diff --git a/examples/dinamis_sdk_ndvi.ipynb b/examples/dinamis_sdk_ndvi.ipynb
index de25a0eb71b8bd3948d68be566dee9fa0a030a11..35c609ea00127f4e77b829da01fd81cc49ad1d30 100644
--- a/examples/dinamis_sdk_ndvi.ipynb
+++ b/examples/dinamis_sdk_ndvi.ipynb
@@ -40,32 +40,10 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "dc80443b-9586-4e2b-bc33-c5f62bc72e31",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: dinamis-sdk in /srv/conda/envs/notebook/lib/python3.10/site-packages (0.0.9)\n",
- "Requirement already satisfied: requests in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (2.29.0)\n",
- "Requirement already satisfied: qrcode in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (7.4.2)\n",
- "Requirement already satisfied: appdirs in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (1.4.4)\n",
- "Requirement already satisfied: pydantic in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (1.10.7)\n",
- "Requirement already satisfied: pystac in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (1.7.3)\n",
- "Requirement already satisfied: pystac-client in /srv/conda/envs/notebook/lib/python3.10/site-packages (from dinamis-sdk) (0.6.1)\n",
- "Requirement already satisfied: typing-extensions>=4.2.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic->dinamis-sdk) (4.5.0)\n",
- "Requirement already satisfied: python-dateutil>=2.7.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac->dinamis-sdk) (2.8.2)\n",
- "Requirement already satisfied: charset-normalizer<4,>=2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests->dinamis-sdk) (2.1.1)\n",
- "Requirement already satisfied: idna<4,>=2.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests->dinamis-sdk) (3.4)\n",
- "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests->dinamis-sdk) (1.26.15)\n",
- "Requirement already satisfied: certifi>=2017.4.17 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests->dinamis-sdk) (2022.12.7)\n",
- "Requirement already satisfied: pypng in /srv/conda/envs/notebook/lib/python3.10/site-packages (from qrcode->dinamis-sdk) (0.20220715.0)\n",
- "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.7.0->pystac->dinamis-sdk) (1.16.0)\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"#!pip install git+https://gitlab.irstea.fr/dinamis/dinamis-sdk.git\n",
"!pip install dinamis-sdk\n"
@@ -95,18 +73,10 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "803a8738-d1f2-43d3-a426-f8ef156761c6",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "nom de l'api : stac-fastapi\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"import dinamis_sdk\n",
"import pystac_client\n",
@@ -130,23 +100,12 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "65afe82a-1601-41fe-8698-d70a898be394",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Nombre de collections: 2\n",
- "Collections IDs:\n",
- "- spot-6-7-drs\n",
- "- super-sentinel-2-l2a\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"collections = list(api.get_collections())\n",
"\n",
@@ -174,31 +133,10 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"id": "7820c73a-a0ec-4537-9893-c43060e3fed9",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "12 images répondent à la requête\n",
- "---\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220525-105844-883_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220522-104854-517_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2A_20220520-105851-016_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220519-103858-324_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2A_20220517-104859-725_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2A_20220514-103902-815_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220512-104852-490_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220509-103855-665_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2A_20220507-104858-836_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2A_20220504-103903-473_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : super-sentinel-2-l2a ; item ID : SUPER_SENTINEL2B_20220502-104848-819_L2A_T31TEJ_D_15d8e3\n",
- "Collection ID : spot-6-7-drs ; item ID : SPOT6_MS_202205011018084_SPOT6_P_202205011018084\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"year = '2022'\n",
"month = '05'\n",
@@ -227,195 +165,10 @@
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+ "execution_count": null,
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- "text": [
- "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n"
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"source": [
"import geopandas as gpd\n",
"\n",
@@ -425,308 +178,12 @@
},
{
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- "execution_count": 6,
+ "execution_count": null,
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- " }\n",
- " .maplegend .legend-scale ul {\n",
- " margin: 0;\n",
- " margin-bottom: 0px;\n",
- " padding: 0;\n",
- " float: left;\n",
- " list-style: none;\n",
- " }\n",
- " .maplegend .legend-scale ul li {\n",
- " list-style: none;\n",
- " margin-left: 0;\n",
- " line-height: 16px;\n",
- " margin-bottom: 2px;\n",
- " }\n",
- " .maplegend ul.legend-labels li span {\n",
- " display: block;\n",
- " float: left;\n",
- " height: 14px;\n",
- " width: 14px;\n",
- " margin-right: 5px;\n",
- " margin-left: 0;\n",
- " border: 0px solid #ccc;\n",
- " }\n",
- " .maplegend .legend-source {\n",
- " color: #777;\n",
- " clear: both;\n",
- " }\n",
- " .maplegend a {\n",
- " color: #777;\n",
- " }\n",
- " </style>\n",
- " \n",
- "</head>\n",
- "<body>\n",
- " \n",
- " \n",
- " <div id='maplegend platform' class='maplegend'>\n",
- " <div class='legend-title'>platform</div>\n",
- " <div class='legend-scale'>\n",
- " <ul class='legend-labels'>\n",
- " <li><span style='background:#440154'></span>Spot-6</li>\n",
- " <li><span style='background:#fde725'></span>super-sentinel-2-l2a</li>\n",
- " </ul>\n",
- " </div>\n",
- " </div>\n",
- " \n",
- " \n",
- " <div class="folium-map" id="map_5ce25b8570eda82c305d48e7e027e655" ></div>\n",
- " \n",
- "</body>\n",
- "<script>\n",
- " \n",
- " \n",
- " var map_5ce25b8570eda82c305d48e7e027e655 = L.map(\n",
- " "map_5ce25b8570eda82c305d48e7e027e655",\n",
- " {\n",
- " center: [43.89316314247988, 3.968260682403808],\n",
- " crs: L.CRS.EPSG3857,\n",
- " zoom: 10,\n",
- " zoomControl: true,\n",
- " preferCanvas: false,\n",
- " }\n",
- " );\n",
- " L.control.scale().addTo(map_5ce25b8570eda82c305d48e7e027e655);\n",
- "\n",
- " \n",
- "\n",
- " \n",
- " \n",
- " var tile_layer_c56d959ebf5601762b9f968f38922df8 = L.tileLayer(\n",
- " "https://a.basemaps.cartocdn.com/light_all/{z}/{x}/{y}{r}.png",\n",
- " {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors \\u0026copy; \\u003ca href=\\"https://carto.com/attributions\\"\\u003eCARTO\\u003c/a\\u003e", "detectRetina": false, "maxNativeZoom": 20, "maxZoom": 20, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
- " ).addTo(map_5ce25b8570eda82c305d48e7e027e655);\n",
- " \n",
- " \n",
- " map_5ce25b8570eda82c305d48e7e027e655.fitBounds(\n",
- " [[43.547450099338604, 3.5999389520064913], [44.23887618562115, 4.336582412801125]],\n",
- " {}\n",
- " );\n",
- " \n",
- " \n",
- " function geo_json_423eee4cb2bfd87183444c135a2eea61_styler(feature) {\n",
- " switch(feature.id) {\n",
- " case "11": \n",
- " return {"color": "#440154", "fillColor": "#440154", "fillOpacity": 0.5, "weight": 2};\n",
- " default:\n",
- " return {"color": "#fde725", "fillColor": "#fde725", "fillOpacity": 0.5, "weight": 2};\n",
- " }\n",
- " }\n",
- " function geo_json_423eee4cb2bfd87183444c135a2eea61_highlighter(feature) {\n",
- " switch(feature.id) {\n",
- " default:\n",
- " return {"fillOpacity": 0.75};\n",
- " }\n",
- " }\n",
- " function geo_json_423eee4cb2bfd87183444c135a2eea61_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_423eee4cb2bfd87183444c135a2eea61_styler(feature)\n",
- " Object.assign(opts, style)\n",
- " \n",
- " return new L.CircleMarker(latlng, opts)\n",
- " }\n",
- "\n",
- " function geo_json_423eee4cb2bfd87183444c135a2eea61_onEachFeature(feature, layer) {\n",
- " layer.on({\n",
- " mouseout: function(e) {\n",
- " if(typeof e.target.setStyle === "function"){\n",
- " geo_json_423eee4cb2bfd87183444c135a2eea61.resetStyle(e.target);\n",
- " }\n",
- " },\n",
- " mouseover: function(e) {\n",
- " if(typeof e.target.setStyle === "function"){\n",
- " const highlightStyle = geo_json_423eee4cb2bfd87183444c135a2eea61_highlighter(e.target.feature)\n",
- " e.target.setStyle(highlightStyle);\n",
- " }\n",
- " },\n",
- " });\n",
- " };\n",
- " var geo_json_423eee4cb2bfd87183444c135a2eea61 = L.geoJson(null, {\n",
- " onEachFeature: geo_json_423eee4cb2bfd87183444c135a2eea61_onEachFeature,\n",
- " \n",
- " style: geo_json_423eee4cb2bfd87183444c135a2eea61_styler,\n",
- " pointToLayer: geo_json_423eee4cb2bfd87183444c135a2eea61_pointToLayer\n",
- " });\n",
- "\n",
- " function geo_json_423eee4cb2bfd87183444c135a2eea61_add (data) {\n",
- " geo_json_423eee4cb2bfd87183444c135a2eea61\n",
- " .addData(data)\n",
- " .addTo(map_5ce25b8570eda82c305d48e7e027e655);\n",
- " }\n",
- " geo_json_423eee4cb2bfd87183444c135a2eea61_add({"bbox": [3.5999389520064913, 43.547450099338604, 4.336582412801125, 44.23887618562115], "features": [{"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "0", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-25T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "1", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-22T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "2", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-20T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "3", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-19T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "4", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-17T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "5", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-14T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "6", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-12T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "7", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-09T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "8", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-07T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "9", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-04T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.6962018175925073, 43.547450099338604, 4.036414917971517, 43.75431706444037], "geometry": {"coordinates": [[[4.032730583418401, 43.547450099338604], [4.036414917971517, 43.75162726634343], [3.698685718905037, 43.75431706444037], [3.6962018175925073, 43.55012996681564], [4.032730583418401, 43.547450099338604]]], "type": "Polygon"}, "id": "10", "properties": {"Processor_version": "c8545bc08509415b8b505b8ae33453c889e547b8", "__folium_color": "#fde725", "datetime": "2022-05-02T00:00:00Z", "instruments": ["super-sentinel-2-l2a-RGBN"], "platform": "super-sentinel-2-l2a"}, "type": "Feature"}, {"bbox": [3.5999389520064913, 43.689027003474536, 4.336582412801125, 44.23887618562115], "geometry": {"coordinates": [[[3.605683310123278, 44.23887618562115], [4.336582412801125, 44.232413063216754], [4.323908034833647, 43.689027003474536], [3.5999389520064913, 43.69542680908912], [3.605683310123278, 44.23887618562115]]], "type": "Polygon"}, "id": "11", "properties": {"Processor_version": null, "__folium_color": "#440154", "datetime": "2022-05-01T00:00:00Z", "instruments": ["Spot-6"], "platform": "Spot-6"}, "type": "Feature"}], "type": "FeatureCollection"});\n",
- "\n",
- " \n",
- " \n",
- " geo_json_423eee4cb2bfd87183444c135a2eea61.bindTooltip(\n",
- " function(layer){\n",
- " let div = L.DomUtil.create('div');\n",
- " \n",
- " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
- " let fields = ["platform"];\n",
- " let aliases = ["platform"];\n",
- " let table = '<table>' +\n",
- " String(\n",
- " fields.map(\n",
- " (v,i)=>\n",
- " `<tr>\n",
- " <th>${aliases[i]}</th>\n",
- " \n",
- " <td>${handleObject(layer.feature.properties[v])}</td>\n",
- " </tr>`).join(''))\n",
- " +'</table>';\n",
- " div.innerHTML=table;\n",
- " \n",
- " return div\n",
- " }\n",
- " ,{"className": "foliumtooltip", "sticky": true});\n",
- " \n",
- " \n",
- " geo_json_423eee4cb2bfd87183444c135a2eea61.bindPopup(\n",
- " function(layer){\n",
- " let div = L.DomUtil.create('div');\n",
- " \n",
- " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
- " let fields = ["datetime", "platform", "instruments", "Processor_version"];\n",
- " let aliases = ["datetime", "platform", "instruments", "Processor_version"];\n",
- " let table = '<table>' +\n",
- " String(\n",
- " fields.map(\n",
- " (v,i)=>\n",
- " `<tr>\n",
- " <th>${aliases[i].toLocaleString()}</th>\n",
- " \n",
- " <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>\n",
- " </tr>`).join(''))\n",
- " +'</table>';\n",
- " div.innerHTML=table;\n",
- " \n",
- " return div\n",
- " }\n",
- " ,{"className": "foliumpopup"});\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 0x7f38050f8d90>"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"#df.boundary.plot()\n",
"df.explore(column=\"platform\",\n",
@@ -749,18 +206,10 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "16da2d0b-3423-4366-832f-1f052b1050aa",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<Item id=SPOT6_MS_202205011018084_SPOT6_P_202205011018084>\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"selected_spot = api.get_collection(\"spot-6-7-drs\").get_item(\"SPOT6_MS_202205011018084_SPOT6_P_202205011018084\")\n",
"print(selected_spot)"
@@ -776,20 +225,12 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"id": "f2ce29b5-232e-4301-b13f-039563e8aa13",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<Item id=SUPER_SENTINEL2B_20220502-104848-819_L2A_T31TEJ_D_15d8e3>\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"def nearest(items, pivot):\n",
" items_s2 = [item for item in items if item.id != pivot.id]\n",
@@ -819,51 +260,12 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "0f206e1e-3569-4180-91ed-00046c075b18",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃<span style=\"font-weight: bold\"> Asset Key </span>┃<span style=\"font-weight: bold\"> Description </span>┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ src_xs │ │\n",
- "│ src_pan │ │\n",
- "│ dimap_xs │ │\n",
- "│ dimap_pan │ │\n",
- "│ cld_msk_vec_xs │ │\n",
- "│ roi_msk_vec_xs │ │\n",
- "│ cld_msk_vec_pan │ │\n",
- "│ roi_msk_vec_pan │ │\n",
- "│ rendered_preview │ Rendered preview │\n",
- "└──────────────────┴──────────────────┘\n",
- "</pre>\n"
- ],
- "text/plain": [
- "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃\u001b[1m \u001b[0m\u001b[1mAsset Key \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mDescription \u001b[0m\u001b[1m \u001b[0m┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ src_xs │ │\n",
- "│ src_pan │ │\n",
- "│ dimap_xs │ │\n",
- "│ dimap_pan │ │\n",
- "│ cld_msk_vec_xs │ │\n",
- "│ roi_msk_vec_xs │ │\n",
- "│ cld_msk_vec_pan │ │\n",
- "│ roi_msk_vec_pan │ │\n",
- "│ rendered_preview │ Rendered preview │\n",
- "└──────────────────┴──────────────────┘\n"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"import rich.table\n",
"\n",
@@ -884,39 +286,12 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "1434ba0a-dc67-4067-ade9-ad5151684198",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃<span style=\"font-weight: bold\"> Asset Key </span>┃<span style=\"font-weight: bold\"> Description </span>┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ clm │ │\n",
- "│ img │ │\n",
- "│ rendered_preview │ Rendered preview │\n",
- "└──────────────────┴──────────────────┘\n",
- "</pre>\n"
- ],
- "text/plain": [
- "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃\u001b[1m \u001b[0m\u001b[1mAsset Key \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mDescription \u001b[0m\u001b[1m \u001b[0m┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ clm │ │\n",
- "│ img │ │\n",
- "│ rendered_preview │ Rendered preview │\n",
- "└──────────────────┴──────────────────┘\n"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"table = rich.table.Table(\"Asset Key\", \"Description\")\n",
"for asset_key, asset in selected_s2.assets.items():\n",
@@ -941,34 +316,12 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "48d38a79-8a06-4e56-83fe-75fe8b0ae613",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Prévisualisation RGB de l'image SPOT-6\n",
- "---\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<img src=\"https://minio-api-dinamis.apps.okd.crocc.meso.umontpellier.fr/catalog/spot67/SPOT6_MS_202205011018084_SPOT6_P_202205011018084/DIM_SPOT6_MS_202205011018084_ORT_SPOT6_20220505_1228561r0qk779clt90_1_preview.png?X-Amz-Security-Token=eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.zwEGbLIBe5rQwc1NN_KlYRLtd24NMIz-ZfMywJ4TGVkQTF2jojsgroLybBUvMMJBLorDYCOUbTTUpAtLOuFw8w&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=2V9AR8NAIWITSOICY2II%2F20230616%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230616T150812Z&X-Amz-Expires=28800&X-Amz-SignedHeaders=host&X-Amz-Signature=ccd3e8653ba0fe351de743bb3a36f3f294c302d3b440b4ed9ffa5a6b28869ab6\" width=\"500\"/>"
- ],
- "text/plain": [
- "<IPython.core.display.Image object>"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"from IPython.display import Image\n",
"\n",
@@ -979,34 +332,12 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "68559a52-11e4-4ac2-92d7-c1315b116b4d",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Prévisualisation RGB de l'image superrésolue Sentinel-2\n",
- "---\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<img src=\"https://minio-api-dinamis.apps.okd.crocc.meso.umontpellier.fr/catalog/super-sentinel-2-l2a/SUPER_SENTINEL2B_20220502-104848-819_L2A_T31TEJ_D_15d8e3/preview.png?X-Amz-Security-Token=eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.eyJhY2Nlc3NLZXkiOiIyVjlBUjhOQUlXSVRTT0lDWTJJSSIsImFjciI6IjEiLCJhbGxvd2VkLW9yaWdpbnMiOlsiKiJdLCJhdWQiOlsic2VjdXJpdHktYWRtaW4tY29uc29sZSIsImFjY291bnQiXSwiYXV0aF90aW1lIjoxNjg2NjU5ODM5LCJhenAiOiJtaW5pbyIsImVtYWlsX3ZlcmlmaWVkIjpmYWxzZSwiZXhwIjoxNjg2OTU2ODkyLCJmYW1pbHlfbmFtZSI6IktlbmppIiwiZ2l2ZW5fbmFtZSI6Ik9zZSIsImlhdCI6MTY4NjkyODA5MiwiaXNzIjoiaHR0cHM6Ly9rZXljbG9hay1kaW5hbWlzLmFwcHMub2tkLmNyb2NjLm1lc28udW1vbnRwZWxsaWVyLmZyL2F1dGgvcmVhbG1zL2RpbmFtaXMiLCJqdGkiOiJhODFlNDZiYy0xZGM4LTQ3ZGMtODNjNS00MTg5ZWI3ZGVhNGIiLCJuYW1lIjoiT3NlIEtlbmppIiwicG9saWN5IjoibXlwb2xpY3kiLCJwcmVmZXJyZWRfdXNlcm5hbWUiOiJrZW5qaS5vc2UiLCJyZWFsbV9hY2Nlc3MiOnsicm9sZXMiOlsiZGVmYXVsdC1yb2xlcy1kaW5hbWlzIiwib2ZmbGluZV9hY2Nlc3MiLCJ1bWFfYXV0aG9yaXphdGlvbiJdfSwicmVzb3VyY2VfYWNjZXNzIjp7ImFjY291bnQiOnsicm9sZXMiOlsibWFuYWdlLWFjY291bnQiLCJtYW5hZ2UtYWNjb3VudC1saW5rcyIsInZpZXctcHJvZmlsZSJdfX0sInNjb3BlIjoicHJvZmlsZSBlbWFpbCIsInNlc3Npb25fc3RhdGUiOiJkMjZjNDAzMi00M2Q3LTQyMzMtYTkwNS02ZmY3MWE2OTYxYzMiLCJzaWQiOiJkMjZjNDAzMi00M2Q3LTQyMzMtYTkwNS02ZmY3MWE2OTYxYzMiLCJzdWIiOiJhODE2ZDZhZS05NGMzLTQzMjItOTNlOS02ZGVhNzVhMDk3NjciLCJ0eXAiOiJCZWFyZXIifQ.zwEGbLIBe5rQwc1NN_KlYRLtd24NMIz-ZfMywJ4TGVkQTF2jojsgroLybBUvMMJBLorDYCOUbTTUpAtLOuFw8w&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=2V9AR8NAIWITSOICY2II%2F20230616%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230616T150812Z&X-Amz-Expires=28800&X-Amz-SignedHeaders=host&X-Amz-Signature=72bc6f1830b116136fe26b6f04126586fb3be4e60e27c7ce50c4eb24e78189e3\" width=\"500\"/>"
- ],
- "text/plain": [
- "<IPython.core.display.Image object>"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"print(\"Prévisualisation RGB de l'image superrésolue Sentinel-2\")\n",
"print(\"---\")\n",
@@ -1033,25 +364,12 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "edd89178-571d-41d2-9749-b20ae8895361",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "lien href de l'image panchromatique SPOT-6\n",
- "---\n",
- "https://minio-api-dinamis.apps.okd.crocc.meso.umontpellier.fr/catalog/spot67/SPOT6_MS_202205011018084_SPOT6_P_202205011018084/COG_SPOT6_P_202205011018084_ORT_SPOT6_20220505_1229021hr6dt0y9l23o_1.tif?X-Amz-Security-Token=eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.zwEGbLIBe5rQwc1NN_KlYRLtd24NMIz-ZfMywJ4TGVkQTF2jojsgroLybBUvMMJBLorDYCOUbTTUpAtLOuFw8w&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=2V9AR8NAIWITSOICY2II%2F20230616%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230616T150812Z&X-Amz-Expires=28800&X-Amz-SignedHeaders=host&X-Amz-Signature=a283a7fcab3ef71dd3fa3a1f39b90af363c9a012f8b81ccaea1c91ffdc8bdf0b\n",
- "lien href de l'image Sentinel-2\n",
- "---\n",
- "https://minio-api-dinamis.apps.okd.crocc.meso.umontpellier.fr/catalog/super-sentinel-2-l2a/SUPER_SENTINEL2B_20220502-104848-819_L2A_T31TEJ_D_15d8e3/SUPER_SENTINEL2B_20220502-104848-819_L2A_T31TEJ_D_15d8e3.tif?X-Amz-Security-Token=eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.zwEGbLIBe5rQwc1NN_KlYRLtd24NMIz-ZfMywJ4TGVkQTF2jojsgroLybBUvMMJBLorDYCOUbTTUpAtLOuFw8w&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=2V9AR8NAIWITSOICY2II%2F20230616%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230616T150812Z&X-Amz-Expires=28800&X-Amz-SignedHeaders=host&X-Amz-Signature=98316a8f0267eda512ad72c34d0c6db518ff5b8eed951f62528d6a678b9da042\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(\"lien href de l'image panchromatique SPOT-6\")\n",
"print(\"---\")\n",
@@ -1093,28 +411,12 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "9c908eac-6452-4630-8293-0849b76d0f15",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[{'type': 'Polygon',\n",
- " 'coordinates': [[[780000.0, 6328000.0],\n",
- " [780000.0, 6333000.0],\n",
- " [775000.0, 6333000.0],\n",
- " [775000.0, 6328000.0],\n",
- " [780000.0, 6328000.0]]]}]"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"from shapely.geometry import box\n",
"from fiona.crs import from_epsg\n",