Table 2 Description of the hydrometeorological data and their sources.

From: Development of a novel modeling framework based on weighted kernel extreme learning machine and ridge regression for streamflow forecasting

Data

Sources

Discharge (m3/s)

United states geological survey (USGS)

USGS 05082625 at Turtle River State Park near Arvilla, ND

Precipitation (mm)

National Oceanic and Atmospheric Administration (NOAA)

Maximum temperature (°C)

National Oceanic and Atmospheric Administration (NOAA)

Minimum temperature (°C)

National Oceanic and Atmospheric Administration (NOAA)

Petersburg 2 N, ND US, USC00327027, 48.0356°, -98.0096°

Wind speed at 2 m (m/s)

Wind direction at 2 m (degrees)

Wind speed at 10 m (m/s)

Wind direction at 10 m (degrees)

POWER (NASA prediction of worldwide energy resources)

Location: Latitude 48.0356°, Longitude − 98.0096°

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