User Guide

Get Started

• 🐍 Installation
  • Carpenter Workshop 🧰 (optional)
• Alternative Methods
• 🛠 Configure
  • Default Download Priority Rational

Background Knowledge

• 📜 History
• 🔢 What is GRIB2?
  • Command Line Tools
  • Python Tools
• How GRIB subsetting works in Herbie
• ☁ Data Sources
• ℹ Model Info
  • HRRR: High Resolution Rapid Refresh
  • RAP: Rapid Refresh
• ⚡ What about Zarr?
  • HRRR-Zarr

Using Herbie

• 👨🏻‍💻 Tutorials
  • Introduction
    • Inventory data
    • Read data with xarray
    • Downloading Data
  • FastHerbie
  • Herbie Accessors
    • Cartopy Coordinate Reference System
    • Model domain boundary
    • Extract nearest points
    • Create a quick map
  • Brian’s Maps
  • 🎁 Wrapper for wgrib2
• 🗺 Model Tutorials
  • HRRR Data
  • HRRR-Alaska Data
  • RAP Data
  • RAP record on NCEI
  • HAFS Data
    • What if I don’t know what “storms” are available?
  • RTMA and URMA Data
    • RTMA Precipitation
    • RTMA Alaska
    • RTMA vs URMA
  • NAM Data
    • Additional products
  • GFS Data
    • MetPy Parsing
    • GFS wave data
  • GEFS - Global Ensemble Forecast System
  • GEFS-Reanalysis Data
    • Retrieve a full file
    • Download/Retrieve a subset
  • What are valid values for variable_level?
  • ECMWF Open Data
    • Unique Index Files
    • ECMWF Wave Output
    • Ensemble Forecast Products
    • Ensemble Wave Products
  • NBM Data
  • NAVGEM Data
  • NOGAPS Data
  • HRDPS Data 🅱
  • Some Examples
    • Get the 2-metre temperature
    • Plot data on Plate Carree projection
    • Plot data on model grid typel (rotated latitude longitude)
    • Get 10-m U and 10-m V wind
    • 500 hPa Humidity and Geopotential Height
  • HRDPS North domain (experimental)
  • RRFS Data 🅱
    • Missing index files
  • Grid Mapping
• 🕺🏻 Bonus Notebooks
  • ⌚ Herbie Latest
  • ☔ Precipitation Variables
    • Accumulated Precipitation
    • Radar Reflectivity
    • Precipitation Rate
  • 🧭 CRS with MetPy
  • 🏔 Plot model terrain
    • Again, but for GFS
  • 📍 Nearest Points
  • ⛈ K-Index
  • 🌵 Plot Vapor Pressure Deficit
  • 🧩 HRRR in Zarr Format
    • The full variable (all chunks)
• 🪂 Subset with searchString
  • wgrib2-style index files
  • ecCodes-style index files
• 👷🏻‍♂️ Extending Herbie
  • Parts of a Herbie Template Class
  • Types of Herbie Template Class

Housekeeping

• 🖋 How to Cite
• 👨🏻‍🏭 Disclaimer
• 🎨 Style Guide
  • Font
  • Colors
    • Red : #88211b
    • White : #ffffff
    • Blue: #0c3576
    • Tan: #d8c89d
    • Black: #000000
  • Samples
• 🤖 Rclone
  • Install and setup
  • CLI Usage
    • List bucket directories
    • List bucket directories for specific folders
    • List files in bucket
    • Copy file or files to your local machine
• Rclone Snippets
  • HRRR
  • ECMWF
• ⚒ Other Tools