RxCADRE
Prescribed Fire Combustion and Atmospheric Dynamics Research Experiment
Overview
The RxCADRE module provides access to datasets from the Prescribed Fire Combustion and Atmospheric Dynamics Research Experiment (RxCADRE). This multi-disciplinary project involved 90 scientists collecting fire behavior, fuels, meteorology, energy, smoke emissions, and fire effects data from prescribed fires at Eglin Air Force Base (Florida) and the Joseph W. Jones Ecological Research Center (Georgia) during 2008, 2011, and 2012.
Data Source: USFS Research Data Archive
Reference: Ottmar, R.D. et al. (2016). “Measurements, datasets and preliminary results from the RxCADRE project — 2008, 2011 and 2012.” International Journal of Wildland Fire, 25(1), 1-14.
No API key is required.
Available Datasets
| Dataset | Category | Description | Size | Years |
|---|---|---|---|---|
:fuel_loading |
fuels | Ground fuel loading, consumption, and fuel moisture | 61 KB | 2008-2012 |
:ground_cover |
fuels | Pre/post-burn percent cover (green, NPV, char, ash, soil) | 0.6 MB | 2008-2012 |
:fire_behavior |
fire_behavior | In-situ flame temperature, mass flow, intensity, rate of spread | 3.6 GB | 2012 |
:weather |
meteorology | Wind, temperature, RH, pressure at multiple heights (2-sec) | 54 MB | 2012 |
:wind_lidar |
meteorology | Doppler wind LiDAR and microwave profiler data | 238 MB | 2012 |
:radiometer_locations |
energy | Radiometer deployment locations | 0.65 MB | 2008-2012 |
:radiometer_data |
energy | Fire radiative power (FRP) and energy (FRE) measurements | 107 MB | 2012 |
:smoke_emissions |
emissions | Airborne CO2, CO, CH4 concentrations in smoke plumes | 0.82 MB | 2012 |
Basic Usage
using WildfireData.RxCADRE
# List all datasets
RxCADRE.datasets()
# Filter by category
RxCADRE.datasets(category=:fuels)
# Get info about a dataset
RxCADRE.info(:fuel_loading)
# Get the USFS catalog URL
RxCADRE.catalog_url(:fuel_loading)Downloading Data
Data is downloaded as ZIP archives from the USFS Research Data Archive, then CSV files are automatically extracted.
# Download a dataset (extracts CSVs to local storage)
path = RxCADRE.download(:fuel_loading)
# List the extracted files
RxCADRE.list_files(:fuel_loading)
# Force re-download
path = RxCADRE.download(:fuel_loading, force=true)Loading Data
Extracted CSV files are loaded as DataFrames.
using DataFrames
# Single-file datasets load directly
df = RxCADRE.load(:ground_cover)
# Multi-file datasets: specify which file
RxCADRE.list_files(:fuel_loading)
df = RxCADRE.load(:fuel_loading, file="CADRE_2008_2011_2012_Fuel_moistures.csv")
# Load all files at once as a Dict
all_data = RxCADRE.load_all(:smoke_emissions)Working with Fuel Moisture Data
RxCADRE.download(:fuel_loading, verbose=false)
df = RxCADRE.load(:fuel_loading, file="CADRE_2008_2011_2012_Fuel_moistures.csv")
# Filter by year
df_2012 = filter(r -> r.Year == 2012, df)Working with Ground Cover Data
RxCADRE.download(:ground_cover, verbose=false)
df = RxCADRE.load(:ground_cover)
# Examine pre/post-burn changes
select(df, :Unit, :PlotNum, :Pre_Green_perc, :Post_Green_perc)Working with Smoke Emissions
RxCADRE.download(:smoke_emissions, verbose=false)
# Load all emission and dispersion files
all_data = RxCADRE.load_all(:smoke_emissions)
# Work with a specific burn
emissions = RxCADRE.load(:smoke_emissions, file="Emissions_L2F_20121111.csv")
dispersion = RxCADRE.load(:smoke_emissions, file="SmokeDispersion_L2F_20121111.csv")API Reference
Functions
datasets(; category)- List available RxCADRE datasets, optionally filtered by categoryinfo(dataset)- Print dataset metadata (RDS ID, description, size, DOI)catalog_url(dataset)- Get the USFS Research Data Archive catalog URLdownload(dataset; force, verbose)- Download and extract dataset ZIP fileslist_files(dataset)- List extracted data filesload(dataset; file, skipto)- Load a CSV file as a DataFrameload_all(dataset; skipto)- Load all CSV files as a Dict of DataFramesdir()- Get local data directory path
Categories
:fuels- Fuel loading, consumption, moisture, ground cover:fire_behavior- In-situ fire behavior measurements:meteorology- Weather and wind profiler data:energy- Radiometer locations and fire radiative power/energy:emissions- Airborne smoke emission and dispersion