Table 2.
Factors that affect HBP and their weights.
Factor name | Normalized weight | Original value | ||||||
---|---|---|---|---|---|---|---|---|
With FPG | Without FPG | Imputed values | Avg | Std | Max | Min | Units | |
Arterial pulse | 0.116 | 0.118 | 74.79 | 74.79 | 6.48 | 119 | 56 | Beats/min |
Age | 0.115 | 0.108 | 38 | 38 | 15.62 | 68 | 14 | Year |
FPG | 0.069 | ✗ | 4.73 | 4.73 | 0.9 | 15.2 | 2.1 | mmol/L |
Freq. eating pickles | 0.062 | 0.061 | 1/m | [1/m or less, 2~3/m, 1~2/w, 3~6/w, >=7/w] ∗ | ||||
BMI | 0.058 | 0.058 | 22.56 | 22.56 | 2.83 | 39.05 | 14.7 | kg/m 2 |
Height | −0.057 | −0.061 | 163.21 | 163.21 | 7.83 | 184 | 120 | cm |
Waistline | 0.057 | 0.057 | 77.99 | 77.99 | 8.89 | 111 | 51 | cm |
Hip circum. | 0.057 | 0.045 | 88.75 | 88.75 | 10.56 | 137 | 62 | cm |
Salt intake | 0.028 | 0.026 | 0.56 | 0.56 | 0.28 | 3.5 | 0.15 | 500 g/m |
Years of drinking | 0.028 | 0.025 | 0 | 2.56 | 7.72 | 51 | 0 | Year |
Intake of animal oil | −0.026 | −0.033 | 0.14 | 0.14 | 0.39 | 4 | 0 | 500 g/m |
Sleep quality | −0.023 | −0.023 | Ordinary | [bad, ordinary, good] | ||||
Female menstruation regularity | −0.02 | −0.023 | 1 | — | — | — | — | Boolean |
Divorced | 0.019 | 0.022 | 0 | — | — | — | — | Boolean |
Intake of plant oil | 0.018 | 0.022 | 3.09 | 3.09 | 1.28 | 15 | 0.15 | 500 g/m |
Work-time physical activity | −0.016 | −0.025 | Median | [rare, light, median, heavy, extremely heavy] | ||||
Drinking white liquor | 0.015 | 0.015 | 0 | 0.97 | 2.56 | 43 | 0 | Times/w |
Drinking tea | 0.015 | 0.014 | Occasional | [none, occasional, often] | ||||
Times of bearing | 0.015 | 0.016 | 0 | 1 | 1.38 | 10 | 0 | Times |
Family food expenditure per month | 0.014 | 0.024 | 861.04 | 861.04 | 694.95 | 6000 | 50 | RMB |
Meat intake type | 0 | 0.01 | no meat | [no meat, lean, half fat and half lean, fat] | ||||
Staple food intake | 0 | 0.013 | 13.67 | 13.67 | 4.39 | 30 | 4 | 50 g/d |
Times of abortion | 0 | 0.011 | 0 | 0.04 | 0.28 | 5 | 0 | Times |
Weights are the mean value of 100 prediction tests.
For quantization values, for example, sleep quality, its corresponding original values are enumerated in original value column.
∗/m means ~per month and /w, /d means ~per week, ~per day, respectively.
Unit Boolean means that this attribute value is of Boolean type, value 1 refers to true and value 0 refers to false.