Investigating Diesel Particulate Matter In California

Data Source: CalEnviroScreen 4.0, Office of Environmental Health Hazard Assessment (OEHHA), California Environmental Protection Agency (EPA), 2024

Background: CalEnviroScreen data combines social vulnerability data (i.e. poverty, linguistic isolation, educational attainment) and environmental exposure data (i.e. air pollution, water pollution, proximity to hazardous waste sites) to compare the population-level burden of Californian’s by census tract. The data is presented in percentiles, and therefore represents relative comparisons between cencus tracts. Diesel PM is classified as a carcinogen, or a cancer-causing compound, by the International Agency for Research on Cancer, and it is also associated with cardiovascular disease and respiratory diseases, like asthma. Diesel PM is measured at various air monitoring locations throughout the state operated by air districts, the California Air Resources Board (CARB), and the Environmental Protection Agency (EPA). CARB models the data to create 1 km x 1 km grids across the state and the data is further adjusted by OEHHA within the EPA to create percentiles by census tract.

Boxplot of Diesel Particulate Matter by California County

In the Box Plot below, color is not necessary to convey information, but it makes the plot more visually appealing, so I use the viridis color scale, which is a more acessible color pallette for people experiencing differences in seeing color.

Bubble Chart of Poverty and Diesel PM

In an effect to identify whether there is a relationship between poverty and Diesel PM, I used a Bubble graph below. You can visiually see that many of the blue counties, particularly San Bernadino and San Francisco, are burdened by experiencing higher percentiles of Poverty and Diesel PM, indicating cumulative impacts. On the other hand, Ventura county has high percentiles of Diesel PM (probably due to the 101 highway and other industry/ports in the area) yet has a very low Poverty percentiles.

Diesel PM is not equally distributed throughout the state; people living closer to industrial facilities, airports, ports, and highways are disproportionately exposed.

Heatmap

Results: This interactive heatmap shows which areas experience increased ambient exposure to Diesel PM. We can see from the box plot and the map of California that some communities in the state have the potential to be more highly exposed to Diesel PM than other communities. The two most populated, urbanized counties in the state, Los Angeles and San Francisco counties, contain more concentrated risk of Diesel PM, with more census tracts in these counties in the higher Diesel PM percentile categories than other more spread out or rural areas. Additionally, counties in the Central Valley of the state, where air pollution can get stuck in valleys are also disproportinately exposed to Diesel PM, shown by higher Percentiles in these counties as well. What this map does not convey are increased exposure risks due to occupational exposure that some agricultural communities and workers face. Therefore this data is just an estimate of exposure to ambient Diesel PM, and may not characterize other sources that affect individual, community, and public health. Additionally this data allows us to make high-level, population-based comparisons, however, cities and urban areas do not have equally distributed resources, greenspace nor polluting infrastructure, therefore some residents of high percentile census tracts will be more impacted than others.