Ozone in surface air is toxic to both humans and plants, and has negative implications to human health and crop yields. Surface ozone is enhanced by anthropogenic emissions of nitrogen oxides and hydrocarbons, which are a direct result of fuel combustion and other industrial activities. Yet, the highest concentrations of ozone in California are often observed in the foothills of the Sierra Nevadas, some 50-100 kilometers from the urban plumes of the Sacramento and San Joaquin valleys. How anthropogenic emissions affect ozone in areas strongly influenced by biogenic emissions remains a critical question in our understanding of air quality, with implications for control strategies. To examine these issues we are using data from two multi-year atmospheric chemistry field measurement campaigns: CALNEX SJV and BEARPEX. CALNEX SJV took place in 2010 near Bakersfield, CA, an area heavily influenced by urban and agricultural emissions. The BEARPEX 2007 and 2009 campaigns took place in Blodgett Forest, CA, a rural forested area primarily influenced by biogenic emissions. We are quantifying the extent to which anthropogenic emissions of hydrocarbons affect ozone production in these two regimes by performing a statistical analysis of a unique set of chemical indicators, acyl peroxynitrates, or APN. APN are produced in the atmosphere during the photochemical degredation of hydrocarbons that leads to ozone production. APN carry a fingerprint of an anthropogenic or biogenic hydrocarbon precursor. Through linear combination modeling of ozone using various APN compounds and trend analysis along independent axes such as temperature and day of week, we estimate the relative importance of anthropogenic and biogenic hydrocarbons. Moreover, by comparing data from these two sites, we provide a much broader understanding of such effects in both rural and urban areas.