From our artificial summary with inputs:
HRRR — primary mesoscale driver
Best for:
Snow band location
Snowfall rates (1–3"/hr)
Band evolution / pivoting
Useful range: 0–12 h (up to ~18 h trend)
How to use: latest 1–3 runs only
⚠️ Do not trust storm-total maps
HREF — confidence & persistence
Best for:
Probability a band persists
≥1"/hr rate probabilities
Confidence in HRRR signal
Useful range: 0–36 h
How to use: confirms whether HRRR is real or noisy
RAP — temperatures & p-type
Best for:
Surface temps
Rain/snow/sleet/ZR line
CAD holding vs breaking
Useful range: 0–12 h
How to use: hourly temp & wet-bulb trends
❌ Not for QPF or totals
NAM 3 km — vertical structure
Best for:
Warm nose depth
Sleet vs freezing rain
Soundings & cross-sections
Useful range: 6–36 h
How to use: diagnose why p-type is changing
⚠️ QPF often too wet