Cochran’s Q test for each attribute and Multiple pairwise comparisons:
Sticky |
0.0000 |
0.313(bc) |
0.209(ab) |
0.582(de) |
0.478(cd) |
0.746(e) |
0.806(e) |
0.03(a) |
Caramel |
0.0045 |
0.388(a) |
0.239(a) |
0.254(a) |
0.254(a) |
0.328(a) |
0.463(a) |
0.463(a) |
Brown |
0.0178 |
0.493(ab) |
0.537(b) |
0.328(a) |
0.493(ab) |
0.463(ab) |
0.358(ab) |
0.448(ab) |
Bubble |
0.0000 |
0.104(a) |
0.194(ab) |
0.612(d) |
0.224(abc) |
0.433(cd) |
0.343(bc) |
0.015(a) |
Sweet |
0.2430 |
0.299(a) |
0.328(a) |
0.358(a) |
0.299(a) |
0.448(a) |
0.328(a) |
0.418(a) |
Jujube |
0.0000 |
0.179(a) |
0.134(a) |
0.045(a) |
0.075(a) |
0.119(a) |
0.119(a) |
0.716(b) |
Milk |
0.0000 |
0.537(b) |
0.478(b) |
0.642(b) |
0.507(b) |
0.567(b) |
0.552(b) |
0.179(a) |
Grain |
0.0000 |
0.149(a) |
0.075(a) |
0.06(a) |
0.045(a) |
0.045(a) |
0.149(a) |
0.448(b) |
Acid |
0.0000 |
0.731(bc) |
0.642(abc) |
0.791(c) |
0.672(abc) |
0.821(c) |
0.507(ab) |
0.448(a) |
Fruity |
0.0000 |
0(a) |
0.104(a) |
0.045(a) |
0.045(a) |
0.03(a) |
0.06(a) |
0.239(b) |
Coffee |
0.0000 |
0.209(a) |
0.104(a) |
0.045(a) |
0.045(a) |
0.03(a) |
0.209(a) |
0.403(b) |
Caramel.1 |
0.0000 |
0.687(c) |
0.687(c) |
0.403(ab) |
0.582(bc) |
0.597(bc) |
0.358(a) |
0.507(abc) |
Sour |
0.0005 |
0.731(ab) |
0.716(ab) |
0.746(ab) |
0.851(b) |
0.761(b) |
0.552(a) |
0.657(ab) |
Sweet.1 |
0.1416 |
0.567(a) |
0.672(a) |
0.612(a) |
0.507(a) |
0.657(a) |
0.627(a) |
0.522(a) |
Fermented |
0.0058 |
0.403(ab) |
0.507(b) |
0.343(ab) |
0.403(ab) |
0.358(ab) |
0.343(ab) |
0.224(a) |
Smoothness |
0.0033 |
0.567(ab) |
0.687(b) |
0.537(ab) |
0.537(ab) |
0.552(ab) |
0.358(a) |
0.537(ab) |
Astringent |
0.7648 |
0.149(a) |
0.164(a) |
0.119(a) |
0.149(a) |
0.179(a) |
0.134(a) |
0.09(a) |
Bitter |
0.0012 |
0.149(ab) |
0.03(a) |
0.06(ab) |
0.045(ab) |
0.03(a) |
0.179(b) |
0.149(ab) |
Chinese |
0.0000 |
0.134(ab) |
0.045(a) |
0(a) |
0.075(a) |
0.03(a) |
0.254(b) |
0.119(ab) |
Creamy |
0.1370 |
0.075(a) |
0.09(a) |
0.179(a) |
0.104(a) |
0.134(a) |
0.179(a) |
0.075(a) |
Gloss |
0.0036 |
0.761(b) |
0.746(b) |
0.731(ab) |
0.672(ab) |
0.657(ab) |
0.552(a) |
0.597(ab) |
Exquisite |
0.0125 |
0.507(a) |
0.373(a) |
0.537(a) |
0.552(a) |
0.537(a) |
0.463(a) |
0.328(a) |
Adhesion |
0.0000 |
0.299(b) |
0.269(ab) |
0.522(c) |
0.418(bc) |
0.567(c) |
0.567(c) |
0.075(a) |
Chalky |
0.1325 |
0.03(a) |
0.06(a) |
0.015(a) |
0.06(a) |
0.075(a) |
0.104(a) |
0.03(a) |
Contingency table built from CATA data:
C18 |
21 |
26 |
33 |
7 |
20 |
12 |
36 |
10 |
49 |
0 |
14 |
46 |
49 |
38 |
27 |
38 |
10 |
10 |
9 |
5 |
51 |
34 |
20 |
2 |
C19 |
14 |
16 |
36 |
13 |
22 |
9 |
32 |
5 |
43 |
7 |
7 |
46 |
48 |
45 |
34 |
46 |
11 |
2 |
3 |
6 |
50 |
25 |
18 |
4 |
C3 |
39 |
17 |
22 |
41 |
24 |
3 |
43 |
4 |
53 |
3 |
3 |
27 |
50 |
41 |
23 |
36 |
8 |
4 |
0 |
12 |
49 |
36 |
35 |
1 |
C4 |
32 |
17 |
33 |
15 |
20 |
5 |
34 |
3 |
45 |
3 |
3 |
39 |
57 |
34 |
27 |
36 |
10 |
3 |
5 |
7 |
45 |
37 |
28 |
4 |
C7 |
50 |
22 |
31 |
29 |
30 |
8 |
38 |
3 |
55 |
2 |
2 |
40 |
51 |
44 |
24 |
37 |
12 |
2 |
2 |
9 |
44 |
36 |
38 |
5 |
N1 |
54 |
31 |
24 |
23 |
22 |
8 |
37 |
10 |
34 |
4 |
14 |
24 |
37 |
42 |
23 |
24 |
9 |
12 |
17 |
12 |
37 |
31 |
38 |
7 |
N4 |
2 |
31 |
30 |
1 |
28 |
48 |
12 |
30 |
30 |
16 |
27 |
34 |
44 |
35 |
15 |
36 |
6 |
10 |
8 |
5 |
40 |
22 |
5 |
2 |
Test of independence between the rows and the columns:
589.8642 |
138 |
0 |
0.05 |
Eigenvalues and percentages of inertia:
eigenvalue |
0.1018 |
0.0265 |
0.0131 |
0.0043 |
0.0032 |
0.0013 |
percentage of variance |
67.8160 |
17.6398 |
8.7064 |
2.8559 |
2.1409 |
0.8409 |
cumulative percentage of variance |
67.8160 |
85.4558 |
94.1622 |
97.0181 |
99.1591 |
100.0000 |
![](data:image/png;base64,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)
![](data:image/png;base64,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)
Principal Coordinate Analysis:
Correlations:
Sticky |
1.000 |
0.115 |
0.116 |
0.356 |
0.117 |
-0.417 |
0.396 |
-0.243 |
0.156 |
-0.352 |
-0.320 |
0.099 |
0.086 |
0.208 |
0.084 |
0.009 |
0.005 |
-0.059 |
0.004 |
0.335 |
0.126 |
0.295 |
0.544 |
0.244 |
0.251 |
Caramel |
0.115 |
1.000 |
0.041 |
-0.274 |
0.134 |
0.120 |
0.087 |
0.283 |
-0.023 |
-0.109 |
0.349 |
0.325 |
-0.030 |
0.090 |
-0.065 |
0.116 |
-0.323 |
0.015 |
0.043 |
0.066 |
0.159 |
0.187 |
-0.001 |
0.034 |
0.170 |
Brown |
0.116 |
0.041 |
1.000 |
0.176 |
0.104 |
0.117 |
0.117 |
-0.027 |
-0.041 |
-0.181 |
0.101 |
0.122 |
0.173 |
0.262 |
0.172 |
0.113 |
0.016 |
-0.173 |
0.094 |
0.065 |
0.173 |
0.209 |
0.154 |
0.123 |
0.055 |
Bubble |
0.356 |
-0.274 |
0.176 |
1.000 |
0.006 |
-0.344 |
0.220 |
-0.414 |
0.115 |
-0.332 |
-0.353 |
0.010 |
0.012 |
0.200 |
0.061 |
0.007 |
0.188 |
-0.214 |
0.043 |
-0.057 |
-0.129 |
0.020 |
0.350 |
0.163 |
0.046 |
Sweet |
0.117 |
0.134 |
0.104 |
0.006 |
1.000 |
0.136 |
0.259 |
0.147 |
0.227 |
0.320 |
-0.082 |
0.095 |
-0.017 |
0.372 |
-0.051 |
0.021 |
-0.204 |
-0.148 |
-0.261 |
0.265 |
0.121 |
0.215 |
0.009 |
-0.141 |
0.195 |
Jujube |
-0.417 |
0.120 |
0.117 |
-0.344 |
0.136 |
1.000 |
-0.295 |
0.418 |
-0.185 |
0.260 |
0.157 |
-0.058 |
-0.067 |
-0.050 |
0.016 |
0.146 |
-0.146 |
-0.034 |
-0.115 |
-0.057 |
0.057 |
-0.167 |
-0.406 |
-0.240 |
-0.197 |
Milk |
0.396 |
0.087 |
0.117 |
0.220 |
0.259 |
-0.295 |
1.000 |
-0.201 |
0.369 |
-0.261 |
-0.336 |
-0.009 |
0.243 |
0.193 |
0.035 |
0.159 |
-0.157 |
-0.132 |
-0.310 |
0.201 |
0.282 |
0.183 |
0.278 |
0.175 |
0.289 |
Grain |
-0.243 |
0.283 |
-0.027 |
-0.414 |
0.147 |
0.418 |
-0.201 |
1.000 |
-0.201 |
0.603 |
0.424 |
-0.263 |
-0.118 |
-0.077 |
-0.092 |
-0.002 |
-0.136 |
0.153 |
0.141 |
0.136 |
0.007 |
-0.131 |
-0.191 |
-0.248 |
-0.070 |
Acid |
0.156 |
-0.023 |
-0.041 |
0.115 |
0.227 |
-0.185 |
0.369 |
-0.201 |
1.000 |
0.168 |
-0.275 |
0.020 |
0.367 |
0.170 |
0.362 |
0.139 |
-0.161 |
-0.261 |
-0.281 |
0.114 |
0.146 |
0.185 |
0.192 |
-0.172 |
0.235 |
Fruity |
-0.352 |
-0.109 |
-0.181 |
-0.332 |
0.320 |
0.260 |
-0.261 |
0.603 |
0.168 |
1.000 |
0.287 |
-0.102 |
-0.220 |
-0.090 |
0.154 |
-0.187 |
-0.100 |
-0.471 |
-0.220 |
-0.021 |
0.023 |
-0.172 |
-0.373 |
0.031 |
-0.077 |
Coffee |
-0.320 |
0.349 |
0.101 |
-0.353 |
-0.082 |
0.157 |
-0.336 |
0.424 |
-0.275 |
0.287 |
1.000 |
0.239 |
-0.157 |
-0.202 |
0.005 |
0.060 |
-0.048 |
0.506 |
0.103 |
-0.165 |
-0.148 |
-0.133 |
-0.061 |
0.034 |
-0.085 |
Caramel.1 |
0.099 |
0.325 |
0.122 |
0.010 |
0.095 |
-0.058 |
-0.009 |
-0.263 |
0.020 |
-0.102 |
0.239 |
1.000 |
0.125 |
0.038 |
0.095 |
0.293 |
-0.056 |
0.145 |
-0.080 |
0.144 |
0.279 |
0.286 |
0.024 |
-0.043 |
0.146 |
Sour |
0.086 |
-0.030 |
0.173 |
0.012 |
-0.017 |
-0.067 |
0.243 |
-0.118 |
0.367 |
-0.220 |
-0.157 |
0.125 |
1.000 |
0.186 |
0.182 |
0.128 |
0.172 |
0.061 |
0.074 |
-0.080 |
0.292 |
0.177 |
0.170 |
-0.341 |
0.079 |
Sweet.1 |
0.208 |
0.090 |
0.262 |
0.200 |
0.372 |
-0.050 |
0.193 |
-0.077 |
0.170 |
-0.090 |
-0.202 |
0.038 |
0.186 |
1.000 |
0.001 |
0.187 |
-0.281 |
-0.376 |
-0.166 |
0.268 |
0.125 |
0.257 |
0.217 |
-0.255 |
0.220 |
Fermented |
0.084 |
-0.065 |
0.172 |
0.061 |
-0.051 |
0.016 |
0.035 |
-0.092 |
0.362 |
0.154 |
0.005 |
0.095 |
0.182 |
0.001 |
1.000 |
0.053 |
0.049 |
0.006 |
-0.053 |
-0.023 |
0.225 |
0.021 |
0.058 |
0.314 |
0.061 |
Smoothness |
0.009 |
0.116 |
0.113 |
0.007 |
0.021 |
0.146 |
0.159 |
-0.002 |
0.139 |
-0.187 |
0.060 |
0.293 |
0.128 |
0.187 |
0.053 |
1.000 |
-0.344 |
-0.366 |
-0.419 |
0.222 |
0.365 |
0.649 |
-0.073 |
-0.429 |
0.215 |
Astringent |
0.005 |
-0.323 |
0.016 |
0.188 |
-0.204 |
-0.146 |
-0.157 |
-0.136 |
-0.161 |
-0.100 |
-0.048 |
-0.056 |
0.172 |
-0.281 |
0.049 |
-0.344 |
1.000 |
0.495 |
0.402 |
-0.060 |
0.017 |
-0.228 |
0.069 |
0.270 |
-0.160 |
Bitter |
-0.059 |
0.015 |
-0.173 |
-0.214 |
-0.148 |
-0.034 |
-0.132 |
0.153 |
-0.261 |
-0.471 |
0.506 |
0.145 |
0.061 |
-0.376 |
0.006 |
-0.366 |
0.495 |
1.000 |
0.551 |
0.078 |
0.001 |
-0.174 |
0.013 |
0.456 |
-0.215 |
Chinese |
0.004 |
0.043 |
0.094 |
0.043 |
-0.261 |
-0.115 |
-0.310 |
0.141 |
-0.281 |
-0.220 |
0.103 |
-0.080 |
0.074 |
-0.166 |
-0.053 |
-0.419 |
0.402 |
0.551 |
1.000 |
-0.256 |
-0.155 |
-0.109 |
-0.045 |
0.636 |
-0.293 |
Creamy |
0.335 |
0.066 |
0.065 |
-0.057 |
0.265 |
-0.057 |
0.201 |
0.136 |
0.114 |
-0.021 |
-0.165 |
0.144 |
-0.080 |
0.268 |
-0.023 |
0.222 |
-0.060 |
0.078 |
-0.256 |
1.000 |
0.124 |
0.272 |
0.202 |
-0.181 |
0.130 |
Gloss |
0.126 |
0.159 |
0.173 |
-0.129 |
0.121 |
0.057 |
0.282 |
0.007 |
0.146 |
0.023 |
-0.148 |
0.279 |
0.292 |
0.125 |
0.225 |
0.365 |
0.017 |
0.001 |
-0.155 |
0.124 |
1.000 |
0.440 |
0.235 |
0.012 |
0.189 |
Exquisite |
0.295 |
0.187 |
0.209 |
0.020 |
0.215 |
-0.167 |
0.183 |
-0.131 |
0.185 |
-0.172 |
-0.133 |
0.286 |
0.177 |
0.257 |
0.021 |
0.649 |
-0.228 |
-0.174 |
-0.109 |
0.272 |
0.440 |
1.000 |
0.074 |
-0.188 |
0.343 |
Adhesion |
0.544 |
-0.001 |
0.154 |
0.350 |
0.009 |
-0.406 |
0.278 |
-0.191 |
0.192 |
-0.373 |
-0.061 |
0.024 |
0.170 |
0.217 |
0.058 |
-0.073 |
0.069 |
0.013 |
-0.045 |
0.202 |
0.235 |
0.074 |
1.000 |
0.089 |
0.094 |
Chalky |
0.244 |
0.034 |
0.123 |
0.163 |
-0.141 |
-0.240 |
0.175 |
-0.248 |
-0.172 |
0.031 |
0.034 |
-0.043 |
-0.341 |
-0.255 |
0.314 |
-0.429 |
0.270 |
0.456 |
0.636 |
-0.181 |
0.012 |
-0.188 |
0.089 |
1.000 |
-0.138 |
Liking |
0.251 |
0.170 |
0.055 |
0.046 |
0.195 |
-0.197 |
0.289 |
-0.070 |
0.235 |
-0.077 |
-0.085 |
0.146 |
0.079 |
0.220 |
0.061 |
0.215 |
-0.160 |
-0.215 |
-0.293 |
0.130 |
0.189 |
0.343 |
0.094 |
-0.138 |
1.000 |
Eigenvalues:
Eigenvalues |
Eigenvalues |
3.3704 |
2.9082 |
1.4474 |
1.1432 |
0.94 |
0.8963 |
0.6443 |
0.5728 |
0.4657 |
0.4325 |
0.3584 |
0.334 |
0.2161 |
0.1709 |
0.0905 |
0.0343 |
0 |
-0.0092 |
-0.1218 |
-0.1742 |
-0.2333 |
-0.3237 |
-0.3344 |
Rel_corr_eig |
Rel_corr_eig |
13.8971 |
12.3394 |
7.4168 |
6.3917 |
5.7071 |
5.5597 |
4.7105 |
4.4696 |
4.1086 |
3.9967 |
3.747 |
3.6648 |
3.2675 |
3.1152 |
2.8442 |
2.655 |
2.5085 |
2.1289 |
1.9523 |
1.7531 |
1.4485 |
1.4124 |
0.9054 |
Cum_corr_eig |
Cum_corr_eig |
13.8971 |
26.2364 |
33.6532 |
40.0449 |
45.752 |
51.3117 |
56.0222 |
60.4918 |
64.6004 |
68.5971 |
72.3441 |
76.0089 |
79.2763 |
82.3915 |
85.2358 |
87.8908 |
90.3993 |
92.5282 |
94.4806 |
96.2337 |
97.6822 |
99.0946 |
100 |
$mar [1] 2 4 2 4
$new [1] FALSE
$col.axis [1] “black”
Principal coordinates:
1.000 |
-0.3710751 |
-0.4160767 |
-0.0695067 |
0.2794150 |
0.0350463 |
-0.0269662 |
-0.0082999 |
0.0228251 |
-0.0041564 |
-0.1441594 |
-0.0741332 |
0.0891881 |
0.0609144 |
0.0345044 |
-0.0527942 |
0.0703095 |
0.115 |
0.1123118 |
0.2578108 |
-0.3828073 |
0.3160518 |
-0.1206364 |
0.0899071 |
-0.3062434 |
-0.0107506 |
-0.0789288 |
0.0573419 |
-0.0453157 |
0.0637621 |
-0.0234648 |
0.1068561 |
-0.0784693 |
0.0388142 |
0.116 |
-0.0314982 |
-0.0501933 |
-0.0238855 |
-0.1404276 |
0.1848826 |
0.4340481 |
-0.0227377 |
0.1721406 |
0.1546406 |
0.0664504 |
0.0174392 |
-0.1435236 |
0.1398418 |
-0.1829395 |
-0.0886601 |
0.0298913 |
0.356 |
-0.3069062 |
-0.5073970 |
0.2335879 |
-0.0715177 |
0.1570188 |
0.3017741 |
0.1914320 |
-0.1137741 |
-0.0398112 |
0.0611884 |
0.1201025 |
0.1362711 |
-0.1420397 |
0.0713925 |
0.0416231 |
0.0101389 |
0.117 |
-0.1644817 |
0.3142124 |
0.2159101 |
0.2762711 |
0.1576130 |
-0.0556044 |
0.0795374 |
0.0179187 |
-0.2728099 |
0.1853070 |
-0.0080546 |
-0.1209620 |
-0.0093148 |
-0.1093769 |
0.1071545 |
0.0496970 |
-0.417 |
0.4208484 |
0.5588580 |
0.0616559 |
-0.2294473 |
0.1556402 |
0.1015866 |
0.0640903 |
0.2595969 |
-0.0610298 |
0.1731925 |
0.0092912 |
0.1102534 |
0.0349983 |
0.1099646 |
0.0291489 |
0.0499544 |
0.396 |
-0.4636165 |
-0.1669448 |
0.0621205 |
0.1687958 |
-0.0714906 |
-0.1586049 |
-0.1442817 |
0.2274120 |
0.0211267 |
0.2297883 |
0.1949485 |
0.0306713 |
-0.0960000 |
-0.0635940 |
-0.0656215 |
-0.0693990 |
-0.243 |
0.5045523 |
0.4917036 |
0.0277315 |
0.1694536 |
0.2951234 |
-0.1912044 |
-0.1205384 |
-0.0115456 |
0.1599041 |
-0.1234613 |
0.0832706 |
0.0589072 |
-0.0413495 |
-0.0050992 |
-0.0006294 |
0.0004244 |
0.156 |
-0.3982251 |
0.0659651 |
0.3532256 |
-0.1246531 |
-0.1748762 |
-0.2243382 |
-0.1570880 |
-0.1853531 |
-0.0362939 |
0.0662046 |
-0.1088714 |
0.1352689 |
-0.0522253 |
-0.0729712 |
-0.0229665 |
0.0349688 |
-0.352 |
0.3314228 |
0.5452099 |
0.6248283 |
0.0983784 |
-0.1520468 |
-0.0052944 |
0.0504731 |
-0.1085269 |
-0.0433135 |
-0.1433414 |
-0.0287657 |
-0.1016564 |
-0.0674212 |
-0.0022472 |
-0.0635819 |
-0.0199144 |
-0.320 |
0.6293011 |
0.2590422 |
-0.2364575 |
0.0407606 |
-0.1580439 |
0.1401274 |
0.0467257 |
-0.3068762 |
0.1735135 |
0.1013267 |
0.0548775 |
-0.0753499 |
-0.0426002 |
-0.0817893 |
0.0146899 |
-0.0202084 |
0.099 |
-0.0360888 |
0.0357387 |
-0.3491883 |
-0.1058493 |
-0.3324679 |
0.1275097 |
0.2452622 |
-0.1339134 |
-0.2481847 |
0.0925569 |
-0.1367248 |
-0.0920265 |
0.0063049 |
0.0428060 |
-0.0684468 |
-0.0135719 |
0.086 |
-0.1627050 |
-0.0898370 |
-0.0761785 |
-0.5416894 |
0.1511680 |
-0.2319653 |
-0.2809939 |
-0.1027005 |
-0.1067886 |
0.0584707 |
-0.0053928 |
-0.0309005 |
0.0327012 |
-0.0371326 |
-0.0541208 |
-0.0148337 |
0.208 |
-0.4123917 |
0.1610708 |
0.0701572 |
0.0563955 |
0.3529074 |
0.2125504 |
-0.0820341 |
-0.0886983 |
-0.0257628 |
0.0455971 |
-0.1560343 |
-0.0637450 |
0.0777502 |
0.1302104 |
0.0482669 |
-0.0982058 |
0.084 |
0.0501689 |
-0.0750517 |
0.3101854 |
-0.2394126 |
-0.3547031 |
0.0406005 |
-0.0537537 |
0.0508069 |
0.1999358 |
0.0063998 |
-0.1637997 |
0.1552142 |
0.1706344 |
0.0026347 |
0.0800726 |
-0.0062632 |
0.009 |
-0.3762773 |
0.4377826 |
-0.2755666 |
-0.2481217 |
-0.0724171 |
0.1227696 |
0.1590159 |
0.0293572 |
0.1652293 |
-0.0485613 |
0.1066361 |
0.1686965 |
-0.1537048 |
0.0211515 |
-0.0013768 |
-0.0000521 |
0.005 |
0.4019623 |
-0.5042167 |
0.1893221 |
-0.2761164 |
0.1157333 |
-0.1887136 |
0.2411944 |
-0.0251821 |
-0.0581945 |
-0.0863231 |
0.1367143 |
-0.1033657 |
0.0071557 |
0.0504418 |
-0.0701340 |
0.0165564 |
-0.059 |
0.6120656 |
-0.3829685 |
-0.3536109 |
0.0096726 |
-0.0148264 |
-0.3321423 |
0.0816977 |
0.0382291 |
-0.0411879 |
0.1469240 |
0.0003793 |
0.0771344 |
0.0476546 |
-0.0453608 |
0.0927399 |
-0.0205214 |
0.004 |
0.6006536 |
-0.4466766 |
-0.0561891 |
-0.0316544 |
0.2228809 |
0.1592928 |
-0.2154294 |
-0.0363894 |
-0.1509486 |
-0.1999456 |
-0.0594025 |
0.0870303 |
-0.0445471 |
-0.0039618 |
0.0034984 |
-0.0171335 |
0.335 |
-0.1975739 |
0.1282744 |
-0.0821534 |
0.2518112 |
0.1943576 |
-0.2862736 |
0.3806113 |
0.0706723 |
0.1013766 |
-0.0492928 |
-0.1626768 |
0.0972970 |
0.0883568 |
-0.0219103 |
-0.0805950 |
-0.0320097 |
0.126 |
-0.1560636 |
0.0982076 |
-0.0879299 |
-0.1754545 |
-0.1856067 |
-0.1640281 |
-0.0562033 |
0.3338786 |
0.0372809 |
-0.1462874 |
-0.0300361 |
-0.2732177 |
-0.0779959 |
0.1170488 |
0.0469937 |
0.0033459 |
0.295 |
-0.3794453 |
0.1289385 |
-0.2680184 |
-0.0361070 |
-0.0465584 |
0.0748461 |
0.0211168 |
0.0606702 |
-0.1292841 |
-0.3272741 |
-0.0164363 |
0.0223349 |
-0.0481551 |
-0.1797337 |
0.0867005 |
-0.0122612 |
0.544 |
-0.2554250 |
-0.4132886 |
-0.0822102 |
0.1082149 |
0.1024972 |
-0.0932354 |
-0.0429735 |
-0.1823045 |
0.3134374 |
0.0750782 |
-0.1048590 |
-0.2037686 |
-0.0905117 |
0.0437995 |
0.0545350 |
0.0448749 |
0.244 |
0.3944554 |
-0.5468809 |
0.2275307 |
0.3147639 |
-0.2946721 |
0.1878466 |
-0.0350890 |
0.2021516 |
0.0021942 |
0.0056717 |
0.0121161 |
0.0059513 |
-0.0250110 |
-0.0016166 |
0.0044822 |
-0.0278568 |
0.251 |
-0.3459688 |
0.1167171 |
-0.0325528 |
0.1304664 |
-0.1465230 |
-0.0344884 |
-0.0354909 |
-0.1796445 |
-0.0319445 |
-0.1028519 |
0.3647277 |
-0.0294648 |
0.2480288 |
0.0769229 |
0.0374906 |
0.0032554 |
![](data:image/png;base64,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)
Attributes analysis:
Summary table:
Absent |
257 |
309 |
260 |
340 |
303 |
376 |
237 |
404 |
160 |
434 |
399 |
213 |
133 |
190 |
296 |
216 |
403 |
426 |
425 |
413 |
153 |
248 |
287 |
444 |
Present |
212 |
160 |
209 |
129 |
166 |
93 |
232 |
65 |
309 |
35 |
70 |
256 |
336 |
279 |
173 |
253 |
66 |
43 |
44 |
56 |
316 |
221 |
182 |
25 |
![](data:image/png;base64,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)
Comparison table:
Sticky |
Absent |
257 |
54.8% |
1308 |
5.089 |
|
|
|
|
|
Sticky |
Present |
212 |
45.2% |
1299 |
6.127 |
1.038 |
5.607 |
<0.0001 |
Yes |
|
Caramel |
Absent |
309 |
65.88% |
1640 |
5.307 |
|
|
|
|
|
Caramel |
Present |
160 |
34.12% |
967 |
6.044 |
0.736999999999999 |
3.722 |
<0.0001 |
Yes |
|
Brown |
Absent |
260 |
55.44% |
1419 |
5.458 |
|
|
|
|
|
Brown |
Present |
209 |
44.56% |
1188 |
5.684 |
0.226 |
1.185 |
0.118 |
No |
|
Bubble |
Absent |
340 |
72.49% |
1870 |
5.500 |
|
|
|
|
|
Bubble |
Present |
129 |
27.51% |
737 |
5.713 |
0.213 |
1.001 |
0.159 |
No |
|
Sweet |
Absent |
303 |
64.61% |
1594 |
5.261 |
|
|
|
|
|
Sweet |
Present |
166 |
35.39% |
1013 |
6.102 |
0.841 |
4.313 |
<0.0001 |
Yes |
|
Jujube |
Absent |
376 |
80.17% |
2166 |
5.761 |
|
|
|
|
|
Jujube |
Present |
93 |
19.83% |
441 |
4.742 |
-1.019 |
4.354 |
<0.0001 |
Yes |
|
Milk |
Absent |
237 |
50.53% |
1178 |
4.970 |
|
|
|
|
|
Milk |
Present |
232 |
49.47% |
1429 |
6.159 |
1.189 |
6.525 |
<0.0001 |
Yes |
|
Grain |
Absent |
404 |
86.14% |
2269 |
5.616 |
|
|
|
|
|
Grain |
Present |
65 |
13.86% |
338 |
5.200 |
-0.415999999999999 |
1.515 |
0.065 |
No |
|
Acid |
Absent |
160 |
34.12% |
782 |
4.888 |
|
|
|
|
|
Acid |
Present |
309 |
65.88% |
1825 |
5.906 |
1.018 |
5.221 |
<0.0001 |
Yes |
|
Fruity |
Absent |
434 |
92.54% |
2432 |
5.604 |
|
|
|
|
|
Fruity |
Present |
35 |
7.46% |
175 |
5.000 |
-0.604 |
1.672 |
0.048 |
Yes |
|
Coffee |
Absent |
399 |
85.07% |
2247 |
5.632 |
|
|
|
|
|
Coffee |
Present |
70 |
14.93% |
360 |
5.143 |
-0.489 |
1.837 |
0.033 |
Yes |
|
Caramel.1 |
Absent |
213 |
45.42% |
1114 |
5.230 |
|
|
|
|
|
Caramel.1 |
Present |
256 |
54.58% |
1493 |
5.832 |
0.601999999999999 |
3.183 |
0.001 |
Yes |
|
Sour |
Absent |
133 |
28.36% |
705 |
5.301 |
|
|
|
|
|
Sour |
Present |
336 |
71.64% |
1902 |
5.661 |
0.359999999999999 |
1.71 |
0.044 |
Yes |
|
Sweet.1 |
Absent |
190 |
40.51% |
952 |
5.011 |
|
|
|
|
|
Sweet.1 |
Present |
279 |
59.49% |
1655 |
5.932 |
0.921 |
4.872 |
<0.0001 |
Yes |
|
Fermented |
Absent |
296 |
63.11% |
1617 |
5.463 |
|
|
|
|
|
Fermented |
Present |
173 |
36.89% |
990 |
5.723 |
0.26 |
1.319 |
0.094 |
No |
|
Smoothness |
Absent |
216 |
46.06% |
1097 |
5.079 |
|
|
|
|
|
Smoothness |
Present |
253 |
53.94% |
1510 |
5.968 |
0.889 |
4.772 |
<0.0001 |
Yes |
|
Astringent |
Absent |
403 |
85.93% |
2294 |
5.692 |
|
|
|
|
|
Astringent |
Present |
66 |
14.07% |
313 |
4.742 |
-0.95 |
3.517 |
<0.0001 |
Yes |
|
Bitter |
Absent |
426 |
90.83% |
2428 |
5.700 |
|
|
|
|
|
Bitter |
Present |
43 |
9.17% |
179 |
4.163 |
-1.537 |
4.772 |
<0.0001 |
Yes |
|
Chinese |
Absent |
425 |
90.62% |
2445 |
5.753 |
|
|
|
|
|
Chinese |
Present |
44 |
9.38% |
162 |
3.682 |
-2.071 |
6.638 |
<0.0001 |
Yes |
|
Creamy |
Absent |
413 |
88.06% |
2255 |
5.460 |
|
|
|
|
|
Creamy |
Present |
56 |
11.94% |
352 |
6.286 |
0.826 |
2.837 |
0.002 |
Yes |
|
Gloss |
Absent |
153 |
32.62% |
765 |
5.000 |
|
|
|
|
|
Gloss |
Present |
316 |
67.38% |
1842 |
5.829 |
0.829 |
4.16 |
<0.0001 |
Yes |
|
Exquisite |
Absent |
248 |
52.88% |
1213 |
4.891 |
|
|
|
|
|
Exquisite |
Present |
221 |
47.12% |
1394 |
6.308 |
1.417 |
7.913 |
<0.0001 |
Yes |
|
Adhesion |
Absent |
287 |
61.19% |
1551 |
5.404 |
|
|
|
|
|
Adhesion |
Present |
182 |
38.81% |
1056 |
5.802 |
0.398 |
2.047 |
0.021 |
Yes |
|
Chalky |
Absent |
444 |
94.67% |
2498 |
5.626 |
|
|
|
|
|
Chalky |
Present |
25 |
5.33% |
109 |
4.360 |
-1.266 |
3.018 |
0.001 |
Yes |
|
![](data:image/png;base64,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)
![](data:image/png;base64,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)