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Data and code for: Projected expansion of the summer monsoon rainfall regime across districts of Pakistan

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Zenodo2026-10-29 更新2026-10-29 收录
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Derived data and code for the paper Projected expansion of the summer monsoon rainfall regime across districts of Pakistan (submitted to Communications Earth & Environment). Each of Pakistan's 160 districts, and each grid cell, is classified as monsoonal or not from the annual range (> 2.5 mm/day) and summer share (> 0.55) of its rainfall, in five observational products (1950–2025) and 34 NEX-GDDP-CMIP6 v2.0 models (1950–2100, SSP2-4.5 and SSP5-8.5). Contents (one zip per group; every zip contains MANIFEST.csv with the MD5 sum of each file): code: snapshot of https://github.com/owaisali07/pk-monsoon-regime (notebook, section sources, tests, outputs, manuscript build) district precipitation series, 34 NEX-GDDP-CMIP6 v2.0 models × historical/SSP2-4.5/SSP5-8.5 (parquet) district precipitation series, CHIRPS, IMERG, ERA5-Land, scaled ERA5-Land, CPC (parquet) yearly seasonal grid statistics per NEX-GDDP-CMIP6 model and scenario (NetCDF) yearly seasonal grid statistics of the observational products (NetCDF) per-model CMIP6 district classes, crossing years, projections and skill weights CMIP6 large-ensemble district rates and GPCC seasonal grids (NetCDF) ERA5 850 hPa moisture-flux fields and composites (NetCDF) observed membership, crossing and onset/withdrawal results (CSV) data inventory, NEX-GDDP artefact scan and clean-run log The raw inputs are public and not redistributed here; their sources and download scripts are documented in data/README.md of the code. Access is restricted until the paper is accepted.

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2026-10-29
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