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Created November 29, 2024 05:49
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Introduction to GeoBox and GridSpec
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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"
]
},
{
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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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"source": [
"# 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",
"metadata": {
"tags": []
},
"source": [
"#### Plot one tile (e.g. \"GeoBox\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4c3696f1-1fa7-47af-b4ca-85c5031351e1",
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"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
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" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
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"\n",
" \n",
"\n",
" \n",
" \n",
" var tile_layer_47532f16b9fbc79437160283aed723f8 = L.tileLayer(\n",
" &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
" {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
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" \n",
" \n",
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" \n",
" \n",
"\n",
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" layer.on({\n",
" });\n",
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" onEachFeature: geo_json_42af2f0836baa41534194f0337f059aa_onEachFeature,\n",
" \n",
" });\n",
"\n",
" function geo_json_42af2f0836baa41534194f0337f059aa_add (data) {\n",
" geo_json_42af2f0836baa41534194f0337f059aa\n",
" .addData(data);\n",
" }\n",
" geo_json_42af2f0836baa41534194f0337f059aa_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[136.43541398656464, -15.292397959631147], [137.3215563867535, -15.259015587334426], [137.35873698644258, -16.131481684457228], [136.46641436023825, -16.165003811577673], [136.43541398656464, -15.292397959631147]], &quot;type&quot;: &quot;LineString&quot;}, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [136.43541398656464, -15.292397959631147], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
"\n",
" \n",
" \n",
" geo_json_42af2f0836baa41534194f0337f059aa.addTo(map_848e5ae652e092ea6b58cdb58d1069a3);\n",
" \n",
" \n",
" map_848e5ae652e092ea6b58cdb58d1069a3.fitBounds(\n",
" [[-16.165003811577673, 136.43541398656464], [-15.259015587334426, 137.35873698644258]],\n",
" {}\n",
" );\n",
" \n",
" \n",
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" switch(feature.id) {\n",
" default:\n",
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" }\n",
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"\n",
" function geo_json_5ee3647e3654419854c6b56987096295_onEachFeature(feature, layer) {\n",
" layer.on({\n",
" });\n",
" };\n",
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" onEachFeature: geo_json_5ee3647e3654419854c6b56987096295_onEachFeature,\n",
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"\n",
" function geo_json_5ee3647e3654419854c6b56987096295_add (data) {\n",
" geo_json_5ee3647e3654419854c6b56987096295\n",
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"\n",
" \n",
" \n",
" geo_json_5ee3647e3654419854c6b56987096295.addTo(map_848e5ae652e092ea6b58cdb58d1069a3);\n",
" \n",
" \n",
" map_848e5ae652e092ea6b58cdb58d1069a3.fitBounds(\n",
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" {}\n",
" );\n",
" \n",
"&lt;/script&gt;\n",
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],
"text/plain": [
"<folium.folium.Map at 0x7f0b083f1510>"
]
},
"execution_count": 3,
"metadata": {},
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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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},
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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": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
"&lt;html&gt;\n",
"&lt;head&gt;\n",
" \n",
" &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
" \n",
" &lt;script&gt;\n",
" L_NO_TOUCH = false;\n",
" L_DISABLE_3D = false;\n",
" &lt;/script&gt;\n",
" \n",
" &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
" &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
" &lt;script src=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/[email protected]/css/all.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
" \n",
" &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
" &lt;style&gt;\n",
" #map_9b39f3c77c213c053b5afc039cfbd760 {\n",
" position: relative;\n",
" width: 100.0%;\n",
" height: 100.0%;\n",
" left: 0.0%;\n",
" top: 0.0%;\n",
" }\n",
" .leaflet-container { font-size: 1rem; }\n",
" &lt;/style&gt;\n",
" \n",
" \n",
" &lt;style&gt;\n",
" .leaflet-image-layer {\n",
" /* old android/safari*/\n",
" image-rendering: -webkit-optimize-contrast;\n",
" image-rendering: crisp-edges; /* safari */\n",
" image-rendering: pixelated; /* chrome */\n",
" image-rendering: -moz-crisp-edges; /* firefox */\n",
" image-rendering: -o-crisp-edges; /* opera */\n",
" -ms-interpolation-mode: nearest-neighbor; /* ie */\n",
" }\n",
" &lt;/style&gt;\n",
" \n",
"&lt;/head&gt;\n",
"&lt;body&gt;\n",
" \n",
" \n",
" &lt;div class=&quot;folium-map&quot; id=&quot;map_9b39f3c77c213c053b5afc039cfbd760&quot; &gt;&lt;/div&gt;\n",
" \n",
"&lt;/body&gt;\n",
"&lt;script&gt;\n",
" \n",
" \n",
" var map_9b39f3c77c213c053b5afc039cfbd760 = L.map(\n",
" &quot;map_9b39f3c77c213c053b5afc039cfbd760&quot;,\n",
" {\n",
" center: [0.0, 0.0],\n",
" crs: L.CRS.EPSG3857,\n",
" zoom: 1,\n",
" zoomControl: true,\n",
" preferCanvas: false,\n",
" }\n",
" );\n",
"\n",
" \n",
"\n",
" \n",
" \n",
" var tile_layer_9ccaeec4371a33b32410ee398229a021 = L.tileLayer(\n",
" &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
" {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
" );\n",
" \n",
" \n",
" tile_layer_9ccaeec4371a33b32410ee398229a021.addTo(map_9b39f3c77c213c053b5afc039cfbd760);\n",
" \n",
" \n",
" var image_overlay_eb46b9dfbf0c29723d7b7aa53874e3e9 = L.imageOverlay(\n",
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