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Daily and Annual NO2 Concentrations for the Contiguous United States, 1-km Grids, Version 1.10 (2000-2016)

Metadata Updated: February 7, 2024

The Daily and Annual NO2 Concentrations for the Contiguous United States, 1-km Grids, Version 1.10 (2000-2016) data set contains daily predictions of Nitrogen Dioxide (NO2) concentrations at a high resolution (1-km grid cells) for the years 2000 to 2016. An ensemble modeling framework was used to assess NO2 levels with high accuracy, which combined estimates from three machine learning models (neural network, random forest, and gradient boosting), with a generalized additive model. Predictor variables included NO2 column concentrations from satellites, land-use variables, meteorological variables, predictions from two chemical transport models, GEOS-Chem and the U.S. Environmental Protection Agency (EPA) CommUnity Multiscale Air Quality Modeling System (CMAQ), along with other ancillary variables. The annual predictions were calculated by averaging the daily predictions for each year in each grid cell. The ensemble produced a cross-validated R-squared value of 0.79 overall, a spatial R-squared value of 0.84, and a temporal R-squared value of 0.73. In version 1.10, the completeness of daily NO2 predictions have been enhanced by employing linear interpolation to impute missing values. Specifically, for days with small spatial patches of missing data with less than 100 grid cells, inverse distance weighting interpolation was used to fill the missing grid cells. Other missing daily NO2 predictions were interpolated from the nearest days with available data. Annual predictions were updated by averaging the imputed daily predictions for each year in each grid cell. These daily and annual NO2 predictions allow public health researchers to respectively estimate the short- and long-term effects of NO2 exposures on human health, supporting the U.S. EPA for the revision of the National Ambient Air Quality Standards for daily average and annual average concentrations of NO2. The data are available in RDS and GeoTIFF formats for statistical research and geospatial analysis.

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

Downloads & Resources

Dates

Metadata Created Date February 7, 2024
Metadata Updated Date February 7, 2024

Metadata Source

Harvested from NASA Data.json

Graphic Preview

Sample browse graphic of the data set.

Additional Metadata

Resource Type Dataset
Metadata Created Date February 7, 2024
Metadata Updated Date February 7, 2024
Publisher SEDAC
Maintainer
Identifier C2848642691-SEDAC
Data First Published 2024-01-30
Language en-US
Data Last Modified 2024-01-30
Category AQDH, geospatial
Public Access Level public
Bureau Code 026:00
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Metadata Catalog ID https://data.nasa.gov/data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Citation Di, Q., Y. Wei, A. Shtein, X. Xing, E. Castro, H. Amini, C. Hultquist, L. Shi, I. Kloog, R. Silvern, J. Kelly, M. B. Sabath, C. Choirat, P. Koutrakis, A. Lyapustin, Y. Wang, L. J. Mickley, Y. Daouk, and J. Schwartz. 2024-01-30. Daily and Annual NO2 Concentrations for the Contiguous United States, 1-km Grids, Version 1.10 (2000-2016). Version 1.10. Palisades, NY. Archived by National Aeronautics and Space Administration, U.S. Government, NASA Socioeconomic Data and Applications Center (SEDAC). https://doi.org/10.7927/10.7927/rz28-p167. https://doi.org/10.7927/rz28-p167.
Creator Di, Q., Y. Wei, A. Shtein, X. Xing, E. Castro, H. Amini, C. Hultquist, L. Shi, I. Kloog, R. Silvern, J. Kelly, M. B. Sabath, C. Choirat, P. Koutrakis, A. Lyapustin, Y. Wang, L. J. Mickley, Y. Daouk, and J. Schwartz
Graphic Preview Description Sample browse graphic of the data set.
Graphic Preview File https://sedac.ciesin.columbia.edu/downloads/maps/aqdh/aqdh-no2-concentrations-contiguous-us-1-km-v1-10-2000-2016/sedac-logo.jpg
Harvest Object Id b1f7d919-bfef-4ad5-9dd4-f86b0e60c31d
Harvest Source Id 58f92550-7a01-4f00-b1b2-8dc953bd598f
Harvest Source Title NASA Data.json
Homepage URL https://doi.org/10.7927/10.7927/rz28-p167
Metadata Type geospatial
Old Spatial -180.0 17.0 -65.0 72.0
Program Code 026:001
Release Place Palisades, NY
Source Datajson Identifier True
Source Hash f8cbfe8376dc64c633ca778951e3f4ca10b70799d9b4c08affd27da3d968baa7
Source Schema Version 1.1
Spatial
Temporal 2000-01-01T00:00:00Z/2016-12-31T00:00:00Z

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