{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "9c91f808-db1e-447b-8d46-c924adf2ce6c", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/javascript": [ "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", " var py_version = '3.2.2'.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/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/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/1.2.3/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/1.2.3/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-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/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 = '3.2.2'.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/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/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/1.2.3/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/1.2.3/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-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/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", " var messages = comm.messages[Symbol.asyncIterator]();\n", " function processIteratorResult(result) {\n", " var message = result.value;\n", " console.log(message)\n", " var content = {data: message.data, comm_id};\n", " var buffers = []\n", " for (var buffer of message.buffers || []) {\n", " buffers.push(new DataView(buffer))\n", " }\n", " var metadata = message.metadata || {};\n", " var msg = {content, buffers, metadata}\n", " msg_handler(msg);\n", " 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", " index: 0\n", " });\n", "}\n", "\n", "if (window.Jupyter !== undefined) {\n", " try {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " } catch(err) {\n", " }\n", "}\n" ], "application/vnd.holoviews_load.v0+json": "\nif ((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 var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n 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\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction 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 */\nfunction 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 */\nfunction 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 */\nfunction 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 */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction 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 index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", " var py_version = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", " var reloading = true;\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/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/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/1.2.3/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/1.2.3/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 = [];\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 = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = true;\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/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/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/1.2.3/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/1.2.3/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 = [];\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", " var messages = comm.messages[Symbol.asyncIterator]();\n", " function processIteratorResult(result) {\n", " var message = result.value;\n", " console.log(message)\n", " var content = {data: message.data, comm_id};\n", " var buffers = []\n", " for (var buffer of message.buffers || []) {\n", " buffers.push(new DataView(buffer))\n", " }\n", " var metadata = message.metadata || {};\n", " var msg = {content, buffers, metadata}\n", " msg_handler(msg);\n", " 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", " index: 0\n", " });\n", "}\n", "\n", "if (window.Jupyter !== undefined) {\n", " try {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " } catch(err) {\n", " }\n", "}\n" ], "application/vnd.holoviews_load.v0+json": "\nif ((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 var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n 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\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction 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 */\nfunction 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 */\nfunction 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 */\nfunction 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 */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction 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 index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Starting new cluster.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "%matplotlib inline\n", "from new_import import *\n", "\n", "\n", "# Dask gateway\n", "cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1,4))\n", "dc = datacube.Datacube()\n", "\n", "\n", "# Configure s3 access\n", "configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "4404b959-1bc3-463c-87d1-00a113994916", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "

Dataset size: 21.60 GB

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 33, y: 8874, x: 9902)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2022-09-06T22:46:14.500000 ... 2023-09...\n",
       "  * y            (y) float64 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
       "  * x            (x) float64 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
       "    spatial_ref  int32 32648\n",
       "Data variables:\n",
       "    vv           (time, y, x) float32 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    vh           (time, y, x) float32 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "Attributes:\n",
       "    crs:           EPSG:32648\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 33, y: 8874, x: 9902)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2022-09-06T22:46:14.500000 ... 2023-09...\n", " * y (y) float64 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n", " * x (x) float64 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n", " spatial_ref int32 32648\n", "Data variables:\n", " vv (time, y, x) float32 dask.array\n", " vh (time, y, x) float32 dask.array\n", "Attributes:\n", " crs: EPSG:32648\n", " grid_mapping: spatial_ref" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = dc.load(\n", " product=\"sentinel1_grd_gamma0_20m\",\n", " x=(105.5, 106.4),\n", " y=(9.2, 10.0),\n", " time=(\"2022-09-01\", \"2023-10-01\"),\n", " measurements=[\"vv\", \"vh\"],\n", " output_crs=\"EPSG:32648\",\n", " resolution=(-10,10),\n", " dask_chunks={\"x\":2048, \"y\":2048},\n", " skip_broken_datasets=True,\n", " group_by=\"solar_day\"\n", ")\n", "notebook_utils.heading(notebook_utils.xarray_object_size(ds))\n", "ds" ] }, { "cell_type": "code", "execution_count": 18, "id": "ed0aa91a-808f-4189-9c20-0ba8ea1a05e5", "metadata": { "tags": [] }, "outputs": [], "source": [ "vh = ds.vh.resample(time='1M').mean().persist()\n", "vh = vh.compute()\n", "vv = ds.vv.resample(time='1M').mean().persist()\n", "vv = vv.compute()\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "bd76d709-8658-48c0-86e2-de7ce1269ba0", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'vv' ()>\n",
       "array(-79.01979828)\n",
       "Coordinates:\n",
       "    spatial_ref  int32 32648
" ], "text/plain": [ "\n", "array(-79.01979828)\n", "Coordinates:\n", " spatial_ref int32 32648" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vv.min()" ] }, { "cell_type": "code", "execution_count": 33, "id": "0021c47b-fef2-4633-9bec-cee1867eb0e7", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot the data\n", "plt.imshow(vh.isel(time=0), cmap='viridis', vmin=0, vmax=1)\n", "plt.colorbar() # Add colorbar for reference\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e467aed8-ce6c-45d4-a327-2dd0fc7aef41", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }