Stations Discovery¶
Given a SENTINEL-3 OLCI, i.e. S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004 with specified attributes:
geometry,- [
properties.start_datetime,properties.end_datetime]
search all active AERONET stations, where:
Site_Latitude(Degrees),Site_Longitude(Degrees)ingeometry
In [1]:
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from datetime import (
datetime,
timedelta,
timezone
)
from dateutil import parser
from httpx import (
Client,
Response
)
from pathlib import Path
from pystac import Item
from typing import Any
import json
import sys
out_dir: Path = Path('.')
with Client() as client:
response: Response = client.get('https://stac.dataspace.copernicus.eu/v1/collections/sentinel-3-olci-1-efr-ntc/items/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004')
item_str: str = response.text
item_dict = json.loads(item_str)
json.dump(item_dict, sys.stdout, indent=2)
from datetime import (
datetime,
timedelta,
timezone
)
from dateutil import parser
from httpx import (
Client,
Response
)
from pathlib import Path
from pystac import Item
from typing import Any
import json
import sys
out_dir: Path = Path('.')
with Client() as client:
response: Response = client.get('https://stac.dataspace.copernicus.eu/v1/collections/sentinel-3-olci-1-efr-ntc/items/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004')
item_str: str = response.text
item_dict = json.loads(item_str)
json.dump(item_dict, sys.stdout, indent=2)
{
"id": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004",
"bbox": [
-1.51876,
39.545,
18.484,
52.4535
],
"type": "Feature",
"links": [
{
"rel": "collection",
"type": "application/json",
"href": "https://stac.dataspace.copernicus.eu/v1/collections/sentinel-3-olci-1-efr-ntc"
},
{
"rel": "parent",
"type": "application/json",
"href": "https://stac.dataspace.copernicus.eu/v1/collections/sentinel-3-olci-1-efr-ntc"
},
{
"rel": "root",
"type": "application/json",
"href": "https://stac.dataspace.copernicus.eu/v1/"
},
{
"rel": "self",
"type": "application/geo+json",
"href": "https://stac.dataspace.copernicus.eu/v1/collections/sentinel-3-olci-1-efr-ntc/items/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004"
},
{
"rel": "version-history",
"href": "https://trace.dataspace.copernicus.eu/api/v1/traces/name/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3.zip",
"type": "application/json",
"title": "Product history record from the CDSE traceability service"
},
{
"rel": "enclosure",
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/",
"type": "application/x-directory",
"title": "S3 path to source directory",
"auth:refs": [
"s3"
],
"storage:refs": [
"cdse-s3",
"creodias-s3"
]
}
],
"assets": {
"product": {
"href": "https://download.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/$value",
"roles": [
"data",
"metadata",
"archive"
],
"auth:refs": [
"oidc"
],
"file:size": 917010187,
"file:checksum": "d501104eee1e9c02472469f718b2230d1ef3da",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3.zip",
"type": "application/zip",
"title": "Zipped product"
},
"thumbnail": {
"href": "https://catalogue-svc.prod-catalogue.svc.cluster.local:8250/odata/v1/Assets(6686dd76-8f19-4b71-9bf6-ad5ab63488f1)/$value",
"roles": [
"thumbnail"
],
"alternate": {
"s3": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/quicklook.jpg",
"auth:refs": [
"s3"
],
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"alternate:name": "S3"
}
},
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/quicklook.jpg",
"type": "image/jpeg",
"title": "Thumbnail",
"alternate:name": "HTTPS"
},
"tie-meteo": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/tie_meteo.nc",
"roles": [
"data"
],
"alternate": {
"https": {
"href": "https://zipper.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/Nodes(S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3)/Nodes(tie_meteo.nc)/$value",
"auth:refs": [
"oidc"
],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
"auth:refs": [
"s3"
],
"file:size": 19943871,
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"file:checksum": "d50110916aec3a576cb7a1d77d7b71b0ccf372",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/tie_meteo.nc",
"type": "application/netcdf",
"title": "Tie Meteo Annotations",
"alternate:name": "S3"
},
"xfdumanifest": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/xfdumanifest.xml",
"roles": [
"metadata"
],
"alternate": {
"https": {
"href": "https://zipper.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/Nodes(S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3)/Nodes(xfdumanifest.xml)/$value",
"auth:refs": [
"oidc"
],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
"auth:refs": [
"s3"
],
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/xfdumanifest.xml",
"type": "application/xml",
"title": "Product manifest",
"alternate:name": "S3"
},
"quality-flags": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/qualityFlags.nc",
"roles": [
"data"
],
"alternate": {
"https": {
"href": "https://zipper.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/Nodes(S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3)/Nodes(qualityFlags.nc)/$value",
"auth:refs": [
"oidc"
],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
"auth:refs": [
"s3"
],
"file:size": 2593891,
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"file:checksum": "d501106a1eec127177ba7acb4fdda9abaec180",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/qualityFlags.nc",
"type": "application/netcdf",
"title": "Quality Flags Annotations",
"alternate:name": "S3"
},
"removed-pixels": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/removed_pixels.nc",
"type": "application/netcdf",
"roles": [
"data"
],
"title": "Removed Pixels information used for SYN L1c reconstruction",
"alternate": {
"https": {
"href": "https://zipper.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/Nodes(S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3)/Nodes(removed_pixels.nc)/$value",
"auth:refs": [
"oidc"
],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
"auth:refs": [
"s3"
],
"file:size": 26427908,
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"file:checksum": "d50110e085ff6b3623d8f6919b2bf86888e125",
"alternate:name": "S3",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/removed_pixels.nc"
},
"tie-geometries": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/tie_geometries.nc",
"roles": [
"data"
],
"alternate": {
"https": {
"href": "https://zipper.dataspace.copernicus.eu/odata/v1/Products(464ae0c3-b8b0-46c0-a53c-f42188c413d4)/Nodes(S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3)/Nodes(tie_geometries.nc)/$value",
"auth:refs": [
"oidc"
],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
"auth:refs": [
"s3"
],
"file:size": 2140363,
"storage:refs": [
"cdse-s3",
"creodias-s3"
],
"file:checksum": "d501101785ec68ec5f232d300aa2d5adaca452",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/tie_geometries.nc",
"type": "application/netcdf",
"title": "Tie Geometries Annotations",
"alternate:name": "S3"
},
"geo-coordinates": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/geo_coordinates.nc",
"roles": [
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],
"alternate": {
"https": {
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"auth:refs": [
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}
},
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"type": "application/netcdf",
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"roles": [
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],
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],
"storage:refs": [],
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}
},
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],
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],
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"type": "application/netcdf",
"title": "Instrument Data Annotations",
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},
"time-coordinates": {
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"roles": [
"data"
],
"alternate": {
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}
},
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"type": "application/netcdf",
"title": "Time Coordinates Annotations",
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}
],
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"bands": [
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],
"roles": [
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"alternate": {
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"auth:refs": [
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"type": "application/netcdf",
"title": "TOA radiance for OLCI acquisition band Oa02",
"alternate:name": "S3"
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"Oa03_radianceData": {
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"bands": [
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"eo:center_wavelength": 0.4425,
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}
],
"roles": [
"data"
],
"alternate": {
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"auth:refs": [
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],
"storage:refs": [],
"alternate:name": "HTTPS"
}
},
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],
"file:checksum": "d5011017777c0c9773da5b83923fd3d70f36d5",
"file:local_path": "S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/Oa03_radiance.nc",
"type": "application/netcdf",
"title": "TOA radiance for OLCI acquisition band Oa03",
"alternate:name": "S3"
},
"Oa04_radianceData": {
"href": "s3://eodata/Sentinel-3/OLCI/OL_1_EFR___/2025/10/31/S3A_OL_1_EFR____20251031T094707_20251031T095007_20251101T104938_0180_132_136_2160_PS1_O_NT_004.SEN3/Oa04_radiance.nc",
"bands": [
{
"name": "Oa04",
"description": "Chlorophyll",
"eo:center_wavelength": 0.49,
"eo:full_width_half_max": 0.01
}
],
"roles": [
"data"
],
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"invalid": 4.0,
"cosmetic": 0.0,
"saturated": 0.0,
"duplicated": 23.0,
"saline_water": 21.0,
"tidal_region": 1.0,
"dubious_samples": 0.0,
"fresh_inland_water": 1.0
},
"instruments": [
"olci"
],
"auth:schemes": {
"s3": {
"type": "s3"
},
"oidc": {
"type": "openIdConnect",
"openIdConnectUrl": "https://identity.dataspace.copernicus.eu/auth/realms/CDSE/.well-known/openid-configuration"
}
},
"end_datetime": "2025-10-31T09:50:06.893754Z",
"product:type": "OL_1_EFR___",
"constellation": "sentinel-3",
"start_datetime": "2025-10-31T09:47:06.893754Z",
"sat:orbit_cycle": 132,
"sat:orbit_state": "descending",
"storage:schemes": {
"cdse-s3": {
"type": "custom-s3",
"title": "Copernicus Data Space Ecosystem S3",
"platform": "https://eodata.dataspace.copernicus.eu",
"description": "This endpoint provides access to EO data which is stored on the object storage of both CloudFerro Cloud and OpenTelekom Cloud (OTC). See the [documentation](https://documentation.dataspace.copernicus.eu/APIs/S3.html) for more information, including how to get credentials.",
"requester_pays": false
},
"creodias-s3": {
"type": "custom-s3",
"title": "CREODIAS S3",
"platform": "https://eodata.cloudferro.com",
"description": "Comprehensive Earth Observation Data (EODATA) archive offered by CREODIAS as a commercial part of CDSE, designed to provide users with access to a vast repository of satellite data without predefined quota limits.",
"requester_pays": true
}
},
"processing:level": "L1",
"processing:version": "03.50",
"product:timeliness": "P1M",
"sat:absolute_orbit": 50544,
"sat:relative_orbit": 136,
"processing:datetime": "2025-11-01T10:50:32.000000Z",
"processing:software": {
"eometadatatool": "251021130925+dirty"
},
"eopf:origin_datetime": "2025-11-01T10:54:46.627000Z",
"product:timeliness_category": "NT",
"sat:platform_international_designator": "2016-011A"
},
"stac_extensions": [
"https://cs-si.github.io/eopf-stac-extension/v1.2.0/schema.json",
"https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json",
"https://stac-extensions.github.io/authentication/v1.1.0/schema.json",
"https://stac-extensions.github.io/eo/v2.0.0/schema.json",
"https://stac-extensions.github.io/file/v2.1.0/schema.json",
"https://stac-extensions.github.io/processing/v1.2.0/schema.json",
"https://stac-extensions.github.io/product/v1.0.0/schema.json",
"https://stac-extensions.github.io/projection/v2.0.0/schema.json",
"https://stac-extensions.github.io/sat/v1.1.0/schema.json",
"https://stac-extensions.github.io/storage/v2.0.0/schema.json",
"https://stac-extensions.github.io/timestamps/v1.1.0/schema.json"
],
"stac_version": "1.1.0"
}
Execute the query_stations_from_parquet operation¶
In [2]:
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source_item: Item = Item.from_dict(item_dict)
cql2_filter = {
"op": "and",
"args": [
{
"op": "s_intersects",
"args": [
{"property": "geometry"},
source_item.geometry,
],
}
],
}
json.dump(cql2_filter, sys.stdout, indent=2)
source_item: Item = Item.from_dict(item_dict)
cql2_filter = {
"op": "and",
"args": [
{
"op": "s_intersects",
"args": [
{"property": "geometry"},
source_item.geometry,
],
}
],
}
json.dump(cql2_filter, sys.stdout, indent=2)
{
"op": "and",
"args": [
{
"op": "s_intersects",
"args": [
{
"property": "geometry"
},
{
"type": "Polygon",
"coordinates": [
[
[
-1.5187599999999999,
41.97070000000001
],
[
13.725899999999998,
39.545
],
[
18.484,
49.88549999999999
],
[
0.10018799999999999,
52.45349999999999
],
[
-1.5187599999999999,
41.97070000000001
]
]
]
}
]
}
]
}
In [3]:
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from pygeofilter_aeronet import (
DEFAULT_STATIONS_PARQUET_URL,
query_stations_from_parquet
)
from typing import List
_, resulting_items = query_stations_from_parquet(
cql2_filter=cql2_filter,
file_path=DEFAULT_STATIONS_PARQUET_URL
)
from pygeofilter_aeronet import (
DEFAULT_STATIONS_PARQUET_URL,
query_stations_from_parquet
)
from typing import List
_, resulting_items = query_stations_from_parquet(
cql2_filter=cql2_filter,
file_path=DEFAULT_STATIONS_PARQUET_URL
)
Visualize the results as JSONL¶
In [4]:
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from pygeofilter_aeronet.utils import json_dump
for item in resulting_items:
json_dump(item.to_dict())
print()
print()
print(f"Found {len(resulting_items)} STAC Item(s) representing AERONET Station(s)")
from pygeofilter_aeronet.utils import json_dump
for item in resulting_items:
json_dump(item.to_dict())
print()
print()
print(f"Found {len(resulting_items)} STAC Item(s) representing AERONET Station(s)")
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0039FRA", "geometry": {"type": "Point", "coordinates": [4.819, 43.5765, 32.0]}, "bbox": [4.819, 43.5765, 4.819, 43.5765], "properties": {"aeronet:L10": 137, "aeronet:L15": 116, "aeronet:L20": 114, "aeronet:land_use_type": "Croplands", "aeronet:moon_L20": 0, "aeronet:site_name": "La_Crau", "title": "La_Crau", "end_datetime": "2021-09-30T00:00:00.000000Z", "start_datetime": "1994-06-20T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.724114Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERB0047FRA", "geometry": {"type": "Point", "coordinates": [3.141667, 50.611667, 60.0]}, "bbox": [3.141667, 50.611667, 3.141667, 50.611667], "properties": {"aeronet:L10": 6929, "aeronet:L15": 5062, "aeronet:L20": 4603, "aeronet:land_use_type": "Croplands", "aeronet:moon_L20": 995, "aeronet:site_name": "Lille", "title": "Lille", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "1994-11-01T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.725403Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0120CHE", "geometry": {"type": "Point", "coordinates": [7.984993, 46.54748, 3564.0]}, "bbox": [7.984993, 46.54748, 7.984993, 46.54748], "properties": {"aeronet:L10": 4, "aeronet:L15": 0, "aeronet:L20": 0, "aeronet:land_use_type": "Snow_and_Ice", "aeronet:moon_L20": 0, "aeronet:site_name": "JUNGFRAU", "title": "JUNGFRAU", "end_datetime": "1996-01-21T00:00:00.000000Z", "start_datetime": "1996-01-18T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.737121Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0137FRA", "geometry": {"type": "Point", "coordinates": [0.25, 43.7, 80.0]}, "bbox": [0.25, 43.7, 0.25, 43.7], "properties": {"aeronet:L10": 401, "aeronet:L15": 140, "aeronet:L20": 28, "aeronet:land_use_type": "Croplands", "aeronet:moon_L20": 0, "aeronet:site_name": "Aire_Adour", "title": "Aire_Adour", "end_datetime": "2001-10-11T00:00:00.000000Z", "start_datetime": "1996-05-12T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.739801Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0159ITA", "geometry": {"type": "Point", "coordinates": [12.5083, 45.3139, 10.0]}, "bbox": [12.5083, 45.3139, 12.5083, 45.3139], "properties": {"aeronet:L10": 7268, "aeronet:L15": 6191, "aeronet:L20": 5887, "aeronet:land_use_type": "Water", "aeronet:moon_L20": 0, "aeronet:site_name": "Venise", "title": "Venise", "end_datetime": "2023-03-12T00:00:00.000000Z", "start_datetime": "1996-05-07T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.743242Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0176ITA", "geometry": {"type": "Point", "coordinates": [8.6267, 45.80305, 235.0]}, "bbox": [8.6267, 45.80305, 8.6267, 45.80305], "properties": {"aeronet:L10": 7867, "aeronet:L15": 6701, "aeronet:L20": 6499, "aeronet:land_use_type": "Mixed_Forest", "aeronet:moon_L20": 648, "aeronet:site_name": "Ispra", "title": "Ispra", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "1996-04-26T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.746013Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERB0177DEU", "geometry": {"type": "Point", "coordinates": [8.3, 49.999, 150.0]}, "bbox": [8.3, 49.999, 8.3, 49.999], "properties": {"aeronet:L10": 4618, "aeronet:L15": 3448, "aeronet:L20": 3254, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Mainz", "title": "Mainz", "end_datetime": "2025-11-11T00:00:00.000000Z", "start_datetime": "1997-09-05T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.746166Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0249FRA", "geometry": {"type": "Point", "coordinates": [2.442783, 48.7885, 57.0]}, "bbox": [2.442783, 48.7885, 2.442783, 48.7885], "properties": {"aeronet:L10": 490, "aeronet:L15": 353, "aeronet:L20": 353, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Creteil", "title": "Creteil", "end_datetime": "2010-03-03T00:00:00.000000Z", "start_datetime": "1999-06-25T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.757477Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0255FRA", "geometry": {"type": "Point", "coordinates": [2.964332, 45.772435, 1461.0]}, "bbox": [2.964332, 45.772435, 2.964332, 45.772435], "properties": {"aeronet:L10": 333, "aeronet:L15": 217, "aeronet:L20": 217, "aeronet:land_use_type": "Mixed_Forest", "aeronet:moon_L20": 0, "aeronet:site_name": "Clermont_Ferrand", "title": "Clermont_Ferrand", "end_datetime": "2016-09-13T00:00:00.000000Z", "start_datetime": "1999-07-16T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.758437Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0256FRA", "geometry": {"type": "Point", "coordinates": [2.215, 48.7116, 156.0]}, "bbox": [2.215, 48.7116, 2.215, 48.7116], "properties": {"aeronet:L10": 6574, "aeronet:L15": 4779, "aeronet:L20": 4344, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 965, "aeronet:site_name": "Palaiseau", "title": "Palaiseau", "end_datetime": "2025-11-11T00:00:00.000000Z", "start_datetime": "1999-07-21T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.758585Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0257FRA", "geometry": {"type": "Point", "coordinates": [2.16666, 48.73333, 160.0]}, "bbox": [2.16666, 48.73333, 2.16666, 48.73333], "properties": {"aeronet:L10": 19, "aeronet:L15": 17, "aeronet:L20": 0, "aeronet:land_use_type": "Croplands", "aeronet:moon_L20": 0, "aeronet:site_name": "Saclay", "title": "Saclay", "end_datetime": "1999-08-01T00:00:00.000000Z", "start_datetime": "1999-03-22T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.758733Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0258FRA", "geometry": {"type": "Point", "coordinates": [2.355508, 48.846797, 50.0]}, "bbox": [2.355508, 48.846797, 2.355508, 48.846797], "properties": {"aeronet:L10": 5197, "aeronet:L15": 3911, "aeronet:L20": 3576, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Paris", "title": "Paris", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "1999-07-01T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.758897Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0259FRA", "geometry": {"type": "Point", "coordinates": [1.373889, 43.574722, 150.0]}, "bbox": [1.373889, 43.574722, 1.373889, 43.574722], "properties": {"aeronet:L10": 425, "aeronet:L15": 248, "aeronet:L20": 248, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Toulouse", "title": "Toulouse", "end_datetime": "2012-09-07T00:00:00.000000Z", "start_datetime": "1999-07-12T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.759075Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0260FRA", "geometry": {"type": "Point", "coordinates": [1.476389, 43.561944, 150.0]}, "bbox": [1.476389, 43.561944, 1.476389, 43.561944], "properties": {"aeronet:L10": 179, "aeronet:L15": 119, "aeronet:L20": 119, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Toulouse2", "title": "Toulouse2", "end_datetime": "2009-07-26T00:00:00.000000Z", "start_datetime": "1999-09-09T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.759241Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0277FRA", "geometry": {"type": "Point", "coordinates": [4.878067, 43.93275, 32.0]}, "bbox": [4.878067, 43.93275, 4.878067, 43.93275], "properties": {"aeronet:L10": 3813, "aeronet:L15": 3040, "aeronet:L20": 3040, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Avignon", "title": "Avignon", "end_datetime": "2012-10-30T00:00:00.000000Z", "start_datetime": "1999-12-07T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.761876Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM0294ITA", "geometry": {"type": "Point", "coordinates": [10.948271, 44.629089, 56.0]}, "bbox": [10.948271, 44.629089, 10.948271, 44.629089], "properties": {"aeronet:L10": 4125, "aeronet:L15": 3493, "aeronet:L20": 3254, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 0, "aeronet:site_name": "Modena", "title": "Modena", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "2000-05-23T00:00:00.000000Z", "datetime": "2025-11-12T09:15:01.764548Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
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{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1729ITA", "geometry": {"type": "Point", "coordinates": [7.357, 45.7422, 560.0]}, "bbox": [7.357, 45.7422, 7.357, 45.7422], "properties": {"aeronet:L10": 686, "aeronet:L15": 571, "aeronet:L20": 220, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 221, "aeronet:site_name": "Aosta", "title": "Aosta", "end_datetime": "2025-10-01T00:00:00.000000Z", "start_datetime": "2023-03-16T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.016972Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1742DEU", "geometry": {"type": "Point", "coordinates": [8.48647, 48.05614, 765.0]}, "bbox": [8.48647, 48.05614, 8.48647, 48.05614], "properties": {"aeronet:L10": 67, "aeronet:L15": 57, "aeronet:L20": 57, "aeronet:land_use_type": "Croplands", "aeronet:moon_L20": 14, "aeronet:site_name": "KITcube_VS", "title": "KITcube_VS", "end_datetime": "2023-10-10T00:00:00.000000Z", "start_datetime": "2023-05-30T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.019005Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1781ITA", "geometry": {"type": "Point", "coordinates": [10.420891, 44.115827, 2135.0]}, "bbox": [10.420891, 44.115827, 10.420891, 44.115827], "properties": {"aeronet:L10": 130, "aeronet:L15": 92, "aeronet:L20": 0, "aeronet:land_use_type": "Cropland/Natural_Vegetation_Mosaic", "aeronet:moon_L20": 0, "aeronet:site_name": "Mt_Cimone", "title": "Mt_Cimone", "end_datetime": "2025-10-19T00:00:00.000000Z", "start_datetime": "2024-06-28T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.025141Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1788DEU", "geometry": {"type": "Point", "coordinates": [11.063055, 47.476388, 742.0]}, "bbox": [11.063055, 47.476388, 11.063055, 47.476388], "properties": {"aeronet:L10": 433, "aeronet:L15": 343, "aeronet:L20": 0, "aeronet:land_use_type": "Evergreen_Needleleaf_Forest", "aeronet:moon_L20": 117, "aeronet:site_name": "Garmisch_KIT", "title": "Garmisch_KIT", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "2024-06-06T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.026219Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1789FRA", "geometry": {"type": "Point", "coordinates": [-0.266667, 43.7, 79.0]}, "bbox": [-0.266667, 43.7, -0.266667, 43.7], "properties": {"aeronet:L10": 97, "aeronet:L15": 69, "aeronet:L20": 0, "aeronet:land_use_type": "Cropland/Natural_Vegetation_Mosaic", "aeronet:moon_L20": 36, "aeronet:site_name": "Aire_sur_Adour_MF", "title": "Aire_sur_Adour_MF", "end_datetime": "2025-11-11T00:00:00.000000Z", "start_datetime": "2025-08-01T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.026371Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERB 1793DEU", "geometry": {"type": "Point", "coordinates": [8.67465, 49.41727, 144.0]}, "bbox": [8.67465, 49.41727, 8.67465, 49.41727], "properties": {"aeronet:L10": 187, "aeronet:L15": 146, "aeronet:L20": 146, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 91, "aeronet:site_name": "IUP_Heidelberg_DE", "title": "IUP_Heidelberg_DE", "end_datetime": "2025-05-16T00:00:00.000000Z", "start_datetime": "2024-08-16T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.027017Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1798AUT", "geometry": {"type": "Point", "coordinates": [11.62232, 47.30529, 542.0]}, "bbox": [11.62232, 47.30529, 11.62232, 47.30529], "properties": {"aeronet:L10": 171, "aeronet:L15": 133, "aeronet:L20": 133, "aeronet:land_use_type": "Mixed_Forest", "aeronet:moon_L20": 63, "aeronet:site_name": "KLOCX_Kolsass", "title": "KLOCX_Kolsass", "end_datetime": "2025-04-09T00:00:00.000000Z", "start_datetime": "2024-09-23T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.027768Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1809ITA", "geometry": {"type": "Point", "coordinates": [11.321579, 46.455232, 238.0]}, "bbox": [11.321579, 46.455232, 11.321579, 46.455232], "properties": {"aeronet:L10": 82, "aeronet:L15": 78, "aeronet:L20": 0, "aeronet:land_use_type": "Woody_Savannas", "aeronet:moon_L20": 12, "aeronet:site_name": "KITcube_Bolzano", "title": "KITcube_Bolzano", "end_datetime": "2025-10-14T00:00:00.000000Z", "start_datetime": "2025-05-09T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.029509Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1812ITA", "geometry": {"type": "Point", "coordinates": [11.439307, 46.885055, 948.0]}, "bbox": [11.439307, 46.885055, 11.439307, 46.885055], "properties": {"aeronet:L10": 83, "aeronet:L15": 32, "aeronet:L20": 0, "aeronet:land_use_type": "Mixed_Forest", "aeronet:moon_L20": 22, "aeronet:site_name": "Sterzing_Airfield", "title": "Sterzing_Airfield", "end_datetime": "2025-09-09T00:00:00.000000Z", "start_datetime": "2025-06-13T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.029979Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1813DEU", "geometry": {"type": "Point", "coordinates": [8.10794, 48.59729, 199.0]}, "bbox": [8.10794, 48.59729, 8.10794, 48.59729], "properties": {"aeronet:L10": -999, "aeronet:L15": -999, "aeronet:L20": -999, "aeronet:land_use_type": "Mixed_Forest", "aeronet:moon_L20": -999, "aeronet:site_name": "KLOCX_Kappelrodeck", "title": "KLOCX_Kappelrodeck", "end_datetime": "1970-01-01T00:00:00.000000Z", "start_datetime": "1970-01-01T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.030132Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1814FRA", "geometry": {"type": "Point", "coordinates": [4.411231, 43.808342, 35.0]}, "bbox": [4.411231, 43.808342, 4.411231, 43.808342], "properties": {"aeronet:L10": 214, "aeronet:L15": 185, "aeronet:L20": 0, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 89, "aeronet:site_name": "Nimes_Symetrie", "title": "Nimes_Symetrie", "end_datetime": "2025-11-12T00:00:00.000000Z", "start_datetime": "2025-07-21T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.030278Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
{"type": "Feature", "stac_version": "1.1.0", "stac_extensions": ["https://raw.githubusercontent.com/Terradue/aeronet-stac-extension/refs/heads/main/json-schema/schema.json"], "id": "ERM1815ITA", "geometry": {"type": "Point", "coordinates": [9.211837, 45.510852, 137.0]}, "bbox": [9.211837, 45.510852, 9.211837, 45.510852], "properties": {"aeronet:L10": 111, "aeronet:L15": 103, "aeronet:L20": 0, "aeronet:land_use_type": "Urban_and_Built-Up", "aeronet:moon_L20": 48, "aeronet:site_name": "Univ_Milano-Bicocca", "title": "Univ_Milano-Bicocca", "end_datetime": "2025-11-11T00:00:00.000000Z", "start_datetime": "2025-07-15T00:00:00.000000Z", "datetime": "2025-11-12T09:15:02.030442Z"}, "links": [], "assets": {"source": {"href": "https://aeronet.gsfc.nasa.gov/aeronet_locations_extended_v3.txt", "type": "text/csv", "description": "Data source"}}}
Found 114 STAC Item(s) representing AERONET Station(s)
Visualize results on Map screen¶
In [5]:
Copied!
from folium import (
GeoJson,
LayerControl,
Map
)
from folium.plugins import Fullscreen
map: Map = Map()
layer_control = LayerControl(position="topright", collapsed=True)
fullscreen = Fullscreen()
GeoJson(
source_item,
name=source_item.id,
style_function=lambda f: {
"fillColor": "yellow",
"color": "red",
"weight": 2,
"fillOpacity": 0.3,
}
).add_to(map)
for item in resulting_items:
GeoJson(
item,
name=item.id,
style_function=lambda f: {
"fillColor": "yellow",
"color": "red",
"weight": 2,
"fillOpacity": 0.3,
}
).add_to(map)
layer_control.add_to(map)
fullscreen.add_to(map)
map.fit_bounds(map.get_bounds()) # type: ignore not to important for the demo
map
from folium import (
GeoJson,
LayerControl,
Map
)
from folium.plugins import Fullscreen
map: Map = Map()
layer_control = LayerControl(position="topright", collapsed=True)
fullscreen = Fullscreen()
GeoJson(
source_item,
name=source_item.id,
style_function=lambda f: {
"fillColor": "yellow",
"color": "red",
"weight": 2,
"fillOpacity": 0.3,
}
).add_to(map)
for item in resulting_items:
GeoJson(
item,
name=item.id,
style_function=lambda f: {
"fillColor": "yellow",
"color": "red",
"weight": 2,
"fillOpacity": 0.3,
}
).add_to(map)
layer_control.add_to(map)
fullscreen.add_to(map)
map.fit_bounds(map.get_bounds()) # type: ignore not to important for the demo
map
Out[5]:
Make this Notebook Trusted to load map: File -> Trust Notebook