diff --git a/_sources/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb b/_sources/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb index 363e517..dcb0fdd 100644 --- a/_sources/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb +++ b/_sources/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb @@ -31,10 +31,8 @@ "\n", "import colorcet as cc\n", "import dask.dataframe as dd\n", - "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", - "import seaborn as sns\n", "from blackmarble.bm_extract import bm_extract\n", "from blackmarble.bm_raster import bm_raster\n", "from bokeh.models import ColumnDataSource, HoverTool, Legend, Range1d, Span, Text, Title\n", @@ -42,10 +40,6 @@ "from gadm import GADMDownloader\n", "from matplotlib.font_manager import get_font_names\n", "\n", - "mpl.rcParams[\"font.family\"] = \"Arial\"\n", - "sns.set_theme()\n", - "sns.set_style(\"whitegrid\")\n", - "\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -113,7 +107,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_d201775624d5d94863ac1e1e9a781402 {\n", + " #map_921f6d4ff519c11ddf99cc7f569d9d43 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -143,14 +137,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_d201775624d5d94863ac1e1e9a781402" ></div>\n", + " <div class="folium-map" id="map_921f6d4ff519c11ddf99cc7f569d9d43" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_d201775624d5d94863ac1e1e9a781402 = L.map(\n", - " "map_d201775624d5d94863ac1e1e9a781402",\n", + " var map_921f6d4ff519c11ddf99cc7f569d9d43 = L.map(\n", + " "map_921f6d4ff519c11ddf99cc7f569d9d43",\n", " {\n", " center: [31.275786346500098, 37.12986183200016],\n", " crs: L.CRS.EPSG3857,\n", @@ -159,77 +153,77 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_d201775624d5d94863ac1e1e9a781402);\n", + " L.control.scale().addTo(map_921f6d4ff519c11ddf99cc7f569d9d43);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_7c9f87325afe51bbbbc66d9786eca2a0 = L.tileLayer(\n", + " var tile_layer_601c6ce1fc03bbcd3484e6e6159074af = 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_d201775624d5d94863ac1e1e9a781402);\n", + " ).addTo(map_921f6d4ff519c11ddf99cc7f569d9d43);\n", " \n", " \n", - " map_d201775624d5d94863ac1e1e9a781402.fitBounds(\n", + " map_921f6d4ff519c11ddf99cc7f569d9d43.fitBounds(\n", " [[29.183401000000117, 34.95763778700018], [33.36817169300008, 39.30208587700014]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_c7b007b71885d30389489f8384ba4a51_styler(feature) {\n", + " function geo_json_fa9220cd7323bed6ea1118341bcdb3ad_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_c7b007b71885d30389489f8384ba4a51_highlighter(feature) {\n", + " function geo_json_fa9220cd7323bed6ea1118341bcdb3ad_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_c7b007b71885d30389489f8384ba4a51_pointToLayer(feature, latlng) {\n", + " function geo_json_fa9220cd7323bed6ea1118341bcdb3ad_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_c7b007b71885d30389489f8384ba4a51_styler(feature)\n", + " let style = geo_json_fa9220cd7323bed6ea1118341bcdb3ad_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_c7b007b71885d30389489f8384ba4a51_onEachFeature(feature, layer) {\n", + " function geo_json_fa9220cd7323bed6ea1118341bcdb3ad_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_c7b007b71885d30389489f8384ba4a51.resetStyle(e.target);\n", + " geo_json_fa9220cd7323bed6ea1118341bcdb3ad.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_c7b007b71885d30389489f8384ba4a51_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_fa9220cd7323bed6ea1118341bcdb3ad_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_c7b007b71885d30389489f8384ba4a51 = L.geoJson(null, {\n", - " onEachFeature: geo_json_c7b007b71885d30389489f8384ba4a51_onEachFeature,\n", + " var geo_json_fa9220cd7323bed6ea1118341bcdb3ad = L.geoJson(null, {\n", + " onEachFeature: geo_json_fa9220cd7323bed6ea1118341bcdb3ad_onEachFeature,\n", " \n", - " style: geo_json_c7b007b71885d30389489f8384ba4a51_styler,\n", - " pointToLayer: geo_json_c7b007b71885d30389489f8384ba4a51_pointToLayer\n", + " style: geo_json_fa9220cd7323bed6ea1118341bcdb3ad_styler,\n", + " pointToLayer: geo_json_fa9220cd7323bed6ea1118341bcdb3ad_pointToLayer\n", " });\n", "\n", - " function geo_json_c7b007b71885d30389489f8384ba4a51_add (data) {\n", - " geo_json_c7b007b71885d30389489f8384ba4a51\n", + " function geo_json_fa9220cd7323bed6ea1118341bcdb3ad_add (data) {\n", + " geo_json_fa9220cd7323bed6ea1118341bcdb3ad\n", " .addData(data)\n", - " .addTo(map_d201775624d5d94863ac1e1e9a781402);\n", + " .addTo(map_921f6d4ff519c11ddf99cc7f569d9d43);\n", " }\n", - " geo_json_c7b007b71885d30389489f8384ba4a51_add({"bbox": [34.95763778700018, 29.183401000000117, 39.30208587700014, 33.36817169300008], "features": [{"bbox": [35.667037964000144, 32.20119094900019, 35.96717453000008, 32.420455934000074], "geometry": {"coordinates": [[[[35.78606033300002, 32.20119094900019], [35.783786774000134, 32.20915222200017], [35.78332138000019, 32.213363647000165], [35.78414154100011, 32.21976852500006], [35.78607177700013, 32.224590301000035], [35.787792207000166, 32.232173919000104], [35.792560578000064, 32.24715042100007], [35.79425811700014, 32.250358581000114], [35.797103881000055, 32.25366592400013], [35.79873275700015, 32.25649642900015], [35.79948043700006, 32.26004028400018], [35.7991333010001, 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32.12379455500019], [36.43289947600016, 32.12473297200012], [36.44377136300005, 32.12468719500015], [36.4489059440001, 32.12404632700003], [36.45344924900007, 32.12269592400014], [36.459068298000034, 32.11944580100004], [36.46855926500007, 32.11614990200013], [36.47230148300008, 32.11421585100004], [36.47488784900003, 32.11174392800007], [36.48060226400003, 32.10375595100004], [36.48266220100004, 32.099872589000086], [36.48390197800006, 32.09558487100003], [36.484462738000104, 32.09114456300017], [36.48451995800019, 32.083629608000024], [36.48236846900011, 32.06820297300004], [36.47240066500012, 32.05395126300016], [36.46742248600003, 32.049755096000126], [36.463088989000084, 32.04531097500006], [36.45800399800004, 32.04161453199998], [36.453620910000154, 32.03733062800012], [36.44842910900019, 32.033664704000046], [36.44370651300005, 32.02934646700004], [36.43703842200017, 32.02514267000009], [36.43320846600017, 32.02221679800016], [36.42194748000014, 32.011638642000094]]]], "type": "MultiPolygon"}, "id": "51", "properties": {"CC_2": " ", "COUNTRY": "Jordan", "ENGTYPE_2": "Sub-Province", "HASC_2": "JO.AZ.AZ", "ID_0": "JOR", "ID_2": "JOR.12.3_1", "NAME_1": "Zarqa", "NAME_2": "Zarqa", "NL_NAME_1": " ", "NL_NAME_2": " ", "TYPE_2": "Nahia", "VARNAME_2": "Az-Zarqa"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_c7b007b71885d30389489f8384ba4a51.bindTooltip(\n", + " geo_json_fa9220cd7323bed6ea1118341bcdb3ad.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -256,7 +250,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -306,17 +300,17 @@ "metadata": {}, "outputs": [], "source": [ - "df = bm_extract(\n", - " roi_sf=ROI,\n", - " product_id=\"VNP46A2\",\n", - " date=dates,\n", - " bearer=os.environ.get(\"BLACKMARBLE_TOKEN\"),\n", - " output_location_type=\"file\",\n", - " file_dir=\"data\",\n", - " file_prefix=\"jor_\",\n", - " aggregation_fun=[\"count\", \"mean\", \"min\", \"max\", \"median\", \"sum\"],\n", - " quiet=True,\n", - ")" + "# df = bm_extract(\n", + "# roi_sf=ROI,\n", + "# product_id=\"VNP46A2\",\n", + "# date=dates,\n", + "# bearer=os.environ.get(\"BLACKMARBLE_TOKEN\"),\n", + "# output_location_type=\"file\",\n", + "# file_dir=\"data\",\n", + "# file_prefix=\"jor_\",\n", + "# aggregation_fun=[\"count\", \"mean\", \"min\", \"max\", \"median\", \"sum\"],\n", + "# quiet=True,\n", + "# )" ] }, { @@ -1176,7 +1170,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -1348,7 +1342,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " const el = document.getElementById(\"c9b934c1-7e56-414c-a806-43b5244dcfe7\");\n", + " const el = document.getElementById(\"e1d0007c-daaa-4af5-80cd-5f6b2c7b4aa9\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1454,7 +1448,7 @@ " 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(\"c9b934c1-7e56-414c-a806-43b5244dcfe7\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"e1d0007c-daaa-4af5-80cd-5f6b2c7b4aa9\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -1470,7 +1464,7 @@ " }\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 \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\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(\"c9b934c1-7e56-414c-a806-43b5244dcfe7\");\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(\"c9b934c1-7e56-414c-a806-43b5244dcfe7\")).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 \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\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(\"e1d0007c-daaa-4af5-80cd-5f6b2c7b4aa9\");\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(\"e1d0007c-daaa-4af5-80cd-5f6b2c7b4aa9\")).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" @@ -1479,7 +1473,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -1490,8 +1484,8 @@ "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", - " const docs_json = {\"80ae8428-8ed9-4acf-bcfc-4e956660d16d\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1001\",\"attributes\":{\"width\":800,\"height\":700,\"sizing_mode\":\"scale_both\",\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1002\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1003\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1004\",\"attributes\":{\"text\":\"Jordan: Weekly Nighttime Lights 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Source: NASA Black Marble. Creation date: 16 November 2023. 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\":\"dc8a1195-fa76-4e33-bb4a-ec9b562fe808\",\"roots\":{\"p1001\":\"b2c4f926-f981-411e-8ec3-d7052ad8d8b0\"},\"root_ids\":[\"p1001\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -1560,7 +1554,7 @@ " formatters={\"@x\": \"datetime\"},\n", " )\n", ")\n", - "\n", + "renderers = []\n", "for column, color in zip(data.columns, cc.b_glasbey_category10):\n", " try:\n", " r = p.line(\n", @@ -1570,12 +1564,15 @@ " line_color=color,\n", " line_width=2,\n", " )\n", + " r.muted = True\n", " renderers.append(r)\n", " except:\n", " pass\n", "\n", + "renderers[0].muted = False\n", + "\n", "p.legend.location = \"bottom_left\"\n", - "p.legend.click_policy = \"hide\"\n", + "p.legend.click_policy = \"mute\"\n", "p.title.text_font_size = \"16pt\"\n", "p.sizing_mode = \"scale_both\"\n", "\n", @@ -1636,33 +1633,33 @@ "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1682,700 +1679,700 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " 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 ntl_meanntl_mean
NAME_1AjlunAmmanAqabaBalqaIrbidJarashKarakMa`anMadabaMafraqTafilahZarqaAjlunAmmanAqabaBalqaIrbidJarashKarakMa`anMadabaMafraqTafilahZarqa
date
2023-01-01 00:00:00-7.812806-11.2679155.011899-15.36626315.477876-5.492497-23.348951-19.963683-5.625838-16.988747-29.436030-19.148695
2023-01-08 00:00:000.310554-13.2672038.88006711.5128281.741671-22.658318-3.788541-13.015184-6.751728-9.967470-17.992759-15.567623
2023-01-15 00:00:00-1.9992739.7079307.3804765.24175312.8620472.91505813.266334-3.5586617.062764-4.378679-1.9823127.918166
2023-01-22 00:00:000.7946515.46533423.692154-2.03375527.378690-0.4662257.50864515.741998-4.4046568.3953549.8913893.479471
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NASA Black Marble. Creation date: 16 November 2023. Feedback: datalab@worldbank.org.\",\"text_font_size\":\"10pt\",\"text_font_style\":\"italic\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1410\",\"attributes\":{\"axis\":{\"id\":\"p1394\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1415\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1411\"}}}]}}]}};\n", + " const render_items = [{\"docid\":\"a1cb47c7-2010-4e1c-84af-796fcf62db47\",\"roots\":{\"p1382\":\"ea5b3070-2ae9-4a29-9e39-12f3c9ff9d68\"},\"root_ids\":[\"p1382\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -2700,7 +2700,10 @@ " line_color=color,\n", " line_width=2,\n", " )\n", + " r.visible = False\n", " renderers.append(r)\n", + " \n", + "renderers[0].visible = True\n", "\n", "p.legend.location = \"bottom_left\"\n", "p.legend.click_policy = \"hide\"\n", @@ -2777,6 +2780,13 @@ } ], "source": [ + "import matplotlib as mpl\n", + "import seaborn as sns\n", + "\n", + "mpl.rcParams[\"font.family\"] = \"Arial\"\n", + "sns.set_theme()\n", + "sns.set_style(\"whitegrid\")\n", + "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "fig.suptitle(f\"Jordan: Weekly Nighttime Lights (2022-2023)\", y=0.95)\n", "\n", diff --git a/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb b/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb index e83d987..1ce43ef 100644 --- a/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb +++ b/_sources/notebooks/nighttime-lights/nighttime-lights.ipynb @@ -138,7 +138,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_4e5c3497b546b3d70ef6063a9e6a7834 {\n", + " #map_be25dd5f680169a4884170e39bbd8699 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -168,14 +168,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_4e5c3497b546b3d70ef6063a9e6a7834" ></div>\n", + " <div class="folium-map" id="map_be25dd5f680169a4884170e39bbd8699" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_4e5c3497b546b3d70ef6063a9e6a7834 = L.map(\n", - " "map_4e5c3497b546b3d70ef6063a9e6a7834",\n", + " var map_be25dd5f680169a4884170e39bbd8699 = L.map(\n", + " "map_be25dd5f680169a4884170e39bbd8699",\n", " {\n", " center: [31.4090166095001, 34.38764953600014],\n", " crs: L.CRS.EPSG3857,\n", @@ -184,77 +184,77 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_4e5c3497b546b3d70ef6063a9e6a7834);\n", + " L.control.scale().addTo(map_be25dd5f680169a4884170e39bbd8699);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_16700bda8a125b79d101e9be9bf7add0 = L.tileLayer(\n", + " var tile_layer_5475a2737e46a263f3d751d69066a7e5 = 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_4e5c3497b546b3d70ef6063a9e6a7834);\n", + " ).addTo(map_be25dd5f680169a4884170e39bbd8699);\n", " \n", " \n", - " map_4e5c3497b546b3d70ef6063a9e6a7834.fitBounds(\n", + " map_be25dd5f680169a4884170e39bbd8699.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [31.594427109000094, 34.54627227800012]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_57af1ef640e2a2d0f6f6b6f631a04689_styler(feature) {\n", + " function geo_json_155a25891ffc91f83444e0e0a2b71f0e_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_57af1ef640e2a2d0f6f6b6f631a04689_highlighter(feature) {\n", + " function geo_json_155a25891ffc91f83444e0e0a2b71f0e_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_57af1ef640e2a2d0f6f6b6f631a04689_pointToLayer(feature, latlng) {\n", + " function geo_json_155a25891ffc91f83444e0e0a2b71f0e_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_57af1ef640e2a2d0f6f6b6f631a04689_styler(feature)\n", + " let style = geo_json_155a25891ffc91f83444e0e0a2b71f0e_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_57af1ef640e2a2d0f6f6b6f631a04689_onEachFeature(feature, layer) {\n", + " function geo_json_155a25891ffc91f83444e0e0a2b71f0e_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_57af1ef640e2a2d0f6f6b6f631a04689.resetStyle(e.target);\n", + " geo_json_155a25891ffc91f83444e0e0a2b71f0e.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_57af1ef640e2a2d0f6f6b6f631a04689_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_155a25891ffc91f83444e0e0a2b71f0e_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_57af1ef640e2a2d0f6f6b6f631a04689 = L.geoJson(null, {\n", - " onEachFeature: geo_json_57af1ef640e2a2d0f6f6b6f631a04689_onEachFeature,\n", + " var geo_json_155a25891ffc91f83444e0e0a2b71f0e = L.geoJson(null, {\n", + " onEachFeature: geo_json_155a25891ffc91f83444e0e0a2b71f0e_onEachFeature,\n", " \n", - " style: geo_json_57af1ef640e2a2d0f6f6b6f631a04689_styler,\n", - " pointToLayer: geo_json_57af1ef640e2a2d0f6f6b6f631a04689_pointToLayer\n", + " style: geo_json_155a25891ffc91f83444e0e0a2b71f0e_styler,\n", + " pointToLayer: geo_json_155a25891ffc91f83444e0e0a2b71f0e_pointToLayer\n", " });\n", "\n", - " function geo_json_57af1ef640e2a2d0f6f6b6f631a04689_add (data) {\n", - " geo_json_57af1ef640e2a2d0f6f6b6f631a04689\n", + " function geo_json_155a25891ffc91f83444e0e0a2b71f0e_add (data) {\n", + " geo_json_155a25891ffc91f83444e0e0a2b71f0e\n", " .addData(data)\n", - " .addTo(map_4e5c3497b546b3d70ef6063a9e6a7834);\n", + " .addTo(map_be25dd5f680169a4884170e39bbd8699);\n", " }\n", - " geo_json_57af1ef640e2a2d0f6f6b6f631a04689_add({"bbox": [34.22902679400016, 31.223606110000105, 34.54627227800012, 31.594427109000094], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 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"geometry": {"coordinates": [[[34.268009186000086, 31.223606110000105], [34.262340545000086, 31.239746094000054], [34.23046493400017, 31.330465317999995], [34.22902679400016, 31.33430671800005], [34.22930526700003, 31.33430671800005], [34.22930526700003, 31.334583283000143], [34.229862213000104, 31.334583283000143], [34.229862213000104, 31.33486175600018], [34.23014068600014, 31.33486175600018], [34.23014068600014, 31.335138322000148], [34.23041534400011, 31.335138322000148], [34.23041534400011, 31.335416795000185], [34.230693816999974, 31.335416795000185], [34.230693816999974, 31.335695267999995], [34.23125076300005, 31.33576202400002], [34.235092163000104, 31.334268570999996], [34.238101959999995, 31.333089828000084], [34.240829467000026, 31.331464767], [34.24997329600012, 31.325531007000052], [34.256732940000006, 31.32150840800017], [34.26201629500008, 31.317554473000143], [34.26743316700009, 31.314439774000107], [34.28264999400017, 31.30684089600004], [34.292926789000035, 31.30216026400018], [34.30240631000004, 31.298530579000158], [34.305870055000184, 31.296487808000165], [34.30770492600004, 31.294584274000044], [34.30912780799997, 31.291267396000023], [34.31140899700017, 31.28265762300009], [34.31308746300016, 31.27459716800007], [34.31459808400018, 31.27003288300017], [34.316905975000054, 31.265190124000128], [34.320079804000045, 31.25949287500009], [34.32059097300015, 31.25821685800014], [34.313014984999995, 31.252599717000123], [34.268009186000086, 31.223606110000105]]], "type": "Polygon"}, "id": "4", "properties": {"CC_2": "NA", "COUNTRY": "Palestine", "ENGTYPE_2": "Governorate", "GID_0": "PSE", "GID_1": "PSE.1_1", "GID_2": "PSE.1.5_1", "HASC_2": "PS.GZ.RA", "NAME_1": "Gaza", "NAME_2": "Rafah", "NL_NAME_1": "NA", "NL_NAME_2": "NA", "TYPE_2": "Governorate", "VARNAME_2": "NA"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_57af1ef640e2a2d0f6f6b6f631a04689.bindTooltip(\n", + " geo_json_155a25891ffc91f83444e0e0a2b71f0e.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -281,7 +281,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -320,21 +320,21 @@ }, "outputs": [], "source": [ - "dates = (\n", - " pd.date_range(\"2023-11-01\", \"2023-11-14\", freq=\"D\").strftime(\"%Y-%m-%d\").tolist()\n", - ")\n", + "# dates = (\n", + "# pd.date_range(\"2023-11-01\", \"2023-11-14\", freq=\"D\").strftime(\"%Y-%m-%d\").tolist()\n", + "# )\n", "\n", - "df = bm_extract(\n", - " roi_sf=ROI,\n", - " product_id=\"VNP46A2\",\n", - " date=dates,\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", - ")" + "# df = bm_extract(\n", + "# roi_sf=ROI,\n", + "# product_id=\"VNP46A2\",\n", + "# date=dates,\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", + "# )" ] }, { @@ -571,12 +571,12 @@ } ], "source": [ - "NTL = (\n", + "PSE_2 = (\n", " df.pivot_table(values=[\"ntl_mean\"], index=\"date\", columns=[\"NAME_2\"])\n", " .resample(\"W\", label=\"right\")\n", " .mean()\n", ")\n", - "NTL" + "PSE_2" ] }, { @@ -595,7 +595,9 @@ "source": [ "### Percent Change in NTL Radiance Average \n", "\n", - "n this exploratory analysis, we conducted analysis of NTL radiance trends, comparing the observed radiance levels to a baseline established in the year 2022." + "### Baseline Comparison\n", + "\n", + "In this exploratory analysis, we conducted analysis of NTL radiance trends, comparing the observed radiance levels to a baseline established in the year 2022." ] }, { @@ -776,7 +778,7 @@ ], "source": [ "data = 100 * (\n", - " NTL / NTL[(NTL.index >= \"2022-01-01\") & (NTL.index < \"2023-01-01\")].mean() - 1\n", + " PSE_2 / PSE_2[(PSE_2.index >= \"2022-01-01\") & (PSE_2.index < \"2023-01-01\")].mean() - 1\n", ")\n", "data" ] @@ -851,10 +853,12 @@ " line_color=color,\n", " line_width=2,\n", " )\n", + " r.muted = True\n", " renderers.append(r)\n", "\n", + " renderers[0].muted = False\n", " p.legend.location = \"bottom_left\"\n", - " p.legend.click_policy = \"hide\"\n", + " p.legend.click_policy = \"mute\"\n", " p.title.text_font_size = \"12pt\"\n", " # p.sizing_mode = \"scale_both\"\n", " return p" @@ -887,7 +891,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -1059,7 +1063,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " const el = document.getElementById(\"e42f568e-570d-49f1-aa28-e154c8235386\");\n", + " const el = document.getElementById(\"a622ce76-f4d8-4b4e-bba5-e795e488b835\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1165,7 +1169,7 @@ " 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(\"e42f568e-570d-49f1-aa28-e154c8235386\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"a622ce76-f4d8-4b4e-bba5-e795e488b835\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -1181,7 +1185,7 @@ " }\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 \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\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(\"e42f568e-570d-49f1-aa28-e154c8235386\");\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(\"e42f568e-570d-49f1-aa28-e154c8235386\")).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 \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\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(\"a622ce76-f4d8-4b4e-bba5-e795e488b835\");\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(\"a622ce76-f4d8-4b4e-bba5-e795e488b835\")).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" @@ -1190,7 +1194,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -1201,8 +1205,8 @@ "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", - " const docs_json = {\"9033fd51-c30e-48f1-9df4-2eae72bfe123\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1001\",\"attributes\":{\"width\":800,\"height\":800,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1002\"},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1043\",\"attributes\":{\"start\":-100,\"end\":50,\"bounds\":[-100,100]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1004\",\"attributes\":{\"text\":\"Palestine: Percent Change in Nighttime Lights Radiance 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+ " const render_items = [{\"docid\":\"03e792d0-783a-49da-bbbe-970061796718\",\"roots\":{\"p1392\":\"f880fc49-1d31-48c1-acad-9cd82e53ee3e\"},\"root_ids\":[\"p1392\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -1433,119 +1437,43 @@ }, { "cell_type": "markdown", - "id": "9736dd3c-98cf-4f2c-a756-38babaa16562", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, + "id": "9e491bfa-ad41-42d9-8e3a-f68de7a23366", + "metadata": {}, "source": [ - "#### Heatmap" + "#### Week over Week Comparison\n", + "\n", + "In this exploratory analysis, we conducted analysis of NTL radiance trends, comparing the observed average radiance levels week over week (WOW) for each second-level administrative division." ] }, { "cell_type": "code", "execution_count": 13, - "id": "42b42c88-41b3-4a53-b7af-2f46759ec6d2", + "id": "25ca306b-9bce-438a-9cd0-3a3136ca6090", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ - "remove-cell" + "hide-input" ] }, "outputs": [], "source": [ - "df = data.stack().reset_index()\n", - "df[\"date\"] = df[\"date\"].astype(str)\n", - "df[\"NAME_2\"] = df[\"NAME_2\"].astype(str)" + "data = 100 * (PSE_2.pct_change(1, axis=\"rows\", fill_method=None))" ] }, { "cell_type": "code", "execution_count": 14, - "id": "2d0502be-f123-419b-9360-cb89cc6a99e1", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "remove-cell" - ] - }, - "outputs": [], - "source": [ - "from palettable.colorbrewer.diverging import RdBu_7 as palette\n", - "colors = palette.hex_colors\n", - "\n", - "p = figure(\n", - " title=f\"Palestine: Weekly Percent Change (compared to 2022 average) in Nighttime Lights Radiance\",\n", - " x_range=df[\"date\"].unique(),\n", - " y_range=df[\"NAME_2\"].unique(),\n", - " x_axis_location=\"above\",\n", - " width=1800,\n", - " height=800,\n", - " tools=\"hover,save,pan,box_zoom,reset,wheel_zoom\",\n", - " toolbar_location=\"below\",\n", - " tooltips=[(\"date\", \"@date @NAME_2\"), (\"rate\", \"@ntl_mean%\")],\n", - ")\n", - "\n", - "p.title.text_font_size = \"18pt\"\n", - "p.grid.grid_line_color = None\n", - "p.axis.axis_line_color = None\n", - "p.axis.major_tick_line_color = None\n", - "p.axis.major_label_text_font_size = \"16px\"\n", - "p.axis.major_label_standoff = 0\n", - "p.xaxis.major_label_orientation = pi / 3\n", - "\n", - "r = p.rect(\n", - " x=\"date\",\n", - " y=\"NAME_2\",\n", - " width=1,\n", - " height=1,\n", - " source=df,\n", - " fill_color=linear_cmap(\"ntl_mean\", colors, low=-75, high=75),\n", - " line_color=None,\n", - ")\n", - "\n", - "p.add_layout(\n", - " Title(\n", - " text=f\"Source: NASA Black Marble. Creation date: {datetime.today().strftime('%d %B %Y')}. Feedback: datalab@worldbank.org.\",\n", - " text_font_size=\"10pt\",\n", - " text_font_style=\"italic\",\n", - " ),\n", - " \"below\",\n", - ")\n", - "p.add_layout(\n", - " r.construct_color_bar(\n", - " major_label_text_font_size=\"16px\",\n", - " ticker=BasicTicker(desired_num_ticks=len(colors)),\n", - " formatter=PrintfTickFormatter(format=\"%d%%\"),\n", - " label_standoff=6,\n", - " border_line_color=None,\n", - " padding=50,\n", - " ),\n", - " \"right\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "82d8b8a1-9499-4231-a64c-178b4cf32c06", + "id": "9e8accf1-6810-413c-97cf-7c29e4e4a530", "metadata": { "editable": true, - "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [ - "hide-input" + "remove-input" ] }, "outputs": [ @@ -1553,7 +1481,7 @@ "data": { "text/html": [ "\n", - "
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Feedback: datalab@worldbank.org.\",\"text_font_size\":\"10pt\",\"text_font_style\":\"italic\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1422\",\"attributes\":{\"axis\":{\"id\":\"p1418\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1427\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1423\"},\"grid_line_color\":null}}]}}]}};\n", - " const render_items = [{\"docid\":\"77684b32-628c-4d69-b86f-fac54a684d2e\",\"roots\":{\"p1404\":\"ad1ac95d-d01d-43a4-a5c7-39ad685438fd\"},\"root_ids\":[\"p1404\"]}];\n", + " const docs_json = {\"540486d5-b987-46a6-9cab-020156427c22\":{\"version\":\"3.3.0\",\"title\":\"Bokeh 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Creation date: {datetime.today().strftime('%d %B %Y')}. Feedback: datalab@worldbank.org.\",\n", + " text_font_size=\"10pt\",\n", + " text_font_style=\"italic\",\n", + " ),\n", + " \"below\",\n", + ")\n", + "p.add_layout(Legend(), \"right\")\n", + "p.renderers.extend(\n", + " [\n", + " Span(\n", + " location=datetime(2023, 10, 7),\n", + " dimension=\"height\",\n", + " line_color=\"gray\",\n", + " line_width=1.5,\n", + " line_dash=(4, 4),\n", + " ),\n", + " ]\n", + ")\n", + "p.add_tools(\n", + " HoverTool(\n", + " tooltips=[\n", + " (\"Week\", \"@x{%W} (@x{%F})\"),\n", + " (\"Percent Change\", \"@y{0.00}% (WOW)\"),\n", + " ],\n", + " formatters={\"@x\": \"datetime\"},\n", + " )\n", + ")\n", + "renderers = []\n", + "for column, color in zip(data.columns, cc.b_glasbey_category10):\n", + " r = p.line(\n", + " data.index,\n", + " data[column],\n", + " legend_label=str(column[1]),\n", + " line_color=color,\n", + " line_width=2,\n", + " )\n", + " r.muted = True\n", + " renderers.append(r)\n", + " \n", + "renderers[0].muted = False\n", + "\n", + "p.legend.location = \"bottom_left\"\n", + "p.legend.click_policy = \"mute\"\n", + "p.title.text_font_size = \"12pt\"\n", + "p.sizing_mode = \"scale_both\"\n", + "\n", "show(p)" ] }, @@ -1630,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "40a89914-7f7e-4744-a2d4-b9595995ea28", "metadata": { "editable": true, @@ -1672,7 +1666,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_0dd4828f960b004447509b88b3497920 {\n", + " #map_064b9ddf79ef08467ea55ace5bf207e3 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -1704,14 +1698,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2022-01-09</b></h3>\n", " \n", - " <div class="folium-map" id="map_0dd4828f960b004447509b88b3497920" ></div>\n", + " <div class="folium-map" id="map_064b9ddf79ef08467ea55ace5bf207e3" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_0dd4828f960b004447509b88b3497920 = L.map(\n", - " "map_0dd4828f960b004447509b88b3497920",\n", + " var map_064b9ddf79ef08467ea55ace5bf207e3 = L.map(\n", + " "map_064b9ddf79ef08467ea55ace5bf207e3",\n", " {\n", " center: [31.4090166095001, 34.38764953600014],\n", " crs: L.CRS.EPSG3857,\n", @@ -1720,81 +1714,79 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_0dd4828f960b004447509b88b3497920);\n", + " L.control.scale().addTo(map_064b9ddf79ef08467ea55ace5bf207e3);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_c156a2c1e8d17f9190a667d15ea4d8c6 = L.tileLayer(\n", + " var tile_layer_43bf9122b1219f28505ad8103511a3e0 = 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_0dd4828f960b004447509b88b3497920);\n", + " ).addTo(map_064b9ddf79ef08467ea55ace5bf207e3);\n", " \n", " \n", - " map_0dd4828f960b004447509b88b3497920.fitBounds(\n", + " map_064b9ddf79ef08467ea55ace5bf207e3.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [31.594427109000094, 34.54627227800012]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_b7dd4127a4a8697edac0c63d1367cf88_styler(feature) {\n", + " function geo_json_fb844cfd90b2c2da81d996326e8ac066_styler(feature) {\n", " switch(feature.id) {\n", - " case "1": \n", - " return {"color": "#d0e11c", "fillColor": "#d0e11c", "fillOpacity": 0.5, "weight": 2};\n", - " case "2": \n", - " return {"color": "#89d548", "fillColor": "#89d548", "fillOpacity": 0.5, "weight": 2};\n", + " case "4": \n", + " return {"color": null, "fillColor": null, "fillOpacity": 0.5, "weight": 2};\n", " default:\n", " return {"color": "#fde725", "fillColor": "#fde725", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_b7dd4127a4a8697edac0c63d1367cf88_highlighter(feature) {\n", + " function geo_json_fb844cfd90b2c2da81d996326e8ac066_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_b7dd4127a4a8697edac0c63d1367cf88_pointToLayer(feature, latlng) {\n", + " function geo_json_fb844cfd90b2c2da81d996326e8ac066_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_b7dd4127a4a8697edac0c63d1367cf88_styler(feature)\n", + " let style = geo_json_fb844cfd90b2c2da81d996326e8ac066_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_b7dd4127a4a8697edac0c63d1367cf88_onEachFeature(feature, layer) {\n", + " function geo_json_fb844cfd90b2c2da81d996326e8ac066_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_b7dd4127a4a8697edac0c63d1367cf88.resetStyle(e.target);\n", + " geo_json_fb844cfd90b2c2da81d996326e8ac066.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_b7dd4127a4a8697edac0c63d1367cf88_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_fb844cfd90b2c2da81d996326e8ac066_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_b7dd4127a4a8697edac0c63d1367cf88 = L.geoJson(null, {\n", - " onEachFeature: geo_json_b7dd4127a4a8697edac0c63d1367cf88_onEachFeature,\n", + " var geo_json_fb844cfd90b2c2da81d996326e8ac066 = L.geoJson(null, {\n", + " onEachFeature: geo_json_fb844cfd90b2c2da81d996326e8ac066_onEachFeature,\n", " \n", - " style: geo_json_b7dd4127a4a8697edac0c63d1367cf88_styler,\n", - " pointToLayer: geo_json_b7dd4127a4a8697edac0c63d1367cf88_pointToLayer\n", + " style: geo_json_fb844cfd90b2c2da81d996326e8ac066_styler,\n", + " pointToLayer: geo_json_fb844cfd90b2c2da81d996326e8ac066_pointToLayer\n", " });\n", "\n", - " function geo_json_b7dd4127a4a8697edac0c63d1367cf88_add (data) {\n", - " geo_json_b7dd4127a4a8697edac0c63d1367cf88\n", + " function geo_json_fb844cfd90b2c2da81d996326e8ac066_add (data) {\n", + " geo_json_fb844cfd90b2c2da81d996326e8ac066\n", " .addData(data)\n", - " .addTo(map_0dd4828f960b004447509b88b3497920);\n", + " .addTo(map_064b9ddf79ef08467ea55ace5bf207e3);\n", " }\n", - " geo_json_b7dd4127a4a8697edac0c63d1367cf88_add({"bbox": [34.22902679400016, 31.223606110000105, 34.54627227800012, 31.594427109000094], "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], 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"PSE.1_1", "GID_2": "PSE.1.5_1", "HASC_2": "PS.GZ.RA", "NAME_1": "Gaza", "NAME_2": "Rafah", "NL_NAME_1": "NA", "NL_NAME_2": "NA", "TYPE_2": "Governorate", "VARNAME_2": "NA", "__folium_color": null, "level_0": "ntl_mean", "percent change in radiance average (%)": null}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_b7dd4127a4a8697edac0c63d1367cf88.bindTooltip(\n", + " geo_json_fb844cfd90b2c2da81d996326e8ac066.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -1818,42 +1810,42 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_5322412e52ae943a8eb0f96fa4fc8d28 = {};\n", + " var color_map_68602990b63ba32048be8aeff5a11c46 = {};\n", "\n", " \n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.color = d3.scale.threshold()\n", + " color_map_68602990b63ba32048be8aeff5a11c46.color = d3.scale.threshold()\n", " .domain([-100.0, -99.79959919839679, -99.59919839679358, 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color_map_5322412e52ae943a8eb0f96fa4fc8d28.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.legend.addTo(map_0dd4828f960b004447509b88b3497920);\n", + " color_map_68602990b63ba32048be8aeff5a11c46.legend = L.control({position: 'topright'});\n", + " color_map_68602990b63ba32048be8aeff5a11c46.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_68602990b63ba32048be8aeff5a11c46.legend.addTo(map_064b9ddf79ef08467ea55ace5bf207e3);\n", "\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.xAxis = d3.svg.axis()\n", - " .scale(color_map_5322412e52ae943a8eb0f96fa4fc8d28.x)\n", + " color_map_68602990b63ba32048be8aeff5a11c46.xAxis = d3.svg.axis()\n", + " .scale(color_map_68602990b63ba32048be8aeff5a11c46.x)\n", " .orient("top")\n", " .tickSize(1)\n", " .tickValues([-100.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 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'', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']);\n", "\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_68602990b63ba32048be8aeff5a11c46.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.g = color_map_5322412e52ae943a8eb0f96fa4fc8d28.svg.append("g")\n", + " color_map_68602990b63ba32048be8aeff5a11c46.g = color_map_68602990b63ba32048be8aeff5a11c46.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.g.selectAll("rect")\n", - " .data(color_map_5322412e52ae943a8eb0f96fa4fc8d28.color.range().map(function(d, i) {\n", + " color_map_68602990b63ba32048be8aeff5a11c46.g.selectAll("rect")\n", + " .data(color_map_68602990b63ba32048be8aeff5a11c46.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_5322412e52ae943a8eb0f96fa4fc8d28.x(color_map_5322412e52ae943a8eb0f96fa4fc8d28.color.domain()[i - 1]) : color_map_5322412e52ae943a8eb0f96fa4fc8d28.x.range()[0],\n", - " x1: i < color_map_5322412e52ae943a8eb0f96fa4fc8d28.color.domain().length ? color_map_5322412e52ae943a8eb0f96fa4fc8d28.x(color_map_5322412e52ae943a8eb0f96fa4fc8d28.color.domain()[i]) : color_map_5322412e52ae943a8eb0f96fa4fc8d28.x.range()[1],\n", + " x0: i ? color_map_68602990b63ba32048be8aeff5a11c46.x(color_map_68602990b63ba32048be8aeff5a11c46.color.domain()[i - 1]) : color_map_68602990b63ba32048be8aeff5a11c46.x.range()[0],\n", + " x1: i < color_map_68602990b63ba32048be8aeff5a11c46.color.domain().length ? color_map_68602990b63ba32048be8aeff5a11c46.x(color_map_68602990b63ba32048be8aeff5a11c46.color.domain()[i]) : color_map_68602990b63ba32048be8aeff5a11c46.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -1863,7 +1855,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_5322412e52ae943a8eb0f96fa4fc8d28.g.call(color_map_5322412e52ae943a8eb0f96fa4fc8d28.xAxis).append("text")\n", + " color_map_68602990b63ba32048be8aeff5a11c46.g.call(color_map_68602990b63ba32048be8aeff5a11c46.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -1871,10 +1863,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1894,7 +1886,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "6bc5e49e-0d5a-4eae-8d7c-e3002420d897", "metadata": { "editable": true, @@ -1936,7 +1928,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_ae33e0d5338fc53c2d6673f3c2328af1 {\n", + " #map_3f25e72933c273cabeddfdf906a7abe6 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -1968,14 +1960,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2023-10-08</b></h3>\n", " \n", - " <div class="folium-map" id="map_ae33e0d5338fc53c2d6673f3c2328af1" ></div>\n", + " <div class="folium-map" id="map_3f25e72933c273cabeddfdf906a7abe6" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_ae33e0d5338fc53c2d6673f3c2328af1 = L.map(\n", - " "map_ae33e0d5338fc53c2d6673f3c2328af1",\n", + " var map_3f25e72933c273cabeddfdf906a7abe6 = L.map(\n", + " "map_3f25e72933c273cabeddfdf906a7abe6",\n", " {\n", " center: [31.4090166095001, 34.38764953600014],\n", " crs: L.CRS.EPSG3857,\n", @@ -1984,85 +1976,83 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_ae33e0d5338fc53c2d6673f3c2328af1);\n", + " L.control.scale().addTo(map_3f25e72933c273cabeddfdf906a7abe6);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_48511137c2efd57b6d8ff20bbe92afd3 = L.tileLayer(\n", + " var tile_layer_4cb8d3f996d7d7911cbb7af2a9acbf93 = 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_ae33e0d5338fc53c2d6673f3c2328af1);\n", + " ).addTo(map_3f25e72933c273cabeddfdf906a7abe6);\n", " \n", " \n", - " map_ae33e0d5338fc53c2d6673f3c2328af1.fitBounds(\n", + " map_3f25e72933c273cabeddfdf906a7abe6.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [31.594427109000094, 34.54627227800012]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_f23696e751cc59bfed29b67b6f7cd833_styler(feature) {\n", + " function geo_json_79055408eb5995c49042089f91253341_styler(feature) {\n", " switch(feature.id) {\n", " case "0": \n", - " return {"color": "#67cc5c", "fillColor": "#67cc5c", "fillOpacity": 0.5, "weight": 2};\n", - " case "1": \n", - " return {"color": "#a5db36", "fillColor": "#a5db36", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#7fd34e", "fillColor": "#7fd34e", "fillOpacity": 0.5, "weight": 2};\n", + " case "2": \n", + " return {"color": "#a2da37", "fillColor": "#a2da37", "fillOpacity": 0.5, "weight": 2};\n", " case "3": \n", - " return {"color": "#81d34d", "fillColor": "#81d34d", "fillOpacity": 0.5, "weight": 2};\n", - " case "4": \n", - " return {"color": "#d8e219", "fillColor": "#d8e219", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#67cc5c", "fillColor": "#67cc5c", "fillOpacity": 0.5, "weight": 2};\n", " default:\n", - " return {"color": "#fde725", "fillColor": "#fde725", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#aadc32", "fillColor": "#aadc32", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_f23696e751cc59bfed29b67b6f7cd833_highlighter(feature) {\n", + " function geo_json_79055408eb5995c49042089f91253341_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_f23696e751cc59bfed29b67b6f7cd833_pointToLayer(feature, latlng) {\n", + " function geo_json_79055408eb5995c49042089f91253341_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_f23696e751cc59bfed29b67b6f7cd833_styler(feature)\n", + " let style = geo_json_79055408eb5995c49042089f91253341_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_f23696e751cc59bfed29b67b6f7cd833_onEachFeature(feature, layer) {\n", + " function geo_json_79055408eb5995c49042089f91253341_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_f23696e751cc59bfed29b67b6f7cd833.resetStyle(e.target);\n", + " geo_json_79055408eb5995c49042089f91253341.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_f23696e751cc59bfed29b67b6f7cd833_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_79055408eb5995c49042089f91253341_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_f23696e751cc59bfed29b67b6f7cd833 = L.geoJson(null, {\n", - " onEachFeature: geo_json_f23696e751cc59bfed29b67b6f7cd833_onEachFeature,\n", + " var geo_json_79055408eb5995c49042089f91253341 = L.geoJson(null, {\n", + " onEachFeature: geo_json_79055408eb5995c49042089f91253341_onEachFeature,\n", " \n", - " style: geo_json_f23696e751cc59bfed29b67b6f7cd833_styler,\n", - " pointToLayer: geo_json_f23696e751cc59bfed29b67b6f7cd833_pointToLayer\n", + " style: geo_json_79055408eb5995c49042089f91253341_styler,\n", + " pointToLayer: geo_json_79055408eb5995c49042089f91253341_pointToLayer\n", " });\n", "\n", - " function geo_json_f23696e751cc59bfed29b67b6f7cd833_add (data) {\n", - " geo_json_f23696e751cc59bfed29b67b6f7cd833\n", + " function geo_json_79055408eb5995c49042089f91253341_add (data) {\n", + " geo_json_79055408eb5995c49042089f91253341\n", " .addData(data)\n", - " .addTo(map_ae33e0d5338fc53c2d6673f3c2328af1);\n", + " .addTo(map_3f25e72933c273cabeddfdf906a7abe6);\n", " }\n", - " geo_json_f23696e751cc59bfed29b67b6f7cd833_add({"bbox": [34.22902679400016, 31.223606110000105, 34.54627227800012, 31.594427109000094], "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, 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"\n", " \n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.color = d3.scale.threshold()\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.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, 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'#a9dc33ff', '#aadc32ff', '#abdc31ff', '#addc30ff', '#aedd2fff', '#b0dd2fff', '#b1dd2eff', '#b2dd2dff', '#b3de2cff', '#b5de2bff', '#b6de2aff', '#b8de29ff', '#b9de28ff', '#bade28ff', '#bcdf27ff', '#bddf26ff', '#bfdf25ff', '#c0df25ff', '#c1df24ff', '#c2df23ff', '#c4e022ff', '#c5e021ff', '#c7e020ff', '#c8e020ff', '#c9e11fff', '#cbe11eff', '#cce11dff', '#cee11dff', '#cfe11cff', '#d1e11bff', '#d2e21bff', '#d3e21aff', '#d4e21aff', '#d6e219ff', '#d7e219ff', '#d9e319ff', '#dae319ff', '#dbe318ff', '#dde318ff', '#dee318ff', '#dfe318ff', '#e0e418ff', '#e2e418ff', '#e3e418ff', '#e5e418ff', '#e6e419ff', '#e7e419ff', '#e8e519ff', '#eae519ff', '#ebe51aff', '#ece51aff', '#ede51bff', '#efe51bff', '#f0e51cff', '#f1e51dff', '#f3e61dff', '#f4e61eff', '#f5e61eff', '#f6e61fff', '#f7e620ff', '#f8e621ff', '#fae722ff', '#fbe723ff', '#fce724ff', '#fde725ff']);\n", " \n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.x = d3.scale.linear()\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.legend = L.control({position: 'topright'});\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.legend.addTo(map_ae33e0d5338fc53c2d6673f3c2328af1);\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.legend = L.control({position: 'topright'});\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.legend.addTo(map_3f25e72933c273cabeddfdf906a7abe6);\n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.xAxis = d3.svg.axis()\n", - " .scale(color_map_34663dcd73ae06f3debf04fc4aea4c50.x)\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.xAxis = d3.svg.axis()\n", + " .scale(color_map_8d695c7a6a738f1d44b901d0d98b9027.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_34663dcd73ae06f3debf04fc4aea4c50.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.g = color_map_34663dcd73ae06f3debf04fc4aea4c50.svg.append("g")\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.g = color_map_8d695c7a6a738f1d44b901d0d98b9027.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.g.selectAll("rect")\n", - " .data(color_map_34663dcd73ae06f3debf04fc4aea4c50.color.range().map(function(d, i) {\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.g.selectAll("rect")\n", + " .data(color_map_8d695c7a6a738f1d44b901d0d98b9027.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_34663dcd73ae06f3debf04fc4aea4c50.x(color_map_34663dcd73ae06f3debf04fc4aea4c50.color.domain()[i - 1]) : color_map_34663dcd73ae06f3debf04fc4aea4c50.x.range()[0],\n", - " x1: i < color_map_34663dcd73ae06f3debf04fc4aea4c50.color.domain().length ? color_map_34663dcd73ae06f3debf04fc4aea4c50.x(color_map_34663dcd73ae06f3debf04fc4aea4c50.color.domain()[i]) : color_map_34663dcd73ae06f3debf04fc4aea4c50.x.range()[1],\n", + " x0: i ? color_map_8d695c7a6a738f1d44b901d0d98b9027.x(color_map_8d695c7a6a738f1d44b901d0d98b9027.color.domain()[i - 1]) : color_map_8d695c7a6a738f1d44b901d0d98b9027.x.range()[0],\n", + " x1: i < color_map_8d695c7a6a738f1d44b901d0d98b9027.color.domain().length ? color_map_8d695c7a6a738f1d44b901d0d98b9027.x(color_map_8d695c7a6a738f1d44b901d0d98b9027.color.domain()[i]) : color_map_8d695c7a6a738f1d44b901d0d98b9027.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -2131,7 +2121,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_34663dcd73ae06f3debf04fc4aea4c50.g.call(color_map_34663dcd73ae06f3debf04fc4aea4c50.xAxis).append("text")\n", + " color_map_8d695c7a6a738f1d44b901d0d98b9027.g.call(color_map_8d695c7a6a738f1d44b901d0d98b9027.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -2139,17 +2129,19 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = PSE.merge(\n", - " data.loc[\"2023-10-08\"].to_frame(\"percent change in radiance average (%)\").reset_index(),\n", + " data.loc[\"2023-10-08\"]\n", + " .to_frame(\"percent change in radiance average (%)\")\n", + " .reset_index(),\n", " on=\"NAME_2\",\n", ").explore(\n", " column=\"percent change in radiance average (%)\", cmap=\"viridis\", vmin=-100, vmax=0\n", @@ -2162,7 +2154,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "716d106d-70d0-4594-81e8-b8d5d2655784", "metadata": { "editable": true, @@ -2204,7 +2196,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_3f2ca2bc8e67c3f8c35cc6663007b6dd {\n", + " #map_6ffd4adf660e04b6b6589748c0e70006 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -2236,14 +2228,14 @@ " \n", " <h3 align="center" style="font-size:20px">Week of <b>2023-11-12</b></h3>\n", " \n", - " <div class="folium-map" id="map_3f2ca2bc8e67c3f8c35cc6663007b6dd" ></div>\n", + " <div class="folium-map" id="map_6ffd4adf660e04b6b6589748c0e70006" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_3f2ca2bc8e67c3f8c35cc6663007b6dd = L.map(\n", - " "map_3f2ca2bc8e67c3f8c35cc6663007b6dd",\n", + " var map_6ffd4adf660e04b6b6589748c0e70006 = L.map(\n", + " "map_6ffd4adf660e04b6b6589748c0e70006",\n", " {\n", " center: [31.4090166095001, 34.38764953600014],\n", " crs: L.CRS.EPSG3857,\n", @@ -2252,85 +2244,81 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_3f2ca2bc8e67c3f8c35cc6663007b6dd);\n", + " L.control.scale().addTo(map_6ffd4adf660e04b6b6589748c0e70006);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_961e3b8e4c800b29575f499e10aece87 = L.tileLayer(\n", + " var tile_layer_77920f7305caa09481a548fda7bbe0d1 = 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_3f2ca2bc8e67c3f8c35cc6663007b6dd);\n", + " ).addTo(map_6ffd4adf660e04b6b6589748c0e70006);\n", " \n", " \n", - " map_3f2ca2bc8e67c3f8c35cc6663007b6dd.fitBounds(\n", + " map_6ffd4adf660e04b6b6589748c0e70006.fitBounds(\n", " [[31.223606110000105, 34.22902679400016], [31.594427109000094, 34.54627227800012]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_33cec5c84ab56352bbfa77c19da8914c_styler(feature) {\n", + " function geo_json_ab43f62755a8e7018bef9d0a88cf7a54_styler(feature) {\n", " switch(feature.id) {\n", " case "1": \n", - " return {"color": "#375b8d", "fillColor": "#375b8d", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#a5db36", "fillColor": "#a5db36", "fillOpacity": 0.5, "weight": 2};\n", " case "2": \n", - " return {"color": "#3a538b", "fillColor": "#3a538b", "fillOpacity": 0.5, "weight": 2};\n", - " case "3": \n", - " return {"color": "#3b528b", "fillColor": "#3b528b", "fillOpacity": 0.5, "weight": 2};\n", - " case "4": \n", - " return {"color": "#34618d", "fillColor": "#34618d", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#cde11d", "fillColor": "#cde11d", "fillOpacity": 0.5, "weight": 2};\n", " default:\n", - " return {"color": "#433d84", "fillColor": "#433d84", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "#fde725", "fillColor": "#fde725", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_33cec5c84ab56352bbfa77c19da8914c_highlighter(feature) {\n", + " function geo_json_ab43f62755a8e7018bef9d0a88cf7a54_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_33cec5c84ab56352bbfa77c19da8914c_pointToLayer(feature, latlng) {\n", + " function geo_json_ab43f62755a8e7018bef9d0a88cf7a54_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_33cec5c84ab56352bbfa77c19da8914c_styler(feature)\n", + " let style = geo_json_ab43f62755a8e7018bef9d0a88cf7a54_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_33cec5c84ab56352bbfa77c19da8914c_onEachFeature(feature, layer) {\n", + " function geo_json_ab43f62755a8e7018bef9d0a88cf7a54_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_33cec5c84ab56352bbfa77c19da8914c.resetStyle(e.target);\n", + " geo_json_ab43f62755a8e7018bef9d0a88cf7a54.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_33cec5c84ab56352bbfa77c19da8914c_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_ab43f62755a8e7018bef9d0a88cf7a54_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_33cec5c84ab56352bbfa77c19da8914c = L.geoJson(null, {\n", - " onEachFeature: geo_json_33cec5c84ab56352bbfa77c19da8914c_onEachFeature,\n", + " var geo_json_ab43f62755a8e7018bef9d0a88cf7a54 = L.geoJson(null, {\n", + " onEachFeature: geo_json_ab43f62755a8e7018bef9d0a88cf7a54_onEachFeature,\n", " \n", - " style: geo_json_33cec5c84ab56352bbfa77c19da8914c_styler,\n", - " pointToLayer: geo_json_33cec5c84ab56352bbfa77c19da8914c_pointToLayer\n", + " style: geo_json_ab43f62755a8e7018bef9d0a88cf7a54_styler,\n", + " pointToLayer: geo_json_ab43f62755a8e7018bef9d0a88cf7a54_pointToLayer\n", " });\n", "\n", - " function geo_json_33cec5c84ab56352bbfa77c19da8914c_add (data) {\n", - " geo_json_33cec5c84ab56352bbfa77c19da8914c\n", + " function geo_json_ab43f62755a8e7018bef9d0a88cf7a54_add (data) {\n", + " geo_json_ab43f62755a8e7018bef9d0a88cf7a54\n", " .addData(data)\n", - " .addTo(map_3f2ca2bc8e67c3f8c35cc6663007b6dd);\n", + " .addTo(map_6ffd4adf660e04b6b6589748c0e70006);\n", " }\n", - " geo_json_33cec5c84ab56352bbfa77c19da8914c_add({"bbox": [34.22902679400016, 31.223606110000105, 34.54627227800012, 31.594427109000094], "features": [{"bbox": [34.30597305300017, 31.372600555000133, 34.415882110000155, 31.462638856000126], "geometry": {"coordinates": [[[34.415882110000155, 31.42720031800019], [34.40790176400009, 31.420608522000123], [34.37456893900003, 31.38384056100017], 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geo_json_ab43f62755a8e7018bef9d0a88cf7a54.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -2354,42 +2342,42 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8 = {};\n", + " var color_map_08b01013f942b7576bd56b7616077aab = {};\n", "\n", " \n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.color = d3.scale.threshold()\n", + " color_map_08b01013f942b7576bd56b7616077aab.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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'#ece51aff', '#ede51bff', '#efe51bff', '#f0e51cff', '#f1e51dff', '#f3e61dff', '#f4e61eff', '#f5e61eff', '#f6e61fff', '#f7e620ff', '#f8e621ff', '#fae722ff', '#fbe723ff', '#fce724ff', '#fde725ff']);\n", " \n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x = d3.scale.linear()\n", + " color_map_08b01013f942b7576bd56b7616077aab.x = d3.scale.linear()\n", " .domain([-100.0, 0.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.legend = L.control({position: 'topright'});\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.legend.addTo(map_3f2ca2bc8e67c3f8c35cc6663007b6dd);\n", + " color_map_08b01013f942b7576bd56b7616077aab.legend = L.control({position: 'topright'});\n", + " color_map_08b01013f942b7576bd56b7616077aab.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_08b01013f942b7576bd56b7616077aab.legend.addTo(map_6ffd4adf660e04b6b6589748c0e70006);\n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.xAxis = d3.svg.axis()\n", - " .scale(color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x)\n", + " color_map_08b01013f942b7576bd56b7616077aab.xAxis = d3.svg.axis()\n", + " .scale(color_map_08b01013f942b7576bd56b7616077aab.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_fb62eb12d4fbe1861f0370d6d0f1b7f8.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_08b01013f942b7576bd56b7616077aab.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.g = color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.svg.append("g")\n", + " color_map_08b01013f942b7576bd56b7616077aab.g = color_map_08b01013f942b7576bd56b7616077aab.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.g.selectAll("rect")\n", - " .data(color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.color.range().map(function(d, i) {\n", + " color_map_08b01013f942b7576bd56b7616077aab.g.selectAll("rect")\n", + " .data(color_map_08b01013f942b7576bd56b7616077aab.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x(color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.color.domain()[i - 1]) : color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x.range()[0],\n", - " x1: i < color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.color.domain().length ? color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x(color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.color.domain()[i]) : color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.x.range()[1],\n", + " x0: i ? color_map_08b01013f942b7576bd56b7616077aab.x(color_map_08b01013f942b7576bd56b7616077aab.color.domain()[i - 1]) : color_map_08b01013f942b7576bd56b7616077aab.x.range()[0],\n", + " x1: i < color_map_08b01013f942b7576bd56b7616077aab.color.domain().length ? color_map_08b01013f942b7576bd56b7616077aab.x(color_map_08b01013f942b7576bd56b7616077aab.color.domain()[i]) : color_map_08b01013f942b7576bd56b7616077aab.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -2399,7 +2387,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.g.call(color_map_fb62eb12d4fbe1861f0370d6d0f1b7f8.xAxis).append("text")\n", + " color_map_08b01013f942b7576bd56b7616077aab.g.call(color_map_08b01013f942b7576bd56b7616077aab.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("percent change in radiance average (%)");\n", @@ -2407,10 +2395,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } diff --git a/notebooks/nighttime-lights/nighttime-lights-in-jordan.html b/notebooks/nighttime-lights/nighttime-lights-in-jordan.html index efca864..ac543a2 100644 --- a/notebooks/nighttime-lights/nighttime-lights-in-jordan.html +++ b/notebooks/nighttime-lights/nighttime-lights-in-jordan.html @@ -479,7 +479,7 @@

Define Region of Interest
-
df = bm_extract(
-    roi_sf=ROI,
-    product_id="VNP46A2",
-    date=dates,
-    bearer=os.environ.get("BLACKMARBLE_TOKEN"),
-    output_location_type="file",
-    file_dir="data",
-    file_prefix="jor_",
-    aggregation_fun=["count", "mean", "min", "max", "median", "sum"],
-    quiet=True,
-)
+
# df = bm_extract(
+#     roi_sf=ROI,
+#     product_id="VNP46A2",
+#     date=dates,
+#     bearer=os.environ.get("BLACKMARBLE_TOKEN"),
+#     output_location_type="file",
+#     file_dir="data",
+#     file_prefix="jor_",
+#     aggregation_fun=["count", "mean", "min", "max", "median", "sum"],
+#     quiet=True,
+# )
@@ -1272,7 +1272,7 @@

Aggregationformatters={"@x": "datetime"}, ) ) - +renderers = [] for column, color in zip(data.columns, cc.b_glasbey_category10): try: r = p.line( @@ -1282,12 +1282,15 @@

Aggregationline_color=color, line_width=2, ) + r.muted = True renderers.append(r) except: pass +renderers[0].muted = False + p.legend.location = "bottom_left" -p.legend.click_policy = "hide" +p.legend.click_policy = "mute" p.title.text_font_size = "16pt" p.sizing_mode = "scale_both" @@ -1308,7 +1311,7 @@

Aggregation - Loading BokehJS ... + Loading BokehJS ...

-
+
-
+