library(FactoMineR)
## Warning: package 'FactoMineR' was built under R version 4.5.2
data(tea)
summary(tea)
## breakfast tea.time evening lunch
## breakfast :144 Not.tea time:131 evening :103 lunch : 44
## Not.breakfast:156 tea time :169 Not.evening:197 Not.lunch:256
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##
## dinner always home work
## dinner : 21 always :103 home :291 Not.work:213
## Not.dinner:279 Not.always:197 Not.home: 9 work : 87
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##
## tearoom friends resto pub
## Not.tearoom:242 friends :196 Not.resto:221 Not.pub:237
## tearoom : 58 Not.friends:104 resto : 79 pub : 63
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##
## Tea How sugar how
## black : 74 alone:195 No.sugar:155 tea bag :170
## Earl Grey:193 lemon: 33 sugar :145 tea bag+unpackaged: 94
## green : 33 milk : 63 unpackaged : 36
## other: 9
##
##
##
## where price age sex
## chain store :192 p_branded : 95 Min. :15.00 F:178
## chain store+tea shop: 78 p_cheap : 7 1st Qu.:23.00 M:122
## tea shop : 30 p_private label: 21 Median :32.00
## p_unknown : 12 Mean :37.05
## p_upscale : 53 3rd Qu.:48.00
## p_variable :112 Max. :90.00
##
## SPC Sport age_Q frequency
## employee :59 Not.sportsman:121 15-24:92 1/day : 95
## middle :40 sportsman :179 25-34:69 1 to 2/week: 44
## non-worker :64 35-44:40 +2/day :127
## other worker:20 45-59:61 3 to 6/week: 34
## senior :35 +60 :38
## student :70
## workman :12
## escape.exoticism spirituality healthy
## escape-exoticism :142 Not.spirituality:206 healthy :210
## Not.escape-exoticism:158 spirituality : 94 Not.healthy: 90
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##
## diuretic friendliness iron.absorption
## diuretic :174 friendliness :242 iron absorption : 31
## Not.diuretic:126 Not.friendliness: 58 Not.iron absorption:269
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##
## feminine sophisticated slimming exciting
## feminine :129 Not.sophisticated: 85 No.slimming:255 exciting :116
## Not.feminine:171 sophisticated :215 slimming : 45 No.exciting:184
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## relaxing effect.on.health
## No.relaxing:113 effect on health : 66
## relaxing :187 No.effect on health:234
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##
##
res <- MCA(tea, quanti.sup=19, quali.sup=c(20:36))
summary(res, ncp=3, nbelements=Inf)
##
## Call:
## MCA(X = tea, quanti.sup = 19, quali.sup = c(20:36))
##
##
## Eigenvalues
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7
## Variance 0.148 0.122 0.090 0.078 0.074 0.071 0.068
## % of var. 9.885 8.103 6.001 5.204 4.917 4.759 4.522
## Cumulative % of var. 9.885 17.988 23.989 29.192 34.109 38.868 43.390
## Dim.8 Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14
## Variance 0.065 0.062 0.059 0.057 0.054 0.052 0.049
## % of var. 4.355 4.123 3.902 3.805 3.628 3.462 3.250
## Cumulative % of var. 47.745 51.867 55.769 59.574 63.202 66.664 69.914
## Dim.15 Dim.16 Dim.17 Dim.18 Dim.19 Dim.20 Dim.21
## Variance 0.048 0.047 0.046 0.040 0.038 0.037 0.036
## % of var. 3.221 3.127 3.037 2.683 2.541 2.438 2.378
## Cumulative % of var. 73.135 76.262 79.298 81.982 84.523 86.961 89.339
## Dim.22 Dim.23 Dim.24 Dim.25 Dim.26 Dim.27
## Variance 0.035 0.031 0.029 0.027 0.021 0.017
## % of var. 2.323 2.055 1.915 1.821 1.407 1.139
## Cumulative % of var. 91.662 93.717 95.633 97.454 98.861 100.000
##
## Individuals
## Dim.1 ctr cos2 Dim.2 ctr cos2 Dim.3
## 1 | -0.541 0.658 0.143 | -0.149 0.061 0.011 | -0.306
## 2 | -0.361 0.293 0.133 | -0.078 0.017 0.006 | -0.633
## 3 | 0.073 0.012 0.003 | -0.169 0.079 0.018 | 0.246
## 4 | -0.572 0.735 0.235 | 0.018 0.001 0.000 | 0.203
## 5 | -0.253 0.144 0.079 | -0.118 0.038 0.017 | 0.006
## 6 | -0.684 1.053 0.231 | 0.032 0.003 0.001 | -0.018
## 7 | -0.111 0.027 0.022 | -0.182 0.090 0.059 | -0.207
## 8 | -0.210 0.099 0.043 | -0.068 0.013 0.004 | -0.421
## 9 | 0.118 0.031 0.012 | 0.229 0.144 0.044 | -0.538
## 10 | 0.258 0.150 0.045 | 0.478 0.627 0.156 | -0.482
## 11 | -0.177 0.070 0.015 | -0.291 0.233 0.042 | 0.219
## 12 | -0.204 0.093 0.062 | -0.225 0.139 0.076 | 0.177
## 13 | 0.009 0.000 0.000 | -0.101 0.028 0.006 | -0.579
## 14 | -0.392 0.345 0.164 | -0.206 0.117 0.045 | -0.324
## 15 | -0.184 0.076 0.027 | 0.289 0.229 0.066 | -0.685
## 16 | -0.032 0.002 0.001 | 0.533 0.780 0.219 | -0.152
## 17 | 0.419 0.394 0.139 | 0.278 0.212 0.061 | -0.374
## 18 | 0.329 0.243 0.120 | -0.044 0.005 0.002 | -0.291
## 19 | -0.066 0.010 0.003 | -0.239 0.157 0.043 | -0.359
## 20 | -0.194 0.085 0.035 | -0.055 0.008 0.003 | -0.347
## 21 | 0.151 0.052 0.021 | -0.014 0.001 0.000 | 0.020
## 22 | 0.613 0.845 0.120 | 0.107 0.032 0.004 | -0.870
## 23 | -0.301 0.203 0.034 | 0.116 0.037 0.005 | 0.257
## 24 | -0.121 0.033 0.014 | 0.152 0.064 0.023 | -0.363
## 25 | 0.094 0.020 0.007 | 0.228 0.143 0.040 | 0.228
## 26 | 0.641 0.924 0.140 | -0.371 0.377 0.047 | 0.075
## 27 | 0.077 0.013 0.007 | -0.178 0.087 0.041 | -0.079
## 28 | 0.508 0.579 0.202 | -0.356 0.348 0.099 | 0.015
## 29 | -0.156 0.055 0.035 | -0.024 0.002 0.001 | -0.288
## 30 | -0.073 0.012 0.006 | -0.137 0.051 0.022 | -0.204
## 31 | -0.270 0.163 0.042 | 1.026 2.885 0.609 | 0.201
## 32 | 0.492 0.545 0.183 | -0.136 0.051 0.014 | 0.019
## 33 | 0.156 0.055 0.026 | -0.067 0.012 0.005 | -0.022
## 34 | -0.454 0.463 0.146 | -0.024 0.002 0.000 | -0.464
## 35 | 0.714 1.145 0.260 | 0.330 0.298 0.055 | 0.105
## 36 | -0.398 0.355 0.187 | -0.240 0.159 0.068 | -0.210
## 37 | -0.218 0.107 0.044 | 0.035 0.003 0.001 | -0.294
## 38 | -0.670 1.008 0.406 | 0.030 0.002 0.001 | -0.314
## 39 | 0.363 0.297 0.091 | -0.219 0.131 0.033 | 0.018
## 40 | -0.047 0.005 0.002 | 0.164 0.074 0.022 | -0.165
## 41 | -0.329 0.243 0.110 | -0.300 0.247 0.092 | -0.082
## 42 | -0.068 0.010 0.002 | -0.063 0.011 0.002 | -0.355
## 43 | -0.119 0.032 0.016 | -0.320 0.281 0.115 | -0.138
## 44 | 0.715 1.150 0.174 | -0.034 0.003 0.000 | -0.814
## 45 | -0.214 0.103 0.070 | -0.118 0.038 0.021 | 0.179
## 46 | 0.565 0.716 0.215 | -0.432 0.512 0.126 | 0.052
## 47 | -0.471 0.498 0.084 | -0.123 0.042 0.006 | 0.477
## 48 | 0.172 0.066 0.034 | 0.057 0.009 0.004 | 0.115
## 49 | -0.127 0.037 0.011 | -0.182 0.091 0.022 | -0.373
## 50 | 0.621 0.867 0.271 | 0.337 0.311 0.080 | -0.553
## 51 | 0.381 0.327 0.151 | -0.118 0.038 0.015 | -0.003
## 52 | 0.301 0.204 0.069 | 0.337 0.311 0.087 | 0.064
## 53 | 0.185 0.077 0.019 | 0.842 1.946 0.383 | 0.238
## 54 | -0.414 0.384 0.106 | 0.266 0.194 0.044 | 0.234
## 55 | -0.591 0.786 0.243 | -0.050 0.007 0.002 | 0.144
## 56 | 0.481 0.521 0.208 | -0.075 0.016 0.005 | 0.185
## 57 | 0.110 0.027 0.009 | 0.020 0.001 0.000 | -0.238
## 58 | 0.214 0.103 0.043 | -0.144 0.057 0.020 | -0.019
## 59 | 0.487 0.533 0.111 | 0.164 0.073 0.013 | 0.113
## 60 | 0.324 0.236 0.073 | -0.226 0.140 0.035 | -0.285
## 61 | 0.877 1.730 0.498 | -0.204 0.115 0.027 | -0.196
## 62 | 0.236 0.125 0.028 | 0.427 0.501 0.091 | 0.313
## 63 | -0.388 0.338 0.227 | -0.114 0.035 0.020 | -0.245
## 64 | 0.396 0.352 0.115 | -0.102 0.029 0.008 | 0.023
## 65 | 0.031 0.002 0.001 | -0.174 0.083 0.036 | 0.360
## 66 | 0.772 1.341 0.150 | 0.501 0.689 0.063 | -0.436
## 67 | 0.860 1.662 0.533 | -0.081 0.018 0.005 | -0.072
## 68 | 0.587 0.774 0.180 | -0.163 0.073 0.014 | 0.575
## 69 | 0.334 0.251 0.070 | -0.322 0.284 0.065 | 0.080
## 70 | -0.350 0.276 0.144 | -0.208 0.119 0.051 | 0.118
## 71 | -0.086 0.017 0.011 | -0.260 0.185 0.101 | 0.163
## 72 | 0.517 0.600 0.188 | -0.234 0.150 0.039 | 0.084
## 73 | -0.048 0.005 0.002 | -0.308 0.260 0.077 | 0.403
## 74 | -0.059 0.008 0.002 | 0.942 2.434 0.427 | 0.597
## 75 | 0.598 0.805 0.135 | -0.454 0.566 0.078 | -0.060
## 76 | -0.542 0.660 0.336 | -0.271 0.202 0.084 | -0.196
## 77 | -0.195 0.085 0.055 | -0.235 0.151 0.080 | 0.008
## 78 | 0.057 0.007 0.003 | -0.283 0.220 0.069 | -0.281
## 79 | -0.089 0.018 0.003 | 0.158 0.068 0.008 | 0.696
## 80 | 0.212 0.101 0.045 | -0.260 0.185 0.068 | -0.098
## 81 | -0.408 0.374 0.161 | 0.342 0.322 0.114 | -0.211
## 82 | -0.017 0.001 0.000 | 0.123 0.041 0.004 | 0.523
## 83 | -0.095 0.020 0.007 | 0.115 0.036 0.010 | 0.062
## 84 | -0.045 0.005 0.002 | -0.203 0.113 0.048 | 0.030
## 85 | -0.374 0.315 0.076 | -0.246 0.167 0.033 | 0.000
## 86 | 0.067 0.010 0.002 | -0.489 0.656 0.101 | 0.096
## 87 | 0.917 1.889 0.435 | 0.080 0.017 0.003 | 0.291
## 88 | 0.193 0.084 0.018 | -0.537 0.790 0.137 | 0.312
## 89 | 0.137 0.042 0.013 | -0.242 0.160 0.040 | -0.205
## 90 | 0.154 0.054 0.011 | -0.291 0.232 0.039 | 0.408
## 91 | 0.090 0.018 0.007 | -0.211 0.122 0.037 | -0.111
## 92 | 0.017 0.001 0.000 | -0.289 0.230 0.027 | 0.590
## 93 | 0.167 0.063 0.021 | 0.051 0.007 0.002 | -0.334
## 94 | 0.150 0.050 0.007 | 0.494 0.669 0.073 | 0.606
## 95 | -0.028 0.002 0.000 | 0.902 2.231 0.499 | 0.409
## 96 | 0.004 0.000 0.000 | -0.163 0.073 0.021 | -0.335
## 97 | -0.542 0.660 0.336 | -0.271 0.202 0.084 | -0.196
## 98 | 0.151 0.052 0.028 | -0.342 0.322 0.146 | -0.159
## 99 | 0.715 1.150 0.296 | -0.298 0.244 0.051 | -0.245
## 100 | 0.193 0.083 0.018 | 0.961 2.534 0.455 | 0.104
## 101 | 0.376 0.318 0.093 | -0.308 0.260 0.062 | 0.486
## 102 | -0.507 0.577 0.204 | 0.083 0.019 0.006 | 0.137
## 103 | 0.520 0.608 0.195 | -0.191 0.101 0.026 | -0.108
## 104 | -0.201 0.090 0.047 | -0.329 0.297 0.128 | -0.034
## 105 | -0.174 0.068 0.010 | -0.255 0.179 0.021 | 0.297
## 106 | -0.111 0.028 0.015 | -0.319 0.280 0.128 | 0.295
## 107 | -0.111 0.028 0.015 | -0.319 0.280 0.128 | 0.295
## 108 | 0.593 0.791 0.238 | -0.282 0.219 0.054 | 0.482
## 109 | 0.022 0.001 0.001 | -0.156 0.067 0.030 | -0.035
## 110 | 0.250 0.141 0.041 | 0.301 0.248 0.060 | 0.379
## 111 | -0.291 0.190 0.082 | -0.148 0.060 0.021 | -0.008
## 112 | 0.172 0.066 0.034 | 0.057 0.009 0.004 | 0.115
## 113 | -0.164 0.061 0.029 | 0.222 0.135 0.053 | -0.042
## 114 | -0.106 0.025 0.007 | -0.336 0.309 0.069 | 0.411
## 115 | -0.348 0.272 0.174 | -0.256 0.180 0.094 | 0.191
## 116 | -0.332 0.248 0.058 | -0.204 0.114 0.022 | 0.200
## 117 | -0.303 0.206 0.083 | -0.167 0.077 0.025 | 0.461
## 118 | -0.229 0.118 0.021 | -0.294 0.238 0.035 | 0.477
## 119 | -0.187 0.078 0.036 | -0.135 0.050 0.019 | -0.096
## 120 | 0.244 0.134 0.056 | 0.296 0.240 0.083 | -0.129
## 121 | -0.231 0.120 0.082 | -0.176 0.085 0.047 | 0.106
## 122 | 0.685 1.056 0.263 | -0.056 0.009 0.002 | 0.319
## 123 | -0.330 0.244 0.142 | -0.195 0.104 0.050 | 0.487
## 124 | -0.400 0.359 0.232 | -0.181 0.090 0.048 | 0.360
## 125 | 0.051 0.006 0.002 | -0.423 0.490 0.153 | 0.254
## 126 | -0.234 0.124 0.042 | -0.301 0.249 0.069 | 0.112
## 127 | 0.773 1.345 0.205 | -0.093 0.024 0.003 | -0.761
## 128 | 0.245 0.135 0.034 | -0.057 0.009 0.002 | -0.542
## 129 | 0.031 0.002 0.001 | -0.337 0.311 0.126 | 0.154
## 130 | 0.187 0.079 0.027 | -0.416 0.474 0.136 | 0.110
## 131 | -0.014 0.000 0.000 | -0.290 0.230 0.099 | 0.087
## 132 | -0.205 0.094 0.036 | -0.189 0.098 0.031 | -0.312
## 133 | 0.559 0.704 0.194 | -0.136 0.050 0.011 | 0.558
## 134 | -0.461 0.478 0.110 | -0.006 0.000 0.000 | 0.015
## 135 | 0.459 0.473 0.068 | -0.100 0.027 0.003 | -0.357
## 136 | 0.482 0.523 0.140 | -0.198 0.108 0.024 | 0.114
## 137 | -0.201 0.090 0.022 | -0.251 0.173 0.034 | 0.424
## 138 | -0.014 0.000 0.000 | -0.217 0.129 0.043 | -0.015
## 139 | -0.364 0.298 0.195 | -0.125 0.043 0.023 | 0.190
## 140 | -0.364 0.298 0.195 | -0.125 0.043 0.023 | 0.190
## 141 | -0.311 0.217 0.127 | -0.288 0.228 0.109 | 0.013
## 142 | -0.199 0.089 0.015 | -0.352 0.340 0.045 | 0.805
## 143 | 0.028 0.002 0.001 | -0.264 0.191 0.091 | 0.278
## 144 | -0.280 0.176 0.093 | -0.183 0.092 0.040 | 0.007
## 145 | -0.291 0.191 0.088 | -0.314 0.270 0.102 | -0.182
## 146 | -0.400 0.359 0.232 | -0.181 0.090 0.048 | 0.360
## 147 | -0.060 0.008 0.004 | -0.239 0.156 0.068 | 0.259
## 148 | 0.003 0.000 0.000 | 0.356 0.349 0.043 | -0.372
## 149 | -0.166 0.062 0.010 | 0.193 0.102 0.014 | 0.352
## 150 | -0.268 0.161 0.048 | -0.224 0.138 0.033 | 0.389
## 151 | -0.105 0.025 0.004 | -0.010 0.000 0.000 | -0.576
## 152 | -0.450 0.456 0.312 | -0.120 0.040 0.022 | -0.146
## 153 | -0.471 0.500 0.065 | 0.347 0.331 0.035 | -0.534
## 154 | -0.520 0.608 0.263 | -0.012 0.000 0.000 | -0.189
## 155 | -0.443 0.441 0.224 | -0.213 0.124 0.052 | 0.264
## 156 | -0.450 0.455 0.064 | -0.061 0.010 0.001 | -0.646
## 157 | -0.274 0.168 0.051 | -0.301 0.248 0.061 | -0.061
## 158 | -0.400 0.359 0.232 | -0.181 0.090 0.048 | 0.360
## 159 | -0.121 0.033 0.010 | 0.356 0.348 0.087 | -0.514
## 160 | 0.278 0.174 0.062 | -0.111 0.034 0.010 | -0.076
## 161 | -0.165 0.061 0.017 | 0.185 0.094 0.021 | 0.161
## 162 | -0.461 0.478 0.236 | -0.052 0.007 0.003 | -0.356
## 163 | -0.413 0.384 0.149 | 0.127 0.044 0.014 | -0.247
## 164 | -0.275 0.170 0.087 | 0.059 0.010 0.004 | -0.416
## 165 | -0.460 0.477 0.126 | 0.772 1.637 0.356 | 0.020
## 166 | -0.450 0.456 0.312 | -0.120 0.040 0.022 | -0.146
## 167 | -0.588 0.778 0.324 | 0.054 0.008 0.003 | -0.229
## 168 | -0.042 0.004 0.001 | 1.138 3.550 0.522 | 0.142
## 169 | -0.399 0.358 0.217 | -0.133 0.048 0.024 | 0.224
## 170 | -0.090 0.018 0.009 | -0.243 0.161 0.065 | 0.060
## 171 | 0.274 0.169 0.045 | 0.438 0.526 0.114 | 0.095
## 172 | 0.481 0.521 0.224 | -0.052 0.008 0.003 | -0.049
## 173 | 0.238 0.127 0.040 | 0.194 0.103 0.026 | -0.372
## 174 | -0.124 0.035 0.015 | -0.310 0.264 0.091 | 0.264
## 175 | -0.203 0.093 0.047 | -0.247 0.168 0.069 | 0.068
## 176 | -0.367 0.303 0.140 | -0.223 0.136 0.051 | 0.158
## 177 | -0.304 0.208 0.108 | -0.259 0.185 0.078 | -0.053
## 178 | -0.045 0.005 0.003 | -0.021 0.001 0.001 | 0.158
## 179 | -0.093 0.019 0.008 | -0.304 0.253 0.082 | 0.104
## 180 | -0.442 0.440 0.146 | 0.094 0.024 0.007 | 0.261
## 181 | -0.278 0.174 0.033 | -0.283 0.219 0.034 | -0.338
## 182 | -0.287 0.185 0.046 | 1.071 3.147 0.638 | -0.347
## 183 | -0.408 0.374 0.117 | -0.075 0.016 0.004 | -0.636
## 184 | -0.398 0.355 0.187 | -0.240 0.159 0.068 | -0.210
## 185 | 0.149 0.050 0.021 | -0.160 0.070 0.024 | 0.166
## 186 | -0.507 0.578 0.224 | 0.121 0.040 0.013 | -0.032
## 187 | -0.705 1.118 0.447 | -0.026 0.002 0.001 | -0.144
## 188 | -0.624 0.875 0.362 | -0.002 0.000 0.000 | -0.059
## 189 | -0.367 0.302 0.075 | 0.056 0.009 0.002 | 0.193
## 190 | 0.067 0.010 0.002 | 1.149 3.619 0.484 | 0.298
## 191 | -0.188 0.080 0.017 | 0.430 0.508 0.089 | 0.302
## 192 | -0.108 0.026 0.011 | -0.205 0.115 0.039 | 0.410
## 193 | -0.575 0.744 0.111 | -0.117 0.037 0.005 | 0.123
## 194 | -0.281 0.177 0.031 | -0.142 0.056 0.008 | 0.743
## 195 | -0.426 0.407 0.087 | 1.139 3.557 0.624 | -0.178
## 196 | 0.146 0.048 0.017 | 0.224 0.138 0.040 | -0.245
## 197 | -0.486 0.531 0.061 | -0.008 0.000 0.000 | 0.932
## 198 | 0.036 0.003 0.001 | 0.064 0.011 0.002 | 0.337
## 199 | -0.376 0.317 0.074 | 0.744 1.519 0.290 | -0.145
## 200 | -0.705 1.118 0.447 | -0.026 0.002 0.001 | -0.144
## 201 | 0.196 0.086 0.019 | -0.016 0.001 0.000 | 0.150
## 202 | 0.167 0.062 0.015 | 1.114 3.401 0.651 | -0.179
## 203 | 0.066 0.010 0.002 | 0.384 0.404 0.078 | 0.352
## 204 | 0.042 0.004 0.001 | -0.092 0.023 0.002 | 0.031
## 205 | -0.669 1.005 0.255 | 0.175 0.084 0.018 | 0.089
## 206 | 0.032 0.002 0.001 | 0.491 0.661 0.163 | -0.415
## 207 | 0.686 1.057 0.272 | 0.192 0.101 0.021 | -0.197
## 208 | 0.006 0.000 0.000 | 1.059 3.074 0.488 | 0.469
## 209 | -0.302 0.205 0.063 | 0.362 0.360 0.091 | 0.328
## 210 | 0.096 0.021 0.011 | -0.343 0.323 0.135 | 0.086
## 211 | -0.276 0.171 0.031 | 1.110 3.380 0.500 | 0.054
## 212 | -0.464 0.484 0.077 | 0.830 1.889 0.245 | 0.056
## 213 | -0.363 0.296 0.152 | 0.030 0.002 0.001 | -0.198
## 214 | -0.136 0.042 0.021 | -0.105 0.030 0.013 | 0.010
## 215 | 0.213 0.102 0.025 | -0.342 0.321 0.064 | 0.061
## 216 | -0.221 0.110 0.043 | -0.269 0.199 0.064 | -0.171
## 217 | -0.211 0.100 0.029 | 0.212 0.123 0.029 | -0.112
## 218 | -0.228 0.117 0.060 | -0.157 0.068 0.028 | 0.284
## 219 | -0.542 0.660 0.336 | -0.271 0.202 0.084 | -0.196
## 220 | 0.400 0.359 0.062 | 0.966 2.561 0.360 | 0.160
## 221 | 0.519 0.605 0.150 | -0.339 0.316 0.064 | 0.252
## 222 | -0.297 0.198 0.039 | 0.707 1.370 0.219 | 0.155
## 223 | -0.567 0.722 0.239 | -0.055 0.008 0.002 | 0.342
## 224 | 0.467 0.491 0.145 | 0.292 0.234 0.057 | 0.072
## 225 | 0.441 0.437 0.131 | 0.084 0.019 0.005 | -0.621
## 226 | -0.358 0.287 0.119 | 0.080 0.018 0.006 | 0.093
## 227 | -0.485 0.529 0.094 | 1.037 2.949 0.427 | 0.021
## 228 | -0.336 0.254 0.157 | -0.111 0.034 0.017 | -0.104
## 229 | 0.157 0.056 0.010 | 0.972 2.592 0.371 | 0.377
## 230 | -0.275 0.170 0.101 | -0.232 0.148 0.072 | -0.156
## 231 | -0.356 0.286 0.140 | 0.035 0.003 0.001 | -0.501
## 232 | -0.408 0.375 0.131 | -0.182 0.091 0.026 | -0.383
## 233 | 0.309 0.215 0.103 | -0.091 0.023 0.009 | -0.162
## 234 | 0.636 0.908 0.317 | -0.115 0.036 0.010 | -0.416
## 235 | 0.284 0.181 0.076 | -0.035 0.003 0.001 | 0.145
## 236 | 0.227 0.116 0.047 | -0.356 0.348 0.117 | 0.004
## 237 | -0.538 0.651 0.168 | -0.208 0.119 0.025 | -0.061
## 238 | 0.165 0.061 0.021 | 0.197 0.107 0.030 | 0.164
## 239 | 0.456 0.468 0.117 | -0.289 0.229 0.047 | 0.041
## 240 | 0.537 0.648 0.185 | 0.247 0.167 0.039 | -0.053
## 241 | 0.144 0.047 0.016 | 0.207 0.118 0.034 | 0.217
## 242 | -0.048 0.005 0.002 | -0.257 0.181 0.063 | -0.452
## 243 | 0.141 0.045 0.011 | 0.008 0.000 0.000 | 0.135
## 244 | 0.478 0.515 0.177 | -0.065 0.012 0.003 | -0.141
## 245 | -0.184 0.076 0.048 | -0.342 0.320 0.166 | 0.006
## 246 | 0.413 0.383 0.162 | -0.174 0.083 0.029 | -0.374
## 247 | -0.014 0.000 0.000 | -0.183 0.092 0.034 | -0.165
## 248 | 0.443 0.440 0.088 | 0.752 1.552 0.254 | 0.216
## 249 | -0.210 0.099 0.021 | 0.729 1.459 0.255 | 0.015
## 250 | -0.228 0.117 0.061 | -0.258 0.183 0.079 | -0.162
## 251 | 0.671 1.013 0.359 | -0.210 0.121 0.035 | 0.267
## 252 | 0.739 1.229 0.339 | -0.040 0.004 0.001 | 0.277
## 253 | 0.308 0.213 0.090 | 0.025 0.002 0.001 | 0.210
## 254 | -0.276 0.171 0.105 | -0.259 0.184 0.093 | -0.077
## 255 | 0.139 0.043 0.013 | 0.084 0.019 0.005 | 0.325
## 256 | -0.286 0.184 0.081 | -0.164 0.074 0.027 | -0.367
## 257 | -0.333 0.250 0.121 | -0.194 0.103 0.041 | -0.371
## 258 | -0.341 0.262 0.055 | -0.197 0.107 0.018 | -0.070
## 259 | 0.864 1.680 0.537 | -0.192 0.101 0.026 | 0.159
## 260 | 0.028 0.002 0.001 | -0.164 0.074 0.042 | -0.055
## 261 | -0.016 0.001 0.000 | 0.592 0.961 0.180 | 0.249
## 262 | -0.681 1.043 0.393 | 0.010 0.000 0.000 | 0.155
## 263 | -0.352 0.279 0.057 | -0.190 0.099 0.016 | -0.698
## 264 | 0.534 0.641 0.218 | -0.192 0.101 0.028 | 0.427
## 265 | 0.990 2.204 0.624 | -0.117 0.038 0.009 | 0.256
## 266 | -0.009 0.000 0.000 | 0.139 0.053 0.016 | 0.384
## 267 | 0.751 1.268 0.311 | -0.237 0.154 0.031 | -0.418
## 268 | 0.867 1.689 0.419 | 0.038 0.004 0.001 | 0.088
## 269 | 0.423 0.402 0.136 | 0.199 0.109 0.030 | -0.140
## 270 | 0.797 1.427 0.394 | -0.202 0.112 0.025 | -0.361
## 271 | 0.334 0.250 0.079 | 0.420 0.484 0.126 | -0.140
## 272 | 0.099 0.022 0.006 | 0.701 1.346 0.306 | -0.172
## 273 | 1.230 3.402 0.451 | -0.233 0.148 0.016 | -0.035
## 274 | 0.375 0.317 0.053 | -0.366 0.368 0.050 | -0.213
## 275 | -0.237 0.127 0.078 | -0.049 0.006 0.003 | -0.373
## 276 | -0.011 0.000 0.000 | -0.273 0.205 0.079 | 0.327
## 277 | 0.404 0.367 0.110 | 0.406 0.452 0.111 | -0.013
## 278 | 0.837 1.577 0.366 | 0.269 0.198 0.038 | -0.041
## 279 | 0.376 0.318 0.104 | -0.097 0.026 0.007 | -0.194
## 280 | 0.266 0.160 0.068 | -0.094 0.024 0.008 | 0.142
## 281 | 0.135 0.041 0.018 | -0.258 0.183 0.065 | 0.110
## 282 | 0.124 0.035 0.017 | -0.274 0.206 0.082 | 0.309
## 283 | 0.774 1.347 0.451 | -0.007 0.000 0.000 | 0.036
## 284 | 0.006 0.000 0.000 | -0.115 0.036 0.011 | 0.009
## 285 | -0.418 0.393 0.282 | -0.242 0.161 0.095 | 0.064
## 286 | 0.338 0.257 0.116 | -0.224 0.138 0.051 | -0.103
## 287 | 0.441 0.438 0.094 | 0.518 0.737 0.130 | 0.164
## 288 | 0.012 0.000 0.000 | 0.361 0.358 0.100 | -0.213
## 289 | 0.136 0.041 0.005 | -0.386 0.409 0.041 | -0.015
## 290 | -0.082 0.015 0.003 | -0.463 0.588 0.085 | -0.217
## 291 | -0.067 0.010 0.006 | -0.006 0.000 0.000 | -0.054
## 292 | -0.201 0.091 0.012 | -0.171 0.080 0.009 | 0.262
## 293 | -0.281 0.177 0.071 | -0.386 0.408 0.134 | -0.006
## 294 | 0.041 0.004 0.001 | -0.494 0.668 0.106 | 0.193
## 295 | 0.775 1.350 0.386 | -0.039 0.004 0.001 | 0.149
## 296 | -0.269 0.162 0.063 | -0.027 0.002 0.001 | -0.254
## 297 | 0.323 0.235 0.047 | 0.766 1.610 0.262 | -0.146
## 298 | -0.100 0.022 0.012 | -0.238 0.155 0.071 | 0.365
## 299 | 0.024 0.001 0.000 | 0.633 1.099 0.218 | 0.021
## 300 | -0.545 0.668 0.182 | -0.175 0.084 0.019 | -0.514
## ctr cos2
## 1 0.347 0.046 |
## 2 1.483 0.409 |
## 3 0.224 0.038 |
## 4 0.153 0.030 |
## 5 0.000 0.000 |
## 6 0.001 0.000 |
## 7 0.159 0.077 |
## 8 0.655 0.174 |
## 9 1.070 0.244 |
## 10 0.861 0.158 |
## 11 0.178 0.024 |
## 12 0.116 0.047 |
## 13 1.243 0.202 |
## 14 0.388 0.112 |
## 15 1.738 0.369 |
## 16 0.086 0.018 |
## 17 0.517 0.111 |
## 18 0.315 0.094 |
## 19 0.477 0.097 |
## 20 0.446 0.112 |
## 21 0.002 0.000 |
## 22 2.801 0.242 |
## 23 0.245 0.025 |
## 24 0.489 0.129 |
## 25 0.193 0.040 |
## 26 0.021 0.002 |
## 27 0.023 0.008 |
## 28 0.001 0.000 |
## 29 0.306 0.120 |
## 30 0.154 0.048 |
## 31 0.150 0.023 |
## 32 0.001 0.000 |
## 33 0.002 0.001 |
## 34 0.797 0.153 |
## 35 0.041 0.006 |
## 36 0.164 0.052 |
## 37 0.320 0.080 |
## 38 0.365 0.089 |
## 39 0.001 0.000 |
## 40 0.101 0.023 |
## 41 0.025 0.007 |
## 42 0.466 0.064 |
## 43 0.070 0.021 |
## 44 2.452 0.225 |
## 45 0.119 0.049 |
## 46 0.010 0.002 |
## 47 0.842 0.086 |
## 48 0.049 0.015 |
## 49 0.514 0.095 |
## 50 1.131 0.215 |
## 51 0.000 0.000 |
## 52 0.015 0.003 |
## 53 0.210 0.031 |
## 54 0.203 0.034 |
## 55 0.077 0.014 |
## 56 0.127 0.031 |
## 57 0.209 0.041 |
## 58 0.001 0.000 |
## 59 0.047 0.006 |
## 60 0.300 0.056 |
## 61 0.143 0.025 |
## 62 0.362 0.049 |
## 63 0.222 0.091 |
## 64 0.002 0.000 |
## 65 0.479 0.152 |
## 66 0.704 0.048 |
## 67 0.019 0.004 |
## 68 1.225 0.173 |
## 69 0.024 0.004 |
## 70 0.052 0.016 |
## 71 0.099 0.040 |
## 72 0.026 0.005 |
## 73 0.601 0.132 |
## 74 1.322 0.172 |
## 75 0.013 0.001 |
## 76 0.143 0.044 |
## 77 0.000 0.000 |
## 78 0.292 0.068 |
## 79 1.794 0.155 |
## 80 0.035 0.010 |
## 81 0.165 0.043 |
## 82 1.011 0.071 |
## 83 0.014 0.003 |
## 84 0.003 0.001 |
## 85 0.000 0.000 |
## 86 0.034 0.004 |
## 87 0.313 0.044 |
## 88 0.361 0.046 |
## 89 0.155 0.028 |
## 90 0.618 0.077 |
## 91 0.046 0.010 |
## 92 1.288 0.112 |
## 93 0.414 0.084 |
## 94 1.361 0.110 |
## 95 0.620 0.103 |
## 96 0.415 0.088 |
## 97 0.143 0.044 |
## 98 0.094 0.032 |
## 99 0.223 0.035 |
## 100 0.040 0.005 |
## 101 0.874 0.155 |
## 102 0.070 0.015 |
## 103 0.043 0.008 |
## 104 0.004 0.001 |
## 105 0.327 0.028 |
## 106 0.322 0.109 |
## 107 0.322 0.109 |
## 108 0.862 0.158 |
## 109 0.005 0.001 |
## 110 0.532 0.095 |
## 111 0.000 0.000 |
## 112 0.049 0.015 |
## 113 0.007 0.002 |
## 114 0.624 0.103 |
## 115 0.135 0.052 |
## 116 0.149 0.021 |
## 117 0.788 0.192 |
## 118 0.841 0.091 |
## 119 0.034 0.010 |
## 120 0.062 0.016 |
## 121 0.042 0.017 |
## 122 0.376 0.057 |
## 123 0.879 0.310 |
## 124 0.480 0.188 |
## 125 0.239 0.055 |
## 126 0.046 0.010 |
## 127 2.146 0.199 |
## 128 1.088 0.168 |
## 129 0.087 0.026 |
## 130 0.045 0.009 |
## 131 0.028 0.009 |
## 132 0.359 0.084 |
## 133 1.154 0.193 |
## 134 0.001 0.000 |
## 135 0.471 0.041 |
## 136 0.048 0.008 |
## 137 0.667 0.098 |
## 138 0.001 0.000 |
## 139 0.134 0.053 |
## 140 0.134 0.053 |
## 141 0.001 0.000 |
## 142 2.403 0.238 |
## 143 0.285 0.100 |
## 144 0.000 0.000 |
## 145 0.122 0.034 |
## 146 0.480 0.188 |
## 147 0.249 0.080 |
## 148 0.514 0.047 |
## 149 0.460 0.046 |
## 150 0.560 0.101 |
## 151 1.227 0.110 |
## 152 0.079 0.033 |
## 153 1.054 0.084 |
## 154 0.132 0.035 |
## 155 0.258 0.079 |
## 156 1.546 0.132 |
## 157 0.014 0.002 |
## 158 0.480 0.188 |
## 159 0.980 0.181 |
## 160 0.021 0.005 |
## 161 0.096 0.016 |
## 162 0.469 0.140 |
## 163 0.226 0.053 |
## 164 0.642 0.200 |
## 165 0.002 0.000 |
## 166 0.079 0.033 |
## 167 0.194 0.049 |
## 168 0.074 0.008 |
## 169 0.186 0.068 |
## 170 0.013 0.004 |
## 171 0.034 0.005 |
## 172 0.009 0.002 |
## 173 0.511 0.097 |
## 174 0.259 0.066 |
## 175 0.017 0.005 |
## 176 0.092 0.026 |
## 177 0.011 0.003 |
## 178 0.092 0.034 |
## 179 0.040 0.010 |
## 180 0.253 0.051 |
## 181 0.422 0.049 |
## 182 0.446 0.067 |
## 183 1.497 0.286 |
## 184 0.164 0.052 |
## 185 0.102 0.026 |
## 186 0.004 0.001 |
## 187 0.077 0.019 |
## 188 0.013 0.003 |
## 189 0.138 0.021 |
## 190 0.328 0.032 |
## 191 0.338 0.044 |
## 192 0.624 0.156 |
## 193 0.056 0.005 |
## 194 2.044 0.216 |
## 195 0.117 0.015 |
## 196 0.221 0.048 |
## 197 3.218 0.223 |
## 198 0.421 0.067 |
## 199 0.078 0.011 |
## 200 0.077 0.019 |
## 201 0.083 0.011 |
## 202 0.119 0.017 |
## 203 0.460 0.066 |
## 204 0.003 0.000 |
## 205 0.029 0.005 |
## 206 0.639 0.116 |
## 207 0.144 0.023 |
## 208 0.815 0.096 |
## 209 0.398 0.074 |
## 210 0.027 0.008 |
## 211 0.011 0.001 |
## 212 0.012 0.001 |
## 213 0.146 0.045 |
## 214 0.000 0.000 |
## 215 0.014 0.002 |
## 216 0.108 0.026 |
## 217 0.047 0.008 |
## 218 0.300 0.093 |
## 219 0.143 0.044 |
## 220 0.095 0.010 |
## 221 0.234 0.035 |
## 222 0.089 0.011 |
## 223 0.434 0.087 |
## 224 0.019 0.003 |
## 225 1.430 0.261 |
## 226 0.032 0.008 |
## 227 0.002 0.000 |
## 228 0.040 0.015 |
## 229 0.528 0.056 |
## 230 0.091 0.032 |
## 231 0.930 0.278 |
## 232 0.544 0.115 |
## 233 0.097 0.028 |
## 234 0.641 0.136 |
## 235 0.078 0.020 |
## 236 0.000 0.000 |
## 237 0.014 0.002 |
## 238 0.099 0.021 |
## 239 0.006 0.001 |
## 240 0.010 0.002 |
## 241 0.174 0.037 |
## 242 0.758 0.194 |
## 243 0.068 0.010 |
## 244 0.073 0.015 |
## 245 0.000 0.000 |
## 246 0.519 0.133 |
## 247 0.101 0.028 |
## 248 0.173 0.021 |
## 249 0.001 0.000 |
## 250 0.097 0.031 |
## 251 0.264 0.057 |
## 252 0.283 0.047 |
## 253 0.163 0.042 |
## 254 0.022 0.008 |
## 255 0.392 0.072 |
## 256 0.498 0.133 |
## 257 0.511 0.150 |
## 258 0.018 0.002 |
## 259 0.094 0.018 |
## 260 0.011 0.005 |
## 261 0.230 0.032 |
## 262 0.089 0.020 |
## 263 1.805 0.223 |
## 264 0.676 0.139 |
## 265 0.242 0.042 |
## 266 0.545 0.121 |
## 267 0.646 0.096 |
## 268 0.029 0.004 |
## 269 0.073 0.015 |
## 270 0.482 0.081 |
## 271 0.073 0.014 |
## 272 0.110 0.018 |
## 273 0.005 0.000 |
## 274 0.167 0.017 |
## 275 0.514 0.192 |
## 276 0.397 0.113 |
## 277 0.001 0.000 |
## 278 0.006 0.001 |
## 279 0.139 0.028 |
## 280 0.074 0.019 |
## 281 0.045 0.012 |
## 282 0.353 0.104 |
## 283 0.005 0.001 |
## 284 0.000 0.000 |
## 285 0.015 0.007 |
## 286 0.039 0.011 |
## 287 0.100 0.013 |
## 288 0.167 0.035 |
## 289 0.001 0.000 |
## 290 0.174 0.019 |
## 291 0.011 0.004 |
## 292 0.254 0.021 |
## 293 0.000 0.000 |
## 294 0.137 0.016 |
## 295 0.083 0.014 |
## 296 0.238 0.056 |
## 297 0.079 0.009 |
## 298 0.492 0.167 |
## 299 0.002 0.000 |
## 300 0.980 0.162 |
##
## Categories
## Dim.1 ctr cos2 v.test Dim.2 ctr
## breakfast | 0.166 0.495 0.025 2.756 | -0.166 0.607
## Not.breakfast | -0.153 0.457 0.025 -2.756 | 0.154 0.560
## Not.tea time | -0.498 4.053 0.192 -7.578 | 0.093 0.174
## tea time | 0.386 3.142 0.192 7.578 | -0.072 0.135
## evening | 0.319 1.307 0.053 3.985 | -0.058 0.053
## Not.evening | -0.167 0.683 0.053 -3.985 | 0.030 0.028
## lunch | 0.659 2.385 0.075 4.722 | -0.390 1.018
## Not.lunch | -0.113 0.410 0.075 -4.722 | 0.067 0.175
## dinner | -0.661 1.146 0.033 -3.136 | 0.796 2.025
## Not.dinner | 0.050 0.086 0.033 3.136 | -0.060 0.152
## always | 0.293 1.102 0.045 3.660 | 0.041 0.027
## Not.always | -0.153 0.576 0.045 -3.660 | -0.022 0.014
## home | 0.013 0.006 0.005 1.260 | 0.002 0.000
## Not.home | -0.414 0.193 0.005 -1.260 | -0.062 0.005
## Not.work | -0.213 1.212 0.112 -5.775 | 0.133 0.575
## work | 0.523 2.967 0.112 5.775 | -0.326 1.407
## Not.tearoom | -0.299 2.694 0.372 -10.545 | -0.072 0.191
## tearoom | 1.246 11.240 0.372 10.545 | 0.300 0.796
## friends | 0.359 3.159 0.243 8.527 | -0.090 0.242
## Not.friends | -0.677 5.953 0.243 -8.527 | 0.170 0.456
## Not.resto | -0.285 2.234 0.226 -8.229 | 0.145 0.708
## resto | 0.796 6.251 0.226 8.229 | -0.406 1.981
## Not.pub | -0.198 1.158 0.147 -6.635 | 0.043 0.066
## pub | 0.744 4.358 0.147 6.635 | -0.161 0.248
## black | 0.108 0.108 0.004 1.071 | 0.383 1.657
## Earl Grey | 0.104 0.261 0.020 2.415 | -0.285 2.390
## green | -0.851 2.985 0.090 -5.173 | 0.808 3.282
## alone | -0.155 0.584 0.045 -3.648 | 0.069 0.140
## lemon | 0.478 0.941 0.028 2.905 | 0.306 0.472
## milk | 0.023 0.004 0.000 0.209 | -0.375 1.353
## other | 1.438 2.324 0.064 4.373 | 0.016 0.000
## No.sugar | 0.120 0.277 0.015 2.137 | 0.170 0.680
## sugar | -0.128 0.296 0.015 -2.137 | -0.181 0.727
## tea bag | -0.451 4.317 0.266 -8.916 | -0.417 4.494
## tea bag+unpackaged | 0.760 6.787 0.264 8.881 | 0.042 0.025
## unpackaged | 0.144 0.093 0.003 0.920 | 1.857 18.923
## chain store | -0.428 4.383 0.325 -9.857 | -0.396 4.592
## chain store+tea shop | 1.075 11.263 0.406 11.021 | 0.096 0.110
## tea shop | -0.060 0.013 0.000 -0.343 | 2.286 23.888
## p_branded | -0.503 3.002 0.117 -5.921 | -0.412 2.455
## p_cheap | -0.683 0.408 0.011 -1.826 | -0.268 0.076
## p_private label | -0.531 0.739 0.021 -2.518 | -0.478 0.732
## p_unknown | -0.323 0.157 0.004 -1.142 | -0.754 1.039
## p_upscale | 0.225 0.336 0.011 1.805 | 1.594 20.511
## p_variable | 0.497 3.454 0.147 6.632 | -0.218 0.808
## cos2 v.test Dim.3 ctr cos2 v.test
## breakfast 0.026 -2.764 | -0.483 6.900 0.215 -8.017 |
## Not.breakfast 0.026 2.764 | 0.445 6.369 0.215 8.017 |
## Not.tea time 0.007 1.423 | 0.265 1.886 0.054 4.027 |
## tea time 0.007 -1.423 | -0.205 1.462 0.054 -4.027 |
## evening 0.002 -0.728 | 0.451 4.312 0.106 5.640 |
## Not.evening 0.002 0.728 | -0.236 2.254 0.106 -5.640 |
## lunch 0.026 -2.793 | 0.301 0.822 0.016 2.160 |
## Not.lunch 0.026 2.793 | -0.052 0.141 0.016 -2.160 |
## dinner 0.048 3.774 | 0.535 1.235 0.022 2.537 |
## Not.dinner 0.048 -3.774 | -0.040 0.093 0.022 -2.537 |
## always 0.001 0.518 | 0.440 4.107 0.101 5.504 |
## Not.always 0.001 -0.518 | -0.230 2.147 0.101 -5.504 |
## home 0.000 0.189 | -0.064 0.249 0.134 -6.339 |
## Not.home 0.000 -0.189 | 2.085 8.047 0.134 6.339 |
## Not.work 0.043 3.600 | -0.045 0.089 0.005 -1.219 |
## work 0.043 -3.600 | 0.110 0.218 0.005 1.219 |
## Not.tearoom 0.022 -2.541 | 0.044 0.095 0.008 1.541 |
## tearoom 0.022 2.541 | -0.182 0.395 0.008 -1.541 |
## friends 0.015 -2.137 | 0.234 2.203 0.103 5.548 |
## Not.friends 0.015 2.137 | -0.440 4.151 0.103 -5.548 |
## Not.resto 0.059 4.194 | -0.027 0.032 0.002 -0.773 |
## resto 0.059 -4.194 | 0.075 0.091 0.002 0.773 |
## Not.pub 0.007 1.432 | -0.107 0.559 0.043 -3.590 |
## pub 0.007 -1.432 | 0.403 2.102 0.043 3.590 |
## black 0.048 3.793 | -0.977 14.546 0.313 -9.672 |
## Earl Grey 0.147 -6.621 | 0.386 5.905 0.268 8.955 |
## green 0.081 4.911 | -0.063 0.027 0.000 -0.386 |
## alone 0.009 1.620 | 0.142 0.809 0.037 3.346 |
## lemon 0.012 1.862 | 0.672 3.070 0.056 4.088 |
## milk 0.037 -3.347 | -0.589 4.500 0.092 -5.253 |
## other 0.000 0.047 | -1.417 3.719 0.062 -4.310 |
## No.sugar 0.031 3.034 | -0.444 6.273 0.210 -7.929 |
## sugar 0.031 -3.034 | 0.474 6.705 0.210 7.929 |
## tea bag 0.227 -8.237 | -0.010 0.003 0.000 -0.193 |
## tea bag+unpackaged 0.001 0.491 | -0.107 0.221 0.005 -1.248 |
## unpackaged 0.470 11.860 | 0.325 0.783 0.014 2.076 |
## chain store 0.279 -9.135 | 0.007 0.002 0.000 0.160 |
## chain store+tea shop 0.003 0.984 | -0.223 0.799 0.017 -2.286 |
## tea shop 0.581 13.177 | 0.536 1.771 0.032 3.087 |
## p_branded 0.079 -4.848 | 0.089 0.153 0.004 1.042 |
## p_cheap 0.002 -0.715 | -0.518 0.387 0.006 -1.385 |
## p_private label 0.017 -2.269 | -0.266 0.305 0.005 -1.261 |
## p_unknown 0.024 -2.661 | 0.129 0.041 0.001 0.454 |
## p_upscale 0.545 12.766 | -0.040 0.017 0.000 -0.319 |
## p_variable 0.028 -2.905 | 0.012 0.003 0.000 0.163 |
##
## Categorical variables (eta2)
## Dim.1 Dim.2 Dim.3
## breakfast | 0.025 0.026 0.215 |
## tea.time | 0.192 0.007 0.054 |
## evening | 0.053 0.002 0.106 |
## lunch | 0.075 0.026 0.016 |
## dinner | 0.033 0.048 0.022 |
## always | 0.045 0.001 0.101 |
## home | 0.005 0.000 0.134 |
## work | 0.112 0.043 0.005 |
## tearoom | 0.372 0.022 0.008 |
## friends | 0.243 0.015 0.103 |
## resto | 0.226 0.059 0.002 |
## pub | 0.147 0.007 0.043 |
## Tea | 0.090 0.160 0.332 |
## How | 0.103 0.043 0.196 |
## sugar | 0.015 0.031 0.210 |
## how | 0.299 0.513 0.016 |
## where | 0.418 0.626 0.042 |
## price | 0.216 0.561 0.015 |
##
## Supplementary categories
## Dim.1 cos2 v.test Dim.2 cos2 v.test Dim.3
## F | 0.151 0.033 3.158 | -0.109 0.017 -2.278 | -0.048
## M | -0.221 0.033 -3.158 | 0.159 0.017 2.278 | 0.070
## employee | -0.153 0.006 -1.313 | -0.151 0.006 -1.289 | 0.103
## middle | -0.030 0.000 -0.205 | 0.336 0.017 2.281 | -0.284
## non-worker | -0.036 0.000 -0.324 | 0.185 0.009 1.666 | -0.291
## other worker | 0.040 0.000 0.187 | 0.013 0.000 0.061 | -0.063
## senior | 0.415 0.023 2.608 | 0.072 0.001 0.452 | -0.187
## student | 0.032 0.000 0.305 | -0.317 0.031 -3.022 | 0.394
## workman | -0.417 0.007 -1.473 | 0.249 0.003 0.878 | 0.343
## Not.sportsman | -0.030 0.001 -0.426 | 0.018 0.000 0.260 | -0.051
## sportsman | 0.020 0.001 0.426 | -0.012 0.000 -0.260 | 0.034
## 15-24 | -0.052 0.001 -0.601 | -0.393 0.068 -4.518 | 0.304
## 25-34 | -0.014 0.000 -0.132 | 0.107 0.003 1.008 | 0.410
## 35-44 | 0.193 0.006 1.312 | 0.120 0.002 0.814 | -0.343
## 45-59 | -0.081 0.002 -0.711 | 0.141 0.005 1.235 | -0.365
## +60 | 0.079 0.001 0.519 | 0.404 0.024 2.662 | -0.532
## 1/day | -0.318 0.047 -3.746 | -0.106 0.005 -1.248 | -0.130
## 1 to 2/week | -0.328 0.019 -2.354 | 0.104 0.002 0.742 | 0.561
## +2/day | 0.328 0.079 4.863 | 0.024 0.000 0.353 | -0.144
## 3 to 6/week | 0.088 0.001 0.545 | 0.073 0.001 0.454 | 0.174
## escape-exoticism | 0.000 0.000 0.001 | -0.091 0.007 -1.495 | 0.006
## Not.escape-exoticism | 0.000 0.000 -0.001 | 0.082 0.007 1.495 | -0.005
## Not.spirituality | -0.047 0.005 -1.199 | 0.009 0.000 0.233 | -0.086
## spirituality | 0.103 0.005 1.199 | -0.020 0.000 -0.233 | 0.188
## healthy | -0.007 0.000 -0.177 | -0.005 0.000 -0.124 | -0.059
## Not.healthy | 0.016 0.000 0.177 | 0.011 0.000 0.124 | 0.138
## diuretic | 0.053 0.004 1.068 | 0.017 0.000 0.350 | -0.097
## Not.diuretic | -0.073 0.004 -1.068 | -0.024 0.000 -0.350 | 0.134
## friendliness | 0.131 0.071 4.618 | -0.014 0.001 -0.508 | 0.055
## Not.friendliness | -0.546 0.071 -4.618 | 0.060 0.001 0.508 | -0.229
## iron absorption | 0.077 0.001 0.449 | 0.113 0.001 0.666 | 0.000
## Not.iron absorption | -0.009 0.001 -0.449 | -0.013 0.001 -0.666 | 0.000
## feminine | 0.048 0.002 0.725 | -0.029 0.001 -0.439 | 0.038
## Not.feminine | -0.036 0.002 -0.725 | 0.022 0.001 0.439 | -0.029
## Not.sophisticated | -0.059 0.001 -0.639 | -0.241 0.023 -2.622 | -0.093
## sophisticated | 0.023 0.001 0.639 | 0.095 0.023 2.622 | 0.037
## No.slimming | 0.026 0.004 1.061 | 0.027 0.004 1.114 | 0.021
## slimming | -0.146 0.004 -1.061 | -0.153 0.004 -1.114 | -0.116
## exciting | -0.077 0.004 -1.064 | -0.053 0.002 -0.729 | 0.196
## No.exciting | 0.049 0.004 1.064 | 0.033 0.002 0.729 | -0.124
## No.relaxing | -0.046 0.001 -0.615 | 0.078 0.004 1.051 | -0.056
## relaxing | 0.028 0.001 0.615 | -0.047 0.004 -1.051 | 0.034
## effect on health | -0.021 0.000 -0.196 | 0.155 0.007 1.428 | -0.065
## No.effect on health | 0.006 0.000 0.196 | -0.044 0.007 -1.428 | 0.018
## cos2 v.test
## F 0.003 -0.998 |
## M 0.003 0.998 |
## employee 0.003 0.884 |
## middle 0.012 -1.928 |
## non-worker 0.023 -2.620 |
## other worker 0.000 -0.289 |
## senior 0.005 -1.177 |
## student 0.047 3.760 |
## workman 0.005 1.209 |
## Not.sportsman 0.002 -0.721 |
## sportsman 0.002 0.721 |
## 15-24 0.041 3.494 |
## 25-34 0.050 3.873 |
## 35-44 0.018 -2.329 |
## 45-59 0.034 -3.190 |
## +60 0.041 -3.505 |
## 1/day 0.008 -1.530 |
## 1 to 2/week 0.054 4.020 |
## +2/day 0.015 -2.126 |
## 3 to 6/week 0.004 1.074 |
## escape-exoticism 0.000 0.092 |
## Not.escape-exoticism 0.000 -0.092 |
## Not.spirituality 0.016 -2.191 |
## spirituality 0.016 2.191 |
## healthy 0.008 -1.558 |
## Not.healthy 0.008 1.558 |
## diuretic 0.013 -1.973 |
## Not.diuretic 0.013 1.973 |
## friendliness 0.013 1.940 |
## Not.friendliness 0.013 -1.940 |
## iron absorption 0.000 -0.001 |
## Not.iron absorption 0.000 0.001 |
## feminine 0.001 0.574 |
## Not.feminine 0.001 -0.574 |
## Not.sophisticated 0.003 -1.014 |
## sophisticated 0.003 1.014 |
## No.slimming 0.002 0.845 |
## slimming 0.002 -0.845 |
## exciting 0.024 2.693 |
## No.exciting 0.024 -2.693 |
## No.relaxing 0.002 -0.746 |
## relaxing 0.002 0.746 |
## effect on health 0.001 -0.594 |
## No.effect on health 0.001 0.594 |
##
## Supplementary categorical variables (eta2)
## Dim.1 Dim.2 Dim.3
## sex | 0.033 0.017 0.003 |
## SPC | 0.032 0.053 0.076 |
## Sport | 0.001 0.000 0.002 |
## age_Q | 0.008 0.077 0.146 |
## frequency | 0.094 0.006 0.064 |
## escape.exoticism | 0.000 0.007 0.000 |
## spirituality | 0.005 0.000 0.016 |
## healthy | 0.000 0.000 0.008 |
## diuretic | 0.004 0.000 0.013 |
## friendliness | 0.071 0.001 0.013 |
## iron.absorption | 0.001 0.001 0.000 |
## feminine | 0.002 0.001 0.001 |
## sophisticated | 0.001 0.023 0.003 |
## slimming | 0.004 0.004 0.002 |
## exciting | 0.004 0.002 0.024 |
## relaxing | 0.001 0.004 0.002 |
## effect.on.health | 0.000 0.007 0.001 |
##
## Supplementary continuous variable
## Dim.1 Dim.2 Dim.3
## age | 0.042 | 0.204 | -0.340 |
summary(res, ncp=2, nbelements=5)
##
## Call:
## MCA(X = tea, quanti.sup = 19, quali.sup = c(20:36))
##
##
## Eigenvalues
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7
## Variance 0.148 0.122 0.090 0.078 0.074 0.071 0.068
## % of var. 9.885 8.103 6.001 5.204 4.917 4.759 4.522
## Cumulative % of var. 9.885 17.988 23.989 29.192 34.109 38.868 43.390
## Dim.8 Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14
## Variance 0.065 0.062 0.059 0.057 0.054 0.052 0.049
## % of var. 4.355 4.123 3.902 3.805 3.628 3.462 3.250
## Cumulative % of var. 47.745 51.867 55.769 59.574 63.202 66.664 69.914
## Dim.15 Dim.16 Dim.17 Dim.18 Dim.19 Dim.20 Dim.21
## Variance 0.048 0.047 0.046 0.040 0.038 0.037 0.036
## % of var. 3.221 3.127 3.037 2.683 2.541 2.438 2.378
## Cumulative % of var. 73.135 76.262 79.298 81.982 84.523 86.961 89.339
## Dim.22 Dim.23 Dim.24 Dim.25 Dim.26 Dim.27
## Variance 0.035 0.031 0.029 0.027 0.021 0.017
## % of var. 2.323 2.055 1.915 1.821 1.407 1.139
## Cumulative % of var. 91.662 93.717 95.633 97.454 98.861 100.000
##
## Individuals (the 5 first)
## Dim.1 ctr cos2 Dim.2 ctr cos2
## 1 | -0.541 0.658 0.143 | -0.149 0.061 0.011 |
## 2 | -0.361 0.293 0.133 | -0.078 0.017 0.006 |
## 3 | 0.073 0.012 0.003 | -0.169 0.079 0.018 |
## 4 | -0.572 0.735 0.235 | 0.018 0.001 0.000 |
## 5 | -0.253 0.144 0.079 | -0.118 0.038 0.017 |
##
## Categories (the 5 first)
## Dim.1 ctr cos2 v.test Dim.2 ctr cos2 v.test
## breakfast | 0.166 0.495 0.025 2.756 | -0.166 0.607 0.026 -2.764 |
## Not.breakfast | -0.153 0.457 0.025 -2.756 | 0.154 0.560 0.026 2.764 |
## Not.tea time | -0.498 4.053 0.192 -7.578 | 0.093 0.174 0.007 1.423 |
## tea time | 0.386 3.142 0.192 7.578 | -0.072 0.135 0.007 -1.423 |
## evening | 0.319 1.307 0.053 3.985 | -0.058 0.053 0.002 -0.728 |
##
## Categorical variables (eta2)
## Dim.1 Dim.2
## breakfast | 0.025 0.026 |
## tea.time | 0.192 0.007 |
## evening | 0.053 0.002 |
## lunch | 0.075 0.026 |
## dinner | 0.033 0.048 |
##
## Supplementary categories (the 5 first)
## Dim.1 cos2 v.test Dim.2 cos2 v.test
## F | 0.151 0.033 3.158 | -0.109 0.017 -2.278 |
## M | -0.221 0.033 -3.158 | 0.159 0.017 2.278 |
## employee | -0.153 0.006 -1.313 | -0.151 0.006 -1.289 |
## middle | -0.030 0.000 -0.205 | 0.336 0.017 2.281 |
## non-worker | -0.036 0.000 -0.324 | 0.185 0.009 1.666 |
##
## Supplementary categorical variables (eta2)
## Dim.1 Dim.2
## sex | 0.033 0.017 |
## SPC | 0.032 0.053 |
## Sport | 0.001 0.000 |
## age_Q | 0.008 0.077 |
## frequency | 0.094 0.006 |
##
## Supplementary continuous variable
## Dim.1 Dim.2
## age | 0.042 | 0.204 |
barplot(res$eig[,2],main="Eigenvalues", names.arg=1:nrow(res$eig))
plot(res, label=c("var","quali.sup"), cex=0.7)
plot(res,invisible=c("var","quali.sup"),cex=0.7)
plot(res,invisible=c("ind","quali.sup"),autoLab="y",cex=0.7, title="Active categories")
plot(res, invisible=c("ind","var"),autoLab="y",cex=0.7, title="Supplementary categories")
plot(res, invisible="ind",autoLab="y",cex=0.7,selectMod="cos2 10")
plot(res, invisible="ind",autoLab="y",cex=0.7,selectMod="contrib 20")
plot(res,autoLab="y",cex=0.7,select="cos220",selectMod="cos210")
plot(res,choix="var",xlim=c(0,0.6),ylim=c(0,0.6))
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_text_repel()`).
plot(res, choix="var",xlim=c(0,0.6),ylim=c(0,0.6),invisible=c("quali.sup","quanti.sup"))
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_text_repel()`).
plot(res,invisible=c("var","quali.sup"),cex=0.7,select="contrib 20",axes=3:4)
plot(res,invisible="ind",autoLab="y",cex=0.7,selectMod="cos220",axes=3:4)
plotellipses(res,keepvar=c(14:17))
dimdesc(res)
## $`Dim 1`
##
## Link between the variable and the categorical variable (1-way anova)
## =============================================
## R2 p.value
## where 0.41793014 1.255462e-35
## tearoom 0.37189109 6.082138e-32
## how 0.29882863 1.273180e-23
## friends 0.24319952 8.616289e-20
## resto 0.22646759 2.319804e-18
## tea.time 0.19203800 1.652462e-15
## price 0.21609382 4.050469e-14
## pub 0.14722360 5.846592e-12
## work 0.11153590 3.000872e-09
## How 0.10285191 4.796010e-07
## Tea 0.08950330 8.970954e-07
## lunch 0.07458227 1.570629e-06
## frequency 0.09438792 1.849071e-06
## friendliness 0.07132511 2.706357e-06
## evening 0.05311759 5.586801e-05
## always 0.04479873 2.219503e-04
## sex 0.03335969 1.487620e-03
## dinner 0.03289362 1.608077e-03
## breakfast 0.02539639 5.667604e-03
## sugar 0.01527654 3.234986e-02
##
## Link between variable and the categories of the categorical variables
## ================================================================
## Estimate p.value
## where=chain store+tea shop 0.33853776 1.344557e-35
## tearoom=tearoom 0.29731072 6.082138e-32
## how=tea bag+unpackaged 0.23457030 1.361423e-21
## friends=friends 0.19950832 8.616289e-20
## resto=resto 0.20802605 2.319804e-18
## tea.time=tea time 0.17011357 1.652462e-15
## pub=pub 0.18137133 5.846592e-12
## price=p_variable 0.27595067 5.956230e-12
## work=work 0.14170406 3.000872e-09
## frequency=+2/day 0.14855615 7.380937e-07
## lunch=lunch 0.14862636 1.570629e-06
## friendliness=friendliness 0.13020388 2.706357e-06
## How=other 0.38192443 9.244911e-06
## evening=evening 0.09345270 5.586801e-05
## always=always 0.08582336 2.219503e-04
## sex=F 0.07158886 1.487620e-03
## dinner=Not.dinner 0.13685745 1.608077e-03
## How=lemon 0.01223478 3.515252e-03
## breakfast=breakfast 0.06141392 5.667604e-03
## SPC=senior 0.16802844 8.886876e-03
## Tea=Earl Grey 0.12203299 1.547110e-02
## sugar=No.sugar 0.04761975 3.234986e-02
## sugar=sugar -0.04761975 3.234986e-02
## frequency=1 to 2/week -0.10430402 1.829818e-02
## price=p_private label -0.11979263 1.156245e-02
## breakfast=Not.breakfast -0.06141392 5.667604e-03
## dinner=dinner -0.13685745 1.608077e-03
## sex=M -0.07158886 1.487620e-03
## How=alone -0.23140428 2.326233e-04
## always=Not.always -0.08582336 2.219503e-04
## frequency=1/day -0.10038745 1.556219e-04
## evening=Not.evening -0.09345270 5.586801e-05
## friendliness=Not.friendliness -0.13020388 2.706357e-06
## lunch=Not.lunch -0.14862636 1.570629e-06
## Tea=green -0.24569103 1.281162e-07
## work=Not.work -0.14170406 3.000872e-09
## price=p_branded -0.10910793 1.116908e-09
## pub=Not.pub -0.18137133 5.846592e-12
## tea.time=Not.tea time -0.17011357 1.652462e-15
## resto=Not.resto -0.20802605 2.319804e-18
## friends=Not.friends -0.19950832 8.616289e-20
## how=tea bag -0.23182447 8.877561e-22
## where=chain store -0.24012436 3.008256e-27
## tearoom=Not.tearoom -0.29731072 6.082138e-32
##
## $`Dim 2`
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## age 0.2035108 0.0003890693
##
## Link between the variable and the categorical variable (1-way anova)
## =============================================
## R2 p.value
## where 0.62550194 4.542155e-64
## price 0.56056797 1.837909e-50
## how 0.51288621 4.103156e-47
## Tea 0.16034278 5.359827e-12
## resto 0.05883014 2.165287e-05
## age_Q 0.07663110 9.613084e-05
## dinner 0.04764166 1.385133e-04
## work 0.04334283 2.825934e-04
## sugar 0.03078909 2.286813e-03
## How 0.04300447 4.565763e-03
## lunch 0.02609615 5.035226e-03
## breakfast 0.02554407 5.527765e-03
## sophisticated 0.02298649 8.531637e-03
## tearoom 0.02159669 1.081515e-02
## SPC 0.05335498 1.284774e-02
## sex 0.01734823 2.250375e-02
## friends 0.01527530 3.235693e-02
##
## Link between variable and the categories of the categorical variables
## ================================================================
## Estimate p.value
## where=tea shop 0.56623933 3.435386e-58
## price=p_upscale 0.58675674 6.819842e-53
## how=unpackaged 0.47523577 4.876111e-43
## Tea=green 0.17636551 5.660702e-07
## resto=Not.resto 0.09599600 2.165287e-05
## Tea=black 0.02833892 1.280976e-04
## dinner=dinner 0.14912299 1.385133e-04
## work=Not.work 0.07997829 2.825934e-04
## sugar=No.sugar 0.06120846 2.286813e-03
## lunch=Not.lunch 0.07959849 5.035226e-03
## breakfast=Not.breakfast 0.05576534 5.527765e-03
## age_Q=+60 0.11445238 7.567898e-03
## sophisticated=sophisticated 0.05865034 8.531637e-03
## tearoom=tearoom 0.06486865 1.081515e-02
## SPC=middle 0.09793868 2.228820e-02
## sex=M 0.04674127 2.250375e-02
## friends=Not.friends 0.04527027 3.235693e-02
## friends=friends -0.04527027 3.235693e-02
## price=p_private label -0.13563786 2.301393e-02
## sex=F -0.04674127 2.250375e-02
## tearoom=Not.tearoom -0.06486865 1.081515e-02
## sophisticated=Not.sophisticated -0.05865034 8.531637e-03
## price=p_unknown -0.23171262 7.581675e-03
## breakfast=breakfast -0.05576534 5.527765e-03
## lunch=lunch -0.07959849 5.035226e-03
## price=p_variable -0.04476924 3.517223e-03
## SPC=student -0.12977090 2.381679e-03
## sugar=sugar -0.06120846 2.286813e-03
## How=milk -0.13222339 7.496148e-04
## work=work -0.07997829 2.825934e-04
## dinner=Not.dinner -0.14912299 1.385133e-04
## resto=resto -0.09599600 2.165287e-05
## age_Q=15-24 -0.16342547 4.501578e-06
## price=p_branded -0.11247568 8.001515e-07
## Tea=Earl Grey -0.20470443 6.499738e-12
## how=tea bag -0.31755648 2.123707e-18
## where=chain store -0.36891861 5.804094e-23
##
## $`Dim 3`
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## age -0.3397736 1.530157e-09
##
## Link between the variable and the categorical variable (1-way anova)
## =============================================
## R2 p.value
## Tea 0.33178708 9.996725e-27
## breakfast 0.21498315 2.138445e-17
## sugar 0.21026537 5.278399e-17
## How 0.19600156 5.867378e-14
## home 0.13440219 5.642852e-11
## age_Q 0.14565571 1.852397e-09
## evening 0.10637896 7.269113e-09
## friends 0.10294629 1.307065e-08
## always 0.10133291 1.721112e-08
## tea.time 0.05424196 4.636352e-05
## frequency 0.06361133 2.167789e-04
## pub 0.04311129 2.936636e-04
## SPC 0.07625129 6.739742e-04
## where 0.04166084 1.801385e-03
## exciting 0.02425859 6.872690e-03
## dinner 0.02152288 1.095256e-02
## spirituality 0.01606168 2.817777e-02
## lunch 0.01561039 3.050262e-02
## diuretic 0.01302499 4.827448e-02
##
## Link between variable and the categories of the categorical variables
## ================================================================
## Estimate p.value
## Tea=Earl Grey 0.18122366 5.474630e-22
## breakfast=Not.breakfast 0.13921762 2.138445e-17
## sugar=sugar 0.13764789 5.278399e-17
## home=Not.home 0.32238212 5.642852e-11
## evening=evening 0.10304138 7.269113e-09
## friends=friends 0.10113377 1.307065e-08
## always=always 0.10056783 1.721112e-08
## How=lemon 0.29113799 3.532927e-05
## tea.time=Not.tea time 0.07044079 4.636352e-05
## frequency=1 to 2/week 0.13367067 4.787775e-05
## age_Q=25-34 0.15458550 9.102105e-05
## SPC=student 0.11762964 1.467086e-04
## pub=pub 0.07646920 2.936636e-04
## age_Q=15-24 0.12278166 4.286711e-04
## How=alone 0.13200504 7.535155e-04
## where=tea shop 0.12875140 1.905017e-03
## exciting=exciting 0.04797670 6.872690e-03
## dinner=dinner 0.08625296 1.095256e-02
## spirituality=spirituality 0.04098581 2.817777e-02
## lunch=lunch 0.05297807 3.050262e-02
## how=unpackaged 0.07670099 3.765383e-02
## diuretic=Not.diuretic 0.03468681 4.827448e-02
## diuretic=diuretic -0.03468681 4.827448e-02
## frequency=+2/day -0.07763057 3.323605e-02
## lunch=Not.lunch -0.05297807 3.050262e-02
## spirituality=Not.spirituality -0.04098581 2.817777e-02
## where=chain store+tea shop -0.09887763 2.197901e-02
## age_Q=35-44 -0.07139235 1.961314e-02
## dinner=Not.dinner -0.08625296 1.095256e-02
## SPC=non-worker -0.08793735 8.568111e-03
## exciting=No.exciting -0.04797670 6.872690e-03
## age_Q=45-59 -0.07791412 1.331486e-03
## age_Q=+60 -0.12806070 4.108178e-04
## pub=Not.pub -0.07646920 2.936636e-04
## tea.time=tea time -0.07044079 4.636352e-05
## How=other -0.33576960 1.254567e-05
## How=milk -0.08737342 7.989362e-08
## always=Not.always -0.10056783 1.721112e-08
## friends=Not.friends -0.10113377 1.307065e-08
## evening=Not.evening -0.10304138 7.269113e-09
## home=home -0.32238212 5.642852e-11
## sugar=No.sugar -0.13764789 5.278399e-17
## breakfast=breakfast -0.13921762 2.138445e-17
## Tea=black -0.22772627 4.313358e-26