Chapter 16 Projective mapping

[An image of a PM]

16.1 Example from mapping of XX

library(data4consumerscience)
data("tempetotemperature")
tempetotemperature

##    Productname  Product Sousvidetemperature_C Sousvidetime_days  id Assessor
## 1       45C-2D Sample 1                    45                 2 903        1
## 2       45C-3D Sample 2                    45                 3 714        1
## 3       45C-4D Sample 3                    45                 4  31        1
## 4       50C-2D Sample 4                    50                 2 487        1
## 5       50C-3D Sample 5                    50                 3 133        1
## 6       50C-4D Sample 6                    50                 4 827        1
## 7       55C-2D Sample 7                    55                 2 538        1
## 8       55C-3D Sample 8                    55                 3 215        1
## 9       55C-4D Sample 9                    55                 4 341        1
## 10      45C-2D Sample 1                    45                 2 903        2
## 11      45C-3D Sample 2                    45                 3 714        2
## 12      45C-4D Sample 3                    45                 4  31        2
## 13      50C-2D Sample 4                    50                 2 487        2
## 14      50C-3D Sample 5                    50                 3 133        2
## 15      50C-4D Sample 6                    50                 4 827        2
## 16      55C-2D Sample 7                    55                 2 538        2
## 17      55C-3D Sample 8                    55                 3 215        2
## 18      55C-4D Sample 9                    55                 4 341        2
## 19      45C-2D Sample 1                    45                 2 903        3
## 20      45C-3D Sample 2                    45                 3 714        3
## 21      45C-4D Sample 3                    45                 4  31        3
## 22      50C-2D Sample 4                    50                 2 487        3
## 23      50C-3D Sample 5                    50                 3 133        3
## 24      50C-4D Sample 6                    50                 4 827        3
## 25      55C-2D Sample 7                    55                 2 538        3
## 26      55C-3D Sample 8                    55                 3 215        3
## 27      55C-4D Sample 9                    55                 4 341        3
## 28      45C-2D Sample 1                    45                 2 903        4
## 29      45C-3D Sample 2                    45                 3 714        4
## 30      45C-4D Sample 3                    45                 4  31        4
## 31      50C-2D Sample 4                    50                 2 487        4
## 32      50C-3D Sample 5                    50                 3 133        4
## 33      50C-4D Sample 6                    50                 4 827        4
## 34      55C-2D Sample 7                    55                 2 538        4
## 35      55C-3D Sample 8                    55                 3 215        4
## 36      55C-4D Sample 9                    55                 4 341        4
## 37      45C-2D Sample 1                    45                 2 903        5
## 38      45C-3D Sample 2                    45                 3 714        5
## 39      45C-4D Sample 3                    45                 4  31        5
## 40      50C-2D Sample 4                    50                 2 487        5
## 41      50C-3D Sample 5                    50                 3 133        5
## 42      50C-4D Sample 6                    50                 4 827        5
## 43      55C-2D Sample 7                    55                 2 538        5
## 44      55C-3D Sample 8                    55                 3 215        5
## 45      55C-4D Sample 9                    55                 4 341        5
## 46      45C-2D Sample 1                    45                 2 903        6
## 47      45C-3D Sample 2                    45                 3 714        6
## 48      45C-4D Sample 3                    45                 4  31        6
## 49      50C-2D Sample 4                    50                 2 487        6
## 50      50C-3D Sample 5                    50                 3 133        6
## 51      50C-4D Sample 6                    50                 4 827        6
## 52      55C-2D Sample 7                    55                 2 538        6
## 53      55C-3D Sample 8                    55                 3 215        6
## 54      55C-4D Sample 9                    55                 4 341        6
## 55      45C-2D Sample 1                    45                 2 903        7
## 56      45C-3D Sample 2                    45                 3 714        7
## 57      45C-4D Sample 3                    45                 4  31        7
## 58      50C-2D Sample 4                    50                 2 487        7
## 59      50C-3D Sample 5                    50                 3 133        7
## 60      50C-4D Sample 6                    50                 4 827        7
## 61      55C-2D Sample 7                    55                 2 538        7
## 62      55C-3D Sample 8                    55                 3 215        7
## 63      55C-4D Sample 9                    55                 4 341        7
## 64      45C-2D Sample 1                    45                 2 903        8
## 65      45C-3D Sample 2                    45                 3 714        8
## 66      45C-4D Sample 3                    45                 4  31        8
## 67      50C-2D Sample 4                    50                 2 487        8
## 68      50C-3D Sample 5                    50                 3 133        8
## 69      50C-4D Sample 6                    50                 4 827        8
## 70      55C-2D Sample 7                    55                 2 538        8
## 71      55C-3D Sample 8                    55                 3 215        8
## 72      55C-4D Sample 9                    55                 4 341        8
## 73      45C-2D Sample 1                    45                 2 903        9
## 74      45C-3D Sample 2                    45                 3 714        9
## 75      45C-4D Sample 3                    45                 4  31        9
## 76      50C-2D Sample 4                    50                 2 487        9
## 77      50C-3D Sample 5                    50                 3 133        9
## 78      50C-4D Sample 6                    50                 4 827        9
## 79      55C-2D Sample 7                    55                 2 538        9
## 80      55C-3D Sample 8                    55                 3 215        9
## 81      55C-4D Sample 9                    55                 4 341        9
## 82      45C-2D Sample 1                    45                 2 903       10
## 83      45C-3D Sample 2                    45                 3 714       10
## 84      45C-4D Sample 3                    45                 4  31       10
## 85      50C-2D Sample 4                    50                 2 487       10
## 86      50C-3D Sample 5                    50                 3 133       10
## 87      50C-4D Sample 6                    50                 4 827       10
## 88      55C-2D Sample 7                    55                 2 538       10
## 89      55C-3D Sample 8                    55                 3 215       10
## 90      55C-4D Sample 9                    55                 4 341       10
## 91      45C-2D Sample 1                    45                 2 903       11
## 92      45C-3D Sample 2                    45                 3 714       11
## 93      45C-4D Sample 3                    45                 4  31       11
## 94      50C-2D Sample 4                    50                 2 487       11
## 95      50C-3D Sample 5                    50                 3 133       11
## 96      50C-4D Sample 6                    50                 4 827       11
## 97      55C-2D Sample 7                    55                 2 538       11
## 98      55C-3D Sample 8                    55                 3 215       11
## 99      55C-4D Sample 9                    55                 4 341       11
##      X1   Y1   X2   Y2   X3   Y3   X4   Y4   X5   Y5   X6   Y6   X7   Y7   X8
## 1  32.2 34.9  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 2  15.1 23.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 3   6.6 34.6  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 4  30.1 16.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 5  42.8 20.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 6  38.6  8.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 7   3.8 17.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 8  44.8 12.4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 9  45.4  4.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 10  0.0  0.0 41.8 20.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 11  0.0  0.0 42.5 36.6  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 12  0.0  0.0 23.3 25.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 13  0.0  0.0 32.6 23.7  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 14  0.0  0.0 26.5 30.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 15  0.0  0.0 12.2 27.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 16  0.0  0.0 36.9 14.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 17  0.0  0.0 11.9 14.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 18  0.0  0.0  1.5 18.9  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 19  0.0  0.0  0.0  0.0  1.4  1.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 20  0.0  0.0  0.0  0.0 10.3 12.6  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 21  0.0  0.0  0.0  0.0 26.6 14.7  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 22  0.0  0.0  0.0  0.0 16.6  4.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 23  0.0  0.0  0.0  0.0 34.5 16.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 24  0.0  0.0  0.0  0.0 43.8 31.9  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 25  0.0  0.0  0.0  0.0 27.6 23.7  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 26  0.0  0.0  0.0  0.0 49.9 24.8  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 27  0.0  0.0  0.0  0.0 58.8 38.6  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 28  0.0  0.0  0.0  0.0  0.0  0.0 14.3 36.4  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 29  0.0  0.0  0.0  0.0  0.0  0.0  4.2 36.6  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 30  0.0  0.0  0.0  0.0  0.0  0.0  9.2 28.4  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 31  0.0  0.0  0.0  0.0  0.0  0.0 48.3 32.7  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 32  0.0  0.0  0.0  0.0  0.0  0.0 29.7 21.9  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 33  0.0  0.0  0.0  0.0  0.0  0.0 46.1 11.4  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 34  0.0  0.0  0.0  0.0  0.0  0.0 29.1 29.4  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 35  0.0  0.0  0.0  0.0  0.0  0.0 48.7 17.8  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 36  0.0  0.0  0.0  0.0  0.0  0.0 53.4  9.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 37  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  7.4 10.6  0.0  0.0  0.0  0.0  0.0
## 38  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  7.3 38.4  0.0  0.0  0.0  0.0  0.0
## 39  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  7.6 30.9  0.0  0.0  0.0  0.0  0.0
## 40  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  8.2 22.7  0.0  0.0  0.0  0.0  0.0
## 41  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 42.3 22.9  0.0  0.0  0.0  0.0  0.0
## 42  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 52.2 15.8  0.0  0.0  0.0  0.0  0.0
## 43  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 28.5 36.7  0.0  0.0  0.0  0.0  0.0
## 44  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 43.3 35.9  0.0  0.0  0.0  0.0  0.0
## 45  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 55.0 35.5  0.0  0.0  0.0  0.0  0.0
## 46  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 45.8 31.8  0.0  0.0  0.0
## 47  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 55.9 37.2  0.0  0.0  0.0
## 48  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 37.9 26.2  0.0  0.0  0.0
## 49  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 54.7 32.2  0.0  0.0  0.0
## 50  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 32.9 16.1  0.0  0.0  0.0
## 51  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 13.8 12.0  0.0  0.0  0.0
## 52  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 22.7 23.4  0.0  0.0  0.0
## 53  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  9.1 23.0  0.0  0.0  0.0
## 54  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  5.7  8.9  0.0  0.0  0.0
## 55  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.9  7.6  0.0
## 56  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.5 38.5  0.0
## 57  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 18.4 32.2  0.0
## 58  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 22.4 21.1  0.0
## 59  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 44.3 17.0  0.0
## 60  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 42.2 31.8  0.0
## 61  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 26.1  6.8  0.0
## 62  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 43.7  7.4  0.0
## 63  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 51.9 38.6  0.0
## 64  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 56.3
## 65  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 45.2
## 66  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 45.6
## 67  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 56.1
## 68  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 32.7
## 69  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 15.1
## 70  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 28.0
## 71  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 11.5
## 72  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  6.6
## 73  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 74  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 75  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 76  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 77  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 78  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 79  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 80  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 81  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 82  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 83  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 84  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 85  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 86  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 87  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 88  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 89  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 90  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 91  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 92  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 93  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 94  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 95  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 96  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 97  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 98  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
## 99  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0
##      Y8   X9   Y9  X10  Y10  X11  Y11 Miso Soft Bitter Sweet Sour Mild Caramel
## 1   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       1
## 2   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     1    1    1       0
## 3   0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    1      1     1    1    1       0
## 4   0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     1    1    0       0
## 5   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      1     0    0    1       1
## 6   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    0    1       0
## 7   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    1    1       0
## 8   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    0    0       0
## 9   0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    0    0       0
## 10  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 11  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       1
## 12  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     0    1    0       0
## 13  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 14  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     0    1    0       0
## 15  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     0    1    0       0
## 16  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     0    1    0       0
## 17  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 18  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1    0      0     0    1    0       0
## 19  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     1    1    0       0
## 20  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       1
## 21  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 22  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 23  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 24  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       1
## 25  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 26  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 27  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       1
## 28  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 29  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 30  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       1
## 31  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 32  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 33  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    0    0       1
## 34  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       1
## 35  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       1
## 36  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    1    0       0
## 37  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     1    0    0       0
## 38  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 39  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      1     0    1    0       0
## 40  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     1    1    0       0
## 41  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    0    0       0
## 42  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    1    0       0
## 43  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    1    0       0
## 44  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    1    0       0
## 45  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 46  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    1    0       0
## 47  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    0    0       0
## 48  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    1    0       0
## 49  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    0    0       0
## 50  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    1      0     0    0    0       0
## 51  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 52  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    0    0       0
## 53  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 54  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 55  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 56  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 57  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 58  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 59  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 60  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    0    0       0
## 61  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     0    1    0       0
## 62  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 63  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 64 30.7  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 65  1.3  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 66 11.9  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 67 15.3  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 68 10.1  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 69 13.8  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 70 26.6  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 71 24.7  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     1    0    0       1
## 72 14.0  0.0  0.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 73  0.0 53.4 35.0  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 74  0.0  6.8 34.4  0.0  0.0  0.0  0.0    0    0      0     1    0    1       0
## 75  0.0 12.0 21.6  0.0  0.0  0.0  0.0    0    0      0     1    0    0       0
## 76  0.0 54.6 12.7  0.0  0.0  0.0  0.0    0    0      0     0    1    0       0
## 77  0.0 38.9 13.7  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 78  0.0  9.7  7.0  0.0  0.0  0.0  0.0    0    0      0     0    0    0       0
## 79  0.0 49.8 28.3  0.0  0.0  0.0  0.0    0    0      0     1    1    0       0
## 80  0.0 30.0 27.5  0.0  0.0  0.0  0.0    0    0      1     1    1    0       0
## 81  0.0  6.0  9.2  0.0  0.0  0.0  0.0    0    0      0     1    0    0       0
## 82  0.0  0.0  0.0  5.5  7.6  0.0  0.0    0    0      0     0    0    0       0
## 83  0.0  0.0  0.0 49.5 35.5  0.0  0.0    0    0      0     0    0    0       0
## 84  0.0  0.0  0.0 31.0 12.9  0.0  0.0    0    0      0     1    0    0       0
## 85  0.0  0.0  0.0 21.1 21.8  0.0  0.0    0    0      0     0    0    0       0
## 86  0.0  0.0  0.0 53.8 18.9  0.0  0.0    0    0      0     0    0    0       0
## 87  0.0  0.0  0.0 40.6 27.8  0.0  0.0    0    0      0     1    0    0       0
## 88  0.0  0.0  0.0  8.9 33.2  0.0  0.0    0    0      0     0    0    0       0
## 89  0.0  0.0  0.0 46.6  8.8  0.0  0.0    0    0      0     1    0    0       0
## 90  0.0  0.0  0.0 56.6  8.2  0.0  0.0    0    0      0     0    0    0       0
## 91  0.0  0.0  0.0  0.0  0.0 18.3 12.5    0    0      0     1    0    0       0
## 92  0.0  0.0  0.0  0.0  0.0  4.6 26.2    0    0      1     0    0    0       0
## 93  0.0  0.0  0.0  0.0  0.0 30.2  4.6    0    0      0     0    0    0       0
## 94  0.0  0.0  0.0  0.0  0.0 16.8 22.0    0    0      0     0    0    1       0
## 95  0.0  0.0  0.0  0.0  0.0 45.3 31.3    0    0      0     0    0    0       0
## 96  0.0  0.0  0.0  0.0  0.0 27.2 24.3    0    0      0     0    0    1       0
## 97  0.0  0.0  0.0  0.0  0.0 19.2 31.2    0    0      0     0    0    0       0
## 98  0.0  0.0  0.0  0.0  0.0 29.0 34.2    0    0      0     0    0    0       0
## 99  0.0  0.0  0.0  0.0  0.0 34.6 17.9    0    0      0     0    0    0       0
##    Umami Deep Balanced Nutty Hard Dry Roasted Strong Fish sauce Dark Chocolate
## 1      1    1        0     0    0   0       0      0          0    0         0
## 2      0    0        1     1    0   0       0      0          0    0         0
## 3      0    0        0     0    0   0       0      0          0    0         0
## 4      0    0        0     0    0   1       0      0          0    0         0
## 5      0    0        0     0    0   0       1      0          0    0         0
## 6      0    0        0     0    0   0       0      1          0    0         0
## 7      0    0        0     0    1   1       0      0          0    0         0
## 8      0    0        0     0    0   1       0      0          1    1         1
## 9      0    0        0     0    0   1       1      1          0    0         0
## 10     0    0        0     0    0   0       0      0          0    0         0
## 11     0    0        0     0    0   0       0      0          0    0         0
## 12     0    0        0     0    0   0       0      0          0    1         0
## 13     0    0        0     0    0   0       0      0          0    0         0
## 14     0    0        0     0    0   0       0      0          0    0         0
## 15     0    0        0     0    0   0       0      0          0    1         0
## 16     1    0        0     0    0   1       0      0          0    0         0
## 17     0    0        0     0    0   1       0      0          0    0         0
## 18     0    0        0     0    0   0       0      0          0    1         0
## 19     0    0        0     0    0   0       0      0          0    0         0
## 20     1    0        0     0    0   0       0      0          0    0         0
## 21     1    0        0     0    0   0       0      0          0    1         0
## 22     1    0        0     0    0   0       0      0          0    0         0
## 23     1    0        0     0    0   0       0      0          0    1         0
## 24     1    0        0     0    0   1       0      0          1    1         0
## 25     1    0        0     0    0   0       0      0          0    0         0
## 26     1    0        0     0    0   0       0      0          0    1         0
## 27     1    0        0     0    0   1       0      0          0    1         0
## 28     0    0        0     0    0   0       0      0          0    0         0
## 29     0    0        0     0    0   0       0      0          0    0         0
## 30     0    0        0     0    0   0       0      0          0    0         0
## 31     0    0        0     0    0   0       0      0          0    0         0
## 32     0    0        1     0    0   0       0      0          0    0         0
## 33     0    0        0     0    0   0       0      0          0    1         0
## 34     0    0        1     1    0   0       0      0          0    0         0
## 35     0    0        0     0    0   0       0      0          0    0         0
## 36     0    0        0     0    0   0       0      0          0    1         0
## 37     0    0        0     0    0   0       0      0          0    0         0
## 38     0    0        0     0    0   0       0      1          0    0         0
## 39     0    0        0     0    0   0       0      0          0    0         0
## 40     0    0        0     0    0   0       0      0          0    0         0
## 41     0    0        0     0    0   0       0      0          0    0         0
## 42     0    0        0     0    0   0       0      0          0    1         0
## 43     0    0        0     0    0   1       0      0          0    0         0
## 44     0    0        0     0    0   1       0      1          0    1         0
## 45     0    0        0     0    0   1       0      1          0    1         0
## 46     0    0        0     0    0   0       0      0          0    0         0
## 47     0    0        0     0    0   0       0      0          0    0         0
## 48     0    0        0     0    0   0       0      0          0    0         0
## 49     0    0        0     0    0   0       0      0          0    0         0
## 50     0    0        0     0    0   0       0      0          0    0         0
## 51     0    0        0     0    0   0       0      0          0    1         0
## 52     0    0        0     0    0   0       0      0          0    0         0
## 53     0    0        0     0    0   0       0      0          0    1         0
## 54     0    0        0     0    0   0       0      0          0    1         0
## 55     0    0        1     0    0   0       0      0          0    0         0
## 56     0    0        1     0    0   0       0      0          0    0         0
## 57     0    0        1     0    0   0       0      0          0    0         0
## 58     0    0        0     0    0   0       0      0          0    0         0
## 59     0    0        1     0    0   0       0      0          0    0         0
## 60     0    0        0     0    0   0       0      0          0    0         0
## 61     0    0        0     0    0   0       0      0          0    0         0
## 62     0    0        0     0    0   0       1      0          0    1         0
## 63     0    0        0     0    0   0       0      0          0    0         1
## 64     0    0        0     0    0   0       0      0          0    0         0
## 65     0    0        0     0    0   0       0      0          0    0         0
## 66     0    0        0     0    0   0       0      0          0    0         0
## 67     0    0        0     0    0   0       0      0          0    0         0
## 68     1    0        0     0    0   0       0      0          0    0         0
## 69     0    0        0     0    0   0       0      0          0    0         0
## 70     0    0        0     0    0   0       0      0          0    0         0
## 71     0    0        0     0    0   0       0      0          0    0         0
## 72     0    0        0     0    0   0       0      0          0    0         0
## 73     0    0        0     0    0   0       0      0          0    0         0
## 74     0    0        0     0    0   0       0      0          0    0         0
## 75     0    0        0     0    0   0       0      0          0    0         0
## 76     0    0        0     0    0   0       0      0          0    0         0
## 77     0    0        0     0    0   0       0      0          0    0         0
## 78     0    0        0     0    0   0       0      0          0    0         0
## 79     0    0        0     0    0   1       0      0          0    0         0
## 80     0    0        0     0    0   0       0      0          0    0         0
## 81     0    0        0     0    0   0       0      0          0    0         0
## 82     0    0        0     0    0   0       0      0          0    0         0
## 83     0    1        0     0    0   0       0      0          0    0         0
## 84     0    0        0     0    0   0       0      0          0    0         0
## 85     0    0        0     0    0   0       0      0          0    0         0
## 86     0    0        0     0    0   0       0      0          0    0         0
## 87     0    0        0     0    0   0       0      0          0    0         0
## 88     0    0        0     0    0   0       0      0          0    0         0
## 89     0    0        0     0    0   0       0      0          0    0         0
## 90     0    1        0     0    0   0       0      0          0    0         0
## 91     0    0        0     0    0   0       0      0          0    0         0
## 92     0    0        0     0    0   0       0      0          0    0         0
## 93     0    0        0     0    0   0       0      0          0    0         0
## 94     0    0        0     0    0   0       0      0          0    0         0
## 95     0    0        0     0    0   0       0      0          0    0         0
## 96     0    0        0     0    0   0       0      0          0    0         0
## 97     0    0        0     0    0   0       0      0          0    0         0
## 98     0    0        0     0    0   0       0      0          0    0         0
## 99     0    0        0     0    1   0       0      0          0    0         0
##    Moisty Brown Dried fruits Beany Smooth Dense Alcoholic Firm Grainy Soy sauce
## 1       0     0            0     0      0     0         0    0      0         0
## 2       0     0            0     0      0     0         0    0      0         0
## 3       0     0            0     0      0     0         0    0      0         0
## 4       0     0            0     0      0     0         0    0      0         0
## 5       0     0            0     0      0     0         0    0      0         0
## 6       0     0            0     0      0     0         0    0      0         0
## 7       0     0            0     0      0     0         0    0      0         0
## 8       0     0            0     0      0     0         0    0      0         0
## 9       0     0            0     0      0     0         0    0      0         0
## 10      1     0            0     0      0     0         0    0      0         0
## 11      1     0            0     0      0     0         0    0      0         0
## 12      1     0            0     0      0     0         0    0      0         0
## 13      1     0            0     0      0     0         0    0      0         0
## 14      1     0            0     0      0     0         0    0      0         0
## 15      1     0            0     0      0     0         0    0      0         0
## 16      0     0            0     0      0     0         0    0      0         0
## 17      0     1            0     0      0     0         0    0      0         0
## 18      1     0            0     0      0     0         0    0      0         0
## 19      0     0            1     0      0     0         0    0      0         0
## 20      0     0            1     0      0     0         0    0      0         0
## 21      0     0            1     0      0     0         1    0      0         0
## 22      0     0            1     1      1     1         0    0      0         0
## 23      0     0            0     1      0     0         0    0      0         0
## 24      0     0            0     1      0     1         0    0      0         1
## 25      0     0            0     1      0     0         0    1      1         0
## 26      0     0            0     0      0     0         0    0      0         1
## 27      0     0            0     1      0     0         0    0      1         1
## 28      0     0            0     0      0     0         0    0      0         0
## 29      0     1            0     0      0     1         0    0      0         0
## 30      0     0            0     0      1     1         0    0      0         0
## 31      0     0            0     0      1     0         0    1      0         0
## 32      0     1            0     0      1     0         0    1      0         0
## 33      0     0            0     0      0     0         1    0      0         0
## 34      0     1            0     0      0     0         0    0      0         0
## 35      0     1            0     1      0     0         0    1      1         0
## 36      0     0            0     0      0     0         0    1      1         0
## 37      0     0            0     0      0     0         0    0      0         0
## 38      0     0            0     0      0     0         0    0      0         0
## 39      0     0            0     0      0     0         0    0      0         0
## 40      0     0            0     0      0     0         0    0      0         0
## 41      0     0            0     0      0     0         0    0      0         0
## 42      0     0            0     0      0     0         0    0      0         0
## 43      0     0            0     0      0     0         0    0      0         0
## 44      0     0            0     0      0     0         0    0      0         0
## 45      0     0            0     0      0     0         0    0      0         0
## 46      0     1            0     0      0     0         0    0      0         0
## 47      0     1            0     0      0     0         0    0      0         0
## 48      0     1            0     0      0     0         0    0      0         0
## 49      0     1            0     0      0     0         0    0      0         0
## 50      0     1            0     0      0     0         0    0      0         0
## 51      0     0            0     1      0     0         0    0      0         0
## 52      0     1            0     0      0     0         0    0      0         0
## 53      0     0            0     0      0     0         0    0      1         0
## 54      0     0            0     1      0     0         0    0      1         0
## 55      1     0            0     0      0     0         1    0      0         0
## 56      1     0            0     0      0     0         1    0      0         0
## 57      0     0            0     0      0     0         0    0      0         0
## 58      0     0            0     0      0     0         0    0      0         0
## 59      0     1            0     0      0     0         1    0      0         0
## 60      0     0            0     0      0     0         0    0      0         0
## 61      0     0            0     0      0     0         0    0      1         0
## 62      0     0            0     0      0     0         0    0      1         0
## 63      0     0            0     0      0     0         0    0      0         0
## 64      0     0            0     0      0     0         0    0      0         0
## 65      0     0            0     0      0     0         0    0      0         0
## 66      0     0            0     0      0     0         0    0      0         0
## 67      0     0            0     0      0     0         0    0      0         0
## 68      0     0            0     0      0     0         0    0      0         0
## 69      0     0            0     0      0     0         0    0      0         1
## 70      0     0            0     0      0     1         0    0      0         0
## 71      0     0            0     0      0     0         0    0      0         1
## 72      0     0            0     0      0     0         0    0      0         1
## 73      0     0            0     0      0     0         1    0      0         0
## 74      0     0            0     0      0     0         0    0      0         0
## 75      0     0            0     0      0     0         0    0      0         0
## 76      0     0            0     0      0     0         0    0      0         0
## 77      0     0            0     0      0     0         0    0      0         0
## 78      0     0            0     0      0     0         0    0      0         1
## 79      0     0            0     0      0     0         1    0      0         0
## 80      0     0            0     0      0     0         0    0      1         0
## 81      0     0            1     0      0     0         0    0      0         1
## 82      0     0            0     0      0     0         0    0      0         0
## 83      0     0            0     0      0     0         0    0      0         0
## 84      0     0            0     0      0     0         0    0      0         0
## 85      0     0            0     0      0     0         0    0      0         0
## 86      0     0            0     0      0     0         0    0      0         0
## 87      0     0            0     0      0     0         0    0      0         0
## 88      0     0            0     0      0     0         0    0      0         0
## 89      0     0            0     0      0     0         0    0      0         0
## 90      0     0            0     0      0     0         0    0      0         0
## 91      0     0            0     0      0     0         0    0      0         0
## 92      0     0            0     0      0     0         0    0      0         0
## 93      0     0            0     0      0     0         0    0      0         0
## 94      0     0            0     0      0     0         0    0      0         0
## 95      0     0            0     0      0     0         0    0      1         0
## 96      0     0            0     0      0     0         0    0      0         0
## 97      0     0            0     0      0     0         0    0      0         0
## 98      0     0            0     0      0     0         0    0      1         0
## 99      0     0            0     0      0     0         0    0      1         0
##    Chewy Yeasty Fruity Wine Gummy Malty Liquorise Bread Salty Meaty Creamy
## 1      0      0      0    0     0     0         0     0     0     0      0
## 2      0      0      0    0     0     0         0     0     0     0      0
## 3      0      0      0    0     0     0         0     0     0     0      0
## 4      0      0      0    0     0     0         0     0     0     0      0
## 5      0      0      0    0     0     0         0     0     0     0      0
## 6      0      0      0    0     0     0         0     0     0     0      0
## 7      0      0      0    0     0     0         0     0     0     0      0
## 8      0      0      0    0     0     0         0     0     0     0      0
## 9      0      0      0    0     0     0         0     0     0     0      0
## 10     0      0      0    0     0     0         0     0     0     0      0
## 11     0      0      0    0     0     0         0     0     0     0      0
## 12     0      0      0    0     0     0         0     0     0     0      0
## 13     0      0      0    0     0     0         0     0     0     0      0
## 14     0      0      0    0     0     0         0     0     0     0      0
## 15     0      0      0    0     0     0         0     0     0     0      0
## 16     0      0      0    0     0     0         0     0     0     0      0
## 17     0      0      0    0     0     0         0     0     0     0      0
## 18     0      0      0    0     0     0         0     0     0     0      0
## 19     0      0      0    0     0     0         0     0     0     0      0
## 20     0      0      0    0     0     0         0     0     0     0      0
## 21     0      0      0    0     0     0         0     0     0     0      0
## 22     0      0      0    0     0     0         0     0     0     0      0
## 23     0      0      0    0     0     0         0     0     0     0      0
## 24     0      0      0    0     0     0         0     0     0     0      0
## 25     0      0      0    0     0     0         0     0     0     0      0
## 26     1      0      0    0     0     0         0     0     0     0      0
## 27     0      0      0    0     0     0         0     0     0     0      0
## 28     0      0      1    0     0     0         0     0     0     0      0
## 29     1      1      1    0     0     0         0     0     0     0      0
## 30     1      0      1    0     0     0         0     0     0     0      0
## 31     0      0      0    0     0     0         0     0     0     0      0
## 32     0      0      0    0     1     0         0     0     0     0      0
## 33     0      0      0    0     0     0         0     0     0     0      0
## 34     0      0      0    1     0     0         0     0     0     0      0
## 35     0      0      1    0     0     0         0     0     0     0      0
## 36     0      0      0    0     0     0         0     0     0     0      0
## 37     0      0      1    0     0     0         0     0     0     0      0
## 38     0      0      0    0     0     0         0     0     0     0      0
## 39     0      0      0    0     0     0         0     0     0     0      0
## 40     0      0      0    0     0     0         0     0     0     0      0
## 41     0      0      0    0     0     1         0     0     0     0      0
## 42     0      0      0    0     0     1         0     0     0     0      0
## 43     0      0      0    0     0     1         0     0     0     0      0
## 44     0      0      0    0     0     1         0     0     0     0      0
## 45     0      0      0    0     0     1         0     0     0     0      0
## 46     0      0      0    0     0     0         0     0     0     0      0
## 47     0      0      1    0     0     0         0     0     0     0      0
## 48     0      0      0    0     0     0         0     0     0     0      1
## 49     0      0      1    0     0     0         0     0     0     0      0
## 50     0      1      0    0     0     0         0     0     0     0      0
## 51     0      0      0    0     0     0         0     0     0     0      0
## 52     0      1      0    0     0     0         0     0     0     0      0
## 53     0      1      0    0     0     0         0     0     0     0      0
## 54     0      0      0    0     0     1         1     0     0     0      0
## 55     0      0      0    0     0     0         0     0     0     0      0
## 56     0      0      0    0     0     0         0     0     0     0      0
## 57     0      0      0    0     0     0         0     0     0     0      0
## 58     0      0      0    0     0     0         0     0     0     0      0
## 59     0      0      0    0     0     0         0     0     0     0      0
## 60     0      0      0    0     0     1         0     0     0     0      0
## 61     0      0      0    0     0     0         0     0     0     0      0
## 62     0      0      0    0     0     0         0     0     0     0      0
## 63     0      0      0    0     0     0         1     1     0     0      0
## 64     0      0      0    0     1     0         0     1     0     0      0
## 65     0      0      0    0     0     0         0     0     0     0      0
## 66     0      0      0    0     0     0         0     0     0     0      0
## 67     0      0      0    0     0     0         0     1     0     0      0
## 68     0      0      0    0     0     0         0     0     0     0      0
## 69     0      0      0    0     0     0         0     0     1     0      0
## 70     0      0      1    0     0     0         0     0     0     0      0
## 71     0      0      0    0     0     0         0     0     0     0      0
## 72     0      0      0    0     0     0         0     0     1     0      0
## 73     0      0      0    0     0     0         0     0     0     0      0
## 74     0      0      0    0     0     0         0     0     0     0      0
## 75     0      0      0    0     0     0         0     0     1     1      0
## 76     0      0      0    0     0     0         0     0     0     0      0
## 77     0      0      0    0     0     0         0     0     0     0      0
## 78     0      0      0    0     0     0         0     0     0     1      0
## 79     0      0      0    0     0     0         0     0     0     0      0
## 80     0      0      0    0     0     0         0     0     0     0      0
## 81     0      0      0    0     0     0         0     0     0     0      0
## 82     0      0      0    0     0     0         0     0     0     0      0
## 83     0      1      0    0     0     0         0     0     0     0      0
## 84     0      0      0    0     0     0         0     0     0     0      0
## 85     0      1      0    0     0     0         0     0     0     0      0
## 86     0      0      0    1     0     0         0     0     0     0      0
## 87     0      0      0    0     0     0         0     0     0     0      0
## 88     0      0      0    0     0     0         0     0     0     0      0
## 89     0      0      0    0     0     0         0     0     0     0      0
## 90     0      0      0    0     0     0         0     0     0     1      0
## 91     0      0      1    0     0     0         0     0     0     0      0
## 92     0      0      0    0     0     0         0     0     0     0      1
## 93     0      0      0    0     0     0         0     0     0     0      1
## 94     0      0      0    0     0     0         0     0     0     0      0
## 95     0      0      0    0     0     0         0     0     0     0      0
## 96     0      0      0    0     0     0         0     0     0     0      1
## 97     0      0      0    0     0     0         0     0     0     0      0
## 98     0      0      0    0     0     1         0     0     0     0      0
## 99     0      0      0    0     0     1         0     0     0     0      0
##    Stout
## 1      0
## 2      0
## 3      0
## 4      0
## 5      0
## 6      0
## 7      0
## 8      0
## 9      0
## 10     0
## 11     0
## 12     0
## 13     0
## 14     0
## 15     0
## 16     0
## 17     0
## 18     0
## 19     0
## 20     0
## 21     0
## 22     0
## 23     0
## 24     0
## 25     0
## 26     0
## 27     0
## 28     0
## 29     0
## 30     0
## 31     0
## 32     0
## 33     0
## 34     0
## 35     0
## 36     0
## 37     0
## 38     0
## 39     0
## 40     0
## 41     0
## 42     0
## 43     0
## 44     0
## 45     0
## 46     0
## 47     0
## 48     0
## 49     0
## 50     0
## 51     1
## 52     0
## 53     0
## 54     1
## 55     0
## 56     0
## 57     0
## 58     0
## 59     0
## 60     0
## 61     0
## 62     0
## 63     0
## 64     0
## 65     0
## 66     0
## 67     0
## 68     0
## 69     0
## 70     0
## 71     0
## 72     0
## 73     0
## 74     0
## 75     0
## 76     0
## 77     0
## 78     0
## 79     0
## 80     0
## 81     0
## 82     0
## 83     0
## 84     0
## 85     0
## 86     0
## 87     0
## 88     0
## 89     1
## 90     0
## 91     0
## 92     0
## 93     0
## 94     0
## 95     0
## 96     0
## 97     0
## 98     0
## 99     0

table(tempetotemperature$Productname)

## 
## 45C-2D 45C-3D 45C-4D 50C-2D 50C-3D 50C-4D 55C-2D 55C-3D 55C-4D 
##     11     11     11     11     11     11     11     11     11

table(tempetotemperature$Assessor)

## 
##  1  2  3  4  5  6  7  8  9 10 11 
##  9  9  9  9  9  9  9  9  9  9  9

This dataset consists of 9 products evaluateed by 11 judges. The responses is the 2D coordinates of the procetive mapping, for each judge individually (X1, Y1, X2,…, Y11), and CATA data on 30 attribues (Miso, Soft, Bitter,…, Stout).

16.2 A Collated version of the data

16.3 PCA on Collated data

• downweeeigting of attributes.
• On everything with normal scaling.
• Include judge-loadings in the output plots.

16.4