Interacting with the actual CDSE STAC catalogue¶

We'll load Sentinel-2 images from CDSE STAC, that match below criteria:

  • timestamps are from January 2023 to June 2024
  • all the images that contains a zone around ESRIN

After obtaining all data, we will try to create a GIF from those images.

Package importation

pystac_client to communicate with STAC catalog and search for products.

os package will allow us to write to environmental variables, allowing us to authenticate ourselves. It is crucial, to gain access to STACK and its content.

geopandas for plotting the different bbox

xarray for the manipulation of xarray data

eoreader for reading the S2 safe product

In [ ]:
import pystac_client
import os
import geopandas as gpd
import libs.download_s3_file
import xarray as xr
from eoreader.reader import Reader
from eoreader.bands import *
import requests
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
import warnings

warnings.filterwarnings('ignore', category=RuntimeWarning)

Let's define our area of interest. We define it by passing single point in EPSG:4326 projection.

In [ ]:
lon, lat = 12.7, 41.7

We tell pystac client, that our catalog supports searching items and we pass endpoint for doing so.

In [ ]:
# Main endpoint for STAC
URL='https://catalogue.dataspace.copernicus.eu/stac/'
catalog = pystac_client.Client.open(URL)
catalog.add_conforms_to("ITEM_SEARCH")

Since we told pystac about searching items, let's start searching. Firstly, we need to define which items we want to find. This returns a collection of features.

In [ ]:
items = catalog.search(
    collections=['SENTINEL-2'],
    bbox=[12.63, 41.72, 12.84, 41.82],
    datetime="2023-01-01/2024-06-01"
    
).item_collection()
items
Out[ ]:
  • type "FeatureCollection"
  • features[] 20 items
    • 0
      • type "Feature"
      • stac_version "1.0.0"
      • id "S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE"
      • properties
        • origin "ESA"
        • tileId "33TUG"
        • cloudCover 23.4068201499
        • datastripId "S2A_OPER_MSI_L1C_DS_2APS_20231216T105108_S20231216T100412_N05.10"
        • orbitNumber 44306
        • sourceProduct "S2A_OPER_MSI_L1C_TL_2APS_20231216T105108_A044306_T33TUG_N05.10,S2A_OPER_MSI_L1C_DS_2APS_20231216T105108_S20231216T100412_N05.10,S2A_OPER_MSI_L1C_TC_2APS_20231216T105108_A044306_T33TUG_N05.10.jp2"
        • orbitDirection "DESCENDING"
        • processingDate "2023-12-16T10:51:08+00:00"
        • productGroupId "GS2A_20231216T100411_044306_N05.10"
        • operationalMode "INS-NOBS"
        • processingLevel "S2MSI1C"
        • processorVersion "05.10"
        • granuleIdentifier "S2A_OPER_MSI_L1C_TL_2APS_20231216T105108_A044306_T33TUG_N05.10"
        • platformShortName "SENTINEL-2"
        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • sourceProductHashBlake3 ",,"
        • sourceProductOriginDate "2023-12-16T12:31:20.759Z,2023-12-16T12:31:22.284Z,2023-12-16T12:31:23.373Z"
        • platformSerialIdentifier "A"
        • datetime "2023-12-16T10:04:11.024000Z"
        • end_datetime "2023-12-16T10:04:11.024Z"
        • start_datetime "2023-12-16T10:04:11.024Z"
        • productType "S2MSI1C"
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        • type "Polygon"
        • coordinates[] 1 items
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          • type "application/json"
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          • type "image/jpeg"
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              • storage:platform "CLOUDFERRO"
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              • storage:requester_pays False
              • storage:tier "Online"
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        • datastripId "S2A_OPER_MSI_L1C_DS_2APS_20231226T104907_S20231226T100424_N05.10"
        • orbitNumber 44449
        • sourceProduct "S2A_OPER_MSI_L1C_TL_2APS_20231226T104907_A044449_T33TUG_N05.10,S2A_OPER_MSI_L1C_DS_2APS_20231226T104907_S20231226T100424_N05.10,S2A_OPER_MSI_L1C_TC_2APS_20231226T104907_A044449_T33TUG_N05.10.jp2"
        • orbitDirection "DESCENDING"
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        • productGroupId "GS2A_20231226T100421_044449_N05.10"
        • operationalMode "INS-NOBS"
        • processingLevel "S2MSI1C"
        • processorVersion "05.10"
        • granuleIdentifier "S2A_OPER_MSI_L1C_TL_2APS_20231226T104907_A044449_T33TUG_N05.10"
        • platformShortName "SENTINEL-2"
        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • sourceProductHashBlake3 ",,"
        • sourceProductOriginDate "2023-12-26T12:31:42.228Z,2023-12-26T12:31:12.248Z,2023-12-26T12:31:48.275Z"
        • platformSerialIdentifier "A"
        • datetime "2023-12-26T10:04:21.024000Z"
        • end_datetime "2023-12-26T10:04:21.024Z"
        • start_datetime "2023-12-26T10:04:21.024Z"
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              • storage:platform "CLOUDFERRO"
              • storage:region "waw"
              • storage:requester_pays False
              • storage:tier "Online"
      • bbox[] 4 items
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        • processingLevel "S2MSI1C"
        • processorVersion "05.09"
        • platformShortName "SENTINEL-2"
        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • platformSerialIdentifier "B"
        • datetime "2023-10-02T09:57:39.024000Z"
        • end_datetime "2023-10-02T09:57:39.024Z"
        • start_datetime "2023-10-02T09:57:39.024Z"
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      • bbox[] 4 items
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        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • sourceProductHashBlake3 ",,"
        • sourceProductOriginDate "2023-11-01T11:57:36.543Z,2023-11-01T11:30:38.723Z,2023-11-01T11:57:24.104Z"
        • platformSerialIdentifier "B"
        • datetime "2023-11-01T10:00:59.024000Z"
        • end_datetime "2023-11-01T10:00:59.024Z"
        • start_datetime "2023-11-01T10:00:59.024Z"
        • productType "S2MSI1C"
      • geometry
        • type "Polygon"
        • coordinates[] 1 items
          • 0[] 5 items
            • 0[] 2 items
              • 0 11.35495423377232
              • 1 42.39470139413761
            • 1[] 2 items
              • 0 11.41073133214833
              • 1 41.40772619011071
            • 2[] 2 items
              • 0 12.72303343266523
              • 1 41.44121216698593
            • 3[] 2 items
              • 0 12.68759275860391
              • 1 42.42936087235922
            • 4[] 2 items
              • 0 11.35495423377232
              • 1 42.39470139413761
      • links[] 3 items
        • 0
          • rel "root"
          • href "https://catalogue.dataspace.copernicus.eu/stac/"
          • type "application/json"
        • 1
          • rel "self"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2/items/S2B_MSIL1C_20231101T100059_N0509_R122_T33TTG_20231101T105121.SAFE"
          • type "application/json"
        • 2
          • rel "collection"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2"
          • type "application/json"
      • assets
        • QUICKLOOK
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Assets(f8390325-9ac2-498e-b2ad-9ff1e015775a)/$value"
          • type "image/jpeg"
          • title "QUICKLOOK"
        • PRODUCT
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Products(ab70d941-e6f2-45fb-bfab-7f5fc2cff623)/$value"
          • type "application/octet-stream"
          • title "Product"
          • alternate
            • s3
              • href "/eodata/Sentinel-2/MSI/L1C/2023/11/01/S2B_MSIL1C_20231101T100059_N0509_R122_T33TTG_20231101T105121.SAFE"
              • storage:platform "CLOUDFERRO"
              • storage:region "waw"
              • storage:requester_pays False
              • storage:tier "Online"
      • bbox[] 4 items
        • 0 11.35495423377232
        • 1 41.40772619011071
        • 2 12.72303343266523
        • 3 42.42936087235922
      • stac_extensions[] 2 items
        • 0 "https://stac-extensions.github.io/alternate-assets/v1.1.0/schema.json"
        • 1 "https://stac-extensions.github.io/storage/v1.0.0/schema.json"
      • collection "SENTINEL-2"
    • 18
      • type "Feature"
      • stac_version "1.0.0"
      • id "S2A_MSIL2A_20231027T100111_N0509_R122_T33TUG_20231027T141305.SAFE"
      • properties
        • origin "ESA"
        • tileId "33TUG"
        • cloudCover 89.188051
        • datastripId "S2A_OPER_MSI_L2A_DS_2APS_20231027T141305_S20231027T100124_N05.09"
        • orbitNumber 43591
        • sourceProduct "S2A_OPER_MSI_L2A_TL_2APS_20231027T141305_A043591_T33TUG_N05.09,S2A_OPER_MSI_L2A_DS_2APS_20231027T141305_S20231027T100124_N05.09"
        • orbitDirection "DESCENDING"
        • processingDate "2023-10-27T14:13:05+00:00"
        • productGroupId "GS2A_20231027T100111_043591_N05.09"
        • operationalMode "INS-NOBS"
        • processingLevel "S2MSI2A"
        • processorVersion "05.09"
        • granuleIdentifier "S2A_OPER_MSI_L2A_TL_2APS_20231027T141305_A043591_T33TUG_N05.09"
        • platformShortName "SENTINEL-2"
        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • sourceProductHashBlake3 ","
        • sourceProductOriginDate "2023-10-27T15:10:17.120Z,2023-10-27T15:08:42.094Z"
        • platformSerialIdentifier "A"
        • datetime "2023-10-27T10:01:11.024000Z"
        • end_datetime "2023-10-27T10:01:11.024Z"
        • start_datetime "2023-10-27T10:01:11.024Z"
        • productType "S2MSI2A"
      • geometry
        • type "Polygon"
        • coordinates[] 1 items
          • 0[] 5 items
            • 0[] 2 items
              • 0 12.56880373280288
              • 1 42.42690168750588
            • 1[] 2 items
              • 0 13.903148315813167
              • 1 42.44744302996699
            • 2[] 2 items
              • 0 13.919972839829999
              • 1 41.458681613653354
            • 3[] 2 items
              • 0 12.60606083644028
              • 1 41.438836285507165
            • 4[] 2 items
              • 0 12.56880373280288
              • 1 42.42690168750588
      • links[] 3 items
        • 0
          • rel "root"
          • href "https://catalogue.dataspace.copernicus.eu/stac/"
          • type "application/json"
        • 1
          • rel "self"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2/items/S2A_MSIL2A_20231027T100111_N0509_R122_T33TUG_20231027T141305.SAFE"
          • type "application/json"
        • 2
          • rel "collection"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2"
          • type "application/json"
      • assets
        • QUICKLOOK
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Assets(f22779a0-2410-4386-93dd-e6fdf5a31eb8)/$value"
          • type "image/jpeg"
          • title "QUICKLOOK"
        • PRODUCT
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Products(6351b4a3-3315-4caa-9272-cd1cf34e2f85)/$value"
          • type "application/octet-stream"
          • title "Product"
          • alternate
            • s3
              • href "/eodata/Sentinel-2/MSI/L2A/2023/10/27/S2A_MSIL2A_20231027T100111_N0509_R122_T33TUG_20231027T141305.SAFE"
              • storage:platform "CLOUDFERRO"
              • storage:region "waw"
              • storage:requester_pays False
              • storage:tier "Online"
      • bbox[] 4 items
        • 0 12.56880373280288
        • 1 41.438836285507165
        • 2 13.919972839829999
        • 3 42.44744302996699
      • stac_extensions[] 2 items
        • 0 "https://stac-extensions.github.io/alternate-assets/v1.1.0/schema.json"
        • 1 "https://stac-extensions.github.io/storage/v1.0.0/schema.json"
      • collection "SENTINEL-2"
    • 19
      • type "Feature"
      • stac_version "1.0.0"
      • id "S2A_MSIL1C_20231027T100111_N0509_R122_T33TUG_20231027T120111.SAFE"
      • properties
        • origin "ESA"
        • tileId "33TUG"
        • cloudCover 86.343038012482
        • datastripId "S2A_OPER_MSI_L1C_DS_2APS_20231027T120111_S20231027T100124_N05.09"
        • orbitNumber 43591
        • sourceProduct "S2A_OPER_MSI_L1C_TL_2APS_20231027T120111_A043591_T33TUG_N05.09,S2A_OPER_MSI_L1C_DS_2APS_20231027T120111_S20231027T100124_N05.09,S2A_OPER_MSI_L1C_TC_2APS_20231027T120111_A043591_T33TUG_N05.09.jp2"
        • orbitDirection "DESCENDING"
        • processingDate "2023-10-27T12:01:11+00:00"
        • productGroupId "GS2A_20231027T100111_043591_N05.09"
        • operationalMode "INS-NOBS"
        • processingLevel "S2MSI1C"
        • processorVersion "05.09"
        • granuleIdentifier "S2A_OPER_MSI_L1C_TL_2APS_20231027T120111_A043591_T33TUG_N05.09"
        • platformShortName "SENTINEL-2"
        • instrumentShortName "MSI"
        • relativeOrbitNumber 122
        • sourceProductHashBlake3 ",,"
        • sourceProductOriginDate "2023-10-27T14:10:31.087Z,2023-10-27T14:10:39.535Z,2023-10-27T14:10:32.265Z"
        • platformSerialIdentifier "A"
        • datetime "2023-10-27T10:01:11.024000Z"
        • end_datetime "2023-10-27T10:01:11.024Z"
        • start_datetime "2023-10-27T10:01:11.024Z"
        • productType "S2MSI1C"
      • geometry
        • type "Polygon"
        • coordinates[] 1 items
          • 0[] 5 items
            • 0[] 2 items
              • 0 12.56880373280288
              • 1 42.42690168750588
            • 1[] 2 items
              • 0 13.903148315813167
              • 1 42.44744302996699
            • 2[] 2 items
              • 0 13.919972839829999
              • 1 41.458681613653354
            • 3[] 2 items
              • 0 12.60606083644028
              • 1 41.438836285507165
            • 4[] 2 items
              • 0 12.56880373280288
              • 1 42.42690168750588
      • links[] 3 items
        • 0
          • rel "root"
          • href "https://catalogue.dataspace.copernicus.eu/stac/"
          • type "application/json"
        • 1
          • rel "self"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2/items/S2A_MSIL1C_20231027T100111_N0509_R122_T33TUG_20231027T120111.SAFE"
          • type "application/json"
        • 2
          • rel "collection"
          • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2"
          • type "application/json"
      • assets
        • QUICKLOOK
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Assets(28d23cc0-54df-4d32-bc12-d1792b42e44c)/$value"
          • type "image/jpeg"
          • title "QUICKLOOK"
        • PRODUCT
          • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Products(8725cdcd-9a71-46db-8caa-e4c3bceb2920)/$value"
          • type "application/octet-stream"
          • title "Product"
          • alternate
            • s3
              • href "/eodata/Sentinel-2/MSI/L1C/2023/10/27/S2A_MSIL1C_20231027T100111_N0509_R122_T33TUG_20231027T120111.SAFE"
              • storage:platform "CLOUDFERRO"
              • storage:region "waw"
              • storage:requester_pays False
              • storage:tier "Online"
      • bbox[] 4 items
        • 0 12.56880373280288
        • 1 41.438836285507165
        • 2 13.919972839829999
        • 3 42.44744302996699
      • stac_extensions[] 2 items
        • 0 "https://stac-extensions.github.io/alternate-assets/v1.1.0/schema.json"
        • 1 "https://stac-extensions.github.io/storage/v1.0.0/schema.json"
      • collection "SENTINEL-2"

Plot the bbox of the different elements returned from the querry.

In [ ]:
# Convert the GeoJSON FeatureCollection into a GeoDataFrame
gdf = gpd.GeoDataFrame.from_features(items, "epsg:4326")

# Visualize the GeoDataFrame interactively using the explore() method
gdf.explore(fill=False)
Out[ ]:
Make this Notebook Trusted to load map: File -> Trust Notebook

Here is the example of an item returned from querry

In [ ]:
items[0]
Out[ ]:
  • type "Feature"
  • stac_version "1.0.0"
  • id "S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE"
  • properties
    • origin "ESA"
    • tileId "33TUG"
    • cloudCover 23.4068201499
    • datastripId "S2A_OPER_MSI_L1C_DS_2APS_20231216T105108_S20231216T100412_N05.10"
    • orbitNumber 44306
    • sourceProduct "S2A_OPER_MSI_L1C_TL_2APS_20231216T105108_A044306_T33TUG_N05.10,S2A_OPER_MSI_L1C_DS_2APS_20231216T105108_S20231216T100412_N05.10,S2A_OPER_MSI_L1C_TC_2APS_20231216T105108_A044306_T33TUG_N05.10.jp2"
    • orbitDirection "DESCENDING"
    • processingDate "2023-12-16T10:51:08+00:00"
    • productGroupId "GS2A_20231216T100411_044306_N05.10"
    • operationalMode "INS-NOBS"
    • processingLevel "S2MSI1C"
    • processorVersion "05.10"
    • granuleIdentifier "S2A_OPER_MSI_L1C_TL_2APS_20231216T105108_A044306_T33TUG_N05.10"
    • platformShortName "SENTINEL-2"
    • instrumentShortName "MSI"
    • relativeOrbitNumber 122
    • sourceProductHashBlake3 ",,"
    • sourceProductOriginDate "2023-12-16T12:31:20.759Z,2023-12-16T12:31:22.284Z,2023-12-16T12:31:23.373Z"
    • platformSerialIdentifier "A"
    • datetime "2023-12-16T10:04:11.024000Z"
    • end_datetime "2023-12-16T10:04:11.024Z"
    • start_datetime "2023-12-16T10:04:11.024Z"
    • productType "S2MSI1C"
  • geometry
    • type "Polygon"
    • coordinates[] 1 items
      • 0[] 5 items
        • 0[] 2 items
          • 0 12.56880373280288
          • 1 42.42690168750588
        • 1[] 2 items
          • 0 12.60606083644028
          • 1 41.43883628550716
        • 2[] 2 items
          • 0 13.91997283983
          • 1 41.45868161365335
        • 3[] 2 items
          • 0 13.90314831581317
          • 1 42.44744302996699
        • 4[] 2 items
          • 0 12.56880373280288
          • 1 42.42690168750588
  • links[] 3 items
    • 0
      • rel "root"
      • href "https://catalogue.dataspace.copernicus.eu/stac/"
      • type "application/json"
    • 1
      • rel "self"
      • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2/items/S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE"
      • type "application/json"
    • 2
      • rel "collection"
      • href "https://catalogue.dataspace.copernicus.eu/stac/collections/SENTINEL-2"
      • type "application/json"
  • assets
    • QUICKLOOK
      • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Assets(6413e19d-cb32-47a1-b5f0-a458160698c0)/$value"
      • type "image/jpeg"
      • title "QUICKLOOK"
    • PRODUCT
      • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Products(bade8603-f5fa-431a-9a2b-5f0d5cf00161)/$value"
      • type "application/octet-stream"
      • title "Product"
      • alternate
        • s3
          • href "/eodata/Sentinel-2/MSI/L1C/2023/12/16/S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE"
          • storage:platform "CLOUDFERRO"
          • storage:region "waw"
          • storage:requester_pays False
          • storage:tier "Online"
  • bbox[] 4 items
    • 0 12.56880373280288
    • 1 41.43883628550716
    • 2 13.91997283983
    • 3 42.44744302996699
  • stac_extensions[] 2 items
    • 0 "https://stac-extensions.github.io/alternate-assets/v1.1.0/schema.json"
    • 1 "https://stac-extensions.github.io/storage/v1.0.0/schema.json"
  • collection "SENTINEL-2"

Download the quicklook of the first item returned from the querry

In [ ]:
product_url = items[0].assets['QUICKLOOK'].href

local_filename = items[0].id + '.jpg'
response = requests.get(product_url)
with open(local_filename, 'wb') as f:
    f.write(response.content)

Plot this quicklook

In [ ]:
%matplotlib inline
img = mpimg.imread(local_filename)
imgplot = plt.imshow(img)
plt.show()
No description has been provided for this image

Now interact with the product:

In [ ]:
items[2].assets['PRODUCT']
Out[ ]:
  • href "https://catalogue.dataspace.copernicus.eu/odata/v1/Products(bade8603-f5fa-431a-9a2b-5f0d5cf00161)/$value"
  • type "application/octet-stream"
  • title "Product"
  • alternate
    • s3
      • href "/eodata/Sentinel-2/MSI/L1C/2023/12/16/S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE"
      • storage:platform "CLOUDFERRO"
      • storage:region "waw"
      • storage:requester_pays False
      • storage:tier "Online"

Download the 3 rd item from the feature collection

In [ ]:
product_url = items[2].assets['PRODUCT'].extra_fields["alternate"]["s3"]["href"]

bucket = product_url.split("/")[1]
product = '/'.join(product_url.split("/")[2:])
print("Downloading product {} from assets".format(product_url))

libs.download_s3_file.download_s3_file(bucket, product)
# prod = reader.open(data)

Downloading product /eodata/Sentinel-2/MSI/L1C/2023/12/16/S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE from assets

Read the data from the downloaded SAFE product

In [ ]:
reader = Reader()
s2_prod = reader.open(product)

Create an xarray with some bands of the product

In [ ]:
stack = s2_prod.stack([RED, GREEN, BLUE], stack_path="s2_rgb_stack.tif")
stack
Out[ ]:
<xarray.DataArray 's2_rgb_stack' (band: 3, y: 10980, x: 10980)> Size: 1GB
dask.array<where, shape=(3, 10980, 10980), dtype=float32, chunksize=(1, 1024, 1024), chunktype=numpy.ndarray>
Coordinates:
  * x            (x) float64 88kB 3e+05 3e+05 3e+05 ... 4.098e+05 4.098e+05
  * y            (y) float64 88kB 4.7e+06 4.7e+06 4.7e+06 ... 4.59e+06 4.59e+06
    spatial_ref  int64 8B 0
  * band         (band) int64 24B 1 2 3
Attributes: (12/17)
    acquisition_date:  20231216T100411
    AREA_OR_POINT:     Area
    cloud_cover:       23.4068201499
    condensed_name:    20231216T100411_S2_T33TUG_L1C_105108
    constellation:     Sentinel-2
    constellation_id:  S2
    ...                ...
    product_type:      MSIL1C
    radiometry:        reflectance
    scale_factor:      1.0
    add_offset:        0.0
    long_name:         ('RED', 'GREEN', 'BLUE')
    _FillValue:        -9999.0
xarray.DataArray
's2_rgb_stack'
  • band: 3
  • y: 10980
  • x: 10980
  • dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>
    Array Chunk
    Bytes 1.35 GiB 4.00 MiB
    Shape (3, 10980, 10980) (1, 1024, 1024)
    Dask graph 363 chunks in 4 graph layers
    Data type float32 numpy.ndarray
    		10980 10980 3
    • x
      (x)
      float64
      3e+05 3e+05 ... 4.098e+05 4.098e+05
      array([300005., 300015., 300025., ..., 409775., 409785., 409795.])
    • y
      (y)
      float64
      4.7e+06 4.7e+06 ... 4.59e+06
      array([4700035., 4700025., 4700015., ..., 4590265., 4590255., 4590245.])
    • spatial_ref
      ()
      int64
      0
      spatial_ref :
      PROJCS["WGS 84 / UTM zone 33N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",15],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32633"]]
      crs_wkt :
      PROJCS["WGS 84 / UTM zone 33N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",15],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32633"]]
      GeoTransform :
      300000.0 10.0 0.0 4700040.0 0.0 -10.0
      array(0)
    • band
      (band)
      int64
      1 2 3
      array([1, 2, 3])
    • x
      PandasIndex
      PandasIndex(Index([300005.0, 300015.0, 300025.0, 300035.0, 300045.0, 300055.0, 300065.0,
       300075.0, 300085.0, 300095.0,
       ...
       409705.0, 409715.0, 409725.0, 409735.0, 409745.0, 409755.0, 409765.0,
       409775.0, 409785.0, 409795.0],
      dtype='float64', name='x', length=10980))
    • y
      PandasIndex
      PandasIndex(Index([4700035.0, 4700025.0, 4700015.0, 4700005.0, 4699995.0, 4699985.0,
       4699975.0, 4699965.0, 4699955.0, 4699945.0,
       ...
       4590335.0, 4590325.0, 4590315.0, 4590305.0, 4590295.0, 4590285.0,
       4590275.0, 4590265.0, 4590255.0, 4590245.0],
      dtype='float64', name='y', length=10980))
    • band
      PandasIndex
      PandasIndex(Index([1, 2, 3], dtype='int64', name='band'))
  • acquisition_date :
    20231216T100411
    AREA_OR_POINT :
    Area
    cloud_cover :
    23.4068201499
    condensed_name :
    20231216T100411_S2_T33TUG_L1C_105108
    constellation :
    Sentinel-2
    constellation_id :
    S2
    instrument :
    MSI
    orbit_direction :
    DESCENDING
    product_filename :
    S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108
    product_name :
    S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108
    product_path :
    Sentinel-2/MSI/L1C/2023/12/16/S2A_MSIL1C_20231216T100411_N0510_R122_T33TUG_20231216T105108.SAFE
    product_type :
    MSIL1C
    radiometry :
    reflectance
    scale_factor :
    1.0
    add_offset :
    0.0
    long_name :
    ('RED', 'GREEN', 'BLUE')
    _FillValue :
    -9999.0
In [ ]:
xr.plot.imshow(stack[:, ::5, ::5])

Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Out[ ]:
<matplotlib.image.AxesImage at 0x326556f10>
No description has been provided for this image
In [ ]: