A green soybean field under an advancing storm
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Products

Nine products computed over the same area of interest. Land cover comes first, with the tools that compare, diagnose and export it; the others read the same ground with their own sources.

  1. LC-01

    Land cover

    Five MapBiomas classes from a season of Sentinel-2 scenes, with a confidence value for every pixel.

    Sensor
    Sentinel-2 MSI · Level-2A
    Bands
    B02 B03 B04 · B8A B11 B12
    Classes
    3 · 21 · 25 · 39 · 41
    Product sheet →
  2. CM-02

    Compare

    How the models perform across areas of interest in different regions, whether in the same state or in different ones.

    Compares
    Two runs: areas in the same region or in different states
    Reference
    MapBiomas Collection 10 · 2023
    Per class
    Producer's and user's accuracy, 95% Wilson intervals
    Product sheet →
  3. DG-03

    Diagnose

    Domain shift between areas, and a detailed analysis of the spectral response of each predicted class.

    Domain shift
    Symmetric KL · CVA · RBF MMD · per-feature table
    Spectral response
    Mean reflectance of each class, band by band
    Library check
    Spectral angle to a leaf-level spectral library
    Product sheet →
  4. DT-04

    Data and research pack

    The run's tables (phenology, vegetation-index series, prediction against the reference), read in the studio and exported as a research pack.

    Tables
    phenology · vi_series · lulc_pred_vs_ref
    Series
    NDVI, EVI and SAVI mean and spread, date by date
    Phenology
    Start, peak and end of season, length, amplitude
    Product sheet →
  5. CP-05

    Band compositions

    True colour, false-colour infrared, agriculture and SWIR composites, or a spectral index, from any scene in the window.

    Presets
    True colour · False colour IR · Agriculture · SWIR
    Indices
    NDVI · EVI · NDWI · NDMI
    Custom
    Any three bands to R, G, B
    Product sheet →
  6. WR-06

    Water routing

    Rain put on every cell and routed over the terrain: where it goes, how deep, how fast and when it arrives.

    Question
    Where rain goes, how deep, and when
    Rain
    A rate and a duration, uniform on every cell
    Terrain
    Copernicus DEM GLO-30, depressions filled
    Product sheet →
  7. FL-07

    Flood envelope

    Height above the nearest drainage, measured on four elevation models, with the agreement between them drawn on the map.

    Method
    HAND: height above nearest drainage
    Elevation models
    Copernicus GLO-30 · NASADEM · ALOS World 3D · Copernicus GLO-90
    Reference threshold
    1 m above drainage
    Product sheet →
  8. CS-08

    Canopy simulation

    A crop stand grown from what the satellite measured and lit by its own sky. The reading at the end is the fraction of light it intercepts.

    Input
    NDVI series of the classified crop
    Leaf area
    Beer–Lambert inversion (Baret & Guyot 1991)
    Species
    24 with known growth curves
    Product sheet →
  9. EN-09Secondary

    Solar and wind

    Solar resource, PV siting and yield, wind screening, and what the electrical grid does to a plant. A screening step, not a siting study.

    Irradiation
    NASA POWER hourly record · 1° cell
    Terrain
    Copernicus DEM GLO-30 · slope, aspect, horizon
    Siting
    Slope limits and existing land cover
    Product sheet →