Я делаю МАНОВУ со сплит-графиком в R, используя следующие данные
Data <- read.table(tc <- textConnection("
A Rep B Y1 Y2 Y3 Y4 Y5
A1 1 B1 10.946 22.467 762.548 1.345 20.033
A1 1 B2 10.786 19.975 761.904 1.363 16.378
A1 1 B3 10.241 23.4 776.061 1.37 17.518
A1 1 B4 10.214 23.675 743.886 1.331 26.721
A1 1 B5 10.45 22.425 758.687 1.371 21.799
A1 1 B6 9.652 22.925 718.79 1.346 23.467
A1 1 B7 11.353 29.15 741.312 1.354 22.454
A1 1 B8 9.726 24.55 768.983 1.362 21.277
A1 1 B9 10.409 28.275 775.418 1.358 20.278
A1 1 B10 11.194 27.75 743.243 1.34 20.14
A1 1 B11 10.296 24.15 736.808 1.341 27.561
A1 1 B12 10.476 24.2 741.312 1.338 24.083
A1 1 B13 9.684 19.125 769.626 1.356 18.235
A1 1 B14 8.712 24.65 737.451 1.372 17.431
A1 1 B15 11.25 22.35 756.756 1.355 23.744
A1 1 B16 10.067 24.225 762.548 1.358 16.288
A1 2 B15 11.149 24.1 759.33 1.351 22.232
A1 2 B2 10.782 19.4 759.33 1.368 17.903
A1 2 B10 10.834 27.95 763.191 1.351 21.558
A1 2 B13 10.077 19.7 748.391 1.362 16.45
A1 2 B11 10.202 24.275 747.747 1.348 25.252
A1 2 B5 11.056 23.15 754.826 1.354 24.118
A1 2 B12 9.976 23.225 760.617 1.35 21.212
A1 2 B14 9.791 25.35 750.321 1.382 18.348
A1 2 B8 10.895 25.075 761.261 1.357 20.827
A1 2 B6 9.609 25.125 758.043 1.364 25.108
A1 2 B4 8.852 23.883 758.687 1.348 22.48
A1 2 B16 10.438 20.925 768.983 1.358 16.858
A1 2 B1 10.109 24.675 767.696 1.346 20.561
A1 2 B9 10.882 23.975 784.427 1.355 21.78
A1 2 B7 11.724 25.925 761.904 1.362 19.476
A1 2 B3 9.873 24 772.844 1.356 17.524
A1 3 B13 9.644 21.167 762.805 1.346 19.92
A1 3 B6 9.991 26.5 744.53 1.362 24.05
A1 3 B5 11.265 24.15 758.043 1.333 24.505
A1 3 B14 10.49 25.8 751.608 1.366 15.401
A1 3 B8 10.772 26.525 761.261 1.352 19.184
A1 3 B11 10.604 25.925 753.539 1.352 26.824
A1 3 B3 10.686 23.45 778.635 1.366 17.328
A1 3 B16 9.443 28.75 767.696 1.371 16.968
A1 3 B4 11.723 24.975 752.252 1.342 23.929
A1 3 B7 11.911 28.675 770.913 1.362 20.636
A1 3 B10 11.044 27.925 763.191 1.351 21.936
A1 3 B9 10.1 28.15 774.774 1.359 21.258
A1 3 B1 8.653 22.475 767.696 1.331 20.223
A1 3 B15 10.775 24.15 752.895 1.345 24.161
A1 3 B2 10.24 18.15 774.774 1.366 20.323
A1 3 B12 11.252 25.25 754.826 1.34 23.289
A2 1 B11 1.667 10.1 589.446 1.174 71.956
A2 1 B9 1.595 12.25 671.171 1.204 62.015
A2 1 B7 1.239 9.1 468.992 1.156
A2 1 B8 0.422 11.5 573.075 1.167
A2 1 B10 0.342 9.025 587.511 1.203
A2 1 B13 1.423 9.575 612.612 1.153 74.968
A2 1 B6 1.166 10.025 555.984 1.201 69.652
A2 1 B3 0.98 8.325 581.081 1.162 75.744
A2 1 B2 0.582 7.425 573.075 1.108
A2 1 B4 0.446 8.125 587.511 1.152 90
A2 1 B14 1.221 7.975 593.307 1.176 60.277
A2 1 B1 2.015 9.95 619.691 1.202 76.751
A2 1 B16 1.309 9.075 605.533 1.174 77.219
A2 1 B15 1.1 9.475 595.238 1.149 84.298
A2 1 B12 0.884 6.125 576.099 1.148 80.095
A2 1 B5 0.288 8.475 507.902 1.118
A2 2 B6 0.74 9.325 613.899 1.271 67.744
A2 2 B8 0.508 6.8 673.101 1.223 65.377
A2 2 B3 0.238 5.35 602.96 1.15 76.194
A2 2 B1 0.925 5.45 602.96 1.2 80.177
A2 2 B14 0.475 4.575 1.136 61.903
A2 2 B16 4.518 11.35 649.935 1.187 72.118
A2 2 B2 2.607 8.25 599.742 1.162 82.612
A2 2 B7 1.664 10.7 590.09 1.172 73.57
A2 2 B13 1.584 7.625 559.845 1.157 81.399
A2 2 B9 2.039 15.575 675.675 1.254 60.811
A2 2 B15 2.648 10.1 609.395 1.164 77.74
A2 2 B11 2.277 16.5 633.204 1.205 69.425
A2 2 B5 1.442 9.15 1.146 75.663
A2 2 B12 2.073 10.775 631.274 1.175 68.576
A2 2 B10 1.644 11.45 638.996 1.191 66.842
A2 2 B4 1.312 8 574.646 1.146 79.375
A2 3 B9 3.286 16.775 721.364 1.275 61.76
A2 3 B2 1.931 7.475 599.099 1.157 82.169
A2 3 B13 1.018 6.675 1.144 81.615
A2 3 B1 2.197 11.85 627.413 1.202 82.249
A2 3 B14 0.966 9.85 611.325 1.179 58.796
A2 3 B12 1.024 7.35 1.14 82.797
A2 3 B6 1.498 11.725 637.065 1.251 66.161
A2 3 B16 1.284 9.5 579.15 1.17 73.011
A2 3 B11 1.791 10.775 589.06 1.179 69.603
A2 3 B8 1.679 13 666.666 1.223 64.473
A2 3 B15 1.845 11.1 607.464 1.16 78.837
A2 3 B5 0.98 6.325 1.132 81.264
A2 3 B7 0.831 8.2 1.162 75.246
A2 3 B4 0.873 6.625 553.825 1.122 85.433
A2 3 B3 1.439 11.3 624.195 1.196 61.882
A2 3 B10 1.506 10.825 646.074 1.196 70.917
A3 1 B16 5.183 20.575 773.487 1.333 21.848
A3 1 B6 5.538 20.45 794.079 1.347 23.38
A3 1 B8 6.527 22.325 770.27 1.332 27.505
A3 1 B1 6.076 18.75 784.427 1.346 19.53
A3 1 B14 4.2 21.325 784.427 1.364 17.889
A3 1 B10 6.816 22.225 759.33 1.314 27.247
A3 1 B9 6.629 24.025 794.079 1.357 20.466
A3 1 B5 4.053 14.45 712.998 1.278 34.904
A3 1 B2 6.288 15.5 750.321 1.342 22.114
A3 1 B11 5.62 20.325 767.696 1.323 33.483
A3 1 B13 4.377 13.025 658.301 1.242 45.57
A3 1 B12 5.59 21.075 785.07 1.34 23.19
A3 1 B15 3.83 15.025 722.007 1.288 37.806
A3 1 B7 6.676 20.275 767.696 1.329 27.785
A3 1 B3 5.051 20.75 803.088 1.364 18.018
A3 1 B4 4.691 15.1 709.781 1.284 37.364
A3 2 B1 5.786 19.475 785.07 1.348 19.692
A3 2 B16 5.433 20.55 783.14 1.35 19.014
A3 2 B4 4.784 15.25 703.346 1.263 38.752
A3 2 B5 4.937 15.7 726.512 1.299 33.649
A3 2 B13 5.503 15.95 734.877 1.318 29.355
A3 2 B8 6.365 19.875 769.626 1.325 28.599
A3 2 B2 5.198 14 738.738 1.329 25.158
A3 2 B7 7.124 23.225 775.418 1.33 25.612
A3 2 B9 5.301 21.575 784.427 1.344 24.722
A3 2 B6 5.549 22.075 791.505 1.344 26.306
A3 2 B14 4.559 20.225 784.427 1.368 19.346
A3 2 B3 5.881 18.85 797.297 1.351 24.062
A3 2 B10 5.982 21.225 754.826 1.303 28.48
A3 2 B11 6.196 21.425 766.409 1.32 34.234
A3 2 B12 6.117 21.5 769.626 1.324 26.425
A3 2 B15 5.816 15.625 724.581 1.293 34.943
A3 3 B1 6.181 19.925 789.575 1.34 20.271
A3 3 B11 6.961 20.8 776.705 1.338 31.354
A3 3 B8 6.617 23.25 780.566 1.338 26.629
A3 3 B6 6.959 26 778.635 1.344 23.185
A3 3 B5 5.608 15.475 722.651 1.298 35.883
A3 3 B14 6.548 22.625 789.575 1.374 15.987
A3 3 B4 4.59 13.975 648.005 1.228 48.702
A3 3 B2 6.684 14.1 735.521 1.329 25.888
A3 3 B7 6.774 22.35 763.835 1.325 27.918
A3 3 B16 5.773 22.15 784.427 1.344 21.004
A3 3 B12 7.172 21.925 787.001 1.332 23.976
A3 3 B9 6.584 23.675 796.653 1.349 20.609
A3 3 B13 4.622 14.875 715.572 1.301 31.807
A3 3 B3 5.921 21.55 792.792 1.36 21.521
A3 3 B10 6.278 23.625 769.626 1.315 28.586
A3 3 B15 5.07 15.65 720.077 1.29 35.372
A4 1 B7 10.174 29.15 803.732 1.374 20.431
A4 1 B5 10.025 21.75 785.07 1.348 24.449
A4 1 B1 7.727 30.675 795.366 1.34 23.269
A4 1 B8 9.9 25.2 799.227 1.357 17.634
A4 1 B12 9.7 23.783 793.436 1.348 22.657
A4 1 B15 8.771 21.575 792.792 1.355 22.612
A4 1 B16 10.124 24.35 808.88 1.354 16.704
A4 1 B10 9.621 28.875 803.732 1.359 19.26
A4 1 B4 9.763 21.875 781.853 1.344 25.39
A4 1 B2 9.639 16.775 786.357 1.355 19.489
A4 1 B3 10.835 21.675 795.366 1.353 20.44
A4 1 B6 10.996 25.2 754.826 1.341 34.872
A4 1 B14 9.913 25.9 803.732 1.373 14.841
A4 1 B11 16.508 21.6 787.644 1.349 30.582
A4 1 B13 10.981 20.975 788.288 1.364 15.359
A4 1 B9 10.94 27.5 814.028 1.374 14.328
A4 2 B2 10.606 22.025 796.01 1.359 18.222
A4 2 B15 8.086 21.5 788.288 1.354 23.742
A4 2 B7 9.288 27.717 803.088 1.366 20.544
A4 2 B16 10.224 24.875 811.454 1.356 14.521
A4 2 B6 10.429 27.725 767.052 1.337 28.561
A4 2 B1 10.916 19.1 791.505 1.344 21.068
A4 2 B9 9.913 27.25 816.602 1.371 16.655
A4 2 B8 11.46 25.825 798.584 1.359 19.354
A4 2 B10 9.175 27.575 805.662 1.375 19.988
A4 2 B11 9.41 21.125 780.566 1.328 33.694
A4 2 B4 8.524 21.575 785.07 1.353 24.372
A4 2 B12 9.947 25.6 796.653 1.348 21.886
A4 2 B5 7.93 22.3 791.505 1.361 21.973
A4 2 B13 7.879 21.7 794.079 1.365 15.912
A4 2 B14 11.022 27.875 791.505 1.368 14.528
A4 2 B3 10.699 20.425 794.079 1.352 22.81
A4 3 B10 9.203 29.1 803.088 1.358 18.451
A4 3 B7 8.261 28.875 814.028 1.369 17.177
A4 3 B3 10.8 21.45 795.366 1.359 22.341
A4 3 B13 9.883 21.85 783.14 1.36 15.446
A4 3 B11 8.182 21.3 776.705 1.327 33.511
A4 3 B16 10.23 27.1 805.019 1.35 16.389
A4 3 B14 10.419 26 801.801 1.387 15.209
A4 3 B1 10.556 20.225 794.079 1.344 21.278
A4 3 B12 10.734 25.45 798.584 1.357 20.884
A4 3 B15 10.432 20.75 792.149 1.364 21.516
A4 3 B8 10.359 24.7 796.01 1.356 19.032
A4 3 B9 11.011 25.45 819.176 1.367 16.18
A4 3 B4 12.165 21.875 796.01 1.357 22.221
A4 3 B2 10.919 16.75 790.862 1.354 19.671
A4 3 B6 10.017 27.55 769.626 1.332 32.058
A4 3 B5 10.245 22.025 787.644 1.35 23.351
A5 1 B16 2.03 20.625 755.941 1.36 18.358
A5 1 B6 2.399 21.95 760.479 1.363 17.784
A5 1 B8 4.047 22.65 780.566 1.356 17.449
A5 1 B1 3.651 22.15 794.079 1.359 15.4
A5 1 B14 3.62 21.2 785.07 1.368 14.513
A5 1 B10 4.781 24.525 794.723 1.356 20.509
A5 1 B9 3.255 23.125 814.671 1.38 13.658
A5 1 B5 0.771 714.968 1.326 41.98
A5 1 B2 2.172 19.95 792.149 1.373 14.747
A5 1 B11 3.428 23.75 787.644 1.355 22.675
A5 1 B13 1.981 20.9 769.626 1.352 19.245
A5 1 B12 1.328 26.5 790.862 1.359 18.084
A5 1 B15 2.053 23.225 745.173 1.325 27.575
A5 1 B7 2.96 21.85 784.427 1.364 17.643
A5 1 B3 3.949 19.4 800.514 1.366 13.362
A5 1 B4 2.797 22.475 750.965 1.331 26.011
A5 2 B1 4.22 19.925 801.158 1.364 15.974
A5 2 B16 1.207 22.5 790.218 1.359 15.471
A5 2 B4 3.34
A5 2 B5 1.286 21.6 775.418 1.353 22.037
A5 2 B13 0.992 19.725 761.261 1.353 16.896
A5 2 B8 0.862 22.2 750.992 1.36 14.992
A5 2 B2 1.076 740.405 1.325 29.78
A5 2 B7 2.156 26.45 783.783 1.365 17.274
A5 2 B9 3.567 20.875 802.445 1.374 15.411
A5 2 B6 3.911 19.05 774.774 1.348 19.857
A5 2 B14 2.916 21.25 783.783 1.369 13.759
A5 2 B3 3.133 16.125 795.366 1.369 14.838
A5 2 B10 2.27 29.15 802.445 1.365 16.55
A5 2 B11 5.476 27.175 797.297 1.371 18.261
A5 2 B12 1.669 23.325 792.792 1.349 17.488
A5 2 B15 7.583 24.3 772.844 1.349 18.701
A5 3 B1 5.304 17.5 790.218 1.354 16.79
A5 3 B11 4.444 17 773.487 1.339 23.587
A5 3 B8 5.473 19.025 779.922 1.349 17.47
A5 3 B6 5.948 19.95 766.409 1.336 28.229
A5 3 B5 13.925 662.162 1.252 52.154
A5 3 B14 21.175 747.747 1.337 23.447
A5 3 B4 3.251 16.7 714.929 1.29 37.962
A5 3 B2 4.174 15.45 765.122 1.373 14.603
A5 3 B7 7.771 23.375 725.225 1.365 17.809
A5 3 B16 4.439 22.725 803.732 1.373 12.581
A5 3 B12 5.292 25.05 797.94 1.356 16.857
A5 3 B9 6.437 20.1 799.227 1.368 16.454
A5 3 B13 4.988 16.85 759.974 1.351 19.3
A5 3 B3 0.669 19.3 788.931 1.356 20.689
A5 3 B10 0.849 26.15 787.644 1.347 22.238
A5 3 B15 0.666 21.075 763.835 1.334 28.851
A6 1 B3 8.822 23.55 799.227 1.368 20.441
A6 1 B13 9.368 22.067 806.306 1.376 18.265
A6 1 B14 6.572 23.7 809.523 1.392 14.031
A6 1 B16 7.1 23.017 787.001 1.344 21.233
A6 1 B9 9.701 26.725 803.732 1.37 17.701
A6 1 B8 10.685 30.35 810.81 1.367 14.775
A6 1 B4 11.035 24.475 798.798 1.375 16.635
A6 1 B12 8.921 27.85 799.871 1.357 19.567
A6 1 B10 9.431 31.025 807.378 1.374 15.811
A6 1 B1 8.343 20 781.209 1.339 23.81
A6 1 B5 10.72 25.75 820.463 1.381 15.697
A6 1 B15 10.487 24.3 811.454 1.379 17.006
A6 1 B6 9.197 23.5 796.653 1.356 28.012
A6 1 B2 10.977 19.25 794.079 1.375 17.683
A6 1 B7 10.571 28.567 814.671 1.379 17.013
A6 1 B11 9.843 22.4 799.227 1.354 26.885
A6 2 B13 10.439 23.1 801.801 1.375 16.915
A6 2 B3 8.449 22.475 808.88 1.375 18.681
A6 2 B11 9.457 26.9 798.584 1.361 22.328
A6 2 B12 9.983 28.367 796.653 1.362 19.106
A6 2 B4 9.692 27.433 814.671 1.378 17.106
A6 2 B1 8.706 21.4 783.783 1.359 21.951
A6 2 B10 10.243 32.15 817.889 1.372 15.932
A6 2 B8 11.87 29.775 811.454 1.373 14.88
A6 2 B9 9.954 25.825 803.517 1.377 16.093
A6 2 B7 10.43 27.9 815.958 1.376 17.634
A6 2 B2 10.937 17.675 806.306 1.373 16.022
A6 2 B6 8.6 22.55 777.348 1.342 29.022
A6 2 B15 9.09 25.3 814.028 1.383 16.605
A6 2 B5 9.564 23.575 811.454 1.383 15.611
A6 2 B16 9.275 25.75 804.375 1.362 15.699
A6 2 B14 8.185 22.8 815.315 1.39 14.105
A6 3 B7 10.497 27 815.315 1.376 16.85
A6 3 B13 9.357 21.167 795.366 1.37 15.266
A6 3 B9 8.674 25.583 813.384 1.373 16.03
A6 3 B10 9.304 31.2 815.315 1.378 15.696
A6 3 B1 8.148 19.825 797.297 1.355 20.923
A6 3 B4 10.532 25.75 811.454 1.382 15.296
A6 3 B14 6.254 23.667 806.306 1.387 13.405
A6 3 B12 7.008 25.5 794.079 1.353 20.211
A6 3 B16 8.132 24.5 801.158 1.36 17.368
A6 3 B11 10.383 24.875 806.949 1.362 21.382
A6 3 B6 8.785 24.3 783.783 1.35 23.681
A6 3 B8 11.635 28.275 807.593 1.372 14.423
A6 3 B3 8.501 20.625 804.375 1.374 21.299
A6 3 B5 9.802 26.8 821.75 1.386 14.861
A6 3 B15 10.078 25.35 822.393 1.382 16.044
A6 3 B2 10.015 17.675 806.949 1.379 15.585
A7 1 B11 9.971 26.825 796.01 1.36 20.541
A7 1 B15 9.565 28.25 813.384 1.379 15.433
A7 1 B8 9.893 33.825 832.26 1.364 15.04
A7 1 B9 7.135 29.1 810.81 1.38 16.703
A7 1 B16 7.563 33.425 815.958 1.373 17.447
A7 1 B6 6.581 27.225 777.348 1.355 21.014
A7 1 B2 9.134 22.475 806.306 1.381 15.128
A7 1 B7 9.807 29.175 810.167 1.381 18.353
A7 1 B13 8.032 21.475 799.227 1.381 18.199
A7 1 B12 7.676 30.25 801.158 1.361 17.286
A7 1 B4 8.595 26.65 810.167 1.379 16.822
A7 1 B14 8.37 25.975 809.523 1.386 14.919
A7 1 B1 6.825 23.325 801.158 1.368 16.936
A7 1 B5 9.224 26.675 814.671 1.382 15.219
A7 1 B3 7.281 23.1 817.889 1.393 15.15
A7 1 B10 9.044 35.7 815.315 1.377 16.436
A7 2 B9 9.089 29.325 815.958 1.381 14.726
A7 2 B2 8.79 22.175 802.445 1.379 16.568
A7 2 B10 10.738 33.975 825.611 1.331 16.463
A7 2 B5 9.008 28.775 809.523 1.382 15.846
A7 2 B12 9.294 31.8 805.662 1.367 15.586
A7 2 B1 6.913 22.85 804.375 1.374 16.089
A7 2 B4 8.191 29.225 811.454 1.38 16.729
A7 2 B11 8.889 25.675 792.792 1.364 20.47
A7 2 B13 9.394 24.7 794.079 1.379 18.963
A7 2 B3 8.156 30.375 812.097 1.378 18.086
A7 2 B14 7.843 26.2 808.236 1.387 16.248
A7 2 B16 7.31 26.1 818.532 1.38 14.936
A7 2 B6 6.641 30.175 812.741 1.36 20.799
A7 2 B8 10.107 31.775 803.732 1.369 16.201
A7 2 B7 9.16 22.175 811.454 1.387 17.612
A7 2 B15 8.244 28.425 807.593 1.384 15.442
A7 3 B12 9.057 28.65 811.454 1.366 18.134
A7 3 B1 6.861 23.5 812.097 1.375 17.135
A7 3 B13 8.484 24.617 798.584 1.378 17.695
A7 3 B11 8.201 26.375 798.584 1.362 20.516
A7 3 B8 8.38 34.3 814.028 1.371 14.961
A7 3 B3 6.751 22.625 822.393 1.389 17.498
A7 3 B2 9.503 22.375 798.584 1.38 16.528
A7 3 B9 7.798 27.275 800.514 1.386 16.209
A7 3 B15 9.029 28.65 810.167 1.382 16.719
A7 3 B7 8.97 30.225 802.445 1.377 17.245
A7 3 B5 10.04 28.933 814.028 1.38 16.864
A7 3 B16 6.908 28.325 809.523 1.377 14.784
A7 3 B4 9.098 27.8 814.671 1.389 15.216
A7 3 B6 6.012 29.35 777.348 1.358 23.69
A7 3 B14 7.264 28.4 803.732 1.386 16.866
A7 3 B10 7.66 37.5 810.167 1.379 16.339
A8 1 B16 4.247 27 811.454 1.371 17.469
A8 1 B2 6.722 18.225 797.297 1.373 20.396
A8 1 B7 6.945 24.317 792.149 1.354 27.105
A8 1 B1 4.804 20.95 805.662 1.352 20.438
A8 1 B6 4.613 29.05 805.019 1.36 25.11
A8 1 B13 4.577 19.45 759.33 1.35 24.746
A8 1 B4 5.943 23.55 801.801 1.367 23.586
A8 1 B3 3.989 18.65 806.306 1.371 21.225
A8 1 B9 4.229 27.3 824.967 1.382 20.241
A8 1 B10 6.54 29.525 814.028 1.367 23.41
A8 1 B11 6.021 24.3 800.514 1.342 32.493
A8 1 B5 6.104 22.825 792.792 1.352 23.37
A8 1 B12 6.922 27.875 804.375 1.352 23.875
A8 1 B15 6.754 24.275 801.801 1.372 20.248
A8 1 B8 5.455 31.2 803.088 1.345 19.463
A8 1 B14 4.517 24.725 803.088 1.379 19.739
A8 2 B3 4.529 22.675 808.88 1.367 22.658
A8 2 B13 4.746 17.675 731.016 1.324 28.432
A8 2 B7 6.877 25.9 791.505 1.351 27.525
A8 2 B6 3.261 25.85 792.149 1.35 24.247
A8 2 B16 3.92 25.85 814.028 1.37 15.893
A8 2 B8 6.081 28.25 807.593 1.367 20.304
A8 2 B9 5.918 28.15 825.611 1.38 19.622
A8 2 B2 5.317 17.975 799.227 1.373 19.205
A8 2 B11 6.528 26.375 796.01 1.345 29.784
A8 2 B15 6.217 24.325 805.662 1.376 21.344
A8 2 B4 4.487 21.567 785.07 1.352 26.007
A8 2 B5 6.087 24.25 809.523 1.374 20.456
A8 2 B10 5.994 29.763 817.245 1.368 21.037
A8 2 B14 6.135 23.95 805.662 1.385 19.042
A8 2 B12 6.528 27.133 810.81 1.362 22.466
A8 2 B1 4.76 22.85 815.315 1.368 20.528
A8 3 B13 3.455 20.25 743.886 1.341 26.73
A8 3 B1 4.942 22.1 807.593 1.365 19.639
A8 3 B10 5.776 30.925 807.593 1.368 22.756
A8 3 B5 6.545 24.275 800.514 1.377 22.103
A8 3 B9 3.878 28 816.602 1.378 22.725
A8 3 B4 4.916 24.6 801.801 1.373 21.726
A8 3 B3 5.748 21.625 815.958 1.378 20.842
A8 3 B15 7.568 24.675 803.088 1.376 21.039
A8 3 B12 6.084 27.575 803.088 1.358 22.309
A8 3 B16 4.063 26.725 795.366 1.356 23.763
A8 3 B6 3.612 29.275 788.288 1.353 28.822
A8 3 B11 5.466 26.45 798.584 1.347 32.859
A8 3 B7 5.939 26.625 797.297 1.358 27.659
A8 3 B8 5.661 30.025 811.454 1.368 20.423
A8 3 B14 2.533 23.15 799.227 1.377 19.143
A8 3 B2 5.301 16.95 784.427 1.369 22.939
A9 1 B8 8.908 28.175 799.871 1.368 12.955
A9 1 B4 8.273 24.35 802.445 1.373 13.235
A9 1 B1 7.472 20.8 797.297 1.369 14.353
A9 1 B5 8.808 23.475 812.741 1.378 12.292
A9 1 B14 8.067 24.625 809.523 1.389 13.665
A9 1 B15 8.995 26.225 804.375 1.377 13.469
A9 1 B2 6.206 19.175 799.871 1.377 14.69
A9 1 B7 9.778 27.6 801.801 1.371 16.124
A9 1 B13 8.18 25.3 785.714 1.368 18.33
A9 1 B3 7.936 22.975 810.167 1.386 11.341
A9 1 B16 8.787 25.45 823.037 1.381 11.62
A9 1 B11 8.071 24.25 790.218 1.361 15.167
A9 1 B6 7.473 25.6 795.366 1.359 16.692
A9 1 B9 8.79 26.375 823.68 1.387 11.944
A9 1 B12 7.895 26.025 801.158 1.368 14.529
A9 1 B10 9.099 31.85 806.306 1.375 12.969
A9 2 B12 8.991 29.575 816.602 1.371 13.701
A9 2 B4 8.844 26.5 802.445 1.381 12.056
A9 2 B9 8.278 26.725 824.967 1.385 14.12
A9 2 B8 8.527 28.925 808.88 1.374 13.366
A9 2 B5 8.311 26.95 805.019 1.383 14.069
A9 2 B6 6.499 24.625 790.862 1.358 17.618
A9 2 B2 9.412 20.475 796.653 1.376 13.741
A9 2 B16 8.009 26.375 817.245 1.382 11.936
A9 2 B15 10.036 27.15 805.019 1.38 13.556
A9 2 B10 9.479 33.75 821.75 1.386 12.528
A9 2 B14 6.617 26.1 805.662 1.393 13.299
A9 2 B3 7.67 22.35 821.106 1.397 11.727
A9 2 B11 9.042 24.65 797.94 1.363 17.142
A9 2 B1 8.015 22.3 814.671 1.381 13.444
A9 2 B7 7.75 29.7 799.227 1.374 16.425
A9 2 B13 8.168 21.25 790.862 1.377 16.372
A9 3 B1 6.881 21.1 790.862 1.368 14.115
A9 3 B11 9.169 24.825 797.94 1.358 16.476
A9 3 B4 9.129 26.8 802.445 1.381 13.853
A9 3 B14 7.555 24.25 800.514 1.387 14.93
A9 3 B16 8.377 26.275 801.801 1.387 11.885
A9 3 B7 7.36 27.3 796.653 1.382 11.223
A9 3 B5 10.215 28.25 808.88 1.374 17.517
A9 3 B12 9.753 25.75 814.028 1.379 14.708
A9 3 B2 7.671 25.475 797.94 1.37 15.711
A9 3 B8 8.549 21.15 800.514 1.378 15.154
A9 3 B6 8.801 28.775 797.94 1.365 14.123
A9 3 B10 5.741 25.625 791.505 1.349 18.78
A9 3 B3 9.379 31.2 814.028 1.381 13.838
A9 3 B9 8.652 23.575 816.602 1.387 12.983
A9 3 B13 7.843 22.2 780.566 1.374 18.146
A9 3 B15 9.432 24.75 804.375 1.38 15.123
A10 1 B10 11.286 28.075 819.819 1.354 14.646
A10 1 B1 9.574 18.475 792.792 1.37 17.585
A10 1 B12 10.99 22.25 788.288 1.36 20.025
A10 1 B8 10.909 23.925 797.297 1.369 16.103
A10 1 B15 11.221 24.833 805.662 1.384 15.419
A10 1 B16 9.432 23.575 802.445 1.374 13.821
A10 1 B14 9.216 21.075 790.862 1.39 14.995
A10 1 B7 11.493 26.625 815.958 1.386 16.563
A10 1 B6 8.5 18.65 761.261 1.334 32.261
A10 1 B5 12.232 21.9 815.958 1.386 15.209
A10 1 B3 11.139 19.75 805.662 1.386 16.083
A10 1 B13 11.046 21.15 794.723 1.387 14.934
A10 1 B4 11.4 23.525 805.019 1.391 14.507
A10 1 B9 9.462 22.5 804.375 1.376 15.48
A10 1 B2 11.723 16.075 797.297 1.38 16.237
A10 1 B11 9.953 22.35 791.505 1.359 23.063
A10 2 B2 11.614 16.317 793.436 1.381 14.826
A10 2 B11 9.543 20.025 786.357 1.347 28.834
A10 2 B14 10.173 20.925 803.732 1.398 14.818
A10 2 B16 10.031 21.9 801.801 1.377 13.178
A10 2 B1 9.276 17.6 788.931 1.364 19.5
A10 2 B3 9.993 18.75 794.723 1.384 17.542
A10 2 B9 9.893 22.475 798.584 1.376 15.575
A10 2 B8 11.701 26.05 803.088 1.379 14.768
A10 2 B13 10.657 19.725 794.723 1.39 15.132
A10 2 B7 11.521 25.5 806.949 1.388 15.757
A10 2 B5 11.492 23.1 805.662 1.391 14.931
A10 2 B6 8.728 19.55 768.983 1.349 27.698
A10 2 B15 10.747 23.85 801.158 1.387 15.78
A10 2 B10 10.163 28.5 815.315 1.385 15.52
A10 2 B4 11.379 23.175 809.523 1.39 14.324
A10 2 B12 10.276 21.317 791.505 1.355 21.603
A10 3 B6 8.973 19.475 772.844 1.344 27.594
A10 3 B13 10.731 18.55 793.436 1.388 14.397
A10 3 B10 10.946 26.667 808.236 1.388 14.519
A10 3 B9 9.23 24.175 808.236 1.38 14.59
A10 3 B8 10.987 25.125 799.227 1.375 15.066
A10 3 B7 11.173 25.625 807.593 1.389 15.947
A10 3 B14 8.376 21.725 806.306 1.397 14.206
A10 3 B16 9.127 21.925 803.732 1.373 14.4
A10 3 B15 12.365 23.125 803.732 1.388 15.078
A10 3 B5 11.926 22.475 806.306 1.39 14.644
A10 3 B3 9.65 18.7 794.079 1.384 17.816
A10 3 B12 10.412 23.05 778.635 1.358 22.357
A10 3 B4 12.465 24.125 809.523 1.391 15.282
A10 3 B11 9.918 21.05 779.279 1.351 26.552
A10 3 B1 8.996 17.925 783.783 1.368 18.58
A10 3 B2 10.812 16.575 794.079 1.389 13.945
A11 1 B14 7.758 26.875 797.94 1.388 12.362
A11 1 B15 8.897 27.7 800.514 1.367 16.409
A11 1 B9 8.85 23.8 798.584 1.374 16.224
A11 1 B12 9.975 26.075 785.07 1.36 20.065
A11 1 B16 9.259 24.35 797.94 1.372 14.972
A11 1 B4 9.206 27.275 802.445 1.373 15.97
A11 1 B6 7.813 22.625 785.714 1.348 25.304
A11 1 B11 8.249 19.15 797.94 1.352 23.845
A11 1 B3 9.254 21.175 812.097 1.383 41.784
A11 1 B1 9.609 25.675 799.871 1.377 16.683
A11 1 B10 10.368 29.75 815.315 1.378 17.591
A11 1 B5 10.46 25.3 801.158 1.38 66.391
A11 1 B8 10.876 27.15 802.445 1.37 16.227
A11 1 B7 4.247 27.925 788.288 1.359 16.951
A11 1 B2 10.425 17.95 783.14 1.382 14.525
A11 1 B13 9.749 23.075 785.714 1.383 17.901
A11 2 B3 9.119 18.35 805.662 1.388 14.69
A11 2 B6 8.499 26.125 772.2 1.353 23.519
A11 2 B12 10.243 26.05 793.436 1.363 20.628
A11 2 B7 10.481 26.925 802.445 1.382 17.585
A11 2 B10 11.13 30.25 815.958 1.386 16.183
A11 2 B4 11.089 25.125 805.662 1.383 16.403
A11 2 B2 9.514 18.55 793.436 1.378 17.209
A11 2 B8 10.492 25.425 800.514 1.37 16.851
A11 2 B15 8.33 29.5 797.94 1.374 16.764
A11 2 B13 9.616 21.95 787.644 1.383 17.671
A11 2 B9 8.824 23.825 800.514 1.376 15.565
A11 2 B11 8.563 23.175 789.575 1.357 24.682
A11 2 B14 9.632 23.775 803.088 1.395 13.853
A11 2 B5 8.594 24.125 812.741 1.386 15.241
A11 2 B1 10.978 20.975 805.662 1.376 16.638
A11 2 B16 8.955 23.425 801.158 1.385 15.373
A11 3 B16 9.401 23.8 803.732 1.38 15.236
A11 3 B1 9.064 20.375 801.801 1.379 16.128
A11 3 B3 8.823 19.475 806.306 1.387 17.477
A11 3 B10 9.3 29.667 811.454 1.383 15.748
A11 3 B14 7.616 24.1 798.584 1.394 13.213
A11 3 B13 10.5 21.833 794.079 1.384 16.934
A11 3 B12 10.626 26.525 792.149 1.369 18.901
A11 3 B2 10.319 18.1 793.436 1.385 15.925
A11 3 B11 10.434 20.8 783.783 1.353 25.08
A11 3 B15 8.286 30.467 794.723 1.372 18.128
A11 3 B6 10.77 26.675 797.297 1.365 20.25
A11 3 B8 10.879 27.375 794.079 1.374 16.859
A11 3 B7 10.961 24.55 803.732 1.387 17.66
A11 3 B4 9.187 25.575 803.732 1.383 16.772
A11 3 B9 9.333 23.975 797.297 1.378 15.092
A11 3 B5 9.471 25.525 808.88 1.38 18.376
A12 1 B13 5.677 26.45 777.992 1.349 14.333
A12 1 B4 1.286 27.775 787.001 1.356 14.091
A12 1 B10 6.479 32.9 812.097 1.371 11.569
A12 1 B3 8.146 20.9 824.967 1.387 12.077
A12 1 B14 8.205 25.525 801.158 1.38 13.808
A12 1 B5 7.675 25.325 808.88 1.384 12.905
A12 1 B1 8.731 21.425 795.366 1.369 13.229
A12 1 B7 9.355 27.65 812.741 1.381 13.418
A12 1 B9 9.453 25.25 824.967 1.388 11.146
A12 1 B16 0.978 23.35 822.393 1.38 10.709
A12 1 B11 7.062 23.55 802.445 1.358 15.353
A12 1 B15 7.529 26.9 799.227 1.372 12.867
A12 1 B2 9.643 20.575 796.653 1.377 14.282
A12 1 B6 7.643 22.925 793.436 1.353 17.352
A12 1 B8 9.544 29.125 805.019 1.37 12.081
A12 1 B12 7.62 29.275 799.871 1.36 13.22
A12 2 B8 8.95 26.625 806.306 1.369 12.867
A12 2 B2 9.255 18.7 799.227 1.381 12.721
A12 2 B7 9.873 25.75 814.671 1.384 13.943
A12 2 B14 5.188 25.4 799.227 1.369 18.655
A12 2 B9 7.27 25.8 828.828 1.39 10.801
A12 2 B4 5.203 22.225 787.644 1.356 15.177
A12 2 B1 4.691 21.15 810.167 1.373 11.514
A12 2 B3 7.677 20.775 815.958 1.397 10.753
A12 2 B16 7.875 24 823.68 1.384 12.272
A12 2 B5 8.341 25.525 810.167 1.382 12.059
A12 2 B6 7.241 22.1 775.418 1.355 16.251
A12 2 B11 8.46 23.375 803.088 1.362 14.43
A12 2 B10 8.193 34.375 813.384 1.377 13.667
A12 2 B15 8.272 26.95 810.167 1.382 13.194
A12 2 B13 7.107 25.5 781.853 1.359 14.81
A12 2 B12 5.24 27.35 808.236 1.369 12.293
A12 3 B10 7.87 31.575 811.454 1.363 13.712
A12 3 B7 5.632 25.875 806.949 1.382 13.734
A12 3 B1 5.316 19.85 816.602 1.386 12.005
A12 3 B2 6.548 20.8 788.931 1.373 12.9
A12 3 B5 7.093 23.825 802.445 1.383 11.034
A12 3 B11 8.385 24.2 798.584 1.36 16.748
A12 3 B13 8.394 26.15 796.653 1.371 14.601
A12 3 B16 7.584 24.325 823.68 1.388 11.101
A12 3 B15 8.206 27 798.584 1.378 12.704
A12 3 B14 4.895 28.65 788.288 1.371 16.782
A12 3 B12 8.745 28.825 808.236 1.368 12.503
A12 3 B3 6.562 20.05 823.037 1.396 11.316
A12 3 B8 9.485 30.475 796.653 1.368 13.013
A12 3 B6 6.91 22.817 794.723 1.35 18.594
A12 3 B4 3.957 24.875 770.27 1.347 18.442
A12 3 B9 8.452 25.975 825.611 1.393 11.019"), header = TRUE, fill = TRUE); close(tc)
и следующий код R
Fit <- manova(formula = cbind(Y1, Y2, Y3, Y4, Y5) ~ A + Rep:A + B + A: B, data = Data)
summary.aov(Fit)
summary(Fit, test="Wilks")
summary.manova(Fit)
.Теперь я хочу получить сумму квадратов и перекрестных произведений для гипотез (для A, Rep (A), B, AB) и ошибок, используя следующий код
library(car)
MANOVA <- Manova(mod = Fit, type = "II")
и получив следующее сообщение об ошибке:
Error in solve.default(wcrossprod(model.matrix(mod), w = wts)) :
Lapack routine dgesv: system is exactly singular
Я не мог понять, почему я получаю это сообщение об ошибке.Есть ли другой способ получить эти SSCP?Когда я делал такой же анализ в SAS, все было в порядке.Код SAS:
PROC GLM DATA = Data;
CLASS A Rep B;
MODEL Y1 Y2 Y3 Y4 Y5 = A Rep(A) B A*B;
MANOVA H =_all_ /PRINTE PRINTH;
RUN;
Но я бы хотел сделать это в R. Любая помощь будет высоко оценена.Заранее спасибо.