64 stac search

Uncomment the following line to install leafmap if needed.

In [1]:

# !pip install -U leafmap

# !pip install -U leafmap

In [2]:

import leafmap

import leafmap

In [3]:

url = "https://earth-search.aws.element84.com/v1/"
collection = "sentinel-2-l2a"
time_range = "2020-12-01/2020-12-31"
bbox = [-122.2751, 47.5469, -121.9613, 47.7458]

url = "https://earth-search.aws.element84.com/v1/" collection = "sentinel-2-l2a" time_range = "2020-12-01/2020-12-31" bbox = [-122.2751, 47.5469, -121.9613, 47.7458]

In [4]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    query={"eo:cloud_cover": {"lt": 10}},
    sortby=[{"field": "properties.eo:cloud_cover", "direction": "asc"}],
)
search

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, query={"eo:cloud_cover": {"lt": 10}}, sortby=[{"field": "properties.eo:cloud_cover", "direction": "asc"}], ) search

Out[4]:

<pystac_client.item_search.ItemSearch at 0x7f5ff3020860>

In [5]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    get_collection=True,
)
# search

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, get_collection=True, ) # search

In [6]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    get_gdf=True,
)
search.head()

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, get_gdf=True, ) search.head()

Out[6]:

	geometry	created	platform	constellation	instruments	eo:cloud_cover	proj:epsg	mgrs:utm_zone	mgrs:latitude_band	mgrs:grid_square	...	s2:datastrip_id	s2:granule_id	s2:reflectance_conversion_factor	datetime	s2:sequence	earthsearch:s3_path	earthsearch:payload_id	earthsearch:boa_offset_applied	processing:software	updated
0	POLYGON ((-123.00025 47.85369, -121.53274 47.8...	2022-11-06T15:26:41.911Z	sentinel-2b	sentinel-2	[msi]	64.642105	32610	10	T	ET	...	S2B_OPER_MSI_L2A_DS_EPAE_20201231T212743_S2020...	S2B_OPER_MSI_L2A_TL_EPAE_20201231T212743_A0199...	1.034125	2020-12-31T19:21:21.475000Z	0	s3://sentinel-cogs/sentinel-s2-l2a-cogs/10/T/E...	roda-sentinel2/workflow-sentinel2-to-stac/6658...	False	{'sentinel2-to-stac': '0.1.0'}	2022-11-06T15:26:41.911Z
1	POLYGON ((-123.00025 47.85369, -123.00025 46.8...	2023-08-18T22:50:02.992Z	sentinel-2b	sentinel-2	[msi]	83.644599	32610	10	T	ET	...	S2B_OPER_MSI_L2A_DS_S2RP_20230304T134741_S2020...	S2B_OPER_MSI_L2A_TL_S2RP_20230304T134741_A0199...	1.034125	2020-12-31T19:21:21.474000Z	1	s3://sentinel-cogs/sentinel-s2-l2a-cogs/10/T/E...	roda-sentinel2/workflow-sentinel2-to-stac/81d2...	True	{'sentinel2-to-stac': '0.1.1'}	2023-08-18T22:50:02.992Z
2	POLYGON ((-122.78713 47.8535, -123.00025 47.27...	2023-08-20T03:19:26.086Z	sentinel-2b	sentinel-2	[msi]	21.615067	32610	10	T	ET	...	S2B_OPER_MSI_L2A_DS_S2RP_20230304T070956_S2020...	S2B_OPER_MSI_L2A_TL_S2RP_20230304T070956_A0199...	1.033888	2020-12-28T19:11:24.522000Z	1	s3://sentinel-cogs/sentinel-s2-l2a-cogs/10/T/E...	roda-sentinel2/workflow-sentinel2-to-stac/818b...	True	{'sentinel2-to-stac': '0.1.1'}	2023-08-20T03:19:26.086Z
3	POLYGON ((-122.79462 47.85351, -121.53274 47.8...	2022-11-06T15:29:35.737Z	sentinel-2b	sentinel-2	[msi]	22.943574	32610	10	T	ET	...	S2B_OPER_MSI_L2A_DS_EPAE_20201228T211944_S2020...	S2B_OPER_MSI_L2A_TL_EPAE_20201228T211944_A0199...	1.033888	2020-12-28T19:11:24.522000Z	0	s3://sentinel-cogs/sentinel-s2-l2a-cogs/10/T/E...	roda-sentinel2/workflow-sentinel2-to-stac/e6b4...	False	{'sentinel2-to-stac': '0.1.0'}	2022-11-06T15:29:35.737Z
4	POLYGON ((-123.00025 47.85369, -123.00025 46.8...	2023-07-18T07:29:04.662Z	sentinel-2a	sentinel-2	[msi]	98.842812	32610	10	T	ET	...	S2A_OPER_MSI_L2A_DS_S2RP_20230305T133645_S2020...	S2A_OPER_MSI_L2A_TL_S2RP_20230305T133645_A0287...	1.033680	2020-12-26T19:21:22.739000Z	1	s3://sentinel-cogs/sentinel-s2-l2a-cogs/10/T/E...	roda-sentinel2/workflow-sentinel2-to-stac/8387...	True	{'sentinel2-to-stac': '0.1.1'}	2023-07-18T07:29:04.662Z

5 rows × 42 columns

In [7]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    get_assets=True,
)
# search

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, get_assets=True, ) # search

In [8]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    get_info=True,
)
# search

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, get_info=True, ) # search

In [9]:

search = leafmap.stac_search(
    url=url,
    max_items=10,
    collections=[collection],
    bbox=bbox,
    datetime=time_range,
    get_links=True,
)
search

search = leafmap.stac_search( url=url, max_items=10, collections=[collection], bbox=bbox, datetime=time_range, get_links=True, ) search

Out[9]:

['https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201231_0_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201231_1_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201228_1_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201228_0_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_10TET_20201226_1_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_10TET_20201226_0_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_10TET_20201223_1_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_10TET_20201223_0_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201221_1_L2A',
 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_10TET_20201221_0_L2A']

Search and visualize open geospatial dataset interactively

In [10]:

leafmap.show_youtube_video("https://youtu.be/7OEraGYOWiU")

leafmap.show_youtube_video("https://youtu.be/7OEraGYOWiU")

Out[10]:

In [11]:

m = leafmap.Map(center=[37.7517, -122.4433], zoom=8)
m

m = leafmap.Map(center=[37.7517, -122.4433], zoom=8) m

Out[11]:

The search results can be accessed using one of the following methods:

In [12]:

# m.stac_gdf  # The GeoDataFrame of the STAC search results

# m.stac_gdf # The GeoDataFrame of the STAC search results

In [13]:

# m.stac_dict  # The STAC search results as a dictionary

# m.stac_dict # The STAC search results as a dictionary

In [14]:

# m.stac_item  # The selected STAC item of the search result

# m.stac_item # The selected STAC item of the search result