{ "cells": [ { "cell_type": "markdown", "id": "254f2546-3218-4548-8132-828037d7a641", "metadata": {}, "source": [ "# Interactive plot of simple vector features (points) with Bokeh and GeoPandas\n", "\n", "Data used: Properties in Care in Scotland ()" ] }, { "cell_type": "code", "execution_count": 2, "id": "bdea9c1b-021a-490b-b008-2bae375ab83c", "metadata": {}, "outputs": [], "source": [ "# import libraries\n", "import geopandas as gpd\n", "from bokeh.io import output_notebook\n", "from bokeh.models import CategoricalColorMapper, GeoJSONDataSource\n", "from bokeh.palettes import viridis\n", "from bokeh.plotting import figure, show\n", "from bokeh.tile_providers import CARTODBPOSITRON_RETINA, get_provider" ] }, { "cell_type": "code", "execution_count": 3, "id": "45f054e6-35bf-4940-a932-51cba972ffb1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var 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 var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var 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 var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var 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 var cmd = \"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, {\n iopub: {\n output: function(msg) {\n var 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 var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var 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 var 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 var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var 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 var 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 var 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 var events = require('base/js/events');\n var 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\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 var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

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

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\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\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 const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\": \"dM3QQsP+wXdHg42wTqW85BjZQdLNNIXqlPw/BgKoExPmTG7ZLML4EGqLMfqHT6ON\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\": \"8x57I4YuIfu8XyZfFo0XVr2WAT8EK4rh/uDe3wF7YuW2FNUSNEpJbsPaB1nJ2fz2\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\": \"3QTqdz9LyAm2i0sG5XTePsHec3UHWwVsrOL68SYRoAXsafvfAyqtQ+h440+qIBhS\"};\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 if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\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 \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\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": {}, "output_type": "display_data" } ], "source": [ "# set inline plots\n", "output_notebook()" ] }, { "cell_type": "code", "execution_count": 4, "id": "f87da0b8-ff58-4e18-af05-a5504e44af21", "metadata": {}, "outputs": [], "source": [ "# specify map tile provider\n", "tile_provider = get_provider(CARTODBPOSITRON_RETINA)" ] }, { "cell_type": "code", "execution_count": 2, "id": "783b618a-d435-402e-9a3d-e479ba79c7c6", "metadata": {}, "outputs": [], "source": [ "# import data\n", "data = gpd.read_file(\"data/pic/properties_in_care.shp\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PIC_IDPIC_NAMEXYLINKLOCAL_AUTHgeometry
0PIC001Aberdour Castle319282.984834685434.235721https://www.historicenvironment.scot/visit-a-p...FifePOINT (319282.979 685434.233)
1PIC002Aberlemno Churchyard Cross Slab352238.075325755559.199414https://www.historicenvironment.scot/visit-a-p...AngusPOINT (352238.075 755559.199)
2PIC003Aberlemno Sculptured Stones352260.213801755900.088942https://www.historicenvironment.scot/visit-a-p...AngusPOINT (352260.214 755900.089)
3PIC004Abernethy Round Tower318992.456831716391.678420https://www.historicenvironment.scot/visit-a-p...Perth and KinrossPOINT (318992.457 716391.678)
4PIC005Affleck Castle349401.057104738809.990123NoneAngusPOINT (349401.057 738809.990)
\n", "
" ], "text/plain": [ " PIC_ID PIC_NAME X Y \\\n", "0 PIC001 Aberdour Castle 319282.984834 685434.235721 \n", "1 PIC002 Aberlemno Churchyard Cross Slab 352238.075325 755559.199414 \n", "2 PIC003 Aberlemno Sculptured Stones 352260.213801 755900.088942 \n", "3 PIC004 Abernethy Round Tower 318992.456831 716391.678420 \n", "4 PIC005 Affleck Castle 349401.057104 738809.990123 \n", "\n", " LINK LOCAL_AUTH \\\n", "0 https://www.historicenvironment.scot/visit-a-p... Fife \n", "1 https://www.historicenvironment.scot/visit-a-p... Angus \n", "2 https://www.historicenvironment.scot/visit-a-p... Angus \n", "3 https://www.historicenvironment.scot/visit-a-p... Perth and Kinross \n", "4 None Angus \n", "\n", " geometry \n", "0 POINT (319282.979 685434.233) \n", "1 POINT (352238.075 755559.199) \n", "2 POINT (352260.214 755900.089) \n", "3 POINT (318992.457 716391.678) \n", "4 POINT (349401.057 738809.990) " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# view data\n", "data.head(5)" ] }, { "cell_type": "code", "execution_count": 6, "id": "b9d562c2-803e-4c9c-8495-62c96b2b5bca", "metadata": {}, "outputs": [], "source": [ "# reproject to web mercator\n", "data = data.to_crs(3857)" ] }, { "cell_type": "code", "execution_count": 7, "id": "68984457-115a-41a4-8b9f-27f3d946d782", "metadata": {}, "outputs": [], "source": [ "# convert data source to GeoJSON\n", "geo_source = GeoJSONDataSource(geojson=data.to_json())" ] }, { "cell_type": "code", "execution_count": 8, "id": "f8a8eb73-fa0f-4169-9029-98868f853374", "metadata": {}, "outputs": [], "source": [ "# generate unique colours for each local authority\n", "const = list(set(data[\"LOCAL_AUTH\"]))\n", "palette = viridis(len(const))\n", "color_map = CategoricalColorMapper(factors=const, palette=palette)" ] }, { "cell_type": "code", "execution_count": 9, "id": "767c5b8c-68f0-4224-ab61-2c31a73edf7d", "metadata": {}, "outputs": [], "source": [ "# define title and tooltips\n", "TITLE = (\n", " \"Properties in Care in Scotland. © Historic Environment Scotland 2021.\"\n", ")\n", "\n", "TOOLTIPS = [\n", " (\"NAME\", \"@PIC_NAME\"),\n", " (\"LOCAL_AUTH\", \"@LOCAL_AUTH\"),\n", " (\"COORDINATES\", \"(@X, @Y)\"),\n", " (\"ID\", \"@PIC_ID\")\n", "]" ] }, { "cell_type": "code", "execution_count": 10, "id": "1971c0bc-7447-45e9-bb3b-447e36cbf051", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": "(function(root) {\n function embed_document(root) {\n \n var docs_json = 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OpenStreetMap contributors,© CartoDB\",\"url\":\"https://tiles.basemaps.cartocdn.com/light_all/{z}/{x}/{y}@2x.png\"},\"id\":\"1003\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"axis\":{\"id\":\"1025\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1032\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"point_policy\":\"follow_mouse\",\"tooltips\":[[\"NAME\",\"@PIC_NAME\"],[\"LOCAL_AUTH\",\"@LOCAL_AUTH\"],[\"COORDINATES\",\"(@X, @Y)\"],[\"ID\",\"@PIC_ID\"]]},\"id\":\"1036\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1058\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"LinearScale\"},{\"attributes\":{\"factors\":[\"Orkney Islands\",\"Perth and Kinross\",\"North Ayrshire\",\"Inverclyde\",\"Shetland Islands\",\"Aberdeenshire\",\"West Dunbartonshire\",\"North Lanarkshire\",\"East Ayrshire\",\"Dundee City\",\"Fife\",\"Angus\",\"Glasgow City\",\"East Dunbartonshire\",\"Moray\",\"Argyll and Bute\",\"South Ayrshire\",\"Highland\",\"Scottish Borders\",\"Aberdeen City\",\"East Lothian\",\"Dumfries and Galloway\",\"Renfrewshire\",\"West Lothian\",\"Stirling\",\"South Lanarkshire\",\"Midlothian\",\"City of Edinburgh\",\"Na h-Eileanan an Iar\",\"Falkirk\",\"Clackmannanshire\"],\"palette\":[\"#440154\",\"#460C5F\",\"#48196B\",\"#482374\",\"#462F7C\",\"#443982\",\"#404387\",\"#3D4C89\",\"#38568B\",\"#345E8D\",\"#30678D\",\"#2D6F8E\",\"#29788E\",\"#267F8E\",\"#23888D\",\"#208F8C\",\"#1E988A\",\"#1E9F88\",\"#22A784\",\"#29AF7F\",\"#35B778\",\"#42BE71\",\"#53C567\",\"#64CB5D\",\"#79D151\",\"#8DD644\",\"#A5DA35\",\"#BADE27\",\"#D2E11B\",\"#E7E419\",\"#FDE724\"]},\"id\":\"1005\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"tile_source\":{\"id\":\"1003\"}},\"id\":\"1050\",\"type\":\"TileRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1004\"},\"glyph\":{\"id\":\"1046\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1047\"},\"view\":{\"id\":\"1049\"}},\"id\":\"1048\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"1020\"},\"major_label_policy\":{\"id\":\"1055\"},\"ticker\":{\"id\":\"1018\"}},\"id\":\"1017\",\"type\":\"MercatorAxis\"},{\"attributes\":{\"text\":\"Properties in Care in Scotland. \\u00a9 Historic Environment Scotland 2021.\"},\"id\":\"1007\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"LOCAL_AUTH\",\"transform\":{\"id\":\"1005\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":0},\"size\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1047\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1037\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"1004\"}},\"id\":\"1049\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1015\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1054\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1028\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"1053\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1035\",\"type\":\"ResetTool\"},{\"attributes\":{\"geojson\":\"{\\\"type\\\": \\\"FeatureCollection\\\", 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attempts = 0;\n var 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": "1006" } }, "output_type": "display_data" } ], "source": [ "# configure plot\n", "p = figure(\n", " title=TITLE,\n", " tools=\"wheel_zoom, pan, reset, hover, save\",\n", " x_axis_location=None,\n", " y_axis_location=None,\n", " tooltips=TOOLTIPS,\n", " x_axis_type=\"mercator\",\n", " y_axis_type=\"mercator\"\n", ")\n", "\n", "p.grid.grid_line_color = None\n", "\n", "p.hover.point_policy = \"follow_mouse\"\n", "\n", "p.circle(\n", " \"x\",\n", " \"y\",\n", " source=geo_source,\n", " size=5,\n", " line_width=0,\n", " fill_color={\"field\": \"LOCAL_AUTH\", \"transform\": color_map}\n", ")\n", "\n", "p.add_tile(tile_provider)\n", "\n", "# display plot\n", "show(p)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6-final" } }, "nbformat": 4, "nbformat_minor": 5 }