“…32 A cluster of wells can include up to 20,000 wells, requires processing ~50,000 images, and covers 19,000 square kilometers (Figure S3), which indicates that our approach is suitable for large-scale land use mapping for areas with a intense natural gas production activity (e.g., in the Eagle Ford shale play and the Marcellus shale play). Integrating our spatially explicitly mapping to the national land cover data (NLCD) (30-meter resolution), 49 which was previously used as a proxy of large-scale mapping of natural gas production, 55 could potentially provide both a more complete and accurate mapping for natural gas production infrastructure (Figure 2b) and a large dataset for future land conversion studies.…”