diff --git a/README.html b/README.html index 0cee605..aa0ef0b 100644 --- a/README.html +++ b/README.html @@ -70,7 +70,7 @@ - + @@ -557,7 +557,7 @@

License

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb b/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb index c99e270..64d2aed 100644 --- a/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb +++ b/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb @@ -42,8 +42,8 @@ "import geopandas\n", "import numpy as np\n", "import pandas as pd\n", - "from blackmarble.bm_extract import bm_extract\n", - "from blackmarble.bm_raster import bm_raster\n", + "from blackmarble.extract import bm_extract\n", + "from blackmarble.raster import bm_raster\n", "from bokeh.layouts import column as BOKEH_COLUMN\n", "from bokeh.layouts import gridplot\n", "from bokeh.models import (\n", @@ -133,7 +133,7 @@ " <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/leaflet@1.9.3/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/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/leaflet@1.9.3/dist/leaflet.css"/>\n", @@ -146,7 +146,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_98ee50f2fa2725992e3878e65514617c {\n", + " #map_76583c679805694ffc6a4f2abf384063 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -176,14 +176,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_98ee50f2fa2725992e3878e65514617c" ></div>\n", + " <div class="folium-map" id="map_76583c679805694ffc6a4f2abf384063" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_98ee50f2fa2725992e3878e65514617c = L.map(\n", - " "map_98ee50f2fa2725992e3878e65514617c",\n", + " var map_76583c679805694ffc6a4f2abf384063 = L.map(\n", + " "map_76583c679805694ffc6a4f2abf384063",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -192,77 +192,79 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_98ee50f2fa2725992e3878e65514617c);\n", + " L.control.scale().addTo(map_76583c679805694ffc6a4f2abf384063);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_1cf393a17ec310ab6393601e1daffbe8 = L.tileLayer(\n", - " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", - " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_98ee50f2fa2725992e3878e65514617c);\n", + " var tile_layer_014862535beeb36011c86dcc6ea79b8a = 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_014862535beeb36011c86dcc6ea79b8a.addTo(map_76583c679805694ffc6a4f2abf384063);\n", " \n", " \n", - " map_98ee50f2fa2725992e3878e65514617c.fitBounds(\n", + " map_76583c679805694ffc6a4f2abf384063.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_f8169864ed7882eac7a0a3f69854905e_styler(feature) {\n", + " function geo_json_2a96b16e21876009ae37bf0296bcd9aa_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_f8169864ed7882eac7a0a3f69854905e_highlighter(feature) {\n", + " function geo_json_2a96b16e21876009ae37bf0296bcd9aa_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_f8169864ed7882eac7a0a3f69854905e_pointToLayer(feature, latlng) {\n", + " function geo_json_2a96b16e21876009ae37bf0296bcd9aa_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_f8169864ed7882eac7a0a3f69854905e_styler(feature)\n", + " let style = geo_json_2a96b16e21876009ae37bf0296bcd9aa_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_f8169864ed7882eac7a0a3f69854905e_onEachFeature(feature, layer) {\n", + " function geo_json_2a96b16e21876009ae37bf0296bcd9aa_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_f8169864ed7882eac7a0a3f69854905e.resetStyle(e.target);\n", + " geo_json_2a96b16e21876009ae37bf0296bcd9aa.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_f8169864ed7882eac7a0a3f69854905e_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_2a96b16e21876009ae37bf0296bcd9aa_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_f8169864ed7882eac7a0a3f69854905e = L.geoJson(null, {\n", - " onEachFeature: geo_json_f8169864ed7882eac7a0a3f69854905e_onEachFeature,\n", + " var geo_json_2a96b16e21876009ae37bf0296bcd9aa = L.geoJson(null, {\n", + " onEachFeature: geo_json_2a96b16e21876009ae37bf0296bcd9aa_onEachFeature,\n", " \n", - " style: geo_json_f8169864ed7882eac7a0a3f69854905e_styler,\n", - " pointToLayer: geo_json_f8169864ed7882eac7a0a3f69854905e_pointToLayer\n", + " style: geo_json_2a96b16e21876009ae37bf0296bcd9aa_styler,\n", + " pointToLayer: geo_json_2a96b16e21876009ae37bf0296bcd9aa_pointToLayer,\n", " });\n", "\n", - " function geo_json_f8169864ed7882eac7a0a3f69854905e_add (data) {\n", - " geo_json_f8169864ed7882eac7a0a3f69854905e\n", - " .addData(data)\n", - " .addTo(map_98ee50f2fa2725992e3878e65514617c);\n", + " function geo_json_2a96b16e21876009ae37bf0296bcd9aa_add (data) {\n", + " geo_json_2a96b16e21876009ae37bf0296bcd9aa\n", + " .addData(data);\n", " }\n", - " geo_json_f8169864ed7882eac7a0a3f69854905e_add({"bbox": [34.22902679400016, 31.223606110000105, 35.57545471200007, 32.55156707800006], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 34.415882110000155, 31.462638856000126], "geometry": {"coordinates": [[[34.415882110000155, 31.42720031800019], [34.40790176400009, 31.420608522000123], [34.37456893900003, 31.38384056100017], [34.370647431000066, 31.372600555000133], [34.364295960000106, 31.373163224000052], [34.36157989600008, 31.37386703400017], [34.35890960800015, 31.375257492000117], [34.356483459, 31.377065659000095], [34.35039901700003, 31.38258552500008], [34.34825134300013, 31.38376236000005], [34.34557342600016, 31.38476562500017], [34.33489227300004, 31.38765144300004], [34.32719421400003, 31.39049911600017], [34.31578445500003, 31.39388465999997], [34.311809541000116, 31.395610810000164], [34.309684754000045, 31.396917344000087], 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32.21172332800006], [35.05322647100013, 32.21778488200016], [35.04635620100015, 32.22626876900017], [35.04191207800005, 32.2294998160001], [35.03383255000017, 32.24000549300007], [35.01443862800011, 32.26182556099997], [35.00716781500006, 32.269756316999974], [35.00926208500016, 32.271026612000014], [35.012577056000055, 32.27845764200009], [35.00787735100016, 32.307075501000156], [35.00900268600009, 32.33402252200017], [35.0195922850001, 32.35098266600011], [35.026256562000185, 32.35810089200004], [35.052234649000184, 32.36799240100004], [35.05580902200006, 32.37092971800013], [35.059238435000054, 32.37374878000014], [35.06133270300012, 32.38663864200015]]], "type": "Polygon"}, "id": "15", "properties": {"CC_2": "NA", "COUNTRY": "Palestine", "ENGTYPE_2": "Governorate", "GID_0": "PSE", "GID_1": "PSE.2_1", "GID_2": "PSE.2.11_1", "HASC_2": "PS.WE.TL", "NAME_1": "West Bank", "NAME_2": "Tulkarm", "NL_NAME_1": "NA", "NL_NAME_2": "NA", "TYPE_2": "Governorate", "VARNAME_2": "NA"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_f8169864ed7882eac7a0a3f69854905e.bindTooltip(\n", + " geo_json_2a96b16e21876009ae37bf0296bcd9aa.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -285,11 +287,14 @@ " }\n", " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", + " \n", + " geo_json_2a96b16e21876009ae37bf0296bcd9aa.addTo(map_76583c679805694ffc6a4f2abf384063);\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": 3, @@ -300,8 +305,7 @@ "source": [ "PSE = geopandas.read_file(\"../../data/boundaries/gadm41_PSE_shp/gadm41_PSE_2.shp\")\n", "\n", - "ROI = PSE\n", - "ROI.explore()" + "PSE.explore()" ] }, { @@ -324,7 +328,7 @@ "source": [ "### Black Marble \n", "\n", - "[NASA's Black Marble](https://blackmarble.gsfc.nasa.gov) VIIRS (Visible Infrared Imaging Radiometer Suite) Nighttime Lights dataset represents a remarkable advancement in our ability to monitor and understand nocturnal light emissions on a global scale. By utilizing cutting-edge satellite technology and image processing techniques, the Black Marble VIIRS dataset offers a comprehensive and high-resolution view of the Earth's nighttime illumination patterns. " + "[NASA's Black Marble](https://blackmarble.gsfc.nasa.gov) VIIRS (Visible Infrared Imaging Radiometer Suite) Nighttime Lights product suite represents a remarkable advancement in our ability to monitor and understand nocturnal light emissions on a global scale. By utilizing cutting-edge satellite technology and image processing techniques, the Black Marble VIIRS dataset offers a comprehensive and high-resolution view of the Earth's nighttime illumination patterns. " ] }, { @@ -340,26 +344,36 @@ }, "outputs": [], "source": [ - "dates = (\n", - " pd.date_range(\"2022-01-01\", \"2023-12-31\", freq=\"D\").strftime(\"%Y-%m-%d\").tolist()\n", - ")\n", - "\n", - "_ = bm_extract(\n", - " roi_sf=ROI,\n", + "VNP46A2 = bm_extract(\n", + " PSE,\n", " product_id=\"VNP46A2\",\n", - " date=dates,\n", + " date_range=pd.date_range(\"2022-01-01\", \"2023-12-31\", freq=\"D\"),\n", + " bearer=os.environ.get(\"BLACKMARBLE_TOKEN\"),\n", + " aggfunc=[\"mean\", \"sum\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d839c41b-cd87-4c89-9886-9ed6278f9541", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "VNP46A3 = bm_extract(\n", + " PSE,\n", + " product_id=\"VNP46A3\",\n", + " date_range=pd.date_range(\"2022-01-01\", \"2023-12-31\", freq=\"MS\"),\n", " bearer=os.environ.get(\"BLACKMARBLE_TOKEN\"),\n", - " output_location_type=\"file\",\n", - " file_dir=\"data\",\n", - " file_prefix=\"pse2_\",\n", - " aggregation_fun=[\"count\", \"mean\", \"min\", \"max\", \"median\", \"sum\"],\n", - " quiet=True,\n", + " aggfunc=[\"mean\", \"sum\"],\n", ")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "e4979326-50b3-4572-a8d1-b043dd148e72", "metadata": { "editable": true, @@ -372,25 +386,28 @@ }, "outputs": [], "source": [ - "VNP46A2 = dd.read_csv(\n", - " \"data/pse2_VNP46A2*.csv\",\n", - " parse_dates=[\"date\"],\n", - ").compute()\n", - "\n", "VNP46A3 = (\n", - " (\n", - " dd.read_csv(\n", - " \"data/pse2_VNP46A3*.csv\",\n", - " parse_dates=[\"date\"],\n", - " )\n", - " .compute()\n", - " .pivot_table(index=\"date\", columns=[\"NAME_2\"], values=[VAR], aggfunc=\"mean\")\n", - " )\n", + " VNP46A3.pivot_table(index=\"date\", columns=[\"NAME_2\"], values=[VAR], aggfunc=\"mean\")\n", " .resample(\"MS\", label=\"left\")\n", " .mean()\n", ")" ] }, + { + "cell_type": "code", + "execution_count": 7, + "id": "18bbb886-d834-4d7f-b7ef-e64a4867a449", + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [], + "source": [ + "VNP46A2[VAR] *= 0.1\n", + "VNP46A3[VAR] *= 0.1" + ] + }, { "cell_type": "markdown", "id": "66e35a75-84a1-4f93-a757-70a341ce75f0", @@ -401,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "f77c4eca-c7e5-482e-877d-35e1701c12ad", "metadata": { "editable": true, @@ -416,10 +433,10 @@ { "data": { "text/plain": [ - "'14 November 2023 (Week 46)'" + "'08 December 2023 (Week 49)'" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -476,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "068a1939-3562-42e0-abd7-51734893f722", "metadata": { "editable": true, @@ -557,98 +574,98 @@ " \n", " \n", " 2022-01-02\n", - " 156.367935\n", - " 80.876536\n", - " 135.911132\n", - " 78.008197\n", - " 55.146905\n", - " 49.865671\n", - " 55.028910\n", - " 268.081904\n", - " 121.089891\n", - " 71.561816\n", - " 111.464012\n", + " 15.204650\n", + " 7.979566\n", + " 13.673667\n", + " 8.275610\n", + " 5.509554\n", + " 4.963882\n", + " 5.526086\n", + " 26.562299\n", + " 12.340092\n", + " 7.097979\n", + " 11.070501\n", " NaN\n", - " 99.026577\n", - " 143.262311\n", - " 36.491211\n", - " 56.065521\n", + " 9.829518\n", + " 14.304472\n", + " 3.700941\n", + " 5.659215\n", " \n", " \n", " 2022-01-09\n", - " 39.567083\n", - " 133.175823\n", - " 203.156980\n", - " 118.514480\n", - " 67.958752\n", - " 75.255281\n", - " 55.975712\n", - " 218.802689\n", - " 135.848382\n", - " 69.845524\n", - " 172.819059\n", - " 225.478376\n", - " 97.225112\n", - " 149.484119\n", - " 24.412828\n", - " 113.316800\n", + " 3.937239\n", + " 13.335583\n", + " 20.106966\n", + " 12.400183\n", + " 6.795771\n", + " 7.521570\n", + " 5.598589\n", + " 21.751601\n", + " 13.603669\n", + " 6.986950\n", + " 17.083686\n", + " 22.926138\n", + " 9.664528\n", + " 15.148751\n", + " 2.439910\n", + " 11.244419\n", " \n", " \n", " 2022-01-16\n", - " 91.582545\n", - " 120.802306\n", - " 154.040451\n", - " 108.742094\n", - " 49.600785\n", - " 64.682987\n", - " 44.844365\n", - " 295.262626\n", - " 129.915630\n", - " 70.264066\n", - " 151.807916\n", - " 218.354316\n", - " 94.762849\n", - " 121.237199\n", - " 19.542756\n", - " 114.116851\n", + " 9.067182\n", + " 11.666783\n", + " 15.247343\n", + " 11.185364\n", + " 4.952166\n", + " 6.438554\n", + " 4.494609\n", + " 29.346998\n", + " 13.005158\n", + " 7.004429\n", + " 14.890246\n", + " 22.234868\n", + " 9.463288\n", + " 12.201209\n", + " 1.950268\n", + " 11.332975\n", " \n", " \n", " 2022-01-23\n", - " 118.228905\n", - " 134.793033\n", - " 197.818275\n", - " 131.700803\n", - " 69.660681\n", - " 72.395834\n", - " 43.670591\n", - " 229.732588\n", - " 123.835625\n", - " 80.544432\n", - " 181.125428\n", - " 201.245460\n", - " 88.265481\n", - " 139.010203\n", - " 28.030261\n", - " 118.935038\n", + " 11.885563\n", + " 13.398174\n", + " 19.648510\n", + " 13.627723\n", + " 6.976829\n", + " 7.256974\n", + " 4.372017\n", + " 22.756302\n", + " 12.409488\n", + " 7.997001\n", + " 17.848442\n", + " 20.634801\n", + " 8.747132\n", + " 13.980935\n", + " 2.780365\n", + " 11.759398\n", " \n", " \n", " 2022-01-30\n", - " 40.004512\n", - " 97.599245\n", - " 151.641740\n", - " 94.552836\n", - " 45.156670\n", - " 46.628070\n", - " 44.336758\n", - " 186.807820\n", - " 108.125086\n", - " 49.063802\n", - " 126.010498\n", - " 165.917218\n", - " 65.618373\n", - " 105.499612\n", - " 22.234509\n", - " 84.132638\n", + " 3.984767\n", + " 10.135582\n", + " 14.438217\n", + " 9.784870\n", + " 4.517948\n", + " 4.674371\n", + " 4.451629\n", + " 18.479181\n", + " 10.809777\n", + " 4.882015\n", + " 12.376466\n", + " 16.943309\n", + " 6.506664\n", + " 10.623585\n", + " 2.216819\n", + " 8.362207\n", " \n", " \n", " ...\n", @@ -670,170 +687,155 @@ " ...\n", " \n", " \n", - " 2023-10-22\n", - " 72.135592\n", - " 15.493020\n", - " 31.566008\n", - " 22.924328\n", - " 95.210494\n", - " 86.556170\n", - " 63.660436\n", - " 265.335301\n", - " 18.401297\n", - " 91.947717\n", - " 180.900032\n", - " 48.671099\n", - " 109.332663\n", - " 156.763529\n", - " 39.359721\n", - " 127.670345\n", + " 2023-11-12\n", + " 7.756458\n", + " 1.507488\n", + " 2.757916\n", + " 2.406718\n", + " 10.918434\n", + " 10.096802\n", + " 6.133832\n", + " 22.052848\n", + " 1.918821\n", + " 9.557866\n", + " 15.885003\n", + " 8.344134\n", + " 10.463186\n", + " 18.584041\n", + " 4.042679\n", + " 12.660648\n", " \n", " \n", - " 2023-10-29\n", - " 46.712910\n", - " 19.406778\n", - " 61.449688\n", - " 30.709801\n", - " 79.991052\n", - " 96.933238\n", - " 66.465023\n", - " 147.185100\n", - " 27.215036\n", - " 99.002919\n", - " 201.183602\n", - " 58.474931\n", - " 135.834073\n", - " 166.433177\n", - " 49.659227\n", - " 135.130657\n", + " 2023-11-19\n", + " 6.550502\n", + " 1.168209\n", + " 1.502485\n", + " 3.581889\n", + " 8.362013\n", + " 8.276276\n", + " 5.835015\n", + " 26.971692\n", + " 1.437901\n", + " 7.638950\n", + " 21.120911\n", + " 4.689249\n", + " 11.773393\n", + " 17.621894\n", + " 3.637760\n", + " 15.383386\n", " \n", " \n", - " 2023-11-05\n", - " 92.355671\n", - " 21.139765\n", - " 71.703914\n", - " 39.983443\n", - " 101.384094\n", - " 105.661603\n", - " 63.510271\n", - " 258.907989\n", - " 29.838535\n", - " 108.353341\n", - " 200.006728\n", - " 61.242155\n", - " 121.457682\n", - " 177.311697\n", - " 45.650336\n", - " 144.443296\n", + " 2023-11-26\n", + " 7.156228\n", + " 1.333906\n", + " 1.696037\n", + " 4.665675\n", + " 9.008952\n", + " 9.448789\n", + " 6.429732\n", + " 22.487371\n", + " 1.634249\n", + " 10.161027\n", + " 18.863102\n", + " 5.144630\n", + " 11.334735\n", + " 16.124129\n", + " 3.920568\n", + " 12.576395\n", " \n", " \n", - " 2023-11-12\n", - " 75.788061\n", - " 15.325895\n", - " 27.945485\n", - " 23.456580\n", - " 109.787658\n", - " 103.118763\n", - " 61.243796\n", - " 211.688490\n", - " 19.052143\n", - " 95.151817\n", - " 158.595085\n", - " 82.154826\n", - " 103.427940\n", - " 189.560895\n", - " 41.245775\n", - " 127.090813\n", + " 2023-12-03\n", + " 7.759852\n", + " 0.975095\n", + " 2.132110\n", + " 7.532296\n", + " 8.911090\n", + " 9.155024\n", + " 5.986104\n", + " 22.749573\n", + " 1.302449\n", + " 8.406441\n", + " 19.816523\n", + " 5.199526\n", + " 9.229725\n", + " 19.768423\n", + " 3.597289\n", + " 12.000036\n", " \n", " \n", - " 2023-11-19\n", - " 81.835625\n", - " 12.103516\n", - " 13.703561\n", - " 18.975309\n", - " 81.962455\n", - " 86.249665\n", - " 65.614536\n", - " 275.244381\n", - " 14.583559\n", - " 67.463855\n", - " 181.158940\n", - " 41.475409\n", - " 131.310136\n", - " 145.839094\n", - " 42.837350\n", - " 135.849657\n", + " 2023-12-10\n", + " 5.470043\n", + " 1.038473\n", + " 1.294303\n", + " 2.900198\n", + " 8.252836\n", + " 8.238544\n", + " 5.389962\n", + " 18.669865\n", + " 1.528795\n", + " 4.526730\n", + " 15.682873\n", + " 5.368840\n", + " 8.418583\n", + " 14.194544\n", + " 2.411772\n", + " 8.457151\n", " \n", " \n", "\n", - "

99 rows × 16 columns

\n", + "

102 rows × 16 columns

\n", "" ], "text/plain": [ - " ntl_mean \\\n", - "NAME_2 Bethlehem Deir Al-Balah Gaza Gaza ash Shamaliyah \n", - "date \n", - "2022-01-02 156.367935 80.876536 135.911132 78.008197 \n", - "2022-01-09 39.567083 133.175823 203.156980 118.514480 \n", - "2022-01-16 91.582545 120.802306 154.040451 108.742094 \n", - "2022-01-23 118.228905 134.793033 197.818275 131.700803 \n", - "2022-01-30 40.004512 97.599245 151.641740 94.552836 \n", - "... ... ... ... ... \n", - "2023-10-22 72.135592 15.493020 31.566008 22.924328 \n", - "2023-10-29 46.712910 19.406778 61.449688 30.709801 \n", - "2023-11-05 92.355671 21.139765 71.703914 39.983443 \n", - "2023-11-12 75.788061 15.325895 27.945485 23.456580 \n", - "2023-11-19 81.835625 12.103516 13.703561 18.975309 \n", - "\n", - " \\\n", - "NAME_2 Hebron Jenin Jericho Jerusalem Khan Yunis \n", - "date \n", - "2022-01-02 55.146905 49.865671 55.028910 268.081904 121.089891 \n", - "2022-01-09 67.958752 75.255281 55.975712 218.802689 135.848382 \n", - "2022-01-16 49.600785 64.682987 44.844365 295.262626 129.915630 \n", - "2022-01-23 69.660681 72.395834 43.670591 229.732588 123.835625 \n", - "2022-01-30 45.156670 46.628070 44.336758 186.807820 108.125086 \n", - "... ... ... ... ... ... \n", - "2023-10-22 95.210494 86.556170 63.660436 265.335301 18.401297 \n", - "2023-10-29 79.991052 96.933238 66.465023 147.185100 27.215036 \n", - "2023-11-05 101.384094 105.661603 63.510271 258.907989 29.838535 \n", - "2023-11-12 109.787658 103.118763 61.243796 211.688490 19.052143 \n", - "2023-11-19 81.962455 86.249665 65.614536 275.244381 14.583559 \n", - "\n", - " \\\n", - "NAME_2 Nablus Qalqilya Rafah Ramallah and Al-Bireh \n", - "date \n", - "2022-01-02 71.561816 111.464012 NaN 99.026577 \n", - "2022-01-09 69.845524 172.819059 225.478376 97.225112 \n", - "2022-01-16 70.264066 151.807916 218.354316 94.762849 \n", - "2022-01-23 80.544432 181.125428 201.245460 88.265481 \n", - "2022-01-30 49.063802 126.010498 165.917218 65.618373 \n", - "... ... ... ... ... \n", - "2023-10-22 91.947717 180.900032 48.671099 109.332663 \n", - "2023-10-29 99.002919 201.183602 58.474931 135.834073 \n", - "2023-11-05 108.353341 200.006728 61.242155 121.457682 \n", - "2023-11-12 95.151817 158.595085 82.154826 103.427940 \n", - "2023-11-19 67.463855 181.158940 41.475409 131.310136 \n", - "\n", - " \n", - "NAME_2 Salfit Tubas Tulkarm \n", - "date \n", - "2022-01-02 143.262311 36.491211 56.065521 \n", - "2022-01-09 149.484119 24.412828 113.316800 \n", - "2022-01-16 121.237199 19.542756 114.116851 \n", - "2022-01-23 139.010203 28.030261 118.935038 \n", - "2022-01-30 105.499612 22.234509 84.132638 \n", - "... ... ... ... \n", - "2023-10-22 156.763529 39.359721 127.670345 \n", - "2023-10-29 166.433177 49.659227 135.130657 \n", - "2023-11-05 177.311697 45.650336 144.443296 \n", - "2023-11-12 189.560895 41.245775 127.090813 \n", - "2023-11-19 145.839094 42.837350 135.849657 \n", - "\n", - "[99 rows x 16 columns]" + " ntl_mean \\\n", + "NAME_2 Bethlehem Deir Al-Balah Gaza Gaza ash Shamaliyah Hebron \n", + "date \n", + "2022-01-02 15.204650 7.979566 13.673667 8.275610 5.509554 \n", + "2022-01-09 3.937239 13.335583 20.106966 12.400183 6.795771 \n", + "2022-01-16 9.067182 11.666783 15.247343 11.185364 4.952166 \n", + "2022-01-23 11.885563 13.398174 19.648510 13.627723 6.976829 \n", + "2022-01-30 3.984767 10.135582 14.438217 9.784870 4.517948 \n", + "... ... ... ... ... ... \n", + "2023-11-12 7.756458 1.507488 2.757916 2.406718 10.918434 \n", + "2023-11-19 6.550502 1.168209 1.502485 3.581889 8.362013 \n", + "2023-11-26 7.156228 1.333906 1.696037 4.665675 9.008952 \n", + "2023-12-03 7.759852 0.975095 2.132110 7.532296 8.911090 \n", + "2023-12-10 5.470043 1.038473 1.294303 2.900198 8.252836 \n", + "\n", + " \\\n", + "NAME_2 Jenin Jericho Jerusalem Khan Yunis Nablus Qalqilya \n", + "date \n", + "2022-01-02 4.963882 5.526086 26.562299 12.340092 7.097979 11.070501 \n", + "2022-01-09 7.521570 5.598589 21.751601 13.603669 6.986950 17.083686 \n", + "2022-01-16 6.438554 4.494609 29.346998 13.005158 7.004429 14.890246 \n", + "2022-01-23 7.256974 4.372017 22.756302 12.409488 7.997001 17.848442 \n", + "2022-01-30 4.674371 4.451629 18.479181 10.809777 4.882015 12.376466 \n", + "... ... ... ... ... ... ... \n", + "2023-11-12 10.096802 6.133832 22.052848 1.918821 9.557866 15.885003 \n", + "2023-11-19 8.276276 5.835015 26.971692 1.437901 7.638950 21.120911 \n", + "2023-11-26 9.448789 6.429732 22.487371 1.634249 10.161027 18.863102 \n", + "2023-12-03 9.155024 5.986104 22.749573 1.302449 8.406441 19.816523 \n", + "2023-12-10 8.238544 5.389962 18.669865 1.528795 4.526730 15.682873 \n", + "\n", + " \n", + "NAME_2 Rafah Ramallah and Al-Bireh Salfit Tubas Tulkarm \n", + "date \n", + "2022-01-02 NaN 9.829518 14.304472 3.700941 5.659215 \n", + "2022-01-09 22.926138 9.664528 15.148751 2.439910 11.244419 \n", + "2022-01-16 22.234868 9.463288 12.201209 1.950268 11.332975 \n", + "2022-01-23 20.634801 8.747132 13.980935 2.780365 11.759398 \n", + "2022-01-30 16.943309 6.506664 10.623585 2.216819 8.362207 \n", + "... ... ... ... ... ... \n", + "2023-11-12 8.344134 10.463186 18.584041 4.042679 12.660648 \n", + "2023-11-19 4.689249 11.773393 17.621894 3.637760 15.383386 \n", + "2023-11-26 5.144630 11.334735 16.124129 3.920568 12.576395 \n", + "2023-12-03 5.199526 9.229725 19.768423 3.597289 12.000036 \n", + "2023-12-10 5.368840 8.418583 14.194544 2.411772 8.457151 \n", + "\n", + "[102 rows x 16 columns]" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -865,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "dd2ddc14-a031-4d84-addf-2244563f67ae", "metadata": { "editable": true, @@ -888,7 +890,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "9ba011a6-595e-4c25-95ff-33e495f851c7", "metadata": { "editable": true, @@ -903,7 +905,7 @@ { "data": { "text/html": [ - "\n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -1085,7 +1087,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " const el = document.getElementById(\"f953629b-7e42-417c-956f-61a3428f7b9b\");\n", + " const el = document.getElementById(\"eb00ffcf-efe2-4d3f-b2ed-1636b628aab4\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1168,7 +1170,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\"];\n", + " const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.2.min.js\"];\n", " const css_urls = [];\n", "\n", " const inline_js = [ function(Bokeh) {\n", @@ -1191,7 +1193,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " const cell = $(document.getElementById(\"f953629b-7e42-417c-956f-61a3428f7b9b\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"eb00ffcf-efe2-4d3f-b2ed-1636b628aab4\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -1207,7 +1209,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"f953629b-7e42-417c-956f-61a3428f7b9b\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"f953629b-7e42-417c-956f-61a3428f7b9b\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"eb00ffcf-efe2-4d3f-b2ed-1636b628aab4\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"eb00ffcf-efe2-4d3f-b2ed-1636b628aab4\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -1216,7 +1218,7 @@ "data": { "text/html": [ "\n", - "
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Al-Bireh\"},\"renderers\":[{\"id\":\"p1181\"},{\"id\":\"p1329\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1194\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Salfit\"},\"renderers\":[{\"id\":\"p1191\"},{\"id\":\"p1338\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1204\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Tubas\"},\"renderers\":[{\"id\":\"p1201\"},{\"id\":\"p1347\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1214\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Tulkarm\"},\"renderers\":[{\"id\":\"p1211\"},{\"id\":\"p1356\"}]}}]}}],\"above\":[{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1051\",\"attributes\":{\"text\":\"Monthly NTL Radiance Average (VNP46A2 and VNP46A3) for each second-level administrative 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 ntl_meanntl_mean
NAME_2BethlehemDeir Al-BalahGazaGaza ash ShamaliyahHebronJeninJerichoJerusalemKhan YunisNablusQalqilyaRafahRamallah and Al-BirehSalfitTubasTulkarmBethlehemDeir Al-BalahGazaGaza ash ShamaliyahHebronJeninJerichoJerusalemKhan YunisNablusQalqilyaRafahRamallah and Al-BirehSalfitTubasTulkarm
date
2023-10-01 00:00:00-1.091331-5.098771-1.15338417.63351924.01803716.2260649.18044013.2297785.47857623.671634-1.4957867.41176113.8200955.43857935.9323211.4775372023-10-01 00:00:00-1.036671-5.176193-0.94803417.16972623.82542716.1487949.14661613.1554295.24042323.910822-1.6835306.81433813.9584375.48115336.6282511.838384
2023-10-08 00:00:00-15.483947-23.379911-13.6435011.18850422.31957116.36406123.451149-18.784325-18.9822040.42570787.058780-6.0912924.0706494.02654746.55950914.4942862023-10-08 00:00:00-15.460339-23.601012-13.2175210.40662922.50252216.33470223.188619-18.918551-19.251201-0.12658689.428368-5.4613364.5274834.09627347.43544714.639749
2023-10-15 00:00:00-28.824857-85.452703-84.756183-85.8705937.10280715.9813425.297509-8.646294-79.3793695.2827640.522892-74.2659028.2486446.25424310.193728-7.3130402023-10-15 00:00:00-28.738148-84.990641-84.737613-86.2951707.02339316.1034615.234816-8.937742-79.4751605.1823280.334092-74.8057768.3623686.21682310.471731-7.134540
2023-10-22 00:00:002.663635-87.883815-85.587804-84.05975124.08341112.79801717.12267110.707458-85.70663414.5500739.778643-75.92898415.75527510.09152627.7188914.7608212023-10-22 00:00:002.589614-87.887605-85.547573-84.46272124.01921312.93915117.27259110.637407-85.65693014.4119979.635253-76.23160815.86138110.02948827.9682694.552786
2023-10-29 00:00:00-33.518018-84.823094-71.943714-78.6461844.24862026.32117422.282559-38.589067-78.86048823.33956622.087667-71.08035343.81347816.88230461.13989810.8824332023-10-29 00:00:00-33.228641-84.899959-71.589192-79.4165374.37366626.02109222.101463-38.325125-78.75818823.40900722.102664-68.93989343.61872117.61619760.56852012.916775
2023-11-05 00:00:0031.440923-83.467827-67.261908-72.19783132.12917637.69577916.8463958.025752-76.82266234.98848621.373484-69.71178028.59256324.52204648.13139318.5239872023-11-05 00:00:0031.840591-83.361935-67.098409-72.98975131.95240037.85461416.8265757.884103-76.80671534.92247221.287162-69.79714228.69411524.66619648.75627418.704953
2023-11-12 00:00:007.861842-88.014514-87.240838-83.68965443.08115134.38200812.676529-11.675926-85.20108518.541797-3.757047-59.3691089.50368633.12438333.8389754.2852822023-11-12 00:00:0010.707432-88.084733-87.231798-83.93956642.28419531.52329112.808116-7.058684-85.12165419.730373-1.670999-59.68889111.52698429.53635431.6526224.416223
2023-11-19 00:00:0016.468756-90.534548-93.743320-86.8056706.81785712.39858720.71783014.841884-88.672095-15.9523519.935761-79.48771939.0237872.41953939.00349811.4724152023-11-19 00:00:00-6.505106-90.766412-93.044013-76.0974558.9700457.8086947.31253713.671693-88.850664-4.30768030.739551-77.34590425.49246822.82990518.46617126.871471
2023-11-26 00:00:002.140390-89.456731-92.147935-68.86517117.40066823.08211618.250061-5.227394-87.32819927.28610616.763595-75.14592320.81681012.39003027.6760133.721364
2023-12-03 00:00:0010.755868-92.292800-90.129065-49.73573016.12537619.25546010.091243-4.122347-89.9009475.30658822.665316-74.880719-1.62046737.79185617.148207-1.032048
2023-12-10 00:00:00-21.926431-91.791851-94.007824-80.6464967.5473077.317185-0.872486-21.316202-88.145879-43.294139-2.922191-74.062751-10.266420-1.059761-21.458991-30.251298
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+ " const render_items = [{\"docid\":\"1114aa98-3e5b-4bf8-878b-aac85874e821\",\"roots\":{\"p1670\":\"d66a972e-3bb7-4cd1-bf00-38411fa51827\"},\"root_ids\":[\"p1670\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -1942,7 +2001,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "p1654" + "id": "p1670" } }, "output_type": "display_data" @@ -1951,7 +2010,7 @@ "data": { "text/html": [ "\n", - "
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NASA Black Marble. Creation date: 18 December 2023. Feedback: datalab@worldbank.org.\",\"text_font_size\":\"10pt\",\"text_font_style\":\"italic\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1830\",\"attributes\":{\"axis\":{\"id\":\"p1814\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1835\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1831\"}}}]}}]}};\n", + " const render_items = [{\"docid\":\"104f5bed-88b2-4819-ac6c-82074877248a\",\"roots\":{\"p1802\":\"c9652d26-b92a-4c28-a868-9f1a39359cde\"},\"root_ids\":[\"p1802\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -2119,7 +2178,7 @@ }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "p1770" + "id": "p1802" } }, "output_type": "display_data" @@ -2224,7 +2283,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "db2e0ec3-491d-4687-800e-5d06142516b5", "metadata": { "editable": true, @@ -2242,7 +2301,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "40a89914-7f7e-4744-a2d4-b9595995ea28", "metadata": { "editable": true, @@ -2271,7 +2330,7 @@ " <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/leaflet@1.9.3/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/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/leaflet@1.9.3/dist/leaflet.css"/>\n", @@ -2284,7 +2343,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_984086c8b607055cd0943227ccb30c93 {\n", + " #map_03a0f85c89fb971f0146b7d6e0c634db {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -2316,14 +2375,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2022-01-02</b></h3>\n", " \n", - " <div class="folium-map" id="map_984086c8b607055cd0943227ccb30c93" ></div>\n", + " <div class="folium-map" id="map_03a0f85c89fb971f0146b7d6e0c634db" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_984086c8b607055cd0943227ccb30c93 = L.map(\n", - " "map_984086c8b607055cd0943227ccb30c93",\n", + " var map_03a0f85c89fb971f0146b7d6e0c634db = L.map(\n", + " "map_03a0f85c89fb971f0146b7d6e0c634db",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -2332,95 +2391,97 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_984086c8b607055cd0943227ccb30c93);\n", + " L.control.scale().addTo(map_03a0f85c89fb971f0146b7d6e0c634db);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_fac1bdc76759d226634e1798b2b00edb = L.tileLayer(\n", - " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", - " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_984086c8b607055cd0943227ccb30c93);\n", + " var tile_layer_ca360e50197f96b7eae700fdffed6c13 = 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_ca360e50197f96b7eae700fdffed6c13.addTo(map_03a0f85c89fb971f0146b7d6e0c634db);\n", " \n", " \n", - " map_984086c8b607055cd0943227ccb30c93.fitBounds(\n", + " map_03a0f85c89fb971f0146b7d6e0c634db.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_6c408535c7932d16265f1a0708dd83ee_styler(feature) {\n", + " function geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_styler(feature) {\n", " switch(feature.id) {\n", + " case "0": case "3": case "4": case "8": case "11": case "12": case "13": \n", + " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", " case "1": \n", - " return {"color": "#edd54a", "fillColor": "#edd54a", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#eed649", "fillColor": "#eed649", "fillOpacity": 0.5, "weight": 2};\n", " case "2": \n", - " return {"color": "#cfbd62", "fillColor": "#cfbd62", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#d0be62", "fillColor": "#d0be62", "fillOpacity": 0.5, "weight": 2};\n", " case "5": \n", - " return {"color": "#8c8878", "fillColor": "#8c8878", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#8b8778", "fillColor": "#8b8778", "fillOpacity": 0.5, "weight": 2};\n", " case "6": \n", " return {"color": "#e0cb56", "fillColor": "#e0cb56", "fillOpacity": 0.5, "weight": 2};\n", " case "7": \n", - " return {"color": "#fde334", "fillColor": "#fde334", "fillOpacity": 0.5, "weight": 2};\n", - " case "9": \n", - " return {"color": "#e8d24f", "fillColor": "#e8d24f", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#fce236", "fillColor": "#fce236", "fillOpacity": 0.5, "weight": 2};\n", " case "10": \n", - " return {"color": "#dcc859", "fillColor": "#dcc859", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#dec958", "fillColor": "#dec958", "fillOpacity": 0.5, "weight": 2};\n", " case "14": \n", - " return {"color": "#c6b667", "fillColor": "#c6b667", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#c7b767", "fillColor": "#c7b767", "fillOpacity": 0.5, "weight": 2};\n", " case "15": \n", - " return {"color": "#eed649", "fillColor": "#eed649", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#edd54a", "fillColor": "#edd54a", "fillOpacity": 0.5, "weight": 2};\n", " default:\n", - " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#e9d34e", "fillColor": "#e9d34e", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_6c408535c7932d16265f1a0708dd83ee_highlighter(feature) {\n", + " function geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_6c408535c7932d16265f1a0708dd83ee_pointToLayer(feature, latlng) {\n", + " function geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_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_6c408535c7932d16265f1a0708dd83ee_styler(feature)\n", + " let style = geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_6c408535c7932d16265f1a0708dd83ee_onEachFeature(feature, layer) {\n", + " function geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_6c408535c7932d16265f1a0708dd83ee.resetStyle(e.target);\n", + " geo_json_5d9d240a139d2de4b9a7002deb6e7dcd.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_6c408535c7932d16265f1a0708dd83ee_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_6c408535c7932d16265f1a0708dd83ee = L.geoJson(null, {\n", - " onEachFeature: geo_json_6c408535c7932d16265f1a0708dd83ee_onEachFeature,\n", + " var geo_json_5d9d240a139d2de4b9a7002deb6e7dcd = L.geoJson(null, {\n", + " onEachFeature: geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_onEachFeature,\n", " \n", - " style: geo_json_6c408535c7932d16265f1a0708dd83ee_styler,\n", - " pointToLayer: geo_json_6c408535c7932d16265f1a0708dd83ee_pointToLayer\n", + " style: geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_styler,\n", + " pointToLayer: geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_pointToLayer,\n", " });\n", "\n", - " function geo_json_6c408535c7932d16265f1a0708dd83ee_add (data) {\n", - " geo_json_6c408535c7932d16265f1a0708dd83ee\n", - " .addData(data)\n", - " .addTo(map_984086c8b607055cd0943227ccb30c93);\n", + " function geo_json_5d9d240a139d2de4b9a7002deb6e7dcd_add (data) {\n", + " geo_json_5d9d240a139d2de4b9a7002deb6e7dcd\n", + " .addData(data);\n", " }\n", - " geo_json_6c408535c7932d16265f1a0708dd83ee_add({"bbox": [34.22902679400016, 31.223606110000105, 35.57545471200007, 32.55156707800006], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 34.415882110000155, 31.462638856000126], "geometry": {"coordinates": [[[34.415882110000155, 31.42720031800019], [34.40790176400009, 31.420608522000123], [34.37456893900003, 31.38384056100017], [34.370647431000066, 31.372600555000133], [34.364295960000106, 31.373163224000052], 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"NA", "__folium_color": "#edd54a", "level_0": "ntl_mean", "percent change in radiance average (%)": -7.263848597504374}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_6c408535c7932d16265f1a0708dd83ee.bindTooltip(\n", + " geo_json_5d9d240a139d2de4b9a7002deb6e7dcd.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -2444,42 +2505,45 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_2649234b88009ebc308e095a377e6782 = {};\n", + " geo_json_5d9d240a139d2de4b9a7002deb6e7dcd.addTo(map_03a0f85c89fb971f0146b7d6e0c634db);\n", + " \n", + " \n", + " var color_map_d6f6672e3ca81a0d07fb32ce6d4034d2 = {};\n", "\n", " \n", - " color_map_2649234b88009ebc308e095a377e6782.color = d3.scale.threshold()\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, 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L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_2649234b88009ebc308e095a377e6782.legend.addTo(map_984086c8b607055cd0943227ccb30c93);\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.legend = L.control({position: 'topright'});\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.legend.addTo(map_03a0f85c89fb971f0146b7d6e0c634db);\n", "\n", - " color_map_2649234b88009ebc308e095a377e6782.xAxis = d3.svg.axis()\n", - " .scale(color_map_2649234b88009ebc308e095a377e6782.x)\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.xAxis = d3.svg.axis()\n", + " .scale(color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.x)\n", " .orient("top")\n", " .tickSize(1)\n", " .tickValues([-100.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -89.80392156862746, '', '', '', '', '', '', '', '', '', '', '', '', 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'', '', '']);\n", "\n", - " color_map_2649234b88009ebc308e095a377e6782.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_2649234b88009ebc308e095a377e6782.g = color_map_2649234b88009ebc308e095a377e6782.svg.append("g")\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.g = color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_2649234b88009ebc308e095a377e6782.g.selectAll("rect")\n", - " .data(color_map_2649234b88009ebc308e095a377e6782.color.range().map(function(d, i) {\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.g.selectAll("rect")\n", + " .data(color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_2649234b88009ebc308e095a377e6782.x(color_map_2649234b88009ebc308e095a377e6782.color.domain()[i - 1]) : color_map_2649234b88009ebc308e095a377e6782.x.range()[0],\n", - " x1: i < color_map_2649234b88009ebc308e095a377e6782.color.domain().length ? color_map_2649234b88009ebc308e095a377e6782.x(color_map_2649234b88009ebc308e095a377e6782.color.domain()[i]) : color_map_2649234b88009ebc308e095a377e6782.x.range()[1],\n", + " x0: i ? color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.x(color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.color.domain()[i - 1]) : color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.x.range()[0],\n", + " x1: i < color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.color.domain().length ? color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.x(color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.color.domain()[i]) : color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -2489,7 +2553,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_2649234b88009ebc308e095a377e6782.g.call(color_map_2649234b88009ebc308e095a377e6782.xAxis).append("text")\n", + " color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.g.call(color_map_d6f6672e3ca81a0d07fb32ce6d4034d2.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -2497,10 +2561,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -2522,7 +2586,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "id": "6bc5e49e-0d5a-4eae-8d7c-e3002420d897", "metadata": { "editable": true, @@ -2551,7 +2615,7 @@ " <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/leaflet@1.9.3/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/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/leaflet@1.9.3/dist/leaflet.css"/>\n", @@ -2564,7 +2628,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_c4a034a14651936c79c08c10339b777e {\n", + " #map_dd559b14f648677a8b5c43da8f37812e {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -2596,14 +2660,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2023-10-08</b></h3>\n", " \n", - " <div class="folium-map" id="map_c4a034a14651936c79c08c10339b777e" ></div>\n", + " <div class="folium-map" id="map_dd559b14f648677a8b5c43da8f37812e" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_c4a034a14651936c79c08c10339b777e = L.map(\n", - " "map_c4a034a14651936c79c08c10339b777e",\n", + " var map_dd559b14f648677a8b5c43da8f37812e = L.map(\n", + " "map_dd559b14f648677a8b5c43da8f37812e",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -2612,87 +2676,91 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_c4a034a14651936c79c08c10339b777e);\n", + " L.control.scale().addTo(map_dd559b14f648677a8b5c43da8f37812e);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_8ec4a670f6971aae24ce5a40c6600a49 = L.tileLayer(\n", - " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", - " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_c4a034a14651936c79c08c10339b777e);\n", + " var tile_layer_134d8ff4ccb4da74754e1dbca7e5af38 = 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_134d8ff4ccb4da74754e1dbca7e5af38.addTo(map_dd559b14f648677a8b5c43da8f37812e);\n", " \n", " \n", - " map_c4a034a14651936c79c08c10339b777e.fitBounds(\n", + " map_dd559b14f648677a8b5c43da8f37812e.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_d875624523bfd2eaa10b826e7c677ebb_styler(feature) {\n", + " function geo_json_e386665e39cfbcc93d274ae3c61b096e_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", - " return {"color": "#c0b16a", "fillColor": "#c0b16a", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#bfb06b", "fillColor": "#bfb06b", "fillOpacity": 0.5, "weight": 2};\n", " case "1": \n", - " return {"color": "#dbc75a", "fillColor": "#dbc75a", "fillOpacity": 0.5, "weight": 2};\n", - " case "3": case "9": \n", - " return {"color": "#ccba64", "fillColor": "#ccba64", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#dcc859", "fillColor": "#dcc859", "fillOpacity": 0.5, "weight": 2};\n", + " case "2": case "6": case "7": case "8": case "10": case "11": case "12": case "13": case "14": case "15": \n", + " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", + " case "3": \n", + " return {"color": "#cbb965", "fillColor": "#cbb965", "fillOpacity": 0.5, "weight": 2};\n", " case "4": \n", - " return {"color": "#f0d846", "fillColor": "#f0d846", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#f2da44", "fillColor": "#f2da44", "fillOpacity": 0.5, "weight": 2};\n", " case "5": \n", " return {"color": "#d5c25e", "fillColor": "#d5c25e", "fillOpacity": 0.5, "weight": 2};\n", " default:\n", - " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#ccba64", "fillColor": "#ccba64", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_d875624523bfd2eaa10b826e7c677ebb_highlighter(feature) {\n", + " function geo_json_e386665e39cfbcc93d274ae3c61b096e_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_d875624523bfd2eaa10b826e7c677ebb_pointToLayer(feature, latlng) {\n", + " function geo_json_e386665e39cfbcc93d274ae3c61b096e_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_d875624523bfd2eaa10b826e7c677ebb_styler(feature)\n", + " let style = geo_json_e386665e39cfbcc93d274ae3c61b096e_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_d875624523bfd2eaa10b826e7c677ebb_onEachFeature(feature, layer) {\n", + " function geo_json_e386665e39cfbcc93d274ae3c61b096e_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_d875624523bfd2eaa10b826e7c677ebb.resetStyle(e.target);\n", + " geo_json_e386665e39cfbcc93d274ae3c61b096e.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_d875624523bfd2eaa10b826e7c677ebb_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_e386665e39cfbcc93d274ae3c61b096e_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_d875624523bfd2eaa10b826e7c677ebb = L.geoJson(null, {\n", - " onEachFeature: geo_json_d875624523bfd2eaa10b826e7c677ebb_onEachFeature,\n", + " var geo_json_e386665e39cfbcc93d274ae3c61b096e = L.geoJson(null, {\n", + " onEachFeature: geo_json_e386665e39cfbcc93d274ae3c61b096e_onEachFeature,\n", " \n", - " style: geo_json_d875624523bfd2eaa10b826e7c677ebb_styler,\n", - " pointToLayer: geo_json_d875624523bfd2eaa10b826e7c677ebb_pointToLayer\n", + " style: geo_json_e386665e39cfbcc93d274ae3c61b096e_styler,\n", + " pointToLayer: geo_json_e386665e39cfbcc93d274ae3c61b096e_pointToLayer,\n", " });\n", "\n", - " function geo_json_d875624523bfd2eaa10b826e7c677ebb_add (data) {\n", - " geo_json_d875624523bfd2eaa10b826e7c677ebb\n", - " .addData(data)\n", - " .addTo(map_c4a034a14651936c79c08c10339b777e);\n", + " function geo_json_e386665e39cfbcc93d274ae3c61b096e_add (data) {\n", + " geo_json_e386665e39cfbcc93d274ae3c61b096e\n", + " .addData(data);\n", " }\n", - " geo_json_d875624523bfd2eaa10b826e7c677ebb_add({"bbox": [34.22902679400016, 31.223606110000105, 35.57545471200007, 32.55156707800006], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 34.415882110000155, 31.462638856000126], "geometry": {"coordinates": [[[34.415882110000155, 31.42720031800019], [34.40790176400009, 31.420608522000123], [34.37456893900003, 31.38384056100017], [34.370647431000066, 31.372600555000133], [34.364295960000106, 31.373163224000052], [34.36157989600008, 31.37386703400017], [34.35890960800015, 31.375257492000117], [34.356483459, 31.377065659000095], [34.35039901700003, 31.38258552500008], [34.34825134300013, 31.38376236000005], [34.34557342600016, 31.38476562500017], [34.33489227300004, 31.38765144300004], [34.32719421400003, 31.39049911600017], [34.31578445500003, 31.39388465999997], [34.311809541000116, 31.395610810000164], [34.309684754000045, 31.396917344000087], [34.30693054200009, 31.399486542000034], [34.30597305300017, 31.400417328000117], [34.30597305300017, 31.400695800999983], [34.306526184000006, 31.400695800999983], [34.306526184000006, 31.400972367000122], [34.30680465700004, 31.400972367000122], [34.30680465700004, 31.40125083999999], [34.30708313000008, 31.40125083999999], [34.30708313000008, 31.40152740500008], [34.307640075999984, 31.40152740500008], [34.307640075999984, 31.40180587800012], [34.30791854900002, 31.40180587800012], 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"__folium_color": "#fee838", "level_0": "ntl_mean", "percent change in radiance average (%)": 14.639748751877612}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_d875624523bfd2eaa10b826e7c677ebb.bindTooltip(\n", + " geo_json_e386665e39cfbcc93d274ae3c61b096e.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -2716,42 +2784,45 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_60f3feb2a24aee8e271e9e84549b43aa = {};\n", + " geo_json_e386665e39cfbcc93d274ae3c61b096e.addTo(map_dd559b14f648677a8b5c43da8f37812e);\n", + " \n", + " \n", + " var color_map_d18bdaf6a9ef4cca5ff291242c54fd2f = {};\n", "\n", " \n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.color = d3.scale.threshold()\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, 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L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.legend.addTo(map_c4a034a14651936c79c08c10339b777e);\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.legend = L.control({position: 'topright'});\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.legend.addTo(map_dd559b14f648677a8b5c43da8f37812e);\n", "\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.xAxis = d3.svg.axis()\n", - " .scale(color_map_60f3feb2a24aee8e271e9e84549b43aa.x)\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.xAxis = d3.svg.axis()\n", + " .scale(color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.x)\n", " .orient("top")\n", " .tickSize(1)\n", " .tickValues([-100.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -89.80392156862746, '', '', '', '', '', '', '', '', '', '', '', '', 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'', '', '']);\n", "\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.g = color_map_60f3feb2a24aee8e271e9e84549b43aa.svg.append("g")\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.g = color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.g.selectAll("rect")\n", - " .data(color_map_60f3feb2a24aee8e271e9e84549b43aa.color.range().map(function(d, i) {\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.g.selectAll("rect")\n", + " .data(color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_60f3feb2a24aee8e271e9e84549b43aa.x(color_map_60f3feb2a24aee8e271e9e84549b43aa.color.domain()[i - 1]) : color_map_60f3feb2a24aee8e271e9e84549b43aa.x.range()[0],\n", - " x1: i < color_map_60f3feb2a24aee8e271e9e84549b43aa.color.domain().length ? color_map_60f3feb2a24aee8e271e9e84549b43aa.x(color_map_60f3feb2a24aee8e271e9e84549b43aa.color.domain()[i]) : color_map_60f3feb2a24aee8e271e9e84549b43aa.x.range()[1],\n", + " x0: i ? color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.x(color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.color.domain()[i - 1]) : color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.x.range()[0],\n", + " x1: i < color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.color.domain().length ? color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.x(color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.color.domain()[i]) : color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -2761,7 +2832,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_60f3feb2a24aee8e271e9e84549b43aa.g.call(color_map_60f3feb2a24aee8e271e9e84549b43aa.xAxis).append("text")\n", + " color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.g.call(color_map_d18bdaf6a9ef4cca5ff291242c54fd2f.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -2769,10 +2840,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -2794,7 +2865,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "716d106d-70d0-4594-81e8-b8d5d2655784", "metadata": { "editable": true, @@ -2823,7 +2894,7 @@ " <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/leaflet@1.9.3/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/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/leaflet@1.9.3/dist/leaflet.css"/>\n", @@ -2836,7 +2907,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_fb182e96e6fc603cb718d15f5738ae71 {\n", + " #map_7191cbef0e6007be421c28d5e6245ea3 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -2866,16 +2937,16 @@ "</head>\n", "<body>\n", " \n", - " <h3 align="center" style="font-size:20px">Week of <b>2023-11-19</b></h3>\n", + " <h3 align="center" style="font-size:20px">Week of <b>2023-12-10</b></h3>\n", " \n", - " <div class="folium-map" id="map_fb182e96e6fc603cb718d15f5738ae71" ></div>\n", + " <div class="folium-map" id="map_7191cbef0e6007be421c28d5e6245ea3" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_fb182e96e6fc603cb718d15f5738ae71 = L.map(\n", - " "map_fb182e96e6fc603cb718d15f5738ae71",\n", + " var map_7191cbef0e6007be421c28d5e6245ea3 = L.map(\n", + " "map_7191cbef0e6007be421c28d5e6245ea3",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -2884,89 +2955,103 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_fb182e96e6fc603cb718d15f5738ae71);\n", + " L.control.scale().addTo(map_7191cbef0e6007be421c28d5e6245ea3);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_57bc73a3563813ab332d2b780b10ee8a = L.tileLayer(\n", - " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", - " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_fb182e96e6fc603cb718d15f5738ae71);\n", + " var tile_layer_1d89434f83b8a96b03695a6a98d8aacb = 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", - " map_fb182e96e6fc603cb718d15f5738ae71.fitBounds(\n", + " tile_layer_1d89434f83b8a96b03695a6a98d8aacb.addTo(map_7191cbef0e6007be421c28d5e6245ea3);\n", + " \n", + " \n", + " map_7191cbef0e6007be421c28d5e6245ea3.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_b2142fd67ac375e1352dc85e9c02f965_styler(feature) {\n", + " function geo_json_aab65bd72435670fe5db6444379339bb_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", - " return {"color": "#053371", "fillColor": "#053371", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#003170", "fillColor": "#003170", "fillOpacity": 0.5, "weight": 2};\n", " case "1": \n", - " return {"color": "#002e6a", "fillColor": "#002e6a", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#002d68", "fillColor": "#002d68", "fillOpacity": 0.5, "weight": 2};\n", " case "2": \n", - " return {"color": "#1c396f", "fillColor": "#1c396f", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#33446d", "fillColor": "#33446d", "fillOpacity": 0.5, "weight": 2};\n", " case "3": \n", - " return {"color": "#123570", "fillColor": "#123570", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#163770", "fillColor": "#163770", "fillOpacity": 0.5, "weight": 2};\n", " case "4": \n", - " return {"color": "#36466c", "fillColor": "#36466c", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#45506c", "fillColor": "#45506c", "fillOpacity": 0.5, "weight": 2};\n", + " case "5": \n", + " return {"color": "#c3b369", "fillColor": "#c3b369", "fillOpacity": 0.5, "weight": 2};\n", + " case "6": case "7": \n", + " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", + " case "8": case "13": \n", + " return {"color": "#fee535", "fillColor": "#fee535", "fillOpacity": 0.5, "weight": 2};\n", " case "10": \n", - " return {"color": "#d4c15f", "fillColor": "#d4c15f", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#8d8878", "fillColor": "#8d8878", "fillOpacity": 0.5, "weight": 2};\n", + " case "11": \n", + " return {"color": "#f9e03a", "fillColor": "#f9e03a", "fillOpacity": 0.5, "weight": 2};\n", + " case "12": \n", + " return {"color": "#e4ce53", "fillColor": "#e4ce53", "fillOpacity": 0.5, "weight": 2};\n", + " case "15": \n", + " return {"color": "#ada272", "fillColor": "#ada272", "fillOpacity": 0.5, "weight": 2};\n", " default:\n", - " return {"color": "#fee838", "fillColor": "#fee838", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#c5b568", "fillColor": "#c5b568", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_b2142fd67ac375e1352dc85e9c02f965_highlighter(feature) {\n", + " function geo_json_aab65bd72435670fe5db6444379339bb_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_b2142fd67ac375e1352dc85e9c02f965_pointToLayer(feature, latlng) {\n", + " function geo_json_aab65bd72435670fe5db6444379339bb_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_b2142fd67ac375e1352dc85e9c02f965_styler(feature)\n", + " let style = geo_json_aab65bd72435670fe5db6444379339bb_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_b2142fd67ac375e1352dc85e9c02f965_onEachFeature(feature, layer) {\n", + " function geo_json_aab65bd72435670fe5db6444379339bb_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_b2142fd67ac375e1352dc85e9c02f965.resetStyle(e.target);\n", + " geo_json_aab65bd72435670fe5db6444379339bb.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_b2142fd67ac375e1352dc85e9c02f965_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_aab65bd72435670fe5db6444379339bb_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_b2142fd67ac375e1352dc85e9c02f965 = L.geoJson(null, {\n", - " onEachFeature: geo_json_b2142fd67ac375e1352dc85e9c02f965_onEachFeature,\n", + " var geo_json_aab65bd72435670fe5db6444379339bb = L.geoJson(null, {\n", + " onEachFeature: geo_json_aab65bd72435670fe5db6444379339bb_onEachFeature,\n", " \n", - " style: geo_json_b2142fd67ac375e1352dc85e9c02f965_styler,\n", - " pointToLayer: geo_json_b2142fd67ac375e1352dc85e9c02f965_pointToLayer\n", + " style: geo_json_aab65bd72435670fe5db6444379339bb_styler,\n", + " pointToLayer: geo_json_aab65bd72435670fe5db6444379339bb_pointToLayer,\n", " });\n", "\n", - " function geo_json_b2142fd67ac375e1352dc85e9c02f965_add (data) {\n", - " geo_json_b2142fd67ac375e1352dc85e9c02f965\n", - " .addData(data)\n", - " .addTo(map_fb182e96e6fc603cb718d15f5738ae71);\n", + " function geo_json_aab65bd72435670fe5db6444379339bb_add (data) {\n", + " geo_json_aab65bd72435670fe5db6444379339bb\n", + " .addData(data);\n", " }\n", - " geo_json_b2142fd67ac375e1352dc85e9c02f965_add({"bbox": [34.22902679400016, 31.223606110000105, 35.57545471200007, 32.55156707800006], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 34.415882110000155, 31.462638856000126], "geometry": {"coordinates": [[[34.415882110000155, 31.42720031800019], [34.40790176400009, 31.420608522000123], [34.37456893900003, 31.38384056100017], [34.370647431000066, 31.372600555000133], [34.364295960000106, 31.373163224000052], [34.36157989600008, 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"NA", "__folium_color": "#ada272", "level_0": "ntl_mean", "percent change in radiance average (%)": -30.25129833366611}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_b2142fd67ac375e1352dc85e9c02f965.bindTooltip(\n", + " geo_json_aab65bd72435670fe5db6444379339bb.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -2990,42 +3075,45 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_d1b3e45f78bdd87b4d4cd772437cd4ca = {};\n", + " geo_json_aab65bd72435670fe5db6444379339bb.addTo(map_7191cbef0e6007be421c28d5e6245ea3);\n", + " \n", + " \n", + " var color_map_474cbc3b39c037d38c1e5a65b77ec41c = {};\n", "\n", " \n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.color = d3.scale.threshold()\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, 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'#bdae6cff', '#beaf6bff', '#beaf6bff', '#bfb06bff', '#bfb06bff', '#c0b16aff', '#c0b16aff', '#c1b26aff', '#c2b26aff', '#c2b369ff', '#c3b369ff', '#c3b369ff', '#c4b469ff', '#c4b468ff', '#c5b568ff', '#c5b568ff', '#c6b668ff', '#c6b667ff', '#c7b767ff', '#c7b767ff', '#c8b867ff', '#c8b866ff', '#c9b965ff', '#c9b965ff', '#cab965ff', '#cbb965ff', '#ccba64ff', '#ccba64ff', '#cdbb63ff', '#cdbb63ff', '#cebc63ff', '#cebc63ff', '#cfbd62ff', '#cfbd62ff', '#d0be62ff', '#d0be62ff', '#d1bf61ff', '#d1bf61ff', '#d2c060ff', '#d2c060ff', '#d3c05fff', '#d3c05fff', '#d4c15fff', '#d4c15fff', '#d5c25eff', '#d5c25eff', '#d6c35dff', '#d7c35dff', '#d7c45cff', '#d8c45cff', '#d9c55cff', '#dac65cff', '#dac65bff', '#dbc75bff', '#dbc75aff', '#dcc85aff', '#dcc859ff', '#ddc859ff', '#ddc858ff', '#dec958ff', '#dec958ff', '#dfca58ff', '#dfca57ff', '#e0cb56ff', '#e0cb56ff', '#e1cc55ff', '#e1cc55ff', '#e2cd54ff', '#e2cd54ff', '#e3ce53ff', '#e4ce53ff', '#e5cf52ff', '#e5cf52ff', '#e6d051ff', '#e6d051ff', '#e7d150ff', '#e7d150ff', '#e8d24fff', '#e8d24fff', '#e9d34eff', '#e9d34eff', '#ead34dff', '#ead34cff', '#ebd44bff', '#ecd44bff', '#edd54aff', '#eed54aff', '#eed649ff', '#efd649ff', '#efd748ff', '#f0d847ff', '#f0d846ff', '#f1d946ff', '#f1d945ff', '#f2da45ff', '#f2da44ff', '#f3db43ff', '#f3db42ff', '#f4dc42ff', '#f5dc41ff', '#f6dd40ff', '#f6dd3fff', '#f7de3eff', '#f7de3eff', '#f8df3dff', '#f8df3cff', '#f9e03bff', '#f9e03aff', '#fae139ff', '#fbe138ff', '#fce237ff', '#fce236ff', '#fde335ff', '#fde334ff', '#fee434ff', '#fee434ff', '#fee534ff', '#fee535ff', '#fee635ff', '#fee636ff', '#fee737ff', '#fee838ff']);\n", " \n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x = d3.scale.linear()\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.legend = L.control({position: 'topright'});\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.legend.addTo(map_fb182e96e6fc603cb718d15f5738ae71);\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.legend = L.control({position: 'topright'});\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.legend.addTo(map_7191cbef0e6007be421c28d5e6245ea3);\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.xAxis = d3.svg.axis()\n", - " .scale(color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x)\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.xAxis = d3.svg.axis()\n", + " .scale(color_map_474cbc3b39c037d38c1e5a65b77ec41c.x)\n", " .orient("top")\n", " .tickSize(1)\n", " .tickValues([-100.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -89.80392156862746, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -79.6078431372549, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -69.41176470588235, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -59.21568627450981, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -49.01960784313726, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -38.8235294117647, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -28.627450980392155, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -18.431372549019613, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', -8.235294117647058, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']);\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.g = color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.svg.append("g")\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.g = color_map_474cbc3b39c037d38c1e5a65b77ec41c.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.g.selectAll("rect")\n", - " .data(color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.color.range().map(function(d, i) {\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.g.selectAll("rect")\n", + " .data(color_map_474cbc3b39c037d38c1e5a65b77ec41c.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x(color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.color.domain()[i - 1]) : color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x.range()[0],\n", - " x1: i < color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.color.domain().length ? color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x(color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.color.domain()[i]) : color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.x.range()[1],\n", + " x0: i ? color_map_474cbc3b39c037d38c1e5a65b77ec41c.x(color_map_474cbc3b39c037d38c1e5a65b77ec41c.color.domain()[i - 1]) : color_map_474cbc3b39c037d38c1e5a65b77ec41c.x.range()[0],\n", + " x1: i < color_map_474cbc3b39c037d38c1e5a65b77ec41c.color.domain().length ? color_map_474cbc3b39c037d38c1e5a65b77ec41c.x(color_map_474cbc3b39c037d38c1e5a65b77ec41c.color.domain()[i]) : color_map_474cbc3b39c037d38c1e5a65b77ec41c.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -3035,7 +3123,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.g.call(color_map_d1b3e45f78bdd87b4d4cd772437cd4ca.xAxis).append("text")\n", + " color_map_474cbc3b39c037d38c1e5a65b77ec41c.g.call(color_map_474cbc3b39c037d38c1e5a65b77ec41c.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -3043,10 +3131,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -3149,7 +3237,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/docs/foundational_datasets_and_data_products.html b/docs/foundational_datasets_and_data_products.html index d42f08b..83c9a25 100644 --- a/docs/foundational_datasets_and_data_products.html +++ b/docs/foundational_datasets_and_data_products.html @@ -71,7 +71,7 @@ - + @@ -615,7 +615,7 @@

Data Products Summary

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/docs/introduction_to_data_goods.html b/docs/introduction_to_data_goods.html index 9d7b497..c73463f 100644 --- a/docs/introduction_to_data_goods.html +++ b/docs/introduction_to_data_goods.html @@ -71,7 +71,7 @@ - + @@ -528,7 +528,7 @@

How Data Goods are Managed

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/docs/team.html b/docs/team.html index 907b637..26160dd 100644 --- a/docs/team.html +++ b/docs/team.html @@ -70,7 +70,7 @@ - + @@ -499,7 +499,7 @@

Data Goods Team and Acknowledgements

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/genindex.html b/genindex.html index 573c934..31ac99a 100644 --- a/genindex.html +++ b/genindex.html @@ -68,7 +68,7 @@ - + @@ -379,7 +379,7 @@

Index

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/conflict/acled.html b/notebooks/conflict/acled.html index f92adf8..d2c7de4 100644 --- a/notebooks/conflict/acled.html +++ b/notebooks/conflict/acled.html @@ -71,7 +71,7 @@ - + @@ -1569,7 +1569,7 @@

Findings

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/damage-assessment/README.html b/notebooks/damage-assessment/README.html index 9fcfd5e..4587138 100644 --- a/notebooks/damage-assessment/README.html +++ b/notebooks/damage-assessment/README.html @@ -71,7 +71,7 @@ - + @@ -573,7 +573,7 @@

References

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/damage-assessment/damage-assessment.html b/notebooks/damage-assessment/damage-assessment.html index a343936..47d31fc 100644 --- a/notebooks/damage-assessment/damage-assessment.html +++ b/notebooks/damage-assessment/damage-assessment.html @@ -71,7 +71,7 @@ - + @@ -1472,7 +1472,7 @@

Roads#

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/nighttime-lights/README.html b/notebooks/nighttime-lights/README.html index 0b7d380..277717a 100644 --- a/notebooks/nighttime-lights/README.html +++ b/notebooks/nighttime-lights/README.html @@ -71,7 +71,7 @@ - + @@ -544,7 +544,7 @@

References

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/nighttime-lights/nighttime-lights-in-jordan.html b/notebooks/nighttime-lights/nighttime-lights-in-jordan.html index 5e14660..986700f 100644 --- a/notebooks/nighttime-lights/nighttime-lights-in-jordan.html +++ b/notebooks/nighttime-lights/nighttime-lights-in-jordan.html @@ -71,7 +71,7 @@ - + @@ -3110,7 +3110,7 @@

Limitations

- Last updated on Dec 18, 2023. + Last updated on Dec 19, 2023.

diff --git a/notebooks/nighttime-lights/nighttime-lights.html b/notebooks/nighttime-lights/nighttime-lights.html index 16e202f..ad07707 100644 --- a/notebooks/nighttime-lights/nighttime-lights.html +++ b/notebooks/nighttime-lights/nighttime-lights.html @@ -71,7 +71,7 @@ - + @@ -455,8 +455,7 @@

Define Region of Interest 
PSE = geopandas.read_file("../../data/boundaries/gadm41_PSE_shp/gadm41_PSE_2.shp")
 
-ROI = PSE
-ROI.explore()
+PSE.explore()
@@ -476,7 +475,7 @@

Define Region of Interest @@ -640,23 +644,28 @@

Define Region of Interest

Black Marble#

-

NASA’s Black Marble VIIRS (Visible Infrared Imaging Radiometer Suite) Nighttime Lights dataset represents a remarkable advancement in our ability to monitor and understand nocturnal light emissions on a global scale. By utilizing cutting-edge satellite technology and image processing techniques, the Black Marble VIIRS dataset offers a comprehensive and high-resolution view of the Earth’s nighttime illumination patterns.

+

NASA’s Black Marble VIIRS (Visible Infrared Imaging Radiometer Suite) Nighttime Lights product suite represents a remarkable advancement in our ability to monitor and understand nocturnal light emissions on a global scale. By utilizing cutting-edge satellite technology and image processing techniques, the Black Marble VIIRS dataset offers a comprehensive and high-resolution view of the Earth’s nighttime illumination patterns.

-
dates = (
-    pd.date_range("2022-01-01", "2023-12-31", freq="D").strftime("%Y-%m-%d").tolist()
-)
-
-_ = bm_extract(
-    roi_sf=ROI,
+
VNP46A2 = bm_extract(
+    PSE,
     product_id="VNP46A2",
-    date=dates,
+    date_range=pd.date_range("2022-01-01", "2023-12-31", freq="D"),
+    bearer=os.environ.get("BLACKMARBLE_TOKEN"),
+    aggfunc=["mean", "sum"],
+)
+

+

+
+
+
+
+
VNP46A3 = bm_extract(
+    PSE,
+    product_id="VNP46A3",
+    date_range=pd.date_range("2022-01-01", "2023-12-31", freq="MS"),
     bearer=os.environ.get("BLACKMARBLE_TOKEN"),
-    output_location_type="file",
-    file_dir="data",
-    file_prefix="pse2_",
-    aggregation_fun=["count", "mean", "min", "max", "median", "sum"],
-    quiet=True,
+    aggfunc=["mean", "sum"],
 )
@@ -665,7 +674,7 @@

Black Marble
-
'14 November 2023 (Week 46)'
+
'08 December 2023 (Week 49)'
@@ -775,98 +784,98 @@

Weekly 2022-01-02 - 156.367935 - 80.876536 - 135.911132 - 78.008197 - 55.146905 - 49.865671 - 55.028910 - 268.081904 - 121.089891 - 71.561816 - 111.464012 + 15.204650 + 7.979566 + 13.673667 + 8.275610 + 5.509554 + 4.963882 + 5.526086 + 26.562299 + 12.340092 + 7.097979 + 11.070501 NaN - 99.026577 - 143.262311 - 36.491211 - 56.065521 + 9.829518 + 14.304472 + 3.700941 + 5.659215 2022-01-09 - 39.567083 - 133.175823 - 203.156980 - 118.514480 - 67.958752 - 75.255281 - 55.975712 - 218.802689 - 135.848382 - 69.845524 - 172.819059 - 225.478376 - 97.225112 - 149.484119 - 24.412828 - 113.316800 + 3.937239 + 13.335583 + 20.106966 + 12.400183 + 6.795771 + 7.521570 + 5.598589 + 21.751601 + 13.603669 + 6.986950 + 17.083686 + 22.926138 + 9.664528 + 15.148751 + 2.439910 + 11.244419 2022-01-16 - 91.582545 - 120.802306 - 154.040451 - 108.742094 - 49.600785 - 64.682987 - 44.844365 - 295.262626 - 129.915630 - 70.264066 - 151.807916 - 218.354316 - 94.762849 - 121.237199 - 19.542756 - 114.116851 + 9.067182 + 11.666783 + 15.247343 + 11.185364 + 4.952166 + 6.438554 + 4.494609 + 29.346998 + 13.005158 + 7.004429 + 14.890246 + 22.234868 + 9.463288 + 12.201209 + 1.950268 + 11.332975 2022-01-23 - 118.228905 - 134.793033 - 197.818275 - 131.700803 - 69.660681 - 72.395834 - 43.670591 - 229.732588 - 123.835625 - 80.544432 - 181.125428 - 201.245460 - 88.265481 - 139.010203 - 28.030261 - 118.935038 + 11.885563 + 13.398174 + 19.648510 + 13.627723 + 6.976829 + 7.256974 + 4.372017 + 22.756302 + 12.409488 + 7.997001 + 17.848442 + 20.634801 + 8.747132 + 13.980935 + 2.780365 + 11.759398 2022-01-30 - 40.004512 - 97.599245 - 151.641740 - 94.552836 - 45.156670 - 46.628070 - 44.336758 - 186.807820 - 108.125086 - 49.063802 - 126.010498 - 165.917218 - 65.618373 - 105.499612 - 22.234509 - 84.132638 + 3.984767 + 10.135582 + 14.438217 + 9.784870 + 4.517948 + 4.674371 + 4.451629 + 18.479181 + 10.809777 + 4.882015 + 12.376466 + 16.943309 + 6.506664 + 10.623585 + 2.216819 + 8.362207 ... @@ -888,103 +897,103 @@

Weekly... - 2023-10-22 - 72.135592 - 15.493020 - 31.566008 - 22.924328 - 95.210494 - 86.556170 - 63.660436 - 265.335301 - 18.401297 - 91.947717 - 180.900032 - 48.671099 - 109.332663 - 156.763529 - 39.359721 - 127.670345 + 2023-11-12 + 7.756458 + 1.507488 + 2.757916 + 2.406718 + 10.918434 + 10.096802 + 6.133832 + 22.052848 + 1.918821 + 9.557866 + 15.885003 + 8.344134 + 10.463186 + 18.584041 + 4.042679 + 12.660648 - 2023-10-29 - 46.712910 - 19.406778 - 61.449688 - 30.709801 - 79.991052 - 96.933238 - 66.465023 - 147.185100 - 27.215036 - 99.002919 - 201.183602 - 58.474931 - 135.834073 - 166.433177 - 49.659227 - 135.130657 + 2023-11-19 + 6.550502 + 1.168209 + 1.502485 + 3.581889 + 8.362013 + 8.276276 + 5.835015 + 26.971692 + 1.437901 + 7.638950 + 21.120911 + 4.689249 + 11.773393 + 17.621894 + 3.637760 + 15.383386 - 2023-11-05 - 92.355671 - 21.139765 - 71.703914 - 39.983443 - 101.384094 - 105.661603 - 63.510271 - 258.907989 - 29.838535 - 108.353341 - 200.006728 - 61.242155 - 121.457682 - 177.311697 - 45.650336 - 144.443296 + 2023-11-26 + 7.156228 + 1.333906 + 1.696037 + 4.665675 + 9.008952 + 9.448789 + 6.429732 + 22.487371 + 1.634249 + 10.161027 + 18.863102 + 5.144630 + 11.334735 + 16.124129 + 3.920568 + 12.576395 - 2023-11-12 - 75.788061 - 15.325895 - 27.945485 - 23.456580 - 109.787658 - 103.118763 - 61.243796 - 211.688490 - 19.052143 - 95.151817 - 158.595085 - 82.154826 - 103.427940 - 189.560895 - 41.245775 - 127.090813 + 2023-12-03 + 7.759852 + 0.975095 + 2.132110 + 7.532296 + 8.911090 + 9.155024 + 5.986104 + 22.749573 + 1.302449 + 8.406441 + 19.816523 + 5.199526 + 9.229725 + 19.768423 + 3.597289 + 12.000036 - 2023-11-19 - 81.835625 - 12.103516 - 13.703561 - 18.975309 - 81.962455 - 86.249665 - 65.614536 - 275.244381 - 14.583559 - 67.463855 - 181.158940 - 41.475409 - 131.310136 - 145.839094 - 42.837350 - 135.849657 + 2023-12-10 + 5.470043 + 1.038473 + 1.294303 + 2.900198 + 8.252836 + 8.238544 + 5.389962 + 18.669865 + 1.528795 + 4.526730 + 15.682873 + 5.368840 + 8.418583 + 14.194544 + 2.411772 + 8.457151 -

99 rows × 16 columns

+

102 rows × 16 columns

@@ -1073,7 +1082,7 @@

Monthly -
- Loading BokehJS ... + Loading BokehJS ...
-
+
-
+