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Artificial Intelligence in Health Synthetic data for obesity level prediction

Figure 9. Distribution of calorie tracking

Figure 10. Distribution of physical activity frequency

Figure 11. Distribution of duration of technological device use

Walking was chosen by 55 individuals (11%), followed The original version of the dataset includes seven
by motorcycles (11 individuals; 2.2%) and bicycles (seven obesity level categories as class labels: underweight, normal
individuals; 1.4%). The distribution of these preferences is weight, level I overweight, level II overweight, type I obese,
illustrated in Figure 13. type II obese, and type III obese. Due to class imbalance,

Volume 2 Issue 4 (2025) 57 doi: 10.36922/AIH025140027