Main project repository for UC Berkeley Fall 2022 Capstone project.
See the final presentation deck summarizing findings here.
- Toby Petty
- Yao Chen
- Zixi Wang
- Kevin Xuan
- Anand Eyunni
- Data: Data files
- EDA: Exploratory Data Analysis on outcome and input variables.
- Introduction to Hydrology textbook
- How Streamflow is Measured
- What is streamflow data used for?
- USGS Water Data for the Nation
- What Are Hydrologic Units?
- USGS National Hydrography Products
- USGS State Shapefiles
- How/Why Does the USGS Collect Streamflow Data
- ERA5-Land Hourly - ECMWF Climate Reanalysis
- MOD16A2.006: Terra Net Evapotranspiration 8-Day Global 500m
- NASA SRTM Digital Elevation 30m
- Google doc of resources from TA Colorado Reed
- Professors' list of resources
- Zoom video recording with TA Colorado Reed
- What is Remote Sensing?
- OpenET
- ERA5 hourly data on single levels from 1959 to present
- Snowpack Estimation in Key Mountainous Water Basins from Openly-Available, Multimodal Data Sources
- Towards Modeling and Predicting Water Table Levels in California
- Rainfall–runoff modelling using Long Short-Term Memory (LSTM) networks
- TorchGeo
- BAIR Climate Initiative
- BAIR Climate Initiative - MetaEarth
- Driven Data Snowcast Challenge