diff --git a/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb b/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb index b7632c8..13fc16b 100644 --- a/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb +++ b/notebooks/nighttime-lights/nighttime-lights-in-jordan.ipynb @@ -25,6 +25,7 @@ }, "outputs": [], "source": [ + "import math\n", "import os\n", "from datetime import datetime\n", "\n", @@ -34,18 +35,17 @@ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", - "from bokeh.models import ColumnDataSource, HoverTool, Legend, Text, Title\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", "from bokeh.plotting import figure, output_notebook, show\n", "from gadm import GADMDownloader\n", "from matplotlib.font_manager import get_font_names\n", "\n", - "from blackmarble.bm_extract import bm_extract\n", - "from blackmarble.bm_raster import bm_raster\n", + "mpl.rcParams[\"font.family\"] = \"Arial\"\n", "sns.set_theme()\n", "sns.set_style(\"whitegrid\")\n", "\n", - "mpl.rcParams[\"font.family\"] = \"Arial\"\n", - "\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -61,9 +61,7 @@ { "cell_type": "markdown", "id": "f1cce32c-f001-4324-9aeb-1246a3044457", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "#### Define Region of Interest\n", "\n", @@ -115,7 +113,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_3e02c336886dfe89f5f69411a015b773 {\n", + " #map_3f01a4d0114f7ce6a6208fb71467d56e {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -145,14 +143,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_3e02c336886dfe89f5f69411a015b773" ></div>\n", + " <div class="folium-map" id="map_3f01a4d0114f7ce6a6208fb71467d56e" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_3e02c336886dfe89f5f69411a015b773 = L.map(\n", - " "map_3e02c336886dfe89f5f69411a015b773",\n", + " var map_3f01a4d0114f7ce6a6208fb71467d56e = L.map(\n", + " "map_3f01a4d0114f7ce6a6208fb71467d56e",\n", " {\n", " center: [31.275786346500098, 37.12986183200016],\n", " crs: L.CRS.EPSG3857,\n", @@ -161,83 +159,83 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_3e02c336886dfe89f5f69411a015b773);\n", + " L.control.scale().addTo(map_3f01a4d0114f7ce6a6208fb71467d56e);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_6c00681eff1485662fc7a8a8b83f159b = L.tileLayer(\n", + " var tile_layer_82107a439e697d2c4c3677270fe3ea59 = 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_3e02c336886dfe89f5f69411a015b773);\n", + " ).addTo(map_3f01a4d0114f7ce6a6208fb71467d56e);\n", " \n", " \n", - " map_3e02c336886dfe89f5f69411a015b773.fitBounds(\n", + " map_3f01a4d0114f7ce6a6208fb71467d56e.fitBounds(\n", " [[29.183401000000117, 34.95763778700018], [33.36817169300008, 39.30208587700014]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_015ccf46440b02b2f218dff741ccd12f_styler(feature) {\n", + " function geo_json_734ab8f546077779550d7f6f6ee9727f_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_015ccf46440b02b2f218dff741ccd12f_highlighter(feature) {\n", + " function geo_json_734ab8f546077779550d7f6f6ee9727f_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_015ccf46440b02b2f218dff741ccd12f_pointToLayer(feature, latlng) {\n", + " function geo_json_734ab8f546077779550d7f6f6ee9727f_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_015ccf46440b02b2f218dff741ccd12f_styler(feature)\n", + " let style = geo_json_734ab8f546077779550d7f6f6ee9727f_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_015ccf46440b02b2f218dff741ccd12f_onEachFeature(feature, layer) {\n", + " function geo_json_734ab8f546077779550d7f6f6ee9727f_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_015ccf46440b02b2f218dff741ccd12f.resetStyle(e.target);\n", + " geo_json_734ab8f546077779550d7f6f6ee9727f.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_015ccf46440b02b2f218dff741ccd12f_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_734ab8f546077779550d7f6f6ee9727f_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_015ccf46440b02b2f218dff741ccd12f = L.geoJson(null, {\n", - " onEachFeature: geo_json_015ccf46440b02b2f218dff741ccd12f_onEachFeature,\n", + " var geo_json_734ab8f546077779550d7f6f6ee9727f = L.geoJson(null, {\n", + " onEachFeature: geo_json_734ab8f546077779550d7f6f6ee9727f_onEachFeature,\n", " \n", - " style: geo_json_015ccf46440b02b2f218dff741ccd12f_styler,\n", - " pointToLayer: geo_json_015ccf46440b02b2f218dff741ccd12f_pointToLayer\n", + " style: geo_json_734ab8f546077779550d7f6f6ee9727f_styler,\n", + " pointToLayer: geo_json_734ab8f546077779550d7f6f6ee9727f_pointToLayer\n", " });\n", "\n", - " function geo_json_015ccf46440b02b2f218dff741ccd12f_add (data) {\n", - " geo_json_015ccf46440b02b2f218dff741ccd12f\n", + " function geo_json_734ab8f546077779550d7f6f6ee9727f_add (data) {\n", + " geo_json_734ab8f546077779550d7f6f6ee9727f\n", " .addData(data)\n", - " .addTo(map_3e02c336886dfe89f5f69411a015b773);\n", + " .addTo(map_3f01a4d0114f7ce6a6208fb71467d56e);\n", " }\n", - " geo_json_015ccf46440b02b2f218dff741ccd12f_add({"bbox": [34.95763778700018, 29.183401000000117, 39.30208587700014, 33.36817169300008], "features": [{"bbox": [34.95763778700018, 29.183401000000117, 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L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["COUNTRY", "ID_0"];\n", - " let aliases = ["COUNTRY", "ID_0"];\n", + " let fields = ["ID_0", "COUNTRY", "NAME_1", "NL_NAME_1", "ID_2", "NAME_2", "VARNAME_2", "NL_NAME_2", "TYPE_2", "ENGTYPE_2", "CC_2", "HASC_2"];\n", + " let aliases = ["ID_0", "COUNTRY", "NAME_1", "NL_NAME_1", "ID_2", "NAME_2", "VARNAME_2", "NL_NAME_2", "TYPE_2", "ENGTYPE_2", "CC_2", "HASC_2"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -258,7 +256,7 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -267,10 +265,10 @@ } ], "source": [ - "COUNTRY = GADMDownloader(version=\"4.0\").get_shape_data_by_country_name(\n", - " country_name=\"Jordan\", ad_level=0\n", + "ROI = GADMDownloader(version=\"4.0\").get_shape_data_by_country_name(\n", + " country_name=\"Jordan\", ad_level=2\n", ")\n", - "COUNTRY.explore()" + "ROI.explore()" ] }, { @@ -285,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "42d1f400-2063-4d39-8c3b-4ed4052281f4", "metadata": { "editable": true, @@ -297,23 +295,30 @@ "outputs": [], "source": [ "dates = (\n", - " #pd.date_range(\"2012-11-01\", \"2023-11-14\", freq=\"D\").strftime(\"%Y-%m-%d\").tolist()\n", - " pd.date_range(\"2012-01-01\", \"2023-12-01\", freq=\"M\").strftime(\"%Y-%m\").tolist()\n", - ")\n", - "\n", - "df = bm_extract(\n", - " roi_sf=COUNTRY,\n", - " product_id=\"VNP46A3\",\n", - " date=dates,\n", - " bearer=os.environ.get(\"BLACKMARBLE_TOKEN\"),\n", - " output_location_type=\"file\",\n", - " file_dir=\"month\",\n", - " file_prefix=\"jor0_\",\n", - " aggregation_fun=[\"count\", \"mean\", \"min\", \"max\", \"median\", \"sum\"],\n", - " quiet=True,\n", + " pd.date_range(\"2022-01-01\", \"2023-11-15\", freq=\"D\").strftime(\"%Y-%m-%d\").tolist()\n", ")" ] }, + { + "cell_type": "code", + "execution_count": 4, + "id": "110815d3-2570-4a0e-b287-6239cf3c46f4", + "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", + "# )" + ] + }, { "cell_type": "markdown", "id": "058fc345-a364-4719-94a9-30f225d469d7", @@ -324,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "883bfe76-d1c0-423f-a1fb-6579b02a182f", "metadata": { "editable": true, @@ -333,7 +338,8 @@ "slide_type": "" }, "tags": [ - "hide-input" + "hide-input", + "output_scroll" ] }, "outputs": [ @@ -527,12 +533,12 @@ " \n", " JO.AT.HE\n", " 1.0\n", - " 717.0\n", - " 14.148782\n", - " 4557\n", - " 64476.0\n", + " 742.0\n", + " 11.320999\n", + " 4486\n", + " 50786.0\n", " 4.0\n", - " 2023-11-05\n", + " 2023-11-08\n", " \n", " \n", " 48\n", @@ -549,12 +555,12 @@ " \n", " JO.AT.AT\n", " 1.0\n", - " 1061.0\n", - " 28.065203\n", - " 6104\n", - " 171310.0\n", + " 980.0\n", + " 25.294156\n", + " 6092\n", + " 154092.0\n", " 5.0\n", - " 2023-11-05\n", + " 2023-11-08\n", " \n", " \n", " 49\n", @@ -571,12 +577,12 @@ " \n", " JO.AZ.ZQ\n", " 0.0\n", - " 1457.0\n", - " 11.392880\n", - " 11179\n", - " 127361.0\n", - " 9.0\n", - " 2023-11-05\n", + " 871.0\n", + " 7.405846\n", + " 18884\n", + " 139852.0\n", + " 4.0\n", + " 2023-11-08\n", " \n", " \n", " 50\n", @@ -592,13 +598,13 @@ " Sub-Province\n", " \n", " JO.AZ.BR\n", - " 20.0\n", - " 1115.0\n", - " 155.747934\n", + " 11.0\n", + " 830.0\n", + " 114.011019\n", " 726\n", - " 113073.0\n", - " 95.0\n", - " 2023-11-05\n", + " 82772.0\n", + " 55.0\n", + " 2023-11-08\n", " \n", " \n", " 51\n", @@ -614,17 +620,17 @@ " Sub-Province\n", " \n", " JO.AZ.AZ\n", - " 4.0\n", - " 2844.0\n", - " 197.982362\n", - " 3175\n", - " 628594.0\n", - " 79.0\n", - " 2023-11-05\n", + " 3.0\n", + " 1460.0\n", + " 132.317954\n", + " 3186\n", + " 421565.0\n", + " 32.0\n", + " 2023-11-08\n", " \n", " \n", "\n", - "

33956 rows × 19 columns

\n", + "

34112 rows × 19 columns

\n", "" ], "text/plain": [ @@ -648,11 +654,11 @@ "3 Nahia Sub-Province JO.AM.JI 0.0 1072.0 \n", "4 Nahia Sub-Province JO.AM.MO 3.0 19.0 \n", ".. ... ... ... ... ... ... ... \n", - "47 Nahia Sub-Province JO.AT.HE 1.0 717.0 \n", - "48 Nahia Sub-Province JO.AT.AT 1.0 1061.0 \n", - "49 Nahia Sub-Province JO.AZ.ZQ 0.0 1457.0 \n", - "50 Nahia Sub-Province JO.AZ.BR 20.0 1115.0 \n", - "51 Nahia Sub-Province JO.AZ.AZ 4.0 2844.0 \n", + "47 Nahia Sub-Province JO.AT.HE 1.0 742.0 \n", + "48 Nahia Sub-Province JO.AT.AT 1.0 980.0 \n", + "49 Nahia Sub-Province JO.AZ.ZQ 0.0 871.0 \n", + "50 Nahia Sub-Province JO.AZ.BR 11.0 830.0 \n", + "51 Nahia Sub-Province JO.AZ.AZ 3.0 1460.0 \n", "\n", " ntl_mean ntl_count ntl_sum ntl_median date \n", "0 27.500000 4 110.0 28.0 2022-01-01 \n", @@ -661,16 +667,16 @@ "3 7.873661 20532 161662.0 2.0 2022-01-01 \n", "4 12.387755 49 607.0 12.0 2022-01-01 \n", ".. ... ... ... ... ... \n", - "47 14.148782 4557 64476.0 4.0 2023-11-05 \n", - "48 28.065203 6104 171310.0 5.0 2023-11-05 \n", - "49 11.392880 11179 127361.0 9.0 2023-11-05 \n", - "50 155.747934 726 113073.0 95.0 2023-11-05 \n", - "51 197.982362 3175 628594.0 79.0 2023-11-05 \n", + "47 11.320999 4486 50786.0 4.0 2023-11-08 \n", + "48 25.294156 6092 154092.0 5.0 2023-11-08 \n", + "49 7.405846 18884 139852.0 4.0 2023-11-08 \n", + "50 114.011019 726 82772.0 55.0 2023-11-08 \n", + "51 132.317954 3186 421565.0 32.0 2023-11-08 \n", "\n", - "[33956 rows x 19 columns]" + "[34112 rows x 19 columns]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -718,7 +724,7 @@ "id": "292ee023-083e-4dd9-8532-435f85405844", "metadata": {}, "source": [ - "### Aggregate by `mean`" + "### Aggregation" ] }, { @@ -734,12 +740,12 @@ ] }, "source": [ - "In this step, we compute the weekly aggregation of the zonal statistics by for each second-level administrative division and for each week. In this case, we use the `mean` and the start of the week." + "In this step, we compute the weekly aggregation of the zonal statistics by for each second-level administrative division and for each week. In this case, we use the start of the week and the `mean` as aggregate function." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "929ff32a-8b04-4a69-b81b-303240691064", "metadata": { "editable": true, @@ -759,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "8a0866cc-dc0c-419e-b5b7-1131d9a857fc", "metadata": { "editable": true, @@ -767,7 +773,8 @@ "slide_type": "" }, "tags": [ - "hide-input" + "hide-input", + "output_scroll" ] }, "outputs": [ @@ -921,21 +928,6 @@ " ...\n", " \n", " \n", - " 2023-10-08\n", - " 82.834816\n", - " 166.543513\n", - " 10.767144\n", - " 139.648121\n", - " 135.710503\n", - " 72.164824\n", - " 32.195193\n", - " 14.636889\n", - " 42.565155\n", - " 46.562834\n", - " 23.539344\n", - " 78.440840\n", - " \n", - " \n", " 2023-10-15\n", " 74.725720\n", " 268.089576\n", @@ -995,9 +987,24 @@ " 28.489876\n", " 109.128964\n", " \n", + " \n", + " 2023-11-12\n", + " 75.379107\n", + " 197.861534\n", + " 15.043514\n", + " 133.455136\n", + " 181.201708\n", + " 87.562799\n", + " 45.864044\n", + " 20.151479\n", + " 41.842455\n", + " 58.835418\n", + " 27.930735\n", + " 89.141326\n", + " \n", " \n", "\n", - "

97 rows × 12 columns

\n", + "

98 rows × 12 columns

\n", "" ], "text/plain": [ @@ -1010,11 +1017,11 @@ "2022-01-23 66.562622 206.676547 10.440221 103.589737 101.892195 \n", "2022-01-30 50.736298 131.449640 10.701375 110.010114 92.383724 \n", "... ... ... ... ... ... \n", - "2023-10-08 82.834816 166.543513 10.767144 139.648121 135.710503 \n", "2023-10-15 74.725720 268.089576 15.548408 118.383982 171.830205 \n", "2023-10-22 77.643016 219.769259 15.844977 131.277761 182.848500 \n", "2023-10-29 97.636910 246.901782 14.079673 149.398513 215.814159 \n", "2023-11-05 86.800853 217.892463 14.177184 149.693422 193.366805 \n", + "2023-11-12 75.379107 197.861534 15.043514 133.455136 181.201708 \n", "\n", " \\\n", "NAME_1 Jarash Karak Ma`an Madaba Mafraq Tafilah \n", @@ -1025,11 +1032,11 @@ "2022-01-23 61.862660 28.897436 15.901350 22.496525 46.517104 20.465860 \n", "2022-01-30 58.473055 22.605634 13.276547 19.787800 32.544107 15.558135 \n", "... ... ... ... ... ... ... \n", - "2023-10-08 72.164824 32.195193 14.636889 42.565155 46.562834 23.539344 \n", "2023-10-15 79.998565 46.072971 22.191168 37.634376 59.277453 28.815367 \n", "2023-10-22 88.222131 42.819114 23.521066 38.187475 60.871674 31.162284 \n", "2023-10-29 93.072254 43.123620 24.703762 47.732346 55.785789 31.345070 \n", "2023-11-05 93.819495 48.715216 22.026993 57.222549 67.613157 28.489876 \n", + "2023-11-12 87.562799 45.864044 20.151479 41.842455 58.835418 27.930735 \n", "\n", " \n", "NAME_1 Zarqa \n", @@ -1040,16 +1047,16 @@ "2022-01-23 82.027899 \n", "2022-01-30 51.250123 \n", "... ... \n", - "2023-10-08 78.440840 \n", "2023-10-15 79.310402 \n", "2023-10-22 105.373608 \n", "2023-10-29 107.245041 \n", "2023-11-05 109.128964 \n", + "2023-11-12 89.141326 \n", "\n", - "[97 rows x 12 columns]" + "[98 rows x 12 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1083,7 +1090,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "7f14a501-f0c0-4a98-8123-32e2dad20f94", "metadata": { "editable": true, @@ -1101,7 +1108,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "3a0390f3-2d52-4a37-9df6-cf05fdaa9517", "metadata": { "editable": true, @@ -1126,7 +1133,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -1298,7 +1305,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " const el = document.getElementById(\"f3ef0b7b-b1f3-4195-a3b2-3eeb79807da9\");\n", + " const el = document.getElementById(\"ce581771-0b6e-43fd-9afa-4fa7f4beb5e7\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -1404,7 +1411,7 @@ " 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(\"f3ef0b7b-b1f3-4195-a3b2-3eeb79807da9\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"ce581771-0b6e-43fd-9afa-4fa7f4beb5e7\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -1420,7 +1427,7 @@ " }\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(\"f3ef0b7b-b1f3-4195-a3b2-3eeb79807da9\");\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(\"f3ef0b7b-b1f3-4195-a3b2-3eeb79807da9\")).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(\"ce581771-0b6e-43fd-9afa-4fa7f4beb5e7\");\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(\"ce581771-0b6e-43fd-9afa-4fa7f4beb5e7\")).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" @@ -1429,7 +1436,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
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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\":\"1b9299f9-6e76-4af7-b6e5-95de9e5f79bb\",\"roots\":{\"p1001\":\"d4a12e0f-2935-40c5-87a7-517484045a52\"},\"root_ids\":[\"p1001\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -1504,8 +1511,8 @@ "p.add_tools(\n", " HoverTool(\n", " tooltips=[\n", - " (\"Week\", \"@x{%F} (@x{%W of %Y})\"),\n", - " (\"Radiance\", \"@y{00.0}\"),\n", + " (\"Week\", \"@x{%W} (ending @x{%F})\"),\n", + " (\"Radiance\", \"@y{0.00}\"),\n", " ],\n", " formatters={\"@x\": \"datetime\"},\n", " )\n", @@ -1542,7 +1549,7 @@ "---\n", "height: 0px\n", "---\n", - "The indicator above consists of the weekly average of the daily zonal statistics (i.e., `mean`) derived from NASA Black Marble for each second-level administrative division. \n", + "Weekly average zonal statistics (i.e., `mean`) for each second-level administrative division derived from NASA Black Marble.\n", "```" ] }, @@ -1554,6 +1561,1118 @@ "## Findings" ] }, + { + "cell_type": "markdown", + "id": "703c3dd1-b2c4-4d93-bc1e-0d61aa874d8d", + "metadata": {}, + "source": [ + "### Percent Change in NTL Radiance\n", + "\n", + "#### Baseline Comparison\n", + "\n", + "In this exploratory analysis, we conducted analysis of NTL radiance trends, comparing the observed average radiance levels to a baseline established in the year 2022 for each second-level administrative division." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5a45e478-0a9c-465a-ad91-b69469c80c84", + "metadata": { + "editable": true, + "scrolled": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + 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 ntl_mean
NAME_1AjlunAmmanAqabaBalqaIrbidJarashKarakMa`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
2023-01-29 00:00:0022.966140-6.3042003.421145-3.85030632.13049635.2724395.4031648.7534094.319226-0.1584649.645681-8.706205
2023-02-05 00:00:00-8.475263-23.81974414.110618-18.62444320.099759-7.395373-1.81651811.14638115.749054-13.603969-7.328799-12.381948
2023-02-12 00:00:0016.482285-7.4659357.813275-4.8082032.618400-9.076891-17.5643040.917458-4.552297-5.285133-19.107876-4.906531
2023-02-19 00:00:000.2243805.05461219.6370170.74997827.338746-0.063092-1.7407408.7075456.5299476.8212784.7192433.467270
2023-02-26 00:00:005.68832613.08258325.4902947.69880632.0346328.09254518.77827023.43527516.03140514.97550415.4544328.446943
2023-03-05 00:00:0012.10780313.85579914.86985810.19075341.43905911.70340315.78575717.5400185.70583914.34630115.18839610.355823
2023-03-12 00:00:005.3942691.9485341.515720-0.84433026.102329-4.0483813.0923590.574206-4.53343611.560730-1.3789521.780216
2023-03-19 00:00:00-5.950738-37.443196-4.374279-25.65680216.850970-29.256450-7.043793-6.737590-20.492548-16.573866-18.564680-11.080243
2023-03-26 00:00:002.840896-55.335895-27.086912-30.515443-10.11761854.569092-22.450259-44.801891-32.930745-45.436535-48.948417-40.717521
2023-04-02 00:00:00-8.0756197.3842763.990688-2.30412917.187963-0.5752860.0987598.5296721.515720-1.971939-2.01071411.396500
2023-04-09 00:00:002.351525-10.7660515.86319511.08722042.4170991.246009-13.201905-18.4616761.678231-12.909904-17.918398-7.619874
2023-04-16 00:00:0010.36602828.21488222.98773714.59418726.919998-5.691435-6.16497915.910385-8.104481-0.1278009.18350318.650822
2023-04-23 00:00:0019.64270818.14615136.312604-3.72004546.6954506.263230-6.2549417.651540-10.29608614.678273-7.30625521.608081
2023-04-30 00:00:0010.07735017.93065640.30595211.10776630.947302-0.16079013.89586221.70254212.96990018.46791511.4778253.682010
2023-05-07 00:00:0011.57194116.428437-5.9106089.84580448.2073209.02024218.3982277.14859017.56037620.1205257.68430117.713424
2023-05-14 00:00:008.68401812.56491827.9595677.12243738.9006769.21569618.15595722.67948715.28311218.24700724.05074915.901880
2023-05-21 00:00:0021.066472-13.50207216.1660150.06703122.9590110.39303628.85999318.38491823.5363521.2642181.8866736.044839
2023-05-28 00:00:0023.018605-11.2911919.477632-9.46598248.9590644.05549716.397785-14.013952203.15441230.317643-10.67834872.558543
2023-06-04 00:00:0014.150904-20.72867831.5090743.27929648.977604-6.031027-5.8810701.00213010.5503840.039403-12.596003-14.963563
2023-06-11 00:00:00-0.663030-24.739753-11.562115-7.32225837.7677907.792958-5.2108068.918531-2.505512-7.0490624.612522-19.854974
2023-06-18 00:00:007.1525719.21061722.9610725.17232443.1712037.38878418.65796527.15152012.44616513.30048715.61374614.613685
2023-06-25 00:00:0016.08559924.77609729.81183318.73509360.08056517.61306035.28320145.13189131.21775527.11962539.68930223.620913
2023-07-02 00:00:0011.86106526.76980123.32723416.21297461.98041216.05208432.07724132.45199230.94773023.97254529.84141022.387185
2023-07-09 00:00:009.79106421.502917-10.43483214.79502355.92052413.38066124.39251217.62492227.29010619.91317817.22591518.597331
2023-07-16 00:00:0014.89999124.90171228.96352018.00926563.47983421.29343238.08552936.12846136.71236429.97240234.56501925.065108
2023-07-23 00:00:0010.52541820.99861914.02922416.06827361.01753016.31098735.27010636.29586629.26763521.04142934.68873716.782252
2023-07-30 00:00:008.41027911.51094911.66699010.36485752.12040312.22171827.94614325.19663528.49132012.35101123.0499322.021945
2023-08-06 00:00:0011.62655826.748466-0.81306019.22959363.16919418.95446929.80744722.62182236.01804922.66821520.13013921.334769
2023-08-13 00:00:008.93802818.53604611.62144716.11957649.58200015.77659833.55497024.12770041.30369221.65561131.65121113.782232
2023-08-20 00:00:009.7272005.13865331.3657703.660849-11.2939475.38146735.63704020.82635528.6485370.81542036.69868522.819132
2023-08-27 00:00:0014.28851223.48160326.74779617.51195753.66114215.88750046.87177538.39590148.06830626.02378946.59351321.804700
2023-09-03 00:00:006.78692116.420124-1.7927058.77429646.0055425.01224728.87416611.15917434.30545616.87077622.08331312.864210
2023-09-10 00:00:009.93284716.39982114.88515315.20773150.1923679.71318934.20515727.64736042.88916420.17839535.63573613.883222
2023-09-17 00:00:008.21712814.65343436.14599512.12161148.9460899.77326244.76899038.35874838.88576522.62155947.59629113.957718
2023-09-24 00:00:0016.13259823.01646334.04696917.97217950.97476615.42990846.39351943.96233748.04991531.67874852.68062221.018734
2023-10-01 00:00:009.85240536.06249917.72234212.06787831.8371646.65129352.236428-1.35136332.94996413.74677561.03061242.777288
2023-10-08 00:00:0015.805814-14.220051-1.77703212.6164707.789635-8.734124-2.006238-11.92373845.516018-7.05091713.365658-7.437438
2023-10-15 00:00:004.46902938.08229341.839918-4.53157436.4781261.17310340.23409633.53350528.65933518.33010238.775023-6.411329
2023-10-22 00:00:008.54750513.19441644.5453635.86635945.22953411.57333530.33020541.53605830.55019721.51249750.07779524.344041
2023-10-29 00:00:0036.49963127.16930128.44142120.47948171.41289017.70722031.25704248.65283463.18091311.36001650.95809226.552388
2023-11-05 00:00:0021.35046512.22775429.33096820.71730653.58382018.65224548.27639932.54559595.62474334.96989837.20746028.775476
2023-11-12 00:00:005.3824861.91061737.2340387.62226043.92155110.73948739.59817521.25984643.04535017.44770834.5146305.189459
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = 100 * (\n", + " JO_1 / JO_1[(JO_1.index >= \"2022-01-01\") & (JO_1.index < \"2023-01-01\")].mean() - 1\n", + ")\n", + "data.to_csv(\"JOR_2-VNP46A2-W-percentchange.csv\")\n", + "\n", + "pd.set_option(\"display.max_rows\", None)\n", + "data[data.index >= \"2023-01-01\"].style.map(\n", + " lambda x: \"background-color: #DF4661\" if x < 0 else \"background-color: white\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "59449981-d7ab-4dae-b173-6e63abd47780", + "metadata": {}, + "source": [ + "```{figure} ../../docs/images/logo.png\n", + "---\n", + "height: 0px\n", + "---\n", + "Percent change compared to a 2022 baseline. Values in red indicate a negative percent change.\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "92db1634-baed-47d5-a459-cd931b593e8a", + "metadata": { + "editable": true, + "scrolled": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [ + { + "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\":\"p1410\",\"attributes\":{\"axis\":{\"id\":\"p1394\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1415\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1411\"}}}]}}]}};\n", + " const render_items = [{\"docid\":\"8fea5c14-070e-484e-bc09-57c1358b7aa1\",\"roots\":{\"p1382\":\"bae8dcc4-4fae-4f9c-bb86-4ed23b8b86db\"},\"root_ids\":[\"p1382\"]}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " let attempts = 0;\n", + " const timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else {\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " clearInterval(timer);\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", + " }\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "p1382" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "p = figure(\n", + " title=\"Jordan: Percent Change in Nighttime Lights Radiance\",\n", + " width=800,\n", + " height=800,\n", + " x_axis_label=\"Date\",\n", + " x_axis_type=\"datetime\",\n", + " y_axis_label=\"Radiance Percent Change (%)\",\n", + " tools=\"pan,wheel_zoom,box_zoom,reset,save,box_select\",\n", + ")\n", + "p.xaxis.major_label_orientation = math.pi / 4\n", + "p.add_layout(\n", + " Title(\n", + " text=f\"Percent change week over week in NTL radiance for each second-level administrative division\",\n", + " text_font_size=\"12pt\",\n", + " text_font_style=\"italic\",\n", + " ),\n", + " \"above\",\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(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} (ending @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", + " renderers.append(r)\n", + "\n", + "p.legend.location = \"bottom_left\"\n", + "p.legend.click_policy = \"hide\"\n", + "p.title.text_font_size = \"12pt\"\n", + "p.sizing_mode = \"scale_both\"\n", + "\n", + "show(p)" + ] + }, + { + "cell_type": "markdown", + "id": "b7a99bd1-909b-4239-af55-d2f4231dee0a", + "metadata": {}, + "source": [ + "```{figure} ../../docs/images/logo.png\n", + "---\n", + "height: 0px\n", + "---\n", + "Percent change in average Nighttime Lights (NTL) radiance week over week, with a dashed line indicating October 7th.\n", + "```" + ] + }, { "cell_type": "markdown", "id": "8846e1c2-4299-4778-9bf4-e522b0b6af1b", @@ -1564,7 +2683,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "id": "38eb48fc-6b58-4d5c-b5cd-ed29f41fe7d5", "metadata": { "editable": true, @@ -1582,10 +2701,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "id": "8de84d23-42b4-44bb-b478-d3ed311599d3", "metadata": { "editable": true, + "scrolled": true, "slideshow": { "slide_type": "" }, @@ -1597,7 +2717,7 @@ "outputs": [ 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", 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", "text/plain": [ "
" ] @@ -1631,7 +2751,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "id": "e75cc298-16ec-48b8-a3b6-6a10864bd5b9", "metadata": { "editable": true, @@ -1651,7 +2771,13 @@ { "cell_type": "markdown", "id": "0a68040a-db5a-4e1f-b264-002a419e36b0", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "## Limitations\n", "\n",