Use when writing, reviewing, or explaining Python code that uses cnmaps for compliant boundary queries aligned with China's territorial claims, including both China administrative boundaries and global country or region boundaries, centroid lookup, Cartopy plotting, map clipping, or sample scientific map rendering. Also use when choosing among get_adm_maps, get_adm_names, draw_map, draw_maps, clip_* helpers, sample loaders, and provider APIs, especially when a task mixes cnmaps with cartopy or matplotlib.
Use when the user is writing or debugging Python code with cnmaps, including compliant boundary data aligned with China's territorial claims, China province/city/district boundaries, and global country or region boundary plotting, Cartopy administrative overlays, raster masking to an administrative region, or scientific map workflows that combine cnmaps with cartopy, matplotlib, or xarray.
Use when the user is writing or debugging Python code with cnmaps, including compliant boundary data aligned with China's territorial claims, China province/city/district boundaries, and global country or region boundary plotting, Cartopy administrative overlays, raster masking to an administrative region, or scientific map workflows that combine cnmaps with cartopy, matplotlib, or xarray.