From ef919f21a8a787822d670df7a2784071a3832bd9 Mon Sep 17 00:00:00 2001 From: Sahiti Sarva Date: Tue, 3 Oct 2023 09:42:52 -0400 Subject: [PATCH] acled update --- notebooks/conflict/acled.ipynb | 478 ++++++++++++++++++++++++++------- 1 file changed, 378 insertions(+), 100 deletions(-) diff --git a/notebooks/conflict/acled.ipynb b/notebooks/conflict/acled.ipynb index 99f0d225..6fb08fce 100644 --- a/notebooks/conflict/acled.ipynb +++ b/notebooks/conflict/acled.ipynb @@ -61,7 +61,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\sahit\\AppData\\Local\\Temp\\ipykernel_22052\\4279178945.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n", + " acled[(acled['event_date']>'2017-01-01')&(acled['event_date']<'2017-12-31')].groupby(['latitude', 'longitude', 'year']).sum().reset_index()['nrEvents'].min()\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "acled[(acled['event_date']>'2017-01-01')&(acled['event_date']<'2017-12-31')].groupby(['latitude', 'longitude', 'year']).sum().reset_index()['nrEvents'].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, "metadata": { "tags": [ "hide-cell", @@ -72,10 +100,10 @@ "source": [ "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", - "def get_fig(acled, start_date = None, end_date=None, title=None, ax=ax, fig=fig):\n", + "# fig, ax = plt.subplots(figsize=(12,6))\n", + "# plt.rcParams[\"font.family\"] = \"Arial\"\n", "\n", - " # fig, ax = plt.subplots(figsize=(12,6))\n", - " # plt.rcParams[\"font.family\"] = \"Arial\"\n", + "def get_fig(acled, start_date = None, end_date=None, title=None, ax=ax, fig=fig):\n", "\n", " if start_date is not None:\n", " df = acled[(acled['event_date']>start_date)&(acled['event_date']\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", + " \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", + "
event_dateADM1_ENADM2_ENADM3_ENADM4_ENfatalitiesnrEvents
02017-01-31AleppoAl BabA'rimaA'rima2710
12017-01-31HomsHomsFarqalasAbbasiyeh02
22017-01-31IdlebAl Ma'raKhan ShaykunAbdin02
32017-01-31IdlebArihaEhsemAblin11
42017-01-31Dar'aDar'aDa'elAbtaa01
........................
331092023-06-30Rural DamascusRural DamascusMalihaZabadin01
331102023-06-30HamaAs-SuqaylabiyahZiyaraZayzun02
331112023-06-30Deir-ez-ZorDeir-ez-ZorBasiraZir01
331122023-06-30HamaAs-SuqaylabiyahZiyaraZiyara04
331132023-06-30LattakiaAl-HaffaKansabaZweiaqat04
\n", + "

33114 rows × 7 columns

\n", + "" + ], + "text/plain": [ + " event_date ADM1_EN ADM2_EN ADM3_EN ADM4_EN \\\n", + "0 2017-01-31 Aleppo Al Bab A'rima A'rima \n", + "1 2017-01-31 Homs Homs Farqalas Abbasiyeh \n", + "2 2017-01-31 Idleb Al Ma'ra Khan Shaykun Abdin \n", + "3 2017-01-31 Idleb Ariha Ehsem Ablin \n", + "4 2017-01-31 Dar'a Dar'a Da'el Abtaa \n", + "... ... ... ... ... ... \n", + "33109 2023-06-30 Rural Damascus Rural Damascus Maliha Zabadin \n", + "33110 2023-06-30 Hama As-Suqaylabiyah Ziyara Zayzun \n", + "33111 2023-06-30 Deir-ez-Zor Deir-ez-Zor Basira Zir \n", + "33112 2023-06-30 Hama As-Suqaylabiyah Ziyara Ziyara \n", + "33113 2023-06-30 Lattakia Al-Haffa Kansaba Zweiaqat \n", + "\n", + " fatalities nrEvents \n", + "0 27 10 \n", + "1 0 2 \n", + "2 0 2 \n", + "3 1 1 \n", + "4 0 1 \n", + "... ... ... \n", + "33109 0 1 \n", + "33110 0 2 \n", + "33111 0 1 \n", + "33112 0 4 \n", + "33113 0 4 \n", + "\n", + "[33114 rows x 7 columns]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "acled_adm4[['event_date', 'ADM1_EN','ADM2_EN', 'ADM3_EN', 'ADM4_EN', 'fatalities', 'nrEvents']]#.to_csv('../../data/acled/acled_admin4_2017_2023.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": { "tags": [ "hide-cell" @@ -362,18 +585,46 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 28, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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const render_items = [{\"docid\":\"b43b2784-cb6c-4367-bab1-1057843a7fdb\",\"roots\":{\"p2635\":\"6ced1cb0-a1b3-4359-9316-d0f7311beba4\"},\"root_ids\":[\"p2635\"]}];\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": "p358945" + "id": "p2635" } }, "output_type": "display_data" } ], "source": [ + "output_notebook()\n", "acled_adm0 = acled_adm0.groupby(['ADM0_EN', pd.Grouper(key='event_date', freq='M')]).sum(['fatalities', 'nrEvents']).reset_index()\n", - "show(get_line_plot(acled_adm0, title = 'National Trends in conflict', source= 'ACLED', category='ADM0_EN', measure = 'nrEvents'))" + "show(get_line_plot(acled_adm0, title = 'National Trends in conflict events', source= 'ACLED', category='ADM0_EN', measure = 'nrEvents'))" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -436,42 +688,72 @@ " \n", " 0\n", " Syrian Arab Republic\n", - " 2020-12-31\n", + " 2017-12-31\n", " 66\n", - " 8180\n", - " 12373\n", - " 10014.209554\n", - " 80.351297\n", + " 54345\n", + " 31395\n", + " 41221.880982\n", + " 97.523622\n", " \n", " \n", " 1\n", " Syrian Arab Republic\n", - " 2021-12-31\n", + " 2018-12-31\n", " 210\n", - " 5852\n", - " 10733\n", - " 7908.017873\n", - " 77.757121\n", + " 29988\n", + " 20820\n", + " 24854.683841\n", + " 90.810144\n", " \n", " \n", " 2\n", " Syrian Arab Republic\n", - " 2022-12-31\n", + " 2019-12-31\n", " 354\n", - " 5631\n", - " 11924\n", - " 8168.346868\n", - " 78.090960\n", + " 15617\n", + " 20037\n", + " 17528.538179\n", + " 87.025012\n", " \n", " \n", " 3\n", " Syrian Arab Republic\n", + " 2020-12-31\n", + " 498\n", + " 8186\n", + " 12385\n", + " 10023.405372\n", + " 80.350493\n", + " \n", + " \n", + " 4\n", + " Syrian Arab Republic\n", + " 2021-12-31\n", + " 642\n", + " 5849\n", + " 10721\n", + " 7901.533451\n", + " 77.747495\n", + " \n", + " \n", + " 5\n", + " Syrian Arab Republic\n", + " 2022-12-31\n", + " 786\n", + " 5901\n", + " 12259\n", + " 8479.471919\n", + " 78.577275\n", + " \n", + " \n", + " 6\n", + " Syrian Arab Republic\n", " 2023-12-31\n", - " 150\n", - " 1379\n", - " 2181\n", - " 1730.451847\n", - " 22.236531\n", + " 447\n", + " 2708\n", + " 4602\n", + " 3483.193171\n", + " 37.975165\n", " \n", " \n", "\n", @@ -479,19 +761,25 @@ ], "text/plain": [ " ADM0_EN event_date index fatalities nrEvents \\\n", - "0 Syrian Arab Republic 2020-12-31 66 8180 12373 \n", - "1 Syrian Arab Republic 2021-12-31 210 5852 10733 \n", - "2 Syrian Arab Republic 2022-12-31 354 5631 11924 \n", - "3 Syrian Arab Republic 2023-12-31 150 1379 2181 \n", + "0 Syrian Arab Republic 2017-12-31 66 54345 31395 \n", + "1 Syrian Arab Republic 2018-12-31 210 29988 20820 \n", + "2 Syrian Arab Republic 2019-12-31 354 15617 20037 \n", + "3 Syrian Arab Republic 2020-12-31 498 8186 12385 \n", + "4 Syrian Arab Republic 2021-12-31 642 5849 10721 \n", + "5 Syrian Arab Republic 2022-12-31 786 5901 12259 \n", + "6 Syrian Arab Republic 2023-12-31 447 2708 4602 \n", "\n", " conflictIndex conflictIndexLog \n", - "0 10014.209554 80.351297 \n", - "1 7908.017873 77.757121 \n", - "2 8168.346868 78.090960 \n", - "3 1730.451847 22.236531 " + "0 41221.880982 97.523622 \n", + "1 24854.683841 90.810144 \n", + "2 17528.538179 87.025012 \n", + "3 10023.405372 80.350493 \n", + "4 7901.533451 77.747495 \n", + "5 8479.471919 78.577275 \n", + "6 3483.193171 37.975165 " ] }, - "execution_count": 71, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -502,24 +790,14 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -527,11 +805,24 @@ } ], "source": [ - "fig, ax = plt.subplots(1,3,figsize=(21,6))\n", - "get_fig(convert_to_gdf(acled), '2021-01-01', '2021-12-31', 'Fatalities in 2021', ax=ax[0], fig=fig)\n", - "get_fig(convert_to_gdf(acled), '2022-01-01', '2022-12-31', 'Fatalities in 2022', ax=ax[1], fig=fig)\n", + "fig, axs = plt.subplots(3,3,figsize=(21,18))\n", + "ax=axs.flatten()\n", + "for idx, year in enumerate(range(2017, 2024, 1)):\n", + " get_fig(convert_to_gdf(acled), f'{year}-01-01', f'{year}-12-31', f'Number of Events in {year}', ax=ax[idx], fig=fig)\n", + "\n", + "for i in [7,8]:\n", + " ax[i].spines['top'].set_visible(False)\n", + " ax[i].spines['bottom'].set_visible(False)\n", + " ax[i].spines['right'].set_visible(False)\n", + " ax[i].spines['left'].set_visible(False)\n", + "# get_fig(convert_to_gdf(acled), '2022-01-01', '2022-12-31', 'Fatalities in 2022', ax=ax[1], fig=fig)\n", + "\n", + "# get_fig(convert_to_gdf(acled), '2023-01-01', '2023-12-31', 'Fatalities in 2023', fig=fig, ax=ax[2])\n", "\n", - "get_fig(convert_to_gdf(acled), '2023-01-01', '2023-12-31', 'Fatalities in 2023', fig=fig, ax=ax[2])\n", + "# get_fig(convert_to_gdf(acled), '2021-01-01', '2021-12-31', 'Fatalities in 2021', ax=ax[0], fig=fig)\n", + "# get_fig(convert_to_gdf(acled), '2022-01-01', '2022-12-31', 'Fatalities in 2022', ax=ax[1], fig=fig)\n", + "\n", + "# get_fig(convert_to_gdf(acled), '2023-01-01', '2023-12-31', 'Fatalities in 2023', fig=fig, ax=ax[2])\n", "#get_fig(acled, '2022-02-05', '2022-03-31', 'Fatalities between 5th February 2022 and 31st March 2022', ax=ax[1])" ] }, @@ -549,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -565,7 +856,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -574,7 +865,7 @@ }, { "data": { - "application/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p2401\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p2401\")).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/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p16120\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p16120\")).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": "" }, "metadata": {}, @@ -584,7 +875,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
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const render_items = [{\"docid\":\"1ed03da4-de28-4b90-8fb1-532369f40ed8\",\"roots\":{\"p16360\":\"63e36589-4945-4304-8cdd-ad34d6f6731b\"},\"root_ids\":[\"p16360\"]}];\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": "p2641" + "id": "p16360" } }, "output_type": "display_data" @@ -620,7 +911,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 35, "metadata": { "tags": [ "hide-input" @@ -640,7 +931,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -649,7 +940,7 @@ }, { "data": { - "application/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p181085\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p181085\")).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/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p3019\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p3019\")).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": "" }, "metadata": {}, @@ -667,7 +958,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -675,12 +966,12 @@ }, { "data": { - "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"e0a9ddc8-65a7-4fbe-b57a-7285213e6554\":{\"version\":\"3.1.0\",\"title\":\"Bokeh 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const render_items = [{\"docid\":\"ee3adc96-89d4-4c76-aa03-2da559bf9de5\",\"roots\":{\"p6154\":\"c803893b-0aac-48a8-b316-43cdd0666cc0\"},\"root_ids\":[\"p6154\"]}];\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": "p184220" + "id": "p6154" } }, "output_type": "display_data" @@ -720,20 +1011,7 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "tags": [ - "remove-cell" - ] - }, - "outputs": [], - "source": [ - "acled_aoc = acled_adm4.groupby(['aoc', pd.Grouper(key='event_date', freq='M')]).sum('fatalities').reset_index()" - ] - }, - { - "cell_type": "code", - "execution_count": 72, + "execution_count": 42, "metadata": { "tags": [ "hide-input" @@ -753,7 +1031,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -762,7 +1040,7 @@ }, { "data": { - "application/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p339056\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p339056\")).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/javascript": "(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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\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(\"p14218\");\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-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.0.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(\"p14218\")).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": "" }, "metadata": {}, @@ -772,7 +1050,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -780,12 +1058,12 @@ }, { "data": { - "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"32727b20-2995-4b4e-9449-3dc2ecfd31e6\":{\"version\":\"3.1.0\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Column\",\"id\":\"p339294\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p339200\",\"attributes\":{\"width\":800,\"height\":40,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p339202\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p339201\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p339214\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p339216\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p339203\",\"attributes\":{\"text\":\"Monthly conflict related fatalities by Area of 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"show(get_line_plot(acled_aoc[acled_aoc['event_date'].dt.year>2020], title = title, source= source, category='aoc'))" + "show(get_line_plot(acled_aoc[acled_aoc['event_date'].dt.year>2016], title = title, source= source, category='aoc'))" ] }, {