Data & API
Dashboards & Visualization
Analysis
Predictions
Resid-Cast
ML post-processing system that corrects NWRFC 6-day deterministic streamflow forecasts by learning systematic residual errors. Trains XGBoost, LSTM, and MuTHRE probabilistic models across Columbia River Basin stations, with an interactive evaluation app for comparing model performance by lead day and residual type.
Streamlit
XGBoost / LSTM
MuTHRE AR(1)
NWRFC forecasts
SNOTEL Regression Tool
Estimates missing or erroneous readings at non-reporting SNOTEL (Snow Pack Telemetry) stations using regression analysis against neighboring stations. Useful for gap-filling snow water equivalent records and validating sensor anomalies across the Western U.S. mountain network.
Dash / Plotly
Regression analysis
NRCS SNOTEL network
Gap-filling