<html lang="en"> <head> <title>Untitled</title> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta http-equiv="X-UA-Compatible" content="ie=edge"> <link href="https://unpkg.com/@stencila/thema@2/dist/themes/stencila/styles.css" rel="stylesheet"> <script src="https://unpkg.com/@stencila/thema@2/dist/themes/stencila/index.js" type="text/javascript"></script> <script src="https://unpkg.com/@stencila/components@<=1/dist/stencila-components/stencila-components.esm.js" type="module"></script> <script src="https://unpkg.com/@stencila/components@<=1/dist/stencila-components/stencila-components.js" type="text/javascript" nomodule=""></script> </head> <body> <main role="main"> <article itemscope="" itemtype="http://schema.org/Article" data-itemscope="root"> <meta itemprop="image" content="https://via.placeholder.com/1200x714/dbdbdb/4a4a4a.png?text="><span itemscope="" itemtype="http://schema.org/Organization" itemprop="publisher"> <meta itemprop="name" content="Unknown"><span itemscope="" itemtype="http://schema.org/ImageObject" itemprop="logo"> <meta itemprop="url" content="https://via.placeholder.com/600x60/dbdbdb/4a4a4a.png?text=Unknown"> </span> </span> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="VF3iS8WkGaj4"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-execution_count="20" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>import bokeh from bokeh.plotting import figure, show from bokeh.io import output_file, output_notebook import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns</code></pre> </stencila-code-chunk> </figure> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="G4r3YyrzGsCn"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-execution_count="21" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>url = "https://gist.githubusercontent.com/seankross/a412dfbd88b3db70b74b/raw/5f23f993cd87c283ce766e7ac6b329ee7cc2e1d1/mtcars.csv"</code></pre> </stencila-code-chunk> </figure> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="0Q-bH23tHZ2G"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-execution_count="22" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>carsdf = pd.read_csv(url)</code></pre> </stencila-code-chunk> </figure> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="OkYWED_bHdEJ"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-colab="[object Object]" data-outputid="7c7bbc3d-8594-427c-dd80-8acd518fe061" data-execution_count="23" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>carsdf.head(3)</code></pre> <figure slot="outputs"> <table itemscope="" itemtype="http://schema.org/Table"> <thead> <tr itemscope="" itemtype="http://schema.stenci.la/TableRow"> <th itemscope="" itemtype="http://schema.stenci.la/TableCell"></th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">model</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">mpg</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">cyl</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">disp</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">hp</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">drat</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">wt</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">qsec</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">vs</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">am</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">gear</th> <th itemscope="" itemtype="http://schema.stenci.la/TableCell">carb</th> </tr> </thead> <tbody> <tr itemscope="" itemtype="http://schema.stenci.la/TableRow"> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">0</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell">Mazda RX4</td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">21</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">6</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">160</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">110</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">3.9</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">2.62</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">16.46</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">0</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> </tr> <tr itemscope="" itemtype="http://schema.stenci.la/TableRow"> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell">Mazda RX4 Wag</td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">21</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">6</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">160</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">110</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">3.9</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">2.875</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">17.02</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">0</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> </tr> <tr itemscope="" itemtype="http://schema.stenci.la/TableRow"> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">2</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell">Datsun 710</td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">22.8</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">108</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">93</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">3.85</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">2.32</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">18.61</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">4</span></td> <td itemscope="" itemtype="http://schema.stenci.la/TableCell"><span data-itemtype="http://schema.org/Number">1</span></td> </tr> </tbody> </table> </figure> </stencila-code-chunk> </figure> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="up8_pe5hHfny"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-execution_count="24" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>p = figure(title="Simple line example", x_axis_label="wt", y_axis_label="mpg")</code></pre> </stencila-code-chunk> </figure> <figure itemscope="" itemtype="http://schema.stenci.la/Figure" id="xT5yT5YHHrMw"> <stencila-code-chunk itemscope="" itemtype="http://schema.stenci.la/CodeChunk" data-colab="[object Object]" data-outputid="a8c98250-05e1-4250-d3df-f1d3455e9860" data-execution_count="26" data-programminglanguage="python"> <pre class="language-python" itemscope="" itemtype="http://schema.stenci.la/CodeBlock" slot="text"><code>p.circle(carsdf['wt'], carsdf['mpg']) show(p) output_notebook()</code></pre> <figure slot="outputs"> <pre><output> (function(root) { function now() { return new Date(); } var force = true; if (typeof root._bokeh_onload_callbacks === "undefined" || force === true) { root._bokeh_onload_callbacks = []; root._bokeh_is_loading = undefined; } var JS_MIME_TYPE = 'application/javascript'; var HTML_MIME_TYPE = 'text/html'; var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json'; var CLASS_NAME = 'output_bokeh rendered_html'; /** * Render data to the DOM node */ function render(props, node) { var script = document.createElement("script"); node.appendChild(script); } /** * Handle when an output is cleared or removed */ function handleClearOutput(event, handle) { var cell = handle.cell; var id = cell.output_area._bokeh_element_id; var server_id = cell.output_area._bokeh_server_id; // Clean up Bokeh references if (id != null && id in Bokeh.index) { Bokeh.index[id].model.document.clear(); delete Bokeh.index[id]; } if (server_id !== undefined) { // Clean up Bokeh references var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)"; cell.notebook.kernel.execute(cmd, { iopub: { output: function(msg) { var id = msg.content.text.trim(); if (id in Bokeh.index) { Bokeh.index[id].model.document.clear(); delete Bokeh.index[id]; } } } }); // Destroy server and session var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')"; cell.notebook.kernel.execute(cmd); } } /** * Handle when a new output is added */ function handleAddOutput(event, handle) { var output_area = handle.output_area; var output = handle.output; // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only if ((output.output_type != "display_data") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) { return } var toinsert = output_area.element.find("." + CLASS_NAME.split(' ')[0]); if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) { toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE]; // store reference to embed id on output_area output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"]; } if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) { var bk_div = document.createElement("div"); bk_div.innerHTML = output.data[HTML_MIME_TYPE]; var script_attrs = bk_div.children[0].attributes; for (var i = 0; i < script_attrs.length; i++) { toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value); toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent } // store reference to server id on output_area output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"]; } } function register_renderer(events, OutputArea) { function append_mime(data, metadata, element) { // create a DOM node to render to var toinsert = this.create_output_subarea( metadata, CLASS_NAME, EXEC_MIME_TYPE ); this.keyboard_manager.register_events(toinsert); // Render to node var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]}; render(props, toinsert[toinsert.length - 1]); element.append(toinsert); return toinsert } /* Handle when an output is cleared or removed */ events.on('clear_output.CodeCell', handleClearOutput); events.on('delete.Cell', handleClearOutput); /* Handle when a new output is added */ events.on('output_added.OutputArea', handleAddOutput); /** * Register the mime type and append_mime function with output_area */ OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, { /* Is output safe? */ safe: true, /* Index of renderer in `output_area.display_order` */ index: 0 }); } // register the mime type if in Jupyter Notebook environment and previously unregistered if (root.Jupyter !== undefined) { var events = require('base/js/events'); var OutputArea = require('notebook/js/outputarea').OutputArea; if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) { register_renderer(events, OutputArea); } } if (typeof (root._bokeh_timeout) === "undefined" || force === true) { root._bokeh_timeout = Date.now() + 5000; root._bokeh_failed_load = false; } var NB_LOAD_WARNING = {'data': {'text/html': "<div style='background-color: #fdd'>\n"+ "<p>\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "</p>\n"+ "<ul>\n"+ "<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+ "<li>use INLINE resources instead, as so:</li>\n"+ "</ul>\n"+ "<code>\n"+ "from bokeh.resources import INLINE\n"+ "output_notebook(resources=INLINE)\n"+ "</code>\n"+ "</div>"}}; function display_loaded() { var el = document.getElementById(null); if (el != null) { el.textContent = "BokehJS is loading..."; } if (root.Bokeh !== undefined) { if (el != null) { el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded."; } } else if (Date.now() < root._bokeh_timeout) { setTimeout(display_loaded, 100) } } function run_callbacks() { try { root._bokeh_onload_callbacks.forEach(function(callback) { if (callback != null) callback(); }); } finally { delete root._bokeh_onload_callbacks } console.debug("Bokeh: all callbacks have finished"); } function load_libs(css_urls, js_urls, callback) { if (css_urls == null) css_urls = []; if (js_urls == null) js_urls = []; root._bokeh_onload_callbacks.push(callback); if (root._bokeh_is_loading > 0) { console.debug("Bokeh: BokehJS is being loaded, scheduling callback at", now()); return null; } if (js_urls == null || js_urls.length === 0) { run_callbacks(); return null; } console.debug("Bokeh: BokehJS not loaded, scheduling load and callback at", now()); root._bokeh_is_loading = css_urls.length + js_urls.length; function on_load() { root._bokeh_is_loading--; if (root._bokeh_is_loading === 0) { console.debug("Bokeh: all BokehJS libraries/stylesheets loaded"); run_callbacks() } } function on_error(url) { console.error("failed to load " + url); } for (let i = 0; i < css_urls.length; i++) { const url = css_urls[i]; const element = document.createElement("link"); element.onload = on_load; element.onerror = on_error.bind(null, url); element.rel = "stylesheet"; element.type = "text/css"; element.href = url; console.debug("Bokeh: injecting link tag for BokehJS stylesheet: ", url); document.body.appendChild(element); } const hashes = {"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js": "XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc", "https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js": "bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i", "https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js": "TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH"}; for (let i = 0; i < js_urls.length; i++) { const url = js_urls[i]; const element = document.createElement('script'); element.onload = on_load; element.onerror = on_error.bind(null, url); element.async = false; element.src = url; if (url in hashes) { element.crossOrigin = "anonymous"; element.integrity = "sha384-" + hashes[url]; } console.debug("Bokeh: injecting script tag for BokehJS library: ", url); document.head.appendChild(element); } }; function inject_raw_css(css) { const element = document.createElement("style"); element.appendChild(document.createTextNode(css)); document.body.appendChild(element); } var js_urls = ["https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js"]; var css_urls = []; var inline_js = [ function(Bokeh) { Bokeh.set_log_level("info"); }, function(Bokeh) { } ]; function run_inline_js() { if (root.Bokeh !== undefined || force === true) { for (var i = 0; i < inline_js.length; i++) { inline_js[i].call(root, root.Bokeh); } } else if (Date.now() < root._bokeh_timeout) { setTimeout(run_inline_js, 100); } else if (!root._bokeh_failed_load) { console.log("Bokeh: BokehJS failed to load within specified timeout."); root._bokeh_failed_load = true; } else if (force !== true) { var cell = $(document.getElementById(null)).parents('.cell').data().cell; cell.output_area.append_execute_result(NB_LOAD_WARNING) } } if (root._bokeh_is_loading === 0) { 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