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Major-TOM
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Core-DEM

Modalities:
Image
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Formats:
parquet
Size:
1M - 10M
Tags:
earth-observation
remote-sensing
elevation
satellite
geospatial
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  1. .gitattributes +58 -0
  2. README.md +80 -0
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.gitattributes ADDED
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: cc-by-sa-4.0
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+ tags:
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+ - earth-observation
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+ - remote-sensing
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+ - elevation
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+ - satellite
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+ - geospatial
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+ size_categories:
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+ - 1M<n<10M
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+ dataset_info:
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+ - config_name: default
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+ features:
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+ - name: grid_cell
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+ dtype: string
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+ - name: thumbnail
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+ dtype: image
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+ - name: compressed
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+ dtype: image
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+ - name: DEM
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+ dtype: binary
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+ configs:
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+ - config_name: default
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+ data_files: images/*.parquet
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+ - config_name: metadata
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+ data_files: metadata.parquet
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+ ---
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+
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+ # Major TOM Core-DEM
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+
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+ Contains a global coverage of [Copernicus DEM](https://spacedata.copernicus.eu/collections/copernicus-digital-elevation-model), each of size 356 x 356 pixels.
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+
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+ | Source | Modality Type | Number of Patches | Patch Size | Total Pixels |
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+ |:-------|:-------------:|:-----------------:|:----------:|:------------:|
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+ |Copernicus DEM 30 | Digital Surface Model (DSM) |1,837,843| 356 x 356 (30 m) | > 1.654 Billion |
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+
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+ Produced in collaboration by European Space Agency Φ-lab and Adobe Research.
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+
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+ ## Content
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+
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+ | Column | Details | Resolution |
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+ |:-------|:--------|:-----------|
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+ | DEM | Original data | 30m |
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+ | thumbnail | compressed hillshade visualisation | 30m |
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+ | compressed | compressed jpeg of original data | 30m |
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+
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+ ## Spatial Coverage
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+ This is a global monotemporal dataset that contains nearly the entire COP-DEM dataset.
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+
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+ The following figure demonstrates the spatial coverage (only black pixels are absent):
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6304c06eeb6d777a838eab63/v5O9bSVPsnKNOrnzVNuH0.png)
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+
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+ ## Example Use
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+
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+ Interface scripts are available at https://github.com/ESA-PhiLab/Major-TOM
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+
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+ Here's a sneak peek with a thumbnail image:
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+ ```python
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+ from fsspec.parquet import open_parquet_file
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+ import pyarrow.parquet as pq
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+ from io import BytesIO
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+ from PIL import Image
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+
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+ PARQUET_FILE = 'part_00390' # parquet number
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+ ROW_INDEX = 42 # row number (about 500 per parquet)
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+
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+ url = "https://huggingface.co/datasets/Major-TOM/Core-DEM/resolve/main/images/{}.parquet".format(PARQUET_FILE)
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+ with open_parquet_file(url,columns = ["thumbnail"]) as f:
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+ with pq.ParquetFile(f) as pf:
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+ first_row_group = pf.read_row_group(ROW_INDEX, columns=['thumbnail'])
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+
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+ stream = BytesIO(first_row_group['thumbnail'][0].as_py())
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+ image = Image.open(stream)
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+ ```
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+
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+ Powered by [Φ-lab, European Space Agency (ESA) 🛰️](https://huggingface.co/ESA-philab)
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+
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+ ---
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+ Produced using Copernicus WorldDEM-30 © DLR e.V. 2010-2014 and © Airbus Defence and Space GmbH
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+ 2014-2018 provided under COPERNICUS by the European Union and ESA; all rights reserved
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