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structuring Sentinel-2 metadata and level 1C imagery for advanced remote sensing processing

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S2D2: Sentinel-2 data deepening

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Easing the extraction of hard-to-find information that is within the meta-data of Sentinel-2 imagery.

How to use s2d2

A brief overview of Sentinel-2

With ease you can get lost in the terminology of Sentinel-2 data, and miss the rational. Therefore, a brief overview of the satellite system is given here, so hopefully a better understanding of the jargon can be created.

The Sentinel-2 satellites are a tandem mission that orbit in a sun-synchronous orbit. Since their inclination is 98 degrees, their orbit is in North-East to South-West orientation. Recordings of the sun-lit part are counted, in the meta-data these are termed relative orbit number. This numbering system follows the orbit of the satellite system, hence when these are plotted on a map, the numbering of neighboring orbits is not incremental.

The flightpath over one orbit is called a datatake, this can the full extent of the orbit, but typically the sensor acquires only over land. Hence, recordings can be short, more specifics about the coverage can be found in the campaign archive. Furthermore, within a fight the data transfer can be subdivided towards different ground stations. In that case the datatake is subdivided into datastrips, which should have some spatial overlap.

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]
}
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The main instrument onboard of Sentinel-2 is the multi-spectral imager (MSI). Which is a composition of several photo-sensitive arrays, in the along-track direction these are sensitive in different spectral ranges. While in the across-track direction these are placed in an alternating fashion, with some overlap, which looks like:

Each .

Datamodel

 classDiagram
	direction LR
	Sentinel2Product "1" <|-- "1" Sentinel2Datastrip
	Sentinel2Product "1" <|-- "1" Sentinel2Tile
	Sentinel2Datastrip "1" -- "1..*" Sentinel2Tile
	Sentinel2Tile "1" <|-- "1..*" Sentinel2Anglegrid
	Sentinel2Tile "1" -- "1" bandCollection
	bandCollection "1" -- "1..*" Sentinel2Band
	Sentinel2Band "1" <|-- "1..*" Sentinel2Anglegrid
	Sentinel2PlatformSpecs "1" -- "1..*" Sentinel2Product
	Sentinel2PlatformSpecs "1" -- "1..*" Sentinel2Datastrip
	Sentinel2PlatformSpecs "1" -- "1..*" Sentinel2Tile
	Sentinel2PlatformSpecs "1" <|-- "1" Sentinel2GNSSSpecs
			
	class Sentinel2Product
	link Sentinel2Product "http://www.space-accountants.eu" "link towards readthedocs"
      Sentinel2Product : path
	  Sentinel2Product : sensing_time
	  Sentinel2Product : spacecraft 
	  Sentinel2Product : nanval 
	  Sentinel2Product : satval  
	  Sentinel2Product : rel_img_dir  
	  Sentinel2Product : rel_ds_dir  
	  Sentinel2Product : band_list     
    class Sentinel2Datastrip
      Sentinel2Datastrip : path
      Sentinel2Datastrip : spacecraft 
      Sentinel2Datastrip : datatake_id  
      Sentinel2Datastrip : orbit  
      Sentinel2Datastrip : orbit_absolute  
      Sentinel2Datastrip : orbit_counter     
      Sentinel2Datastrip : tile_list  
      Sentinel2Datastrip : gps_flightpath  
      Sentinel2Datastrip : attitudes_corrected  
      Sentinel2Datastrip : attitudes_raw  
      Sentinel2Datastrip : detector_time  
      Sentinel2Datastrip : sat_time  
      Sentinel2Datastrip : sat_ang  
      Sentinel2Datastrip : sat_quat  
      Sentinel2Datastrip : sat_str  
      Sentinel2Datastrip : integration_time  
      Sentinel2Datastrip : sampling_time  
    class Sentinel2Tile
      Sentinel2Tile : path
      Sentinel2Tile : tile_id
      Sentinel2Tile : mgrs_id
      Sentinel2Tile : datastrip_id 
      Sentinel2Tile : resolution
      Sentinel2Tile : rows
      Sentinel2Tile : columns
      Sentinel2Tile : epsg
      Sentinel2Tile : geotransforms
      Sentinel2Tile : sun_azimuth_mean
      Sentinel2Tile : sun_zenith_mean  
    class Sentinel2Anglegrid
      Sentinel2Anglegrid : epsg  
      Sentinel2Anglegrid : unit  
      Sentinel2Anglegrid : geotransform
      Sentinel2Anglegrid : zenith
      Sentinel2Anglegrid : azimuth  
      Sentinel2Anglegrid : band
      Sentinel2Anglegrid : detector
      Sentinel2Anglegrid : rows 
      Sentinel2Anglegrid : columns 
      Sentinel2Anglegrid : depth
	class bandCollection
	class Sentinel2Band
	  Sentinel2Band : index  
	  Sentinel2Band : epsg
	  Sentinel2Band : geotransform
	  Sentinel2Band : rows 
	  Sentinel2Band : columns 
	  Sentinel2Band : unit
	  Sentinel2Band : digitalnumbers 
	  Sentinel2Band : detector 
	  Sentinel2Band : zenith  
	  Sentinel2Band : azimuth  
	  Sentinel2Band : timing
	class Sentinel2PlatformSpecs
    Sentinel2PlatformSpecs : cospar_id
	  Sentinel2PlatformSpecs : norad_id
	  Sentinel2PlatformSpecs : esoc_id
	  Sentinel2PlatformSpecs : launch_date
	  Sentinel2PlatformSpecs : drag
	class Sentinel2GNSSSpecs
    Sentinel2GNSSSpecs : x
	  Sentinel2GNSSSpecs : y
	  Sentinel2GNSSSpecs : z
	  Sentinel2GNSSSpecs : orientation
	  
  style Sentinel2Datastrip fill:#AA1555,color:#fff
  style Sentinel2Tile fill:#5287C6,color:#fff
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Installation

Download and access the package folder using git:

git clone https://github.com/space-accountants/s2d2.git
cd s2d2

The dependencies are most easily installed with conda from the conda-forge channel (see Miniforge installers for a minimal Conda installation). Create and activate a virtual environment with all the required dependencies:

conda env create -n s2d2 -f environment.yml
conda activate s2d2

Install s2d2 using pip (add the -e option to install in development mode):

pip install .

Documentation

Documentation Status

Read the full project documentation at [s2d2.readthedocs.io](https://s2d2.readthedocs.io).

Contributing to s2d2

GitHub contributors

If you want to contribute to the development of s2d2, have a look at the contribution guidelines.

Credits

This package was created with Cookiecutter and the NLeSC/python-template.