e-05
#> grimbergen      1.197492e-04  9.559379e-05 -1.078603e-04 -4.345587e-05
#> guiness        -1.231218e-04  8.402517e-05 -5.232981e-05  1.549783e-04
#> hoegardeen      5.139144e-05 -1.331768e-04 -2.258407e-05 -2.391701e-04
#> jupiler        -9.634201e-05  7.584032e-05 -2.484072e-05  1.230285e-04
#> kingfisher      1.629910e-04  1.538249e-05  6.406877e-05 -8.623734e-05
#> latrappe       -3.333379e-04 -2.151666e-04 -1.793420e-04 -1.972264e-04
#> lindemanskriek  1.913674e-05 -2.214246e-05  6.308868e-05  1.058368e-04
#> nicechouffe    -1.476434e-04  1.487541e-04 -3.189322e-04  7.671453e-05
#> pecheresse     -1.502647e-05 -1.256547e-04 -2.111016e-05 -1.795287e-04
#> sierranevada   -1.612513e-04  6.781737e-05 -1.868408e-04  1.545018e-04
#> tanglefoot     -2.075450e-04 -6.190151e-05  7.110212e-05  1.907329e-04
#> tauro          -2.608415e-05  7.036816e-05 -1.112206e-04 -2.070534e-07
#> westmalle       1.555977e-04  2.494345e-05  2.457638e-04 -3.753649e-05
#> amrut          -5.808395e-05 -5.726583e-05 -4.347323e-05 -4.142367e-05
#> ballantines     2.695725e-04 -1.723254e-04  6.902277e-05 -2.491346e-05
#> bushmills       2.003848e-05 -1.361937e-04 -3.959514e-05 -8.151185e-05
#> chivas         -8.163047e-05  6.400487e-05  2.496293e-05  3.670116e-07
#> dalmore         5.018616e-05 -2.426364e-05  1.517115e-05 -7.169745e-05
#> famousgrouse   -5.272581e-05  2.433801e-05  7.999124e-05  1.472625e-05
#> glendronach    -3.899954e-05 -1.372083e-04 -6.680409e-05 -1.191487e-04
#> glenmorangie    9.340889e-05  8.779820e-06  1.467657e-06 -4.863149e-05
#> highlandpark   -5.506078e-05 -4.375426e-05 -1.601530e-04  1.023000e-05
#> jackdaniels     1.592122e-04  1.994958e-04  4.570234e-04  2.251557e-04
#> jb             -1.185695e-04 -8.893584e-05  3.900650e-06  1.331244e-05
#> johnniewalker   1.378430e-04  1.149116e-04  3.109675e-04  2.515221e-04
#> magallan       -1.015593e-04 -4.418979e-06 -3.238623e-05  3.993857e-05
#> makersmark      1.443085e-04  1.724064e-04 -5.251779e-04  1.746597e-04
#> oban            9.860858e-05 -4.593528e-05 -8.084187e-05 -5.853302e-05
#> oldpotrero     -2.725407e-04  1.367096e-04 -1.893404e-04 -2.795346e-06
#> redbreast       1.181494e-04 -9.309777e-06  1.628999e-04 -2.745219e-05
#> tamdhu         -4.983723e-05 -7.376290e-05 -1.044426e-04 -7.987732e-05
#> wildturkey     -1.630103e-04 -3.611579e-06 -1.779304e-04 -3.570358e-05
#> yoichi          2.484339e-05  1.257615e-05  9.503541e-05  2.723700e-05
#>                          B20           B21           B22           B23
#> brahma         -1.727433e-05  3.737724e-05 -9.462283e-06 -4.267458e-05
#> caney           1.631617e-04  1.508881e-04  1.414211e-04  1.088653e-04
#> chimay         -3.610984e-05 -1.712342e-04  2.100688e-05 -3.082575e-04
#> corona          5.852024e-05 -1.892126e-04  1.439899e-04 -1.701985e-04
#> deusventrue     1.245832e-04  7.313250e-06 -1.170924e-04  1.347852e-04
#> duvel           1.101660e-04 -1.728305e-05  9.542637e-05 -1.277279e-04
#> franziskaner    1.795671e-04  6.095791e-06  1.990743e-04  7.411105e-06
#> grimbergen     -5.951324e-05 -1.402638e-05 -1.801951e-04 -1.396215e-04
#> guiness        -2.255777e-05 -1.319653e-05 -1.127083e-04 -8.149761e-05
#> hoegardeen     -1.346868e-04 -3.083842e-04 -1.133545e-04 -2.005817e-04
#> jupiler        -2.427445e-05  1.297878e-04  3.863779e-05  1.328010e-04
#> kingfisher      1.719032e-05 -8.315015e-05 -5.685565e-06 -4.528561e-05
#> latrappe        7.799543e-05 -1.931198e-04  5.065654e-05 -2.027860e-04
#> lindemanskriek  9.064003e-05  1.285962e-04 -7.498356e-05  9.866433e-05
#> nicechouffe    -2.076616e-04  3.715694e-05 -1.897096e-04 -8.192524e-05
#> pecheresse     -6.967807e-05 -1.204336e-04 -4.034586e-05 -8.286053e-05
#> sierranevada   -1.253536e-04  2.231407e-04 -7.914671e-05  2.030511e-04
#> tanglefoot      1.265752e-04  3.645141e-05  8.153378e-05  1.463325e-04
#> tauro          -1.673200e-04 -3.795493e-05 -2.216782e-04 -9.138492e-05
#> westmalle       1.513049e-04 -8.741209e-05  1.191689e-04  4.122166e-05
#> amrut          -1.620938e-05 -4.241691e-05 -2.872726e-05 -7.706793e-05
#> ballantines    -9.511720e-05  3.497929e-05 -1.525410e-04  3.344485e-05
#> bushmills      -1.692696e-05 -1.985027e-05 -5.673431e-05 -4.245935e-05
#> chivas         -3.520791e-05 -3.239497e-05  3.624818e-05 -7.905990e-05
#> dalmore         1.335714e-04  4.821092e-05  3.029999e-05 -2.866421e-05
#> famousgrouse    3.446106e-05 -9.287266e-05 -5.252847e-05 -1.166408e-04
#> glendronach    -8.818028e-06 -5.284867e-05 -4.842191e-05 -1.083835e-04
#> glenmorangie   -1.128407e-05  4.185137e-05  6.424851e-05  3.040985e-05
#> highlandpark   -6.621924e-05  2.623244e-05  5.174724e-05 -4.722625e-05
#> jackdaniels     3.551884e-04  1.445123e-06  2.762319e-04  1.240702e-04
#> jb             -2.384959e-06 -6.979310e-05 -8.136968e-05 -2.918739e-05
#> johnniewalker   2.572639e-04  2.352637e-04  2.062948e-04  1.853106e-04
#> magallan        8.388080e-05  2.286704e-05  8.619190e-05 -1.114752e-06
#> makersmark      1.772977e-04  4.534530e-04 -1.701385e-04 -2.389260e-04
#> oban            5.722186e-05  9.730784e-05  2.947083e-05 -4.596947e-05
#> oldpotrero     -9.109679e-05 -1.485829e-05  8.622920e-05 -7.160617e-05
#> redbreast       1.465601e-04 -2.217205e-05  6.081711e-05  5.593471e-05
#> tamdhu         -4.444590e-05 -9.622733e-05 -5.446212e-05 -7.968429e-05
#> wildturkey     -6.312522e-05 -8.731978e-05 -9.045224e-05 -1.442588e-04
#> yoichi         -6.770553e-06 -7.074253e-06 -3.277625e-05  3.448357e-05
#>                          B24           B25           B26           B27
#> brahma          3.357899e-05  1.692467e-05  1.346898e-04  1.323552e-05
#> caney           8.041007e-05  1.705793e-04  6.811154e-05  6.205877e-05
#> chimay          6.975068e-05 -3.230519e-04  2.772097e-05 -1.930852e-04
#> corona          2.066873e-05 -1.628616e-04  7.895544e-05  9.425535e-06
#> deusventrue    -1.235701e-04  1.790799e-04 -1.724233e-04  1.249888e-04
#> duvel           7.759496e-05 -1.131994e-04  1.749479e-04  5.630411e-05
#> franziskaner    2.096840e-04  5.258363e-05  2.046122e-04  9.602614e-05
#> grimbergen     -1.934331e-04 -5.077219e-05 -9.668195e-05 -1.152902e-05
#> guiness        -3.540174e-05 -1.382297e-04 -7.048572e-05 -2.514223e-04
#> hoegardeen     -1.012696e-04 -2.098450e-04 -1.981990e-04 -1.709484e-04
#> jupiler         4.995495e-05  9.924240e-05  3.292957e-05  6.028515e-05
#> kingfisher     -4.338832e-05  2.094242e-06 -1.091127e-04  1.809903e-05
#> latrappe        4.481099e-05 -9.750492e-07  1.320075e-04  1.075270e-04
#> lindemanskriek -6.757003e-05  1.553763e-04 -7.707839e-05  5.131619e-05
#> nicechouffe    -5.530183e-05 -1.113497e-04  1.000706e-04 -1.285347e-04
#> pecheresse      3.202237e-05 -8.922353e-07  7.525484e-05  6.328643e-06
#> sierranevada   -3.979424e-05  2.215211e-04  6.707671e-05  1.786146e-04
#> tanglefoot      2.668517e-04  2.207476e-04  1.806422e-04  1.175903e-04
#> tauro          -2.201592e-04 -1.334780e-04 -1.668332e-04 -1.334782e-04
#> westmalle       1.494564e-04  7.630565e-05  6.478230e-05  8.574062e-05
#> amrut          -7.423616e-05 -9.642488e-05 -6.096081e-05 -5.130361e-05
#> ballantines    -1.139455e-04 -5.063695e-06 -7.587876e-06 -8.630156e-05
#> bushmills      -1.070090e-04 -5.351683e-05 -6.508694e-05 -4.250557e-05
#> chivas         -6.203789e-05 -1.131152e-04 -2.118968e-05 -2.011372e-05
#> dalmore        -1.052443e-04  1.314585e-04  6.223813e-05  8.974265e-05
#> famousgrouse    9.201751e-06 -3.069921e-05  6.168392e-05 -2.812213e-05
#> glendronach    -9.443193e-05 -9.402038e-05 -6.862198e-05 -6.239359e-05
#> glenmorangie    8.064676e-06 -9.115729e-05  2.092771e-05 -6.525547e-06
#> highlandpark    1.656563e-04 -1.197451e-04  1.990472e-04 -1.607961e-04
#> jackdaniels     3.141428e-04  1.438902e-04  1.360127e-04  7.677775e-05
#> jb             -5.981547e-06  3.209775e-05 -5.872919e-05 -4.055534e-05
#> johnniewalker   1.090105e-04  2.440030e-05  4.631195e-05 -6.158105e-05
#> magallan        4.078643e-05 -5.422248e-05  9.397643e-05  1.807366e-05
#> makersmark      7.660151e-05  2.869973e-04  3.123278e-04 -1.724480e-04
#> oban           -8.787218e-05  1.336036e-05  6.898514e-05  1.098895e-04
#> oldpotrero      1.298368e-04 -1.188172e-04  1.233055e-04 -9.419603e-05
#> redbreast       1.608830e-05  1.972762e-05 -8.025162e-06  3.855603e-05
#> tamdhu         -7.215626e-05 -5.300043e-05 -6.775627e-05  2.119539e-05
#> wildturkey     -4.169666e-05 -8.994826e-05  2.380420e-05 -4.889098e-05
#> yoichi         -1.328858e-05  3.447740e-05 -3.698146e-05 -2.869228e-05
#>                          B28           B29           B30           B31
#> brahma          9.806530e-05 -1.691212e-05  1.229728e-04  6.153001e-06
#> caney           4.057485e-05  3.928378e-05  3.848225e-05  5.608283e-05
#> chimay         -2.670005e-05  2.629625e-05 -4.657436e-05  1.626961e-04
#> corona         -1.115351e-05  1.797628e-05 -6.512991e-05  1.430262e-04
#> deusventrue    -1.098118e-04 -7.708499e-06 -1.093334e-04 -1.335296e-04
#> duvel           8.996050e-05 -1.871001e-05 -1.512385e-04 -1.753386e-05
#> franziskaner    1.770497e-04  7.088446e-05  8.138285e-05  5.397908e-05
#> grimbergen     -1.034470e-04  7.562129e-05 -2.509585e-05  1.318461e-04
#> guiness        -1.343019e-05 -2.135015e-04  6.528218e-05 -2.138696e-04
#> hoegardeen     -1.891331e-04 -2.027795e-05 -1.994452e-04  8.440574e-06
#> jupiler         3.698933e-05  4.153355e-05 -1.269451e-05  2.996676e-06
#> kingfisher     -5.937101e-05  4.782661e-05 -4.637724e-05 -1.873467e-05
#> latrappe        3.127671e-05  6.155545e-05  1.090250e-05  1.042136e-04
#> lindemanskriek -7.184754e-05  1.818455e-05 -3.242323e-05 -4.990771e-05
#> nicechouffe     1.757105e-04 -2.027842e-04  2.059657e-04 -1.480986e-04
#> pecheresse      6.500181e-05  3.025513e-05  4.663718e-05  2.857271e-05
#> sierranevada    4.103579e-05  4.237471e-05  8.981611e-05  3.178064e-06
#> tanglefoot      1.359892e-04  1.424025e-04  9.431909e-05  5.521421e-05
#> tauro          -1.277568e-04 -1.387930e-04 -9.102122e-05 -7.700952e-05
#> westmalle       1.603183e-05  4.180181e-05  6.597365e-05  1.291222e-04
#> amrut          -3.381274e-05 -5.523538e-05 -5.099306e-05 -5.156172e-05
#> ballantines     7.017023e-05 -1.808696e-04  3.999426e-05 -1.901792e-04
#> bushmills      -1.565836e-05 -2.836986e-05 -1.194452e-05 -5.279559e-05
#> chivas         -4.979588e-05 -8.638138e-06 -7.040279e-05  4.772406e-05
#> dalmore        -6.494053e-05 -9.744864e-05  6.715816e-05  3.921296e-05
#> famousgrouse    3.214914e-05 -1.031722e-05  8.491463e-05  5.581120e-05
#> glendronach    -6.552423e-05 -4.747638e-05 -6.498987e-05 -2.314333e-05
#> glenmorangie    9.980637e-05 -2.982313e-05  5.485448e-05 -7.232008e-05
#> highlandpark    1.333362e-04 -1.101299e-04  5.583464e-05  3.249483e-05
#> jackdaniels     6.961363e-05  1.125400e-04  6.535658e-05  1.682956e-04
#> jb             -1.163580e-04  1.168139e-05 -1.820077e-05  7.989656e-05
#> johnniewalker   1.843935e-04 -4.029596e-05  2.282147e-04 -1.093759e-04
#> magallan        1.905241e-04 -7.821211e-06  9.830610e-05 -1.616843e-05
#> makersmark     -1.527610e-05 -1.083002e-05  2.667490e-04  5.665387e-05
#> oban           -1.219200e-05 -3.906020e-05 -6.570052e-05  4.842028e-05
#> oldpotrero      1.395086e-04 -1.457807e-05  8.504515e-05 -1.657986e-05
#> redbreast       1.937056e-05 -3.090785e-05  1.655432e-05 -5.152611e-05
#> tamdhu         -7.750763e-05  1.806773e-06 -1.030223e-04 -6.475153e-06
#> wildturkey      2.116661e-05 -3.808603e-05  2.629787e-06  1.485641e-06
#> yoichi         -1.436536e-05 -6.982657e-06  4.571619e-05 -2.867356e-05
#>                          B32 C1            C2            C3            C4
#> brahma          1.217078e-04  0 -1.637571e-03 -3.936895e-03  5.408096e-03
#> caney           1.227213e-05  0  1.239828e-03 -2.845651e-04  3.757825e-04
#> chimay         -4.552776e-05  0 -3.757608e-03 -1.797357e-03 -2.127924e-03
#> corona         -4.547231e-05  0 -1.652864e-03  1.573302e-03  4.897281e-04
#> deusventrue     5.762098e-05  0  1.552775e-03  7.706329e-04 -1.416448e-03
#> duvel          -1.615768e-04  0  2.872128e-04 -5.422392e-06 -7.785717e-04
#> franziskaner    5.143834e-05  0 -1.253868e-03  3.476506e-04  1.004621e-03
#> grimbergen     -7.062906e-05  0  1.700875e-03 -1.452474e-04  4.332935e-04
#> guiness         7.815836e-05  0 -5.088378e-04  1.628258e-03  5.025916e-05
#> hoegardeen     -2.171328e-04  0 -2.538102e-03  6.627214e-04 -1.481847e-03
#> jupiler        -2.081774e-05  0  9.877198e-04 -8.223351e-05  1.286204e-04
#> kingfisher     -3.244750e-05  0  8.355893e-04 -2.193322e-03 -9.853901e-04
#> latrappe        7.681797e-05  0  2.026476e-03  6.109498e-04 -1.518299e-04
#> lindemanskriek -4.318610e-05  0 -1.736348e-03  1.465734e-03 -1.513403e-03
#> nicechouffe     2.418090e-04  0 -5.467071e-04  2.799211e-04 -4.577128e-04
#> pecheresse      5.132538e-05  0  1.796104e-03 -3.206383e-04 -1.338857e-04
#> sierranevada    1.230683e-04  0  9.370620e-04 -7.543929e-04  2.972714e-04
#> tanglefoot     -7.568911e-06  0 -7.405447e-04  3.028807e-04  6.337466e-04
#> tauro           7.872342e-07  0  1.122815e-04 -2.572009e-04 -8.133564e-04
#> westmalle       1.478645e-04  0  1.228197e-03 -2.741133e-04  9.140310e-05
#> amrut          -2.042009e-05  0  4.658444e-04 -4.347520e-04 -3.326225e-05
#> ballantines    -8.925358e-06  0 -5.591149e-04  1.469581e-03 -1.536579e-03
#> bushmills      -2.889262e-05  0 -3.958316e-04  1.944836e-03 -7.053533e-05
#> chivas         -7.474859e-05  0 -1.172232e-03 -1.218925e-03 -3.262755e-05
#> dalmore         8.076785e-05  0  6.958725e-04 -1.680610e-03  6.152298e-04
#> famousgrouse    1.145499e-04  0  7.115395e-05  8.468121e-04 -4.933730e-04
#> glendronach    -4.912820e-05  0 -7.099606e-05  6.421159e-04 -4.706785e-04
#> glenmorangie    1.828692e-05  0 -8.919633e-06 -2.628346e-04  9.674043e-05
#> highlandpark   -4.147565e-05  0 -1.617000e-03  5.528353e-04 -3.372340e-04
#> jackdaniels     6.663192e-06  0  5.328968e-04 -1.540810e-03 -5.769145e-04
#> jb             -6.291564e-05  0 -2.505933e-03 -9.424246e-04 -8.780719e-04
#> johnniewalker   1.655345e-04  0  4.677592e-03 -4.233763e-04 -1.898993e-03
#> magallan        3.047713e-05  0  2.189543e-04  4.632813e-04  1.888985e-04
#> makersmark      1.662543e-05  0  1.698257e-03 -6.596354e-04  3.533379e-04
#> oban            5.922167e-05  0  6.795967e-07  1.085005e-06 -4.641661e-04
#> oldpotrero      5.577825e-05  0 -6.093255e-05  4.513517e-05 -4.902640e-04
#> redbreast       7.687024e-05  0 -1.468386e-03  1.265193e-04 -1.396525e-04
#> tamdhu         -7.372278e-05  0  9.586941e-04  6.330302e-04 -2.779959e-04
#> wildturkey     -4.151273e-05  0 -9.213008e-05 -1.129525e-03 -4.176692e-04
#> yoichi          3.983470e-06  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
#>                          C13           C14           C15           C16
#> brahma         -7.782826e-05 -1.930624e-05  3.379892e-04 -9.611430e-05
#> caney           5.571557e-05  1.585334e-04 -3.676568e-04 -2.424919e-04
#> chimay          2.069414e-04 -1.059161e-04 -5.895162e-05 -4.070464e-04
#> corona         -3.358855e-05  3.794088e-04  7.431417e-05  7.851392e-04
#> deusventrue    -2.738947e-04  7.547067e-04  2.411713e-04  2.337981e-04
#> duvel          -2.899095e-04  1.153102e-04  4.201454e-04 -9.309399e-05
#> franziskaner    2.887549e-04  1.838704e-04 -1.076209e-04 -8.678411e-05
#> grimbergen     -5.441140e-04 -1.117367e-04  8.398864e-05  4.536624e-06
#> guiness         1.002552e-04  4.035924e-04  4.794422e-04 -1.503013e-04
#> hoegardeen     -6.620343e-04 -4.558427e-05  1.793707e-04 -2.548946e-04
#> jupiler         4.922288e-05 -5.590358e-08  1.921737e-04 -1.287978e-04
#> kingfisher     -9.293274e-07  6.058292e-04  1.754447e-04 -1.321970e-04
#> latrappe        1.258799e-05 -4.563834e-04 -3.980325e-04 -3.632376e-05
#> lindemanskriek  3.942243e-05  1.639314e-04  3.621133e-04  2.603456e-05
#> nicechouffe     8.805995e-05  2.917660e-04  1.356673e-04 -1.709613e-04
#> pecheresse     -4.861071e-04 -4.521904e-05 -4.938033e-05  1.569629e-04
#> sierranevada   -2.667776e-04  5.072602e-05 -1.791841e-04 -7.011575e-05
#> tanglefoot      2.953027e-04 -9.831802e-06 -8.747989e-05  1.619364e-04
#> tauro          -9.632911e-05 -9.375203e-05 -4.284123e-05 -2.047570e-04
#> westmalle      -1.393513e-04 -1.584604e-04 -3.324221e-04  2.549518e-04
#> amrut           4.297953e-05  1.515928e-04  8.652384e-05 -1.182304e-04
#> ballantines     1.275977e-04 -1.152623e-04 -9.205056e-05 -4.163553e-09
#> bushmills      -3.457626e-04  4.250469e-05  3.552076e-05 -5.053800e-04
#> chivas         -1.777372e-04 -9.492327e-05 -2.055696e-04  5.817240e-05
#> dalmore         2.367824e-05  3.601473e-04 -1.802035e-04 -7.233793e-05
#> famousgrouse   -5.629740e-04  1.716016e-04  4.970078e-04  1.638608e-04
#> glendronach    -1.861826e-04 -2.166241e-04 -2.725060e-05 -2.919820e-04
#> glenmorangie    4.284188e-04 -3.059123e-04  1.548577e-07  5.323021e-05
#> highlandpark   -5.202986e-05 -4.127667e-05  2.586090e-05 -1.032951e-04
#> jackdaniels     5.896938e-05 -4.375330e-04  4.011936e-04  2.314189e-04
#> jb             -2.916919e-04 -5.900720e-04 -2.136720e-04  7.329517e-05
#> johnniewalker  -1.479419e-04  3.073803e-04  3.149823e-04  3.938711e-04
#> magallan        1.154100e-04  2.200612e-04  3.321945e-04  7.696785e-05
#> makersmark      3.337325e-04 -1.068357e-05  4.436158e-04  1.721234e-04
#> oban           -2.999197e-04  1.035791e-04 -1.810039e-04 -1.185358e-04
#> oldpotrero     -5.099520e-04 -2.591210e-04 -1.489559e-04 -4.091994e-04
#> redbreast      -1.790354e-04 -2.991022e-04  1.768442e-04  1.061400e-05
#> tamdhu          2.201204e-04  3.136042e-04 -7.139993e-05 -3.052562e-04
#> wildturkey     -4.051933e-04  1.346852e-05  2.079652e-04 -1.649571e-04
#> yoichi         -1.379502e-04 -2.627384e-04  2.209794e-04  4.497007e-05
#>                          C17           C18           C19           C20
#> brahma         -2.462206e-05  4.542898e-05  2.594677e-04  1.484945e-04
#> caney          -3.200717e-04 -2.643818e-04  1.448941e-04 -1.295417e-04
#> chimay          2.615626e-04  1.230016e-04 -2.602910e-04  4.566772e-04
#> corona          1.619221e-04 -1.010082e-04 -9.475160e-05  4.604978e-05
#> deusventrue     4.889298e-04  3.580373e-04  2.948538e-04 -2.065040e-05
#> duvel           2.191614e-04  8.201863e-05  5.854558e-06 -8.940682e-05
#> franziskaner   -8.092666e-05 -6.457841e-05 -2.824789e-04 -3.859311e-04
#> grimbergen     -3.961946e-04  3.650999e-05  3.213716e-04  1.180102e-04
#> guiness         2.115046e-04  1.749610e-04 -1.746358e-04 -1.581495e-04
#> hoegardeen      7.197760e-05 -2.012077e-04 -2.334965e-04  4.422896e-05
#> jupiler        -2.008260e-05 -2.470511e-04 -1.663822e-04 -1.150708e-04
#> kingfisher     -1.203436e-04  1.416556e-05  1.233551e-04 -1.424855e-04
#> latrappe       -3.509800e-04 -3.539077e-04 -3.910480e-04 -1.488442e-04
#> lindemanskriek  4.564241e-04  6.139873e-05  2.472946e-04 -7.212713e-05
#> nicechouffe     2.088775e-05 -3.045093e-04 -4.116058e-05  9.187509e-05
#> pecheresse      3.099554e-04 -1.756667e-04  1.277428e-04 -9.767197e-05
#> sierranevada   -2.374147e-04  1.934474e-04  3.562142e-04 -2.243221e-05
#> tanglefoot      2.693295e-04 -1.713949e-04 -4.543909e-05 -1.225435e-04
#> tauro          -8.921517e-05 -3.763435e-05  2.081496e-05  5.772223e-05
#> westmalle      -2.914399e-04 -1.082880e-04 -2.262683e-04 -1.303860e-04
#> amrut          -2.450964e-04 -2.485646e-04 -1.839206e-04 -1.708371e-04
#> ballantines    -1.568616e-04 -3.125000e-04 -5.701268e-05 -4.566974e-04
#> bushmills       4.389152e-04  1.152775e-04 -2.553003e-05 -2.255408e-04
#> chivas          7.206033e-05 -4.803968e-06  1.003524e-04 -5.006564e-05
#> dalmore        -1.373879e-04 -3.425411e-04  1.887325e-04 -6.857783e-05
#> famousgrouse    1.098427e-04  3.769386e-04 -4.635939e-05 -4.732985e-04
#> glendronach     7.079193e-05  6.679345e-05 -1.471216e-05 -3.174342e-05
#> glenmorangie   -2.887843e-04  3.663345e-06  8.615632e-05  1.443928e-04
#> highlandpark    4.361895e-05 -3.546641e-04 -2.543206e-04 -1.334150e-04
#> jackdaniels     6.397125e-04  3.132485e-04 -2.083165e-04  2.659526e-04
#> jb             -1.357708e-05  6.999975e-06  1.014748e-04  1.390686e-04
#> johnniewalker   2.315024e-04 -7.245385e-04 -2.532287e-04 -1.843753e-04
#> magallan        2.912400e-04  2.959502e-04  2.326573e-04  2.930574e-04
#> makersmark     -2.361525e-04 -2.818088e-05  4.879862e-04  3.105270e-05
#> oban           -1.633058e-04 -9.438665e-05  1.228272e-04  3.653250e-05
#> oldpotrero      5.903880e-06 -3.358189e-04  1.091066e-04  3.691985e-04
#> redbreast      -2.352497e-04  3.310177e-04  4.139320e-05  6.943862e-05
#> tamdhu         -3.526671e-04 -1.708794e-04 -2.559883e-04 -1.303370e-04
#> wildturkey     -1.566046e-04  3.186305e-04 -2.758046e-04 -4.246431e-05
#> yoichi          9.430638e-06  2.581787e-04  1.886038e-04 -4.095463e-05
#>                          C21           C22           C23           C24
#> brahma         -2.357683e-04 -3.255489e-04 -3.888181e-05  1.601136e-04
#> caney           1.953747e-04 -2.101846e-04 -1.492333e-04  3.676434e-04
#> chimay         -2.692597e-04  2.257056e-04 -1.397033e-05 -5.646081e-05
#> corona          1.999724e-04  6.189685e-05 -3.340597e-04 -1.953675e-04
#> deusventrue     1.591834e-04 -2.832760e-04  1.458864e-04 -8.427409e-05
#> duvel          -2.955388e-04 -1.892748e-05 -2.437293e-04 -1.378691e-04
#> franziskaner   -1.525330e-04  1.618032e-04 -5.139084e-05 -1.606879e-05
#> grimbergen      3.164260e-04 -1.221952e-05  1.167013e-04  3.467071e-04
#> guiness        -3.339505e-04 -1.886574e-04 -2.230582e-04 -1.727871e-04
#> hoegardeen      1.874664e-04  1.600131e-04  1.958262e-04 -1.223848e-04
#> jupiler        -1.957295e-04  1.587807e-04 -1.426824e-04  8.126834e-06
#> kingfisher     -1.145588e-04  3.095102e-04  1.748363e-04 -2.958698e-05
#> latrappe       -1.023105e-04 -4.186424e-04 -1.825023e-04 -3.951876e-05
#> lindemanskriek -1.380429e-04 -1.370311e-04 -1.728854e-04  1.500360e-04
#> nicechouffe    -3.201139e-04 -4.944808e-04 -1.371930e-05  1.532805e-04
#> pecheresse      2.436237e-04  1.596311e-04 -2.128184e-04  3.576426e-04
#> sierranevada   -1.687220e-05 -5.977664e-05  3.650123e-05  1.326880e-04
#> tanglefoot     -3.427494e-04 -1.813205e-04 -4.801367e-05  5.543276e-06
#> tauro           9.933100e-05  7.064143e-05  2.098766e-04  6.374442e-05
#> westmalle       3.884283e-05  2.556888e-04  2.913800e-04  2.358729e-05
#> amrut          -2.513723e-05 -4.865046e-05  6.915158e-05  9.554616e-05
#> ballantines    -1.402023e-05 -1.177383e-04 -3.066781e-04  1.301059e-04
#> bushmills      -1.016039e-04 -6.256814e-06 -2.782939e-05 -1.900221e-04
#> chivas         -1.197585e-04 -2.656528e-05 -5.029721e-05 -7.452762e-05
#> dalmore         7.727193e-06  4.643119e-06 -1.397221e-04  1.462100e-04
#> famousgrouse   -1.411842e-04  1.102486e-04  3.261561e-05 -1.482466e-04
#> glendronach     1.970525e-07  3.802927e-05 -1.079405e-04 -1.582899e-04
#> glenmorangie    8.129446e-05  3.967154e-05 -3.128011e-04 -1.635773e-05
#> highlandpark   -1.802191e-04 -8.267955e-05 -1.275983e-04  1.323282e-04
#> jackdaniels    -3.325901e-05 -3.256437e-05 -1.762269e-04 -5.790588e-04
#> jb             -2.625235e-04 -1.667028e-04 -3.018992e-05 -5.868382e-05
#> johnniewalker  -2.834732e-04 -4.393571e-04 -5.273623e-04 -5.014701e-04
#> magallan        6.945665e-05 -4.596990e-05  1.673075e-04  1.056113e-04
#> makersmark     -5.032255e-04 -1.915835e-04 -7.805228e-05  2.830415e-04
#> oban            1.973869e-04 -5.481002e-05  1.739785e-05  8.027456e-05
#> oldpotrero      9.772372e-05  5.074158e-04 -1.364118e-04  1.254921e-04
#> redbreast       1.239392e-04 -8.674632e-05  1.488872e-04 -1.211999e-04
#> tamdhu          1.950283e-04  2.290251e-04  1.358859e-04  2.243632e-04
#> wildturkey      1.942568e-04 -2.562719e-04  1.268438e-04  1.317126e-04
#> yoichi         -3.707432e-05  1.186764e-04  2.174843e-04 -1.334328e-04
#>                          C25           C26           C27           C28
#> brahma         -2.168918e-04  5.311528e-06 -1.087851e-04 -1.129037e-04
#> caney           1.277543e-04  1.380997e-04  2.220567e-04  3.358853e-04
#> chimay         -1.984526e-05 -2.262631e-04  9.411602e-05 -1.216533e-04
#> corona         -1.099958e-04 -2.321293e-04  9.791988e-05 -3.093851e-04
#> deusventrue    -3.818007e-04 -1.202012e-04 -8.165642e-05 -2.065725e-04
#> duvel           6.570113e-05  1.163622e-05 -1.505426e-04 -3.998066e-04
#> franziskaner    1.056867e-04  2.160659e-04  9.652675e-05 -1.456826e-04
#> grimbergen      1.243239e-04  2.355805e-04  1.329031e-04  2.166290e-04
#> guiness        -3.127194e-04 -2.147014e-04 -9.180930e-05  6.054615e-06
#> hoegardeen     -1.352939e-04  6.037898e-05  1.957805e-04  4.256147e-04
#> jupiler         1.463359e-04 -3.338668e-05  1.760442e-04  5.815076e-05
#> kingfisher      2.531356e-04 -2.597102e-04 -2.809453e-05 -1.026030e-04
#> latrappe        1.588111e-04  2.847210e-04  1.358552e-04  2.016904e-04
#> lindemanskriek  3.932121e-05  1.442253e-04  2.350166e-05 -2.638866e-05
#> nicechouffe    -3.689553e-04  8.847560e-05 -7.805075e-05 -2.565099e-04
#> pecheresse      6.242504e-05 -2.132918e-04 -3.333979e-05  1.240727e-04
#> sierranevada   -3.679124e-05 -9.493554e-05 -1.092878e-04 -2.741258e-05
#> tanglefoot     -1.101320e-04 -2.362401e-04 -2.339105e-04 -1.321334e-04
#> tauro           8.184466e-05  6.090987e-05 -1.724211e-04  7.187784e-05
#> westmalle       1.390117e-04 -8.097500e-06  2.799535e-04 -2.956551e-05
#> amrut          -9.040566e-06  1.628774e-04  4.928935e-05  1.955840e-04
#> ballantines    -1.881555e-04  7.913061e-05  1.784297e-04  5.278585e-05
#> bushmills      -1.882944e-04  2.576531e-04  1.135306e-04  7.203581e-05
#> chivas         -1.217136e-05  1.459306e-04 -9.685215e-05 -2.166137e-04
#> dalmore        -9.665762e-05 -1.115235e-05 -1.083964e-05 -1.765557e-04
#> famousgrouse    3.163937e-04  4.802734e-04  5.904108e-05 -6.039223e-05
#> glendronach    -1.026367e-04  2.392065e-06 -6.767780e-05  4.176678e-05
#> glenmorangie    2.048456e-04 -1.662791e-04  2.088261e-04  1.762876e-04
#> highlandpark    1.294035e-04  1.854087e-04  1.168264e-04  2.134443e-05
#> jackdaniels    -7.053449e-05 -2.075346e-04 -1.639481e-04 -1.499068e-04
#> jb              5.418975e-05 -8.534276e-05 -2.456867e-05  4.274040e-05
#> johnniewalker   1.110272e-04  3.863564e-04  5.023688e-04  4.238384e-04
#> magallan       -1.464085e-04  8.875416e-05 -2.200694e-04  1.964866e-04
#> makersmark     -5.747589e-05 -2.186057e-04 -4.321386e-04 -2.155324e-04
#> oban            1.759539e-04  1.294537e-04 -1.156101e-04 -1.182355e-04
#> oldpotrero      1.780324e-04  2.109986e-04  4.178527e-04  1.858207e-04
#> redbreast      -1.305587e-04 -1.353161e-04 -5.952368e-05 -5.479947e-05
#> tamdhu          1.030517e-04 -1.192849e-04 -7.804091e-05 -1.508532e-04
#> wildturkey      1.934527e-04  3.215318e-04  1.288810e-06  7.522784e-05
#> yoichi         -1.419941e-04  7.818576e-05 -1.276250e-05  1.358157e-04
#>                          C29           C30           C31           C32
#> brahma          5.059658e-05 -9.818126e-06  5.123235e-06 -1.428490e-04
#> caney           1.965508e-05  1.361109e-04  1.243089e-04 -1.336020e-04
#> chimay         -9.070337e-05 -2.449328e-04 -6.708875e-05  4.022984e-05
#> corona          1.431245e-04 -2.173931e-04 -2.259074e-04 -2.787437e-04
#> deusventrue    -1.783859e-04 -4.874278e-06 -3.212311e-04 -1.202210e-04
#> duvel          -1.385701e-04  6.771122e-05  1.314672e-04  1.274480e-04
#> franziskaner   -3.544520e-05 -1.570021e-04  4.143696e-05 -3.250007e-05
#> grimbergen      1.283964e-04 -1.619576e-04 -5.782503e-05 -7.440839e-05
#> guiness         1.623033e-04  1.124547e-04  1.457427e-04  2.620457e-04
#> hoegardeen      1.488354e-04  1.008707e-04  1.592857e-04  6.914513e-05
#> jupiler        -1.025156e-04 -4.960354e-05 -5.397414e-05  1.393697e-05
#> kingfisher     -2.551041e-04 -7.819386e-05 -4.231436e-04  1.136672e-05
#> latrappe        4.093292e-04  5.106237e-04  4.749064e-04  4.502392e-04
#> lindemanskriek -3.724973e-05 -8.158519e-05 -2.793628e-05 -2.304596e-04
#> nicechouffe    -3.182117e-04  8.423888e-05  2.658457e-04 -1.540389e-04
#> pecheresse      1.880359e-04  1.197157e-04  2.589766e-04  3.113602e-04
#> sierranevada    1.574300e-05 -1.339857e-04 -3.371716e-05  2.780362e-05
#> tanglefoot     -1.327847e-04 -1.552258e-04 -1.073922e-04  1.602931e-05
#> tauro          -2.269286e-04  1.424808e-05 -1.177695e-05  4.677918e-05
#> westmalle       1.383318e-04  1.593729e-04  1.948654e-05 -1.302536e-04
#> amrut           1.270967e-04 -4.365482e-06  6.464597e-05 -1.148550e-04
#> ballantines     6.405210e-05  1.648409e-05  1.047806e-04  1.061185e-04
#> bushmills      -8.378647e-05  2.595240e-05 -5.337516e-05  7.165584e-05
#> chivas          1.016956e-04  6.725272e-06  5.441987e-05  1.470306e-04
#> dalmore         1.881831e-04  1.517540e-04  7.488225e-05  2.682798e-05
#> famousgrouse   -2.725213e-05  3.255800e-05 -5.556833e-05 -2.891368e-05
#> glendronach     3.820905e-05  2.432726e-05  6.797367e-05 -7.383064e-05
#> glenmorangie   -2.481661e-04 -5.482361e-05  8.139003e-05  5.261718e-05
#> highlandpark    2.797181e-05  6.660466e-05  1.954252e-04  1.378264e-05
#> jackdaniels    -1.941603e-04 -7.448475e-05 -1.546534e-04 -1.620665e-04
#> jb              1.500695e-04  1.005877e-04 -2.723725e-06  5.583773e-05
#> johnniewalker   5.239015e-05  4.615600e-05  1.840488e-04  4.954225e-04
#> magallan       -2.830981e-05 -3.374251e-04 -1.457816e-05  1.537940e-04
#> makersmark      2.276041e-04  2.168941e-04  1.270890e-04 -8.071940e-05
#> oban           -9.838630e-05  1.646660e-04  1.708445e-04  4.611304e-05
#> oldpotrero      2.634114e-04  1.184883e-05  1.039594e-04  1.387515e-04
#> redbreast      -1.449013e-04  1.984628e-05 -1.465977e-04 -8.637397e-05
#> tamdhu         -1.684881e-05 -1.183542e-04  2.023348e-04  2.682289e-04
#> wildturkey     -5.207759e-05 -1.906513e-04 -1.833178e-04 -2.062892e-04
#> yoichi         -1.389330e-05 -4.418834e-05  5.367797e-05 -6.039718e-05
#>                       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           D13
#> brahma          0.006789017  0.0048196384  0.007143143  1.926114e-03
#> caney           0.011464283  0.0039468981  0.003663644 -7.807175e-04
#> chimay          0.012590865  0.0018154608  0.002625857 -8.084753e-04
#> corona          0.008346831  0.0027556006  0.002567053  5.432929e-04
#> deusventrue     0.006022626  0.0007085549  0.005811255  2.407200e-04
#> duvel           0.014318246  0.0021405582 -0.001168779 -3.377569e-03
#> franziskaner    0.007215285  0.0030768626  0.006498196  8.028161e-04
#> grimbergen      0.013935311  0.0016133249  0.001782113 -1.816164e-03
#> guiness         0.013609736  0.0052742301  0.006464424 -5.287655e-04
#> hoegardeen      0.007661150  0.0026973921  0.005420800  9.995327e-04
#> jupiler         0.007523271  0.0027339312  0.004363034  1.338460e-03
#> kingfisher      0.006826146  0.0028630395  0.005290393  2.293278e-03
#> latrappe        0.007468498 -0.0011091276  0.003570302  2.011317e-03
#> lindemanskriek  0.007494807  0.0009831097  0.006687031  1.442627e-03
#> nicechouffe     0.007804735  0.0010554318  0.006544953  1.205823e-03
#> pecheresse      0.006507851  0.0023044001  0.005130825  6.852104e-04
#> sierranevada    0.013424754  0.0060565295  0.007716962 -7.405564e-04
#> tanglefoot      0.012760316  0.0055315212  0.008787267  1.064633e-03
#> tauro           0.007452360  0.0026002512  0.004223806  1.378572e-03
#> westmalle       0.005389195  0.0009150318  0.004619774  1.262124e-03
#> amrut           0.008090140  0.0077694214  0.009648834 -1.144556e-03
#> ballantines     0.009641210 -0.0013505569  0.001193993  7.396074e-04
#> bushmills       0.012190958  0.0027373737  0.003932980 -3.732204e-03
#> chivas          0.019338356  0.0019726115  0.002305432 -2.020219e-03
#> dalmore         0.016575636  0.0049437344  0.004000701  5.545799e-03
#> famousgrouse    0.003906640  0.0019458696  0.010187413  3.371833e-03
#> glendronach     0.008581179  0.0087430642  0.009902698 -6.391147e-04
#> glenmorangie    0.007165778  0.0033642678  0.009454943 -1.032963e-03
#> highlandpark    0.003043362 -0.0045393480  0.006887804  5.658900e-03
#> jackdaniels     0.009896143  0.0071305091  0.011652937  1.190034e-03
#> jb              0.011312129  0.0089093269  0.008895351 -2.914444e-03
#> johnniewalker   0.004724823 -0.0013880745  0.003178167 -3.556457e-04
#> magallan       -0.002901850  0.0030725685  0.006182579  4.129056e-03
#> makersmark      0.007706173 -0.0025568628  0.002741739  2.566683e-03
#> oban            0.007789470  0.0092615797  0.008856510 -4.461327e-04
#> oldpotrero      0.009884923  0.0004827760  0.006465018  2.203812e-03
#> redbreast       0.019010171  0.0030489037  0.003575003 -1.081990e-03
#> tamdhu          0.006990252  0.0067355151  0.011091059 -3.536949e-05
#> wildturkey      0.012225665  0.0056575767  0.009083087 -3.677090e-03
#> yoichi          0.001967838 -0.0043542059  0.006408266  2.324685e-03
#>                          D14           D15           D16           D17
#> brahma          0.0031275641  4.157794e-04  0.0019555535  9.890925e-04
#> caney           0.0037093445  1.744155e-03  0.0009874891 -4.753255e-04
#> chimay          0.0009166164  2.220375e-03 -0.0019270610  2.484912e-04
#> corona          0.0058977403  1.606741e-03  0.0024960621 -7.639544e-04
#> deusventrue     0.0033919410  1.559680e-04  0.0015420583  9.082901e-04
#> duvel          -0.0029313189  2.502233e-03  0.0006963735  1.208427e-03
#> franziskaner    0.0041872022  9.225601e-04  0.0024966790  6.722121e-04
#> grimbergen      0.0019309787  1.956568e-03  0.0005450639  2.675718e-04
#> guiness         0.0018638986  2.692559e-03  0.0019352055  1.628688e-03
#> hoegardeen      0.0041552095 -1.065713e-04  0.0016889222 -3.166547e-04
#> jupiler         0.0033244959  9.848065e-05  0.0010603264 -6.525507e-05
#> kingfisher      0.0044673616  1.485094e-03  0.0023979578  6.894989e-04
#> latrappe       -0.0008074752  1.664147e-03 -0.0021635248  7.689496e-04
#> lindemanskriek  0.0037615312  2.793989e-04  0.0016614073  1.352472e-03
#> nicechouffe     0.0038551513  1.311255e-03  0.0016680702  1.116012e-03
#> pecheresse      0.0025371633 -4.489783e-04  0.0008704132 -5.554931e-04
#> sierranevada    0.0005939006  1.474160e-03  0.0011437155  1.682900e-03
#> tanglefoot      0.0004785330  2.150301e-03 -0.0002248900  2.139070e-03
#> tauro           0.0033835451  1.001149e-04  0.0009107426  8.944532e-05
#> westmalle       0.0047945932  5.279402e-04  0.0014031914 -1.127039e-03
#> amrut           0.0006242293 -2.060446e-03  0.0027509103  2.295153e-03
#> ballantines     0.0026091729  2.944401e-03  0.0009597037  1.625268e-03
#> bushmills       0.0008108204 -1.658834e-03  0.0022376452  1.816720e-03
#> chivas         -0.0003126890  3.062126e-03  0.0003784012  3.895628e-03
#> dalmore        -0.0013721769  4.301123e-03 -0.0007346094  1.919821e-03
#> famousgrouse    0.0051280464 -2.095871e-03 -0.0014353739 -1.017602e-03
#> glendronach     0.0007605817 -2.608913e-03  0.0025423072  1.881103e-03
#> glenmorangie    0.0055043581 -3.529733e-04  0.0026449765  8.745923e-04
#> highlandpark    0.0046886634  2.790613e-03 -0.0028451046 -2.803900e-04
#> jackdaniels     0.0006010724 -1.874443e-03 -0.0001609028  1.721536e-03
#> jb              0.0006629365 -6.083868e-04  0.0040546060  2.647929e-03
#> johnniewalker   0.0052579368 -1.293010e-04  0.0022216234 -3.827680e-04
#> magallan        0.0055039424 -8.305055e-04  0.0012832388 -1.151480e-03
#> makersmark      0.0044651474  6.602691e-04  0.0009437839 -7.127560e-04
#> oban            0.0017261768 -1.145758e-03  0.0039396292  1.243568e-03
#> oldpotrero      0.0012186435  2.697974e-03  0.0002678611  1.879572e-03
#> redbreast       0.0008746647  3.392975e-03  0.0003544991  3.091612e-03
#> tamdhu          0.0033713850 -1.628121e-03  0.0024278166  1.560397e-03
#> wildturkey      0.0022983366  8.120105e-04  0.0033344198  2.666378e-03
#> yoichi          0.0060672149  1.801036e-03  0.0002647738 -5.632091e-05
#>                          D18           D19           D20           D21
#> brahma          6.293376e-04  3.896704e-04 -3.229345e-04  3.831138e-06
#> caney          -7.645439e-04 -6.085621e-04 -3.245536e-04 -4.503156e-04
#> chimay         -1.130345e-04  7.926418e-04 -1.780914e-04 -4.887150e-04
#> corona          1.024423e-03  8.842135e-05  4.313700e-04 -4.718718e-04
#> deusventrue    -3.583324e-04  1.286906e-03  6.233120e-05  1.544907e-03
#> duvel          -5.922990e-04 -1.333335e-04  4.815197e-04 -1.758102e-04
#> franziskaner    6.100396e-04  7.764117e-04  5.491195e-05  3.763780e-04
#> grimbergen     -5.904705e-04  4.253926e-04 -2.173942e-04  5.361111e-04
#> guiness        -6.191811e-04 -7.865923e-05 -7.407169e-04 -3.602892e-04
#> hoegardeen      5.654900e-04  3.283770e-05 -1.864209e-04  4.023209e-04
#> jupiler         3.689686e-04 -1.719041e-04  1.184231e-04  2.651784e-04
#> kingfisher      1.154506e-03  1.020985e-03  3.611220e-04  6.291875e-04
#> latrappe       -2.088876e-03 -1.536620e-03 -1.005470e-03 -1.438940e-03
#> lindemanskriek -6.671207e-05  5.595716e-04 -6.809755e-04  2.883840e-04
#> nicechouffe    -4.176123e-04  8.977287e-04 -5.825859e-04  2.514060e-04
#> pecheresse      2.960996e-04 -2.999634e-04 -5.143676e-04  5.298199e-04
#> sierranevada   -1.402891e-03 -7.105184e-04 -1.406023e-03 -3.241741e-04
#> tanglefoot     -4.466706e-04  1.003752e-03 -2.824955e-04 -4.366636e-04
#> tauro           5.077672e-04 -2.475905e-04  3.158794e-04  1.327427e-04
#> westmalle      -4.447622e-04  3.776294e-04  4.195911e-04  8.484127e-04
#> amrut           2.150217e-03  1.310537e-03  5.423311e-04  1.191027e-03
#> ballantines    -2.305305e-04  2.030836e-03  1.037686e-03  1.381778e-03
#> bushmills       1.883389e-03  1.671736e-03  1.085006e-03  1.129204e-03
#> chivas         -7.487816e-04 -1.848059e-04 -7.542402e-04 -6.898937e-05
#> dalmore         1.853381e-03 -1.461692e-03  1.339406e-03 -6.406724e-04
#> famousgrouse    5.138360e-04  2.530545e-03  2.024220e-03  2.987046e-03
#> glendronach     2.040387e-03  1.241204e-03  4.021827e-04  1.360769e-03
#> glenmorangie    3.519697e-04  2.012743e-03 -9.903207e-04  1.364138e-03
#> highlandpark   -2.634427e-03 -2.315674e-04 -8.854821e-04 -4.633894e-04
#> jackdaniels     6.015905e-04  9.398945e-04 -3.644850e-04  2.828080e-05
#> jb              9.951060e-04  8.239419e-04 -2.467022e-04  1.277872e-03
#> johnniewalker   1.083550e-03  1.030500e-03  1.236037e-03  2.082887e-03
#> magallan        2.235758e-03  1.613033e-03  2.732296e-03  1.761473e-03
#> makersmark     -4.496665e-04  9.336664e-04  5.524012e-04  9.525012e-04
#> oban            2.228455e-03 -3.486102e-05 -4.580932e-05  6.453033e-04
#> oldpotrero     -9.114012e-04  1.132774e-03  5.301941e-04  1.186192e-04
#> redbreast      -1.950436e-04  9.281282e-04 -5.109409e-04 -7.237943e-06
#> tamdhu          9.609204e-04  1.925977e-03 -8.205987e-04  3.847804e-04
#> wildturkey     -8.344240e-04  2.028382e-03 -1.207846e-03  1.686608e-03
#> yoichi         -2.196066e-03  1.676181e-04 -1.415373e-03  1.009761e-03
#>                          D22           D23           D24           D25
#> brahma         -6.023925e-04 -3.704707e-04 -8.677815e-04 -7.248682e-04
#> caney          -1.173466e-03 -3.863544e-04 -1.351268e-03 -1.773197e-04
#> chimay         -6.522348e-04 -7.978252e-04 -5.495898e-06 -1.800777e-03
#> corona         -8.788427e-04 -4.830025e-05 -5.870134e-04  7.484502e-04
#> deusventrue     1.415082e-05  7.733248e-04  3.116257e-05 -6.374096e-04
#> duvel          -2.941583e-04 -1.124154e-03 -1.118860e-03 -1.186668e-03
#> franziskaner   -3.051374e-04  2.712854e-04 -3.334307e-04  6.527762e-05
#> grimbergen     -3.660470e-04 -2.386308e-04 -7.363064e-04 -1.136209e-03
#> guiness        -9.874371e-04 -2.115403e-04 -6.115358e-04 -1.042320e-03
#> hoegardeen     -7.912932e-04 -6.136135e-05 -9.776025e-04  1.670660e-04
#> jupiler        -5.807125e-04 -2.182125e-04 -5.863223e-04 -8.468729e-05
#> kingfisher     -1.199056e-04  1.361850e-04 -3.033656e-04 -2.821181e-04
#> latrappe        4.653398e-04 -1.234463e-03  1.614692e-04 -4.335716e-04
#> lindemanskriek -7.295737e-04  4.368240e-06 -5.637679e-05 -1.888630e-04
#> nicechouffe    -3.296172e-04  1.792659e-04 -2.905989e-04 -3.368342e-04
#> pecheresse     -4.971391e-04 -1.135830e-05 -4.110029e-04 -2.045514e-04
#> sierranevada   -6.684311e-04 -3.811855e-04 -4.383820e-04 -5.675429e-04
#> tanglefoot     -9.195349e-05 -2.817236e-04  4.991349e-04 -3.507131e-04
#> tauro          -7.745611e-04  1.012546e-04 -3.658760e-04 -1.334307e-04
#> westmalle      -8.336006e-04 -5.476468e-05 -1.129115e-03  4.607603e-04
#> amrut           3.325703e-04  8.672648e-04  9.145089e-05  7.931481e-04
#> ballantines     6.627349e-04 -3.615268e-04  3.731327e-04 -2.763657e-04
#> bushmills       4.431144e-04  9.888128e-04  1.365332e-06 -1.032528e-04
#> chivas          1.495921e-03 -7.915520e-04  2.552716e-04 -1.400881e-03
#> dalmore         8.620998e-04  5.358565e-04 -2.205899e-04  8.854910e-04
#> famousgrouse    9.740031e-04  7.164023e-04 -5.641393e-04 -5.141442e-04
#> glendronach     6.069209e-04  1.250594e-03  3.418042e-04  8.590618e-04
#> glenmorangie   -7.256586e-04  5.892879e-04 -1.846707e-04 -2.215014e-04
#> highlandpark    7.715184e-04 -1.223845e-04  8.942889e-04 -9.207978e-04
#> jackdaniels    -7.403164e-05  5.163499e-04  2.071492e-05  2.953354e-04
#> jb              1.765633e-04  1.058650e-03  4.504999e-04  2.865430e-04
#> johnniewalker  -8.526645e-05  8.983395e-04 -1.003037e-03  3.799430e-05
#> magallan        7.106320e-04  5.758546e-04 -6.188574e-04  2.465923e-04
#> makersmark     -9.846482e-04 -2.252128e-04 -7.251905e-04  5.910814e-04
#> oban           -1.589051e-04  1.386830e-03  1.430748e-04  6.763321e-04
#> oldpotrero      5.368851e-04 -3.892557e-04  8.146966e-04 -5.819797e-04
#> redbreast       1.204642e-03 -3.265974e-04  4.350358e-04 -4.717577e-04
#> tamdhu         -1.558475e-03 -2.944087e-05 -3.153143e-04  9.049911e-05
#> wildturkey     -2.598572e-05  8.017668e-04  7.628013e-04 -5.490242e-04
#> yoichi         -5.700515e-05  5.679827e-04  1.700043e-04 -7.948749e-04
#>                          D26           D27           D28           D29
#> brahma         -6.395018e-04 -4.053179e-04 -2.320532e-04 -3.997015e-04
#> caney          -2.359438e-04 -2.059137e-04 -5.363116e-05 -5.687334e-04
#> chimay         -1.367853e-03 -1.301151e-03 -1.233134e-03 -5.067907e-04
#> corona         -5.900023e-04  4.867919e-04 -1.429390e-04  4.416367e-04
#> deusventrue    -5.512986e-04 -9.265221e-04 -4.809160e-04 -5.674634e-04
#> duvel          -6.434708e-04 -3.994538e-04 -2.003070e-04 -2.293221e-04
#> franziskaner   -1.310487e-04  2.683871e-04  8.363468e-06  1.249318e-04
#> grimbergen     -1.063777e-03 -1.567251e-03 -9.309061e-04 -1.203667e-03
#> guiness        -4.237703e-04 -5.863080e-04  2.091300e-04 -1.398699e-04
#> hoegardeen     -4.936265e-04 -3.031387e-04 -5.517384e-04 -6.863028e-04
#> jupiler        -4.169136e-04 -2.806707e-04 -4.552180e-04 -5.632157e-04
#> kingfisher     -5.282998e-04 -1.829135e-04 -5.253247e-04 -3.984768e-04
#> latrappe       -2.182854e-05  6.079916e-04 -3.061676e-04  5.585698e-04
#> lindemanskriek -1.286669e-04 -3.587153e-04 -9.683567e-05 -3.789208e-04
#> nicechouffe    -3.874500e-05 -6.006549e-04  1.047084e-04  4.153977e-05
#> pecheresse     -4.871025e-04 -5.084450e-04 -6.217106e-04 -9.046258e-04
#> sierranevada   -5.253493e-04 -9.103329e-04 -1.472245e-04 -6.919569e-04
#> tanglefoot     -2.793185e-04 -9.121267e-04 -5.073682e-04 -7.915067e-04
#> tauro          -3.810949e-04 -1.473809e-04 -5.954522e-04 -6.992086e-04
#> westmalle      -3.036718e-05  4.895830e-05 -5.574292e-04 -1.059941e-03
#> amrut          -6.925384e-05 -6.528198e-06 -7.195273e-04 -4.489611e-04
#> ballantines     5.806837e-04 -4.643040e-05 -1.345115e-04 -4.098110e-04
#> bushmills      -9.920516e-04 -6.515162e-04 -9.939962e-04 -7.524942e-04
#> chivas         -5.786515e-04 -5.643790e-04 -9.594352e-04  1.266319e-04
#> dalmore        -2.071692e-04  9.919664e-05 -6.494984e-04 -8.782649e-04
#> famousgrouse   -9.831707e-04 -2.574344e-04  3.023649e-04  1.759037e-04
#> glendronach    -3.720452e-04 -6.702764e-04 -1.204797e-03 -6.332506e-04
#> glenmorangie    1.026999e-04 -4.035989e-04  8.014678e-04 -2.994170e-07
#> highlandpark   -9.684691e-04 -1.380908e-03 -1.108075e-03 -2.124353e-04
#> jackdaniels    -9.776790e-04 -7.222094e-04 -5.648930e-04 -6.747195e-04
#> jb             -3.242447e-04 -6.974717e-04 -1.963078e-04 -2.453221e-05
#> johnniewalker  -6.179291e-04 -4.241837e-04 -5.206066e-04 -8.604953e-04
#> magallan       -1.348410e-04  3.236837e-04  3.675421e-04  4.734675e-04
#> makersmark     -1.584742e-04 -7.659618e-04 -1.350651e-03 -1.228912e-03
#> oban           -6.637215e-04  5.201189e-05 -4.165461e-04  8.882533e-05
#> oldpotrero     -2.942613e-04 -5.427166e-04 -9.393213e-04 -4.784414e-04
#> redbreast       3.593234e-04 -1.693602e-04 -3.678528e-05  6.092724e-05
#> tamdhu          1.211206e-05 -7.018532e-04  1.418592e-05 -7.508705e-04
#> wildturkey      8.160391e-04 -5.939476e-04  2.147085e-04 -2.764873e-04
#> yoichi         -4.611316e-04 -1.449003e-03 -3.131254e-04 -7.590933e-04
#>                          D30           D31           D32
#> brahma         -3.902515e-04 -4.657627e-04 -4.591314e-04
#> caney          -9.850469e-05  3.166971e-05  1.112523e-04
#> chimay         -8.560520e-04 -4.323199e-04  9.946603e-05
#> corona          2.091023e-04 -7.157752e-05 -1.300100e-04
#> deusventrue     1.040810e-04 -8.204937e-04 -5.065759e-04
#> duvel          -3.433012e-05  3.583444e-04  3.946036e-04
#> franziskaner   -9.090693e-05 -3.654028e-04 -3.017993e-04
#> grimbergen     -9.676903e-04 -7.092697e-04 -3.309973e-04
#> guiness        -3.334034e-04 -4.702548e-05  1.426591e-04
#> hoegardeen     -7.249966e-04 -8.858153e-04 -4.275584e-04
#> jupiler        -5.485198e-04 -6.030643e-04 -3.822469e-04
#> kingfisher     -4.201484e-04 -5.266630e-04 -1.660344e-04
#> latrappe       -1.877748e-04  3.063740e-04  1.703602e-04
#> lindemanskriek -3.260925e-04 -2.780105e-04 -1.944023e-04
#> nicechouffe     3.820829e-04 -4.094818e-05 -2.591452e-05
#> pecheresse     -5.103713e-04 -5.697029e-04 -3.993520e-04
#> sierranevada   -2.174311e-04 -6.020258e-04 -5.489893e-04
#> tanglefoot     -1.002316e-03 -1.046716e-03 -1.052470e-03
#> tauro          -6.452311e-04 -5.544896e-04 -3.477609e-04
#> westmalle      -4.824287e-04 -9.388615e-04  2.676913e-04
#> amrut          -4.766425e-04 -6.277056e-04 -5.517415e-04
#> ballantines    -4.625130e-04 -2.404349e-04 -7.489670e-04
#> bushmills      -4.214640e-04 -1.678949e-04  1.042195e-04
#> chivas         -9.372331e-04 -9.431970e-05 -5.353796e-04
#> dalmore        -7.460785e-04 -1.279118e-03 -9.370873e-04
#> famousgrouse    1.304132e-04 -4.899982e-05  5.462999e-04
#> glendronach    -3.515166e-04 -2.249163e-04 -1.682467e-04
#> glenmorangie    1.997467e-04  6.023239e-05 -2.466944e-04
#> highlandpark   -3.607922e-04  2.362905e-04 -2.757210e-04
#> jackdaniels    -2.447913e-04 -1.353065e-03 -5.253405e-04
#> jb             -1.147366e-04 -3.104326e-04 -2.916444e-04
#> johnniewalker  -6.281539e-04 -1.083614e-03 -2.760545e-04
#> magallan       -3.536734e-04 -1.159514e-04 -4.591237e-04
#> makersmark      7.536380e-04 -2.134843e-04  1.025659e-04
#> oban            2.608163e-04 -3.330292e-04 -4.077367e-04
#> oldpotrero     -5.492801e-04 -3.007036e-04 -1.206675e-03
#> redbreast      -1.042452e-03 -4.929570e-04 -1.024011e-03
#> tamdhu         -5.359179e-04 -4.648454e-04  1.256245e-04
#> wildturkey     -4.068468e-04 -2.847724e-04 -5.372963e-04
#> yoichi         -1.141095e-04 -2.989495e-04 -6.093731e-04
# if you want, say the first 8 harmonics but not the first one
retain <- coeff_sel(retain=8, drop=1, nb.h=32, cph=4)
head(coe[, retain])
#>                      A2         A3         A4          A5          A6
#> brahma      0.006766531 0.09348184 0.01374288 0.023818571 0.008592275
#> caney       0.007368844 0.09542847 0.01449765 0.022207326 0.006665955
#> chimay      0.016535135 0.07571705 0.02736989 0.009876978 0.014306122
#> corona      0.007486279 0.09616977 0.01220177 0.022887407 0.007281456
#> deusventrue 0.019627538 0.09281761 0.02230953 0.015264921 0.014857953
#> duvel       0.022177771 0.06895598 0.03354560 0.009316683 0.021131541
#>                       A7          A8            B2            B3            B4
#> brahma       0.003183571 0.005158502 -0.0001900652  3.306231e-04 -0.0005191749
#> caney        0.003552709 0.007010166  0.0005012013 -3.851293e-04  0.0003333918
#> chimay      -0.004741288 0.007814037  0.0001843629  4.196107e-04  0.0003227901
#> corona       0.005504589 0.007852411 -0.0003586724  1.711055e-05 -0.0005501057
#> deusventrue  0.002521451 0.011391904  0.0001774985 -8.326845e-05 -0.0014033732
#> duvel       -0.001687129 0.011025502 -0.0004198782  7.447638e-05 -0.0006627095
#>                        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
#> duvel        6.107940e-05 -4.746985e-04  2.450959e-04 -1.676532e-04
#>                        C2            C3            C4            C5
#> brahma      -0.0016375711 -3.936895e-03  0.0054080962 -1.259407e-03
#> caney        0.0012398277 -2.845651e-04  0.0003757825 -4.017802e-05
#> chimay      -0.0037576080 -1.797357e-03 -0.0021279238 -4.663387e-04
#> corona      -0.0016528639  1.573302e-03  0.0004897281  1.867708e-04
#> deusventrue  0.0015527752  7.706329e-04 -0.0014164476  1.463377e-03
#> duvel        0.0002872128 -5.422392e-06 -0.0007785717  3.178998e-04
#>                        C6            C7            C8          D2         D3
#> brahma      -3.994402e-03  3.268582e-03  0.0004792269 -0.04602927 0.05240292
#> caney        4.699805e-04  2.518166e-04  0.0006300072 -0.07069129 0.05062805
#> chimay      -7.424827e-05 -8.096453e-05  0.0009946667 -0.09356117 0.04692603
#> corona       6.888736e-04  3.145355e-04  0.0005189042 -0.05755121 0.05150878
#> deusventrue  9.055123e-04 -2.834923e-04 -0.0014439096 -0.11964363 0.05529900
#> duvel        2.219253e-04  5.438377e-04 -0.0000035189 -0.09170033 0.05080071
#>                      D4         D5           D6          D7           D8
#> brahma      -0.03576859 0.03999516  0.011569168 0.015445729 0.0013278090
#> caney       -0.01140063 0.04383297  0.004485691 0.009597789 0.0016029758
#> chimay      -0.01924944 0.03965332  0.017317438 0.010444458 0.0104067305
#> corona      -0.01125295 0.03689351 -0.004664986 0.009465002 0.0001838085
#> deusventrue  0.00713506 0.03861865 -0.000877051 0.013569192 0.0076757796
#> duvel       -0.02401831 0.03036868  0.014867959 0.007642213 0.0154756340