From 1314398f8684728ff241215c4fb6336c4f78815d Mon Sep 17 00:00:00 2001 From: Michele Claus Date: Wed, 4 Mar 2026 14:31:07 +0000 Subject: [PATCH] fix dates for basic examples --- .../Sentinel-2_L1C_data_access.ipynb | 2296 ++--------- .../Sentinel-2_L2A_data_access.ipynb | 3354 +++-------------- .../Sentinel-3_OLCI_L1_EFR_data_access.ipynb | 300 +- .../Sentinel-3_OLCI_L2_LFR_data_access.ipynb | 1024 ++--- .../Sentinel-3_SLSTR_L2_LST_data_access.ipynb | 229 +- 5 files changed, 1480 insertions(+), 5723 deletions(-) diff --git a/notebooks/Sentinel-2/Sentinel-2_L1C_data_access.ipynb b/notebooks/Sentinel-2/Sentinel-2_L1C_data_access.ipynb index 17f3a15..4ab918c 100644 --- a/notebooks/Sentinel-2/Sentinel-2_L1C_data_access.ipynb +++ b/notebooks/Sentinel-2/Sentinel-2_L1C_data_access.ipynb @@ -84,12 +84,13 @@ "output_type": "stream", "text": [ "Discovering Sentinel-2 products from STAC catalog...\n", - "Found 18 Sentinel-2 L1C products\n" + "Found 2 Sentinel-2 L1C products\n" ] } ], "source": [ "import pystac_client\n", + "from datetime import date, timedelta\n", "\n", "STAC_URL = \"https://stac.core.eopf.eodc.eu\"\n", "catalog = pystac_client.Client.open(STAC_URL)\n", @@ -97,8 +98,8 @@ "# Define area of interest\n", "bbox = [11.2, 45.5, 11.3, 45.6]\n", "\n", - "# Look for all products starting from the first date until the present\n", - "temporal_extent = [\"2025-10-01\", None]\n", + "# Look for all products starting from a month ago until the present\n", + "temporal_extent = [str(date.today() - timedelta(days=30)), None]\n", "\n", "print(\"Discovering Sentinel-2 products from STAC catalog...\")\n", "s2_items = list(\n", @@ -106,7 +107,7 @@ " collections=[\"sentinel-2-l1c\"],\n", " bbox=bbox,\n", " datetime=temporal_extent,\n", - " query={\"eo:cloud_cover\": {\"lt\": 20}},\n", + " query={\"eo:cloud_cover\": {\"lt\": 60}},\n", " ).items()\n", ")\n", "print(f\"Found {len(s2_items)} Sentinel-2 L1C products\")" @@ -506,7 +507,7 @@ "Dimensions: ()\n", "Data variables:\n", " *empty*\n", - "Attributes: (3)
            • other_metadata :
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'S2C_OPER_GIP_VIEDIR_MPC__20241206T000004_V20241209T000000_21000101T000000_B11'], 'used CAMS file names': 'S2__OPER_AUX_CAMSFO_ADG__20251002T000000_V20251002T000000_20251004T010000', 'used DEM file name': 'S2__OPER_DEM_GLOBEF_PDMC_19800101T000000_S19800101T000000', 'used ECMWF file names': 'S2__OPER_AUX_ECMWFD_ADG__20251002T000000_V20251002T090000_20251004T030000', 'used GRI file list': ['n', '1', ':', 'A', 'u', 'x', 'i', 'l', 'i', 'a', 'r', 'y', '_', 'D', 'a', 't', 'a', '_', 'I', 'n', 'f', 'o', '/', 'G', 'R', 'I', '_', 'L', 'i', 's', 't'], 'used IERS file name': 'S2__OPER_AUX_UT1UTC_PDMC_20250925T000000_V20250926T000000_20260925T000000'}, 'organisation': 'ESA', 'output': 'S2MSIL1C_etc', 'processor': 'Sentinel-2 IPF', 'type': 'Level-1C Product', 'version': '???'}], 'horizontal_CRS_code': 'EPSG:32632', 'horizontal_CRS_name': 'WGS84 / UTM zone 32N', 'mean_sensing_time': '2025-10-02T10:28:25.476171Z', 'mean_sun_azimuth_angle_in_deg_for_all_bands_all_detectors': 167.94597085751, 'mean_sun_zenith_angle_in_deg_for_all_bands_all_detectors': 49.9863317998357, 'meteo': {'source': 'ECMWF', 'type': 'FORECAST'}, 'multispectral_registration_assessment': 'null', 'onboard_compression_flag': 'true', 'onboard_equalization_flag': 'null', 'optical_crosstalk_correction_flag': 'null', 'percentage_of_degraded_MSI_data': 0.0, 'planimetric_stability_assessment_from_AOCS': 'null', 'product_quality_status': 'PASSED', 'reflectance_correction_factor_from_the_Sun-Earth_distance_variation_computed_using_the_acquisition_date': 0.996757543157106, 'spectral_band_of_reference': 'null'}
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'S2__OPER_AUX_UT1UTC_PDMC_20250925T000000_V20250926T000000_20260925T000000'}, 'organisation': 'ESA', 'output': 'S2MSIL1C_etc', 'processor': 'Sentinel-2 IPF', 'type': 'Level-1C Product', 'version': '???'}], 'meteo': {'source': 'ECMWF', 'type': 'FORECAST'}, 'multispectral_registration_assessment': 'null', 'onboard_equalization_flag': 'null', 'optical_crosstalk_correction_flag': 'null', 'percentage_of_degraded_MSI_data': 0.0, 'planimetric_stability_assessment_from_AOCS': 'null', 'product_quality_status': 'PASSED,PASSED,PASSED,PASSED,PASSED', 'reflectance_correction_factor_from_the_Sun-Earth_distance_variation_computed_using_the_acquisition_date': 0.996757543157106, 'spectral_band_of_reference': 3}
              stac_discovery :
              {'assets': {'analytic': {'eo:bands': [{'center_wavelength': 0.4442, 'common_name': 'coastal', 'full_width_half_max': 0.02, 'name': '01', 'solar_illumination': '1914.61'}, {'center_wavelength': 0.489, 'common_name': 'blue', 'full_width_half_max': 0.065, 'name': '02', 'solar_illumination': '1972.03'}, {'center_wavelength': 0.5606, 'common_name': 'green', 'full_width_half_max': 0.035, 'name': '03', 'solar_illumination': '1822.48'}, {'center_wavelength': 0.6665, 'common_name': 'red', 'full_width_half_max': 0.03, 'name': '04', 'solar_illumination': '1506.74'}, {'center_wavelength': 0.7071000000000001, 'full_width_half_max': 0.015, 'name': '05', 'solar_illumination': '1410.66'}, {'center_wavelength': 0.7411000000000001, 'full_width_half_max': 0.015, 'name': '06', 'solar_illumination': '1287.62'}, {'center_wavelength': 0.7847000000000001, 'full_width_half_max': 0.02, 'name': '07', 'solar_illumination': '1154.97'}, {'center_wavelength': 0.8346, 'common_name': 'nir', 'full_width_half_max': 0.105, 'name': '08', 'solar_illumination': '1037.17'}, {'center_wavelength': 0.8656, 'full_width_half_max': 0.02, 'name': '8A', 'solar_illumination': '957.92'}, {'center_wavelength': 0.9472, 'full_width_half_max': 0.02, 'name': '09', 'solar_illumination': '807.65'}, {'center_wavelength': 1.3722, 'common_name': 'cirrus', 'full_width_half_max': 0.03, 'name': '10', 'solar_illumination': '367.88'}, {'center_wavelength': 1.612, 'common_name': 'swir16', 'full_width_half_max': 0.09, 'name': '11', 'solar_illumination': '246.31'}, {'center_wavelength': 2.1913, 'common_name': 'swir22', 'full_width_half_max': 0.18, 'name': '12', 'solar_illumination': '86.94'}], 'eo:cloud_cover': 13.3722166671641, 'eo:snow_cover': 0.0919227382622452, 'href': 'null'}}, 'bbox': [11.3893166953352, 45.04594941957226, 10.270075671777485, 46.046265456303395], 'geometry': {'coordinates': [[[11.3893166953352, 46.02704967954945], [11.360913165470388, 45.95970374001615], [11.33621167205336, 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'solar_illumination': 1822.48}, {'center_wavelength': 666.5, 'common_name': 'red', 'full_width_half_max': 0.03, 'name': 'b04', 'solar_illumination': 1506.74}, {'center_wavelength': 707.1, 'common_name': 'rededge', 'full_width_half_max': 0.015, 'name': 'b05', 'solar_illumination': 1410.66}, {'center_wavelength': 741.1, 'common_name': 'rededge', 'full_width_half_max': 0.015, 'name': 'b06', 'solar_illumination': 1287.62}, {'center_wavelength': 784.7, 'common_name': 'rededge', 'full_width_half_max': 0.02, 'name': 'b07', 'solar_illumination': 1154.97}, {'center_wavelength': 834.6, 'common_name': 'nir', 'full_width_half_max': 0.105, 'name': 'b08', 'solar_illumination': 1037.17}, {'center_wavelength': 865.6, 'common_name': 'nir08', 'full_width_half_max': 0.02, 'name': 'b8a', 'solar_illumination': 957.92}, {'center_wavelength': 947.2, 'common_name': 'nir09', 'full_width_half_max': 0.02, 'name': 'b09', 'solar_illumination': 807.65}, {'center_wavelength': 1372.2, 'common_name': 'cirrus', 'full_width_half_max': 0.03, 'name': 'b10', 'solar_illumination': 367.88}, {'center_wavelength': 1612.0, 'common_name': 'swir16', 'full_width_half_max': 0.09, 'name': 'b11', 'solar_illumination': 246.31}, {'center_wavelength': 2191.3, 'common_name': 'swir22', 'full_width_half_max': 0.18, 'name': 'b12', 'solar_illumination': 86.94}], 'constellation': 'sentinel-2', 'created': '2025-10-02T14:31:20+00:00', 'datetime': None, 'end_datetime': '2025-10-02T10:18:51.025000+00:00', 'eo:cloud_cover': 13.3722166671641, 'eo:snow_cover': 0.0919227382622452, 'eopf:baseline': '05.11', 'eopf:data_take_id': 'GS2C_20251002T101851_005612_N05.11', 'eopf:image_size': [{'columns': 10980, 'name': 'bands 02, 03, 04, 08', 'rows': 10980, 'start_offset': 5100000.0, 'track_offset': 600000.0}, {'columns': 5490, 'name': 'bands 05, 06, 07, 8A, 11, 12', 'rows': 5490, 'start_offset': 5100000.0, 'track_offset': 600000.0}, {'columns': 1830, 'name': 'bands 01, 09, 10', 'rows': 1830, 'start_offset': 5100000.0, 'track_offset': 600000.0}], 'eopf:instrument_mode': 'INS-NOBS', 'eopf:resolutions': {'bands 01, 09, 10': '60', 'bands 02, 03, 04, 08': '10', 'bands 05, 06, 07, 8A, 11, 12': '20'}, 'instrument': 'msi', 'mission': 'copernicus', 'platform': 'sentinel-2c', 'processing:expression': 'systematic', 'processing:facility': 'ESA', 'processing:level': 'L1C', 'processing:lineage': 'IPF L1C processor', 'processing:software': {'Sentinel-2 IPF': ' '}, 'processing:version': '', 'product:timeline': 'NRT', 'product:timeliness': 'PT3H', 'product:timeliness_category': 'NRT', 'product:type': 'S02MSIL1C', 'proj:bbox': [600000.0, 4990200.0, 709800.0, 5100000.0], 'proj:epsg': 32632, 'providers': [{'name': 'L1C Processor', 'roles': ['processor']}, {'name': 'ESA', 'roles': ['producer']}], 'sat:absolute_orbit': 5612, 'sat:orbit_state': 'descending', 'sat:platform_international_designator': '2015-028A', 'sat:relative_orbit': 65, 'sci:doi': '10.5270/S2_-742ikth', 'start_datetime': '2025-10-02T10:18:51.025000+00:00'}, 'stac_extensions': ['https://stac-extensions.github.io/eopf/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.1.0/schema.json', 'https://stac-extensions.github.io/sat/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/scientific/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.2.0/schema.json', 'https://stac-extensions.github.io/product/v0.1.0/schema.json'], 'stac_version': '1.0.0', 'type': 'Feature'}
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              <xarray.Dataset> Size: 13GB\n",
-       "Dimensions:      (x: 10980, y: 10980)\n",
-       "Coordinates:\n",
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-       "  * y            (y) int64 88kB 5099995 5099985 5099975 ... 4990215 4990205\n",
-       "    spatial_ref  int64 8B ...\n",
-       "Data variables: (12/13)\n",
-       "    b02          (y, x) float64 964MB ...\n",
-       "    b03          (y, x) float64 964MB ...\n",
-       "    b04          (y, x) float64 964MB ...\n",
-       "    b08          (y, x) float64 964MB ...\n",
-       "    b05          (y, x) float64 964MB ...\n",
-       "    b06          (y, x) float64 964MB ...\n",
-       "    ...           ...\n",
-       "    b11          (y, x) float64 964MB ...\n",
-       "    b12          (y, x) float64 964MB ...\n",
-       "    b8a          (y, x) float64 964MB ...\n",
-       "    b01          (y, x) float64 964MB ...\n",
-       "    b09          (y, x) float64 964MB ...\n",
-       "    b10          (y, x) float64 964MB ...\n",
-       "Attributes: (26)
              " - ], - "text/plain": [ - " Size: 13GB\n", - "Dimensions: (x: 10980, y: 10980)\n", - "Coordinates:\n", - " * x (x) int64 88kB 600005 600015 600025 ... 709775 709785 709795\n", - " * y (y) int64 88kB 5099995 5099985 5099975 ... 4990215 4990205\n", - " spatial_ref int64 8B ...\n", - "Data variables: (12/13)\n", - " b02 (y, x) float64 964MB ...\n", - " b03 (y, x) float64 964MB ...\n", - " b04 (y, x) float64 964MB ...\n", - " b08 (y, x) float64 964MB ...\n", - " b05 (y, x) float64 964MB ...\n", - " b06 (y, x) float64 964MB ...\n", - " ... ...\n", - " b11 (y, x) float64 964MB ...\n", - " b12 (y, x) float64 964MB ...\n", - " b8a (y, x) float64 964MB ...\n", - " b01 (y, x) float64 964MB ...\n", - " b09 (y, x) float64 964MB ...\n", - " b10 (y, x) float64 964MB ...\n", - "Attributes: (26)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds = xr.open_dataset(zarr_url, engine=\"eopf-zarr\")\n", - "ds" - ] - }, - { - "cell_type": "markdown", - "id": "8c258584", - "metadata": {}, - "source": [ - "(open_xcube_eopf_basic_S2_L1C)=\n", - "## Open multiple products with `xcube-eopf`\n", - "\n", - "This step will combine all the products into a datacube.\n", - "For the package documentation please visit https://eopf-sample-service.github.io/xcube-eopf/" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "60d425bc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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-       "Coordinates:\n",
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+       "  * x            (x) float32 44kB 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05\n",
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-       "Attributes: (4)
            • L0_ancillary_data_quality :
              null
              L0_ephemeris_data_quality :
              null
              NUC_table_ID :
              2
              SWIR_rearrangement_flag :
              null
              UTM_zone_identification :
              UTM zone 32N
              absolute_location_assessment_from_AOCS :
              null
              band_description :
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              electronic_crosstalk_correction_flag :
              null
              eopf_category :
              eoproduct
              geometric_refinement :
              {'mean_value_of_residual_displacements_at_all_tie_points_after_refinement_m': {'x_mean': 'null', 'y_mean': 'null'}, 'spacecraft_rotation': {'X': {'coefficients': 'null', 'degree': 'null'}, 'Y': {'coefficients': 'null', 'degree': 'null'}, 'Z': {'coefficients': 'null', 'degree': 'null'}}, 'standard_deviation_of_residual_displacements_at_all_tie_points_after_refinement_m': {'x_stdv': 'null', 'y_stdv': 'null'}}
              horizontal_CRS_code :
              EPSG:32632
              horizontal_CRS_name :
              WGS84 / UTM zone 32N
              mean_sun_azimuth_angle_in_deg_for_all_bands_all_detectors :
              158.903192433822
              mean_sun_zenith_angle_in_deg_for_all_bands_all_detectors :
              56.4510607082086
              meteo :
              {'source': 'ECMWF', 'type': 'FORECAST'}
              multispectral_registration_assessment :
              null
              onboard_compression_flag :
              true
              onboard_equalization_flag :
              null
              optical_crosstalk_correction_flag :
              null
              percentage_of_degraded_MSI_data :
              0.0
              planimetric_stability_assessment_from_AOCS :
              null
              product_quality_status :
              ['PASSED', 'PASSED', 'PASSED', 'PASSED', 'PASSED']
              reflectance_correction_factor_from_the_Sun_Earth_distance_variation_computed_using_the_acquisition_date :
              1.02218778542416
              spectral_band_of_reference :
              3
              • " ], "text/plain": [ - " Size: 310MB\n", - "Dimensions: (time: 14, y: 1133, x: 813)\n", + " Size: 13GB\n", + "Dimensions: (x: 10980, y: 10980)\n", "Coordinates:\n", - " * time (time) datetime64[ns] 112B 2025-10-02T10:18:51.025000 ... 20...\n", + " * x (x) float32 44kB 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05\n", + " * y (y) float32 44kB 5.1e+06 5.1e+06 5.1e+06 ... 4.99e+06 4.99e+06\n", " spatial_ref int64 8B ...\n", - " * x (x) float64 7kB 6.716e+05 6.716e+05 ... 6.797e+05 6.797e+05\n", - " * y (y) float64 9kB 5.052e+06 5.052e+06 ... 5.041e+06 5.041e+06\n", - "Data variables:\n", - " b02 (time, y, x) float64 103MB dask.array\n", - " b03 (time, y, x) float64 103MB dask.array\n", - " b04 (time, y, x) float64 103MB dask.array\n", - "Attributes: (4)" + "Data variables: (12/13)\n", + " b02 (y, x) float64 964MB ...\n", + " b03 (y, x) float64 964MB ...\n", + " b04 (y, x) float64 964MB ...\n", + " b08 (y, x) float64 964MB ...\n", + " b05 (y, x) float64 964MB ...\n", + " b06 (y, x) float64 964MB ...\n", + " ... ...\n", + " b11 (y, x) float64 964MB ...\n", + " b12 (y, x) float64 964MB ...\n", + " b8a (y, x) float64 964MB ...\n", + " b01 (y, x) float64 964MB ...\n", + " b09 (y, x) float64 964MB ...\n", + " b10 (y, x) float64 964MB ...\n", + "Attributes: (24)" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], + "source": [ + "ds = xr.open_dataset(zarr_url, engine=\"eopf-zarr\")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "8c258584", + "metadata": {}, + "source": [ + "(open_xcube_eopf_basic_S2_L1C)=\n", + "## Open multiple products with `xcube-eopf`\n", + "\n", + "This step will combine all the products into a datacube.\n", + "For the package documentation please visit https://eopf-sample-service.github.io/xcube-eopf/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60d425bc", + "metadata": {}, + "outputs": [], "source": [ "from xcube.core.store import new_data_store\n", "\n", @@ -10998,7 +9496,7 @@ "bbox = [11.2, 45.5, 11.3, 45.6]\n", "\n", "# Look for all products starting from the first date until the present\n", - "temporal_extent = [\"2025-10-01\", None]\n", + "temporal_extent = [str(date.today() - timedelta(days=30)), None]\n", "\n", "store = new_data_store(\"eopf-zarr\")\n", "ds = store.open_data(\n", @@ -11008,7 +9506,7 @@ " time_range=temporal_extent,\n", " crs=\"native\",\n", " variables=[\"b02\", \"b03\", \"b04\"],\n", - " query={\"eo:cloud_cover\": {\"lt\": 20}},\n", + " query={\"eo:cloud_cover\": {\"lt\": 60}},\n", ")\n", "ds" ] @@ -11024,7 +9522,7 @@ ], "metadata": { "kernelspec": { - "display_name": "eopf-zarr", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -11038,7 +9536,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.12.12" } }, "nbformat": 4, diff --git a/notebooks/Sentinel-2/Sentinel-2_L2A_data_access.ipynb b/notebooks/Sentinel-2/Sentinel-2_L2A_data_access.ipynb index 291a3ec..c9c9910 100644 --- a/notebooks/Sentinel-2/Sentinel-2_L2A_data_access.ipynb +++ b/notebooks/Sentinel-2/Sentinel-2_L2A_data_access.ipynb @@ -84,12 +84,13 @@ "output_type": "stream", "text": [ "Discovering Sentinel-2 products from STAC catalog...\n", - "Found 16 Sentinel-2 L2A products\n" + "Found 2 Sentinel-2 L2A products\n" ] } ], "source": [ "import pystac_client\n", + "from datetime import date, timedelta\n", "\n", "STAC_URL = \"https://stac.core.eopf.eodc.eu\"\n", "catalog = pystac_client.Client.open(STAC_URL)\n", @@ -97,8 +98,8 @@ "# Define area of interest\n", "bbox = [11.2, 45.5, 11.3, 45.6]\n", "\n", - "# Look for all products starting from the first date until the present\n", - "temporal_extent = [\"2025-10-01\", None]\n", + "# Look for all products starting from a month ago until the present\n", + "temporal_extent = [str(date.today() - timedelta(days=30)), None]\n", "\n", "print(\"Discovering Sentinel-2 products from STAC catalog...\")\n", "s2_items = list(\n", @@ -106,7 +107,7 @@ " collections=[\"sentinel-2-l2a\"],\n", " bbox=bbox,\n", " datetime=temporal_extent,\n", - " query={\"eo:cloud_cover\": {\"lt\": 20}},\n", + " query={\"eo:cloud_cover\": {\"lt\": 60}},\n", " ).items()\n", ")\n", "print(f\"Found {len(s2_items)} Sentinel-2 L2A products\")" @@ -506,7 +507,7 @@ "Dimensions: ()\n", "Data variables:\n", " *empty*\n", - "Attributes: (2)
                  • other_metadata :
                    {'AOT_retrieval_model': 'SEN2COR_DDV', 'L0_ancillary_data_quality': '5', 'L0_ephemeris_data_quality': '5', 'NUC_table_ID': 2, 'SWIR_rearrangement_flag': 'null', 'UTM_zone_identification': 'S2B_OPER_MSI_L2A_TL_2BPS_20251007T160137_A044850_T32TPR_N05.11', 'absolute_location_assessment_from_AOCS': '\\n ', 'band_description': {'01': {'bandwidth': '20.0', 'central_wavelength': 442.3, 'onboard_compression_rate': '2.655', 'onboard_integration_time': '7.22833', 'physical_gain': '3.95396447', 'spectral_response_step': '1', 'spectral_response_values': '0.0062411 0.01024045 0.00402983 0.00642179 0.00552753 0.0065525 0.00409887 0.006297 0.00436742 0.00233356 0.00058162 0.00202276 0.00294328 0.00485362 0.00317041 0.00237657 0.00234612 0.00440152 0.01292397 0.05001678 0.18650104 0.45441623 0.72307877 0.83999211 0.86456334 0.87472096 0.89215296 0.91090814 0.92588017 0.93924094 0.94491826 0.95078529 0.96803023 0.99939195 1 0.97548364 0.96148351 0.94986211 0.91841452 0.87989802 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0.95311791 0.97150808 0.98737003 0.99658514 0.99367959 0.98144714 0.95874415 0.89291635 0.73566218 0.52060373 0.3322804 0.19492197 0.11732617 0.07507304 0.05094154 0.03213016 0.01510217 0.00447984', 'units': 'nm', 'wavelength_max': 532.0, 'wavelength_min': 456.0}, '03': {'bandwidth': '35.0', 'central_wavelength': 559.0, 'onboard_compression_rate': '2.97', 'onboard_integration_time': '1.2996743', 'physical_gain': '4.22811945', 'spectral_response_step': '1', 'spectral_response_values': '0.00188039 0.01545903 0.03660414 0.08100583 0.16917887 0.33278274 0.58622794 0.80916412 0.913051 0.94472284 0.94898813 0.94369132 0.92845674 0.91256938 0.90078036 0.89958598 0.90547138 0.92045355 0.94065665 0.96199681 0.98186744 0.9985841 1 0.99279888 0.97801325 0.95301174 0.9266333 0.89359131 0.86941793 0.84827 0.83908301 0.83206209 0.8291787 0.83305844 0.84630939 0.86396307 0.87268076 0.86818339 0.8554947 0.80839054 0.67650876 0.45584205 0.24737576 0.12765465 0.0589016 0.02564742 0.00515905', 'units': 'nm', 'wavelength_max': 582.0, 'wavelength_min': 536.0}, '04': {'bandwidth': '30.0', 'central_wavelength': 665.0, 'onboard_compression_rate': '2.97', 'onboard_integration_time': '1.3405629', 'physical_gain': '4.76558252', 'spectral_response_step': '1', 'spectral_response_values': '0.00499358 0.02642563 0.11905127 0.333204 0.59813448 0.80612041 0.91152955 0.92179127 0.91677167 0.90751672 0.89867522 0.89413622 0.89685141 0.89933396 0.90191681 0.90710817 0.9164622 0.92908702 0.9426682 0.95591935 0.96854537 0.98264967 0.99231022 1 0.99904114 0.99257339 0.97943242 0.96553214 0.95377013 0.94146127 0.92151286 0.89308475 0.83539461 0.69759082 0.49483622 0.27886075 0.10892715 0.03028701 0.00747382 0.00087148', 'units': 'nm', 'wavelength_max': 685.0, 'wavelength_min': 646.0}, '05': {'bandwidth': '15.0', 'central_wavelength': 703.8, 'onboard_compression_rate': '2.655', 'onboard_integration_time': '2.7846026', 'physical_gain': '5.17213434', 'spectral_response_step': '1', 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'used CAMS file names': 'S2__OPER_AUX_CAMSFO_ADG__20251007T000000_V20251007T000000_20251009T010000', 'used DEM file name': 'CopernicusDEM30', 'used ECMWF file names': 'S2__OPER_AUX_ECMWFD_ADG__20251007T000000_V20251007T090000_20251009T030000', 'used ESA CCI land cover map file name': 'ESACCI-LC-L4-LCCS-Map-300m-P1Y-2015-v2.0.7.tif', 'used ESA CCI snow condition map folder name': 'ESACCI-LC-L4-Snow-Cond-500m-MONTHLY-2000-2012-v2.4', 'used ESA CCI water bodies map file name': 'ESACCI-LC-L4-WB-Map-150m-P13Y-2000-v4.0.tif', 'used GRI file name': 'S2A_OPER_GRI_MSIL1B_MPC__20160521T184422_S20151114T103133,S2A_OPER_GRI_MSIL1B_MPC__20160531T210152_S20160512T102954,S2A_OPER_GRI_MSIL1B_MPC__20160907T095549_S20160422T103554,S2A_OPER_GRI_MSIL1B_MPC__20161018T120000_S20150826T102633', 'used IERS file name': 'S2__OPER_AUX_UT1UTC_PDMC_20251002T000000_V20251003T000000_20261002T000000', 'used LibRadTran Look-Up Tables list': 'None', 'used snow climatology map file name': 'GlobalSnowMap.tiff'}, 'organisation': 'ESA', 'output': 'S2MSIL2A_etc', 'processor': 'Sentinel-2 IPF', 'type': 'Level-2A Product', 'version': '???'}], 'horizontal_CRS_code': 'EPSG:32632', 'horizontal_CRS_name': 'WGS84 / UTM zone 32N', 'mean_sensing_time': '2025-10-07T10:28:08.979163Z', 'mean_sun_azimuth_angle_in_deg_for_all_bands_all_detectors': 168.692301239006, 'mean_sun_zenith_angle_in_deg_for_all_bands_all_detectors': 51.8448360939947, 'mean_value_of_aerosol_optical_thickness': 0.07249, 'mean_value_of_total_water_vapour_content': 1.399746, 'meteo': {'source': 'ECMWF', 'type': 'FORECAST'}, 'multispectral_registration_assessment': 'N/A', 'onboard_compression_flag': 'true', 'onboard_equalization_flag': 'null', 'optical_crosstalk_correction_flag': 'null', 'ozone_source': 'AUX_ECMWFT', 'ozone_value': 271.977438, 'percentage_of_degraded_MSI_data': 0.0, 'planimetric_stability_assessment_from_AOCS': '\\n ', 'product_quality_status': 'PASSED,PASSED,PASSED,PASSED,PASSED,PASSED', 'reflectance_correction_factor_from_the_Sun-Earth_distance_variation_computed_using_the_acquisition_date': 0.999621898333493, 'spectral_band_of_reference': 'N/A'}
                    stac_discovery :
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                  • AOT_retrieval_model :
                    SEN2COR_DDV
                    NUC_table_ID :
                    3
                    SWIR_rearrangement_flag :
                    null
                    UTM_zone_identification :
                    UTM zone 32N
                    band_description :
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0.99906011 1 0.99907734 0.99601604 0.9909083 0.98479854 0.97802142 0.97030114 0.96080954 0.94849765 0.93314108 0.91482336 0.8937997 0.86825426 0.83023193 0.76384193 0.65440009 0.50671604 0.35014737 0.21799972 0.12643091 0.06768988 0.0322709 0.013544 0.00544557 0.00237642 0.00111267 0.00053796 0.0003457 0.00017488 0.00021619 0.00019479 0.00010421 5.919e-05 5.109e-05 6.115e-05 5.527e-05 3.856e-05 3.147e-05 0.00012289 0.0001089 2.502e-05', 'units': 'nm', 'wavelength_max': 1412.0, 'wavelength_min': 1337.0}, '11': {'bandwidth': '90.0', 'central_wavelength': 1613.7, 'onboard_compression_rate': 2.4, 'onboard_integration_time': 1.4035684, 'physical_gain': 35.19950849, 'spectral_response_step': 1, 'spectral_response_values': '6.79e-06 6.66e-06 8e-06 2.734e-05 3.685e-05 8.851e-05 0.00014522 0.00024812 0.00047627 0.00056335 0.00065326 0.00089835 0.00114664 0.00165604 0.00241611 0.00350246 0.00524274 0.0081538 0.01237062 0.0186097 0.02721853 0.03879155 0.05379167 0.07353187 0.09932758 0.1334178 0.18029249 0.24484994 0.32834511 0.42749961 0.53576798 0.64570396 0.74245998 0.81447017 0.85866596 0.87924777 0.88665266 0.888727 0.89105732 0.89725046 0.90632982 0.91627527 0.9263751 0.93515828 0.94226446 0.94739906 0.95131987 0.95416808 0.95635128 0.95813297 0.96062738 0.96344083 0.96577764 0.96818134 0.97104025 0.97343195 0.97597444 0.97865413 0.97994672 0.98064126 0.98094979 0.98143338 0.98123856 0.98068083 0.98033995 0.98101894 0.98268503 0.98507875 0.98777658 0.9903608 0.99202087 0.9933069 0.99256744 0.99044883 0.98717314 0.98353656 0.9800432 0.97617287 0.97253451 0.96977033 0.96762556 0.9662626 0.96572411 0.96592079 0.96729798 0.96975438 0.97337748 0.97862858 0.98345358 0.98765317 0.9919238 0.99554959 0.99767411 0.99866451 0.99941783 0.99930984 0.99885298 0.99913515 0.99973164 0.99973592 1 0.9998438 0.9967639 0.99175576 0.9859206 0.97887302 0.97029262 0.96135891 0.95379752 0.94709017 0.94228614 0.93919512 0.93616637 0.92889205 0.9129921 0.88158383 0.82602164 0.74412949 0.64281662 0.53483955 0.42772166 0.32439525 0.23488131 0.16445229 0.11056237 0.07271886 0.04634859 0.02949618 0.01941871 0.0133487 0.00934594 0.00654231 0.00487921 0.00341903 0.00249864 0.00196431 0.00142754 0.00105878 0.00049978 0.00022833 0.00015999 3.415e-05 4.517e-05 1.313e-05', 'units': 'nm', 'wavelength_max': 1682.0, 'wavelength_min': 1539.0}, '12': {'bandwidth': '180.0', 'central_wavelength': 2202.4, 'onboard_compression_rate': 2.4, 'onboard_integration_time': 1.5003662, 'physical_gain': 105.95356105, 'spectral_response_step': 1, 'spectral_response_values': '0.00063835 0.00102286 0.00288712 0.00399879 0.00658916 0.00765458 0.00799918 0.00853524 0.00929493 0.00999614 0.01096645 0.01208363 0.01335837 0.01501119 0.01711931 0.01977307 0.02332743 0.02765779 0.03320435 0.04020464 0.04886709 0.0596238 0.07315348 0.09050885 0.11143964 0.13686671 0.16776886 0.20341457 0.24281992 0.28484195 0.32711894 0.36834301 0.40794043 0.4447145 0.47647207 0.50303896 0.52524762 0.54328057 0.55717994 0.5685619 0.57895708 0.58860881 0.59881758 0.60990899 0.62128986 0.63421311 0.64847648 0.66363778 0.67997936 0.69609688 0.71189957 0.7269499 0.74124079 0.75734734 0.77201504 0.78552587 0.79818641 0.80962939 0.81965718 0.82855741 0.83668178 0.84440292 0.85106862 0.85321701 0.85471321 0.8561428 0.85778963 0.8594989 0.86142876 0.86322831 0.86511218 0.8672932 0.86967076 0.87427502 0.87856212 0.88241466 0.88590611 0.8894516 0.89320419 0.8966738 0.89987484 0.90257636 0.90481219 0.90550545 0.90564491 0.90548208 0.90513822 0.90476379 0.90406427 0.90332978 0.90274309 0.90235795 0.90196488 0.90340528 0.90429478 0.90529761 0.90642862 0.90807348 0.91010493 0.91293181 0.91556686 0.91842631 0.92128288 0.92431702 0.92719913 0.92972159 0.93190455 0.93412538 0.93588954 0.93707083 0.93762594 0.93828534 0.93763643 0.94042634 0.94250397 0.94324531 0.94301861 0.94210283 0.94061808 0.93841726 0.93665003 0.93524569 0.93301102 0.92686708 0.92104485 0.91547175 0.91100989 0.90828339 0.9072733 0.90817907 0.91115631 0.91617845 0.92284525 0.92059829 0.91947472 0.91947973 0.92126575 0.92451632 0.92772589 0.93196884 0.93676408 0.94147739 0.94679545 0.95119533 0.95443018 0.95704142 0.95972628 0.9625372 0.96485326 0.96603599 0.96664138 0.96630455 0.96545713 0.96484036 0.96365512 0.96169531 0.95944859 0.95732078 0.95513625 0.95355574 0.95273072 0.95217795 0.95172542 0.9521403 0.95263595 0.95405248 0.95707559 0.96063594 0.96421772 0.96830187 0.97268597 0.97741944 0.98289489 0.9871429 0.99073348 0.99398244 0.99678431 0.99875181 1 0.9999284 0.9991523 0.99712951 0.99388228 0.98968273 0.98373274 0.97621057 0.96780985 0.95833495 0.94842856 0.93818752 0.9277078 0.91702104 0.90597951 0.89384371 0.88165575 0.86861704 0.85460324 0.84058628 0.82598123 0.80948042 0.79182917 0.7724052 0.74907137 0.72031195 0.68815487 0.65125598 0.6100244 0.56600904 0.52095058 0.47464344 0.42924778 0.38584718 0.34208462 0.30067509 0.26317221 0.22770037 0.19571781 0.16808736 0.14467686 0.12482737 0.10823403 0.09439655 0.08235799 0.07149445 0.0626855 0.05498009 0.04818852 0.04285814 0.03859244 0.03494044 0.03199172 0.02958044 0.02741084 0.02556884 0.02395058 0.02166741 0.0191457 0.01632139 0.0109837 0.00736032 0.00649061 0.00469736 0.00205874', 'units': 'nm', 'wavelength_max': 2320.0, 'wavelength_min': 2078.0}, '8A': {'bandwidth': '20.0', 'central_wavelength': 864.7, 'onboard_compression_rate': 2.655, 'onboard_integration_time': 2.5586717, 'physical_gain': 5.13740108, 'spectral_response_step': 1, 'spectral_response_values': '0.00030097 0 0 0 0 0 0 0 0 0 0.00157217 0.00249886 0.01332037 0.02614866 0.05260479 0.10779709 0.22160755 0.39721628 0.60986885 0.81658883 0.9322445 0.97210033 0.97545482 0.97538048 0.97328205 0.97607828 0.98034955 0.98690928 0.99087465 0.99741818 0.99984673 0.99939141 0.99587928 0.99541228 1 0.99640762 0.92359433 0.74137684 0.48965971 0.25020643 0.11221246 0.04755984 0.02297815 0.01061438 0.00108149', 'units': 'nm', 'wavelength_max': 881.0, 'wavelength_min': 837.0}}
                    declared_accuracy_of_AOT_model :
                    0.0
                    declared_accuracy_of_radiative_transfer_model :
                    0.0
                    declared_accuracy_of_water_vapour_model :
                    0.0
                    electronic_crosstalk_correction_flag :
                    null
                    eopf_category :
                    eoproduct
                    geometric_refinement :
                    {'mean_value_of_residual_displacements_at_all_tie_points_after_refinement_m': {'x_mean': 'null', 'y_mean': 'null'}, 'spacecraft_rotation': {'X': {'coefficients': 'null', 'degree': 'null'}, 'Y': {'coefficients': 'null', 'degree': 'null'}, 'Z': {'coefficients': 'null', 'degree': 'null'}}, 'standard_deviation_of_residual_displacements_at_all_tie_points_after_refinement_m': {'x_stdv': 'null', 'y_stdv': 'null'}}
                    horizontal_CRS_code :
                    EPSG:32632
                    horizontal_CRS_name :
                    WGS84 / UTM zone 32N
                    mean_sun_azimuth_angle_in_deg_for_all_bands_all_detectors :
                    159.362562100417
                    mean_sun_zenith_angle_in_deg_for_all_bands_all_detectors :
                    58.2556982282015
                    mean_value_of_aerosol_optical_thickness :
                    0.179455
                    mean_value_of_total_water_vapour_content :
                    0.833531
                    onboard_compression_flag :
                    true
                    onboard_equalization_flag :
                    null
                    optical_crosstalk_correction_flag :
                    null
                    ozone_source :
                    AUX_ECMWFT
                    ozone_value :
                    344.16326
                    product_quality_status :
                    ['PASSED', 'PASSED', 'PASSED', 'PASSED', 'PASSED', 'PASSED']
                    reflectance_correction_factor_from_the_Sun_Earth_distance_variation_computed_using_the_acquisition_date :
                    1.02435695507551
                    • " ], "text/plain": [ - " Size: 276MB\n", - "Dimensions: (time: 12, y: 1133, x: 813)\n", + " Size: 14GB\n", + "Dimensions: (x: 10980, y: 10980)\n", "Coordinates:\n", - " * time (time) datetime64[ns] 96B 2025-10-07T10:18:09.024000 ... 202...\n", + " * x (x) float32 44kB 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05\n", + " * y (y) float32 44kB 5.1e+06 5.1e+06 5.1e+06 ... 4.99e+06 4.99e+06\n", " spatial_ref int64 8B ...\n", - " * x (x) float64 7kB 6.716e+05 6.716e+05 ... 6.797e+05 6.797e+05\n", - " * y (y) float64 9kB 5.052e+06 5.052e+06 ... 5.041e+06 5.041e+06\n", - "Data variables:\n", - " b02 (time, y, x) float64 88MB dask.array\n", - " b03 (time, y, x) float64 88MB dask.array\n", - " b04 (time, y, x) float64 88MB dask.array\n", - " scl (time, y, x) uint8 11MB dask.array\n", - "Attributes: (4)" + "Data variables: (12/15)\n", + " b02 (y, x) float64 964MB ...\n", + " b03 (y, x) float64 964MB ...\n", + " b04 (y, x) float64 964MB ...\n", + " b08 (y, x) float64 964MB ...\n", + " b01 (y, x) float64 964MB ...\n", + " b05 (y, x) float64 964MB ...\n", + " ... ...\n", + " b12 (y, x) float64 964MB ...\n", + " b8a (y, x) float64 964MB ...\n", + " cld (y, x) float32 482MB ...\n", + " snw (y, x) float32 482MB ...\n", + " scl (y, x) float64 964MB ...\n", + " b09 (y, x) float64 964MB ...\n", + "Attributes: (24)" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], + "source": [ + "ds = xr.open_dataset(zarr_url, engine=\"eopf-zarr\")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "8c258584", + "metadata": {}, + "source": [ + "(open_xcube_eopf_basic_S2_L2A)=\n", + "## Open multiple products with `xcube-eopf`\n", + "\n", + "This step will combine all the products into a datacube.\n", + "For the package documentation please visit https://eopf-sample-service.github.io/xcube-eopf/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60d425bc", + "metadata": {}, + "outputs": [], "source": [ "from xcube.core.store import new_data_store\n", "\n", @@ -15314,7 +12960,7 @@ "bbox = [11.2, 45.5, 11.3, 45.6]\n", "\n", "# Look for all products starting from the first date until the present\n", - "temporal_extent = [\"2025-10-01\", None]\n", + "temporal_extent = [str(date.today() - timedelta(days=30)), None]\n", "\n", "store = new_data_store(\"eopf-zarr\")\n", "ds = store.open_data(\n", @@ -15324,7 +12970,7 @@ " time_range=temporal_extent,\n", " crs=\"native\",\n", " variables=[\"b02\", \"b03\", \"b04\", \"scl\"],\n", - " query={\"eo:cloud_cover\": {\"lt\": 20}},\n", + " query={\"eo:cloud_cover\": {\"lt\": 60}},\n", ")\n", "ds" ] @@ -15340,7 +12986,7 @@ ], "metadata": { "kernelspec": { - "display_name": "eopf-zarr", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -15354,7 +13000,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.12.12" } }, "nbformat": 4, diff --git a/notebooks/Sentinel-3/Sentinel-3_OLCI_L1_EFR_data_access.ipynb b/notebooks/Sentinel-3/Sentinel-3_OLCI_L1_EFR_data_access.ipynb index 59c5358..3aca3c4 100644 --- a/notebooks/Sentinel-3/Sentinel-3_OLCI_L1_EFR_data_access.ipynb +++ b/notebooks/Sentinel-3/Sentinel-3_OLCI_L1_EFR_data_access.ipynb @@ -75,24 +75,25 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "1e5998cb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pystac_client\n", - "from datetime import datetime, timedelta\n", + "import datetime\n", + "from datetime import timedelta\n", "from xcube.core.store import new_data_store\n", "import xarray as xr\n", "\n", @@ -101,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "a008357b", "metadata": {}, "outputs": [ @@ -110,7 +111,7 @@ "output_type": "stream", "text": [ "Discovering Sentinel-3 OLCI L1 EFR products from STAC catalog...\n", - "Found 44 Sentinel-3 OLCI L1 EFR products\n" + "Found 25 Sentinel-3 OLCI L1 EFR products\n" ] } ], @@ -121,8 +122,10 @@ "# Define area of interest\n", "bbox = [11.2, 45.5, 11.3, 45.6]\n", "\n", - "# Look for all products starting from the first date until the present\n", - "temporal_extent = [\"2025-12-01\", None]\n", + "# Temporal extent: today - 10 days to today\n", + "today = datetime.datetime.now(datetime.UTC).date()\n", + "start_date = today - timedelta(days=10)\n", + "temporal_extent = [str(start_date), str(today)]\n", "\n", "print(\"Discovering Sentinel-3 OLCI L1 EFR products from STAC catalog...\")\n", "s3_items = list(\n", @@ -148,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "7cd64e82", "metadata": {}, "outputs": [ @@ -529,7 +532,7 @@ "Dimensions: ()\n", "Data variables:\n", " *empty*\n", - "Attributes: (3)
                    \n", "\n", "\n", "\n", @@ -3190,7 +3193,7 @@ " fill: currentColor;\n", "}\n", "
                    <xarray.DatasetView> Size: 4GB\n",
-       "Dimensions:        (rows: 4090, columns: 4865)\n",
+       "Dimensions:        (rows: 4091, columns: 4865)\n",
        "Coordinates:\n",
        "    altitude       (rows, columns) int16 40MB ...\n",
        "    latitude       (rows, columns) float64 159MB ...\n",
@@ -3210,7 +3213,7 @@
        "    oa18_radiance  (rows, columns) float64 159MB ...\n",
        "    oa19_radiance  (rows, columns) float64 159MB ...\n",
        "    oa20_radiance  (rows, columns) float64 159MB ...\n",
-       "    oa21_radiance  (rows, columns) float64 159MB ...
                    • oa01_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 01', 'scale_factor': 0.013634907081723213, 'short_name': 'oa01_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 01
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa02_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 02', 'scale_factor': 0.011490973643958569, 'short_name': 'oa02_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 02
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa03_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 03', 'scale_factor': 0.012588496319949627, 'short_name': 'oa03_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 03
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa04_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 04', 'scale_factor': 0.011396283283829689, 'short_name': 'oa04_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 04
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa05_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 05', 'scale_factor': 0.012233924120664597, 'short_name': 'oa05_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 05
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa06_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 06', 'scale_factor': 0.010038239881396294, 'short_name': 'oa06_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 06
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa07_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 07', 'scale_factor': 0.01056649163365364, 'short_name': 'oa07_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 07
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa08_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 08', 'scale_factor': 0.008974685333669186, 'short_name': 'oa08_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 08
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa09_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 09', 'scale_factor': 0.009690877981483936, 'short_name': 'oa09_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 09
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa10_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 10', 'scale_factor': 0.008986380882561207, 'short_name': 'oa10_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 10
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa11_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 11', 'scale_factor': 0.008361034095287323, 'short_name': 'oa11_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 11
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa12_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 12', 'scale_factor': 0.007491027936339378, 'short_name': 'oa12_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 12
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa13_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 13', 'scale_factor': 0.007861301302909851, 'short_name': 'oa13_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 13
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa14_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 14', 'scale_factor': 0.007529641035944223, 'short_name': 'oa14_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 14
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa15_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 15', 'scale_factor': 0.00788309145718813, 'short_name': 'oa15_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 15
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa16_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 16', 'scale_factor': 0.007152478210628033, 'short_name': 'oa16_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 16
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa17_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 17', 'scale_factor': 0.006055756937712431, 'short_name': 'oa17_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 17
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa18_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 18', 'scale_factor': 0.0060341269709169865, 'short_name': 'oa18_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 18
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa19_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 19', 'scale_factor': 0.0055409627966582775, 'short_name': 'oa19_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 19
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa20_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 20', 'scale_factor': 0.005095385946333408, 'short_name': 'oa20_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 20
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • oa21_radiance
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'radiance in removed pixels for OLCI acquisition band 21', 'scale_factor': 0.004291551187634468, 'short_name': 'oa21_radiance_orphans', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      radiance in removed pixels for OLCI acquisition band 21
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [613650 values with dtype=float64]
                    • rows: 4091
                    • columns: 4865
                    • altitude
                      (rows, columns)
                      int16
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i2
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f4
                      fill_value :
                      -32768
                      long_name :
                      DEM corrected altitude
                      standard_name :
                      altitude
                      units :
                      m
                      valid_max :
                      9000
                      valid_min :
                      -1000
                      [19902715 values with dtype=int16]
                    • latitude
                      (rows, columns)
                      float64
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i4
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f8
                      fill_value :
                      -2147483648
                      long_name :
                      DEM corrected latitude
                      standard_name :
                      latitude
                      units :
                      degrees_north
                      valid_max :
                      90000000
                      valid_min :
                      -90000000
                      [19902715 values with dtype=float64]
                    • longitude
                      (rows, columns)
                      float64
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i4
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f8
                      fill_value :
                      -2147483648
                      long_name :
                      DEM corrected longitude
                      standard_name :
                      longitude
                      units :
                      degrees_east
                      valid_max :
                      180000000
                      valid_min :
                      -180000000
                      [19902715 values with dtype=float64]
                    • time_stamp
                      (rows)
                      datetime64[ns]
                      ...
                      dimensions :
                      ['rows']
                      dtype :
                      <M8[ns]
                      fill_value :
                      -1
                      long_name :
                      elapsed time since 01 Jan 2000 00:00:00 as time stamp for each row
                      standard_name :
                      time
                      [4091 values with dtype=datetime64[ns]]
                    • oa01_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 01', 'scale_factor': 0.013634907081723213, 'short_name': 'oa01_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 01
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa02_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 02', 'scale_factor': 0.011490973643958569, 'short_name': 'oa02_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 02
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa03_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 03', 'scale_factor': 0.012588496319949627, 'short_name': 'oa03_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 03
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa04_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 04', 'scale_factor': 0.011396283283829689, 'short_name': 'oa04_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 04
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa05_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 05', 'scale_factor': 0.012233924120664597, 'short_name': 'oa05_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 05
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa06_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 06', 'scale_factor': 0.010038239881396294, 'short_name': 'oa06_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 06
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa07_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 07', 'scale_factor': 0.01056649163365364, 'short_name': 'oa07_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 07
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa08_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 08', 'scale_factor': 0.008974685333669186, 'short_name': 'oa08_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 08
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa09_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 09', 'scale_factor': 0.009690877981483936, 'short_name': 'oa09_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 09
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa10_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 10', 'scale_factor': 0.008986380882561207, 'short_name': 'oa10_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 10
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa11_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 11', 'scale_factor': 0.008361034095287323, 'short_name': 'oa11_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 11
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa12_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 12', 'scale_factor': 0.007491027936339378, 'short_name': 'oa12_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 12
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa13_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 13', 'scale_factor': 0.007861301302909851, 'short_name': 'oa13_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 13
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa14_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 14', 'scale_factor': 0.007529641035944223, 'short_name': 'oa14_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 14
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa15_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 15', 'scale_factor': 0.00788309145718813, 'short_name': 'oa15_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 15
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa16_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 16', 'scale_factor': 0.007152478210628033, 'short_name': 'oa16_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 16
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa17_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 17', 'scale_factor': 0.006055756937712431, 'short_name': 'oa17_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 17
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa18_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 18', 'scale_factor': 0.0060341269709169865, 'short_name': 'oa18_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 18
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa19_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 19', 'scale_factor': 0.0055409627966582775, 'short_name': 'oa19_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 19
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa20_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 20', 'scale_factor': 0.005095385946333408, 'short_name': 'oa20_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 20
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • oa21_radiance
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': 0.0, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 65535, 'long_name': 'TOA radiance for OLCI acquisition band 21', 'scale_factor': 0.004291551187634468, 'short_name': 'oa21_radiance', 'standard_name': 'toa_upwelling_spectral_radiance', 'units': 'mW.m-2.sr-1.nm-1', 'valid_max': 65534, 'valid_min': 0}
                      dtype :
                      <u2
                      long_name :
                      TOA radiance for OLCI acquisition band 21
                      standard_name :
                      toa_upwelling_spectral_radiance
                      units :
                      mW.m-2.sr-1.nm-1
                      [19902715 values with dtype=float64]
                    • \n", "\n", "\n", "\n", @@ -3982,7 +3985,7 @@ " fill: currentColor;\n", "}\n", "
                    <xarray.DatasetView> Size: 4GB\n",
-       "Dimensions:            (rows: 4090, columns: 4865)\n",
+       "Dimensions:            (rows: 4091, columns: 4865)\n",
        "Coordinates:\n",
        "    altitude           (rows, columns) int16 40MB ...\n",
        "    latitude           (rows, columns) float64 159MB ...\n",
@@ -4002,7 +4005,7 @@
        "    oa19_radiance_unc  (rows, columns) float64 159MB ...\n",
        "    oa20_radiance_unc  (rows, columns) float64 159MB ...\n",
        "    oa21_radiance_unc  (rows, columns) float64 159MB ...\n",
-       "    quality_flags      (rows, columns) uint32 80MB ...
                    " + " 140, 141, 142, 143, 144, 145, 146, 147, 148, 149])
                    • oa01_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.19358299672603607, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 01', 'scale_factor': 0.0054720002226531506, 'short_name': 'oa01_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 01
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa02_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.21523700654506683, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 02', 'scale_factor': 0.005102999974042177, 'short_name': 'oa02_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 02
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa03_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.2714740037918091, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 03', 'scale_factor': 0.005386999808251858, 'short_name': 'oa03_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 03
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa04_radiance_unc
                      (dim_0, dim_1)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.30964401364326477, 'dimensions': ['dim_0', 'dim_1'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 04', 'scale_factor': 0.005243999883532524, 'short_name': 'oa04_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 04
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa05_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.3706839978694916, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 05', 'scale_factor': 0.005743000190705061, 'short_name': 'oa05_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 05
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa06_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.4443579912185669, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 06', 'scale_factor': 0.006068000104278326, 'short_name': 'oa06_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 06
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa07_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.5721830129623413, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 07', 'scale_factor': 0.00686699990183115, 'short_name': 'oa07_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 07
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa08_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6707040071487427, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 08', 'scale_factor': 0.007137000095099211, 'short_name': 'oa08_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 08
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa09_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6211689710617065, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 09', 'scale_factor': 0.006550000049173832, 'short_name': 'oa09_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 09
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa10_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6792640089988708, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 10', 'scale_factor': 0.006779999937862158, 'short_name': 'oa10_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 10
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa11_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7377849817276001, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 11', 'scale_factor': 0.007145000156015158, 'short_name': 'oa11_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 11
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa12_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7818710207939148, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 12', 'scale_factor': 0.006775000132620335, 'short_name': 'oa12_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 12
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa13_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7220579981803894, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 13', 'scale_factor': 0.005898999981582165, 'short_name': 'oa13_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 13
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa14_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6917920112609863, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 14', 'scale_factor': 0.006147999782115221, 'short_name': 'oa14_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 14
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa15_radiance_unc
                      (dim_0, dim_1)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7225130200386047, 'dimensions': ['dim_0', 'dim_1'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 15', 'scale_factor': 0.006641000043600798, 'short_name': 'oa15_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 15
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa16_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9848459959030151, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 16', 'scale_factor': 0.008098999969661236, 'short_name': 'oa16_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 16
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa17_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9873489737510681, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 17', 'scale_factor': 0.008390000090003014, 'short_name': 'oa17_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 17
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa18_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7908260226249695, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 18', 'scale_factor': 0.007825000211596489, 'short_name': 'oa18_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 18
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa19_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.8344600200653076, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 19', 'scale_factor': 0.007402999792248011, 'short_name': 'oa19_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 19
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa20_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9243649840354919, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 20', 'scale_factor': 0.008166000247001648, 'short_name': 'oa20_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 20
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • oa21_radiance_unc
                      (rows, removed_pixels)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.5929380059242249, 'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 21', 'scale_factor': 0.0057830000296235085, 'short_name': 'oa21_radiance_unc_orphans', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for removed pixels for OLCI acquisition band 21
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [613650 values with dtype=float64]
                    • quality_flags
                      (rows, removed_pixels)
                      uint32
                      ...
                      _eopf_attrs :
                      {'coordinates': ['removed_pixels', 'latitude', 'longitude', 'altitude'], 'dimensions': ['rows', 'removed_pixels'], 'dtype': '<u4', 'eopf_is_masked': True, 'flag_masks': [2147483648, 1073741824, 536870912, 268435456, 134217728, 67108864, 33554432, 16777216, 8388608, 4194304, 2097152, 1048576, 524288], 'flag_meanings': 'land coastline fresh_inland_water tidal_region bright straylight_risk invalid cosmetic duplicated sun-glint_risk dubious saturated partially_saturated', 'long_name': 'classification and quality flags for removed pixels', 'short_name': 'quality_flags_orphans'}
                      dtype :
                      <u4
                      flag_masks :
                      [2147483648, 1073741824, 536870912, 268435456, 134217728, 67108864, 33554432, 16777216, 8388608, 4194304, 2097152, 1048576, 524288]
                      flag_meanings :
                      land coastline fresh_inland_water tidal_region bright straylight_risk invalid cosmetic duplicated sun-glint_risk dubious saturated partially_saturated
                      long_name :
                      classification and quality flags for removed pixels
                      [613650 values with dtype=uint32]
                    • rows: 4091
                    • columns: 4865
                    • altitude
                      (rows, columns)
                      int16
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i2
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f4
                      fill_value :
                      -32768
                      long_name :
                      DEM corrected altitude
                      standard_name :
                      altitude
                      units :
                      m
                      valid_max :
                      9000
                      valid_min :
                      -1000
                      [19902715 values with dtype=int16]
                    • latitude
                      (rows, columns)
                      float64
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i4
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f8
                      fill_value :
                      -2147483648
                      long_name :
                      DEM corrected latitude
                      standard_name :
                      latitude
                      units :
                      degrees_north
                      valid_max :
                      90000000
                      valid_min :
                      -90000000
                      [19902715 values with dtype=float64]
                    • longitude
                      (rows, columns)
                      float64
                      ...
                      dimensions :
                      ['rows', 'columns']
                      dtype :
                      <i4
                      eopf_is_masked :
                      True
                      eopf_target_dtype :
                      <f8
                      fill_value :
                      -2147483648
                      long_name :
                      DEM corrected longitude
                      standard_name :
                      longitude
                      units :
                      degrees_east
                      valid_max :
                      180000000
                      valid_min :
                      -180000000
                      [19902715 values with dtype=float64]
                    • time_stamp
                      (rows)
                      datetime64[ns]
                      ...
                      dimensions :
                      ['rows']
                      dtype :
                      <M8[ns]
                      fill_value :
                      -1
                      long_name :
                      elapsed time since 01 Jan 2000 00:00:00 as time stamp for each row
                      standard_name :
                      time
                      [4091 values with dtype=datetime64[ns]]
                    • oa01_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.19358299672603607, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 01', 'scale_factor': 0.0054720002226531506, 'short_name': 'oa01_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 01
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa02_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.21523700654506683, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 02', 'scale_factor': 0.005102999974042177, 'short_name': 'oa02_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 02
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa03_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.2714740037918091, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 03', 'scale_factor': 0.005386999808251858, 'short_name': 'oa03_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 03
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa04_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.30964401364326477, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 04', 'scale_factor': 0.005243999883532524, 'short_name': 'oa04_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 04
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa05_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.3706839978694916, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 05', 'scale_factor': 0.005743000190705061, 'short_name': 'oa05_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 05
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa06_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.4443579912185669, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 06', 'scale_factor': 0.006068000104278326, 'short_name': 'oa06_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 06
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa07_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.5721830129623413, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 07', 'scale_factor': 0.00686699990183115, 'short_name': 'oa07_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 07
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa08_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6707040071487427, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 08', 'scale_factor': 0.007137000095099211, 'short_name': 'oa08_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 08
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa09_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6211689710617065, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 09', 'scale_factor': 0.006550000049173832, 'short_name': 'oa09_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 09
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa10_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6792640089988708, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 10', 'scale_factor': 0.006779999937862158, 'short_name': 'oa10_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 10
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa11_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7377849817276001, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 11', 'scale_factor': 0.007145000156015158, 'short_name': 'oa11_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 11
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa12_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7818710207939148, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 12', 'scale_factor': 0.006775000132620335, 'short_name': 'oa12_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 12
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa13_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7220579981803894, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 13', 'scale_factor': 0.005898999981582165, 'short_name': 'oa13_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 13
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa14_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.6917920112609863, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 14', 'scale_factor': 0.006147999782115221, 'short_name': 'oa14_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 14
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa15_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7225130200386047, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 15', 'scale_factor': 0.006641000043600798, 'short_name': 'oa15_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 15
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa16_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9848459959030151, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 16', 'scale_factor': 0.008098999969661236, 'short_name': 'oa16_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 16
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa17_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9873489737510681, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 17', 'scale_factor': 0.008390000090003014, 'short_name': 'oa17_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 17
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa18_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.7908260226249695, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 18', 'scale_factor': 0.007825000211596489, 'short_name': 'oa18_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 18
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa19_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.8344600200653076, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 19', 'scale_factor': 0.007402999792248011, 'short_name': 'oa19_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 19
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa20_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.9243649840354919, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 20', 'scale_factor': 0.008166000247001648, 'short_name': 'oa20_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 20
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • oa21_radiance_unc
                      (rows, columns)
                      float64
                      ...
                      _eopf_attrs :
                      {'add_offset': -0.5929380059242249, 'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': 255, 'long_name': 'log10 scaled radiometric uncertainty estimate for OLCI acquisition band 21', 'scale_factor': 0.0057830000296235085, 'short_name': 'oa21_radiance_unc', 'units': 'lg(re mW.m-2.sr-1.nm-1)', 'valid_max': 254, 'valid_min': 0}
                      dtype :
                      <u1
                      long_name :
                      log10 scaled radiometric uncertainty estimate for OLCI acquisition band 21
                      units :
                      lg(re mW.m-2.sr-1.nm-1)
                      [19902715 values with dtype=float64]
                    • quality_flags
                      (rows, columns)
                      uint32
                      ...
                      _eopf_attrs :
                      {'coordinates': ['latitude', 'longitude', 'altitude', 'time_stamp'], 'dimensions': ['rows', 'columns'], 'dtype': '<u4', 'eopf_is_masked': True, 'flag_masks': [2147483648, 1073741824, 536870912, 268435456, 134217728, 67108864, 33554432, 16777216, 8388608, 4194304, 2097152, 1048576, 524288], 'flag_meanings': 'land coastline fresh_inland_water tidal_region bright straylight_risk invalid cosmetic duplicated sun-glint_risk dubious saturated partially_saturated', 'long_name': 'classification and quality flags', 'short_name': 'quality_flags'}
                      dtype :
                      <u4
                      flag_masks :
                      [2147483648, 1073741824, 536870912, 268435456, 134217728, 67108864, 33554432, 16777216, 8388608, 4194304, 2097152, 1048576, 524288]
                      flag_meanings :
                      land coastline fresh_inland_water tidal_region bright straylight_risk invalid cosmetic duplicated sun-glint_risk dubious saturated partially_saturated
                      long_name :
                      classification and quality flags
                      [19902715 values with dtype=uint32]
                        • other_metadata :
                          {'absolute_pass_number': 81552, 'cycle_number': 117, 'data_information': {'accuracy_reference': '0', 'earth_sun_distance': 147989283755, 'measurement_accuracy': '2.000000', 'ocl_status': 'true', 'sampling': {'across_track_distance': 270, 'along_track_distance': 294, 'along_track_time': 44002, 'columns_per_tiepoint': 64, 'rows_per_tiepoint': 1}}, 'eopf_category': 'eoproduct', 'ephemeris': {'start': {'TAI': '2026-02-22T09:17:58.548068', 'UT1': '2026-02-22T09:17:21.614906', 'UTC': '2026-02-22T09:17:21.548068Z', 'position': {'x': -7053968.733, 'y': -1359147.858, 'z': 0.003}, 'velocity': {'x': -302.430939, 'y': 1612.529774, 'z': 7366.433832}}, 'stop': {'TAI': '2026-02-22T10:58:57.703178', 'UT1': '2026-02-22T10:58:20.770011', 'UTC': '2026-02-22T10:58:20.703178Z', 'position': {'x': -6959880.748, 'y': 1779359.921, 'z': -0.001}, 'velocity': {'x': 414.220053, 'y': 1587.553709, 'z': 7366.422572}}}, 'meteo': {'missing_time': 0, 'source': 'ECMWF', 'type': 'ANALYSIS'}, 'phase_identifier': 4, 'product_unit': {'alongtrack_coordinate': 2160, 'duration': 179, 'type': 'FRAME'}, 'relative_pass_number': 158}
                          processing_history :
                          {'Level-0 Product': [{'adfs': ['S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_TM_0_NAT__G_20260220T185355_20260220T203423_20260220T204323_6028______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_TM_0_NAT____20260220T185337_20260220T203405_20260220T204615_6028_117_056______ESA_O_AL_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-20T20:46:23.088603Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_TM_0_NAT__G_20260220T185355_20260220T203423_20260220T204323_6028______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_TM_0_NAT____20260220T185337_20260220T203405_20260220T204615_6028_117_056______ESA_O_AL_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-20T20:46:23.088603Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_TM_0_NAT__G_20260220T185355_20260220T203411_20260220T203600_6016______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_TM_0_NAT____20260220T185337_20260220T203353_20260220T204618_6016_117_056______ESA_O_AL_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-20T20:46:29.205460Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260217T000000_20260227T000000_20260220T064929___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_OL_0_CR___G_20260220T190526_20260220T195057_20260220T204326_2731______________SVL_O_NR_OPE.ISIP', 'S3B_TM_0_NAT____20260220T185337_20260220T203405_20260220T204615_6028_117_056______ESA_O_AL_002.SEN3', 'S3B_TM_0_NAT____20260220T185337_20260220T203405_20260220T204615_6028_117_056______ESA_O_AL_002.SEN3', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_OL_0_CR0____20260220T194954_20260220T195039_20260220T205100_0045_117_056______ESA_O_NR_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-20T20:51:08.191774Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_OL_0_EFR__G_20260222T094757_20260222T094957_20260222T113233_0120______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_OL_0_EFR____20260222T094741_20260222T094939_20260222T113352_0118_117_079______ESA_O_NR_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-22T11:34:00.999876Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_OL_0_EFR__G_20260222T094957_20260222T095157_20260222T113158_0120______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_OL_0_EFR____20260222T094939_20260222T095139_20260222T113357_0119_117_079______ESA_O_NR_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-22T11:34:05.962531Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_OL_0_EFR__G_20260222T095157_20260222T095357_20260222T113159_0120______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - i1r8 - Product Data Format Specification - Level 0'], 'outputs': ['S3B_OL_0_EFR____20260222T095139_20260222T095339_20260222T113407_0119_117_079______ESA_O_NR_002.SEN3'], 'processor': 'IPF-0', 'time': '2026-02-22T11:34:16.576915Z', 'version': '06.16'}, {'adfs': ['S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___FRO_AX_20260219T000000_20260301T000000_20260222T064733___________________EUM_O_AL_001.SEN3', 'S3B_AX___OSF_AX_20180425T191855_99991231T235959_20250724T075944___________________EUM_O_AL_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_OL_0_EFR__G_20260222T095357_20260222T095557_20260222T113159_0120______________SVL_O_NR_OPE.ISIP', 'S3IPF PDS 001 - 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                          stac_discovery :
                          {'assets': {'atmospheric_temperature_profile': {'href': '/conditions/meteorology/atmospheric_temperature_profile', 'title': 'atmospheric_temperature_profile'}, 'detector_index': {'href': '/conditions/image/detector_index', 'title': 'detector_index'}, 'detector_index_orphans': {'href': '/conditions/orphans/detector_index', 'title': 'detector_index_orphans'}, 'frame_offset': {'href': '/conditions/image/frame_offset', 'title': 'frame_offset'}, 'frame_offset_orphans': {'href': '/conditions/orphans/frame_offset', 'title': 'frame_offset_orphans'}, 'fwhm': {'href': '/conditions/instrument/fwhm', 'title': 'fwhm'}, 'horizontal_wind': {'href': '/conditions/meteorology/horizontal_wind', 'title': 'horizontal_wind'}, 'humidity': {'href': '/conditions/meteorology/humidity', 'title': 'humidity'}, 'lambda0': {'href': '/conditions/instrument/lambda0', 'title': 'lambda0'}, 'nb_removed_pixels': {'href': '/conditions/orphans/nb_removed_pixels', 'title': 'nb_removed_pixels'}, 'oa01_radiance': {'href': '/measurements/oa01_radiance', 'title': 'oa01_radiance'}, 'oa01_radiance_orphans': {'href': '/measurements/orphans/oa01_radiance', 'title': 'oa01_radiance_orphans'}, 'oa01_radiance_unc': {'href': '/quality/oa01_radiance_unc', 'title': 'oa01_radiance_unc'}, 'oa01_radiance_unc_orphans': {'href': '/quality/orphans/oa01_radiance_unc', 'title': 'oa01_radiance_unc_orphans'}, 'oa02_radiance': {'href': '/measurements/oa02_radiance', 'title': 'oa02_radiance'}, 'oa02_radiance_orphans': {'href': '/measurements/orphans/oa02_radiance', 'title': 'oa02_radiance_orphans'}, 'oa02_radiance_unc': {'href': '/quality/oa02_radiance_unc', 'title': 'oa02_radiance_unc'}, 'oa02_radiance_unc_orphans': {'href': '/quality/orphans/oa02_radiance_unc', 'title': 'oa02_radiance_unc_orphans'}, 'oa03_radiance': {'href': '/measurements/oa03_radiance', 'title': 'oa03_radiance'}, 'oa03_radiance_orphans': {'href': '/measurements/orphans/oa03_radiance', 'title': 'oa03_radiance_orphans'}, 'oa03_radiance_unc': {'href': '/quality/oa03_radiance_unc', 'title': 'oa03_radiance_unc'}, 'oa03_radiance_unc_orphans': {'href': '/quality/orphans/oa03_radiance_unc', 'title': 'oa03_radiance_unc_orphans'}, 'oa04_radiance': {'href': '/measurements/oa04_radiance', 'title': 'oa04_radiance'}, 'oa04_radiance_orphans': {'href': '/measurements/orphans/oa04_radiance', 'title': 'oa04_radiance_orphans'}, 'oa04_radiance_unc': {'href': '/quality/oa04_radiance_unc', 'title': 'oa04_radiance_unc'}, 'oa04_radiance_unc_orphans': {'href': '/quality/orphans/oa04_radiance_unc', 'title': 'oa04_radiance_unc_orphans'}, 'oa05_radiance': {'href': '/measurements/oa05_radiance', 'title': 'oa05_radiance'}, 'oa05_radiance_orphans': {'href': '/measurements/orphans/oa05_radiance', 'title': 'oa05_radiance_orphans'}, 'oa05_radiance_unc': {'href': '/quality/oa05_radiance_unc', 'title': 'oa05_radiance_unc'}, 'oa05_radiance_unc_orphans': {'href': '/quality/orphans/oa05_radiance_unc', 'title': 'oa05_radiance_unc_orphans'}, 'oa06_radiance': {'href': '/measurements/oa06_radiance', 'title': 'oa06_radiance'}, 'oa06_radiance_orphans': {'href': '/measurements/orphans/oa06_radiance', 'title': 'oa06_radiance_orphans'}, 'oa06_radiance_unc': {'href': '/quality/oa06_radiance_unc', 'title': 'oa06_radiance_unc'}, 'oa06_radiance_unc_orphans': {'href': '/quality/orphans/oa06_radiance_unc', 'title': 'oa06_radiance_unc_orphans'}, 'oa07_radiance': {'href': '/measurements/oa07_radiance', 'title': 'oa07_radiance'}, 'oa07_radiance_orphans': {'href': '/measurements/orphans/oa07_radiance', 'title': 'oa07_radiance_orphans'}, 'oa07_radiance_unc': {'href': '/quality/oa07_radiance_unc', 'title': 'oa07_radiance_unc'}, 'oa07_radiance_unc_orphans': {'href': '/quality/orphans/oa07_radiance_unc', 'title': 'oa07_radiance_unc_orphans'}, 'oa08_radiance': {'href': '/measurements/oa08_radiance', 'title': 'oa08_radiance'}, 'oa08_radiance_orphans': {'href': '/measurements/orphans/oa08_radiance', 'title': 'oa08_radiance_orphans'}, 'oa08_radiance_unc': {'href': '/quality/oa08_radiance_unc', 'title': 'oa08_radiance_unc'}, 'oa08_radiance_unc_orphans': {'href': '/quality/orphans/oa08_radiance_unc', 'title': 'oa08_radiance_unc_orphans'}, 'oa09_radiance': {'href': '/measurements/oa09_radiance', 'title': 'oa09_radiance'}, 'oa09_radiance_orphans': {'href': '/measurements/orphans/oa09_radiance', 'title': 'oa09_radiance_orphans'}, 'oa09_radiance_unc': {'href': '/quality/oa09_radiance_unc', 'title': 'oa09_radiance_unc'}, 'oa09_radiance_unc_orphans': {'href': '/quality/orphans/oa09_radiance_unc', 'title': 'oa09_radiance_unc_orphans'}, 'oa10_radiance': {'href': '/measurements/oa10_radiance', 'title': 'oa10_radiance'}, 'oa10_radiance_orphans': {'href': '/measurements/orphans/oa10_radiance', 'title': 'oa10_radiance_orphans'}, 'oa10_radiance_unc': {'href': '/quality/oa10_radiance_unc', 'title': 'oa10_radiance_unc'}, 'oa10_radiance_unc_orphans': {'href': '/quality/orphans/oa10_radiance_unc', 'title': 'oa10_radiance_unc_orphans'}, 'oa11_radiance': {'href': '/measurements/oa11_radiance', 'title': 'oa11_radiance'}, 'oa11_radiance_orphans': {'href': '/measurements/orphans/oa11_radiance', 'title': 'oa11_radiance_orphans'}, 'oa11_radiance_unc': {'href': '/quality/oa11_radiance_unc', 'title': 'oa11_radiance_unc'}, 'oa11_radiance_unc_orphans': {'href': '/quality/orphans/oa11_radiance_unc', 'title': 'oa11_radiance_unc_orphans'}, 'oa12_radiance': {'href': '/measurements/oa12_radiance', 'title': 'oa12_radiance'}, 'oa12_radiance_orphans': {'href': '/measurements/orphans/oa12_radiance', 'title': 'oa12_radiance_orphans'}, 'oa12_radiance_unc': {'href': '/quality/oa12_radiance_unc', 'title': 'oa12_radiance_unc'}, 'oa12_radiance_unc_orphans': {'href': '/quality/orphans/oa12_radiance_unc', 'title': 'oa12_radiance_unc_orphans'}, 'oa13_radiance': {'href': '/measurements/oa13_radiance', 'title': 'oa13_radiance'}, 'oa13_radiance_orphans': {'href': '/measurements/orphans/oa13_radiance', 'title': 'oa13_radiance_orphans'}, 'oa13_radiance_unc': {'href': '/quality/oa13_radiance_unc', 'title': 'oa13_radiance_unc'}, 'oa13_radiance_unc_orphans': {'href': '/quality/orphans/oa13_radiance_unc', 'title': 'oa13_radiance_unc_orphans'}, 'oa14_radiance': {'href': '/measurements/oa14_radiance', 'title': 'oa14_radiance'}, 'oa14_radiance_orphans': {'href': '/measurements/orphans/oa14_radiance', 'title': 'oa14_radiance_orphans'}, 'oa14_radiance_unc': {'href': '/quality/oa14_radiance_unc', 'title': 'oa14_radiance_unc'}, 'oa14_radiance_unc_orphans': {'href': '/quality/orphans/oa14_radiance_unc', 'title': 'oa14_radiance_unc_orphans'}, 'oa15_radiance': {'href': '/measurements/oa15_radiance', 'title': 'oa15_radiance'}, 'oa15_radiance_orphans': {'href': '/measurements/orphans/oa15_radiance', 'title': 'oa15_radiance_orphans'}, 'oa15_radiance_unc': {'href': '/quality/oa15_radiance_unc', 'title': 'oa15_radiance_unc'}, 'oa15_radiance_unc_orphans': {'href': '/quality/orphans/oa15_radiance_unc', 'title': 'oa15_radiance_unc_orphans'}, 'oa16_radiance': {'href': '/measurements/oa16_radiance', 'title': 'oa16_radiance'}, 'oa16_radiance_orphans': {'href': '/measurements/orphans/oa16_radiance', 'title': 'oa16_radiance_orphans'}, 'oa16_radiance_unc': {'href': '/quality/oa16_radiance_unc', 'title': 'oa16_radiance_unc'}, 'oa16_radiance_unc_orphans': {'href': '/quality/orphans/oa16_radiance_unc', 'title': 'oa16_radiance_unc_orphans'}, 'oa17_radiance': {'href': '/measurements/oa17_radiance', 'title': 'oa17_radiance'}, 'oa17_radiance_orphans': {'href': '/measurements/orphans/oa17_radiance', 'title': 'oa17_radiance_orphans'}, 'oa17_radiance_unc': {'href': '/quality/oa17_radiance_unc', 'title': 'oa17_radiance_unc'}, 'oa17_radiance_unc_orphans': {'href': '/quality/orphans/oa17_radiance_unc', 'title': 'oa17_radiance_unc_orphans'}, 'oa18_radiance': {'href': '/measurements/oa18_radiance', 'title': 'oa18_radiance'}, 'oa18_radiance_orphans': {'href': '/measurements/orphans/oa18_radiance', 'title': 'oa18_radiance_orphans'}, 'oa18_radiance_unc': {'href': '/quality/oa18_radiance_unc', 'title': 'oa18_radiance_unc'}, 'oa18_radiance_unc_orphans': {'href': '/quality/orphans/oa18_radiance_unc', 'title': 'oa18_radiance_unc_orphans'}, 'oa19_radiance': {'href': '/measurements/oa19_radiance', 'title': 'oa19_radiance'}, 'oa19_radiance_orphans': {'href': '/measurements/orphans/oa19_radiance', 'title': 'oa19_radiance_orphans'}, 'oa19_radiance_unc': {'href': '/quality/oa19_radiance_unc', 'title': 'oa19_radiance_unc'}, 'oa19_radiance_unc_orphans': {'href': '/quality/orphans/oa19_radiance_unc', 'title': 'oa19_radiance_unc_orphans'}, 'oa20_radiance': {'href': '/measurements/oa20_radiance', 'title': 'oa20_radiance'}, 'oa20_radiance_orphans': {'href': '/measurements/orphans/oa20_radiance', 'title': 'oa20_radiance_orphans'}, 'oa20_radiance_unc': {'href': '/quality/oa20_radiance_unc', 'title': 'oa20_radiance_unc'}, 'oa20_radiance_unc_orphans': {'href': '/quality/orphans/oa20_radiance_unc', 'title': 'oa20_radiance_unc_orphans'}, 'oa21_radiance': {'href': '/measurements/oa21_radiance', 'title': 'oa21_radiance'}, 'oa21_radiance_orphans': {'href': '/measurements/orphans/oa21_radiance', 'title': 'oa21_radiance_orphans'}, 'oa21_radiance_unc': {'href': '/quality/oa21_radiance_unc', 'title': 'oa21_radiance_unc'}, 'oa21_radiance_unc_orphans': {'href': '/quality/orphans/oa21_radiance_unc', 'title': 'oa21_radiance_unc_orphans'}, 'oaa': {'href': '/conditions/geometry/oaa', 'title': 'oaa'}, 'oza': {'href': '/conditions/geometry/oza', 'title': 'oza'}, 'quality_flags': {'href': '/quality/quality_flags', 'title': 'quality_flags'}, 'quality_flags_orphans': {'href': '/quality/orphans/quality_flags', 'title': 'quality_flags_orphans'}, 'relative_spectral_covariance': {'href': '/conditions/instrument/relative_spectral_covariance', 'title': 'relative_spectral_covariance'}, 'saa': {'href': '/conditions/geometry/saa', 'title': 'saa'}, 'sea_level_pressure': {'href': '/conditions/meteorology/sea_level_pressure', 'title': 'sea_level_pressure'}, 'solar_flux': {'href': '/conditions/instrument/solar_flux', 'title': 'solar_flux'}, 'sza': {'href': '/conditions/geometry/sza', 'title': 'sza'}, 'sza_orphans': {'href': '/conditions/orphans/sza', 'title': 'sza_orphans'}, 'total_columnar_water_vapour': {'href': '/conditions/meteorology/total_columnar_water_vapour', 'title': 'total_columnar_water_vapour'}, 'total_ozone': {'href': '/conditions/meteorology/total_ozone', 'title': 'total_ozone'}}, 'bbox': [17.0866, 39.5577, -2.92069, 52.465], 'collection': 'OL__L1_.004.01.00', 'geometry': {'coordinates': [[[-2.92069, 41.9832], [-2.0777, 41.9066], [-1.26162, 41.8247], [-0.433136, 41.7354], [0.377701, 41.6421], [1.201, 41.5438], [2.00948, 41.4388], [2.82297, 41.3265], [3.6339, 41.2087], [4.43971, 41.0857], [5.24456, 40.9578], [6.04488, 40.8237], [6.84382, 40.6838], [7.63683, 40.5397], [8.42913, 40.3889], [9.21595, 40.2332], [9.99821, 40.0719], [10.7788, 39.9053], [11.5554, 39.7333], [12.3269, 39.5577], [13.3754, 42.1551], [14.5087, 44.7477], [15.739, 47.3297], [17.0866, 49.8971], [16.1738, 50.1017], [15.2579, 50.2993], [14.3335, 50.4896], [13.4005, 50.6732], [12.4621, 50.8486], [11.5151, 51.0167], [10.5609, 51.1763], [9.60168, 51.3288], [8.63906, 51.473], [7.66316, 51.6095], [6.68532, 51.7384], [5.70505, 51.8588], [4.71427, 51.972], [3.72219, 52.0759], [2.72374, 52.169], [1.72778, 52.2558], [0.72341, 52.3346], [-0.28966, 52.4052], [-1.30193, 52.465], [-1.69841, 49.8468], [-2.09965, 47.2248], [-2.50771, 44.6022], [-2.92069, 41.9832]]], 'type': 'Polygon'}, 'id': 'S03OLCEFR_20260222T095321_0180_B079_SD4B', 'links': [{'href': './.zattrs.json', 'rel': 'collection', 'type': 'application/json'}], 'properties': {'bands': [{'eo:center_wavelength': 0.4, 'eo:full_width_half_max': 0.015, 'name': 'oa01'}, {'eo:center_wavelength': 0.41250000000000003, 'eo:full_width_half_max': 0.01, 'name': 'oa02'}, {'eo:center_wavelength': 0.4425, 'eo:full_width_half_max': 0.01, 'name': 'oa03'}, {'eo:center_wavelength': 0.49, 'eo:common_name': 'blue', 'eo:full_width_half_max': 0.01, 'name': 'oa04'}, {'eo:center_wavelength': 0.51, 'eo:full_width_half_max': 0.01, 'name': 'oa05'}, {'eo:center_wavelength': 0.56, 'eo:common_name': 'green', 'eo:full_width_half_max': 0.01, 'name': 'oa06'}, {'eo:center_wavelength': 0.62, 'eo:common_name': 'yellow', 'eo:full_width_half_max': 0.01, 'name': 'oa07'}, {'eo:center_wavelength': 0.665, 'eo:full_width_half_max': 0.01, 'name': 'oa08'}, {'eo:center_wavelength': 0.67375, 'eo:full_width_half_max': 0.0075, 'name': 'oa09'}, {'eo:center_wavelength': 0.68125, 'eo:full_width_half_max': 0.0075, 'name': 'oa10'}, {'eo:center_wavelength': 0.70875, 'eo:full_width_half_max': 0.01, 'name': 'oa11'}, {'eo:center_wavelength': 0.75375, 'eo:full_width_half_max': 0.0075, 'name': 'oa12'}, {'eo:center_wavelength': 0.76125, 'eo:full_width_half_max': 0.0025, 'name': 'oa13'}, {'eo:center_wavelength': 0.764375, 'eo:full_width_half_max': 0.00375, 'name': 'oa14'}, {'eo:center_wavelength': 0.7675000000000001, 'eo:full_width_half_max': 0.0025, 'name': 'oa15'}, {'eo:center_wavelength': 0.77875, 'eo:full_width_half_max': 0.015, 'name': 'oa16'}, {'eo:center_wavelength': 0.865, 'eo:full_width_half_max': 0.02, 'name': 'oa17'}, {'eo:center_wavelength': 0.885, 'eo:full_width_half_max': 0.01, 'name': 'oa18'}, {'eo:center_wavelength': 0.9, 'eo:full_width_half_max': 0.01, 'name': 'oa19'}, {'eo:center_wavelength': 0.9400000000000001, 'eo:full_width_half_max': 0.02, 'name': 'oa20'}, {'eo:center_wavelength': 1.02, 'eo:full_width_half_max': 0.04, 'name': 'oa21'}], 'classification:classes': [{'count': 733439, 'name': 'invalid', 'percentage': 4.0}, {'count': 4091, 'name': 'cosmetic', 'percentage': 0.0}, {'count': 4497845, 'name': 'duplicated', 'percentage': 23.0}, {'count': 0, 'name': 'saturated', 'percentage': 0.0}, {'count': 0, 'name': 'dubious', 'percentage': 0.0}, {'name': 'saline_water', 'percentage': 23.0}, {'name': 'bright', 'percentage': 55.0}, {'name': 'coastal', 'percentage': 0.0}, {'name': 'fresh_water', 'percentage': 1.0}, {'name': 'tidal', 'percentage': 2.0}], 'constellation': 'sentinel-3', 'created': '2026-02-23T11:05:14Z', 'datetime': '2026-02-22T09:54:51.548068Z', 'end_datetime': '2026-02-22T09:56:21.548068Z', 'eopf:instrument_mode': 'Earth Observation', 'gsd': 270, 'instruments': ['olci'], 'mission': 'copernicus', 'platform': 'sentinel-3b', 'processing:facility': 'OPE', 'processing:level': 'L1', 'processing:lineage': 'systematic', 'processing:software': {'PUG': '03.50'}, 'processing:version': 'TODO', 'product:timeliness': 'P1M', 'product:timeliness_category': 'NT', 'product:type': 'S03OLCEFR', 'proj:shape': [{'columns': 4865, 'name': 'FR', 'rows': 4091}], 'providers': [{'name': 'Copernicus Ground Segment', 'roles': ['processor']}, {'name': 'ESA', 'roles': ['producer']}], 'sat:absolute_orbit': 40776, 'sat:orbit_state': 'descending', 'sat:platform_international_designator': '2018-039A', 'sat:relative_orbit': 79, 'start_datetime': '2026-02-22T09:53:21.548068Z'}, 'stac_extensions': ['https://stac-extensions.github.io/eopf/v1.2.0/schema.json', 'https://stac-extensions.github.io/classification/v2.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.1.0/schema.json', 'https://stac-extensions.github.io/sat/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/scientific/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.2.0/schema.json', 'https://stac-extensions.github.io/projection/v2.0.0/schema.json', 'https://stac-extensions.github.io/product/v0.1.0/schema.json'], 'stac_version': '1.1.0', 'type': 'Feature'}
                          • " ], "text/plain": [ "\n", @@ -4412,7 +4415,7 @@ "│ Attributes: (3)\n", "├── Group: /conditions\n", "│ ├── Group: /conditions/geometry\n", - "│ │ Dimensions: (rows: 4090, columns: 77)\n", + "│ │ Dimensions: (rows: 4091, columns: 77)\n", "│ │ Coordinates:\n", "│ │ latitude (rows, columns) float64 3MB ...\n", "│ │ longitude (rows, columns) float64 3MB ...\n", @@ -4423,7 +4426,7 @@ "│ │ saa (rows, columns) float64 3MB ...\n", "│ │ sza (rows, columns) float64 3MB ...\n", "│ ├── Group: /conditions/image\n", - "│ │ Dimensions: (rows: 4090, columns: 4865)\n", + "│ │ Dimensions: (rows: 4091, columns: 4865)\n", "│ │ Coordinates:\n", "│ │ altitude (rows, columns) int16 40MB ...\n", "│ │ latitude (rows, columns) float64 159MB ...\n", @@ -4444,7 +4447,7 @@ "│ │ relative_spectral_covariance (bands, bands2) float32 2kB ...\n", "│ │ solar_flux (bands, detectors) float32 311kB ...\n", "│ ├── Group: /conditions/meteorology\n", - "│ │ Dimensions: (pressure_level: 25, rows: 4090,\n", + "│ │ Dimensions: (pressure_level: 25, rows: 4091,\n", "│ │ columns: 77, wind_vector: 2)\n", "│ │ Coordinates:\n", "│ │ latitude (rows, columns) float64 3MB ...\n", @@ -4453,14 +4456,14 @@ "│ │ * wind_vector (wind_vector) int64 16B 0 1\n", "│ │ Dimensions without coordinates: rows, columns\n", "│ │ Data variables:\n", - "│ │ atmospheric_temperature_profile (pressure_level, rows, columns) float32 31MB ...\n", + "│ │ atmospheric_temperature_profile (pressure_level, rows, columns) float32 32MB ...\n", "│ │ horizontal_wind (wind_vector, rows, columns) float32 3MB ...\n", "│ │ humidity (rows, columns) float32 1MB ...\n", "│ │ sea_level_pressure (rows, columns) float32 1MB ...\n", "│ │ total_columnar_water_vapour (rows, columns) float32 1MB ...\n", "│ │ total_ozone (rows, columns) float32 1MB ...\n", "│ └── Group: /conditions/orphans\n", - "│ Dimensions: (rows: 4090, removed_pixels: 150)\n", + "│ Dimensions: (rows: 4091, removed_pixels: 150)\n", "│ Coordinates:\n", "│ altitude (rows, removed_pixels) int16 1MB ...\n", "│ latitude (rows, removed_pixels) float64 5MB ...\n", @@ -4473,7 +4476,7 @@ "│ nb_removed_pixels (rows) uint16 8kB ...\n", "│ sza (rows, removed_pixels) float64 5MB ...\n", "├── Group: /measurements\n", - "│ │ Dimensions: (rows: 4090, columns: 4865)\n", + "│ │ Dimensions: (rows: 4091, columns: 4865)\n", "│ │ Coordinates:\n", "│ │ altitude (rows, columns) int16 40MB ...\n", "│ │ latitude (rows, columns) float64 159MB ...\n", @@ -4495,7 +4498,7 @@ "│ │ oa20_radiance (rows, columns) float64 159MB ...\n", "│ │ oa21_radiance (rows, columns) float64 159MB ...\n", "│ └── Group: /measurements/orphans\n", - "│ Dimensions: (rows: 4090, removed_pixels: 150)\n", + "│ Dimensions: (rows: 4091, removed_pixels: 150)\n", "│ Coordinates:\n", "│ altitude (rows, removed_pixels) int16 1MB ...\n", "│ latitude (rows, removed_pixels) float64 5MB ...\n", @@ -4517,7 +4520,7 @@ "│ oa20_radiance (rows, removed_pixels) float64 5MB ...\n", "│ oa21_radiance (rows, removed_pixels) float64 5MB ...\n", "└── Group: /quality\n", - " │ Dimensions: (rows: 4090, columns: 4865)\n", + " │ Dimensions: (rows: 4091, columns: 4865)\n", " │ Coordinates:\n", " │ altitude (rows, columns) int16 40MB ...\n", " │ latitude (rows, columns) float64 159MB ...\n", @@ -4539,7 +4542,7 @@ " │ oa21_radiance_unc (rows, columns) float64 159MB ...\n", " │ quality_flags (rows, columns) uint32 80MB ...\n", " └── Group: /quality/orphans\n", - " Dimensions: (rows: 4090, removed_pixels: 150, dim_0: 4090, dim_1: 150)\n", + " Dimensions: (rows: 4091, removed_pixels: 150, dim_0: 4091, dim_1: 150)\n", " Coordinates:\n", " altitude (rows, removed_pixels) int16 1MB ...\n", " latitude (rows, removed_pixels) float64 5MB ...\n", @@ -4562,7 +4565,7 @@ " quality_flags (rows, removed_pixels) uint32 2MB ..." ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -4589,7 +4592,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "4fdc3c05", "metadata": {}, "outputs": [ @@ -4970,8 +4973,8 @@ "Dimensions: (lon: 5157, lat: 4791)\n", "Coordinates:\n", " spatial_ref int64 8B ...\n", - " * lon (lon) float64 41kB 9.24 9.244 9.248 ... 29.23 29.24 29.24\n", - " * lat (lat) float64 38kB 52.45 52.45 52.45 ... 39.55 39.55 39.54\n", + " * lon (lon) float64 41kB -2.92 -2.916 -2.912 ... 17.08 17.08 17.09\n", + " * lat (lat) float64 38kB 52.47 52.46 52.46 ... 39.56 39.56 39.56\n", "Data variables: (12/21)\n", " oa01_radiance (lat, lon) float64 198MB ...\n", " oa02_radiance (lat, lon) float64 198MB ...\n", @@ -4986,33 +4989,33 @@ " oa19_radiance (lat, lon) float64 198MB ...\n", " oa20_radiance (lat, lon) float64 198MB ...\n", " oa21_radiance (lat, lon) float64 198MB ...\n", - "Attributes: (9)
                        • absolute_pass_number :
                          81552
                          cycle_number :
                          117
                          data_information :
                          {'accuracy_reference': '0', 'earth_sun_distance': 147989283755, 'measurement_accuracy': '2.000000', 'ocl_status': 'true', 'sampling': {'across_track_distance': 270, 'along_track_distance': 294, 'along_track_time': 44002, 'columns_per_tiepoint': 64, 'rows_per_tiepoint': 1}}
                          eopf_category :
                          eoproduct
                          ephemeris :
                          {'start': {'TAI': '2026-02-22T09:17:58.548068', 'UT1': '2026-02-22T09:17:21.614906', 'UTC': '2026-02-22T09:17:21.548068Z', 'position': {'x': -7053968.733, 'y': -1359147.858, 'z': 0.003}, 'velocity': {'x': -302.430939, 'y': 1612.529774, 'z': 7366.433832}}, 'stop': {'TAI': '2026-02-22T10:58:57.703178', 'UT1': '2026-02-22T10:58:20.770011', 'UTC': '2026-02-22T10:58:20.703178Z', 'position': {'x': -6959880.748, 'y': 1779359.921, 'z': -0.001}, 'velocity': {'x': 414.220053, 'y': 1587.553709, 'z': 7366.422572}}}
                          meteo :
                          {'missing_time': 0, 'source': 'ECMWF', 'type': 'ANALYSIS'}
                          phase_identifier :
                          4
                          product_unit :
                          {'alongtrack_coordinate': 2160, 'duration': 179, 'type': 'FRAME'}
                          relative_pass_number :
                          158
                          • " ], "text/plain": [ " Size: 4GB\n", "Dimensions: (lon: 5157, lat: 4791)\n", "Coordinates:\n", " spatial_ref int64 8B ...\n", - " * lon (lon) float64 41kB 9.24 9.244 9.248 ... 29.23 29.24 29.24\n", - " * lat (lat) float64 38kB 52.45 52.45 52.45 ... 39.55 39.55 39.54\n", + " * lon (lon) float64 41kB -2.92 -2.916 -2.912 ... 17.08 17.08 17.09\n", + " * lat (lat) float64 38kB 52.47 52.46 52.46 ... 39.56 39.56 39.56\n", "Data variables: (12/21)\n", " oa01_radiance (lat, lon) float64 198MB ...\n", " oa02_radiance (lat, lon) float64 198MB ...\n", @@ -5030,7 +5033,7 @@ "Attributes: (9)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -5054,7 +5057,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "60d425bc", "metadata": {}, "outputs": [ @@ -5431,32 +5434,32 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
                          <xarray.Dataset> Size: 255kB\n",
-       "Dimensions:        (time: 11, lat: 38, lon: 38)\n",
+       "
                          <xarray.Dataset> Size: 232kB\n",
+       "Dimensions:        (time: 10, lat: 38, lon: 38)\n",
        "Coordinates:\n",
        "    spatial_ref    int64 8B 0\n",
        "  * lon            (lon) float64 304B 11.2 11.2 11.21 11.21 ... 11.3 11.3 11.3\n",
        "  * lat            (lat) float64 304B 45.6 45.6 45.6 45.59 ... 45.51 45.5 45.5\n",
-       "  * time           (time) datetime64[ns] 88B 2025-12-07T09:51:06.812310 ... 2...\n",
+       "  * time           (time) datetime64[ns] 80B 2026-02-22T09:54:51.548068 ... 2...\n",
        "Data variables:\n",
-       "    oa01_radiance  (time, lat, lon) float64 127kB dask.array<chunksize=(1, 38, 38), meta=np.ndarray>\n",
-       "    oa02_radiance  (time, lat, lon) float64 127kB dask.array<chunksize=(1, 38, 38), meta=np.ndarray>\n",
-       "Attributes: (13)
                          \n", "\n", "\n", "\n", @@ -2844,7 +2847,7 @@ "Data variables:\n", " detector (rows, columns) float32 7MB ...\n", " pixel (rows, columns) float32 7MB ...\n", - " scan (rows, columns) float32 7MB ...
                          \n", "\n", "\n", "\n", @@ -3602,7 +3605,7 @@ " oblique_last_scan_i (rows) float32 5kB ...\n", " oblique_maximal_ts_i (rows) datetime64[ns] 10kB ...\n", " oblique_minimal_ts_i (rows) datetime64[ns] 10kB ...\n", - " time_stamp_i (rows) datetime64[ns] 10kB ...
                              • \n", + " time_stamp_i (rows) datetime64[ns] 10kB ...
                                  • \n", "\n", "\n", "\n", @@ -3982,7 +3985,7 @@ " x (rows, columns) float64 14MB ...\n", " y (rows, columns) float64 14MB ...\n", "Data variables:\n", - " lst (rows, columns) float64 14MB ...
                                  \n", "\n", "\n", "\n", @@ -4747,7 +4750,7 @@ " lst_uncertainty_sf (rows, columns) float64 14MB ...\n", " lst_uncertainty_sys (rows, columns) float64 14MB ...\n", " lst_uncertainty_t (rows, columns) float64 14MB ...\n", - " pointing_in (rows, columns) uint8 2MB ...
                                  " + " pointing_orphan_in (rows, orphan_pixels) uint8 224kB ...
                                  • rows: 1200
                                  • columns: 1500
                                    • cloud_in
                                      (rows, columns)
                                      uint16
                                      ...
                                      _eopf_attrs :
                                      {'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'flag_masks': [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096, 8192, 16384, 32768], 'flag_meanings': 'visible 1.37_threshold 1.6_small_histogram 1.6_large_histogram 2.25_small_histogram 2.25_large_histogram 11_spatial_coherence gross_cloud thin_cirrus medium_high fog_low_stratus 11_12_view_difference 3.7_11_view_difference thermal_histogram spare spare', 'long_name': 'global cloud flag from various tests', 'short_name': 'cloud_in'}
                                      dtype :
                                      <u2
                                      flag_masks :
                                      [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096, 8192, 16384, 32768]
                                      flag_meanings :
                                      visible 1.37_threshold 1.6_small_histogram 1.6_large_histogram 2.25_small_histogram 2.25_large_histogram 11_spatial_coherence gross_cloud thin_cirrus medium_high fog_low_stratus 11_12_view_difference 3.7_11_view_difference thermal_histogram spare spare
                                      long_name :
                                      global cloud flag from various tests
                                      [1800000 values with dtype=uint16]
                                    • confidence_in
                                      (rows, columns)
                                      uint16
                                      ...
                                      _eopf_attrs :
                                      {'dimensions': ['rows', 'columns'], 'dtype': '<u2', 'flag_masks': [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096, 8192, 16384, 32768], 'flag_meanings': 'coastline ocean tidal land inland_water unfilled spare spare cosmetic duplicate day twilight sun_glint snow summary_cloud summary_pointing', 'long_name': 'global confidence flag from various tests', 'short_name': 'confidence_in'}
                                      dtype :
                                      <u2
                                      flag_masks :
                                      [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096, 8192, 16384, 32768]
                                      flag_meanings :
                                      coastline ocean tidal land inland_water unfilled spare spare cosmetic duplicate day twilight sun_glint snow summary_cloud summary_pointing
                                      long_name :
                                      global confidence flag from various tests
                                      [1800000 values with dtype=uint16]
                                    • exception
                                      (rows, columns)
                                      int16
                                      ...
                                      _eopf_attrs :
                                      {'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'flag_masks': [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024], 'flag_meanings': 'isp_absent pixel_absent not_decompressed no_signal saturation invalid_radiance no_parameters unfilled_pixel lst_underflow lst_overflow biome', 'long_name': 'gridded LST pixel exception flags', 'short_name': 'exception', 'standard_name': 'surface_temperature status_flags'}
                                      dtype :
                                      <i2
                                      flag_masks :
                                      [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024]
                                      flag_meanings :
                                      isp_absent pixel_absent not_decompressed no_signal saturation invalid_radiance no_parameters unfilled_pixel lst_underflow lst_overflow biome
                                      long_name :
                                      gridded LST pixel exception flags
                                      standard_name :
                                      surface_temperature status_flags
                                      [1800000 values with dtype=int16]
                                    • lst_uncertainty
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded land surface temperature estimated total uncertainty', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded land surface temperature estimated total uncertainty
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_atm
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded locally correlated LST uncertainties due to atmospheric fit', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_atm', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded locally correlated LST uncertainties due to atmospheric fit
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_geo
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded locally correlated LST uncertainties due to geolocation', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_geo', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded locally correlated LST uncertainties due to geolocation
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_random
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded uncorrelated LST uncertainties from on-board calibration', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_random', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded uncorrelated LST uncertainties from on-board calibration
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_sf
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded locally correlated LST uncertainties due to fractional vegetation', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_sf', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded locally correlated LST uncertainties due to fractional vegetation
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_sys
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded large systematic LST uncertainties', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_sys', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded large systematic LST uncertainties
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • lst_uncertainty_t
                                      (rows, columns)
                                      float64
                                      ...
                                      _eopf_attrs :
                                      {'add_offset': 0.0, 'dimensions': ['rows', 'columns'], 'dtype': '<i2', 'eopf_is_masked': True, 'eopf_target_dtype': '<f4', 'fill_value': -32768, 'long_name': 'gridded locally correlated LST uncertainties from pre-launch calibration', 'scale_factor': 0.0020000000949949026, 'short_name': 'lst_uncertainty_t', 'standard_name': 'surface_temperature_standard_error', 'units': 'K', 'valid_max': 4000, 'valid_min': 0}
                                      dtype :
                                      <i2
                                      long_name :
                                      gridded locally correlated LST uncertainties from pre-launch calibration
                                      standard_name :
                                      surface_temperature_standard_error
                                      units :
                                      K
                                      [1800000 values with dtype=float64]
                                    • pointing_in
                                      (rows, columns)
                                      uint8
                                      ...
                                      _eopf_attrs :
                                      {'dimensions': ['rows', 'columns'], 'dtype': '<u1', 'flag_masks': [1, 2, 4, 8, 16, 32, 64, 128], 'flag_meanings': 'flipmirrorabsoluteerror flipmirrorintegratederror flipmirrorrmserror scanmirrorabsoluteerror scanmirrorintegratederror scanmirrorrmserror scantimeerror platform_mode', 'long_name': 'global pointing flag from various tests', 'short_name': 'pointing_in'}
                                      dtype :
                                      <u1
                                      flag_masks :
                                      [1, 2, 4, 8, 16, 32, 64, 128]
                                      flag_meanings :
                                      flipmirrorabsoluteerror flipmirrorintegratederror flipmirrorrmserror scanmirrorabsoluteerror scanmirrorintegratederror scanmirrorrmserror scantimeerror platform_mode
                                      long_name :
                                      global pointing flag from various tests
                                      [1800000 values with dtype=uint8]
                                        • other_metadata :
                                          {'L0_offset_between_scan_index_and_ISP_scan_count_in': -175, 'absolute_pass_number': 81697, 'band_description': {'s1': {'detector_temperature_max': 267.085, 'detector_temperature_min': 267.016}, 's2': {'detector_temperature_max': 266.606, 'detector_temperature_min': 266.524}, 's3': {'detector_temperature_max': 266.107, 'detector_temperature_min': 266.041}, 's4': {'detector_temperature_max': 87.7625, 'detector_temperature_min': 87.7167}, 's5': {'detector_temperature_max': 87.8179, 'detector_temperature_min': 87.782}, 's6': {'detector_temperature_max': 88.7438, 'detector_temperature_min': 88.6981}, 's7': {'detector_temperature_max': 87.4291, 'detector_temperature_min': 87.3899}, 's8': {'detector_temperature_max': 87.3304, 'detector_temperature_min': 87.291}, 's9': {'detector_temperature_max': 87.5569, 'detector_temperature_min': 87.521}}, 'cycle_number': 117, 'data_information': {'accuracy_reference': '[PDS-SL]', 'measurement_accuracy': '~2% S1-S6, ~0.1K S7-S9, ~1K F1-F2'}, 'eopf_category': 'eoproduct', 'ephemeris': {'start': {'TAI': '2026-02-27T12:10:00.697263', 'UT1': '2026-02-27T12:09:23.764298', 'UTC': '2026-02-27T12:09:23.697263Z', 'position': {'x': -6085448.246, 'y': 3817808.918, 'z': 0.003}, 'velocity': {'x': 878.7956, 'y': 1385.478442, 'z': 7366.278214}}, 'stop': {'TAI': '2026-02-27T13:50:59.864396', 'UT1': '2026-02-27T13:50:22.931459', 'UTC': '2026-02-27T13:50:22.864396Z', 'position': {'x': -3875919.248, 'y': 6048791.117, 'z': -0.001}, 'velocity': {'x': 1385.669186, 'y': 878.220215, 'z': 7366.130662}}}, 'i_nadir_first_acquired_pixel': 2469, 'i_oblique_first_acquired_pixel': 1124, 'in_scan_period_in_microseconds': 299985, 'meteo': {'missing_time': 0, 'source': 'ECMWF', 'type': 'FORECAST'}, 'phase_identifier': 4, 'pixel_time_sampling_interval_along_scan_i_in_microseconds': 81.73999786376953, 'product_unit': {'alongtrack_coordinate': 1620, 'duration': 179, 'type': 'FRAME'}, 'relative_pass_number': 303, 'single_meteofield_synoptic_time_UTC_hours': 0}
                                          processing_history :
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'S3B_SL_2_S7N_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_S7O_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_S8N_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_S8O_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_S9N_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_S9O_AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_SDI2AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_SDI3AX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3B_SL_2_SSESAX_20180425T000000_20991231T235959_20180409T120000___________________MPC_O_AL_001.SEN3', 'S3__SL_2_SST_AX_20000101T000000_20991231T235959_20151214T120000___________________MPC_O_AL_001.SEN3', 'S3__SL_2_SSTAAX_20260118T120000_99991231T235959_20260119T063133___________________MET_O_NN_001.SEN3', 'S3__AX___MF1_AX_20260227T000000_20260227T120000_20260226T182832___________________ECW_O_NR_001.SEN3', 'S3__AX___MF1_AX_20260227T060000_20260227T180000_20260227T061839___________________ECW_O_NR_001.SEN3', 'S3__AX___MF1_AX_20260227T120000_20260228T000000_20260227T062328___________________ECW_O_NR_001.SEN3', 'S3__AX___MF1_AX_20260227T180000_20260228T060000_20260227T063141___________________ECW_O_NR_001.SEN3'], 'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3B_SL_1_RBT____20260227T123305_20260227T123805_20260227T142844_0300_117_152______ESA_O_NR_004.SEN3', 'S3B_SL_1_RBT____20260227T123805_20260227T124305_20260227T142851_0299_117_152______ESA_O_NR_004.SEN3', 'S3B_SL_1_RBT____20260227T124305_20260227T124805_20260227T142924_0299_117_152______ESA_O_NR_004.SEN3', 'S3IPF PDS 005.2 - i2r10 - Product Data Format Specification - SLSTR Level 2 Land'], 'outputs': ['S3B_SL_2_LST____20260227T123805_20260227T124305_20260227T145750_0299_117_152______ESA_O_NR_004.SEN3'], 'processor': 'IPF-SL-2', 'time': '2026-02-27T14:58:59.898358Z', 'version': '06.24'}, {'facility': 'ESA-Copernicus Ground Segment', 'inputs': ['S3IPF.PDS.005.2 - Product Data Format Specification - SLSTR Level 2 Land Products', 'Metadata Specification, Excel document S3IPF.PDS.008', 'S3B_SL_2_LST____20260227T123305_20260227T123805_20260227T145607_0300_117_152______ESA_O_NR_004.SEN3', 'S3B_SL_2_LST____20260227T123805_20260227T124305_20260227T145750_0299_117_152______ESA_O_NR_004.SEN3'], 'outputs': ['S3B_SL_2_LST____20260227T123624_20260227T123924_20260227T150017_0179_117_152_1620_ESA_O_NR_004.SEN3'], 'processor': 'PUG', 'time': '2026-02-27T15:00:30.119272Z', 'version': '03.50'}, {'facility': 'CS-SopraSteria', 'inputs': ['S3B_SL_2_LST____20260227T123624_20260227T123924_20260227T150017_0179_117_152_1620_ESA_O_NR_004.SEN3'], 'outputs': ['S3B_SL_2_LST____20260227T123624_20260227T123924_20260227T150017_0179_117_152_1620_ESA_O_NR_004.zarr.zarr'], 'processor': 'EOPF-CPM', 'time': '2026-02-27T15:46:48.626797Z', 'version': '2.6.2'}]}
                                          stac_discovery :
                                          {'assets': {'biome_auxiliary_orphan': {'href': '/conditions/auxiliary/orphan/biome', 'title': 'biome_auxiliary_orphan'}, 'cloud_fraction_tp': {'href': '/conditions/meteorology/cloud_fraction_tp', 'title': 'cloud_fraction_tp'}, 'cloud_in': {'href': '/quality/cloud_in', 'title': 'cloud_in'}, 'cloud_orphan_in': {'href': '/quality/orphan/cloud_orphan_in', 'title': 'cloud_orphan_in'}, 'confidence_in': {'href': '/quality/confidence_in', 'title': 'confidence_in'}, 'confidence_orphan_in': {'href': '/quality/orphan/confidence_orphan_in', 'title': 'confidence_orphan_in'}, 'detector': {'href': '/conditions/processing/detector', 'title': 'detector'}, 'detector_processing_orphan': {'href': '/conditions/processing/orphan/detector', 'title': 'detector_processing_orphan'}, 'dew_point_tp': {'href': '/conditions/meteorology/dew_point_tp', 'title': 'dew_point_tp'}, 'east_west_stress_tp': {'href': '/conditions/meteorology/east_west_stress_tp', 'title': 'east_west_stress_tp'}, 'elevation': {'href': '/conditions/auxiliary/elevation', 'title': 'elevation'}, 'elevation_auxiliary_orphan': {'href': '/conditions/auxiliary/orphan/elevation', 'title': 'elevation_auxiliary_orphan'}, 'exception': {'href': '/quality/exception', 'title': 'exception'}, 'exception_orphan': {'href': '/quality/orphan/exception', 'title': 'exception_orphan'}, 'fraction': {'href': '/conditions/auxiliary/fraction', 'title': 'fraction'}, 'fraction_auxiliary_orphan': {'href': '/conditions/auxiliary/orphan/fraction', 'title': 'fraction_auxiliary_orphan'}, 'latent_heat_tp': {'href': '/conditions/meteorology/latent_heat_tp', 'title': 'latent_heat_tp'}, 'lst': {'href': '/measurements/lst', 'title': 'lst'}, 'lst_orphan': {'href': '/measurements/orphan/lst', 'title': 'lst_orphan'}, 'lst_uncertainty': {'href': '/quality/lst_uncertainty', 'title': 'lst_uncertainty'}, 'lst_uncertainty_atm': {'href': '/quality/lst_uncertainty_atm', 'title': 'lst_uncertainty_atm'}, 'lst_uncertainty_atm_orphan': {'href': '/quality/orphan/lst_uncertainty_atm', 'title': 'lst_uncertainty_atm_orphan'}, 'lst_uncertainty_geo': {'href': '/quality/lst_uncertainty_geo', 'title': 'lst_uncertainty_geo'}, 'lst_uncertainty_geo_orphan': {'href': '/quality/orphan/lst_uncertainty_geo', 'title': 'lst_uncertainty_geo_orphan'}, 'lst_uncertainty_orphan': {'href': '/quality/orphan/lst_uncertainty', 'title': 'lst_uncertainty_orphan'}, 'lst_uncertainty_random': {'href': '/quality/lst_uncertainty_random', 'title': 'lst_uncertainty_random'}, 'lst_uncertainty_random_orphan': {'href': '/quality/orphan/lst_uncertainty_random', 'title': 'lst_uncertainty_random_orphan'}, 'lst_uncertainty_sf': {'href': '/quality/lst_uncertainty_sf', 'title': 'lst_uncertainty_sf'}, 'lst_uncertainty_sf_orphan': {'href': '/quality/orphan/lst_uncertainty_sf', 'title': 'lst_uncertainty_sf_orphan'}, 'lst_uncertainty_sys': {'href': '/quality/lst_uncertainty_sys', 'title': 'lst_uncertainty_sys'}, 'lst_uncertainty_sys_orphan': {'href': '/quality/orphan/lst_uncertainty_sys', 'title': 'lst_uncertainty_sys_orphan'}, 'lst_uncertainty_t': {'href': '/quality/lst_uncertainty_t', 'title': 'lst_uncertainty_t'}, 'lst_uncertainty_t_orphan': {'href': '/quality/orphan/lst_uncertainty_t', 'title': 'lst_uncertainty_t_orphan'}, 'nadir_first_scan_i': {'href': '/conditions/time/nadir_first_scan_i', 'title': 'nadir_first_scan_i'}, 'nadir_last_scan_i': {'href': '/conditions/time/nadir_last_scan_i', 'title': 'nadir_last_scan_i'}, 'nadir_maximal_ts_i': {'href': '/conditions/time/nadir_maximal_ts_i', 'title': 'nadir_maximal_ts_i'}, 'nadir_minimal_ts_i': {'href': '/conditions/time/nadir_minimal_ts_i', 'title': 'nadir_minimal_ts_i'}, 'ndvi': {'href': '/conditions/auxiliary/ndvi', 'title': 'ndvi'}, 'ndvi_auxiliary_orphan': {'href': '/conditions/auxiliary/orphan/ndvi', 'title': 'ndvi_auxiliary_orphan'}, 'north_south_stress_tp': {'href': '/conditions/meteorology/north_south_stress_tp', 'title': 'north_south_stress_tp'}, 'oblique_first_scan_i': {'href': '/conditions/time/oblique_first_scan_i', 'title': 'oblique_first_scan_i'}, 'oblique_last_scan_i': {'href': '/conditions/time/oblique_last_scan_i', 'title': 'oblique_last_scan_i'}, 'oblique_maximal_ts_i': {'href': '/conditions/time/oblique_maximal_ts_i', 'title': 'oblique_maximal_ts_i'}, 'oblique_minimal_ts_i': {'href': '/conditions/time/oblique_minimal_ts_i', 'title': 'oblique_minimal_ts_i'}, 'pixel': {'href': '/conditions/processing/pixel', 'title': 'pixel'}, 'pixel_processing_orphan': {'href': '/conditions/processing/orphan/pixel', 'title': 'pixel_processing_orphan'}, 'pointing_in': {'href': '/quality/pointing_in', 'title': 'pointing_in'}, 'pointing_orphan_in': {'href': '/quality/orphan/pointing_orphan_in', 'title': 'pointing_orphan_in'}, 'sat_azimuth_tn': {'href': '/conditions/geometry/sat_azimuth_tn', 'title': 'sat_azimuth_tn'}, 'sat_path_tn': {'href': '/conditions/geometry/sat_path_tn', 'title': 'sat_path_tn'}, 'sat_zenith_tn': {'href': '/conditions/geometry/sat_zenith_tn', 'title': 'sat_zenith_tn'}, 'scan': {'href': '/conditions/processing/scan', 'title': 'scan'}, 'scan_processing_orphan': {'href': '/conditions/processing/orphan/scan', 'title': 'scan_processing_orphan'}, 'sea_ice_fraction_tp': {'href': '/conditions/meteorology/sea_ice_fraction_tp', 'title': 'sea_ice_fraction_tp'}, 'sea_surface_temperature_tp': {'href': '/conditions/meteorology/sea_surface_temperature_tp', 'title': 'sea_surface_temperature_tp'}, 'sensible_heat_tp': {'href': '/conditions/meteorology/sensible_heat_tp', 'title': 'sensible_heat_tp'}, 'skin_temperature_tp': {'href': '/conditions/meteorology/skin_temperature_tp', 'title': 'skin_temperature_tp'}, 'snow_albedo_tp': {'href': '/conditions/meteorology/snow_albedo_tp', 'title': 'snow_albedo_tp'}, 'soil_wetness_tp': {'href': '/conditions/meteorology/soil_wetness_tp', 'title': 'soil_wetness_tp'}, 'solar_azimuth_tn': {'href': '/conditions/geometry/solar_azimuth_tn', 'title': 'solar_azimuth_tn'}, 'solar_path_tn': {'href': '/conditions/geometry/solar_path_tn', 'title': 'solar_path_tn'}, 'solar_radiation_tp': {'href': '/conditions/meteorology/solar_radiation_tp', 'title': 'solar_radiation_tp'}, 'solar_zenith_tn': {'href': '/conditions/geometry/solar_zenith_tn', 'title': 'solar_zenith_tn'}, 'specific_humidity_tp': {'href': '/conditions/meteorology/specific_humidity_tp', 'title': 'specific_humidity_tp'}, 'surface_pressure_tp': {'href': '/conditions/meteorology/surface_pressure_tp', 'title': 'surface_pressure_tp'}, 'tcwv': {'href': '/conditions/auxiliary/tcwv', 'title': 'tcwv'}, 'tcwv_auxiliary_orphan': {'href': '/conditions/auxiliary/orphan/tcwv', 'title': 'tcwv_auxiliary_orphan'}, 'temperature_profile_tp': {'href': '/conditions/meteorology/temperature_profile_tp', 'title': 'temperature_profile_tp'}, 'temperature_tp': {'href': '/conditions/meteorology/temperature_tp', 'title': 'temperature_tp'}, 'thermal_radiation_tp': {'href': '/conditions/meteorology/thermal_radiation_tp', 'title': 'thermal_radiation_tp'}, 'time_stamp_i': {'href': '/conditions/time/time_stamp_i', 'title': 'time_stamp_i'}, 'total_column_ozone_tp': {'href': '/conditions/meteorology/total_column_ozone_tp', 'title': 'total_column_ozone_tp'}, 'total_column_water_vapour_tp': {'href': '/conditions/meteorology/total_column_water_vapour_tp', 'title': 'total_column_water_vapour_tp'}, 'u_wind_tp': {'href': '/conditions/meteorology/u_wind_tp', 'title': 'u_wind_tp'}, 'v_wind_tp': {'href': '/conditions/meteorology/v_wind_tp', 'title': 'v_wind_tp'}, 'validation': {'href': '/conditions/auxiliary/validation', 'title': 'validation'}}, 'bbox': [24.9277, 68.5294, -42.5975, 83.7965], 'collection': '004', 'geometry': {'coordinates': [[[-42.1066, 73.3817], [-40.5285, 73.3716], [-38.9116, 73.3362], [-37.3469, 73.3008], [-35.7513, 73.2521], [-34.1758, 73.174], [-32.6256, 73.1012], [-31.1102, 73.0172], [-29.5679, 72.9124], [-28.0866, 72.8069], [-26.5803, 72.6847], [-25.1124, 72.5541], [-23.6672, 72.4112], [-22.2778, 72.2573], [-20.8874, 72.0958], [-19.5038, 71.92], [-18.1678, 71.7392], [-16.8511, 71.547], [-15.5541, 71.3446], [-14.2935, 71.1354], [-13.05, 70.9259], [-11.8437, 70.6996], [-10.6586, 70.4643], [-9.51512, 70.2227], [-8.37803, 69.9707], [-7.28341, 69.7217], [-6.19982, 69.4541], [-5.15017, 69.1879], [-4.14101, 68.9147], [-3.14379, 68.6394], [-2.77397, 68.5294], [2.26051, 70.5497], [8.43655, 72.4425], [15.9356, 74.1067], [24.9106, 75.4598], [24.9277, 75.4718], [24.6162, 75.6295], [23.8001, 76.0315], [22.9209, 76.4403], [22.0154, 76.8484], [21.0341, 77.2439], [19.9814, 77.6466], [18.8602, 78.0321], [17.6832, 78.4205], [16.4146, 78.8054], [15.0679, 79.1822], [13.6224, 79.5516], [12.0705, 79.915], [10.3521, 80.2686], [8.56315, 80.6143], [6.64452, 80.9491], [4.57769, 81.2739], [2.39397, 81.591], [-0.021841, 81.8947], [-2.59527, 82.1744], [-5.3478, 82.4497], [-8.3267, 82.6932], [-11.4635, 82.9182], [-14.8244, 83.1351], [-18.3585, 83.3159], [-22.1087, 83.4686], [-25.9971, 83.5924], [-30.0551, 83.7015], [-34.2089, 83.7587], [-38.4156, 83.7965], [-42.5975, 83.7853], [-42.5943, 83.7766], [-42.0195, 81.1759], [-41.8838, 78.5646], [-41.9445, 75.952], [-42.1066, 73.3817]]], 'type': 'Polygon'}, 'id': 'S03SLSLST_20260227T123623_0180_B152_TB2B', 'links': [{'href': './.zattrs.json', 'rel': 'collection', 'type': 'application/json'}], 'properties': {'constellation': 'sentinel-3', 'created': '2026-02-27T15:00:17Z', 'datetime': '2026-02-27T12:37:53.697263Z', 'end_datetime': '2026-02-27T12:39:23.697263Z', 'eopf:instrument_mode': 'Earth Observation', 'gsd': 1000, 'instruments': ['slstr'], 'platform': 'sentinel-3b', 'processing:level': 'L2', 'processing:lineage': 'systematic', 'processing:software': {'PUG': '03.50'}, 'processing:version': '004', 'product:timeliness': 'PT3H', 'product:timeliness_category': 'NR', 'product:type': 'S03SLSLST', 'proj:shape': [{'columns': 1500, 'name': 'nadir', 'rows': 1200, 'start_offset': 10853, 'track_offset': 998}, {'columns': 900, 'name': 'oblique', 'rows': 1200, 'start_offset': 10853, 'track_offset': 450}], 'providers': [{'name': 'Copernicus Ground Segment', 'roles': ['processor']}, {'name': 'ESA', 'roles': ['producer']}], 'sat:absolute_orbit': 40849, 'sat:orbit_state': 'descending', 'sat:platform_international_designator': '2018-039A', 'sat:relative_orbit': 152, 'start_datetime': '2026-02-27T12:36:23.697263Z'}, 'stac_extensions': ['https://stac-extensions.github.io/eopf/v1.2.0/schema.json', 'https://stac-extensions.github.io/eo/v1.1.0/schema.json', 'https://stac-extensions.github.io/sat/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/scientific/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.2.0/schema.json', 'https://stac-extensions.github.io/product/v0.1.0/schema.json'], 'stac_version': '1.1.0', 'type': 'Feature'}
                                          • " ], "text/plain": [ "\n", @@ -5182,7 +5185,7 @@ "│ │ longitude (rows, columns) float64 1MB ...\n", "│ │ * p_atmos (p_atmos) int16 50B 1 2 3 5 ... 925 950 1000\n", "│ │ * rows (rows) int64 10kB 0 1 2 3 ... 1197 1198 1199\n", - "│ │ * t_series (t_series) datetime64[ns] 40B 2025-12-14T15...\n", + "│ │ * t_series (t_series) datetime64[ns] 40B 2026-02-26T21...\n", "│ │ x (rows, columns) float64 1MB ...\n", "│ │ y (rows, columns) float64 1MB ...\n", "│ │ Data variables: (12/22)\n", @@ -5684,41 +5687,41 @@ " fill: currentColor;\n", "}\n", "
                                          <xarray.Dataset> Size: 24MB\n",
-       "Dimensions:      (lon: 1749, lat: 1691)\n",
+       "Dimensions:      (lon: 1738, lat: 1693)\n",
        "Coordinates:\n",
        "    spatial_ref  int64 8B ...\n",
-       "  * lon          (lon) float64 14kB -30.33 -30.29 -30.26 ... 35.34 35.37 35.41\n",
-       "  * lat          (lat) float64 14kB 83.77 83.77 83.76 83.75 ... 68.61 68.6 68.59\n",
+       "  * lon          (lon) float64 14kB -40.66 -40.62 -40.58 ... 24.68 24.71 24.75\n",
+       "  * lat          (lat) float64 14kB 83.8 83.79 83.78 83.77 ... 68.62 68.61 68.6\n",
        "Data variables:\n",
        "    lst          (lat, lon) float64 24MB ...\n",
-       "Attributes: (16)
                                        • L0_offset_between_scan_index_and_ISP_scan_count_in :
                                          -175
                                          absolute_pass_number :
                                          81697
                                          band_description :
                                          {'s1': {'detector_temperature_max': 267.085, 'detector_temperature_min': 267.016}, 's2': {'detector_temperature_max': 266.606, 'detector_temperature_min': 266.524}, 's3': {'detector_temperature_max': 266.107, 'detector_temperature_min': 266.041}, 's4': {'detector_temperature_max': 87.7625, 'detector_temperature_min': 87.7167}, 's5': {'detector_temperature_max': 87.8179, 'detector_temperature_min': 87.782}, 's6': {'detector_temperature_max': 88.7438, 'detector_temperature_min': 88.6981}, 's7': {'detector_temperature_max': 87.4291, 'detector_temperature_min': 87.3899}, 's8': {'detector_temperature_max': 87.3304, 'detector_temperature_min': 87.291}, 's9': {'detector_temperature_max': 87.5569, 'detector_temperature_min': 87.521}}
                                          cycle_number :
                                          117
                                          data_information :
                                          {'accuracy_reference': '[PDS-SL]', 'measurement_accuracy': '~2% S1-S6, ~0.1K S7-S9, ~1K F1-F2'}
                                          eopf_category :
                                          eoproduct
                                          ephemeris :
                                          {'start': {'TAI': '2026-02-27T12:10:00.697263', 'UT1': '2026-02-27T12:09:23.764298', 'UTC': '2026-02-27T12:09:23.697263Z', 'position': {'x': -6085448.246, 'y': 3817808.918, 'z': 0.003}, 'velocity': {'x': 878.7956, 'y': 1385.478442, 'z': 7366.278214}}, 'stop': {'TAI': '2026-02-27T13:50:59.864396', 'UT1': '2026-02-27T13:50:22.931459', 'UTC': '2026-02-27T13:50:22.864396Z', 'position': {'x': -3875919.248, 'y': 6048791.117, 'z': -0.001}, 'velocity': {'x': 1385.669186, 'y': 878.220215, 'z': 7366.130662}}}
                                          i_nadir_first_acquired_pixel :
                                          2469
                                          i_oblique_first_acquired_pixel :
                                          1124
                                          in_scan_period_in_microseconds :
                                          299985
                                          meteo :
                                          {'missing_time': 0, 'source': 'ECMWF', 'type': 'FORECAST'}
                                          phase_identifier :
                                          4
                                          pixel_time_sampling_interval_along_scan_i_in_microseconds :
                                          81.73999786376953
                                          product_unit :
                                          {'alongtrack_coordinate': 1620, 'duration': 179, 'type': 'FRAME'}
                                          relative_pass_number :
                                          303
                                          single_meteofield_synoptic_time_UTC_hours :
                                          0
                                          • " ], "text/plain": [ " Size: 24MB\n", - "Dimensions: (lon: 1749, lat: 1691)\n", + "Dimensions: (lon: 1738, lat: 1693)\n", "Coordinates:\n", " spatial_ref int64 8B ...\n", - " * lon (lon) float64 14kB -30.33 -30.29 -30.26 ... 35.34 35.37 35.41\n", - " * lat (lat) float64 14kB 83.77 83.77 83.76 83.75 ... 68.61 68.6 68.59\n", + " * lon (lon) float64 14kB -40.66 -40.62 -40.58 ... 24.68 24.71 24.75\n", + " * lat (lat) float64 14kB 83.8 83.79 83.78 83.77 ... 68.62 68.61 68.6\n", "Data variables:\n", " lst (lat, lon) float64 24MB ...\n", "Attributes: (16)" @@ -6125,18 +6128,19 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
                                          <xarray.Dataset> Size: 1GB\n",
-       "Dimensions:      (time: 2, lat: 5265, lon: 16328)\n",
+       "
                                          <xarray.Dataset> Size: 34MB\n",
+       "Dimensions:      (time: 5, lat: 527, lon: 1633)\n",
        "Coordinates:\n",
        "    spatial_ref  int64 8B 0\n",
-       "  * lon          (lon) float64 131kB -72.7 -72.7 -72.69 ... -28.71 -28.7 -28.7\n",
-       "  * lat          (lat) float64 42kB 75.37 75.37 75.37 ... 61.19 61.19 61.19\n",
-       "  * time         (time) datetime64[ns] 16B 2025-12-17T00:08:19.773167 2025-12...\n",
+       "  * lon          (lon) float64 13kB -72.69 -72.66 -72.63 ... -28.73 -28.71\n",
+       "  * lat          (lat) float64 4kB 75.38 75.35 75.32 75.29 ... 61.25 61.23 61.2\n",
+       "  * time         (time) datetime64[ns] 40B 2026-02-28T00:15:48.188711 ... 202...\n",
        "Data variables:\n",
-       "    lst          (time, lat, lon) float64 1GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
-       "Attributes: (20)
                                          "
+       "       61.442418684872436, 61.415469349622704,  61.38852001437297,\n",
+       "        61.36157067912325, 61.334621343873515,  61.30767200862378,\n",
+       "        61.28072267337406, 61.253773338124326, 61.226824002874594,\n",
+       "        61.19987466762486],\n",
+       "      dtype='float64', name='lat', length=527))
                                        • time
                                          PandasIndex
                                          PandasIndex(DatetimeIndex(['2026-02-28 00:15:48.188711', '2026-02-28 23:49:37.074576',\n",
+       "               '2026-03-02 00:02:07.754973', '2026-03-02 22:57:14.761848',\n",
+       "               '2026-03-04 00:12:02.710415'],\n",
+       "              dtype='datetime64[ns]', name='time', freq=None))
                                        • L0_offset_between_scan_index_and_ISP_scan_count_in :
                                          9295
                                          absolute_pass_number :
                                          81712
                                          band_description :
                                          {'s1': {'detector_temperature_max': 267.068, 'detector_temperature_min': 266.895}, 's2': {'detector_temperature_max': 266.589, 'detector_temperature_min': 266.425}, 's3': {'detector_temperature_max': 266.09, 'detector_temperature_min': 265.926}, 's4': {'detector_temperature_max': 87.7756, 'detector_temperature_min': 87.7134}, 's5': {'detector_temperature_max': 87.8277, 'detector_temperature_min': 87.7722}, 's6': {'detector_temperature_max': 88.7634, 'detector_temperature_min': 88.6948}, 's7': {'detector_temperature_max': 87.4389, 'detector_temperature_min': 87.3802}, 's8': {'detector_temperature_max': 87.3435, 'detector_temperature_min': 87.2811}, 's9': {'detector_temperature_max': 87.5667, 'detector_temperature_min': 87.5111}}
                                          cycle_number :
                                          117
                                          data_information :
                                          {'accuracy_reference': '[PDS-SL]', 'measurement_accuracy': '~2% S1-S6, ~0.1K S7-S9, ~1K F1-F2'}
                                          eopf_category :
                                          eoproduct
                                          ephemeris :
                                          {'start': {'TAI': '2026-02-27T22:15:56.047191', 'UT1': '2026-02-27T22:15:19.114390', 'UTC': '2026-02-27T22:15:19.047191Z', 'position': {'x': 7170028.595, 'y': -449003.06, 'z': -0.003}, 'velocity': {'x': -110.737056, 'y': -1636.997005, 'z': 7366.037854}}, 'stop': {'TAI': '2026-02-27T23:56:55.188711', 'UT1': '2026-02-27T23:56:18.255919', 'UTC': '2026-02-27T23:56:18.188711Z', 'position': {'x': 6293699.851, 'y': -3464209.613, 'z': -0.002}, 'velocity': {'x': -798.396714, 'y': -1433.372502, 'z': 7365.987939}}}
                                          i_nadir_first_acquired_pixel :
                                          2469
                                          i_oblique_first_acquired_pixel :
                                          1124
                                          in_scan_period_in_microseconds :
                                          299985
                                          meteo :
                                          {'missing_time': 0, 'source': 'ECMWF', 'type': 'ANALYSIS'}
                                          phase_identifier :
                                          4
                                          pixel_time_sampling_interval_along_scan_i_in_microseconds :
                                          81.73999786376953
                                          product_unit :
                                          {'alongtrack_coordinate': 1080, 'duration': 179, 'type': 'FRAME'}
                                          relative_pass_number :
                                          318
                                          single_meteofield_synoptic_time_UTC_hours :
                                          0
                                          stac_url :
                                          https://stac.core.eopf.eodc.eu
                                          stac_items :
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                                          open_params :
                                          {'bbox': [-72.7017, 61.1864, -28.7009, 75.3745], 'time_range': ['2026-02-27', '2026-03-04'], 'spatial_res': 0.026949335249730505, 'crs': 'EPSG:4326', 'interp_methods': 'nearest'}
                                          xcube_eopf_version :
                                          0.3.1
                                          • " ], "text/plain": [ - " Size: 1GB\n", - "Dimensions: (time: 2, lat: 5265, lon: 16328)\n", + " Size: 34MB\n", + "Dimensions: (time: 5, lat: 527, lon: 1633)\n", "Coordinates:\n", " spatial_ref int64 8B 0\n", - " * lon (lon) float64 131kB -72.7 -72.7 -72.69 ... -28.71 -28.7 -28.7\n", - " * lat (lat) float64 42kB 75.37 75.37 75.37 ... 61.19 61.19 61.19\n", - " * time (time) datetime64[ns] 16B 2025-12-17T00:08:19.773167 2025-12...\n", + " * lon (lon) float64 13kB -72.69 -72.66 -72.63 ... -28.73 -28.71\n", + " * lat (lat) float64 4kB 75.38 75.35 75.32 75.29 ... 61.25 61.23 61.2\n", + " * time (time) datetime64[ns] 40B 2026-02-28T00:15:48.188711 ... 202...\n", "Data variables:\n", - " lst (time, lat, lon) float64 1GB dask.array\n", + " lst (time, lat, lon) float64 34MB dask.array\n", "Attributes: (20)" ] }, @@ -6276,9 +6271,9 @@ "# Define area of interest\n", "[-72.7017, 61.1864, -28.7009, 75.3745]\n", "\n", - "# Temporal extent: today - 10 days to today\n", - "today = datetime.utcnow().date()\n", - "start_date = today - timedelta(days=2)\n", + "# Temporal extent: today - 5 day to today\n", + "today = datetime.datetime.now(datetime.UTC).date()\n", + "start_date = today - timedelta(days=5)\n", "temporal_extent = [str(start_date), str(today)]\n", "\n", "store = new_data_store(\"eopf-zarr\")\n", @@ -6287,7 +6282,7 @@ " data_id=\"sentinel-3-slstr-l2-lst\",\n", " bbox=bbox,\n", " time_range=temporal_extent,\n", - " spatial_res=300 / 111320, # meters → degrees (approx.)\n", + " spatial_res=3000 / 111320, # meters → degrees (approx.)\n", " crs=\"EPSG:4326\",\n", " interp_methods=\"nearest\",\n", ")\n", @@ -6306,7 +6301,7 @@ ], "metadata": { "kernelspec": { - "display_name": "eopf-zarr-update", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6320,7 +6315,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.14" + "version": "3.12.12" } }, "nbformat": 4,