653 lines
69 KiB
Plaintext
653 lines
69 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"<table style=\"float:left; border:none\">\n",
|
|
" <tr style=\"border:none\">\n",
|
|
" <td style=\"border:none\">\n",
|
|
" <a href=\"https://bokeh.org/\"> \n",
|
|
" <img \n",
|
|
" src=\"assets/bokeh-transparent.png\" \n",
|
|
" style=\"width:50px\"\n",
|
|
" >\n",
|
|
" </a> \n",
|
|
" </td>\n",
|
|
" <td style=\"border:none\">\n",
|
|
" <h1>Bokeh Tutorial</h1>\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
"</table>\n",
|
|
"<div style=\"float:right;\"><h2>00. Introduction and Setup</h2></div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"source": [
|
|
"# Tutorial Overview\n",
|
|
"\n",
|
|
"The tutorial is broken into several sections, which are each presented in their own notebook:\n",
|
|
"\n",
|
|
"1. [Basic Plotting](01%20-%20Basic%20Plotting.ipynb)\n",
|
|
"2. [Styling and Theming](02%20-%20Styling%20and%20Theming.ipynb)\n",
|
|
"3. [Data Sources and Transformations](03%20-%20Data%20Sources%20and%20Transformations.ipynb)\n",
|
|
"4. [Adding Annotations](04%20-%20Adding%20Annotations.ipynb)\n",
|
|
"5. [Presentation and Layouts](05%20-%20Presentation%20Layouts.ipynb)\n",
|
|
"6. [Linking and Interactions](06%20-%20Linking%20and%20Interactions.ipynb)\n",
|
|
"7. [Bar and Categorical Data Plots](07%20-%20Bar%20and%20Categorical%20Data%20Plots.ipynb)\n",
|
|
"8. [Graph and Network Plots](08%20-%20Graph%20and%20Network%20Plots.ipynb)\n",
|
|
"9. [Geographic Plots](09%20-%20Geographic%20Plots.ipynb)\n",
|
|
"10. [Exporting and Embedding](10%20-%20Exporting%20and%20Embedding.ipynb)\n",
|
|
"11. [Running Bokeh Applications](11%20-%20Running%20Bokeh%20Applications.ipynb)\n",
|
|
"\n",
|
|
"As well as some extra topic appendices:\n",
|
|
"\n",
|
|
"A1. [Models and Primitives](A1%20-%20Models%20and%20Primitives.ipynb)<br />\n",
|
|
"A2. [Visualizing Big Data with Datashader](A2%20-%20Visualizing%20Big%20Data%20with%20Datashader.ipynb)<br />\n",
|
|
"A3. [High-Level Charting with Holoviews](A3%20-%20High-Level%20Charting%20with%20Holoviews.ipynb)<br />\n",
|
|
"A4. [Additional Resources](A4%20-%20Additional%20Resources.ipynb)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## What is Bokeh\n",
|
|
"\n",
|
|
"Bokeh is an interactive visualization library that targets modern web browsers for presentation. It is good for:\n",
|
|
"\n",
|
|
"* Interactive visualization in modern browsers\n",
|
|
"* Standalone HTML documents, or server-backed apps\n",
|
|
"* Expressive and versatile graphics\n",
|
|
"* Large, dynamic or streaming data\n",
|
|
"* Easy usage from python (or Scala, or R, or...)\n",
|
|
"\n",
|
|
"And most importantly:\n",
|
|
"\n",
|
|
"## <center><i>NO JAVASCRIPT REQUIRED</i></center>\n",
|
|
"\n",
|
|
"Bokeh is an interactive visualization library for modern web browsers. It provides elegant, concise construction of versatile graphics, and affords high-performance interactivity over large or streaming datasets. Bokeh can help anyone who would like to quickly and easily make interactive plots, dashboards, and data applications."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## What can I *do* with Bokeh"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>\n",
|
|
" .bk-notebook-logo {\n",
|
|
" display: block;\n",
|
|
" width: 20px;\n",
|
|
" height: 20px;\n",
|
|
" background-image: url(data:image/png;base64,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);\n",
|
|
" }\n",
|
|
" </style>\n",
|
|
" <div>\n",
|
|
" <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
|
|
" <span id=\"p1162\">Loading BokehJS ...</span>\n",
|
|
" </div>\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"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",
|
|
"\n",
|
|
"const 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",
|
|
" \"<div style='background-color: #fdd'>\\n\"+\n",
|
|
" \"<p>\\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",
|
|
" \"</p>\\n\"+\n",
|
|
" \"<ul>\\n\"+\n",
|
|
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
|
|
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
|
|
" \"</ul>\\n\"+\n",
|
|
" \"<code>\\n\"+\n",
|
|
" \"from bokeh.resources import INLINE\\n\"+\n",
|
|
" \"output_notebook(resources=INLINE)\\n\"+\n",
|
|
" \"</code>\\n\"+\n",
|
|
" \"</div>\"}};\n",
|
|
"\n",
|
|
" function display_loaded() {\n",
|
|
" const el = document.getElementById(\"p1162\");\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-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.0.2.min.js\"];\n",
|
|
" const css_urls = [];\n",
|
|
"\n",
|
|
" const inline_js = [ function(Bokeh) {\n",
|
|
" Bokeh.set_log_level(\"info\");\n",
|
|
" },\n",
|
|
"function(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",
|
|
" }\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",
|
|
" const cell = $(document.getElementById(\"p1162\")).parents('.cell').data().cell;\n",
|
|
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" if (root._bokeh_is_loading === 0) {\n",
|
|
" console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
|
|
" run_inline_js();\n",
|
|
" } else {\n",
|
|
" load_libs(css_urls, js_urls, function() {\n",
|
|
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
|
" run_inline_js();\n",
|
|
" });\n",
|
|
" }\n",
|
|
"}(window));"
|
|
],
|
|
"application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"<div style='background-color: #fdd'>\\n\"+\n \"<p>\\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 \"</p>\\n\"+\n \"<ul>\\n\"+\n \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n \"<li>use INLINE resources instead, as so:</li>\\n\"+\n \"</ul>\\n\"+\n \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"p1162\");\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-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.0.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.0.2.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(\"p1162\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Standard imports \n",
|
|
"\n",
|
|
"from bokeh.io import output_notebook, show\n",
|
|
"output_notebook()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
" <div id=\"3238fe43-d57e-43a2-a337-e5f2debd6009\" data-root-id=\"p1166\" style=\"display: contents;\"></div>\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"(function(root) {\n",
|
|
" function embed_document(root) {\n",
|
|
" const docs_json = {\"a8cc9867-b96b-4fa2-8f73-354ab1bc73c6\":{\"version\":\"3.0.2\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1166\",\"attributes\":{\"width\":800,\"height\":300,\"x_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1176\",\"attributes\":{\"factors\":[[\"3\",\"mazda\"],[\"4\",\"amc\"],[\"4\",\"audi\"],[\"4\",\"bmw\"],[\"4\",\"buick\"],[\"4\",\"capri\"],[\"4\",\"chevrolet\"],[\"4\",\"chrysler\"],[\"4\",\"datsun\"],[\"4\",\"dodge\"],[\"4\",\"fiat\"],[\"4\",\"ford\"],[\"4\",\"honda\"],[\"4\",\"mazda\"],[\"4\",\"mercedes\"],[\"4\",\"mercury\"],[\"4\",\"nissan\"],[\"4\",\"oldsmobile\"],[\"4\",\"opel\"],[\"4\",\"peugeot\"],[\"4\",\"plymouth\"],[\"4\",\"pontiac\"],[\"4\",\"renault\"],[\"4\",\"saab\"],[\"4\",\"subaru\"],[\"4\",\"toyota\"],[\"4\",\"triumph\"],[\"4\",\"volkswagen\"],[\"4\",\"volvo\"],[\"5\",\"audi\"],[\"5\",\"mercedes\"],[\"6\",\"amc\"],[\"6\",\"buick\"],[\"6\",\"chevrolet\"],[\"6\",\"chrysler\"],[\"6\",\"datsun\"],[\"6\",\"dodge\"],[\"6\",\"ford\"],[\"6\",\"mercedes\"],[\"6\",\"mercury\"],[\"6\",\"oldsmobile\"],[\"6\",\"peugeot\"],[\"6\",\"plymouth\"],[\"6\",\"pontiac\"],[\"6\",\"toyota\"],[\"6\",\"volvo\"],[\"8\",\"amc\"],[\"8\",\"buick\"],[\"8\",\"cadillac\"],[\"8\",\"chevrolet\"],[\"8\",\"chrysler\"],[\"8\",\"dodge\"],[\"8\",\"ford\"],[\"8\",\"hi\"],[\"8\",\"mercury\"],[\"8\",\"oldsmobile\"],[\"8\",\"plymouth\"],[\"8\",\"pontiac\"]]}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1168\"},\"x_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1180\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1182\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1169\",\"attributes\":{\"text\":\"Mean MPG by # Cylinders and Manufacturer\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1206\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1163\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1164\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1165\"},\"data\":{\"type\":\"map\",\"entries\":[[\"cyl_mfr\",{\"type\":\"ndarray\",\"array\":[[\"3\",\"mazda\"],[\"4\",\"amc\"],[\"4\",\"audi\"],[\"4\",\"bmw\"],[\"4\",\"buick\"],[\"4\",\"capri\"],[\"4\",\"chevrolet\"],[\"4\",\"chrysler\"],[\"4\",\"datsun\"],[\"4\",\"dodge\"],[\"4\",\"fiat\"],[\"4\",\"ford\"],[\"4\",\"honda\"],[\"4\",\"mazda\"],[\"4\",\"mercedes\"],[\"4\",\"mercury\"],[\"4\",\"nissan\"],[\"4\",\"oldsmobile\"],[\"4\",\"opel\"],[\"4\",\"peugeot\"],[\"4\",\"plymouth\"],[\"4\",\"pontiac\"],[\"4\",\"renault\"],[\"4\",\"saab\"],[\"4\",\"subaru\"],[\"4\",\"toyota\"],[\"4\",\"triumph\"],[\"4\",\"volkswagen\"],[\"4\",\"volvo\"],[\"5\",\"audi\"],[\"5\",\"mercedes\"],[\"6\",\"amc\"],[\"6\",\"buick\"],[\"6\",\"chevrolet\"],[\"6\",\"chrysler\"],[\"6\",\"datsun\"],[\"6\",\"dodge\"],[\"6\",\"ford\"],[\"6\",\"mercedes\"],[\"6\",\"mercury\"],[\"6\",\"oldsmobile\"],[\"6\",\"peugeot\"],[\"6\",\"plymouth\"],[\"6\",\"pontiac\"],[\"6\",\"toyota\"],[\"6\",\"volvo\"],[\"8\",\"amc\"],[\"8\",\"buick\"],[\"8\",\"cadillac\"],[\"8\",\"chevrolet\"],[\"8\",\"chrysler\"],[\"8\",\"dodge\"],[\"8\",\"ford\"],[\"8\",\"hi\"],[\"8\",\"mercury\"],[\"8\",\"oldsmobile\"],[\"8\",\"plymouth\"],[\"8\",\"pontiac\"]],\"shape\":[58],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg_count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_mean\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_std\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_min\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_25%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_50%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_75%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"mpg_max\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_mean\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_std\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_min\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_25%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_50%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_75%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"displ_max\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_mean\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_std\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_min\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_25%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_50%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_75%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp_max\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_mean\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_std\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_min\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_25%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_50%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACOokAAAAAAACmmQAAAAAAA/KJAAAAAAADiokAAAAAAAJakQAAAAAAAGKRAAAAAAADJokAAAAAAADKkQAAAAAAAVKBAAAAAAACFoUAAAAAAAI6gQAAAAAAARqRAAAAAAAC0nkAAAAAAAFSfQAAAAAAAZKlAAAAAAAD5oEAAAAAAAOCgQAAAAAAATqZAAAAAAAAaoUAAAAAAAEanQAAAAAAAP6FAAAAAAABApEAAAAAAABqhQAAAAAAA06RAAAAAAAByoEAAAAAAALKhQAAAAAAAiKNAAAAAAAD6nkAAAAAAAPamQAAAAAAAlKZAAAAAAACUq0AAAAAAABqoQAAAAAAArqpAAAAAAAAQqkAAAAAAABKrQAAAAAAAvKZAAAAAAABZq0AAAAAAAMGnQAAAAAAA2K1AAAAAAACsp0AAAAAAAFOmQAAAAAAApKpAAAAAAACAqUAAAAAAAKGqQAAAAAAAqKZAAAAAAACcqEAAAAAAAPetQAAAAAAACLFAAAAAAAAssEAAAAAAAPSvQAAAAACAFbFAAAAAAADmrkAAAAAAgFiwQAAAAAAAfLJAAAAAAADHsEAAAAAAABqtQAAAAACAE7BAAAAAAABJsUA=\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_75%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"weight_max\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_mean\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_std\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_min\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_25%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_50%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_75%\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}],[\"accel_max\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAK0CamZmZmRk0QAAAAAAAgDBAmpmZmZmZKUBmZmZmZmYwQM3MzMzMzC1AMzMzMzMzNkAAAAAAAAAtQGZmZmZmZjNAMzMzMzOzMUAAAAAAAIAzQDMzMzMzszRAAAAAAACAMkBmZmZmZmYzQM3MzMzMzDVAzczMzMxMMUAAAAAAAAAtQJqZmZmZmTFAZmZmZmbmMEDNzMzMzMw4QAAAAAAAgDRAAAAAAACAMkCamZmZmZkyQAAAAAAAgDFAAAAAAAAAMkAAAAAAAAA1QDMzMzMzMy5AmpmZmZmZOEBmZmZmZmYvQGZmZmZm5jNAmpmZmZkZNEAAAAAAAAAzQAAAAAAAADVAAAAAAACAMkCamZmZmZkwQAAAAAAAAC1AMzMzMzOzMkAAAAAAAAA1QDMzMzMzszBAAAAAAAAANUAAAAAAAAAxQJqZmZmZmS9AAAAAAAAAM0AzMzMzMzMzQAAAAAAAAC9AmpmZmZmZM0AAAAAAAAAvQM3MzMzMzC1AZmZmZmZmMUDNzMzMzMwuQAAAAAAAACpAZmZmZmZmLkAAAAAAAAAwQAAAAAAAgDJAzczMzMzMLUAzMzMzMzM2QAAAAAAAAC1AAAAAAAAAKEA=\"},\"shape\":[58],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1207\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1208\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1202\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"cyl_mfr\"},\"top\":{\"type\":\"field\",\"field\":\"mpg_mean\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"fill_color\":{\"type\":\"field\",\"field\":\"cyl_mfr\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1198\",\"attributes\":{\"palette\":[\"#2b83ba\",\"#abdda4\",\"#ffffbf\",\"#fdae61\",\"#d7191c\"],\"factors\":[\"3\",\"4\",\"5\",\"6\",\"8\"],\"end\":1}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1203\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"cyl_mfr\"},\"top\":{\"type\":\"field\",\"field\":\"mpg_mean\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cyl_mfr\",\"transform\":{\"id\":\"p1198\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"hover_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1204\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"cyl_mfr\"},\"top\":{\"type\":\"field\",\"field\":\"mpg_mean\"},\"line_color\":{\"type\":\"value\",\"value\":\"darkgrey\"},\"fill_color\":{\"type\":\"field\",\"field\":\"cyl_mfr\",\"transform\":{\"id\":\"p1198\"}}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1205\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"cyl_mfr\"},\"top\":{\"type\":\"field\",\"field\":\"mpg_mean\"},\"line_color\":{\"type\":\"value\",\"value\":\"white\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cyl_mfr\",\"transform\":{\"id\":\"p1198\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1174\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1209\",\"attributes\":{\"renderers\":\"auto\",\"tooltips\":[[\"MPG\",\"@mpg_mean\"],[\"Cyl, Mfr\",\"@cyl_mfr\"]]}}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1190\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1192\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1191\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1193\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1184\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1186\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1185\"},\"axis_label\":\"Manufacturer grouped by # Cylinders\",\"major_label_orientation\":1.2,\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1187\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1189\",\"attributes\":{\"axis\":{\"id\":\"p1184\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1196\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1190\"}}}]}}]}};\n",
|
|
" const render_items = [{\"docid\":\"a8cc9867-b96b-4fa2-8f73-354ab1bc73c6\",\"roots\":{\"p1166\":\"3238fe43-d57e-43a2-a337-e5f2debd6009\"},\"root_ids\":[\"p1166\"]}];\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": "p1166"
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot a complex chart with interactive hover in a few lines of code\n",
|
|
"\n",
|
|
"from bokeh.models import ColumnDataSource, HoverTool\n",
|
|
"from bokeh.plotting import figure\n",
|
|
"from bokeh.sampledata.autompg import autompg_clean as df\n",
|
|
"from bokeh.transform import factor_cmap\n",
|
|
"\n",
|
|
"df.cyl = df.cyl.astype(str)\n",
|
|
"df.yr = df.yr.astype(str)\n",
|
|
"\n",
|
|
"group = df.groupby(by=['cyl', 'mfr'])\n",
|
|
"source = ColumnDataSource(group)\n",
|
|
"\n",
|
|
"p = figure(width=800, height=300, title=\"Mean MPG by # Cylinders and Manufacturer\",\n",
|
|
" x_range=group, toolbar_location=None, tools=\"\")\n",
|
|
"\n",
|
|
"p.xgrid.grid_line_color = None\n",
|
|
"p.xaxis.axis_label = \"Manufacturer grouped by # Cylinders\"\n",
|
|
"p.xaxis.major_label_orientation = 1.2\n",
|
|
"\n",
|
|
"index_cmap = factor_cmap('cyl_mfr', palette=['#2b83ba', '#abdda4', '#ffffbf', '#fdae61', '#d7191c'], \n",
|
|
" factors=sorted(df.cyl.unique()), end=1)\n",
|
|
"\n",
|
|
"p.vbar(x='cyl_mfr', top='mpg_mean', width=1, source=source,\n",
|
|
" line_color=\"white\", fill_color=index_cmap, \n",
|
|
" hover_line_color=\"darkgrey\", hover_fill_color=index_cmap)\n",
|
|
"\n",
|
|
"p.add_tools(HoverTool(tooltips=[(\"MPG\", \"@mpg_mean\"), (\"Cyl, Mfr\", \"@cyl_mfr\")]))\n",
|
|
"\n",
|
|
"show(p)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
" <iframe\n",
|
|
" width=\"900\"\n",
|
|
" height=\"500\"\n",
|
|
" src=\"https://demo.bokeh.org/sliders\"\n",
|
|
" frameborder=\"0\"\n",
|
|
" allowfullscreen\n",
|
|
" \n",
|
|
" ></iframe>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.IFrame at 0x7fa20a4ca920>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create and deploy interactive data applications\n",
|
|
"\n",
|
|
"from IPython.display import IFrame\n",
|
|
"IFrame('https://demo.bokeh.org/sliders', width=900, height=500)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"source": [
|
|
"# Getting set up"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"ename": "FileNotFoundError",
|
|
"evalue": "[Errno 2] No such file or directory: 'README.md'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn [7], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mIPython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdisplay\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Markdown\n\u001b[0;32m----> 2\u001b[0m Markdown(\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mREADME.md\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mread())\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/app-4PlAip0Q/lib/python3.10/site-packages/IPython/core/interactiveshell.py:282\u001b[0m, in \u001b[0;36m_modified_open\u001b[0;34m(file, *args, **kwargs)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m}:\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 277\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIPython won\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m by default \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 278\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 279\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myou can use builtins\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m open.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 280\u001b[0m )\n\u001b[0;32m--> 282\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'README.md'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from IPython.core.display import Markdown\n",
|
|
"Markdown(open(\"README.md\").read())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"source": [
|
|
"### Setup-test, run the next cell. Hopefully you should see output that looks something like this:\n",
|
|
"\n",
|
|
" IPython - 7.9.0\n",
|
|
" Pandas - 0.25.2\n",
|
|
" Bokeh - 1.4.0\n",
|
|
" \n",
|
|
"If this isn't working for you, see the [`README.md`](README.md) in this directory."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"IPython - 8.6.0\n",
|
|
"Pandas - 1.5.2\n",
|
|
"Bokeh - 3.0.2\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from IPython import __version__ as ipython_version\n",
|
|
"from pandas import __version__ as pandas_version\n",
|
|
"from bokeh import __version__ as bokeh_version\n",
|
|
"print(\"IPython - %s\" % ipython_version)\n",
|
|
"print(\"Pandas - %s\" % pandas_version)\n",
|
|
"print(\"Bokeh - %s\" % bokeh_version)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"source": [
|
|
"# Next Section"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"Collapsed": "false"
|
|
},
|
|
"source": [
|
|
"from IPython.core.display import Markdown\n",
|
|
"Markdown(open(\"README.md\").read())Click on this link to go to the next notebook: [01 - Basic Plotting](01%20-%20Basic%20Plotting.ipynb)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"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": "3.10.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|