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. Author manuscript; available in PMC: 2008 Jul 31.
Published in final edited form as: Eur J Clin Nutr. 2007 May 16;62(7):931–938. doi: 10.1038/sj.ejcn.1602789

Table 1.

Factor loadings of various food items in the principal dietary components obtained using PCA based on (1) unadjusted data and (2) data adjusted for energy using the residual method

Food item Health conscious
Traditional
Processed
Confectionery
‘Vegetarian’
% Variance explained
(Variance
explained)
Unadjusted
(10.6%)
Adjusted
(11.0%)
Unadjusted
(6.9%)
Adjusted
(6.4%)
Unadjusted
(4.4%)
Adjusted Unadjusted
(6.0%)
Adjusted
(5.5%)
Unadjusted
(4.5%)
Adjusted
(4.0%)
Unadjusted
(32.4%)
Adjusted
(26.9%)
White bread 0.535 0.632 0.075 −0.021 0.367 0.080 −0.097 −0.018 −0.018 42.7 41.0
Non-white
bread
0.615 0.671 −0.049 −0.011 −0.323 −0.057 0.012 0.032 0.054 48.9 45.3
Bran based
cereal
0.365 0.386 0.092 0.019 −0.126 −0.004 −0.103 0.009 0.022 15.8 16.0
Oat based
cereal
0.297 0.295 0.113 0.017 −0.039 0.050 −0.105 0.140 0.128 12.5 11.5
Other breakfast
cereal
−0.110 −0.188 −0.015 −0.092 0.139 0.221 0.066 −0.082 −0.094 8.7 5.7
Biscuits 0.108 0.040 0.023 −0.019 −0.007 0.603 0.481 −0.108 −0.131 38.8 25.0
Crispbreads/
crackers
0.218 0.196 0.088 0.084 −0.010 0.052 0.012 0.156 0.109 8.2 5.7
Puddings 0.265 0.163 0.064 −0.030 0.124 0.389 0.163 −0.112 −0.198 25.4 9.3
Cakes/buns 0.202 0.097 0.004 −0.057 0.086 0.559 0.405 −0.080 −0.156 36.7 20.1
Poultry 0.270 0.153 0.223 0.193 0.121 0.023 −0.082 0.535 0.577 42.4 40.0
Red Meat 0.147 0.011 0.219 0.173 0.166 0.101 −0.068 0.596 0.649 46.3 45.6
Meat pies −0.105 0.395 0.032 −0.101 0.538 0.087 −0.170 −0.118 −0.116 32.3 20.9
Offal 0.087 −0.025 0.091 0.060 0.248 −0.066 −0.126 0.087 −0.089 8.9 2.8
Sausages,
burgers
−0.091 0.392 −0.062 −0.094 0.565 0.029 −0.224 −0.169 −0.147 36.1 23.4
Fried foods −0.094 0.415 0.001 −0.049 0.574 0.164 −0.138 −0.009 0.043 36.5 19.6
Pizza 0.233 0.018 −0.105 −0.145 0.349 0.104 −0.103 0.105 0.143 19.8 2.0
Fish 0.457 0.349 0.155 0.120 0.133 −0.075 −0.190 −0.018 −0.061 25.7 20.8
Eggs 0.278 0.031 0.090 0.042 0.403 −0.027 0.349 −0.016 0.044 24.9 12.6
Cheese 0.443 0.360 0.078 0.021 0.053 0.122 −0.085 0.026 0.070 22.1 14.2
Meat
substitutes
0.180 0.134 0.066 0.059 0.124 −0.028 −0.037 0.577 0.546 38.6 32.1
Pulses 0.356 0.342 0.146 0.129 0.006 −0.055 −0.097 0.565 0.527 47.0 42.1
Nuts 0.278 0.253 0.116 0.086 0.051 0.052 −0.038 0.531 0.476 37.8 29.9
Chips −0.255 0.569 −0.057 −0.130 0.561 0.235 −0.058 −0.036 0.043 44.0 34.6
Roast potatoes −0.271 0.473 0.225 0.199 0.388 0.154 −0.006 −0.165 −0.156 32.6 28.8
Potatoes (not
chips)
0.254 0.149 0.321 0.291 0.104 0.070 −0.099 −0.219 −0.217 23.1 16.4
Pasta 0.578 0.451 0.045 0.044 0.136 −0.070 −0.157 0.121 0.087 37.4 23.8
Rice 0.543 0.438 0.078 0.071 0.125 −0.120 −0.179 0.063 0.018 33.5 22.9
Baked beans 0.004 −0.230 0.049 0.042 0.413 0.081 −0.148 0.045 0.117 18.2 9.0
Leafy green
vegetables
0.045 0.026 0.809 0.796 0.011 −0.015 −0.058 0.041 0.048 65.8 64.0
Other green
vegetables
0.147 0.146 0.799 0.789 −0.043 −0.004 −0.025 0.054 0.056 66.5 64.8
Carrots 0.178 0.160 0.704 0.688 −0.020 0.023 −0.028 0.008 0.003 52.8 50.0
Other root vegetables 0.084 0.076 0.606 0.600 0.018 0.003 −0.012 0.106 0.098 38.6 37.6
Peas 0.174 0.024 0.352 0.346 0.190 0.063 −0.088 −0.104 −0.085 20.5 13.5
Salad 0.420 0.404 0.212 0.183 −0.078 −0.022 −0.086 0.100 0.094 23.8 21.3
Fresh fruit 0.518 0.548 0.182 0.154 −0.229 0.090 0.035 0.005 −0.006 36.2 32.5
Fruit juice 0.488 0.474 0.079 0.035 −0.090 0.085 −0.011 0.057 0.029 26.3 22.7
Cola −0.209 0.307 −0.081 −0.052 0.221 0.142 0.105 0.051 0.058 12.2 11.1
Tea −0.100 −0.155 0.078 −0.009 0.156 0.029 −0.137 −0.037 −0.004 4.3 4.3
Coffee −0.161 −0.185 0.053 0.030 0.105 0.002 −0.025 −0.037 −0.018 4.1 3.6
Herbal tea 0.186 0.223 0.068 0.070 −0.085 −0.057 −0.047 0.302 0.292 14.1 14.2
Sweets −0.098 −0.171 0.071 0.045 0.069 0.514 0.413 0.061 0.055 28.7 20.5
Chocolate 0.000 −0.088 0.022 −0.016 0.036 0.717 0.674 0.058 0.067 51.9 46.7
Chocolate bars −0.085 −0.214 −0.020 −0.079 0.096 0.749 0.684 0.021 0.053 57.8 52.3
Crisps −0.101 −0.295 −0.041 −0.075 0.292 0.381 0.203 0.004 0.033 24.2 13.5

Abbreviation: PCA, principal component analysis.

Loadings >0.3 are shown in bold.