Groundwater and Remotely Sensed Phenology of Riparian Trees (Pinnacles NP)
Groundwater elevation measurements from four wells, evapotranspiration calculations, satellite NDVI vegetation indices, phenological dates and machine-learning training data for the Chalone Creek watershed, Pinnacles National Park, California. 14 files, CSV and R code.
datadryad.org
At a glance
- Region
- United States (North America)
- Coverage
- Chalone Creek watershed, California
- Access
- Free
- Category
- Research
- Last updated
- 2025
What's inside
- Groundwater level
- Evapotranspiration
- NDVI
- Phenology
Terms explained
What you can do with it
Typical work that data of this type supports.
- 01
Trend hotspots
Find where water tables are falling year after year.
Because it has: Groundwater level
- 02
Recharge planning
Site recharge structures and new borewells with evidence.
- 03
Irrigation scheduling
Decide when and how much to irrigate.
Because it has: Evapotranspiration
Where AI adds value
Ideas for machine learning and AI agents built on this kind of data.
- 01
Gap filling
Rebuild missing well readings from neighbours, rainfall and season.
- 02
Level forecasts
Forecast pre- and post-monsoon levels well by well.
- 03
Field-scale ET
Estimate crop water use per field by combining satellite and weather with ML.
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- AZMET - Arizona Meteorological NetworkNorth America | Free
- Bureau of Reclamation AgriMet NetworkNorth America | Free
- Bushland Texas Crop Water Balance / Evapotranspiration Lysimeter DatasetsNorth America | Free
- CIMIS - California Irrigation Management Information SystemNorth America | Free
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