| { |
| "description": "Raw little-endian tensor members inside each WebDataset .tar shard. Each sample is identified by a zero-padded decimal key. Reshape bytes using numpy: np.frombuffer(data, dtype=dtype).reshape(shape).", |
| "members": { |
| "s2_spring.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 10 |
| ], |
| "band_names": [ |
| "B2", |
| "B3", |
| "B4", |
| "B8", |
| "B5", |
| "B6", |
| "B7", |
| "B8A", |
| "B11", |
| "B12" |
| ], |
| "description": "Sentinel-2 L2A 10-band seasonal median composite (spring 2025)", |
| "units": "DN (divide by 10000 to get reflectance [0,1])" |
| }, |
| "s2_summer.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 10 |
| ], |
| "band_names": [ |
| "B2", |
| "B3", |
| "B4", |
| "B8", |
| "B5", |
| "B6", |
| "B7", |
| "B8A", |
| "B11", |
| "B12" |
| ], |
| "description": "Sentinel-2 L2A 10-band seasonal median composite (summer 2025)", |
| "units": "DN (divide by 10000 to get reflectance [0,1])" |
| }, |
| "s2_autumn.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 10 |
| ], |
| "band_names": [ |
| "B2", |
| "B3", |
| "B4", |
| "B8", |
| "B5", |
| "B6", |
| "B7", |
| "B8A", |
| "B11", |
| "B12" |
| ], |
| "description": "Sentinel-2 L2A 10-band seasonal median composite (autumn 2025)", |
| "units": "DN (divide by 10000 to get reflectance [0,1])" |
| }, |
| "s2_winter.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 10 |
| ], |
| "band_names": [ |
| "B2", |
| "B3", |
| "B4", |
| "B8", |
| "B5", |
| "B6", |
| "B7", |
| "B8A", |
| "B11", |
| "B12" |
| ], |
| "description": "Sentinel-2 L2A 10-band seasonal median composite (winter 2025)", |
| "units": "DN (divide by 10000 to get reflectance [0,1])" |
| }, |
| "s1_spring.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 2 |
| ], |
| "band_names": [ |
| "VV", |
| "VH" |
| ], |
| "description": "Sentinel-1 GRD linear gamma-0 (spring 2025)", |
| "units": "linear gamma-0 (not dB); typical range 0-1" |
| }, |
| "s1_summer.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 2 |
| ], |
| "band_names": [ |
| "VV", |
| "VH" |
| ], |
| "description": "Sentinel-1 GRD linear gamma-0 (summer 2025)", |
| "units": "linear gamma-0 (not dB); typical range 0-1" |
| }, |
| "s1_autumn.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 2 |
| ], |
| "band_names": [ |
| "VV", |
| "VH" |
| ], |
| "description": "Sentinel-1 GRD linear gamma-0 (autumn 2025)", |
| "units": "linear gamma-0 (not dB); typical range 0-1" |
| }, |
| "s1_winter.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128, |
| 2 |
| ], |
| "band_names": [ |
| "VV", |
| "VH" |
| ], |
| "description": "Sentinel-1 GRD linear gamma-0 (winter 2025)", |
| "units": "linear gamma-0 (not dB); typical range 0-1" |
| }, |
| "tree_species.u8": { |
| "dtype": "uint8", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Tree species classification class IDs (0 = background/no-data)" |
| }, |
| "mean_height.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Mean tree height per 10 m cell (m); NaN = no inventory trees" |
| }, |
| "median_height.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Median tree height per 10 m cell (m)" |
| }, |
| "height_variance.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Variance of tree height per 10 m cell" |
| }, |
| "tree_count.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Number of inventory trees per 10 m cell" |
| }, |
| "tree_density.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Sum of tree_count in 3x3 neighbourhood" |
| }, |
| "tree_count_variance.f32": { |
| "dtype": "float32", |
| "shape": [ |
| 128, |
| 128 |
| ], |
| "description": "Spatial variance of tree count per cell" |
| }, |
| "dop20_rgb.u8": { |
| "dtype": "uint8", |
| "shape": [ |
| 6400, |
| 6400, |
| 3 |
| ], |
| "band_names": [ |
| "R", |
| "G", |
| "B" |
| ], |
| "description": "DOP20 true-colour aerial orthophoto at 20 cm GSD. Pixel extent is 6400\u00d76400 = 1280 m \u00d7 1280 m (co-registered with the 128\u00d7128 10 m Sentinel grid). Only present when INCLUDE_DOP20=1 and dop20_available=True for the patch.", |
| "units": "uint8 [0, 255]", |
| "optional": true |
| } |
| }, |
| "meta_member": ".json", |
| "crs": "EPSG:25832", |
| "patch_size_px": 128, |
| "resolution_m": 10, |
| "dop20_patch_size_px": 6400, |
| "dop20_resolution_m": 0.2 |
| } |