From 3ee68c42d9414470e7c453809cf9ed617ae48bec Mon Sep 17 00:00:00 2001 From: Jack-Hayes Date: Thu, 19 Dec 2024 10:39:53 -0800 Subject: [PATCH] Added LVIS Available on STAC --- docs/examples/additional_lidar.ipynb | 1552 ++++++++++++++++++++++++-- docs/user_guide/datasets.md | 2 + src/coincident/datasets/__init__.py | 2 + src/coincident/datasets/nasa.py | 55 + 4 files changed, 1502 insertions(+), 109 deletions(-) diff --git a/docs/examples/additional_lidar.ipynb b/docs/examples/additional_lidar.ipynb index 0120aa3..c7319a8 100644 --- a/docs/examples/additional_lidar.ipynb +++ b/docs/examples/additional_lidar.ipynb @@ -243,7 +243,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_aa12e0bb0a0fb9d80983bee81f6807f0 {\n", + " #map_06060aa28a420940bd5fc7cfd8c2cf51 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -352,14 +352,14 @@ " </div>\n", " \n", " \n", - " <div class="folium-map" id="map_aa12e0bb0a0fb9d80983bee81f6807f0" ></div>\n", + " <div class="folium-map" id="map_06060aa28a420940bd5fc7cfd8c2cf51" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_aa12e0bb0a0fb9d80983bee81f6807f0 = L.map(\n", - " "map_aa12e0bb0a0fb9d80983bee81f6807f0",\n", + " var map_06060aa28a420940bd5fc7cfd8c2cf51 = L.map(\n", + " "map_06060aa28a420940bd5fc7cfd8c2cf51",\n", " {\n", " center: [46.677565796500005, -120.124237061],\n", " crs: L.CRS.EPSG3857,\n", @@ -368,28 +368,28 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_aa12e0bb0a0fb9d80983bee81f6807f0);\n", + " L.control.scale().addTo(map_06060aa28a420940bd5fc7cfd8c2cf51);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_9640954f4e6cda857553693a8951c5e4 = L.tileLayer(\n", + " var tile_layer_1418c30c3f042a2c6b2395b3a3d8ee37 = 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_9640954f4e6cda857553693a8951c5e4.addTo(map_aa12e0bb0a0fb9d80983bee81f6807f0);\n", + " tile_layer_1418c30c3f042a2c6b2395b3a3d8ee37.addTo(map_06060aa28a420940bd5fc7cfd8c2cf51);\n", " \n", " \n", - " map_aa12e0bb0a0fb9d80983bee81f6807f0.fitBounds(\n", + " map_06060aa28a420940bd5fc7cfd8c2cf51.fitBounds(\n", " [[44.546508789, -123.225280762], [48.808622804, -117.02319336]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_aaf9ee569f9a42a04205ee00ea0e045c_styler(feature) {\n", + " function geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", " return {"color": "#a65628", "fillColor": "#a65628", "fillOpacity": 0.5, "weight": 2};\n", @@ -409,52 +409,52 @@ " return {"color": "#377eb8", "fillColor": "#377eb8", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_aaf9ee569f9a42a04205ee00ea0e045c_highlighter(feature) {\n", + " function geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_aaf9ee569f9a42a04205ee00ea0e045c_pointToLayer(feature, latlng) {\n", + " function geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_aaf9ee569f9a42a04205ee00ea0e045c_styler(feature)\n", + " let style = geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_aaf9ee569f9a42a04205ee00ea0e045c_onEachFeature(feature, layer) {\n", + " function geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_aaf9ee569f9a42a04205ee00ea0e045c.resetStyle(e.target);\n", + " geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_aaf9ee569f9a42a04205ee00ea0e045c_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_aaf9ee569f9a42a04205ee00ea0e045c = L.geoJson(null, {\n", - " onEachFeature: geo_json_aaf9ee569f9a42a04205ee00ea0e045c_onEachFeature,\n", + " var geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa = L.geoJson(null, {\n", + " onEachFeature: geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_onEachFeature,\n", " \n", - " style: geo_json_aaf9ee569f9a42a04205ee00ea0e045c_styler,\n", - " pointToLayer: geo_json_aaf9ee569f9a42a04205ee00ea0e045c_pointToLayer,\n", + " style: geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_styler,\n", + " pointToLayer: geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_pointToLayer,\n", " });\n", "\n", - " function geo_json_aaf9ee569f9a42a04205ee00ea0e045c_add (data) {\n", - " geo_json_aaf9ee569f9a42a04205ee00ea0e045c\n", + " function geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa_add (data) {\n", + " geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa\n", " .addData(data);\n", " }\n", - " geo_json_aaf9ee569f9a42a04205ee00ea0e045c_add({"bbox": [-123.225280762, 44.546508789, -117.02319336, 48.808622804], "features": [{"bbox": [-121.861511231, 47.117126465, -121.296386719, 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{"__folium_color": "#377eb8", "end_datetime": "2019-05-06", "id": "9211", "start_datetime": "2018-08-05", "title": "2018 - 2019 USGS Lidar: Washington FEMA QL2"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_aaf9ee569f9a42a04205ee00ea0e045c.bindTooltip(\n", + " geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -478,13 +478,13 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_aaf9ee569f9a42a04205ee00ea0e045c.addTo(map_aa12e0bb0a0fb9d80983bee81f6807f0);\n", + " geo_json_a4f7325f4e6501ada58d2c2c2a9c82fa.addTo(map_06060aa28a420940bd5fc7cfd8c2cf51);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -618,7 +618,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_ab70730ce468c333b699920d99d07e32 {\n", + " #map_c9ef64e7d1d15aa352360ebbd25d4fc6 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -721,14 +721,14 @@ " </div>\n", " \n", " \n", - " <div class="folium-map" id="map_ab70730ce468c333b699920d99d07e32" ></div>\n", + " <div class="folium-map" id="map_c9ef64e7d1d15aa352360ebbd25d4fc6" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_ab70730ce468c333b699920d99d07e32 = L.map(\n", - " "map_ab70730ce468c333b699920d99d07e32",\n", + " var map_c9ef64e7d1d15aa352360ebbd25d4fc6 = L.map(\n", + " "map_c9ef64e7d1d15aa352360ebbd25d4fc6",\n", " {\n", " center: [46.048294478, -121.760565372],\n", " crs: L.CRS.EPSG3857,\n", @@ -737,28 +737,28 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_ab70730ce468c333b699920d99d07e32);\n", + " L.control.scale().addTo(map_c9ef64e7d1d15aa352360ebbd25d4fc6);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_5dd17cf2067c65af1fe7192ce918bb63 = L.tileLayer(\n", + " var tile_layer_1037663d222ecaa675ae116fe8a3e994 = 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_5dd17cf2067c65af1fe7192ce918bb63.addTo(map_ab70730ce468c333b699920d99d07e32);\n", + " tile_layer_1037663d222ecaa675ae116fe8a3e994.addTo(map_c9ef64e7d1d15aa352360ebbd25d4fc6);\n", " \n", " \n", - " map_ab70730ce468c333b699920d99d07e32.fitBounds(\n", + " map_c9ef64e7d1d15aa352360ebbd25d4fc6.fitBounds(\n", " [[45.53693701, -122.211493807], [46.559651946, -121.309636937]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_5914c13f2a406740f869e19eea525a54_styler(feature) {\n", + " function geo_json_e5c321beda46a74e4641aa55936ce0eb_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", " return {"color": "#8dd3c7", "fillColor": "#8dd3c7", "fillOpacity": 0.5, "weight": 2};\n", @@ -766,52 +766,52 @@ " return {"color": "#ffed6f", "fillColor": "#ffed6f", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_5914c13f2a406740f869e19eea525a54_highlighter(feature) {\n", + " function geo_json_e5c321beda46a74e4641aa55936ce0eb_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_5914c13f2a406740f869e19eea525a54_pointToLayer(feature, latlng) {\n", + " function geo_json_e5c321beda46a74e4641aa55936ce0eb_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_5914c13f2a406740f869e19eea525a54_styler(feature)\n", + " let style = geo_json_e5c321beda46a74e4641aa55936ce0eb_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_5914c13f2a406740f869e19eea525a54_onEachFeature(feature, layer) {\n", + " function geo_json_e5c321beda46a74e4641aa55936ce0eb_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_5914c13f2a406740f869e19eea525a54.resetStyle(e.target);\n", + " geo_json_e5c321beda46a74e4641aa55936ce0eb.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_5914c13f2a406740f869e19eea525a54_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_e5c321beda46a74e4641aa55936ce0eb_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_5914c13f2a406740f869e19eea525a54 = L.geoJson(null, {\n", - " onEachFeature: geo_json_5914c13f2a406740f869e19eea525a54_onEachFeature,\n", + " var geo_json_e5c321beda46a74e4641aa55936ce0eb = L.geoJson(null, {\n", + " onEachFeature: geo_json_e5c321beda46a74e4641aa55936ce0eb_onEachFeature,\n", " \n", - " style: geo_json_5914c13f2a406740f869e19eea525a54_styler,\n", - " pointToLayer: geo_json_5914c13f2a406740f869e19eea525a54_pointToLayer,\n", + " style: geo_json_e5c321beda46a74e4641aa55936ce0eb_styler,\n", + " pointToLayer: geo_json_e5c321beda46a74e4641aa55936ce0eb_pointToLayer,\n", " });\n", "\n", - " function geo_json_5914c13f2a406740f869e19eea525a54_add (data) {\n", - " geo_json_5914c13f2a406740f869e19eea525a54\n", + " function geo_json_e5c321beda46a74e4641aa55936ce0eb_add (data) {\n", + " geo_json_e5c321beda46a74e4641aa55936ce0eb\n", " .addData(data);\n", " }\n", - " geo_json_5914c13f2a406740f869e19eea525a54_add({"bbox": [-122.211493807, 45.53693701, -121.309636937, 46.559651946], "features": [{"bbox": [-121.467009193, 46.44759467, -121.309636937, 46.559651946], "geometry": {"coordinates": [[[-121.467009193, 46.483764413], [-121.459144355, 46.487663955], [-121.463175565, 46.493067731], [-121.450084804, 46.505314542], [-121.445107526, 46.508930195], [-121.435406197, 46.504854024], [-121.37056132, 46.559651946], [-121.359916107, 46.559576639], [-121.33006374, 46.538564446], [-121.317936856, 46.54038402], [-121.309636937, 46.53341872], [-121.323196625, 46.526238586], [-121.346664049, 46.500542451], [-121.383637079, 46.478869999], [-121.376044278, 46.471844924], [-121.383351021, 46.465679212], [-121.392996654, 46.467334882], [-121.385736579, 46.45950765], [-121.395311306, 46.452036151], [-121.408972102, 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geo_json_5914c13f2a406740f869e19eea525a54.addTo(map_ab70730ce468c333b699920d99d07e32);\n", + " geo_json_e5c321beda46a74e4641aa55936ce0eb.addTo(map_c9ef64e7d1d15aa352360ebbd25d4fc6);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -884,8 +884,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.17 s, sys: 78 ms, total: 1.24 s\n", - "Wall time: 7.6 s\n" + "CPU times: user 1.65 s, sys: 198 ms, total: 1.84 s\n", + "Wall time: 9.76 s\n" ] } ], @@ -1025,7 +1025,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_86f5b4c1c155f3034b0c5ef6ae49e431 {\n", + " #map_68e5a67839be9c56f22c12c5f9b9347e {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -1087,14 +1087,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_86f5b4c1c155f3034b0c5ef6ae49e431" ></div>\n", + " <div class="folium-map" id="map_68e5a67839be9c56f22c12c5f9b9347e" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_86f5b4c1c155f3034b0c5ef6ae49e431 = L.map(\n", - " "map_86f5b4c1c155f3034b0c5ef6ae49e431",\n", + " var map_68e5a67839be9c56f22c12c5f9b9347e = L.map(\n", + " "map_68e5a67839be9c56f22c12c5f9b9347e",\n", " {\n", " center: [46.677565796500005, -120.124237061],\n", " crs: L.CRS.EPSG3857,\n", @@ -1103,79 +1103,79 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_86f5b4c1c155f3034b0c5ef6ae49e431);\n", + " L.control.scale().addTo(map_68e5a67839be9c56f22c12c5f9b9347e);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_c15828e22d064a62a900f91019608ec2 = L.tileLayer(\n", + " var tile_layer_bdf97388a1fd0fb5226eaaccb305eea7 = 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_c15828e22d064a62a900f91019608ec2.addTo(map_86f5b4c1c155f3034b0c5ef6ae49e431);\n", + " tile_layer_bdf97388a1fd0fb5226eaaccb305eea7.addTo(map_68e5a67839be9c56f22c12c5f9b9347e);\n", " \n", " \n", - " map_86f5b4c1c155f3034b0c5ef6ae49e431.fitBounds(\n", + " map_68e5a67839be9c56f22c12c5f9b9347e.fitBounds(\n", " [[44.546508789, -123.225280762], [48.808622804, -117.02319336]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_a3b37939444f12f6d616bb40cf0a43da_styler(feature) {\n", + " function geo_json_3cc77ebe927b3bcdff700d45e5061bff_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"color": "blue", "fillColor": "blue", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_a3b37939444f12f6d616bb40cf0a43da_highlighter(feature) {\n", + " function geo_json_3cc77ebe927b3bcdff700d45e5061bff_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_a3b37939444f12f6d616bb40cf0a43da_pointToLayer(feature, latlng) {\n", + " function geo_json_3cc77ebe927b3bcdff700d45e5061bff_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_a3b37939444f12f6d616bb40cf0a43da_styler(feature)\n", + " let style = geo_json_3cc77ebe927b3bcdff700d45e5061bff_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_a3b37939444f12f6d616bb40cf0a43da_onEachFeature(feature, layer) {\n", + " function geo_json_3cc77ebe927b3bcdff700d45e5061bff_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_a3b37939444f12f6d616bb40cf0a43da.resetStyle(e.target);\n", + " geo_json_3cc77ebe927b3bcdff700d45e5061bff.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_a3b37939444f12f6d616bb40cf0a43da_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_3cc77ebe927b3bcdff700d45e5061bff_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_a3b37939444f12f6d616bb40cf0a43da = L.geoJson(null, {\n", - " onEachFeature: geo_json_a3b37939444f12f6d616bb40cf0a43da_onEachFeature,\n", + " var geo_json_3cc77ebe927b3bcdff700d45e5061bff = L.geoJson(null, {\n", + " onEachFeature: geo_json_3cc77ebe927b3bcdff700d45e5061bff_onEachFeature,\n", " \n", - " style: geo_json_a3b37939444f12f6d616bb40cf0a43da_styler,\n", - " pointToLayer: geo_json_a3b37939444f12f6d616bb40cf0a43da_pointToLayer,\n", + " style: geo_json_3cc77ebe927b3bcdff700d45e5061bff_styler,\n", + " pointToLayer: geo_json_3cc77ebe927b3bcdff700d45e5061bff_pointToLayer,\n", " });\n", "\n", - " function geo_json_a3b37939444f12f6d616bb40cf0a43da_add (data) {\n", - " geo_json_a3b37939444f12f6d616bb40cf0a43da\n", + " function geo_json_3cc77ebe927b3bcdff700d45e5061bff_add (data) {\n", + " geo_json_3cc77ebe927b3bcdff700d45e5061bff\n", " .addData(data);\n", " }\n", - " geo_json_a3b37939444f12f6d616bb40cf0a43da_add({"bbox": [-123.225280762, 44.546508789, -117.02319336, 48.808622804], "features": [{"bbox": [-121.861511231, 47.117126465, -121.296386719, 47.358703614], "geometry": {"coordinates": [[[-121.82611084, 47.358703614], 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"title": "2018 - 2019 USGS Lidar: Washington FEMA QL2"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_a3b37939444f12f6d616bb40cf0a43da.bindTooltip(\n", + " geo_json_3cc77ebe927b3bcdff700d45e5061bff.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -1199,61 +1199,61 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_a3b37939444f12f6d616bb40cf0a43da.addTo(map_86f5b4c1c155f3034b0c5ef6ae49e431);\n", + " geo_json_3cc77ebe927b3bcdff700d45e5061bff.addTo(map_68e5a67839be9c56f22c12c5f9b9347e);\n", " \n", " \n", - " function geo_json_1c612a92d612f750af6410920f14976f_styler(feature) {\n", + " function geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"color": "black", "fillColor": "black", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_1c612a92d612f750af6410920f14976f_highlighter(feature) {\n", + " function geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_1c612a92d612f750af6410920f14976f_pointToLayer(feature, latlng) {\n", + " function geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_1c612a92d612f750af6410920f14976f_styler(feature)\n", + " let style = geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_1c612a92d612f750af6410920f14976f_onEachFeature(feature, layer) {\n", + " function geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_1c612a92d612f750af6410920f14976f.resetStyle(e.target);\n", + " geo_json_7a9fdc15a1905943389d7a5c9c80e9ef.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_1c612a92d612f750af6410920f14976f_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_1c612a92d612f750af6410920f14976f = L.geoJson(null, {\n", - " onEachFeature: geo_json_1c612a92d612f750af6410920f14976f_onEachFeature,\n", + " var geo_json_7a9fdc15a1905943389d7a5c9c80e9ef = L.geoJson(null, {\n", + " onEachFeature: geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_onEachFeature,\n", " \n", - " style: geo_json_1c612a92d612f750af6410920f14976f_styler,\n", - " pointToLayer: geo_json_1c612a92d612f750af6410920f14976f_pointToLayer,\n", + " style: geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_styler,\n", + " pointToLayer: geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_pointToLayer,\n", " });\n", "\n", - " function geo_json_1c612a92d612f750af6410920f14976f_add (data) {\n", - " geo_json_1c612a92d612f750af6410920f14976f\n", + " function geo_json_7a9fdc15a1905943389d7a5c9c80e9ef_add (data) {\n", + " geo_json_7a9fdc15a1905943389d7a5c9c80e9ef\n", " .addData(data);\n", " }\n", - " geo_json_1c612a92d612f750af6410920f14976f_add({"bbox": [-122.211493807, 45.53693701, -121.309636937, 46.559651946], "features": [{"bbox": [-121.467009193, 46.44759467, -121.309636937, 46.559651946], "geometry": {"coordinates": [[[-121.467009193, 46.483764413], [-121.459144355, 46.487663955], [-121.463175565, 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{"__folium_color": "black", "end_datetime": "2018-09-20", "id": "OTLAS.072019.6339.1", "start_datetime": "2018-09-19", "title": "High-Resolution Mapping of Goat Rock Volcano, WA"}, "type": "Feature"}, {"bbox": [-122.211493807, 45.53693701, -121.696623384, 45.695421968], "geometry": {"coordinates": [[[[-122.124187837, 45.582188934], [-121.98544175, 45.624697975], [-121.95447311, 45.635368927], [-121.955331718, 45.639850526], [-121.932842163, 45.641408082], [-121.909211793, 45.652629211], [-121.897968668, 45.667970204], [-121.836005872, 45.68591404], [-121.83427783, 45.691978763], [-121.726980708, 45.695421968], [-121.706676736, 45.687248358], [-121.696623384, 45.669168828], [-121.699077061, 45.658433941], [-121.71695876, 45.648830295], [-121.802149782, 45.620269355], [-121.806945853, 45.613803017], [-121.799810875, 45.61110223], [-121.808881009, 45.596735337], [-121.800034547, 45.591549332], [-121.806487092, 45.568431686], [-121.825347135, 45.562368311], [-121.823800038, 45.557636815], 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45.53693701, -121.309636937, 46.559651946], "features": [{"bbox": [-121.467009193, 46.44759467, -121.309636937, 46.559651946], "geometry": {"coordinates": [[[-121.467009193, 46.483764413], [-121.459144355, 46.487663955], [-121.463175565, 46.493067731], [-121.450084804, 46.505314542], [-121.445107526, 46.508930195], [-121.435406197, 46.504854024], [-121.37056132, 46.559651946], [-121.359916107, 46.559576639], [-121.33006374, 46.538564446], [-121.317936856, 46.54038402], [-121.309636937, 46.53341872], [-121.323196625, 46.526238586], [-121.346664049, 46.500542451], [-121.383637079, 46.478869999], [-121.376044278, 46.471844924], [-121.383351021, 46.465679212], [-121.392996654, 46.467334882], [-121.385736579, 46.45950765], [-121.395311306, 46.452036151], [-121.408972102, 46.459340399], [-121.423683355, 46.44759467], [-121.467009193, 46.483764413]], [[-121.454083441, 46.497054636], [-121.454435357, 46.496349135], [-121.453111251, 46.496448408], [-121.453052477, 46.496760894], 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"OTLAS.112018.26910.1", "start_datetime": "2018-05-03", "title": "Eagle Creek Fire Area in the Columbia River Gorge, Oregon"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_1c612a92d612f750af6410920f14976f.bindTooltip(\n", + " geo_json_7a9fdc15a1905943389d7a5c9c80e9ef.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -1277,61 +1277,61 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_1c612a92d612f750af6410920f14976f.addTo(map_86f5b4c1c155f3034b0c5ef6ae49e431);\n", + " geo_json_7a9fdc15a1905943389d7a5c9c80e9ef.addTo(map_68e5a67839be9c56f22c12c5f9b9347e);\n", " \n", " \n", - " function geo_json_659123d1e986c439e93298c0dea90312_styler(feature) {\n", + " function geo_json_59fed4ab629d34da923fd9b5453b5d1e_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"color": "deeppink", "fillColor": "deeppink", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_659123d1e986c439e93298c0dea90312_highlighter(feature) {\n", + " function geo_json_59fed4ab629d34da923fd9b5453b5d1e_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_659123d1e986c439e93298c0dea90312_pointToLayer(feature, latlng) {\n", + " function geo_json_59fed4ab629d34da923fd9b5453b5d1e_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_659123d1e986c439e93298c0dea90312_styler(feature)\n", + " let style = geo_json_59fed4ab629d34da923fd9b5453b5d1e_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_659123d1e986c439e93298c0dea90312_onEachFeature(feature, layer) {\n", + " function geo_json_59fed4ab629d34da923fd9b5453b5d1e_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_659123d1e986c439e93298c0dea90312.resetStyle(e.target);\n", + " geo_json_59fed4ab629d34da923fd9b5453b5d1e.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_659123d1e986c439e93298c0dea90312_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_59fed4ab629d34da923fd9b5453b5d1e_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_659123d1e986c439e93298c0dea90312 = L.geoJson(null, {\n", - " onEachFeature: geo_json_659123d1e986c439e93298c0dea90312_onEachFeature,\n", + " var geo_json_59fed4ab629d34da923fd9b5453b5d1e = L.geoJson(null, {\n", + " onEachFeature: geo_json_59fed4ab629d34da923fd9b5453b5d1e_onEachFeature,\n", " \n", - " style: geo_json_659123d1e986c439e93298c0dea90312_styler,\n", - " pointToLayer: geo_json_659123d1e986c439e93298c0dea90312_pointToLayer,\n", + " style: geo_json_59fed4ab629d34da923fd9b5453b5d1e_styler,\n", + " pointToLayer: geo_json_59fed4ab629d34da923fd9b5453b5d1e_pointToLayer,\n", " });\n", "\n", - " function geo_json_659123d1e986c439e93298c0dea90312_add (data) {\n", - " geo_json_659123d1e986c439e93298c0dea90312\n", + " function geo_json_59fed4ab629d34da923fd9b5453b5d1e_add (data) {\n", + " geo_json_59fed4ab629d34da923fd9b5453b5d1e\n", " .addData(data);\n", " }\n", - " geo_json_659123d1e986c439e93298c0dea90312_add({"bbox": [-122.40146885338518, 45.70087811078891, -121.777596698074, 45.89858652732464], "features": [{"bbox": [-122.40146885338518, 45.70087811078891, -122.23192127926859, 45.8136891319497], "geometry": {"coordinates": [[[-122.40146885338518, 45.70087811078891], [-122.23192127926859, 45.70087811078891], [-122.23192127926859, 45.8136891319497], [-122.40146885338518, 45.8136891319497], [-122.40146885338518, 45.70087811078891]]], "type": "Polygon"}, "id": "0", "properties": {"__folium_color": "deeppink", "end_datetime": "2018-07", "id": "ABBY", "product_url": "https://data.neonscience.org/api/v0/data/DP3.30024.001/ABBY/2018-07", "start_datetime": "2018-07", "title": "Abby Road NEON"}, "type": "Feature"}, {"bbox": [-122.09865690014294, 45.77604994914722, -121.777596698074, 45.89858652732464], "geometry": {"coordinates": [[[-122.09865690014294, 45.77604994914722], [-121.777596698074, 45.77604994914722], [-121.777596698074, 45.89858652732464], [-122.09865690014294, 45.89858652732464], [-122.09865690014294, 45.77604994914722]]], "type": "Polygon"}, "id": "1", "properties": {"__folium_color": "deeppink", "end_datetime": "2018-07", "id": "WREF", "product_url": "https://data.neonscience.org/api/v0/data/DP3.30024.001/WREF/2018-07", "start_datetime": "2018-07", "title": "Wind River Experimental Forest NEON"}, "type": "Feature"}], "type": "FeatureCollection"});\n", + " geo_json_59fed4ab629d34da923fd9b5453b5d1e_add({"bbox": [-122.40146885338518, 45.70087811078891, -121.777596698074, 45.89858652732464], "features": [{"bbox": [-122.40146885338518, 45.70087811078891, -122.23192127926859, 45.8136891319497], "geometry": {"coordinates": [[[-122.40146885338518, 45.70087811078891], [-122.23192127926859, 45.70087811078891], [-122.23192127926859, 45.8136891319497], [-122.40146885338518, 45.8136891319497], [-122.40146885338518, 45.70087811078891]]], "type": "Polygon"}, "id": "0", "properties": {"__folium_color": "deeppink", "end_datetime": "2018-07", "id": "ABBY", "product_url": "https://data.neonscience.org/api/v0/data/DP3.30024.001/ABBY/2018-07", "start_datetime": "2018-07", "title": "Abby Road NEON"}, "type": "Feature"}, {"bbox": [-122.09865690014294, 45.77604994914722, -121.777596698074, 45.89858652732464], "geometry": {"coordinates": [[[-122.09865690014294, 45.77604994914722], [-121.777596698074, 45.77604994914722], [-121.777596698074, 45.89858652732464], [-122.09865690014294, 45.89858652732464], [-122.09865690014294, 45.77604994914722]]], "type": "Polygon"}, "id": "1", "properties": {"__folium_color": "deeppink", "end_datetime": "2018-07", "id": "WREF", "product_url": "https://data.neonscience.org/api/v0/data/DP3.30024.001/WREF/2018-07", "start_datetime": "2018-07", "title": "Wind River Experimental Forest NEON"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_659123d1e986c439e93298c0dea90312.bindTooltip(\n", + " geo_json_59fed4ab629d34da923fd9b5453b5d1e.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -1355,13 +1355,13 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_659123d1e986c439e93298c0dea90312.addTo(map_86f5b4c1c155f3034b0c5ef6ae49e431);\n", + " geo_json_59fed4ab629d34da923fd9b5453b5d1e.addTo(map_68e5a67839be9c56f22c12c5f9b9347e);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -1374,6 +1374,1340 @@ "gf_ncalm.explore(m=m, color=\"black\")\n", "gf_neon.explore(m=m, color=\"deeppink\")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NASA LVIS\n", + "\n", + "Currently, only a select number of LVIS flghts are supported due to the limited amount of LVIS products hosted on STAC catalogs:\n", + "- [ABoVE LVIS L2 Geolocated Surface Elevation Product, Version 1](https://nsidc.org/data/ablvis2/versions/1)\n", + " - Search extent limited to bbox [-158, 48, -104, 72] and 2017-06-29 to 2017-07-17\n", + "- [AfriSAR LVIS L2 Geolocated Surface Elevation Product, Version 1](https://nsidc.org/data/aflvis2/versions/1)\n", + " - Search extent limited to bbox [8, -2, 12, 1] and 2016-02-20 to 2016-03-08\n", + "\n", + "```{warning}\n", + "Searching highly complex multi-polygons might break the STAC search, so simplifying your polygon before searching is recommended.\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# first, let's look at the ABoVE product in Canada\n", + "aoi = gpd.read_file(\n", + " \"https://gist.githubusercontent.com/M1r1k/d5731bf39e1dfda5b53b4e4c560d968d/raw/c774258085ddc11776591ce95f2240d0fd0657a2/canada_provinces.geo.json\"\n", + ")\n", + "aoi = aoi[aoi[\"name\"] == \"Yukon\"].reset_index(drop=True)\n", + "# reduce complexity of multipolygon input\n", + "aoi.geometry = aoi.geometry.convex_hull" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "gf_lvis_ab = coincident.search.search(dataset=\"ablvis2_1\", intersects=aoi)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(120, 13)\n" + ] + }, + { + "data": { + "text/html": [ + "
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assetsbboxcollectiongeometryidlinksstac_extensionsstac_versiontypedatetimeend_datetimestart_datetimedayofyear
0{'30/LVIS2_ABoVE2017_0630_R1803_071020': {'hre...{'xmin': -133.60073, 'ymin': 67.25842, 'xmax':...ABLVIS2_1POLYGON ((-133.56719 67.45062, -133.57194 67.4...SC:ABLVIS2.001:129489615[{'href': 'https://cmr.earthdata.nasa.gov/stac...[]1.0.0Feature2017-06-30 19:43:40.438000+00:002017-06-30 19:47:54.433000+00:002017-06-30 19:43:40.438000+00:00181
1{'30/LVIS2_ABoVE2017_0630_R1803_071274': {'hre...{'xmin': -133.84509, 'ymin': 67.41616, 'xmax':...ABLVIS2_1POLYGON ((-133.69928 67.44517, -133.74165 67.4...SC:ABLVIS2.001:129489178[{'href': 'https://cmr.earthdata.nasa.gov/stac...[]1.0.0Feature2017-06-30 19:47:54.433000+00:002017-06-30 19:49:17.458000+00:002017-06-30 19:47:54.433000+00:00181
\n", + "
" + ], + "text/plain": [ + " assets \\\n", + "0 {'30/LVIS2_ABoVE2017_0630_R1803_071020': {'hre... \n", + "1 {'30/LVIS2_ABoVE2017_0630_R1803_071274': {'hre... \n", + "\n", + " bbox collection \\\n", + "0 {'xmin': -133.60073, 'ymin': 67.25842, 'xmax':... ABLVIS2_1 \n", + "1 {'xmin': -133.84509, 'ymin': 67.41616, 'xmax':... ABLVIS2_1 \n", + "\n", + " geometry \\\n", + "0 POLYGON ((-133.56719 67.45062, -133.57194 67.4... \n", + "1 POLYGON ((-133.69928 67.44517, -133.74165 67.4... \n", + "\n", + " id \\\n", + "0 SC:ABLVIS2.001:129489615 \n", + "1 SC:ABLVIS2.001:129489178 \n", + "\n", + " links stac_extensions \\\n", + "0 [{'href': 'https://cmr.earthdata.nasa.gov/stac... [] \n", + "1 [{'href': 'https://cmr.earthdata.nasa.gov/stac... [] \n", + "\n", + " stac_version type datetime \\\n", + "0 1.0.0 Feature 2017-06-30 19:43:40.438000+00:00 \n", + "1 1.0.0 Feature 2017-06-30 19:47:54.433000+00:00 \n", + "\n", + " end_datetime start_datetime dayofyear \n", + "0 2017-06-30 19:47:54.433000+00:00 2017-06-30 19:43:40.438000+00:00 181 \n", + "1 2017-06-30 19:49:17.458000+00:00 2017-06-30 19:47:54.433000+00:00 181 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(gf_lvis_ab.shape)\n", + "gf_lvis_ab.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = aoi.explore(color=\"gray\")\n", + "gf_lvis_ab.clip(aoi).explore(m=m, column=\"datetime\", cmap=\"inferno\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# now, let's look at AfriSAR LiDAR\n", + "# this polygon is already simplified\n", + "aoi = gpd.read_file(\n", + " \"https://raw.githubusercontent.com/glynnbird/countriesgeojson/refs/heads/master/gabon.geojson\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "gf_lvis_af = coincident.search.search(\n", + " dataset=\"aflvis2_1\", intersects=aoi, datetime=[\"2016-02-20\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(17, 13)\n" + ] + }, + { + "data": { + "text/html": [ + "
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assetsbboxcollectiongeometryidlinksstac_extensionsstac_versiontypedatetimeend_datetimestart_datetimedayofyear
0{'20/LVIS2_Gabon2016_0220_R1808_038024': {'hre...{'xmin': 9.78612, 'ymin': -0.17711, 'xmax': 10...AFLVIS2_1POLYGON ((9.78612 0.16789, 9.78612 0.16429, 9....SC:AFLVIS2.001:138345559[{'href': 'https://cmr.earthdata.nasa.gov/stac...[]1.0.0Feature2016-02-20 10:33:44.015000+00:002016-02-20 10:43:39.524000+00:002016-02-20 10:33:44.015000+00:0051
1{'20/LVIS2_Gabon2016_0220_R1808_038619': {'hre...{'xmin': 10.19384, 'ymin': -0.83624, 'xmax': 1...AFLVIS2_1POLYGON ((10.19743 -0.15792, 10.19743 -0.1615,...SC:AFLVIS2.001:138348873[{'href': 'https://cmr.earthdata.nasa.gov/stac...[]1.0.0Feature2016-02-20 10:43:39.525000+00:002016-02-20 10:58:47.545000+00:002016-02-20 10:43:39.525000+00:0051
\n", + "
" + ], + "text/plain": [ + " assets \\\n", + "0 {'20/LVIS2_Gabon2016_0220_R1808_038024': {'hre... \n", + "1 {'20/LVIS2_Gabon2016_0220_R1808_038619': {'hre... \n", + "\n", + " bbox collection \\\n", + "0 {'xmin': 9.78612, 'ymin': -0.17711, 'xmax': 10... AFLVIS2_1 \n", + "1 {'xmin': 10.19384, 'ymin': -0.83624, 'xmax': 1... AFLVIS2_1 \n", + "\n", + " geometry \\\n", + "0 POLYGON ((9.78612 0.16789, 9.78612 0.16429, 9.... \n", + "1 POLYGON ((10.19743 -0.15792, 10.19743 -0.1615,... \n", + "\n", + " id \\\n", + "0 SC:AFLVIS2.001:138345559 \n", + "1 SC:AFLVIS2.001:138348873 \n", + "\n", + " links stac_extensions \\\n", + "0 [{'href': 'https://cmr.earthdata.nasa.gov/stac... [] \n", + "1 [{'href': 'https://cmr.earthdata.nasa.gov/stac... [] \n", + "\n", + " stac_version type datetime \\\n", + "0 1.0.0 Feature 2016-02-20 10:33:44.015000+00:00 \n", + "1 1.0.0 Feature 2016-02-20 10:43:39.525000+00:00 \n", + "\n", + " end_datetime start_datetime dayofyear \n", + "0 2016-02-20 10:43:39.524000+00:00 2016-02-20 10:33:44.015000+00:00 51 \n", + "1 2016-02-20 10:58:47.545000+00:00 2016-02-20 10:43:39.525000+00:00 51 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(gf_lvis_af.shape)\n", + "gf_lvis_af.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gf_lvis_af.explore(column=\"datetime\", cmap=\"inferno\")" + ] } ], "metadata": { diff --git a/docs/user_guide/datasets.md b/docs/user_guide/datasets.md index 4fd6cf8..f2bfd03 100644 --- a/docs/user_guide/datasets.md +++ b/docs/user_guide/datasets.md @@ -17,6 +17,8 @@ used by this library. | NOAA Coastal LiDAR | noaa | LiDAR | 1996-10-09 | | US Territories | [NOAA](https://coast.noaa.gov/digitalcoast/data/coastallidar.html) | | NCALM LiDAR | ncalm | LiDAR | 2003-05-15 | | US Territories | [NCALM](https://calm.geo.berkeley.edu/ncalm/dtc.html) | | NEON LiDAR | neon | LiDAR | 2013-06-01 | | US Territories | [NEON](https://data.neonscience.org/data-products/DP3.30024.001) | +| ABoVE LVIS L2 | ablvis2_1 | LiDAR | 2017-06-29 | 2017-07-17 | AK and Canada | [ABoVE LVIS L2](https://nsidc.org/data/ablvis2/versions/1) | +| AfriSAR LVIS L2 | aflvis2_1 | LiDAR | 2016-02-20 | 2016-03-08 | Gabon | [AfriSAR LVIS L2](https://nsidc.org/data/aflvis2/versions/1) | ## Other data sources diff --git a/src/coincident/datasets/__init__.py b/src/coincident/datasets/__init__.py index 1cbd508..99b2fa7 100644 --- a/src/coincident/datasets/__init__.py +++ b/src/coincident/datasets/__init__.py @@ -29,6 +29,8 @@ usgs.ThreeDEP(), nasa.ICESat2(), nasa.GEDI(), + nasa.ABLVIS2_1(), + nasa.AFLVIS2_1(), planetary_computer.COP30(), planetary_computer.WorldCover(), csda.TDX(), diff --git a/src/coincident/datasets/nasa.py b/src/coincident/datasets/nasa.py index d9af63b..4e17270 100644 --- a/src/coincident/datasets/nasa.py +++ b/src/coincident/datasets/nasa.py @@ -45,3 +45,58 @@ class GEDI(Dataset): alias: str = "gedi" collections: list[str] = field(default_factory=lambda: ["GEDI02_A_002"]) provider: str = "nasa" + + +# LVIS +# NOTE: different LVIS catalogs are scattered and only some have STAC support... +# Accessing LVIS data through an LP DAAC via earthaccess would include the below two +# datasets, making them mostly-redundant. Can't find STAC catalogs for G-LiHT either +# but the ASF STAC endpoint is promising and will allow us to easily implement +# some Sentinel-1, ALOS, etc access +# https://cmr.earthdata.nasa.gov/stac/ASF +# ======= +@dataclass +class ABLVIS2_1(Dataset): + """ + Essential metadata for ABoVE LVIS L2 Geolocated Surface Elevation Product, Version 1 + + Search extent limited to bbox [-158, 48, -104, 72] and 2017-06-29 to 2017-07-17 + + This data set contains surface elevation data over Alaska and Western Canada measured by the + NASA Land, Vegetation, and Ice Sensor (LVIS), an airborne lidar scanning laser altimeter. + The data were collected as part of NASA's Terrestrial Ecology Program campaign, + the Arctic-Boreal Vulnerability Experiment (ABoVE). + """ + + has_stac_api: bool = True + search: str = "https://cmr.earthdata.nasa.gov/stac/NSIDC_ECS" + start: str = "2017-06-29" + end: str = "2017-07-17" + type: str = "lidar" + alias: str = "ablvis2_1" + collections: list[str] = field(default_factory=lambda: ["ABLVIS2_1"]) + provider: str = "nasa" + + +@dataclass +class AFLVIS2_1(Dataset): + """ + Essential metadata for AfriSAR LVIS L2 Geolocated Surface Elevation Product, Version 1 + + Search extent limited to bbox [8, -2, 12, 1] and 2016-02-20 to 2016-03-08 + + This data set contains surface elevation data over Gabon, Africa. + The measurements were taken by the NASA Land, Vegetation, and Ice Sensor (LVIS), + an airborne lidar scanning laser altimeter. + The data were collected as part of a NASA campaign, + in collaboration with the European Space Agency (ESA) mission AfriSAR. + """ + + has_stac_api: bool = True + search: str = "https://cmr.earthdata.nasa.gov/stac/NSIDC_ECS" + start: str = "2016-02-20" + end: str = "2016-03-08" + type: str = "lidar" + alias: str = "aflvis2_1" + collections: list[str] = field(default_factory=lambda: ["AFLVIS2_1"]) + provider: str = "nasa"