From 2125448bb16d6b81bbb03aa0f470300842ea0a57 Mon Sep 17 00:00:00 2001 From: Kristof Van Tricht Date: Mon, 9 Sep 2024 10:17:23 +0200 Subject: [PATCH 1/8] Compute max temporal gap per orbit --- src/openeo_gfmap/utils/catalogue.py | 47 +++++++++++++++++++++-------- 1 file changed, 35 insertions(+), 12 deletions(-) diff --git a/src/openeo_gfmap/utils/catalogue.py b/src/openeo_gfmap/utils/catalogue.py index e31f3af..083dd13 100644 --- a/src/openeo_gfmap/utils/catalogue.py +++ b/src/openeo_gfmap/utils/catalogue.py @@ -3,6 +3,7 @@ from typing import Optional import geojson +import pandas as pd import requests from pyproj.crs import CRS from rasterio.warp import transform_bounds @@ -41,13 +42,15 @@ class UncoveredS1Exception(Exception): def _parse_cdse_products(response: dict): - """Parses the geometry of products from the CDSE catalogue.""" - geoemetries = [] + """Parses the geometry and timestamps of products from the CDSE catalogue.""" + geometries = [] + timestamps = [] products = response["features"] for product in products: - geoemetries.append(shape(product["geometry"])) - return geoemetries + geometries.append(shape(product["geometry"])) + timestamps.append(pd.to_datetime(product["properties"]["startDate"])) + return geometries, timestamps def _query_cdse_catalogue( @@ -139,8 +142,8 @@ def s1_area_per_orbitstate_vvvh( temporal_extent: TemporalContext, ) -> dict: """ - Evaluates for both the ascending and descending state orbits the area of interesection for the - available products with a VV&VH polarisation. + Evaluates for both the ascending and descending state orbits the area of interesection and + maximum temporal gap for the available products with a VV&VH polarisation. Parameters ---------- @@ -155,8 +158,8 @@ def s1_area_per_orbitstate_vvvh( Returns ------ dict - Keys containing the orbit state and values containing the total area of intersection in - km^2 + Keys containing the orbit state and values containing the total area of intersection and + in km^2 and maximum temporal gap in days. """ if isinstance(spatial_extent, geojson.FeatureCollection): # Transform geojson into shapely geometry and compute bounds @@ -211,26 +214,46 @@ def s1_area_per_orbitstate_vvvh( spatial_extent = box(*bounds) # Computes if there is the full overlap for each of those states - union_ascending = unary_union(ascending_products) - union_descending = unary_union(descending_products) + union_ascending = unary_union(ascending_products[0]) + union_descending = unary_union(descending_products[0]) ascending_covers = union_ascending.contains(spatial_extent) descending_covers = union_descending.contains(spatial_extent) + # Computes max temporal gap. Include requested start and end date so we dont miss + # any start or end gap before first/last observation + ascending_timestamps = pd.DatetimeIndex( + sorted( + [pd.to_datetime(temporal_extent.start_date, utc=True)] + + ascending_products[1] + + [pd.to_datetime(temporal_extent.end_date, utc=True)] + ) + ) + + descending_timestamps = pd.DatetimeIndex( + sorted( + [pd.to_datetime(temporal_extent.start_date, utc=True)] + + descending_products[1] + + [pd.to_datetime(temporal_extent.end_date, utc=True)] + ) + ) + # Computes the area of intersection return { "ASCENDING": { "full_overlap": ascending_covers, + "max_temporal_gap": ascending_timestamps.diff().max().days, "area": sum( product.intersection(spatial_extent).area - for product in ascending_products + for product in ascending_products[0] ), }, "DESCENDING": { "full_overlap": descending_covers, + "max_temporal_gap": descending_timestamps.diff().max().days, "area": sum( product.intersection(spatial_extent).area - for product in descending_products + for product in descending_products[0] ), }, } From 7823dd33630db4a847c3d4863da8a57d08b6a0f7 Mon Sep 17 00:00:00 2001 From: Kristof Van Tricht Date: Mon, 9 Sep 2024 17:29:11 +0200 Subject: [PATCH 2/8] Add logging to utils.py --- src/openeo_gfmap/utils/__init__.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/src/openeo_gfmap/utils/__init__.py b/src/openeo_gfmap/utils/__init__.py index d614dfd..d247a1d 100644 --- a/src/openeo_gfmap/utils/__init__.py +++ b/src/openeo_gfmap/utils/__init__.py @@ -1,5 +1,7 @@ """This sub-module contains utilitary function and tools for OpenEO-GFMap""" +import logging + from openeo_gfmap.utils.build_df import load_json from openeo_gfmap.utils.intervals import quintad_intervals from openeo_gfmap.utils.netcdf import update_nc_attributes @@ -12,6 +14,18 @@ select_sar_bands, ) +_log = logging.getLogger(__name__) +_log.setLevel(logging.INFO) + +ch = logging.StreamHandler() +ch.setLevel(logging.INFO) + +formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s") +ch.setFormatter(formatter) + +_log.addHandler(ch) + + __all__ = [ "load_json", "normalize_array", From 786ca1e40d3ef76a6b8a7f35522bfcfbe00d7eb4 Mon Sep 17 00:00:00 2001 From: Kristof Van Tricht Date: Mon, 9 Sep 2024 17:29:50 +0200 Subject: [PATCH 3/8] Check temporal gap in s1 catalogue query --- src/openeo_gfmap/utils/catalogue.py | 55 ++++++++++++++++++++++++--- tests/test_openeo_gfmap/test_utils.py | 28 ++++++++++++++ 2 files changed, 77 insertions(+), 6 deletions(-) diff --git a/src/openeo_gfmap/utils/catalogue.py b/src/openeo_gfmap/utils/catalogue.py index 083dd13..74d2dc4 100644 --- a/src/openeo_gfmap/utils/catalogue.py +++ b/src/openeo_gfmap/utils/catalogue.py @@ -18,6 +18,7 @@ SpatialContext, TemporalContext, ) +from openeo_gfmap.utils import _log request_sessions: Optional[requests.Session] = None @@ -263,9 +264,15 @@ def select_s1_orbitstate_vvvh( backend: BackendContext, spatial_extent: SpatialContext, temporal_extent: TemporalContext, + max_temporal_gap: int = 30, ) -> str: - """Selects the orbit state that covers the most area of intersection for the - available products with a VV&VH polarisation. + """Selects the orbit state based on some predefined rules that + are checked in sequential order: + 1. prefer an orbit with full coverage over the requested bounds + 2. prefer an orbit with a maximum temporal gap under a + predefined threshold + 3. prefer the orbit that covers the most area of intersection + for the available products Parameters ---------- @@ -276,6 +283,8 @@ def select_s1_orbitstate_vvvh( The spatial extent to be checked, it will check within its bounding box. temporal_extent : TemporalContext The temporal period to be checked. + max_temporal_gap: int, optional, default: 30 + The maximum temporal gap in days to be considered for the orbit state. Returns ------ @@ -288,21 +297,55 @@ def select_s1_orbitstate_vvvh( ascending_overlap = areas["ASCENDING"]["full_overlap"] descending_overlap = areas["DESCENDING"]["full_overlap"] + ascending_gap_too_large = areas["ASCENDING"]["max_temporal_gap"] > max_temporal_gap + descending_gap_too_large = ( + areas["DESCENDING"]["max_temporal_gap"] > max_temporal_gap + ) + + orbit_choice = None + # Rule 1: Prefer an orbit with full coverage over the requested bounds if ascending_overlap and not descending_overlap: - return "ASCENDING" + orbit_choice = "ASCENDING" + reason = "Only orbit fully covering the requested area." elif descending_overlap and not ascending_overlap: - return "DESCENDING" + orbit_choice = "DESCENDING" + reason = "Only orbit fully covering the requested area." + elif ascending_gap_too_large and not descending_gap_too_large: + orbit_choice = "DESCENDING" + reason = ( + "Only orbit with temporal gap under the threshold. " + f"{areas['DESCENDING']['max_temporal_gap']} days < {max_temporal_gap} days" + ) + elif descending_gap_too_large and not ascending_gap_too_large: + orbit_choice = "ASCENDING" + reason = ( + "Only orbit with temporal gap under the threshold. " + f"{areas['ASCENDING']['max_temporal_gap']} < {max_temporal_gap}" + ) + # Rule 3: Prefer the orbit that covers the most area of intersection + # for the available products elif ascending_overlap and descending_overlap: ascending_cover_area = areas["ASCENDING"]["area"] descending_cover_area = areas["DESCENDING"]["area"] # Selects the orbit state that covers the most area if ascending_cover_area > descending_cover_area: - return "ASCENDING" + orbit_choice = "ASCENDING" + reason = ( + "Orbit has more cumulative intersected area. " + f"{ascending_cover_area} > {descending_cover_area}" + ) else: - return "DESCENDING" + reason = ( + "Orbit has more cumulative intersected area. " + f"{descending_cover_area} > {ascending_cover_area}" + ) + orbit_choice = "DESCENDING" + if orbit_choice is not None: + _log.info(f"Selected orbit state: {orbit_choice}. Reason: {reason}") + return orbit_choice raise UncoveredS1Exception( "No product available to fully cover the given spatio-temporal context." ) diff --git a/tests/test_openeo_gfmap/test_utils.py b/tests/test_openeo_gfmap/test_utils.py index 95c241a..2efa6ec 100644 --- a/tests/test_openeo_gfmap/test_utils.py +++ b/tests/test_openeo_gfmap/test_utils.py @@ -1,6 +1,7 @@ import os from pathlib import Path +import geojson import pystac import pytest from netCDF4 import Dataset @@ -44,6 +45,9 @@ def test_query_cdse_catalogue(): assert response["ASCENDING"]["full_overlap"] is True assert response["DESCENDING"]["full_overlap"] is True + assert response["ASCENDING"]["max_temporal_gap"] > 0.0 + assert response["DESCENDING"]["max_temporal_gap"] > 0.0 + # Testing the decision maker, it should return DESCENDING decision = select_s1_orbitstate_vvvh( backend=backend_context, @@ -54,6 +58,29 @@ def test_query_cdse_catalogue(): assert decision == "DESCENDING" +def test_query_cdse_catalogue_with_s1_gap(): + """This example has a large S1 gap in ASCENDING, + so the decision should be DESCENDING + """ + backend_context = BackendContext(Backend.CDSE) + + spatial_extent = geojson.loads( + ( + '{"features": [{"geometry": {"coordinates": [[[35.85799, 49.705688], [35.85799, 49.797363], [36.039682, 49.797363], ' + '[36.039682, 49.705688], [35.85799, 49.705688]]], "type": "Polygon"}, "id": "0", "properties": ' + '{"GT_available": true, "extract": 1, "index": 12, "sample_id": "ukraine_sunflower", "tile": ' + '"36UYA", "valid_time": "2019-05-01", "year": 2019}, "type": "Feature"}], "type": "FeatureCollection"}' + ) + ) + temporal_extent = TemporalContext("2019-01-30", "2019-08-31") + + decision = select_s1_orbitstate_vvvh( + backend_context, spatial_extent, temporal_extent + ) + + assert decision == "DESCENDING" + + @pytest.fixture def temp_nc_file(): temp_file = Path("temp_test.nc") @@ -176,3 +203,4 @@ def test_split_collection_by_epsg(tmp_path): collection.add_item(missing_epsg_item) collection.normalize_and_save(input_dir) split_collection_by_epsg(path=input_dir, output_dir=output_dir) + split_collection_by_epsg(path=input_dir, output_dir=output_dir) From 0f48df61abe92855093574906fc55ef9109274bd Mon Sep 17 00:00:00 2001 From: Kristof Van Tricht Date: Tue, 10 Sep 2024 15:00:07 +0200 Subject: [PATCH 4/8] Remove repeated line --- tests/test_openeo_gfmap/test_utils.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_openeo_gfmap/test_utils.py b/tests/test_openeo_gfmap/test_utils.py index 2efa6ec..0566323 100644 --- a/tests/test_openeo_gfmap/test_utils.py +++ b/tests/test_openeo_gfmap/test_utils.py @@ -203,4 +203,3 @@ def test_split_collection_by_epsg(tmp_path): collection.add_item(missing_epsg_item) collection.normalize_and_save(input_dir) split_collection_by_epsg(path=input_dir, output_dir=output_dir) - split_collection_by_epsg(path=input_dir, output_dir=output_dir) From 085e1d71c9ed2599f885f231b9ee7fa353f110f0 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Tue, 10 Sep 2024 16:28:14 +0200 Subject: [PATCH 5/8] Implemented changes requested by Hans --- src/openeo_gfmap/utils/catalogue.py | 79 +++++++++++++++++---------- tests/test_openeo_gfmap/test_utils.py | 26 +++++++++ 2 files changed, 77 insertions(+), 28 deletions(-) diff --git a/src/openeo_gfmap/utils/catalogue.py b/src/openeo_gfmap/utils/catalogue.py index 74d2dc4..05d4c22 100644 --- a/src/openeo_gfmap/utils/catalogue.py +++ b/src/openeo_gfmap/utils/catalogue.py @@ -49,8 +49,14 @@ def _parse_cdse_products(response: dict): products = response["features"] for product in products: - geometries.append(shape(product["geometry"])) - timestamps.append(pd.to_datetime(product["properties"]["startDate"])) + if "geometry" in product and "startDate" in product["properties"]: + geometries.append(shape(product["geometry"])) + timestamps.append(pd.to_datetime(product["properties"]["startDate"])) + else: + _log.warning( + "Cannot parse product %s does not have a geometry or timestamp.", + product["properties"]["id"], + ) return geometries, timestamps @@ -137,6 +143,37 @@ def _check_cdse_catalogue( return len(grd_tiles) > 0 +def _compute_max_gap_days( + temporal_extent: TemporalContext, timestamps: list[pd.DatetimeIndex] +) -> int: + """Computes the maximum temporal gap in days from the timestamps parsed from the catalogue. + Requires the start and end date to be included in the timestamps to compute the gap before + and after the first and last observation. + + Parameters + ---------- + temporal_extent : TemporalContext + The temporal extent to be checked. Same as used to query the catalogue. + timestamps : list[pd.DatetimeIndex] + The list of timestamps parsed from the catalogue and to compute the gap from. + + Returns + ------- + days : int + The maximum temporal gap in days. + """ + # Computes max temporal gap. Include requested start and end date so we dont miss + # any start or end gap before first/last observation + timestamps = pd.DatetimeIndex( + sorted( + [pd.to_datetime(temporal_extent.start_date, utc=True)] + + timestamps + + [pd.to_datetime(temporal_extent.end_date, utc=True)] + ) + ) + return timestamps.to_series().diff().max().days + + def s1_area_per_orbitstate_vvvh( backend: BackendContext, spatial_extent: SpatialContext, @@ -188,7 +225,7 @@ def s1_area_per_orbitstate_vvvh( # Queries the products in the catalogues if backend.backend in [Backend.CDSE, Backend.CDSE_STAGING, Backend.FED]: - ascending_products = _parse_cdse_products( + ascending_products, ascending_timestamps = _parse_cdse_products( _query_cdse_catalogue( "Sentinel1", bounds, @@ -197,7 +234,7 @@ def s1_area_per_orbitstate_vvvh( polarisation="VV%26VH", ) ) - descending_products = _parse_cdse_products( + descending_products, descending_timestamps = _parse_cdse_products( _query_cdse_catalogue( "Sentinel1", bounds, @@ -215,46 +252,32 @@ def s1_area_per_orbitstate_vvvh( spatial_extent = box(*bounds) # Computes if there is the full overlap for each of those states - union_ascending = unary_union(ascending_products[0]) - union_descending = unary_union(descending_products[0]) + union_ascending = unary_union(ascending_products) + union_descending = unary_union(descending_products) ascending_covers = union_ascending.contains(spatial_extent) descending_covers = union_descending.contains(spatial_extent) - # Computes max temporal gap. Include requested start and end date so we dont miss - # any start or end gap before first/last observation - ascending_timestamps = pd.DatetimeIndex( - sorted( - [pd.to_datetime(temporal_extent.start_date, utc=True)] - + ascending_products[1] - + [pd.to_datetime(temporal_extent.end_date, utc=True)] - ) - ) - - descending_timestamps = pd.DatetimeIndex( - sorted( - [pd.to_datetime(temporal_extent.start_date, utc=True)] - + descending_products[1] - + [pd.to_datetime(temporal_extent.end_date, utc=True)] - ) - ) - # Computes the area of intersection return { "ASCENDING": { "full_overlap": ascending_covers, - "max_temporal_gap": ascending_timestamps.diff().max().days, + "max_temporal_gap": _compute_max_gap_days( + temporal_extent, ascending_timestamps + ), "area": sum( product.intersection(spatial_extent).area - for product in ascending_products[0] + for product in ascending_products ), }, "DESCENDING": { "full_overlap": descending_covers, - "max_temporal_gap": descending_timestamps.diff().max().days, + "max_temporal_gap": _compute_max_gap_days( + temporal_extent, descending_timestamps + ), "area": sum( product.intersection(spatial_extent).area - for product in descending_products[0] + for product in descending_products ), }, } diff --git a/tests/test_openeo_gfmap/test_utils.py b/tests/test_openeo_gfmap/test_utils.py index 0566323..612aaf3 100644 --- a/tests/test_openeo_gfmap/test_utils.py +++ b/tests/test_openeo_gfmap/test_utils.py @@ -2,6 +2,7 @@ from pathlib import Path import geojson +import pandas as pd import pystac import pytest from netCDF4 import Dataset @@ -9,6 +10,7 @@ from openeo_gfmap import Backend, BackendContext, BoundingBoxExtent, TemporalContext from openeo_gfmap.utils import split_collection_by_epsg, update_nc_attributes from openeo_gfmap.utils.catalogue import ( + _compute_max_gap_days, s1_area_per_orbitstate_vvvh, select_s1_orbitstate_vvvh, ) @@ -203,3 +205,27 @@ def test_split_collection_by_epsg(tmp_path): collection.add_item(missing_epsg_item) collection.normalize_and_save(input_dir) split_collection_by_epsg(path=input_dir, output_dir=output_dir) + + +def test_compute_max_gap(): + start_date = "2020-01-01" + end_date = "2020-01-31" + + temporal_context = TemporalContext(start_date, end_date) + + resulting_dates = [ + "2020-01-03", + "2020-01-05", + "2020-01-10", + "2020-01-25", + "2020-01-26", + "2020-01-27", + ] + + resulting_dates = [ + pd.to_datetime(date, format="%Y-%m-%d", utc=True) for date in resulting_dates + ] + + max_gap = _compute_max_gap_days(temporal_context, resulting_dates) + + assert max_gap == 15 From 72677d3360203d47371688d2419015bab7b8bf4b Mon Sep 17 00:00:00 2001 From: Kristof Van Tricht Date: Wed, 11 Sep 2024 08:59:38 +0200 Subject: [PATCH 6/8] Improve logging --- src/openeo_gfmap/utils/catalogue.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/openeo_gfmap/utils/catalogue.py b/src/openeo_gfmap/utils/catalogue.py index 05d4c22..b1f0522 100644 --- a/src/openeo_gfmap/utils/catalogue.py +++ b/src/openeo_gfmap/utils/catalogue.py @@ -334,6 +334,8 @@ def select_s1_orbitstate_vvvh( elif descending_overlap and not ascending_overlap: orbit_choice = "DESCENDING" reason = "Only orbit fully covering the requested area." + + # Rule 2: Prefer an orbit with a maximum temporal gap under a predefined threshold elif ascending_gap_too_large and not descending_gap_too_large: orbit_choice = "DESCENDING" reason = ( @@ -369,6 +371,4 @@ def select_s1_orbitstate_vvvh( if orbit_choice is not None: _log.info(f"Selected orbit state: {orbit_choice}. Reason: {reason}") return orbit_choice - raise UncoveredS1Exception( - "No product available to fully cover the given spatio-temporal context." - ) + raise UncoveredS1Exception("Failed to select suitable Sentinel-1 orbit.") From af66bfefb10df02f8eb3804a65506dedf2133736 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Wed, 11 Sep 2024 15:42:52 +0200 Subject: [PATCH 7/8] Added mockup to query cdse catalogue + added condition --- src/openeo_gfmap/utils/catalogue.py | 7 +++- .../3c893698_query_cdse_results.json | 1 + .../af8e6cd2_query_cdse_results.json | 1 + .../e211bebd_query_cdse_results.json | 1 + .../f99c6557_query_cdse_results.json | 1 + tests/test_openeo_gfmap/test_utils.py | 33 +++++++++++++++++++ 6 files changed, 43 insertions(+), 1 deletion(-) create mode 100644 tests/test_openeo_gfmap/resources/3c893698_query_cdse_results.json create mode 100644 tests/test_openeo_gfmap/resources/af8e6cd2_query_cdse_results.json create mode 100644 tests/test_openeo_gfmap/resources/e211bebd_query_cdse_results.json create mode 100644 tests/test_openeo_gfmap/resources/f99c6557_query_cdse_results.json diff --git a/src/openeo_gfmap/utils/catalogue.py b/src/openeo_gfmap/utils/catalogue.py index b1f0522..ccc5776 100644 --- a/src/openeo_gfmap/utils/catalogue.py +++ b/src/openeo_gfmap/utils/catalogue.py @@ -287,7 +287,7 @@ def select_s1_orbitstate_vvvh( backend: BackendContext, spatial_extent: SpatialContext, temporal_extent: TemporalContext, - max_temporal_gap: int = 30, + max_temporal_gap: int = 60, ) -> str: """Selects the orbit state based on some predefined rules that are checked in sequential order: @@ -327,6 +327,11 @@ def select_s1_orbitstate_vvvh( orbit_choice = None + if not ascending_overlap and not descending_overlap: + raise UncoveredS1Exception( + "No product available to fully cover the requested area in both orbit states." + ) + # Rule 1: Prefer an orbit with full coverage over the requested bounds if ascending_overlap and not descending_overlap: orbit_choice = "ASCENDING" diff --git a/tests/test_openeo_gfmap/resources/3c893698_query_cdse_results.json b/tests/test_openeo_gfmap/resources/3c893698_query_cdse_results.json new file mode 100644 index 0000000..af3a5f6 --- /dev/null +++ b/tests/test_openeo_gfmap/resources/3c893698_query_cdse_results.json @@ -0,0 +1 @@ +{"type": "FeatureCollection", "properties": {"id": "2b0430f8-c6bf-556c-b310-d67ecbdc3538", "totalResults": null, "exactCount": 0, "startIndex": 1, "itemsPerPage": 1000, "query": {"originalFilters": {"box": "1.979,48.705,2.926,49.151", "dataset": "ESA-DATASET", "startDate": "2023-06-21T00:00:00Z", "completionDate": "2023-09-21T00:00:00Z", "orbitDirection": "DESCENDING", "polarisation": "VV&VH", "collection": "SENTINEL-1"}, "appliedFilters": {"box": "1.979,48.705,2.926,49.151", "dataset": "ESA-DATASET", "startDate": "2023-06-21T00:00:00Z", "completionDate": "2023-09-21T00:00:00Z", "orbitDirection": "DESCENDING", "polarisation": "VV&VH", "collection": "SENTINEL-1"}, "processingTime": 1.700790308}, "links": [{"rel": "self", "type": "application/json", "title": "self", "href": "https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel1/search.json?box=1.979,48.705,2.926,49.151&sortParam=startDate&maxRecords=1000&dataset=ESA-DATASET&startDate=2023-06-21T00:00:00Z&completionDate=2023-09-21T00:00:00Z&orbitDirection=DESCENDING&polarisation=VV%26VH"}, {"rel": "search", "type": "application/opensearchdescription+xml", "title": "OpenSearch Description Document", "href": "https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel1/describe.xml"}]}, "features": [{"type": "Feature", "id": "962adbbe-8796-4720-a79e-b6701fcab9f6", "geometry": {"type": "Polygon", "coordinates": [[[2.545226, 48.190983], [3.043757, 49.811523], [-0.0, 50.15530008621205], [-0.542157, 50.216534], [-0.922367, 48.594246], [-0.0, 48.48697952336303], [2.545226, 48.190983]]]}, "properties": {"collection": "SENTINEL-1", "status": "ONLINE", "license": {"licenseId": "unlicensed", "hasToBeSigned": "never", "grantedCountries": null, "grantedOrganizationCountries": null, "grantedFlags": null, "viewService": "public", "signatureQuota": -1, "description": {"shortName": "No license"}}, "parentIdentifier": null, "title": "S1A_IW_SLC__1SDV_20230621T060744_20230621T060811_049080_05E6E4_3ACA.SAFE", "description": "The Sentinel-1 mission is the European Radar Observatory for the Copernicus joint initiative of the European Commission (EC) and the European Space Agency (ESA). The Sentinel-1 mission includes C-band imaging operating in four exclusive imaging modes with different resolution (down to 5 m) and coverage (up to 400 km). It provides dual polarization capability, short revisit times and rapid product delivery. 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" - f"{areas['ASCENDING']['max_temporal_gap']} < {max_temporal_gap}" + f"{areas['ASCENDING']['max_temporal_gap']} days < {max_temporal_gap} days" ) # Rule 3: Prefer the orbit that covers the most area of intersection # for the available products