diff --git a/notebooks/nighttime-lights/nighttime-lights.ipynb b/notebooks/nighttime-lights/nighttime-lights.ipynb index 98b390c..2113985 100644 --- a/notebooks/nighttime-lights/nighttime-lights.ipynb +++ b/notebooks/nighttime-lights/nighttime-lights.ipynb @@ -39,14 +39,11 @@ "import geopandas\n", "import pandas as pd\n", "from blackmarble.extract import bm_extract\n", - "from bokeh.models import (\n", - " HoverTool,\n", - " Legend,\n", - " Range1d,\n", - " Span,\n", - " Title,\n", - ")\n", - "from bokeh.plotting import figure, output_notebook, show" + "from bokeh.models import HoverTool, Legend, Range1d, Span, Title\n", + "from bokeh.plotting import figure, output_notebook, show\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" ] }, { @@ -129,11193 +126,214 @@ " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n", " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n", " \n", - " <meta name="viewport" content="width=device-width,\n", - " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", - " <style>\n", - " #map_f4865bb032ab7e5e1343087fcd31bf3d {\n", - " position: relative;\n", - " width: 100.0%;\n", - " height: 100.0%;\n", - " left: 0.0%;\n", - " top: 0.0%;\n", - " }\n", - " .leaflet-container { font-size: 1rem; }\n", - " </style>\n", - " \n", - " \n", - " <style>\n", - " .foliumtooltip {\n", - " \n", - " }\n", - " .foliumtooltip table{\n", - " margin: auto;\n", - " }\n", - " .foliumtooltip tr{\n", - " text-align: left;\n", - " }\n", - " .foliumtooltip th{\n", - " padding: 2px; padding-right: 8px;\n", - " }\n", - " </style>\n", - " \n", - "</head>\n", - "<body>\n", - " \n", - " \n", - " <div class="folium-map" id="map_f4865bb032ab7e5e1343087fcd31bf3d" ></div>\n", - " \n", - "</body>\n", - "<script>\n", - " \n", - " \n", - " var map_f4865bb032ab7e5e1343087fcd31bf3d = L.map(\n", - " "map_f4865bb032ab7e5e1343087fcd31bf3d",\n", - " {\n", - " center: [31.887586594000084, 34.902240753000115],\n", - " crs: L.CRS.EPSG3857,\n", - " zoom: 10,\n", - " zoomControl: true,\n", - " preferCanvas: false,\n", - " }\n", - " );\n", - " L.control.scale().addTo(map_f4865bb032ab7e5e1343087fcd31bf3d);\n", - "\n", - " \n", - "\n", - " \n", - " \n", - " var tile_layer_deb31747898018186bbe2892cc85d48a = 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_deb31747898018186bbe2892cc85d48a.addTo(map_f4865bb032ab7e5e1343087fcd31bf3d);\n", - " \n", - " \n", - " map_f4865bb032ab7e5e1343087fcd31bf3d.fitBounds(\n", - " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", - " {}\n", - " );\n", - " \n", - " \n", - " function geo_json_ec84c35df1984f97cfa33159cf373234_styler(feature) {\n", - " switch(feature.id) {\n", - " default:\n", - " return {"fillOpacity": 0.5, "weight": 2};\n", - " }\n", - " }\n", - " function geo_json_ec84c35df1984f97cfa33159cf373234_highlighter(feature) {\n", - " switch(feature.id) {\n", - " default:\n", - " return {"fillOpacity": 0.75};\n", - " }\n", - " }\n", - " function geo_json_ec84c35df1984f97cfa33159cf373234_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_ec84c35df1984f97cfa33159cf373234_styler(feature)\n", - " Object.assign(opts, style)\n", - " \n", - " return new L.CircleMarker(latlng, opts)\n", - " }\n", - "\n", - " function geo_json_ec84c35df1984f97cfa33159cf373234_onEachFeature(feature, layer) {\n", - " layer.on({\n", - " mouseout: function(e) {\n", - " if(typeof e.target.setStyle === "function"){\n", - " geo_json_ec84c35df1984f97cfa33159cf373234.resetStyle(e.target);\n", - " }\n", - " },\n", - " mouseover: function(e) {\n", - " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_ec84c35df1984f97cfa33159cf373234_highlighter(e.target.feature)\n", - " e.target.setStyle(highlightStyle);\n", - " }\n", - " },\n", - " });\n", - " };\n", - " var geo_json_ec84c35df1984f97cfa33159cf373234 = L.geoJson(null, {\n", - " onEachFeature: geo_json_ec84c35df1984f97cfa33159cf373234_onEachFeature,\n", - " \n", - " style: geo_json_ec84c35df1984f97cfa33159cf373234_styler,\n", - " pointToLayer: geo_json_ec84c35df1984f97cfa33159cf373234_pointToLayer,\n", - " });\n", - "\n", - " function geo_json_ec84c35df1984f97cfa33159cf373234_add (data) {\n", - " geo_json_ec84c35df1984f97cfa33159cf373234\n", - " .addData(data);\n", - " }\n", - " geo_json_ec84c35df1984f97cfa33159cf373234_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], 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[35.106964111000025, 32.21697616600005], [35.094036103000064, 32.21334075900006], [35.087974549000194, 32.206470489000026], [35.083934785000054, 32.20525741500006], [35.074642182000105, 32.20566177400019], [35.06332778899997, 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_ec84c35df1984f97cfa33159cf373234.bindTooltip(\n", - " function(layer){\n", - " let div = L.DomUtil.create('div');\n", - " \n", - " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["GID_2", "GID_0", "COUNTRY", "GID_1", "NAME_1", "NL_NAME_1", "NAME_2", "VARNAME_2", "NL_NAME_2", "TYPE_2", "ENGTYPE_2", "CC_2", "HASC_2"];\n", - " let aliases = ["GID_2", "GID_0", "COUNTRY", "GID_1", "NAME_1", "NL_NAME_1", "NAME_2", "VARNAME_2", "NL_NAME_2", "TYPE_2", "ENGTYPE_2", "CC_2", "HASC_2"];\n", - " let table = '<table>' +\n", - " String(\n", - " fields.map(\n", - " (v,i)=>\n", - " `<tr>\n", - " <th>${aliases[i]}</th>\n", - " \n", - " <td>${handleObject(layer.feature.properties[v])}</td>\n", - " </tr>`).join(''))\n", - " +'</table>';\n", - " div.innerHTML=table;\n", - " \n", - " return div\n", - " }\n", - " ,{"className": "foliumtooltip", "sticky": true});\n", - " \n", - " \n", - " geo_json_ec84c35df1984f97cfa33159cf373234.addTo(map_f4865bb032ab7e5e1343087fcd31bf3d);\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, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "PSE = geopandas.read_file(\"../../data/boundaries/gadm41_PSE_shp/gadm41_PSE_2.shp\")\n", - "PSE.explore()" - ] - }, - { - "cell_type": "markdown", - "id": "71533d45-6933-4a84-85eb-0c9efb946688", - "metadata": {}, - "source": [ - "```{figure} ../../docs/images/logo.png\n", - "---\n", - "height: 0px\n", - "---\n", - "Region of Interest. Country borders or names do not necessarily reflect the World Bank Group's official position. This map is for illustrative purposes and does not imply the expression of any opinion on the part of the World Bank, conceming the legal status of any country or territory or concerning the delimitation of frontiers or boundaries. \n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "dc9751be-048d-4a41-ad17-6a23bbad7dc4", - "metadata": {}, - "source": [ - "### NASA Black Marble \n", - "\n", - "[NASA's Black Marble](https://blackmarble.gsfc.nasa.gov) 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. To obtain the raster data conveniently and calculate zonal statistics, we use the [BlackMarblePy](https://worldbank.github.io/blackmarblepy/README.html) {cite}`10.5281/zenodo.10667925` package developed by the World Bank." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "82b0b10b-b94b-479d-920f-00307da0c84e", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "remove-output" - ] - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "359928de792a43bfaaa84201785b83b4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "GETTING MANIFEST...: 0%| | 0/4 [00:00" + ], "text/plain": [ - "COLLATING RESULTS | Processing...: 0%| | 0/821 [00:00" ] }, + "execution_count": 3, "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/g4brielvs/.pyenv/versions/miniforge3-latest/envs/datapartnership-gaza-israel-conflict-impact-analysis/lib/python3.10/site-packages/blackmarble/extract.py:126: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", - " return pd.concat(results)\n" - ] + "output_type": "execute_result" } ], + "source": [ + "PSE = geopandas.read_file(\"../../data/boundaries/gadm41_PSE_shp/gadm41_PSE_2.shp\")\n", + "PSE.explore()" + ] + }, + { + "cell_type": "markdown", + "id": "71533d45-6933-4a84-85eb-0c9efb946688", + "metadata": {}, + "source": [ + "```{figure} ../../docs/images/logo.png\n", + "---\n", + "height: 0px\n", + "---\n", + "Region of Interest. Country borders or names do not necessarily reflect the World Bank Group's official position. This map is for illustrative purposes and does not imply the expression of any opinion on the part of the World Bank, conceming the legal status of any country or territory or concerning the delimitation of frontiers or boundaries. \n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "dc9751be-048d-4a41-ad17-6a23bbad7dc4", + "metadata": {}, + "source": [ + "### NASA Black Marble \n", + "\n", + "[NASA's Black Marble](https://blackmarble.gsfc.nasa.gov) 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. To obtain the raster data conveniently and calculate zonal statistics, we use the [BlackMarblePy](https://worldbank.github.io/blackmarblepy/README.html) {cite}`10.5281/zenodo.10667925` package developed by the World Bank." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82b0b10b-b94b-479d-920f-00307da0c84e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "remove-output" + ] + }, + "outputs": [], "source": [ "VNP46A2 = bm_extract(\n", " PSE,\n", " product_id=\"VNP46A2\",\n", - " date_range=pd.date_range(\"2022-01-01\", \"2024-03-31\", freq=\"D\"),\n", + " date_range=pd.date_range(\"2022-01-01\", \"2024-04-15\", freq=\"D\"),\n", " bearer=bearer,\n", + " file_directory=\"../../data/nighttime-lights\",\n", " aggfunc=[\"mean\", \"sum\"],\n", ")" ] @@ -11331,7 +349,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6086decc0ae940f0be4b73e57f785d4a", + "model_id": "947206e248914423877d04c832b92694", "version_major": 2, "version_minor": 0 }, @@ -11345,12 +363,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0c63d204669a4afa8f6f1cb7220ac555", + "model_id": "311963b23e9c4971ab60a2dc303f0558", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "QUEUEING TASKS | Downloading...: 0%| | 0/25 [00:00...\n", " \n", " \n", - " 2024-02-11\n", - " 6.851564\n", - " 0.879734\n", - " 0.857888\n", - " 0.897093\n", - " 7.365146\n", - " 7.827753\n", - " 5.649865\n", - " 25.122578\n", - " 0.997546\n", - " 8.467172\n", - " 16.345313\n", - " 4.511519\n", - " 9.722643\n", - " 14.853155\n", - " 3.217122\n", - " 11.874990\n", - " \n", - " \n", - " 2024-02-18\n", - " 3.100743\n", - " 0.765051\n", - " 0.798804\n", - " 0.962225\n", - " 5.147532\n", - " 7.111128\n", - " 5.183502\n", - " 15.810990\n", - " 0.841600\n", - " 5.072741\n", - " 15.417283\n", - " 5.207519\n", - " 6.308888\n", - " 10.989140\n", - " 2.896709\n", - " 10.195529\n", - " \n", - " \n", - " 2024-02-25\n", - " 6.822383\n", - " 0.613933\n", - " 0.513763\n", - " 0.725003\n", - " 7.656205\n", - " 7.230165\n", - " 4.953109\n", - " 27.274758\n", - " 0.848629\n", - " 6.675148\n", - " 14.191458\n", - " 4.402084\n", - " 8.814853\n", - " 12.727757\n", - " 3.059640\n", - " 11.864060\n", - " \n", - " \n", - " 2024-03-03\n", - " 7.130895\n", - " 0.699955\n", - " 0.809203\n", - " 0.806618\n", - " 7.726803\n", - " 8.047787\n", - " 5.420352\n", - " 21.867698\n", - " 0.890128\n", - " 8.868888\n", - " 16.199654\n", - " 3.777943\n", - " 9.693712\n", - " 13.868922\n", - " 2.884959\n", - " 11.572042\n", - " \n", - " \n", " 2024-03-10\n", " 6.098728\n", " 1.002684\n", @@ -12154,41 +1097,117 @@ " 2.998731\n", " 11.568950\n", " \n", + " \n", + " 2024-03-17\n", + " 9.588583\n", + " 1.182400\n", + " 0.899292\n", + " 1.045809\n", + " 11.205508\n", + " 9.333587\n", + " 6.193719\n", + " 31.979881\n", + " 1.296060\n", + " 8.623943\n", + " 18.559799\n", + " 4.393616\n", + " 11.596337\n", + " 17.131479\n", + " 3.442173\n", + " 12.663642\n", + " \n", + " \n", + " 2024-03-24\n", + " 4.617591\n", + " 0.645149\n", + " 0.583731\n", + " 0.772978\n", + " 5.820012\n", + " 8.640391\n", + " 5.518880\n", + " 23.126628\n", + " 0.759632\n", + " 7.218882\n", + " 17.316657\n", + " 6.268549\n", + " 8.509384\n", + " 15.637293\n", + " 3.015654\n", + " 13.460351\n", + " \n", + " \n", + " 2024-03-31\n", + " 8.350916\n", + " 0.722806\n", + " 0.650437\n", + " 0.950672\n", + " 10.898124\n", + " 9.118969\n", + " 6.591912\n", + " 24.929063\n", + " 0.805648\n", + " 9.543513\n", + " 16.012332\n", + " 4.450354\n", + " 10.865672\n", + " 15.895018\n", + " 3.332013\n", + " 12.279754\n", + " \n", + " \n", + " 2024-04-07\n", + " 6.265584\n", + " 1.005871\n", + " 0.851161\n", + " 1.054382\n", + " 8.958448\n", + " 10.356924\n", + " 7.224049\n", + " 22.936870\n", + " 0.950486\n", + " 8.627285\n", + " 16.697356\n", + " 4.443533\n", + " 10.598626\n", + " 18.020983\n", + " 3.845034\n", + " 13.745777\n", + " \n", " \n", "\n", - "

115 rows × 16 columns

\n", + "

119 rows × 16 columns

\n", "" ], "text/plain": [ - " 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", - "2024-02-11 6.851564 0.879734 0.857888 0.897093 7.365146 \n", - "2024-02-18 3.100743 0.765051 0.798804 0.962225 5.147532 \n", - "2024-02-25 6.822383 0.613933 0.513763 0.725003 7.656205 \n", - "2024-03-03 7.130895 0.699955 0.809203 0.806618 7.726803 \n", - "2024-03-10 6.098728 1.002684 1.256384 1.247720 8.537224 \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", - "2024-02-11 7.827753 5.649865 25.122578 0.997546 8.467172 16.345313 \n", - "2024-02-18 7.111128 5.183502 15.810990 0.841600 5.072741 15.417283 \n", - "2024-02-25 7.230165 4.953109 27.274758 0.848629 6.675148 14.191458 \n", - "2024-03-03 8.047787 5.420352 21.867698 0.890128 8.868888 16.199654 \n", - "2024-03-10 8.005066 6.189498 24.228602 1.033995 7.298195 17.378816 \n", + " 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", + "2024-03-10 6.098728 1.002684 1.256384 1.247720 8.537224 \n", + "2024-03-17 9.588583 1.182400 0.899292 1.045809 11.205508 \n", + "2024-03-24 4.617591 0.645149 0.583731 0.772978 5.820012 \n", + "2024-03-31 8.350916 0.722806 0.650437 0.950672 10.898124 \n", + "2024-04-07 6.265584 1.005871 0.851161 1.054382 8.958448 \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", + "2024-03-10 8.005066 6.189498 24.228602 1.033995 7.298195 17.378816 \n", + "2024-03-17 9.333587 6.193719 31.979881 1.296060 8.623943 18.559799 \n", + "2024-03-24 8.640391 5.518880 23.126628 0.759632 7.218882 17.316657 \n", + "2024-03-31 9.118969 6.591912 24.929063 0.805648 9.543513 16.012332 \n", + "2024-04-07 10.356924 7.224049 22.936870 0.950486 8.627285 16.697356 \n", "\n", " \n", "NAME_2 Rafah Ramallah and Al-Bireh Salfit Tubas Tulkarm \n", @@ -12199,13 +1218,13 @@ "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", - "2024-02-11 4.511519 9.722643 14.853155 3.217122 11.874990 \n", - "2024-02-18 5.207519 6.308888 10.989140 2.896709 10.195529 \n", - "2024-02-25 4.402084 8.814853 12.727757 3.059640 11.864060 \n", - "2024-03-03 3.777943 9.693712 13.868922 2.884959 11.572042 \n", "2024-03-10 4.256339 9.505211 15.650922 2.998731 11.568950 \n", + "2024-03-17 4.393616 11.596337 17.131479 3.442173 12.663642 \n", + "2024-03-24 6.268549 8.509384 15.637293 3.015654 13.460351 \n", + "2024-03-31 4.450354 10.865672 15.895018 3.332013 12.279754 \n", + "2024-04-07 4.443533 10.598626 18.020983 3.845034 13.745777 \n", "\n", - "[115 rows x 16 columns]" + "[119 rows x 16 columns]" ] }, "execution_count": 8, @@ -12288,7 +1307,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -12461,7 +1480,7 @@ " \"\"}};\n", "\n", " function display_loaded(error = null) {\n", - " const el = document.getElementById(\"f00fb9b2-d6e9-4cc0-b19b-5952af5cea11\");\n", + " const el = document.getElementById(\"fd83adc9-6b36-4252-afa7-79defea1ac1d\");\n", " if (el != null) {\n", " const html = (() => {\n", " if (typeof root.Bokeh === \"undefined\") {\n", @@ -12595,7 +1614,7 @@ " 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(\"f00fb9b2-d6e9-4cc0-b19b-5952af5cea11\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"fd83adc9-6b36-4252-afa7-79defea1ac1d\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -12611,7 +1630,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "'use strict';\n(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(error = null) {\n const el = document.getElementById(\"f00fb9b2-d6e9-4cc0-b19b-5952af5cea11\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? error.toString();\n wrapper.append(content);\n el.append(wrapper);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(() => display_loaded(error), 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-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.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 try {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n\n } catch (error) {display_loaded(error);throw error;\n }if (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(\"f00fb9b2-d6e9-4cc0-b19b-5952af5cea11\")).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": "'use strict';\n(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(error = null) {\n const el = document.getElementById(\"fd83adc9-6b36-4252-afa7-79defea1ac1d\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? error.toString();\n wrapper.append(content);\n el.append(wrapper);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(() => display_loaded(error), 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-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.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 try {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n\n } catch (error) {display_loaded(error);throw error;\n }if (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(\"fd83adc9-6b36-4252-afa7-79defea1ac1d\")).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" @@ -12620,7 +1639,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
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Source: NASA Black Marble. Creation date: 14 April 2024. Feedback: datalab@worldbank.org.\",\"text_font_size\":\"10pt\",\"text_font_style\":\"italic\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1029\",\"attributes\":{\"axis\":{\"id\":\"p1013\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1034\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1030\"}}}]}}]}};\n", + " const render_items = [{\"docid\":\"8a71ced1-d9f9-4c51-989e-b5b9040d5921\",\"roots\":{\"p1001\":\"a1eca6e1-6972-4303-a1b4-59210bbff72a\"},\"root_ids\":[\"p1001\"]}];\n", " void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -12666,7 +1685,7 @@ ], "source": [ "p = figure(\n", - " title=\"Palestine: Monthly Nighttime Lights (2022-2023)\",\n", + " title=\"Palestine: Monthly Nighttime Lights\",\n", " width=800,\n", " height=600,\n", " x_axis_label=\"Date\",\n", @@ -12828,37 +1847,37 @@ "data": { "text/html": [ "\n", - "\n", + "
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" \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 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 00:00:00-1.036671-5.176193-0.94803417.16972623.82542716.1487949.14661613.1554295.24042323.910822-1.6835306.81433813.9584375.48115336.6282511.8383842023-10-01 00:00:00-1.036671-5.176193-0.94803417.16972623.82542716.1487949.14661613.1554295.24042323.910822-1.6835306.81433813.9584375.48115336.6282511.838384
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align="center" style="font-size:20px">Week of <b>2022-01-02</b></h3>\n", " \n", - " <div class="folium-map" id="map_7a474dc001e5ec518f4143ffce5b484e" ></div>\n", + " <div class="folium-map" id="map_5fcd283b7d646c8996dd4cac431c0f3f" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_7a474dc001e5ec518f4143ffce5b484e = L.map(\n", - " "map_7a474dc001e5ec518f4143ffce5b484e",\n", + " var map_5fcd283b7d646c8996dd4cac431c0f3f = L.map(\n", + " "map_5fcd283b7d646c8996dd4cac431c0f3f",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -14083,28 +3178,28 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_7a474dc001e5ec518f4143ffce5b484e);\n", + " L.control.scale().addTo(map_5fcd283b7d646c8996dd4cac431c0f3f);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_b05e11a35ee8fe00186293e1282f126c = L.tileLayer(\n", + " var tile_layer_7ee55501f70812c02824564545381f8f = 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_b05e11a35ee8fe00186293e1282f126c.addTo(map_7a474dc001e5ec518f4143ffce5b484e);\n", + " tile_layer_7ee55501f70812c02824564545381f8f.addTo(map_5fcd283b7d646c8996dd4cac431c0f3f);\n", " \n", " \n", - " map_7a474dc001e5ec518f4143ffce5b484e.fitBounds(\n", + " map_5fcd283b7d646c8996dd4cac431c0f3f.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_4280e83928526dd94917a9cf204c3aec_styler(feature) {\n", + " function geo_json_b9cc497e877df1cd489024041fb290bd_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", @@ -14128,52 +3223,52 @@ " return {"color": "#e9d34e", "fillColor": "#e9d34e", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_4280e83928526dd94917a9cf204c3aec_highlighter(feature) {\n", + " function geo_json_b9cc497e877df1cd489024041fb290bd_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_4280e83928526dd94917a9cf204c3aec_pointToLayer(feature, latlng) {\n", + " function geo_json_b9cc497e877df1cd489024041fb290bd_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_4280e83928526dd94917a9cf204c3aec_styler(feature)\n", + " let style = geo_json_b9cc497e877df1cd489024041fb290bd_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_4280e83928526dd94917a9cf204c3aec_onEachFeature(feature, layer) {\n", + " function geo_json_b9cc497e877df1cd489024041fb290bd_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_4280e83928526dd94917a9cf204c3aec.resetStyle(e.target);\n", + " geo_json_b9cc497e877df1cd489024041fb290bd.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_4280e83928526dd94917a9cf204c3aec_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_b9cc497e877df1cd489024041fb290bd_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_4280e83928526dd94917a9cf204c3aec = L.geoJson(null, {\n", - " onEachFeature: geo_json_4280e83928526dd94917a9cf204c3aec_onEachFeature,\n", + " var geo_json_b9cc497e877df1cd489024041fb290bd = L.geoJson(null, {\n", + " onEachFeature: geo_json_b9cc497e877df1cd489024041fb290bd_onEachFeature,\n", " \n", - " style: geo_json_4280e83928526dd94917a9cf204c3aec_styler,\n", - " pointToLayer: geo_json_4280e83928526dd94917a9cf204c3aec_pointToLayer,\n", + " style: geo_json_b9cc497e877df1cd489024041fb290bd_styler,\n", + " pointToLayer: geo_json_b9cc497e877df1cd489024041fb290bd_pointToLayer,\n", " });\n", "\n", - " function geo_json_4280e83928526dd94917a9cf204c3aec_add (data) {\n", - " geo_json_4280e83928526dd94917a9cf204c3aec\n", + " function geo_json_b9cc497e877df1cd489024041fb290bd_add (data) {\n", + " geo_json_b9cc497e877df1cd489024041fb290bd\n", " .addData(data);\n", " }\n", - " geo_json_4280e83928526dd94917a9cf204c3aec_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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" \n", - " geo_json_4280e83928526dd94917a9cf204c3aec.addTo(map_7a474dc001e5ec518f4143ffce5b484e);\n", + " geo_json_b9cc497e877df1cd489024041fb290bd.addTo(map_5fcd283b7d646c8996dd4cac431c0f3f);\n", " \n", " \n", - " var color_map_87ce0cabb7b168729bc879a278d2c0aa = {};\n", + " var color_map_c754e43c6612db1701a1c97b7edd8e10 = {};\n", "\n", " \n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.color = d3.scale.threshold()\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, -98.99799599198397, -98.79759519038076, -98.59719438877755, -98.39679358717434, -98.19639278557115, -97.99599198396794, -97.79559118236473, -97.59519038076152, -97.39478957915831, -97.1943887775551, -96.99398797595191, -96.7935871743487, -96.59318637274549, -96.39278557114228, -96.19238476953907, -95.99198396793587, -95.79158316633267, -95.59118236472946, -95.39078156312625, 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'#f9e03aff', '#fae139ff', '#fbe138ff', '#fce237ff', '#fce236ff', '#fde335ff', '#fde334ff', '#fee434ff', '#fee434ff', '#fee534ff', '#fee535ff', '#fee635ff', '#fee636ff', '#fee737ff', '#fee838ff']);\n", " \n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.x = d3.scale.linear()\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.legend = L.control({position: 'topright'});\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.legend.addTo(map_7a474dc001e5ec518f4143ffce5b484e);\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.legend = L.control({position: 'topright'});\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.legend.addTo(map_5fcd283b7d646c8996dd4cac431c0f3f);\n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.xAxis = d3.svg.axis()\n", - " .scale(color_map_87ce0cabb7b168729bc879a278d2c0aa.x)\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.xAxis = d3.svg.axis()\n", + " .scale(color_map_c754e43c6612db1701a1c97b7edd8e10.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_87ce0cabb7b168729bc879a278d2c0aa.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.g = color_map_87ce0cabb7b168729bc879a278d2c0aa.svg.append("g")\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.g = color_map_c754e43c6612db1701a1c97b7edd8e10.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.g.selectAll("rect")\n", - " .data(color_map_87ce0cabb7b168729bc879a278d2c0aa.color.range().map(function(d, i) {\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.g.selectAll("rect")\n", + " .data(color_map_c754e43c6612db1701a1c97b7edd8e10.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_87ce0cabb7b168729bc879a278d2c0aa.x(color_map_87ce0cabb7b168729bc879a278d2c0aa.color.domain()[i - 1]) : color_map_87ce0cabb7b168729bc879a278d2c0aa.x.range()[0],\n", - " x1: i < color_map_87ce0cabb7b168729bc879a278d2c0aa.color.domain().length ? color_map_87ce0cabb7b168729bc879a278d2c0aa.x(color_map_87ce0cabb7b168729bc879a278d2c0aa.color.domain()[i]) : color_map_87ce0cabb7b168729bc879a278d2c0aa.x.range()[1],\n", + " x0: i ? color_map_c754e43c6612db1701a1c97b7edd8e10.x(color_map_c754e43c6612db1701a1c97b7edd8e10.color.domain()[i - 1]) : color_map_c754e43c6612db1701a1c97b7edd8e10.x.range()[0],\n", + " x1: i < color_map_c754e43c6612db1701a1c97b7edd8e10.color.domain().length ? color_map_c754e43c6612db1701a1c97b7edd8e10.x(color_map_c754e43c6612db1701a1c97b7edd8e10.color.domain()[i]) : color_map_c754e43c6612db1701a1c97b7edd8e10.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -14245,7 +3340,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_87ce0cabb7b168729bc879a278d2c0aa.g.call(color_map_87ce0cabb7b168729bc879a278d2c0aa.xAxis).append("text")\n", + " color_map_c754e43c6612db1701a1c97b7edd8e10.g.call(color_map_c754e43c6612db1701a1c97b7edd8e10.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -14253,7 +3348,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -14320,7 +3415,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_9f5d2130d822d1418ae9fcaf46f4b506 {\n", + " #map_89b99994558e4b37acdb303699a51d9d {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -14352,14 +3447,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2023-10-08</b></h3>\n", " \n", - " <div class="folium-map" id="map_9f5d2130d822d1418ae9fcaf46f4b506" ></div>\n", + " <div class="folium-map" id="map_89b99994558e4b37acdb303699a51d9d" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_9f5d2130d822d1418ae9fcaf46f4b506 = L.map(\n", - " "map_9f5d2130d822d1418ae9fcaf46f4b506",\n", + " var map_89b99994558e4b37acdb303699a51d9d = L.map(\n", + " "map_89b99994558e4b37acdb303699a51d9d",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -14368,28 +3463,28 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_9f5d2130d822d1418ae9fcaf46f4b506);\n", + " L.control.scale().addTo(map_89b99994558e4b37acdb303699a51d9d);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_eb88f258fe257215eaf0099c1ac2bc4f = L.tileLayer(\n", + " var tile_layer_d05056200f13ade74cba3c725669c9f8 = 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_eb88f258fe257215eaf0099c1ac2bc4f.addTo(map_9f5d2130d822d1418ae9fcaf46f4b506);\n", + " tile_layer_d05056200f13ade74cba3c725669c9f8.addTo(map_89b99994558e4b37acdb303699a51d9d);\n", " \n", " \n", - " map_9f5d2130d822d1418ae9fcaf46f4b506.fitBounds(\n", + " map_89b99994558e4b37acdb303699a51d9d.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_styler(feature) {\n", + " function geo_json_1f754606483d9baf3bee108222654be0_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", " return {"color": "#bfb06b", "fillColor": "#bfb06b", "fillOpacity": 0.5, "weight": 2};\n", @@ -14407,52 +3502,52 @@ " return {"color": "#ccba64", "fillColor": "#ccba64", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_highlighter(feature) {\n", + " function geo_json_1f754606483d9baf3bee108222654be0_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_pointToLayer(feature, latlng) {\n", + " function geo_json_1f754606483d9baf3bee108222654be0_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_fe0d2f5dbc15dbdf27d63374fe8dfdfa_styler(feature)\n", + " let style = geo_json_1f754606483d9baf3bee108222654be0_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_onEachFeature(feature, layer) {\n", + " function geo_json_1f754606483d9baf3bee108222654be0_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa.resetStyle(e.target);\n", + " geo_json_1f754606483d9baf3bee108222654be0.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_1f754606483d9baf3bee108222654be0_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa = L.geoJson(null, {\n", - " onEachFeature: geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_onEachFeature,\n", + " var geo_json_1f754606483d9baf3bee108222654be0 = L.geoJson(null, {\n", + " onEachFeature: geo_json_1f754606483d9baf3bee108222654be0_onEachFeature,\n", " \n", - " style: geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_styler,\n", - " pointToLayer: geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_pointToLayer,\n", + " style: geo_json_1f754606483d9baf3bee108222654be0_styler,\n", + " pointToLayer: geo_json_1f754606483d9baf3bee108222654be0_pointToLayer,\n", " });\n", "\n", - " function geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_add (data) {\n", - " geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa\n", + " function geo_json_1f754606483d9baf3bee108222654be0_add (data) {\n", + " geo_json_1f754606483d9baf3bee108222654be0\n", " .addData(data);\n", " }\n", - " geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa_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], 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"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", "__folium_color": "#fee838", "level_0": "ntl_mean", "percent change in radiance average (%)": 14.639748751877612}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa.bindTooltip(\n", + " geo_json_1f754606483d9baf3bee108222654be0.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -14476,45 +3571,45 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_fe0d2f5dbc15dbdf27d63374fe8dfdfa.addTo(map_9f5d2130d822d1418ae9fcaf46f4b506);\n", + " geo_json_1f754606483d9baf3bee108222654be0.addTo(map_89b99994558e4b37acdb303699a51d9d);\n", " \n", " \n", - " var color_map_8efa09f0b6d7d3c5b5eacdd42ad63498 = {};\n", + " var color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d = {};\n", "\n", " \n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.color = d3.scale.threshold()\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, -98.99799599198397, -98.79759519038076, -98.59719438877755, -98.39679358717434, -98.19639278557115, -97.99599198396794, -97.79559118236473, -97.59519038076152, -97.39478957915831, -97.1943887775551, -96.99398797595191, -96.7935871743487, -96.59318637274549, -96.39278557114228, -96.19238476953907, -95.99198396793587, -95.79158316633267, -95.59118236472946, -95.39078156312625, -95.19038076152304, -94.98997995991984, -94.78957915831663, -94.58917835671343, -94.38877755511022, -94.18837675350701, -93.9879759519038, -93.7875751503006, -93.58717434869739, -93.3867735470942, -93.18637274549098, -92.98597194388778, -92.78557114228457, -92.58517034068136, -92.38476953907815, -92.18436873747495, -91.98396793587175, -91.78356713426854, 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'#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_8efa09f0b6d7d3c5b5eacdd42ad63498.x = d3.scale.linear()\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.legend = L.control({position: 'topright'});\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.legend.addTo(map_9f5d2130d822d1418ae9fcaf46f4b506);\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.legend = L.control({position: 'topright'});\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.legend.addTo(map_89b99994558e4b37acdb303699a51d9d);\n", "\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.xAxis = d3.svg.axis()\n", - " .scale(color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.x)\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.xAxis = d3.svg.axis()\n", + " .scale(color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.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_8efa09f0b6d7d3c5b5eacdd42ad63498.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.g = color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.svg.append("g")\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.g = color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.g.selectAll("rect")\n", - " .data(color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.color.range().map(function(d, i) {\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.g.selectAll("rect")\n", + " .data(color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.x(color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.color.domain()[i - 1]) : color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.x.range()[0],\n", - " x1: i < color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.color.domain().length ? color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.x(color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.color.domain()[i]) : color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.x.range()[1],\n", + " x0: i ? color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.x(color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.color.domain()[i - 1]) : color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.x.range()[0],\n", + " x1: i < color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.color.domain().length ? color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.x(color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.color.domain()[i]) : color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -14524,7 +3619,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.g.call(color_map_8efa09f0b6d7d3c5b5eacdd42ad63498.xAxis).append("text")\n", + " color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.g.call(color_map_d3c13c8b128f65ac1bd92e5e7a5fa55d.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -14532,7 +3627,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -14599,7 +3694,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_73267858d26dce50547ac267f8ffb16e {\n", + " #map_6c0f5a45baf5e7bce785c93888ba0c80 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -14629,16 +3724,16 @@ "</head>\n", "<body>\n", " \n", - " <h3 align="center" style="font-size:20px">Week of <b>2024-03-10</b></h3>\n", + " <h3 align="center" style="font-size:20px">Week of <b>2024-04-07</b></h3>\n", " \n", - " <div class="folium-map" id="map_73267858d26dce50547ac267f8ffb16e" ></div>\n", + " <div class="folium-map" id="map_6c0f5a45baf5e7bce785c93888ba0c80" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_73267858d26dce50547ac267f8ffb16e = L.map(\n", - " "map_73267858d26dce50547ac267f8ffb16e",\n", + " var map_6c0f5a45baf5e7bce785c93888ba0c80 = L.map(\n", + " "map_6c0f5a45baf5e7bce785c93888ba0c80",\n", " {\n", " center: [31.887586594000084, 34.902240753000115],\n", " crs: L.CRS.EPSG3857,\n", @@ -14647,95 +3742,91 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_73267858d26dce50547ac267f8ffb16e);\n", + " L.control.scale().addTo(map_6c0f5a45baf5e7bce785c93888ba0c80);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_91303abd4494d73832ae7cace0ebecb1 = L.tileLayer(\n", + " var tile_layer_40ec82735f161f75ad448b064c5a4795 = 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_91303abd4494d73832ae7cace0ebecb1.addTo(map_73267858d26dce50547ac267f8ffb16e);\n", + " tile_layer_40ec82735f161f75ad448b064c5a4795.addTo(map_6c0f5a45baf5e7bce785c93888ba0c80);\n", " \n", " \n", - " map_73267858d26dce50547ac267f8ffb16e.fitBounds(\n", + " map_6c0f5a45baf5e7bce785c93888ba0c80.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [32.55156707800006, 35.57545471200007]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_95d1535b03651b7511ea6b766d05d859_styler(feature) {\n", + " function geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_styler(feature) {\n", " switch(feature.id) {\n", - " case "0": case "3": \n", + " case "0": \n", " return {"color": "#003070", "fillColor": "#003070", "fillOpacity": 0.5, "weight": 2};\n", " case "1": \n", - " return {"color": "#002c66", "fillColor": "#002c66", "fillOpacity": 0.5, "weight": 2};\n", - " case "2": \n", - " return {"color": "#003170", "fillColor": "#003170", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#002a5f", "fillColor": "#002a5f", "fillOpacity": 0.5, "weight": 2};\n", + " case "2": case "3": \n", + " return {"color": "#002f6d", "fillColor": "#002f6d", "fillOpacity": 0.5, "weight": 2};\n", " case "4": \n", - " return {"color": "#36466c", "fillColor": "#36466c", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#39486c", "fillColor": "#39486c", "fillOpacity": 0.5, "weight": 2};\n", " case "5": \n", - " return {"color": "#dcc859", "fillColor": "#dcc859", "fillOpacity": 0.5, "weight": 2};\n", - " case "10": \n", - " return {"color": "#e9d34e", "fillColor": "#e9d34e", "fillOpacity": 0.5, "weight": 2};\n", - " case "14": \n", - " return {"color": "#fbe138", "fillColor": "#fbe138", "fillOpacity": 0.5, "weight": 2};\n", - " case "15": \n", - " return {"color": "#f5dc41", "fillColor": "#f5dc41", "fillOpacity": 0.5, "weight": 2};\n", - " default:\n", + " return {"color": "#e2cd54", "fillColor": "#e2cd54", "fillOpacity": 0.5, "weight": 2};\n", + " 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", + " default:\n", + " return {"color": "#f8df3c", "fillColor": "#f8df3c", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_95d1535b03651b7511ea6b766d05d859_highlighter(feature) {\n", + " function geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_95d1535b03651b7511ea6b766d05d859_pointToLayer(feature, latlng) {\n", + " function geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_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_95d1535b03651b7511ea6b766d05d859_styler(feature)\n", + " let style = geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_95d1535b03651b7511ea6b766d05d859_onEachFeature(feature, layer) {\n", + " function geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_95d1535b03651b7511ea6b766d05d859.resetStyle(e.target);\n", + " geo_json_9cbedb5ae050a9a36e3c53bb1127d6be.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_95d1535b03651b7511ea6b766d05d859_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_95d1535b03651b7511ea6b766d05d859 = L.geoJson(null, {\n", - " onEachFeature: geo_json_95d1535b03651b7511ea6b766d05d859_onEachFeature,\n", + " var geo_json_9cbedb5ae050a9a36e3c53bb1127d6be = L.geoJson(null, {\n", + " onEachFeature: geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_onEachFeature,\n", " \n", - " style: geo_json_95d1535b03651b7511ea6b766d05d859_styler,\n", - " pointToLayer: geo_json_95d1535b03651b7511ea6b766d05d859_pointToLayer,\n", + " style: geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_styler,\n", + " pointToLayer: geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_pointToLayer,\n", " });\n", "\n", - " function geo_json_95d1535b03651b7511ea6b766d05d859_add (data) {\n", - " geo_json_95d1535b03651b7511ea6b766d05d859\n", + " function geo_json_9cbedb5ae050a9a36e3c53bb1127d6be_add (data) {\n", + " geo_json_9cbedb5ae050a9a36e3c53bb1127d6be\n", " .addData(data);\n", " }\n", - " geo_json_95d1535b03651b7511ea6b766d05d859_add({"bbox": [34.22902679400016, 31.223606110000105, 35.57545471200007, 32.55156707800006], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 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"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", "__folium_color": "#fee838", "level_0": "ntl_mean", "percent change in radiance average (%)": 13.365616317735874}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_95d1535b03651b7511ea6b766d05d859.bindTooltip(\n", + " geo_json_9cbedb5ae050a9a36e3c53bb1127d6be.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -14759,45 +3850,45 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " geo_json_95d1535b03651b7511ea6b766d05d859.addTo(map_73267858d26dce50547ac267f8ffb16e);\n", + " geo_json_9cbedb5ae050a9a36e3c53bb1127d6be.addTo(map_6c0f5a45baf5e7bce785c93888ba0c80);\n", " \n", " \n", - " var color_map_2d21dda57615c0d9275cf881513dfd61 = {};\n", + " var color_map_9753da23e4580f1b67df2f466c588576 = {};\n", "\n", " \n", - " color_map_2d21dda57615c0d9275cf881513dfd61.color = d3.scale.threshold()\n", + " color_map_9753da23e4580f1b67df2f466c588576.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, -99.39879759519039, -99.19839679358718, -98.99799599198397, -98.79759519038076, -98.59719438877755, -98.39679358717434, -98.19639278557115, -97.99599198396794, -97.79559118236473, -97.59519038076152, -97.39478957915831, -97.1943887775551, -96.99398797595191, -96.7935871743487, -96.59318637274549, -96.39278557114228, -96.19238476953907, -95.99198396793587, -95.79158316633267, -95.59118236472946, -95.39078156312625, -95.19038076152304, -94.98997995991984, -94.78957915831663, -94.58917835671343, -94.38877755511022, -94.18837675350701, -93.9879759519038, -93.7875751503006, -93.58717434869739, -93.3867735470942, -93.18637274549098, -92.98597194388778, -92.78557114228457, -92.58517034068136, -92.38476953907815, -92.18436873747495, -91.98396793587175, -91.78356713426854, 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'#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_2d21dda57615c0d9275cf881513dfd61.x = d3.scale.linear()\n", + " color_map_9753da23e4580f1b67df2f466c588576.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.legend = L.control({position: 'topright'});\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.legend.addTo(map_73267858d26dce50547ac267f8ffb16e);\n", + " color_map_9753da23e4580f1b67df2f466c588576.legend = L.control({position: 'topright'});\n", + " color_map_9753da23e4580f1b67df2f466c588576.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_9753da23e4580f1b67df2f466c588576.legend.addTo(map_6c0f5a45baf5e7bce785c93888ba0c80);\n", "\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.xAxis = d3.svg.axis()\n", - " .scale(color_map_2d21dda57615c0d9275cf881513dfd61.x)\n", + " color_map_9753da23e4580f1b67df2f466c588576.xAxis = d3.svg.axis()\n", + " .scale(color_map_9753da23e4580f1b67df2f466c588576.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_2d21dda57615c0d9275cf881513dfd61.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_9753da23e4580f1b67df2f466c588576.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.g = color_map_2d21dda57615c0d9275cf881513dfd61.svg.append("g")\n", + " color_map_9753da23e4580f1b67df2f466c588576.g = color_map_9753da23e4580f1b67df2f466c588576.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.g.selectAll("rect")\n", - " .data(color_map_2d21dda57615c0d9275cf881513dfd61.color.range().map(function(d, i) {\n", + " color_map_9753da23e4580f1b67df2f466c588576.g.selectAll("rect")\n", + " .data(color_map_9753da23e4580f1b67df2f466c588576.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_2d21dda57615c0d9275cf881513dfd61.x(color_map_2d21dda57615c0d9275cf881513dfd61.color.domain()[i - 1]) : color_map_2d21dda57615c0d9275cf881513dfd61.x.range()[0],\n", - " x1: i < color_map_2d21dda57615c0d9275cf881513dfd61.color.domain().length ? color_map_2d21dda57615c0d9275cf881513dfd61.x(color_map_2d21dda57615c0d9275cf881513dfd61.color.domain()[i]) : color_map_2d21dda57615c0d9275cf881513dfd61.x.range()[1],\n", + " x0: i ? color_map_9753da23e4580f1b67df2f466c588576.x(color_map_9753da23e4580f1b67df2f466c588576.color.domain()[i - 1]) : color_map_9753da23e4580f1b67df2f466c588576.x.range()[0],\n", + " x1: i < color_map_9753da23e4580f1b67df2f466c588576.color.domain().length ? color_map_9753da23e4580f1b67df2f466c588576.x(color_map_9753da23e4580f1b67df2f466c588576.color.domain()[i]) : color_map_9753da23e4580f1b67df2f466c588576.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -14807,7 +3898,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_2d21dda57615c0d9275cf881513dfd61.g.call(color_map_2d21dda57615c0d9275cf881513dfd61.xAxis).append("text")\n", + " color_map_9753da23e4580f1b67df2f466c588576.g.call(color_map_9753da23e4580f1b67df2f466c588576.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -14815,7 +3906,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 24,