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November 29, 2024 05:49
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Introduction to GeoBox and GridSpec
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{ | |
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"cell_type": "code", | |
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"id": "5a1db376-c60d-4a19-9438-bbbcabf9d4b0", | |
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"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", | |
"metadata": {}, | |
"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", | |
"execution_count": 2, | |
"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", | |
"metadata": { | |
"tags": [] | |
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{ | |
"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=\"<!DOCTYPE html>\n", | |
"<html>\n", | |
"<head>\n", | |
" \n", | |
" <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n", | |
" \n", | |
" <script>\n", | |
" L_NO_TOUCH = false;\n", | |
" L_DISABLE_3D = false;\n", | |
" </script>\n", | |
" \n", | |
" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n", | |
" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n", | |
" <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.js"></script>\n", | |
" <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", | |
" <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js"></script>\n", | |
" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css"/>\n", | |
" <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/[email protected]/css/all.min.css"/>\n", | |
" <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n", | |
" \n", | |
" <meta name="viewport" content="width=device-width,\n", | |
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", | |
" <style>\n", | |
" #map_848e5ae652e092ea6b58cdb58d1069a3 {\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", | |
" </style>\n", | |
" \n", | |
"</head>\n", | |
"<body>\n", | |
" \n", | |
" \n", | |
" <div class="folium-map" id="map_848e5ae652e092ea6b58cdb58d1069a3" ></div>\n", | |
" \n", | |
"</body>\n", | |
"<script>\n", | |
" \n", | |
" \n", | |
" var map_848e5ae652e092ea6b58cdb58d1069a3 = L.map(\n", | |
" "map_848e5ae652e092ea6b58cdb58d1069a3",\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_47532f16b9fbc79437160283aed723f8 = L.tileLayer(\n", | |
" "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n", | |
" {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", | |
" );\n", | |
" \n", | |
" \n", | |
" tile_layer_47532f16b9fbc79437160283aed723f8.addTo(map_848e5ae652e092ea6b58cdb58d1069a3);\n", | |
" \n", | |
" \n", | |
"\n", | |
" function geo_json_42af2f0836baa41534194f0337f059aa_onEachFeature(feature, layer) {\n", | |
" layer.on({\n", | |
" });\n", | |
" };\n", | |
" var geo_json_42af2f0836baa41534194f0337f059aa = L.geoJson(null, {\n", | |
" 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({"features": [{"geometry": {"coordinates": [[136.43541398656464, -15.292397959631147], [137.3215563867535, -15.259015587334426], [137.35873698644258, -16.131481684457228], [136.46641436023825, -16.165003811577673], [136.43541398656464, -15.292397959631147]], "type": "LineString"}, "properties": {}, "type": "Feature"}, {"geometry": {"coordinates": [136.43541398656464, -15.292397959631147], "type": "Point"}, "properties": {}, "type": "Feature"}], "type": "FeatureCollection"});\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", | |
" function geo_json_5ee3647e3654419854c6b56987096295_styler(feature) {\n", | |
" switch(feature.id) {\n", | |
" default:\n", | |
" return {"fillOpacity": 0.3, "weight": 1};\n", | |
" }\n", | |
" }\n", | |
"\n", | |
" function geo_json_5ee3647e3654419854c6b56987096295_onEachFeature(feature, layer) {\n", | |
" layer.on({\n", | |
" });\n", | |
" };\n", | |
" var geo_json_5ee3647e3654419854c6b56987096295 = L.geoJson(null, {\n", | |
" onEachFeature: geo_json_5ee3647e3654419854c6b56987096295_onEachFeature,\n", | |
" \n", | |
" style: geo_json_5ee3647e3654419854c6b56987096295_styler,\n", | |
" });\n", | |
"\n", | |
" function geo_json_5ee3647e3654419854c6b56987096295_add (data) {\n", | |
" geo_json_5ee3647e3654419854c6b56987096295\n", | |
" .addData(data);\n", | |
" }\n", | |
" geo_json_5ee3647e3654419854c6b56987096295_add({"features": [{"geometry": {"coordinates": [[[136.57390405367585, -15.287581734724743], [136.57886957778476, -15.424084953252327], [136.58384589032872, -15.560527339138998], [136.58883302649033, -15.696909534429501], [136.59383102160527, -15.833232180482291], [136.59883991116317, -15.969495918001364], [136.60385973080838, -16.10570138706835], [136.60587072710487, -16.160167402793714]], [[136.71238336740763, -15.282617431211781], [136.71749895826022, -15.419117482292155], [136.72262566271414, -15.555556670433885], [136.72776351700855, -15.691935637608392], [136.73291255754037, -15.828255025099313], [136.73807282086497, -15.964515473534316], [136.74324434369706, -16.10071762291727], [136.74531611374658, -16.1551823021833]], [[136.85085160364648, -15.277505059311949], [136.85611722516046, -15.414001849675818], [136.8613942852853, -15.550437745904404], [136.86668282131583, -15.686813389893839], [136.8719828707093, -15.82312942285058], [136.87729447108595, -15.959386485323948], [136.88261766023004, -16.09558521723777], [136.88475018923762, -16.15004852067573]], [[136.98930843843482, -15.272244629543266], [136.99472405347677, -15.408738066034013], [137.0001514319777, -15.545170576294666], [137.0055906122874, -15.681542802143602], [137.01104163292237, -15.817855384708176], [137.01650453256698, -15.954108964457099], [137.02197935007408, -16.090304181231698], [137.02417262281372, -16.14476606951924]], [[137.12775354797563, -15.266836152721034], [137.1333191183618, -15.403326142298273], [137.13889677688923, -15.539755172652495], [137.14448656296156, -15.67612388552261], [137.15008851615394, -15.812432921954626], [137.15570267621376, -15.948682922334251], [137.16132908306156, -16.084874526418478], [137.16358308387672, -16.13933496028066]], [[137.26618660863676, -15.261279639957701], [137.27190209513404, -15.397766089700111], [137.27762999428433, -15.53419154632939], [137.2833703465444, -15.670556651502556], [137.28912319254695, -15.806862046182284], [137.29488857310153, -15.94310837066927], [137.30066652919547, -16.079296264633584], [137.30298124199925, -16.13375520484448]], [[136.44022940889968, -15.428904252227024], [136.57886957778476, -15.424084953252327], [136.71749895826022, -15.419117482292155], [136.85611722516046, -15.414001849675818], [136.99472405347677, -15.408738066034013], [137.1333191183618, -15.403326142298273], [137.27190209513404, -15.397766089700111], [137.32733182847502, -15.395500595152301]], [[136.4450552943512, -15.56534974158049], [136.58384589032872, -15.560527339138998], [136.72262566271414, -15.555556670433885], [136.8613942852853, -15.550437745904404], [137.0001514319777, -15.545170576294666], [137.13889677688923, -15.539755172652495], [137.27762999428433, -15.53419154632939], [137.33311981260553, -15.531924596049812]], [[136.4498916770444, -15.701735069807373], [136.58883302649033, -15.696909534429501], [136.72776351700855, -15.691935637608392], [136.86668282131583, -15.686813389893839], [137.0055906122874, -15.681542802143602], [137.14448656296156, -15.67612388552261], [137.2833703465444, -15.670556651502556], [137.3389203800228, -15.668288231650672]], [[136.454738591253, -15.838060878338688], [136.59383102160527, -15.833232180482291], [136.73291255754037, -15.828255025099313], [136.8719828707093, -15.82312942285058], [137.01104163292237, -15.817855384708176], [137.15008851615394, -15.812432921954626], [137.28912319254695, -15.806862046182284], [137.34473357178229, -15.804592142883708]], [[136.45959607139997, -15.974327807952724], [136.59883991116317, -15.969495918001364], [136.73807282086497, -15.964515473534316], [136.87729447108595, -15.959386485323948], [137.01650453256698, -15.954108964457099], [137.15570267621376, -15.948682922334251], [137.29488857310153, -15.94310837066927], [137.35055942911802, -15.940836970014862]], [[136.46446415205853, -16.11053649880659], [136.60385973080838, -16.10570138706835], [136.74324434369706, -16.10071762291727], [136.88261766023004, -16.09558521723777], [137.02197935007408, -16.090304181231698], [137.16132908306156, -16.084874526418478], [137.30066652919547, -16.079296264633584], [137.3563979934439, -16.077023352678918]]], "type": "MultiLineString"}, "id": "0", "properties": {}, "type": "Feature"}], "type": "FeatureCollection"});\n", | |
"\n", | |
" \n", | |
" \n", | |
" geo_json_5ee3647e3654419854c6b56987096295.addTo(map_848e5ae652e092ea6b58cdb58d1069a3);\n", | |
" \n", | |
" \n", | |
" map_848e5ae652e092ea6b58cdb58d1069a3.fitBounds(\n", | |
" [[-16.160167402793714, 136.44022940889968], [-15.261279639957701, 137.3563979934439]],\n", | |
" {}\n", | |
" );\n", | |
" \n", | |
"</script>\n", | |
"</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" | |
], | |
"text/plain": [ | |
"<folium.folium.Map at 0x7f0b083f1510>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"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": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n", | |
"<svg xmlns=\"http://www.w3.org/2000/svg\"\n", | |
" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n", | |
" width=\"360\" height=\"354\"\n", | |
" viewBox=\"0 0 360 354\"\n", | |
" preserveAspectRatio=\"xMinYMin meet\">\n", | |
"<g transform=\"matrix(324.913383550136,0,0,-324.913383550136,-44299.69199443827,-4927.858384125094)\">\n", | |
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" <div class=\"gbox-info\">\n", | |
" <h4>GeoBox</h4>\n", | |
" <div class=\"row\">\n", | |
" <div class=\"column\">\n", | |
" <div class=\"info-box\">\n", | |
" <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", | |
" <div><?xml version=\"1.0\" encoding=\"utf-8\"?>\n", | |
"<svg xmlns=\"http://www.w3.org/2000/svg\"\n", | |
" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n", | |
" width=\"200\" height=\"100\"\n", | |
" viewBox=\"0 0 200 100\"\n", | |
" preserveAspectRatio=\"xMinYMin meet\">\n", | |
"<g transform=\"matrix(0.5555555555555556,0,0,-0.5555555555555556,100.0,50.0)\">\n", | |
"<path fill-rule=\"evenodd\"\n", | |
" fill=\"#CCCCCC\"\n", | |
" opacity=\"1\"\n", | |
" stroke=\"#555555\"\n", | |
" stroke-width=\"1.7999999999999998\"\n", | |
" stroke-opacity=\"0.9\"\n", | |
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" </div>\n", | |
" <details>\n", | |
" <summary>WKT</summary>\n", | |
" <div class=\"wkt\">PROJCRS[\"GDA94 / Australian Albers\",<br/> BASEGEOGCRS[\"GDA94\",<br/> DATUM[\"Geocentric Datum of Australia 1994\",<br/> ELLIPSOID[\"GRS 1980\",6378137,298.257222101,<br/> LENGTHUNIT[\"metre\",1]]],<br/> PRIMEM[\"Greenwich\",0,<br/> ANGLEUNIT[\"degree\",0.0174532925199433]],<br/> ID[\"EPSG\",4283]],<br/> CONVERSION[\"Australian Albers\",<br/> METHOD[\"Albers Equal Area\",<br/> ID[\"EPSG\",9822]],<br/> PARAMETER[\"Latitude of false origin\",0,<br/> ANGLEUNIT[\"degree\",0.0174532925199433],<br/> ID[\"EPSG\",8821]],<br/> PARAMETER[\"Longitude of false origin\",132,<br/> ANGLEUNIT[\"degree\",0.0174532925199433],<br/> ID[\"EPSG\",8822]],<br/> PARAMETER[\"Latitude of 1st standard parallel\",-18,<br/> ANGLEUNIT[\"degree\",0.0174532925199433],<br/> ID[\"EPSG\",8823]],<br/> PARAMETER[\"Latitude of 2nd standard parallel\",-36,<br/> ANGLEUNIT[\"degree\",0.0174532925199433],<br/> ID[\"EPSG\",8824]],<br/> PARAMETER[\"Easting at false origin\",0,<br/> LENGTHUNIT[\"metre\",1],<br/> ID[\"EPSG\",8826]],<br/> PARAMETER[\"Northing at false origin\",0,<br/> LENGTHUNIT[\"metre\",1],<br/> ID[\"EPSG\",8827]]],<br/> CS[Cartesian,2],<br/> AXIS[\"(E)\",east,<br/> ORDER[1],<br/> LENGTHUNIT[\"metre\",1]],<br/> AXIS[\"(N)\",north,<br/> ORDER[2],<br/> LENGTHUNIT[\"metre\",1]],<br/> USAGE[<br/> SCOPE[\"Statistical analysis.\"],<br/> AREA[\"Australia - Australian Capital Territory; New South Wales; Northern Territory; Queensland; South Australia; Tasmania; Western Australia; Victoria.\"],<br/> BBOX[-43.7,112.85,-9.86,153.69]],<br/> 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=\"<!DOCTYPE html>\n", | |
"<html>\n", | |
"<head>\n", | |
" \n", | |
" <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n", | |
" \n", | |
" <script>\n", | |
" L_NO_TOUCH = false;\n", | |
" L_DISABLE_3D = false;\n", | |
" </script>\n", | |
" \n", | |
" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n", | |
" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n", | |
" <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.js"></script>\n", | |
" <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", | |
" <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js"></script>\n", | |
" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css"/>\n", | |
" <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/[email protected]/css/all.min.css"/>\n", | |
" <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n", | |
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n", | |
" \n", | |
" <meta name="viewport" content="width=device-width,\n", | |
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", | |
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" #map_9b39f3c77c213c053b5afc039cfbd760 {\n", | |
" position: relative;\n", | |
" width: 100.0%;\n", | |
" height: 100.0%;\n", | |
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" .leaflet-container { font-size: 1rem; }\n", | |
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" \n", | |
" \n", | |
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" 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", | |
" </style>\n", | |
" \n", | |
"</head>\n", | |
"<body>\n", | |
" \n", | |
" \n", | |
" <div class="folium-map" id="map_9b39f3c77c213c053b5afc039cfbd760" ></div>\n", | |
" \n", | |
"</body>\n", | |
"<script>\n", | |
" \n", | |
" \n", | |
" var map_9b39f3c77c213c053b5afc039cfbd760 = L.map(\n", | |
" "map_9b39f3c77c213c053b5afc039cfbd760",\n", | |
" {\n", | |
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"\n", | |
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" "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n", | |
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" tile_layer_9ccaeec4371a33b32410ee398229a021.addTo(map_9b39f3c77c213c053b5afc039cfbd760);\n", | |
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