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Equidistant axis ticks for Holoviews boxplot chart (boxwhisker)
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "9fbd1298-12b9-49cf-b938-149c8f8a40a1", | |
| "metadata": {}, | |
| "source": [ | |
| "After https://holoviews.org/gallery/demos/bokeh/boxplot_chart.html" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "f1d02aae-5e82-475a-9d68-0dfd16af546e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "(function(root) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| "\n", | |
| " var force = true;\n", | |
| " var py_version = '3.3.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", | |
| " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", | |
| " var reloading = false;\n", | |
| " var Bokeh = root.Bokeh;\n", | |
| " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", | |
| "\n", | |
| " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", | |
| " root._bokeh_timeout = Date.now() + 5000;\n", | |
| " root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n", | |
| " if (css_urls == null) css_urls = [];\n", | |
| " if (js_urls == null) js_urls = [];\n", | |
| " if (js_modules == null) js_modules = [];\n", | |
| " if (js_exports == null) js_exports = {};\n", | |
| "\n", | |
| " root._bokeh_onload_callbacks.push(callback);\n", | |
| "\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (!reloading) {\n", | |
| " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " }\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", | |
| " window._bokeh_on_load = on_load\n", | |
| "\n", | |
| " function on_error() {\n", | |
| " console.error(\"failed to load \" + url);\n", | |
| " }\n", | |
| "\n", | |
| " var skip = [];\n", | |
| " if (window.requirejs) {\n", | |
| " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", | |
| " require([\"jspanel\"], function(jsPanel) {\n", | |
| "\twindow.jsPanel = jsPanel\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-modal\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-tooltip\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-hint\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-layout\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-contextmenu\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"jspanel-dock\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"gridstack\"], function(GridStack) {\n", | |
| "\twindow.GridStack = GridStack\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " require([\"notyf\"], function() {\n", | |
| "\ton_load()\n", | |
| " })\n", | |
| " root._bokeh_is_loading = css_urls.length + 9;\n", | |
| " } else {\n", | |
| " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", | |
| " }\n", | |
| "\n", | |
| " var existing_stylesheets = []\n", | |
| " var links = document.getElementsByTagName('link')\n", | |
| " for (var i = 0; i < links.length; i++) {\n", | |
| " var link = links[i]\n", | |
| " if (link.href != null) {\n", | |
| "\texisting_stylesheets.push(link.href)\n", | |
| " }\n", | |
| " }\n", | |
| " for (var i = 0; i < css_urls.length; i++) {\n", | |
| " var url = css_urls[i];\n", | |
| " if (existing_stylesheets.indexOf(url) !== -1) {\n", | |
| "\ton_load()\n", | |
| "\tcontinue;\n", | |
| " }\n", | |
| " const element = document.createElement(\"link\");\n", | |
| " element.onload = on_load;\n", | |
| " element.onerror = on_error;\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", | |
| " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", | |
| " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", | |
| " for (var i = 0; i < urls.length; i++) {\n", | |
| " skip.push(urls[i])\n", | |
| " }\n", | |
| " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", | |
| " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", | |
| " for (var i = 0; i < urls.length; i++) {\n", | |
| " skip.push(urls[i])\n", | |
| " }\n", | |
| " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", | |
| " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", | |
| " for (var i = 0; i < urls.length; i++) {\n", | |
| " skip.push(urls[i])\n", | |
| " }\n", | |
| " } var existing_scripts = []\n", | |
| " var scripts = document.getElementsByTagName('script')\n", | |
| " for (var i = 0; i < scripts.length; i++) {\n", | |
| " var script = scripts[i]\n", | |
| " if (script.src != null) {\n", | |
| "\texisting_scripts.push(script.src)\n", | |
| " }\n", | |
| " }\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", | |
| "\tif (!window.requirejs) {\n", | |
| "\t on_load();\n", | |
| "\t}\n", | |
| "\tcontinue;\n", | |
| " }\n", | |
| " var element = document.createElement('script');\n", | |
| " element.onload = on_load;\n", | |
| " element.onerror = on_error;\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", | |
| " for (var i = 0; i < js_modules.length; i++) {\n", | |
| " var url = js_modules[i];\n", | |
| " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", | |
| "\tif (!window.requirejs) {\n", | |
| "\t on_load();\n", | |
| "\t}\n", | |
| "\tcontinue;\n", | |
| " }\n", | |
| " var element = document.createElement('script');\n", | |
| " element.onload = on_load;\n", | |
| " element.onerror = on_error;\n", | |
| " element.async = false;\n", | |
| " element.src = url;\n", | |
| " element.type = \"module\";\n", | |
| " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.head.appendChild(element);\n", | |
| " }\n", | |
| " for (const name in js_exports) {\n", | |
| " var url = js_exports[name];\n", | |
| " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", | |
| "\tif (!window.requirejs) {\n", | |
| "\t on_load();\n", | |
| "\t}\n", | |
| "\tcontinue;\n", | |
| " }\n", | |
| " var element = document.createElement('script');\n", | |
| " element.onerror = on_error;\n", | |
| " element.async = false;\n", | |
| " element.type = \"module\";\n", | |
| " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " element.textContent = `\n", | |
| " import ${name} from \"${url}\"\n", | |
| " window.${name} = ${name}\n", | |
| " window._bokeh_on_load()\n", | |
| " `\n", | |
| " document.head.appendChild(element);\n", | |
| " }\n", | |
| " if (!js_urls.length && !js_modules.length) {\n", | |
| " on_load()\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", | |
| " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.holoviz.org/panel/1.3.1/dist/panel.min.js\"];\n", | |
| " var js_modules = [];\n", | |
| " var js_exports = {};\n", | |
| " var css_urls = [];\n", | |
| " var inline_js = [ function(Bokeh) {\n", | |
| " Bokeh.set_log_level(\"info\");\n", | |
| " },\n", | |
| "function(Bokeh) {} // ensure no trailing comma for IE\n", | |
| " ];\n", | |
| "\n", | |
| " function run_inline_js() {\n", | |
| " if ((root.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i].call(root, root.Bokeh);\n", | |
| " }\n", | |
| " // Cache old bokeh versions\n", | |
| " if (Bokeh != undefined && !reloading) {\n", | |
| "\tvar NewBokeh = root.Bokeh;\n", | |
| "\tif (Bokeh.versions === undefined) {\n", | |
| "\t Bokeh.versions = new Map();\n", | |
| "\t}\n", | |
| "\tif (NewBokeh.version !== Bokeh.version) {\n", | |
| "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", | |
| "\t}\n", | |
| "\troot.Bokeh = Bokeh;\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", | |
| " }\n", | |
| " root._bokeh_is_initializing = false\n", | |
| " }\n", | |
| "\n", | |
| " function load_or_wait() {\n", | |
| " // Implement a backoff loop that tries to ensure we do not load multiple\n", | |
| " // versions of Bokeh and its dependencies at the same time.\n", | |
| " // In recent versions we use the root._bokeh_is_initializing flag\n", | |
| " // to determine whether there is an ongoing attempt to initialize\n", | |
| " // bokeh, however for backward compatibility we also try to ensure\n", | |
| " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", | |
| " // before older versions are fully initialized.\n", | |
| " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", | |
| " root._bokeh_is_initializing = false;\n", | |
| " root._bokeh_onload_callbacks = undefined;\n", | |
| " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", | |
| " load_or_wait();\n", | |
| " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", | |
| " setTimeout(load_or_wait, 100);\n", | |
| " } else {\n", | |
| " Bokeh = root.Bokeh;\n", | |
| " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", | |
| " root._bokeh_is_initializing = true\n", | |
| " root._bokeh_onload_callbacks = []\n", | |
| " if (!reloading && (!bokeh_loaded || is_dev)) {\n", | |
| "\troot.Bokeh = undefined;\n", | |
| " }\n", | |
| " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", | |
| "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| "\trun_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }\n", | |
| " // Give older versions of the autoload script a head-start to ensure\n", | |
| " // they initialize before we start loading newer version.\n", | |
| " setTimeout(load_or_wait, 100)\n", | |
| "}(window));" | |
| ], | |
| "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.3.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\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 window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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 var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.holoviz.org/panel/1.3.1/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n Bokeh = root.Bokeh;\n bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n if (!reloading && (!bokeh_loaded || is_dev)) {\n\troot.Bokeh = undefined;\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "\n", | |
| "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n", | |
| " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| " function JupyterCommManager() {\n", | |
| " }\n", | |
| "\n", | |
| " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n", | |
| " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", | |
| " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", | |
| " comm_manager.register_target(comm_id, function(comm) {\n", | |
| " comm.on_msg(msg_handler);\n", | |
| " });\n", | |
| " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n", | |
| " window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n", | |
| " comm.onMsg = msg_handler;\n", | |
| " });\n", | |
| " } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n", | |
| " google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n", | |
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| " function processIteratorResult(result) {\n", | |
| " var message = result.value;\n", | |
| " console.log(message)\n", | |
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| " for (var buffer of message.buffers || []) {\n", | |
| " buffers.push(new DataView(buffer))\n", | |
| " }\n", | |
| " var metadata = message.metadata || {};\n", | |
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| " return messages.next().then(processIteratorResult);\n", | |
| " }\n", | |
| " return messages.next().then(processIteratorResult);\n", | |
| " })\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n", | |
| " if (comm_id in window.PyViz.comms) {\n", | |
| " return window.PyViz.comms[comm_id];\n", | |
| " } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", | |
| " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", | |
| " var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n", | |
| " if (msg_handler) {\n", | |
| " comm.on_msg(msg_handler);\n", | |
| " }\n", | |
| " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n", | |
| " var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n", | |
| " comm.open();\n", | |
| " if (msg_handler) {\n", | |
| " comm.onMsg = msg_handler;\n", | |
| " }\n", | |
| " } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n", | |
| " var comm_promise = google.colab.kernel.comms.open(comm_id)\n", | |
| " comm_promise.then((comm) => {\n", | |
| " window.PyViz.comms[comm_id] = comm;\n", | |
| " if (msg_handler) {\n", | |
| " var messages = comm.messages[Symbol.asyncIterator]();\n", | |
| " function processIteratorResult(result) {\n", | |
| " var message = result.value;\n", | |
| " var content = {data: message.data};\n", | |
| " var metadata = message.metadata || {comm_id};\n", | |
| " var msg = {content, metadata}\n", | |
| " msg_handler(msg);\n", | |
| " return messages.next().then(processIteratorResult);\n", | |
| " }\n", | |
| " return messages.next().then(processIteratorResult);\n", | |
| " }\n", | |
| " }) \n", | |
| " var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n", | |
| " return comm_promise.then((comm) => {\n", | |
| " comm.send(data, metadata, buffers, disposeOnDone);\n", | |
| " });\n", | |
| " };\n", | |
| " var comm = {\n", | |
| " send: sendClosure\n", | |
| " };\n", | |
| " }\n", | |
| " window.PyViz.comms[comm_id] = comm;\n", | |
| " return comm;\n", | |
| " }\n", | |
| " window.PyViz.comm_manager = new JupyterCommManager();\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| "var JS_MIME_TYPE = 'application/javascript';\n", | |
| "var HTML_MIME_TYPE = 'text/html';\n", | |
| "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n", | |
| "var CLASS_NAME = 'output';\n", | |
| "\n", | |
| "/**\n", | |
| " * Render data to the DOM node\n", | |
| " */\n", | |
| "function render(props, node) {\n", | |
| " var div = document.createElement(\"div\");\n", | |
| " var script = document.createElement(\"script\");\n", | |
| " node.appendChild(div);\n", | |
| " node.appendChild(script);\n", | |
| "}\n", | |
| "\n", | |
| "/**\n", | |
| " * Handle when a new output is added\n", | |
| " */\n", | |
| "function handle_add_output(event, handle) {\n", | |
| " var output_area = handle.output_area;\n", | |
| " var output = handle.output;\n", | |
| " if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", | |
| " return\n", | |
| " }\n", | |
| " var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", | |
| " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", | |
| " if (id !== undefined) {\n", | |
| " var nchildren = toinsert.length;\n", | |
| " var html_node = toinsert[nchildren-1].children[0];\n", | |
| " html_node.innerHTML = output.data[HTML_MIME_TYPE];\n", | |
| " var scripts = [];\n", | |
| " var nodelist = html_node.querySelectorAll(\"script\");\n", | |
| " for (var i in nodelist) {\n", | |
| " if (nodelist.hasOwnProperty(i)) {\n", | |
| " scripts.push(nodelist[i])\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " scripts.forEach( function (oldScript) {\n", | |
| " var newScript = document.createElement(\"script\");\n", | |
| " var attrs = [];\n", | |
| " var nodemap = oldScript.attributes;\n", | |
| " for (var j in nodemap) {\n", | |
| " if (nodemap.hasOwnProperty(j)) {\n", | |
| " attrs.push(nodemap[j])\n", | |
| " }\n", | |
| " }\n", | |
| " attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n", | |
| " newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n", | |
| " oldScript.parentNode.replaceChild(newScript, oldScript);\n", | |
| " });\n", | |
| " if (JS_MIME_TYPE in output.data) {\n", | |
| " toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n", | |
| " }\n", | |
| " output_area._hv_plot_id = id;\n", | |
| " if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n", | |
| " window.PyViz.plot_index[id] = Bokeh.index[id];\n", | |
| " } else {\n", | |
| " window.PyViz.plot_index[id] = null;\n", | |
| " }\n", | |
| " } else 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].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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", | |
| "/**\n", | |
| " * Handle when an output is cleared or removed\n", | |
| " */\n", | |
| "function handle_clear_output(event, handle) {\n", | |
| " var id = handle.cell.output_area._hv_plot_id;\n", | |
| " var server_id = handle.cell.output_area._bokeh_server_id;\n", | |
| " if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n", | |
| " var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n", | |
| " if (server_id !== null) {\n", | |
| " comm.send({event_type: 'server_delete', 'id': server_id});\n", | |
| " return;\n", | |
| " } else if (comm !== null) {\n", | |
| " comm.send({event_type: 'delete', 'id': id});\n", | |
| " }\n", | |
| " delete PyViz.plot_index[id];\n", | |
| " if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n", | |
| " var doc = window.Bokeh.index[id].model.document\n", | |
| " doc.clear();\n", | |
| " const i = window.Bokeh.documents.indexOf(doc);\n", | |
| " if (i > -1) {\n", | |
| " window.Bokeh.documents.splice(i, 1);\n", | |
| " }\n", | |
| " }\n", | |
| "}\n", | |
| "\n", | |
| "/**\n", | |
| " * Handle kernel restart event\n", | |
| " */\n", | |
| "function handle_kernel_cleanup(event, handle) {\n", | |
| " delete PyViz.comms[\"hv-extension-comm\"];\n", | |
| " window.PyViz.plot_index = {}\n", | |
| "}\n", | |
| "\n", | |
| "/**\n", | |
| " * Handle update_display_data messages\n", | |
| " */\n", | |
| "function handle_update_output(event, handle) {\n", | |
| " handle_clear_output(event, {cell: {output_area: handle.output_area}})\n", | |
| " handle_add_output(event, handle)\n", | |
| "}\n", | |
| "\n", | |
| "function register_renderer(events, OutputArea) {\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[0]);\n", | |
| " element.append(toinsert);\n", | |
| " return toinsert\n", | |
| " }\n", | |
| "\n", | |
| " events.on('output_added.OutputArea', handle_add_output);\n", | |
| " events.on('output_updated.OutputArea', handle_update_output);\n", | |
| " events.on('clear_output.CodeCell', handle_clear_output);\n", | |
| " events.on('delete.Cell', handle_clear_output);\n", | |
| " events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n", | |
| "\n", | |
| " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", | |
| " safe: true,\n", | |
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| " var events = require('base/js/events');\n", | |
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| "*[data-root-id] > * {\n", | |
| " box-sizing: border-box;\n", | |
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| " > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n", | |
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| " style='height:25px; border-radius:12px; display: inline-block; float: left; vertical-align: middle'></img>\n", | |
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| " style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "</div>\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from typing import Optional\n", | |
| "\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "\n", | |
| "import holoviews as hv\n", | |
| "from holoviews import dim\n", | |
| "\n", | |
| "from bokeh.sampledata.autompg import autompg as df\n", | |
| "\n", | |
| "hv.extension('bokeh')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "7cecd50b-5bae-4656-a044-ea7cd85831b5", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def plot(df: pd.DataFrame, date_label: str, hue_label: str, param_label: str, title: str = \"\") -> hv.BoxWhisker:\n", | |
| " boxwhisker = hv.BoxWhisker(df, [date_label, hue_label], param_label, label=title)\n", | |
| " boxwhisker.opts(\n", | |
| " show_legend=False,\n", | |
| " width=600,\n", | |
| " box_fill_color=dim(hue_label).str(),\n", | |
| " cmap='Set1',\n", | |
| " show_grid=True\n", | |
| " )\n", | |
| " return boxwhisker" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "48e9bc94-762c-4ae9-95a9-8489cfb79fc0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>mpg</th>\n", | |
| " <th>cyl</th>\n", | |
| " <th>displ</th>\n", | |
| " <th>hp</th>\n", | |
| " <th>weight</th>\n", | |
| " <th>accel</th>\n", | |
| " <th>yr</th>\n", | |
| " <th>origin</th>\n", | |
| " <th>name</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>18.0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>307.0</td>\n", | |
| " <td>130</td>\n", | |
| " <td>3504</td>\n", | |
| " <td>12.0</td>\n", | |
| " <td>70</td>\n", | |
| " <td>1</td>\n", | |
| " <td>chevrolet chevelle malibu</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>15.0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>350.0</td>\n", | |
| " <td>165</td>\n", | |
| " <td>3693</td>\n", | |
| " <td>11.5</td>\n", | |
| " <td>70</td>\n", | |
| " <td>1</td>\n", | |
| " <td>buick skylark 320</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>18.0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>318.0</td>\n", | |
| " <td>150</td>\n", | |
| " <td>3436</td>\n", | |
| " <td>11.0</td>\n", | |
| " <td>70</td>\n", | |
| " <td>1</td>\n", | |
| " <td>plymouth satellite</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>16.0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>304.0</td>\n", | |
| " <td>150</td>\n", | |
| " <td>3433</td>\n", | |
| " <td>12.0</td>\n", | |
| " <td>70</td>\n", | |
| " <td>1</td>\n", | |
| " <td>amc rebel sst</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>17.0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>302.0</td>\n", | |
| " <td>140</td>\n", | |
| " <td>3449</td>\n", | |
| " <td>10.5</td>\n", | |
| " <td>70</td>\n", | |
| " <td>1</td>\n", | |
| " <td>ford torino</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " mpg cyl displ hp weight accel yr origin name\n", | |
| "0 18.0 8 307.0 130 3504 12.0 70 1 chevrolet chevelle malibu\n", | |
| "1 15.0 8 350.0 165 3693 11.5 70 1 buick skylark 320\n", | |
| "2 18.0 8 318.0 150 3436 11.0 70 1 plymouth satellite\n", | |
| "3 16.0 8 304.0 150 3433 12.0 70 1 amc rebel sst\n", | |
| "4 17.0 8 302.0 140 3449 10.5 70 1 ford torino" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "3b76ee1d-b2bd-41a5-94b2-5b2d19f392ad", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "date_label = \"cyl\"\n", | |
| "hue_label = \"origin\"\n", | |
| "param_label = \"mpg\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "715b4207-b3e5-4bf1-af30-43559ba20316", | |
| "metadata": {}, | |
| "source": [ | |
| "# Without filling\n", | |
| "\n", | |
| "Original example from https://holoviews.org/gallery/demos/bokeh/boxplot_chart.html" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "83b9e76f-f416-41fc-9c59-ecc16cf4c8bf", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "3 [3]\n", | |
| "4 [3 2 1]\n", | |
| "5 [2]\n", | |
| "6 [1 3 2]\n", | |
| "8 [1]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for date, df_date in df.groupby(by=date_label):\n", | |
| " print(date, df_date[hue_label].unique())" | |
| ] | |
| }, | |
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| |
| " var render_items = [{\"docid\":\"e512ba85-725c-40cb-aec6-46332411baff\",\"roots\":{\"p1004\":\"a2c5cfeb-2bb1-4821-9f96-6230a8c77863\"},\"root_ids\":[\"p1004\"]}];\n", | |
| " var docs = Object.values(docs_json)\n", | |
| " if (!docs) {\n", | |
| " return\n", | |
| " }\n", | |
| " const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n", | |
| " const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n", | |
| " function embed_document(root) {\n", | |
| " var Bokeh = get_bokeh(root)\n", | |
| " Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", | |
| " for (const render_item of render_items) {\n", | |
| " for (const root_id of render_item.root_ids) {\n", | |
| "\tconst id_el = document.getElementById(root_id)\n", | |
| "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n", | |
| "\t const root_el = id_el.children[0]\n", | |
| "\t root_el.id = root_el.id + '-rendered'\n", | |
| "\t}\n", | |
| " }\n", | |
| " }\n", | |
| " }\n", | |
| " function get_bokeh(root) {\n", | |
| " if (root.Bokeh === undefined) {\n", | |
| " return null\n", | |
| " } else if (root.Bokeh.version !== py_version && !is_dev) {\n", | |
| " if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n", | |
| "\treturn null\n", | |
| " }\n", | |
| " return root.Bokeh.versions.get(py_version);\n", | |
| " } else if (root.Bokeh.version === py_version) {\n", | |
| " return root.Bokeh\n", | |
| " }\n", | |
| " return null\n", | |
| " }\n", | |
| " function is_loaded(root) {\n", | |
| " var Bokeh = get_bokeh(root)\n", | |
| " return (Bokeh != null && Bokeh.Panel !== undefined)\n", | |
| " }\n", | |
| " if (is_loaded(root)) {\n", | |
| " embed_document(root);\n", | |
| " } else {\n", | |
| " var attempts = 0;\n", | |
| " var timer = setInterval(function(root) {\n", | |
| " if (is_loaded(root)) {\n", | |
| " clearInterval(timer);\n", | |
| " embed_document(root);\n", | |
| " } else if (document.readyState == \"complete\") {\n", | |
| " attempts++;\n", | |
| " if (attempts > 200) {\n", | |
| " clearInterval(timer);\n", | |
| "\t var Bokeh = get_bokeh(root)\n", | |
| "\t if (Bokeh == null || Bokeh.Panel == null) {\n", | |
| " console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n", | |
| "\t } else {\n", | |
| "\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n", | |
| "\t embed_document(root)\n", | |
| "\t }\n", | |
| " }\n", | |
| " }\n", | |
| " }, 25, root)\n", | |
| " }\n", | |
| "})(window);</script>" | |
| ], | |
| "text/plain": [ | |
| ":BoxWhisker [cyl,origin] (mpg)" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": { | |
| "application/vnd.holoviews_exec.v0+json": { | |
| "id": "p1004" | |
| } | |
| }, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "plot(df=df, date_label=date_label, hue_label=hue_label, param_label=param_label, title=\"Without filling\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "4c4d0c9b-1d5c-4eee-9900-f57a2a71970e", | |
| "metadata": {}, | |
| "source": [ | |
| "# With filling\n", | |
| "\n", | |
| "Add nulls to prettify plot (equdistant axis ticks)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "26f1f129-e1e5-43bf-979b-c3f20b07374c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def fill_na(df: pd.DataFrame, date_label: str, hue_label: str):\n", | |
| " # Convert to pandas nullable types\n", | |
| " # See also https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.convert_dtypes.html\n", | |
| " # for col in df.columns:\n", | |
| " # if df[col].dtype == \"float64\":\n", | |
| " # df[col] = df[col].astype(\"Float64\")\n", | |
| " # elif df[col].dtype == \"int64\":\n", | |
| " # df[col] = df[col].astype(\"Int64\")\n", | |
| " # elif df[col].dtype == \"object\":\n", | |
| " # df[col] = df[col].astype(\"string\")\n", | |
| " df = df.convert_dtypes()\n", | |
| " \n", | |
| " # Add null hues on current date\n", | |
| " uique_hues = set(sorted(df[hue_label].unique()))\n", | |
| " for date, df_date in df.groupby(by=date_label):\n", | |
| " date_hue = set(df_date[hue_label].unique())\n", | |
| " missing_hues = uique_hues - date_hue\n", | |
| " for hue in missing_hues:\n", | |
| " new_row = pd.Series(df.columns.shape[0] * [pd.NA, ], index=df.columns)\n", | |
| " new_row[date_label] = date\n", | |
| " new_row[hue_label] = hue\n", | |
| " df = pd.concat([df, new_row.set_axis(df.columns).to_frame().T.astype(df.dtypes)], ignore_index=True)\n", | |
| " #df.loc[len(df)] = new_row.values\n", | |
| "\n", | |
| " # Add null dates\n", | |
| " unique_dates = set(sorted(df[date_label].unique()))\n", | |
| " min_date = min(unique_dates)\n", | |
| " max_date = max(unique_dates)\n", | |
| " equidistant_dates = set(range(min_date, max_date + 1))\n", | |
| " missing_dates = equidistant_dates - unique_dates\n", | |
| " for date in missing_dates:\n", | |
| " for hue in uique_hues:\n", | |
| " new_row = pd.Series(df.columns.shape[0] * [pd.NA, ], index=df.columns)\n", | |
| " new_row[date_label] = date\n", | |
| " new_row[hue_label] = hue\n", | |
| " df = pd.concat([df, new_row.set_axis(df.columns).to_frame().T.astype(df.dtypes)], ignore_index=True)\n", | |
| " #df.loc[len(df)] = new_row.values\n", | |
| " \n", | |
| " # for date, df_date in df.groupby(by=date_label):\n", | |
| " # print(date, df_date[hue_label].unique())\n", | |
| " return df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "54a4ce02-d66c-4806-82dd-7e8af71931ce", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "3 <IntegerArray>\n", | |
| "[3, 1, 2]\n", | |
| "Length: 3, dtype: Int64\n", | |
| "4 <IntegerArray>\n", | |
| "[3, 2, 1]\n", | |
| "Length: 3, dtype: Int64\n", | |
| "5 <IntegerArray>\n", | |
| "[2, 1, 3]\n", | |
| "Length: 3, dtype: Int64\n", | |
| "6 <IntegerArray>\n", | |
| "[1, 3, 2]\n", | |
| "Length: 3, dtype: Int64\n", | |
| "7 <IntegerArray>\n", | |
| "[1, 2, 3]\n", | |
| "Length: 3, dtype: Int64\n", | |
| "8 <IntegerArray>\n", | |
| "[1, 2, 3]\n", | |
| "Length: 3, dtype: Int64\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df = fill_na(df, date_label, hue_label)\n", | |
| "\n", | |
| "for date, df_date in df.groupby(by=date_label):\n", | |
| " print(date, df_date[hue_label].unique())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "40bbc7c7-730b-45ce-ad16-695781ce8a11", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": {}, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.holoviews_exec.v0+json": "", | |
| "text/html": [ | |
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fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n", | |
| " var render_items = [{\"docid\":\"c7e769b9-dec6-4b35-aedb-4a0f0cfe8978\",\"roots\":{\"p1148\":\"e920b61c-4f08-4574-b80a-a7abb049b9b0\"},\"root_ids\":[\"p1148\"]}];\n", | |
| " var docs = Object.values(docs_json)\n", | |
| " if (!docs) {\n", | |
| " return\n", | |
| " }\n", | |
| " const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n", | |
| " const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n", | |
| " function embed_document(root) {\n", | |
| " var Bokeh = get_bokeh(root)\n", | |
| " Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", | |
| " for (const render_item of render_items) {\n", | |
| " for (const root_id of render_item.root_ids) {\n", | |
| "\tconst id_el = document.getElementById(root_id)\n", | |
| "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n", | |
| "\t const root_el = id_el.children[0]\n", | |
| "\t root_el.id = root_el.id + '-rendered'\n", | |
| "\t}\n", | |
| " }\n", | |
| " }\n", | |
| " }\n", | |
| " function get_bokeh(root) {\n", | |
| " if (root.Bokeh === undefined) {\n", | |
| " return null\n", | |
| " } else if (root.Bokeh.version !== py_version && !is_dev) {\n", | |
| " if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n", | |
| "\treturn null\n", | |
| " }\n", | |
| " return root.Bokeh.versions.get(py_version);\n", | |
| " } else if (root.Bokeh.version === py_version) {\n", | |
| " return root.Bokeh\n", | |
| " }\n", | |
| " return null\n", | |
| " }\n", | |
| " function is_loaded(root) {\n", | |
| " var Bokeh = get_bokeh(root)\n", | |
| " return (Bokeh != null && Bokeh.Panel !== undefined)\n", | |
| " }\n", | |
| " if (is_loaded(root)) {\n", | |
| " embed_document(root);\n", | |
| " } else {\n", | |
| " var attempts = 0;\n", | |
| " var timer = setInterval(function(root) {\n", | |
| " if (is_loaded(root)) {\n", | |
| " clearInterval(timer);\n", | |
| " embed_document(root);\n", | |
| " } else if (document.readyState == \"complete\") {\n", | |
| " attempts++;\n", | |
| " if (attempts > 200) {\n", | |
| " clearInterval(timer);\n", | |
| "\t var Bokeh = get_bokeh(root)\n", | |
| "\t if (Bokeh == null || Bokeh.Panel == null) {\n", | |
| " console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n", | |
| "\t } else {\n", | |
| "\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n", | |
| "\t embed_document(root)\n", | |
| "\t }\n", | |
| " }\n", | |
| " }\n", | |
| " }, 25, root)\n", | |
| " }\n", | |
| "})(window);</script>" | |
| ], | |
| "text/plain": [ | |
| ":BoxWhisker [cyl,origin] (mpg)" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": { | |
| "application/vnd.holoviews_exec.v0+json": { | |
| "id": "p1148" | |
| } | |
| }, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "plot(df=df, date_label=date_label, hue_label=hue_label, param_label=param_label, title=\"With filling\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "cab7353c-8dca-4c40-b36e-3a9ca3f4f5ad", | |
| "metadata": {}, | |
| "source": [ | |
| "See also:\n", | |
| "\n", | |
| "1. https://holoviews.org/gallery/demos/bokeh/boxplot_chart.html\n", | |
| "2. https://holoviews.org/reference/elements/bokeh/BoxWhisker.html\n", | |
| "3. Add line to holoviews plot https://discourse.holoviz.org/t/recreate-seaborn-boxplot-with-multiple-categories-with-holoview-of-bokeh/3224/2\n", | |
| "4. https://docs.bokeh.org/en/dev-3.4/docs/examples/topics/stats/boxplot.html" | |
| ] | |
| } | |
| ], | |
| "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": "3.11.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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