🌀️ Conversations with AI — 351
5 min readJan 16, 2025
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@git blue-geo create_branch Palisades{
"type":"Feature",
"stac_version":"1.0.0",
"stac_extensions":[
"https://stac-extensions.github.io/view/v1.0.0/schema.json",
"https://stac-extensions.github.io/projection/v1.1.0/schema.json",
"https://stac-extensions.github.io/eo/v1.1.0/schema.json",
"https://stac-extensions.github.io/raster/v1.1.0/schema.json",
"https://stac-extensions.github.io/grid/v1.1.0/schema.json"
],
"id":"11/031311102001/103001010A705C00",
"geometry":{
"type":"Polygon",
"coordinates":[
[
[
-118.62795874567954,
34.28398526590708
],
[
-118.64953515888635,
34.283693461083104
],
[
-118.65050916791418,
34.32930146206068
],
[
-118.6479585587209,
34.3297609747879
],
[
-118.64556367978103,
34.329930776982096
],
[
-118.63908216644218,
34.330779969610546
],
[
-118.62888980104515,
34.331686504946305
],
[
-118.62795874567954,
34.28398526590708
]
]
]
},
"bbox":[
-118.65050916791418,
34.283693461083104,
-118.62795874567954,
34.331686504946305
],
"properties":{
"datetime":"2024-12-14T18:53:50Z",
"platform":"WV02",
"gsd":0.58,
"ard_metadata_version":"0.0.1",
"catalog_id":"103001010A705C00",
"utm_zone":11,
"quadkey":"031311102001",
"view:off_nadir":27.5,
"view:azimuth":233.2,
"view:incidence_angle":58.9,
"view:sun_azimuth":165.1,
"view:sun_elevation":31.1,
"proj:epsg":32611,
"proj:geometry":{
"type":"Polygon",
"coordinates":[
[
[
350156.25,
3794843.75
],
[
348170.6924105355,
3794843.75
],
[
348162.7630737268,
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],
[
348397.52197265625,
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],
[
348618.1640625,
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],
[
349216.00341796875,
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],
[
350155.33447265625,
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],
[
350156.25,
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]
]
]
},
"grid:code":"MXRA-Z11-031311102001",
"proj:bbox":[
348162.7630737268,
3794843.75,
350156.25,
3800135.1928710938
],
"tile:data_area":10.3,
"tile:clouds_area":0.0,
"tile:clouds_percent":0
},
"links":[
{
"rel":"collection",
"href":"../../../acquisition_collections/103001010A705C00_collection.json",
"type":"application/json"
},
{
"rel":"root",
"href":"../../../../../catalog.json",
"type":"application/json"
},
{
"rel":"self",
"href":"https://maxar-opendata.s3.amazonaws.com/events/WildFires-LosAngeles-Jan-2025/ard/11/031311102001/2024-12-14/103001010A705C00.json",
"type":"application/json"
},
{
"rel":"parent",
"href":"../../../acquisition_collections/103001010A705C00_collection.json",
"type":"application/json"
}
],
"assets":{
"data-mask":{
"href":"./103001010A705C00-data-mask.gpkg",
"type":"application/geopackage+sqlite3",
"title":"Data Mask",
"roles":[
"data-mask"
]
},
"ms_analytic":{
"href":"./103001010A705C00-ms.tif",
"type":"image/tiff; application=geotiff; profile=cloud-optimized",
"title":"Multispectral Image",
"proj:bbox":[
344843.75,
3794843.75,
350156.25,
3800156.25
],
"proj:shape":[
2371,
2371
],
"proj:transform":[
2.2406157739350485,
0.0,
344843.75,
0.0,
-2.2406157739350485,
3800156.25,
0.0,
0.0,
1.0
],
"eo:bands":[
{
"name":"BAND_C",
"common_name":"coastal",
"description":"Coastal Blue"
},
{
"name":"BAND_B",
"common_name":"blue",
"description":"Blue"
},
{
"name":"BAND_G",
"common_name":"green",
"description":"Green"
},
{
"name":"BAND_Y",
"common_name":"yellow",
"description":"Yellow"
},
{
"name":"BAND_R",
"common_name":"red",
"description":"Red"
},
{
"name":"BAND_RE",
"common_name":"rededge",
"description":"Red Edge 1"
},
{
"name":"BAND_N",
"common_name":"nir08",
"description":"Near Infrared 1"
},
{
"name":"BAND_N2",
"common_name":"nir09",
"description":"Near Infrared 2"
}
],
"roles":[
"data"
]
},
"pan_analytic":{
"href":"./103001010A705C00-pan.tif",
"type":"image/tiff; application=geotiff; profile=cloud-optimized",
"title":"Panchromatic Image",
"proj:bbox":[
344843.75,
3794843.75,
350156.25,
3800156.25
],
"proj:shape":[
9484,
9484
],
"proj:transform":[
0.5601539434837621,
0.0,
344843.75,
0.0,
-0.5601539434837621,
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0.0,
0.0,
1.0
],
"eo:bands":[
{
"name":"BAND_P",
"description":"Pan"
}
],
"roles":[
"data"
]
},
"visual":{
"href":"./103001010A705C00-visual.tif",
"type":"image/tiff; application=geotiff; profile=cloud-optimized",
"title":"Visual Image",
"proj:bbox":[
344843.75,
3794843.75,
350156.25,
3800156.25
],
"proj:shape":[
17408,
17408
],
"proj:transform":[
0.30517578125,
0.0,
344843.75,
0.0,
-0.30517578125,
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0.0,
0.0,
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],
"eo:bands":[
{
"name":"BAND_R",
"common_name":"red",
"description":"Red"
},
{
"name":"BAND_G",
"common_name":"green",
"description":"Green"
},
{
"name":"BAND_B",
"common_name":"blue",
"description":"Blue"
}
],
"roles":[
"visual"
]
}
},
"collection":"103001010A705C00"
}
@catalog query maxar_open_data select ingest - \
--collection_id WildFires-LosAngeles-Jan-2025 \
--start_date 2025-01-10 \
--end_date 2025-01-13 \
--count 1 \
--lat 34.2160393 \
--lon -118.1509575maxar_open_data.query += lat, lon ✅ ingest → turn verbose off ✅ rerun the notebooks ✅
datacube-maxar_open_data-WildFires-LosAngeles-Jan-2025-11-031311102212-1050010040277500
34.07272618163846, -118.56849814104172
@catalog query maxar_open_data select ingest - \
--collection_id WildFires-LosAngeles-Jan-2025 \
--start_date 2025-01-10 \
--end_date 2025-01-13 \
--count 1 \
--lat 34.07272618163846 \
--lon -118.56849814104172
@open QGIS .@targets download; @targets editPalisades:
catalog: maxar_open_data
collection: WildFires-LosAngeles-Jan-2025
params:
height: 0.0025
width: 0.005
query_args:
count: 10
collection_id: WildFires-LosAngeles-Jan-2025
lat: 34.07272618
lon: -118.56849814
start_date: 2025-01-01
end_date: 2025-02-01
urls:
wikipedia: https://en.wikipedia.org/wiki/January_2025_Southern_California_wildfires, January 2025 Southern California wildfires
versions:
test:
query_args:
count: 2final an acquisition at Palisades ✅
query-2025-01-15-e0v8ky
runme() {
local options=$1
local do_ingest=$(@option::int "$options" ingest 1)
local query_object_name=$2
if [[ -z "$query_object_name" ]]; then
query_object_name=query-$(@@timestamp)
@catalog query maxar_open_data upload - \
$query_object_name \
--collection_id WildFires-LosAngeles-Jan-2025 \
--start_date 2025-01-10 \
--end_date 2025-01-13 \
--count 20 \
--lat 34.07272618163846 \
--lon -118.56849814104172
fi
local list_of_datacubes=$(@catalog query read all $query_object_name \
--log 0 \
--delim +)
@log_list "$list_of_datacubes" \
--before processing \
--after "datacube(s)" \
--delim +
local datacube_id
for datacube_id in $(echo $list_of_datacubes | tr + " "); do
[[ "$do_ingest" == 1 ]] &&
@datacube ingest \
scope=rgb \
$datacube_id
@open - $datacube_id
done
}
runme@targets download; @targets editPalisades-Sentinel-2:
catalog: EarthSearch
collection: sentinel_2_l1c
params:
height: 0.025
width: 0.05
query_args:
count: 10
datetime: 2024-12-01/
lat: 34.07272618
lon: -118.56849814
urls:
wikipedia: https://en.wikipedia.org/wiki/January_2025_Southern_California_wildfires, January 2025 Southern California wildfires
versions:
test:
query_args:
count: 2validate Palisades in maxar_open_data ✅ watch on Sentinel-2 ✅
what? 🤔
wow! Jan 7 to 12.
Palisades-Sentinel-2-2025-01-15-16-50-38-vyjxu8@geo watch batch \
target=Palisades-Sentinel-2 - \
to=aws_batch - \
publish Palisades-Sentinel-2-$(@timestamp)
continues.
