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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

What you can do with it

Typical work that data of this type supports.

  1. 01

    Trend hotspots

    Find where water tables are falling year after year.

    Because it has: Groundwater level

  2. 02

    Recharge planning

    Site recharge structures and new borewells with evidence.

  3. 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.

  1. 01

    Gap filling

    Rebuild missing well readings from neighbours, rainfall and season.

  2. 02

    Level forecasts

    Forecast pre- and post-monsoon levels well by well.

  3. 03

    Field-scale ET

    Estimate crop water use per field by combining satellite and weather with ML.

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