Datasets:

Geoweaver
/

SnowWaterEquivalent_trainingdata

+# Remote-sensing-based Snow Water Equivalent Forecasting Training Data
+## Description
+This dataset contains information about snow water equivalent (SWE), temperature, precipitation, wind speed, relative humidity, and related climate variables across different locations and time periods. It includes daily observations and derived variables for hydrological and climate analysis.
+## Authors
+- Ziheng Sun
+- Justin Pflug
+- Nicoleta Cristea
+- Gokul Prathin Asamani
+- Keenan Ganz
+- Millie Spencer
+- Kehan Yang
+- Mahboubeh Bousshagh
+- Juan S. Acero Triana
+- Bonan Li
+- Rebecca Gustine
+## Year
+2024
+## Columns
+- **date** (object)
+- **lat** (float64)
+- **lon** (float64)
+- **SWE** (float64)
+- **station_name** (object)
+- **swe_value** (float64)
+- **change_in_swe_inch** (float64)
+- **snow_depth** (float64)
+- **air_temperature_observed_f** (float64)
+- **precipitation_amount** (float64)
+- **relative_humidity_rmin** (float64)
+- **potential_evapotranspiration** (float64)
+- **air_temperature_tmmx** (float64)
+- **relative_humidity_rmax** (float64)
+- **mean_vapor_pressure_deficit** (float64)
+- **air_temperature_tmmn** (float64)
+- **wind_speed** (float64)
+- **Elevation** (float64)
+- **Aspect** (float64)
+- **Curvature** (float64)
+- **Northness** (float64)
+- **Eastness** (float64)
+- **fsca** (float64)
+- **Slope** (float64)
+- **SWE_1** (float64)
+- **air_temperature_tmmn_1** (float64)
+- **potential_evapotranspiration_1** (float64)
+- **mean_vapor_pressure_deficit_1** (float64)
+- **relative_humidity_rmax_1** (float64)
+- **relative_humidity_rmin_1** (float64)
+- **precipitation_amount_1** (float64)
+- **air_temperature_tmmx_1** (float64)
+- **wind_speed_1** (float64)
+- **fsca_1** (float64)
+- **SWE_2** (float64)
+- **air_temperature_tmmn_2** (float64)
+- **potential_evapotranspiration_2** (float64)
+- **mean_vapor_pressure_deficit_2** (float64)
+- **relative_humidity_rmax_2** (float64)
+- **relative_humidity_rmin_2** (float64)
+- **precipitation_amount_2** (float64)
+- **air_temperature_tmmx_2** (float64)
+- **wind_speed_2** (float64)
+- **fsca_2** (float64)
+- **SWE_3** (float64)
+- **air_temperature_tmmn_3** (float64)
+- **potential_evapotranspiration_3** (float64)
+- **mean_vapor_pressure_deficit_3** (float64)
+- **relative_humidity_rmax_3** (float64)
+- **relative_humidity_rmin_3** (float64)
+- **precipitation_amount_3** (float64)
+- **air_temperature_tmmx_3** (float64)
+- **wind_speed_3** (float64)
+- **fsca_3** (float64)
+- **SWE_4** (float64)
+- **air_temperature_tmmn_4** (float64)
+- **potential_evapotranspiration_4** (float64)
+- **mean_vapor_pressure_deficit_4** (float64)
+- **relative_humidity_rmax_4** (float64)
+- **relative_humidity_rmin_4** (float64)
+- **precipitation_amount_4** (float64)
+- **air_temperature_tmmx_4** (float64)
+- **wind_speed_4** (float64)
+- **fsca_4** (float64)
+- **SWE_5** (float64)
+- **air_temperature_tmmn_5** (float64)
+- **potential_evapotranspiration_5** (float64)
+- **mean_vapor_pressure_deficit_5** (float64)
+- **relative_humidity_rmax_5** (float64)
+- **relative_humidity_rmin_5** (float64)
+- **precipitation_amount_5** (float64)
+- **air_temperature_tmmx_5** (float64)
+- **wind_speed_5** (float64)
+- **fsca_5** (float64)
+- **SWE_6** (float64)
+- **air_temperature_tmmn_6** (float64)
+- **potential_evapotranspiration_6** (float64)
+- **mean_vapor_pressure_deficit_6** (float64)
+- **relative_humidity_rmax_6** (float64)
+- **relative_humidity_rmin_6** (float64)
+- **precipitation_amount_6** (float64)
+- **air_temperature_tmmx_6** (float64)
+- **wind_speed_6** (float64)
+- **fsca_6** (float64)
+- **SWE_7** (float64)
+- **air_temperature_tmmn_7** (float64)
+- **potential_evapotranspiration_7** (float64)
+- **mean_vapor_pressure_deficit_7** (float64)
+- **relative_humidity_rmax_7** (float64)
+- **relative_humidity_rmin_7** (float64)
+- **precipitation_amount_7** (float64)
+- **air_temperature_tmmx_7** (float64)
+- **wind_speed_7** (float64)
+- **fsca_7** (float64)
+- **water_year** (int64)
+- **cumulative_SWE** (float64)
+- **cumulative_air_temperature_tmmn** (float64)
+- **cumulative_potential_evapotranspiration** (float64)
+- **cumulative_mean_vapor_pressure_deficit** (float64)
+- **cumulative_relative_humidity_rmax** (float64)
+- **cumulative_relative_humidity_rmin** (float64)
+- **cumulative_precipitation_amount** (float64)
+- **cumulative_air_temperature_tmmx** (float64)
+- **cumulative_wind_speed** (float64)
+- **cumulative_fsca** (float64)
+---
+license: cc-by-4.0
+---
+## Related Conference Abstract
+Sun, Ziheng, Nicoleta Cristea, Justin M. Pflug, Annie Burgess, et al. “Operational Monitoring of Snow Water Equivalent in the Western US Using Machine Learning and Remote Sensing.” In Geological Society of America Abstracts, vol. 56, p. 402442. 2024