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Selecting the features from the rules that are collected and these rules depend on some activities and measures of an individual. For example, alcohol consumption rules for females are different from males. Similarly, the calorie value recommended for a person of 100 kg is different than that of a person of 50 kg [1]. In these examples, gender and weight are the features that are selected. In a similar fashion all the features like age, gender, height, weight, calorie intake, units smoked, units drunk, physical activity, screen time and sleep time were collected.