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robbibt/Intro_to_GeoBox_GridSpec.ipynb

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Introduction to GeoBox and GridSpec
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Intro_to_GeoBox_GridSpec.ipynb
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"source": [
"import odc.geo.xr\n",
"from odc.geo.gridspec import GridSpec\n",
"from odc.geo.geom import BoundingBox\n",
"from odc.geo.types import xy_\n",
"\n",
"import geopandas as gpd"
]
},
{
"cell_type": "markdown",
"id": "36659244-4b1f-461d-85f1-163fb1be76ef",
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"source": [
"# GeoBox: a precise raster pixel grid with a spatial extent + resolution + CRS\n",
"* Datacube can load data to match the exact pixel grid of a GeoBox\n",
"\n",
"# GridSpec: a precise grid definition based on an origin point + tile size + CRS\n",
"* Each GridSpec tile can be represented as a GeoBox"
]
},
{
"cell_type": "markdown",
"id": "e104cc13-b4d1-497e-bca0-d0745dd726f1",
"metadata": {},
"source": [
"## Set up GridSpec"
]
},
{
"cell_type": "code",
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"id": "e3b89028-a923-48c3-974c-8a44258d03cf",
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"# Expanded Extents 96 km tiling grid\n",
"gs_c3_expanded = GridSpec(\n",
" crs=\"EPSG:3577\",\n",
" resolution=30,\n",
" tile_shape=(3200, 3200),\n",
" origin=xy_(-4416000, -6912000),\n",
")"
]
},
{
"cell_type": "markdown",
"id": "4643afeb-b485-4f09-ab73-8305a083c310",
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"tags": []
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"source": [
"#### Plot one tile (e.g. \"GeoBox\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4c3696f1-1fa7-47af-b4ca-85c5031351e1",
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"\n",
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" geo_json_5ee3647e3654419854c6b56987096295.addTo(map_848e5ae652e092ea6b58cdb58d1069a3);\n",
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"text/plain": [
"<folium.folium.Map at 0x7f0b083f1510>"
]
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],
"source": [
"# Extract GeoBox for specific tile \n",
"geobox = gs_c3_expanded[(51, 54)] # x51y54\n",
"geobox.explore()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "579064fd-3a0a-4337-8673-2f3882fdb965",
"metadata": {
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" <div class=\"row\"><div class=\"column\">Dimensions</div><div class=\"column value\">3,200x3,200</div></div>\n",
"<div class=\"row\"><div class=\"column\">EPSG</div><div class=\"column value\">3577</div></div>\n",
"<div class=\"row\"><div class=\"column\">Resolution</div><div class=\"column value\">30m</div></div>\n",
"<div class=\"row\"><div class=\"column\">Cell</div><div class=\"column value\">500px</div></div>\n",
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" </div>\n",
" <details>\n",
" <summary>WKT</summary>\n",
" <div class=\"wkt\">PROJCRS[\"GDA94&nbsp;/&nbsp;Australian&nbsp;Albers\",<br/>&nbsp;&nbsp;&nbsp;&nbsp;BASEGEOGCRS[\"GDA94\",<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;DATUM[\"Geocentric&nbsp;Datum&nbsp;of&nbsp;Australia&nbsp;1994\",<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ELLIPSOID[\"GRS&nbsp;1980\",6378137,298.257222101,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;LENGTHUNIT[\"metre\",1]]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PRIMEM[\"Greenwich\",0,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ANGLEUNIT[\"degree\",0.0174532925199433]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",4283]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;CONVERSION[\"Australian&nbsp;Albers\",<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;METHOD[\"Albers&nbsp;Equal&nbsp;Area\",<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",9822]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Latitude&nbsp;of&nbsp;false&nbsp;origin\",0,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ANGLEUNIT[\"degree\",0.0174532925199433],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8821]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Longitude&nbsp;of&nbsp;false&nbsp;origin\",132,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ANGLEUNIT[\"degree\",0.0174532925199433],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8822]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Latitude&nbsp;of&nbsp;1st&nbsp;standard&nbsp;parallel\",-18,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ANGLEUNIT[\"degree\",0.0174532925199433],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8823]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Latitude&nbsp;of&nbsp;2nd&nbsp;standard&nbsp;parallel\",-36,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ANGLEUNIT[\"degree\",0.0174532925199433],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8824]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Easting&nbsp;at&nbsp;false&nbsp;origin\",0,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;LENGTHUNIT[\"metre\",1],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8826]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;PARAMETER[\"Northing&nbsp;at&nbsp;false&nbsp;origin\",0,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;LENGTHUNIT[\"metre\",1],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",8827]]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;CS[Cartesian,2],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;AXIS[\"(E)\",east,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ORDER[1],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;LENGTHUNIT[\"metre\",1]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;AXIS[\"(N)\",north,<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;ORDER[2],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;LENGTHUNIT[\"metre\",1]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;USAGE[<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;SCOPE[\"Statistical&nbsp;analysis.\"],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;AREA[\"Australia&nbsp;-&nbsp;Australian&nbsp;Capital&nbsp;Territory;&nbsp;New&nbsp;South&nbsp;Wales;&nbsp;Northern&nbsp;Territory;&nbsp;Queensland;&nbsp;South&nbsp;Australia;&nbsp;Tasmania;&nbsp;Western&nbsp;Australia;&nbsp;Victoria.\"],<br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;BBOX[-43.7,112.85,-9.86,153.69]],<br/>&nbsp;&nbsp;&nbsp;&nbsp;ID[\"EPSG\",3577]]</div>\n",
" </details>\n",
" </div>"
],
"text/plain": [
"GeoBox((3200, 3200), Affine(30.0, 0.0, 480000.0,\n",
" 0.0, -30.0, -1632000.0), CRS('EPSG:3577'))"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geobox"
]
},
{
"cell_type": "markdown",
"id": "641b641c-f57e-43f5-89de-89d7aa0d4e14",
"metadata": {},
"source": [
"#### Load Datacube data to match \"GeoBox\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9361367c-91ff-46ab-80aa-42b51bb9191e",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
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