Assessing the impact of air pollution on public health in the United States involves analyzing key variables such as particulate matter (PM) concentrations and self-reported health status. PM, comprising tiny solid particles or liquid droplets suspended in the air, serves as an indicator of air quality and has been linked to respiratory and cardiovascular diseases. Meanwhile, individuals' perceptions of their health status, categorized as poor or fair health, provide insights into overall well-being and highlight disparities within communities. A better way to model this data would be to hone in on health issues involving respiratory and cardiovascular diseases, as these are most strongly associated with air pollution exposure. By focusing on these specific health outcomes, the resulting mapping outcomes would likely be more accurate, providing valuable insights for policymakers and public health officials aiming to address the adverse effects of air pollution on human health.
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