Created
January 26, 2022 18:15
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CQL2 `and` operators
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "6171e1c8-cbde-4eed-b57d-c65a798e212e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'AOT': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_AOT_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
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" 'B02': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_B02_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B03': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_B03_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B04': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_B04_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B05': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B05_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B06': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B06_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B07': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B07_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B08': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_B08_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B09': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R60m/T31TBG_20220123T110341_B09_60m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B11': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B11_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B12': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B12_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'B8A': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_B8A_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'SCL': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R20m/T31TBG_20220123T110341_SCL_20m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'WVP': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_WVP_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'visual': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/IMG_DATA/R10m/T31TBG_20220123T110341_TCI_10m.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'preview': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/QI_DATA/T31TBG_20220123T110341_PVI.tif?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'safe-manifest': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/manifest.safe?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'granule-metadata': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/GRANULE/L2A_T31TBG_A034411_20220123T110341/MTD_TL.xml?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'inspire-metadata': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/INSPIRE.xml?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'product-metadata': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/MTD_MSIL2A.xml?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'datastrip-metadata': <Asset href=https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/31/T/BG/2022/01/23/S2A_MSIL2A_20220123T110341_N0300_R094_T31TBG_20220124T041634.SAFE/DATASTRIP/DS_ESRI_20220124T041635_S20220123T110341/MTD_DS.xml?st=2022-01-25T18%3A14%3A55Z&se=2022-02-02T18%3A14%3A55Z&sp=rl&sv=2020-06-12&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2022-01-26T17%3A13%3A59Z&ske=2022-01-27T18%3A13%3A59Z&sks=b&skv=2020-06-12&sig=6e24NyoXj%2BINjJgrrBNBicjtSZqeu5YCb6GE31gmN8Q%3D>,\n", | |
" 'tilejson': <Asset href=https://planetarycomputer.microsoft.com/api/data/v1/item/tilejson.json?collection=sentinel-2-l2a&item=S2A_MSIL2A_20220123T110341_R094_T31TBG_20220124T041634&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0>,\n", | |
" 'rendered_preview': <Asset href=https://planetarycomputer.microsoft.com/api/data/v1/item/preview.png?collection=sentinel-2-l2a&item=S2A_MSIL2A_20220123T110341_R094_T31TBG_20220124T041634&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0>}" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from pystac_client import Client\n", | |
"import planetary_computer as pc\n", | |
"\n", | |
"# Search against the Planetary Computer STAC API\n", | |
"catalog = Client.open(\n", | |
" \"https://planetarycomputer.microsoft.com/api/stac/v1\"\n", | |
")\n", | |
"\n", | |
"# Define your area of interest\n", | |
"aoi = {\n", | |
" \"type\": \"Polygon\",\n", | |
" \"coordinates\": [\n", | |
" [\n", | |
" [-0.7897532009892245, 41.141016823123806],\n", | |
" [1.6351353748211181, 41.141016823123806],\n", | |
" [1.6351353748211181, 42.47563231499893],\n", | |
" [-0.7897532009892245, 42.47563231499893],\n", | |
" [-0.7897532009892245, 41.141016823123806]\n", | |
" ]\n", | |
" ]\n", | |
"}\n", | |
"\n", | |
"# Define your temporal range\n", | |
"daterange = {\"interval\": [\"2015-06-27T00:00:00Z\", \"2022-01-26T23:59:59Z\"]}\n", | |
"\n", | |
"# Define your search with CQL2 syntax\n", | |
"search = catalog.search(filter_lang=\"cql2-json\", filter={\n", | |
" \"op\": \"and\",\n", | |
" \"args\": [\n", | |
" {\"op\": \"s_intersects\", \"args\": [{\"property\": \"geometry\"}, aoi]},\n", | |
" {\"op\": \"anyinteracts\", \"args\": [{\"property\": \"datetime\"}, daterange]},\n", | |
" {\"op\": \"=\", \"args\": [{\"property\": \"collection\"}, \"sentinel-2-l2a\"]},\n", | |
" {\"op\": \"=\", \"args\": [{\"property\": \"sat:orbit_state\"}, \"descending\"]},\n", | |
" {\"op\": \"=\", \"args\": [{\"property\": \"s2:datatake_type\"}, \"INS-NOBS\"]},\n", | |
" {\"op\": \"=\", \"args\": [{\"property\": \"s2:mgrs_tile\"}, \"31TBG\"]}\n", | |
" ]\n", | |
"})\n", | |
"\n", | |
"# Grab the first item from the search results and sign the assets\n", | |
"first_item = next(search.get_items())\n", | |
"pc.sign_item(first_item).assets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "caf8489a-2077-4e09-b9d2-9366c4341379", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.12" | |
}, | |
"widgets": { | |
"application/vnd.jupyter.widget-state+json": { | |
"state": {}, | |
"version_major": 2, | |
"version_minor": 0 | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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