N: 72 S: 17 E: -65 W: -180
Description
The Daily 8-Hour Maximum and Annual O3 Concentrations for the Contiguous United States, 1-km Grids, v1 (2000 - 2016) data set contains estimates of ozone concentrations at a high resolution in space (1 km x 1 km grid cells) and time (daily) for the years 2000 to 2016. These predictions incorporated various predictor variables such as Ozone (O3) ground measurements from the U.S. Environmental Protection Agency (EPA) Air Quality System (AQS) monitoring data, land-use variables, meteorological variables, chemical transport models and remote sensing data, along with other data sources. After imputing missing data with machine learning algorithms, a geographically weighted ensemble model was applied that combined estimates from three types of machine learners (neural network, random forest, and gradient boosting). The annual predictions were computed by averaging the daily 8-hour maximum predictions in each year for each grid cell. The results demonstrate high overall model performance with a cross-validated R-squared value against daily observations of 0.90 and 0.86 for annual averages.
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Publications Citing This Dataset
| Title | Year Sort ascending | Author | Topic |
|---|---|---|---|
| Spatial and racial/ethnic disparities in cardiovascular mortality attributable to PM2.5 components in the contiguous United States | Hu, Ying, Chu, Lingzhi, Renzetti, Stefano, Zang, Emma, Opara, Ijeoma, Lu, Yuan, Spatz, Erica S., Krumholz, Harlan M., Chen, Kai | Nitrogen Dioxide, Total Ozone | |
| Air Pollution and Cardiovascular Risks in Testicular Cancer Survivors: | Ou, Judy Y., Ramsay, Joemy M., Kaddas, Heydon K., VanDerslice, James A., ONeil, Brock, Garcia, Sarah M., Horne, Benjamin D., Hanson, Heidi, Kirchhoff, Anne C. | Nitrogen Dioxide, Total Ozone | |
| Exposure-response associations between chronic exposure to fine particulate matter and risks of hospital admission for major cardiovascular diseases ... | Wei, Yaguang, Feng, Yijing, Danesh Yazdi, Mahdieh, Yin, Kanhua, Castro, Edgar, Shtein, Alexandra, Qiu, Xinye, Peralta, Adjani A, Coull, Brent A, Dominici, Francesca, Schwartz, Joel D | Total Ozone, Nitrogen Dioxide, Particulate Matter, Particulates | |
| Longitudinal associations between ambient air pollution and angiogenic biomarkers among pregnant women in the LIFECODES Study, 20062008 | Zheng, Yi, McElrath, Thomas, Cantonwine, David, Hu, Hui | Total Ozone, Nitrogen Dioxide, Particulate Matter, Particulates | |
| Racial/ethnic disparities in PM2.5-attributable cardiovascular mortality burden in the United States | Ma, Yiqun, Zang, Emma, Opara, Ijeoma, Lu, Yuan, Krumholz, Harlan M., Chen, Kai | Total Ozone, Nitrogen Dioxide, Particulate Matter, Particulates | |
| Associations between long-term air pollution exposure and the incidence of cardiovascular diseases among American older adults | Jin, Tingfan, Di, Qian, Requia, Weeberb J., Danesh Yazdi, Mahdieh, Castro, Edgar, Ma, Tszshan, Wang, Yifan, Zhang, Haisu, Shi, Liuhua, Schwartz, Joel | Particulate Matter, Particulates, Population Density, Total Ozone, Nitrogen Dioxide | |
| The Impact of Exposure Measurement Error on the Estimated ConcentrationResponse Relationship between Long-Term Exposure to and Mortality | Wei, Yaguang, Qiu, Xinye, Yazdi, Mahdieh Danesh, Shtein, Alexandra, Shi, Liuhua, Yang, Jiabei, Peralta, Adjani A., Coull, Brent A., Schwartz, Joel D. | Particulate Matter, Particulates, Total Ozone, Nitrogen Dioxide | |
| An Ensemble Learning Approach for Estimating High Spatiotemporal Resolution of Ground-Level Ozone in the Contiguous United States | Requia, Weeberb J., Di, Qian, Silvern, Rachel, Kelly, James T., Koutrakis, Petros, Mickley, Loretta J., Sulprizio, Melissa P., Amini, Heresh, Shi, Liuhua, Schwartz, Joel | Total Ozone |