Asthma Risk Factor

Asthma is a common respiratory disease that affects people in many countries. It causes an attack that harms those patients and can cause death. This attack is related to many risk factors, including biosignals and environmental conditions. Here, we provide a dataset (584 entries) on the asthma biosignals and environmental conditions. This dataset was collected from 21 participants who have different levels of asthma disease. It was collected from the Makkah region in Saudi Arabia (Makkah and Jeddah cities) for three months, from 24-march – 30-June 2021. We introduce an analysis for feature importance by using a decision tree classifier and logistic regression. The coefficient scores of these classifiers indicate the most relevant features which can contribute to an asthma attack. These analyses provide insights into which input features can contribute through building machine-learning asthma attacks prediction models.