Table 1 Data categories and descriptions.

From: Integrated export instream coefficient model for accurate nonpoint source pollution estimation and management in the Yellow River Basin

Categories

Scale

Descriptions

Source

DEM

1 km

Digital Elevation Model

Geospatial Data Cloud (http://www.gscloud.cn/)

Soil

1:1,000,000

Soil types and distribution

National Cryosphere Desert Data Center (http://www.ncdc.ac.cn/)

Land Use

30 m

China’s National Land Use and Cover Change

Chinese Academy of Sciences (https://english.cas.cn/)

NDVI

2021–2023, 250 m

Normalized Difference Vegetation Index for Extracting Vegetation Coverage

National Aeronautics and Space Administration (https://www.nasa.gov/), United States Geological Survey (https://www.usgs.gov/)

Meteorology

1 km

Rainfall at approximately 500 stations in the Yellow River Basin

China Meteorological Data Service Center (https://data.cma.cn/)

Socioeconomic

2021–2023, yearly

Urban and rural population, livestock and poultry output, using cubic spline interpolation to fill in a small amount of missing data

China Rural Statistical Yearbook, China Statistical Yearbook, China Urban Statistical Yearbook, Statistical Bulletin

Runoff

2021–2023, monthly

Runoff in TNH, XHY, BGYL, SHHK, LM, TG, XY, SK in nine hydrographic station

The Yellow River Network (http://61.163.88.227:8006/hwsq.aspx)

Water quality

2021–2023, daily

Averages of TN and TP concentrations in nine hydrographic station

Ministry of Ecology and Environment of the People’s Republic of China (https://www.mee.gov.cn/)

Administrative Divisions

2021–2023

Nine provinces, cities, and counties with three-level administrative divisions

National Geomatics Center of China

(https://www.un-spider.org/)