D3_panel_dash_ex.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7580e92c-38a8-4c11-9136-6ec4586adc71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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 = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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));"
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     "metadata": {},
     "output_type": "display_data"
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       "  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        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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  } 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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": [
       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(> .cell-output-ipywidget-background\n",
       "    > .lm-Widget\n",
       "    > *[data-root-id]),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "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 = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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));"
      ],
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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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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"
    },
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     "data": {
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       "    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",
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       "    var bk_div = document.createElement(\"div\");\n",
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       "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": [
       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(> .cell-output-ipywidget-background\n",
       "    > .lm-Widget\n",
       "    > *[data-root-id]),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import panel as pn\n",
    "import hvplot.pandas\n",
    "import numpy as np\n",
    "pn.extension(design='material')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0b9bacf5-d2a5-4884-8735-bdd2b690b083",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib ipympl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "59deb35d-2829-494c-9f45-98a6d613226b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycromanager import Core"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f80ea03-a808-4ccc-92a6-01299064fdad",
   "metadata": {},
   "outputs": [],
   "source": [
    "core=Core()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6bb01caa-5f75-43a5-bcf4-9c3d132fb705",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1389da05-706d-409d-a4aa-1c5850ce92f4",
   "metadata": {
    "tags": []
   },
   "source": [
    "# test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7d402911-27b1-4e8c-beb7-1bb1b4c9167f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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 = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/material-components-web@7.0.0/dist/material-components-web.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://fonts.googleapis.com/css?family=Roboto:300,400,500\", \"https://fonts.googleapis.com/css?family=Material+Icons&display=block\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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",
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       "  var render_items = [{\"docid\":\"b1b00094-0de5-4961-b7d0-99b11bcae6ae\",\"roots\":{\"caf29868-71d2-46e0-adc2-a78cff266010\":\"c7cf6757-123c-425b-8d9f-3dea04d4cf2e\"},\"root_ids\":[\"caf29868-71d2-46e0-adc2-a78cff266010\"]}];\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",
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     "data": {
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       "<div>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>Temperature</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Light</th>\n",
       "      <th>CO2</th>\n",
       "      <th>HumidityRatio</th>\n",
       "      <th>Occupancy</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-02-10 09:29:00</th>\n",
       "      <td>21.05</td>\n",
       "      <td>36.0975</td>\n",
       "      <td>433.0</td>\n",
       "      <td>787.250000</td>\n",
       "      <td>0.005579</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-10 09:29:59</th>\n",
       "      <td>21.05</td>\n",
       "      <td>35.9950</td>\n",
       "      <td>433.0</td>\n",
       "      <td>789.500000</td>\n",
       "      <td>0.005563</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-10 09:30:59</th>\n",
       "      <td>21.10</td>\n",
       "      <td>36.0950</td>\n",
       "      <td>433.0</td>\n",
       "      <td>798.500000</td>\n",
       "      <td>0.005596</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-10 09:32:00</th>\n",
       "      <td>21.10</td>\n",
       "      <td>36.2600</td>\n",
       "      <td>433.0</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-10 09:33:00</th>\n",
       "      <td>21.10</td>\n",
       "      <td>36.2000</td>\n",
       "      <td>447.0</td>\n",
       "      <td>821.000000</td>\n",
       "      <td>0.005612</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Temperature  Humidity  Light         CO2  HumidityRatio  \\\n",
       "date                                                                           \n",
       "2015-02-10 09:29:00        21.05   36.0975  433.0  787.250000       0.005579   \n",
       "2015-02-10 09:29:59        21.05   35.9950  433.0  789.500000       0.005563   \n",
       "2015-02-10 09:30:59        21.10   36.0950  433.0  798.500000       0.005596   \n",
       "2015-02-10 09:32:00        21.10   36.2600  433.0  820.333333       0.005621   \n",
       "2015-02-10 09:33:00        21.10   36.2000  447.0  821.000000       0.005612   \n",
       "\n",
       "                     Occupancy  \n",
       "date                            \n",
       "2015-02-10 09:29:00          1  \n",
       "2015-02-10 09:29:59          1  \n",
       "2015-02-10 09:30:59          1  \n",
       "2015-02-10 09:32:00          1  \n",
       "2015-02-10 09:33:00          1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "pn.extension(design='material')\n",
    "\n",
    "csv_file = (\"https://raw.githubusercontent.com/holoviz/panel/main/examples/assets/occupancy.csv\")\n",
    "data = pd.read_csv(csv_file, parse_dates=[\"date\"], index_col=\"date\")\n",
    "\n",
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87db7918-a421-4a90-8ce4-b31c3d05459a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8e2152d8-244e-49d0-935f-3181742b9f1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_data(variable, window, sigma):\n",
    "    ''' Calculates the rolling average and the outliers '''\n",
    "    avg = data[variable].rolling(window=window).mean()\n",
    "    residual = data[variable] - avg\n",
    "    std = residual.rolling(window=window).std()\n",
    "    outliers = np.abs(residual) > std * sigma\n",
    "    return avg, avg[outliers]\n",
    "\n",
    "def create_plot(variable=\"Temperature\", window=30, sigma=10):\n",
    "    ''' Plots the rolling average and the outliers '''\n",
    "    avg, highlight = transform_data(variable, window, sigma)\n",
    "    return avg.hvplot(height=300, width=400, legend=False) * highlight.hvplot.scatter(\n",
    "        color=\"orange\", padding=0.1, legend=False\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "781565d5-9dd8-4983-8405-c099b06098e3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
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       "<div id='e448f2e5-57b1-490d-a78f-7f1350d8bd96'>\n",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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      ],
      "text/plain": [
       ":Overlay\n",
       "   .Curve.Temperature   :Curve   [date]   (Temperature)\n",
       "   .Scatter.Temperature :Scatter   [date]   (Temperature)"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "e448f2e5-57b1-490d-a78f-7f1350d8bd96"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "create_plot(variable='Temperature', window=20, sigma=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "243cd923-f1bb-45c2-a8f0-d8d024ac7bc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "variable_widget = pn.widgets.Select(name=\"variable\", value=\"Temperature\", options=list(data.columns))\n",
    "window_widget = pn.widgets.IntSlider(name=\"window\", value=30, start=1, end=60)\n",
    "sigma_widget = pn.widgets.IntSlider(name=\"sigma\", value=10, start=0, end=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "03a4e7a3-1dc7-4d79-b3eb-3ba815923a1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "bound_plot = pn.bind(create_plot, variable=variable_widget, window=window_widget, sigma=sigma_widget)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ffa558d6-ef27-4564-9e8a-3e7cce3a888e",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
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     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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Verdana\",\"major_label_text_font_size\":\"1.025em\"}}],\"below\":[{\"type\":\"object\",\"name\":\"DatetimeAxis\",\"id\":\"0b0736ba-9ab1-4853-bc19-5a075c96be6e\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"DatetimeTicker\",\"id\":\"dece7746-5d41-4fce-b41d-ae54666f825f\",\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"type\":\"object\",\"name\":\"AdaptiveTicker\",\"id\":\"5594a5bb-0c0d-4295-8b30-04f4f75f94c7\",\"attributes\":{\"num_minor_ticks\":0,\"mantissas\":[1,2,5],\"max_interval\":500.0}},{\"type\":\"object\",\"name\":\"AdaptiveTicker\",\"id\":\"9005236c-e124-48d5-8273-7176e2962f2c\",\"attributes\":{\"num_minor_ticks\":0,\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"min_interval\":1000.0,\"max_interval\":1800000.0}},{\"type\":\"object\",\"name\":\"AdaptiveTicker\",\"id\":\"11ee4cda-9d55-4297-9304-ce3d195a84e8\",\"attributes\":{\"num_minor_ticks\":0,\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"min_interval\":3600000.0,\"max_interval\":43200000.0}},{\"type\":\"object\",\"name\":\"DaysTicker\",\"id\":\"be503a6d-66df-4a57-8cdd-efd4913df89a\",\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]}},{\"type\":\"object\",\"name\":\"DaysTicker\",\"id\":\"adf9cbb3-da2f-409d-8a3a-6c693b32507a\",\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]}},{\"type\":\"object\",\"name\":\"DaysTicker\",\"id\":\"35decba6-0228-4067-9cdc-bebc9a47d99d\",\"attributes\":{\"days\":[1,8,15,22]}},{\"type\":\"object\",\"name\":\"DaysTicker\",\"id\":\"a39e2e88-d873-4c26-b6a3-37eda460b729\",\"attributes\":{\"days\":[1,15]}},{\"type\":\"object\",\"name\":\"MonthsTicker\",\"id\":\"97a78b02-e7a3-48fa-a3ef-a116e107694a\",\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]}},{\"type\":\"object\",\"name\":\"MonthsTicker\",\"id\":\"23bc98ea-b785-48d0-922b-f8f8a7c0f400\",\"attributes\":{\"months\":[0,2,4,6,8,10]}},{\"type\":\"object\",\"name\":\"MonthsTicker\",\"id\":\"6cdb74da-ccbd-4fdb-9501-9e96c58cc4da\",\"attributes\":{\"months\":[0,4,8]}},{\"type\":\"object\",\"name\":\"MonthsTicker\",\"id\":\"d0f41db5-7e8b-4c66-a3be-f0d52c1153ed\",\"attributes\":{\"months\":[0,6]}},{\"type\":\"object\",\"name\":\"YearsTicker\",\"id\":\"fa3251f7-14e2-47ea-b7f8-3443a4fc2448\"}]}},\"formatter\":{\"type\":\"object\",\"name\":\"DatetimeTickFormatter\",\"id\":\"6d053b14-c4d0-4b47-9079-a307856c77ad\"},\"axis_label\":\"date\",\"axis_label_standoff\":10,\"axis_label_text_font\":\"Roboto, sans-serif, Verdana\",\"axis_label_text_font_size\":\"1.25em\",\"axis_label_text_font_style\":\"normal\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"d5115fe2-47db-46e1-a59d-c48862c1fe38\"},\"major_label_text_font\":\"Roboto, sans-serif, Verdana\",\"major_label_text_font_size\":\"1.025em\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"15b85932-3e53-42bc-bfac-95af0020b808\",\"attributes\":{\"axis\":{\"id\":\"0b0736ba-9ab1-4853-bc19-5a075c96be6e\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"c9eeb1ff-3494-4452-9012-1cf381ef3504\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"1d9f88c8-75b4-4a86-af0b-66418257903c\"},\"grid_line_color\":null}}],\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\"}}]}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"cb2d489a-9756-4c33-ad01-2b976ff6393d\",\"attributes\":{\"plot_id\":\"f0b13da2-36ab-4f36-a7b2-418ed92df308\",\"comm_id\":\"ad2d78795e71427b887798bbd263265c\",\"client_comm_id\":\"a6826b7c89e64522aa8fc012c7ff16a0\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"92888b7f-2f7c-46f8-bb8a-837b73c61974\",\"roots\":{\"f0b13da2-36ab-4f36-a7b2-418ed92df308\":\"f60ca2a1-a70f-4dc3-addb-315c0cf000a3\"},\"root_ids\":[\"f0b13da2-36ab-4f36-a7b2-418ed92df308\"]}];\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": [
       "Column(design=<class 'panel.theme.materi...)\n",
       "    [0] Select(design=<class 'panel.theme.materi..., name='variable', options=['Temperature', ...], value='Temperature')\n",
       "    [1] IntSlider(design=<class 'panel.theme.materi..., end=60, name='window', start=1, value=30)\n",
       "    [2] IntSlider(design=<class 'panel.theme.materi..., end=20, name='sigma', value=10)\n",
       "    [3] ParamFunction(function, _pane=HoloViews, defer_load=False, design=<class 'panel.theme.materi...)"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "f0b13da2-36ab-4f36-a7b2-418ed92df308"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_app = pn.Column(variable_widget, window_widget, sigma_widget, bound_plot)\n",
    "\n",
    "first_app.servable()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b53eec1-510a-45bc-a596-cb4ddc39117a",
   "metadata": {
    "tags": []
   },
   "source": [
    "# snap- ipywidg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7ee3f384-e87f-4415-9447-72d3419ff12b",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1'>\n",
       "  <div id=\"baa7942a-530b-4a81-a4af-f97003990eb1\" data-root-id=\"2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"1b029c90-d36e-4640-9322-5c294b13e838\":{\"version\":\"3.1.1\",\"title\":\"Bokeh Application\",\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas 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400px));\\n}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"d690edc3-8ceb-46b2-a8f7-fed6be0fa1be\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"8045cb7f-66a7-43cb-9f2f-6a26b9b6619f\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"ac185c0b-6f2b-4d6f-bf5e-d586b885b5ed\",\"attributes\":{\"url\":\"https://cdn.jsdelivr.net/npm/material-components-web@7.0.0/dist/material-components-web.min.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"4f3f345b-6397-49e9-ba99-2337a00b3809\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"58b5b1a0-eef1-4f26-9ddc-b4aecdc79c7f\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/theme/material_variables.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"2970d2ec-008e-401d-b9bf-a8058c400502\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/theme/material.css\"}}],\"margin\":0,\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"panel.models.ipywidget.IPyWidget\",\"id\":\"a0451203-4733-4d90-8576-d74796100fe7\",\"attributes\":{\"margin\":[5,10],\"align\":\"start\",\"bundle\":{\"type\":\"map\",\"entries\":[[\"spec\",{\"type\":\"map\",\"entries\":[[\"version_major\",2],[\"version_minor\",0],[\"model_id\",\"7dcb7545d2574db19bed7e1c85586f48\"]]}],[\"state\",{\"type\":\"map\",\"entries\":[[\"version_major\",2],[\"version_minor\",0],[\"state\",{\"type\":\"map\",\"entries\":[[\"7dcb7545d2574db19bed7e1c85586f48\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"VBoxModel\"],[\"model_module\",\"@jupyter-widgets/controls\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\",\"entries\":[[\"_dom_classes\",[]],[\"children\",[\"IPY_MODEL_fb63339ae8b24f4aa4728ee6d7ca9079\",\"IPY_MODEL_c7f376df41234cff9dd6539a51be5179\"]],[\"layout\",\"IPY_MODEL_32e3691d66434c33a9d1b8176ba48720\"]]}]]}],[\"fb63339ae8b24f4aa4728ee6d7ca9079\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"ButtonModel\"],[\"model_module\",\"@jupyter-widgets/controls\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\",\"entries\":[[\"_dom_classes\",[]],[\"description\",\"Snap Image\"],[\"layout\",\"IPY_MODEL_4200e935371b4deebea16c1360b0a648\"],[\"style\",\"IPY_MODEL_316b35fd1a8340f4abc1146a2d919fa4\"]]}]]}],[\"4200e935371b4deebea16c1360b0a648\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"LayoutModel\"],[\"model_module\",\"@jupyter-widgets/base\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\"}]]}],[\"316b35fd1a8340f4abc1146a2d919fa4\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"ButtonStyleModel\"],[\"model_module\",\"@jupyter-widgets/controls\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\"}]]}],[\"c7f376df41234cff9dd6539a51be5179\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"OutputModel\"],[\"model_module\",\"@jupyter-widgets/output\"],[\"model_module_version\",\"1.0.0\"],[\"state\",{\"type\":\"map\",\"entries\":[[\"_dom_classes\",[]],[\"layout\",\"IPY_MODEL_3c25602d75884764880c4997455ebcb5\"],[\"outputs\",[]]]}]]}],[\"3c25602d75884764880c4997455ebcb5\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"LayoutModel\"],[\"model_module\",\"@jupyter-widgets/base\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\"}]]}],[\"32e3691d66434c33a9d1b8176ba48720\",{\"type\":\"map\",\"entries\":[[\"model_name\",\"LayoutModel\"],[\"model_module\",\"@jupyter-widgets/base\"],[\"model_module_version\",\"2.0.0\"],[\"state\",{\"type\":\"map\"}]]}]]}]]}]]}}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"bb8ae8a9-b5e4-4f72-a0a3-2f40e70f6360\",\"attributes\":{\"plot_id\":\"2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1\",\"comm_id\":\"bad2cfba09024773ac4d65fb2dba590f\",\"client_comm_id\":\"65ab4361b8054ec289469de64911cafe\"}},{\"type\":\"object\",\"name\":\"panel.models.location.Location\",\"id\":\"5d37c025-bb7b-4078-8042-6d72d2925780\",\"attributes\":{\"reload\":false}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"1b029c90-d36e-4640-9322-5c294b13e838\",\"roots\":{\"2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1\":\"baa7942a-530b-4a81-a4af-f97003990eb1\"},\"root_ids\":[\"2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1\"]}];\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": [
       "IPyWidget(VBox, design=<class 'panel.theme.materi...)"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "2f7306b0-17c6-48ef-ba5a-8f684a6ba3a1"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "button = widgets.Button(description=\"Snap Image\")\n",
    "output = widgets.Output()\n",
    "\n",
    "\n",
    "\n",
    "def on_button_clicked(b):\n",
    "    with output:\n",
    "        output.clear_output()\n",
    "        core.snap_image()\n",
    "        tagged_image = core.get_tagged_image()\n",
    "        height = tagged_image.tags['Height']\n",
    "        width = tagged_image.tags['Width']\n",
    "        pixels = np.reshape(tagged_image.pix,\n",
    "                        newshape=[height, width, tagged_image.pix.shape[0]//(height*width)])\n",
    "        plt.imshow(pixels)\n",
    "        plt.show()\n",
    "\n",
    "button.on_click(on_button_clicked)\n",
    "layout = widgets.VBox([button, output])\n",
    "\n",
    "pn.panel(layout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e0a96a63-4fa1-4df8-97b8-e76424cb0524",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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 = '3.1.1'.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/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.1.1/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/1.1.1/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/1.1.1/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-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/font-awesome/css/all.min.css\"];\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"
    },
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       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
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       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "  if (id !== undefined) {\n",
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       "    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",
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       "\n",
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       "    output_area._hv_plot_id = id;\n",
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       "      window.PyViz.plot_index[id] = null;\n",
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       "    var bk_div = document.createElement(\"div\");\n",
       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
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       "  events.on('output_updated.OutputArea', handle_update_output);\n",
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       "}\n",
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       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(> .cell-output-ipywidget-background\n",
       "    > .lm-Widget\n",
       "    > *[data-root-id]),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
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       "</style>"
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"4444f50a-0ca1-4b1d-85e2-ebf85e6df7a8\":{\"version\":\"3.1.1\",\"title\":\"Bokeh Application\",\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas 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}]}],\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"3cb9b7f7-8ebf-48e3-9c70-f0c72c9f6fb3\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"f0776540-cd51-42cf-8b43-a025d5bca7d6\",\"attributes\":{\"plot_id\":\"3cb9b7f7-8ebf-48e3-9c70-f0c72c9f6fb3\",\"comm_id\":\"c7f2c1a75f5044ec991f01d584270893\",\"client_comm_id\":\"fb47ffd7c6594de9a3086e88b6bc55c9\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"4444f50a-0ca1-4b1d-85e2-ebf85e6df7a8\",\"roots\":{\"3cb9b7f7-8ebf-48e3-9c70-f0c72c9f6fb3\":\"f9d536e1-f9e5-448c-be23-f586726c1991\"},\"root_ids\":[\"3cb9b7f7-8ebf-48e3-9c70-f0c72c9f6fb3\"]}];\n",
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       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "\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>"
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      "application/vnd.holoviews_exec.v0+json": {
       "id": "3cb9b7f7-8ebf-48e3-9c70-f0c72c9f6fb3"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ipywidgets as ipw\n",
    "import panel as pn\n",
    "pn.extension('ipywidgets')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "13168c25-9708-40d3-a2fa-aa9ea212377d",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"d95caf71-dd08-4b37-801f-2a68ee81d50e\":{\"version\":\"3.1.1\",\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"d95caf71-dd08-4b37-801f-2a68ee81d50e\",\"roots\":{\"58c2ff55-89b0-412e-9906-911981ba28aa\":\"dbdb53cc-2245-4b47-9fa9-f6344a6c1b36\"},\"root_ids\":[\"58c2ff55-89b0-412e-9906-911981ba28aa\"]}];\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": [
       "IPyWidget(HBox)"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "58c2ff55-89b0-412e-9906-911981ba28aa"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date   = ipw.DatePicker(description='Date')\n",
    "slider = ipw.FloatSlider(description='Float')\n",
    "play   = ipw.Play()\n",
    "\n",
    "layout1 = ipw.HBox(children=[date])\n",
    "\n",
    "pn.panel(layout1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d28e282-8c82-4e55-9d75-5b79d7beb06a",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "# snap- panel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f4ff4b4a-ce2e-44fc-a59c-55de009f9b95",
   "metadata": {},
   "outputs": [],
   "source": [
    "def snap_im():\n",
    "    core.snap_image()\n",
    "    tagged_image = core.get_tagged_image()\n",
    "    height = tagged_image.tags['Height']\n",
    "    width = tagged_image.tags['Width']\n",
    "    pixels = np.reshape(tagged_image.pix,\n",
    "                    newshape=[height, width, tagged_image.pix.shape[0]//(height*width)])\n",
    "    return pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "900a3ec0-257d-4536-90ca-f293f9fb24a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def on_button_clicked(event):\n",
    "    image = snap_im()\n",
    "    \n",
    "    plt.cla()\n",
    "    \n",
    "    fig,ax=plt.subplots()\n",
    "    obj = ax.imshow(w)\n",
    "    image_pane.object = fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a751354-7069-473f-a83c-e8c8e2a65554",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='47f74e29-7a17-4ad5-9fab-790e12e41124'>\n",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"d71d6e12-920b-4a60-80df-b781ef1c7d1d\":{\"version\":\"3.1.1\",\"title\":\"Bokeh 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I7B169ZMmzYtI0eOzODBg1NXV5dZs2Zl27Ztf/RcP//5z3P99dentrY2gwcPTm1tbZqbm7NkyZJeWDkAAEDfOqm/FzDQtbW1pampKR0dHZkyZUrGjx+ftWvXZt68eVm6dGlWrlyZmpqaI5rrG9/4Rr761a9mxIgRueaaa1JbW5s33ngj69evz4oVK3L11Vf38t4AAAD0LpF5GLfccks6Ojoyf/78TJ8+/cD2W2+9NQ8++GDuuOOOPPzww4ed57HHHstXv/rVXHHFFXniiScydOjQbuP79u0rvnYAAIC+VlWpVCr9vYiBasuWLamvr09dXV3a2toyaND/3V28a9eu1NbWplKppKOjI0OGDDnkPJ2dnTnvvPPy+uuvp729Pe9///uLr3XChAlJknXr1hWfGwAAjlfOk/ueZzJ7sGzZsiRJc3Nzt8BMkqFDh2bSpEnZs2dPVq9e3eM8zz//fF5++eVcffXVOeOMM/L000/nvvvuy7x587Jq1apeWz8AAEBfc7tsDzZt2pQkaWhoOOj42LFj09LSktbW1lx++eWHnOeXv/xlkuSss87KBRdckP/6r//qNn7ZZZfl8ccf75UrnAAAAH1JZPZgx44dSZJhw4YddLxr+/bt23ucp6OjI0ny8MMPZ/To0Xn22Wdz0UUX5ZVXXsltt92WZ555JjfccENWrFhx2DV1Xe5/pw0bNqSxsfGwPw8AANCb3C57DLoeZ62qqurxdfv37z/w+scffzyXX355Tj/99Hzwgx/MokWLcs455+SnP/2pW2cBAIDjniuZPei6Utl1RfOddu7c2e11h3LGGWckScaMGZMPf/jD3caqq6tz5ZVX5rvf/W7Wrl2biy++uMe5DvXA8qGucAIAAPQlVzJ7MG7cuCRJa2vrQcc3b96c5NDPbL5znve9730HHe+K0N///vdHs0wAAIABQ2T2YPLkyUmSlpaWdHZ2dhvbtWtXVq5cmerq6kycOLHHeS677LKcdNJJ2bx5c/bu3fuu8RdffDFJUldXV2bhAAAA/URk9qC+vj7Nzc1pb2/PggULuo3NnTs3u3fvzk033XTgOzL37duXjRs3pq2trdtrR4wYkb/6q7/Kjh07cvfdd3cb+8lPfpJnnnkmw4YNy1VXXdW7OwQAANDLqipdn17DQbW1taWpqSkdHR2ZMmVKGhsbs2bNmixfvjwNDQ15/vnnU1NTkyRpb2/P6NGjM2rUqLS3t3ebp6OjI5MmTcpLL72USy+9NBdeeGFeeeWVLFq0KFVVVfnRj36UG2644ajX6UtmAQDg3Zwn9z1XMg+jvr4+L7zwQqZOnZo1a9bkgQceSFtbW2bMmJFVq1YdCMzDOfPMM7NmzZrMnj07r776aubPn59ly5blE5/4RH7+858fU2ACAAAMFK5kniD8Cw0AALyb8+S+50omAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQega1bt2batGkZOXJkBg8enLq6usyaNSvbtm076jkXLlyYqqqqVFVV5dFHHy24WgAAgP5zUn8vYKBra2tLU1NTOjo6MmXKlIwfPz5r167NvHnzsnTp0qxcuTI1NTV/1Jyvvvpqpk+fntNPPz1vvfVWL60cAACg77mSeRi33HJLOjo6Mn/+/CxevDjf/OY3s2zZssyePTubNm3KHXfc8UfNV6lU8jd/8zepqanJF77whV5aNQAAQP8QmT3YsmVLWlpaUldXly996Uvdxu66664MGTIkCxcuzO7du494zvnz52fZsmX53ve+lyFDhpReMgAAQL8SmT1YtmxZkqS5uTmDBnX/TzV06NBMmjQpe/bsyerVq49ovg0bNmTOnDmZOXNmLrvssuLrBQAA6G+eyezBpk2bkiQNDQ0HHR87dmxaWlrS2tqayy+/vMe53n777XzmM5/Jueeem3vvvfeo1zRhwoSDbt+wYUMaGxuPel4AAIASRGYPduzYkSQZNmzYQce7tm/fvv2wc919991Zv359fvGLX6S6urrYGgEAAAYSkXkMKpVKkqSqqqrH161duzb33ntvbrvttlx88cXH9HeuW7fuoNsPdYUTAACgL3kmswddVyq7rmi+086dO7u97mC6bpNtaGjI17/+9fKLBAAAGEBEZg/GjRuXJGltbT3o+ObNm5Mc+pnNJHnrrbfS2tqaDRs25NRTT01VVdWBP3fddVeS5HOf+1yqqqoya9assjsAAADQx9wu24PJkycnSVpaWtLZ2dntE2Z37dqVlStXprq6OhMnTjzkHIMHD85nP/vZg4796le/yvr163PJJZdk3Lhxx3wrLQAAQH8TmT2or69Pc3NzWlpasmDBgkyfPv3A2Ny5c7N79+58/vOfP/B9l/v27UtbW1tOPvnk1NfXJ0mqq6vz6KOPHnT+r33ta1m/fn3++q//OjfffHPv7xAAAEAvE5mH8e1vfztNTU2ZMWNGnnvuuTQ2NmbNmjVZvnx5Ghoacs899xx47WuvvZbGxsaMGjUq7e3t/bdoAACAfuKZzMOor6/PCy+8kKlTp2bNmjV54IEH0tbWlhkzZmTVqlWpqanp7yUCAAAMGFWVru/h4LjW9RUmh/qKEwAA+FPkPLnvuZIJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiMwjsHXr1kybNi0jR47M4MGDU1dXl1mzZmXbtm1H9PNvvvlmHn300Vx33XU577zzUl1dnWHDhuWSSy7Jd7/73XR2dvbyHgAAAPSNk/p7AQNdW1tbmpqa0tHRkSlTpmT8+PFZu3Zt5s2bl6VLl2blypWpqanpcY7HHnssX/ziF1NbW5vJkyfn3HPPzeuvv54nnngiN998c3784x/nscceS1VVVR/tFQAAQO8QmYdxyy23pKOjI/Pnz8/06dMPbL/11lvz4IMP5o477sjDDz/c4xwNDQ158skn84lPfCKDBv3fxeN77703F154Yf7t3/4tTzzxRK6//vpe2w8AAIC+4HbZHmzZsiUtLS2pq6vLl770pW5jd911V4YMGZKFCxdm9+7dPc7zsY99LH/xF3/RLTCT5Oyzz84XvvCFJMmKFSuKrh0AAKA/iMweLFu2LEnS3Nz8rkAcOnRoJk2alD179mT16tVH/XecfPLJSZKTTnJRGQAAOP6JzB5s2rQpyf/e7nowY8eOTZK0trYe1fxvv/12fvCDHyRJrrrqqqOaAwAAYCBx+awHO3bsSJIMGzbsoONd27dv335U88+ZMycvvvhirr766lx55ZVH9DMTJkw46PYNGzaksbHxqNYBAABQiiuZx6BSqSTJUX0q7Pz58/PAAw9k/PjxWbhwYemlAQAA9AtXMnvQdaWy64rmO+3cubPb647UggULMnPmzJx//vl57rnnMnz48CP+2XXr1h10+6GucAIAAPQlVzJ7MG7cuCSHfuZy8+bNSQ79zObBPPTQQ/nyl7+cD33oQ1m+fHnOPvvsY18oAADAACEyezB58uQkSUtLSzo7O7uN7dq1KytXrkx1dXUmTpx4RPPdd999mT17dj7ykY9k+fLlOfPMM4uvGQAAoD+JzB7U19enubk57e3tWbBgQbexuXPnZvfu3bnpppsyZMiQJMm+ffuycePGtLW1vWuur3/965kzZ04mTJiQ5557LiNGjOiTfQAAAOhLVZWuT6/hoNra2tLU1JSOjo5MmTIljY2NWbNmTZYvX56GhoY8//zzqampSZK0t7dn9OjRGTVqVNrb2w/M8f3vfz9Tp07Ne97znkyfPv2gz3DW1dVl6tSpR73OrmcyD/XMJgAA/Clyntz3fPDPYdTX1+eFF17InXfemaVLl2bJkiWpra3NjBkzMnfu3CP60J6XX345SbJ///489NBDB33NRz/60WOKTAAAgIHAlcwThH+hAQCAd3Oe3Pc8kwkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQAAABQjMgEAAChGZAIAAFCMyAQAAKAYkQkAAEAxIhMAAIBiRCYAAADFiEwAAACKEZkAAAAUIzIBAAAoRmQCAABQjMgEAACgGJEJAABAMSITAACAYkQmAAAAxYhMAAAAihGZAAAAFCMyAQAAKEZkAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmUdg69atmTZtWkaOHJnBgwenrq4us2bNyrZt2/plHgAAgIHqpP5ewEDX1taWpqamdHR0ZMqUKRk/fnzWrl2befPmZenSpVm5cmVqamr6bB4AAICBzJXMw7jlllvS0dGR+fPnZ/HixfnmN7+ZZcuWZfbs2dm0aVPuuOOOPp0HAABgIKuqVCqV/l7EQLVly5bU19enrq4ubW1tGTTo/5p8165dqa2tTaVSSUdHR4YMGdLr8/RkwoQJSZJ169Yd1c8DAMCJyHly33MlswfLli1LkjQ3N3cLwyQZOnRoJk2alD179mT16tV9Mg8AAMBA55nMHmzatClJ0tDQcNDxsWPHpqWlJa2trbn88st7fZ7k//4l5p1+/etf55RTTjnkOAAA/CnasGFDTj311P5exp8UkdmDHTt2JEmGDRt20PGu7du3b++TeXrS2dmZvXv3HvXP86drw4YNSZLGxsZ+XgnHG8cOR8uxw9Fy7HA09u7dm/379/f3Mv6kiMxj0PU4a1VVVZ/Nc6h7yd1rztFy7HC0HDscLccOR8uxw9Fwp1/f80xmD7quMHZdiXynnTt3dntdb88DAAAw0InMHowbNy5J0traetDxzZs3Jzn0s5al5wEAABjoRGYPJk+enCRpaWlJZ2dnt7Fdu3Zl5cqVqa6uzsSJE/tkHgAAgIFOZPagvr4+zc3NaW9vz4IFC7qNzZ07N7t3785NN9104Lst9+3bl40bN6atre2Y5gEAADhe+eCfw/j2t7+dpqamzJgxI88991waGxuzZs2aLF++PA0NDbnnnnsOvPa1115LY2NjRo0alfb29qOeBwAA4HhVVen6aFMO6dVXX82dd96ZpUuX5s0330xtbW0++clPZu7cuRk+fPiB17W3t2f06NEHjcw/Zh4AAIDjlcgEAACgGM9kAgAAUIzIBAAAoBiRCQAAQDEiEwAAgGJEJgAAAMWITAAAAIoRmQPY1q1bM23atIwcOTKDBw9OXV1dZs2alW3btvXLPBw/jvU9f/PNN/Poo4/muuuuy3nnnZfq6uoMGzYsl1xySb773e+ms7Ozl/eA/tAbvysWLlyYqqqqVFVV5dFHHy24WgaSksfOz3/+81x//fWpra3N4MGDU1tbm+bm5ixZsqQXVk5/K3XsPP3002lubs4555yT6urqjBkzJjfccENWrVrVSyunPz3++OOZPn16Lr300rz3ve9NVVVVPv3pTx/VXM6Te4fvyRyg2tra0tTUlI6OjkyZMiXjx4/P2rVrs3z58owbNy4rV65MTU1Nn83D8aPEe/7www/ni1/8YmprazN58uSce+65ef311/PEE09kx44duf766/PYY4+lqqqqj/aK3tYbvyteffXV/Pmf/3n279+ft956K4888khuvvnmXtoD+kvJY+cb3/hGvvrVr2bEiBG55pprUltbmzfeeCPr16/P5MmTc//99/fy3tCXSh07t99+e+6///7U1NTkk5/8ZEaMGJGXXnopTz75ZN5+++384Ac/OOoAYWD6yEc+kl//+tc5/fTTc84552Tjxo258cYb88Mf/vCPmsd5ci+qMCA1NzdXklTmz5/fbfvs2bMrSSqf//zn+3Qejh8l3vPnnnuu8uSTT1b279/fbftvfvObyp/92Z9VklQef/zxouumf5X+XdHZ2Vm5/PLLK2PGjKn83d/9XSVJ5ZFHHim5ZAaIUsfOv/7rv1aSVK644orKzp073zW+d+/eIutl4Chx7PzmN7+pDBo0qHLWWWdVXn/99W5jy5YtqySpjB49uui66X/Lli2rtLa2Vjo7OyvLly+vJKnceOONf/Q8zpN7j8gcgNra2ipJKnV1de86yd+5c2dlyJAhldNOO63y1ltv9ck8HD/64j2/5557KkkqX/7yl491uQwQvXHcPPTQQ5WqqqrKT3/608rcuXNF5gmq1LGzf//+yujRoyunnXZapaOjozeXzABR6thZvXp1JUnl2muvPej40KFDK6effnqxdTPwHG1kOk/uXZ7JHICWLVuWJGlubs6gQd3foqFDh2bSpEnZs2dPVq9e3SfzcPzoi/f85JNPTpKcdNJJR79QBpTSx82GDRsyZ86czJw5M5dddlnx9TJwlDp2nn/++bz88su5+uqrc8YZZ+Tpp5/Offfdl3nz5nmm7gRV6tgZO3ZsTjnllKxduzZvvPFGt7Gf/exn2bVrV6644oqyi+eE4Dy5d4nMAWjTpk1JkoaGhoOOjx07NknS2traJ/Nw/Ojt97zr2ZYkueqqq45qDgaeksfN22+/nc985jM599xzc++995ZbJANSqWPnl7/8ZZLkrLPOygUXXJBrrrkmc+bMyaxZs9LU1JSPfvSj+d3vfldw5fS3UsfO8OHDc9999+X111/P+eefn7/927/N3//93+cv//Iv09zcnI9//OP5zne+U3bxnBCcJ/culyIGoB07diRJhg0bdtDxru3bt2/vk3k4fvT2ez5nzpy8+OKLufrqq3PllVce1RwMPCWPm7vvvjvr16/PL37xi1RXVxdbIwNTqWOno6Mjyf9+6Njo0aPz7LPP5qKLLsorr7yS2267Lc8880xuuOGGrFixotja6V8lf+/MmjUrdXV1mTZtWh555JED288777xMnTo1Z5555rEvmBOO8+Te5Urmcajy/z4Q+Fg/2bPUPBw/juU9nz9/fh544IGMHz8+CxcuLL00BrAjPW7Wrl2be++9N7fddlsuvvjivlgaA9yRHjv79+8/8PrHH388l19+eU4//fR88IMfzKJFi3LOOefkpz/9qVtn/4T8Mf+/uv/++/OpT30qU6dOTVtbW3bv3p1169ZlzJgxufHGG/OVr3ylt5fLCch58rERmQNQ17+cdP0Lyzvt3Lmz2+t6ex6OH731ni9YsCAzZ87M+eefn+XLl2f48OHHtlAGlBLHTddtsg0NDfn6179efpEMSKV+55xxxhlJkjFjxuTDH/5wt7Hq6uoDd06sXbv2mNbLwFHq2FmxYkVuv/32XHvttfnWt76VMWPG5LTTTssFF1yQRYsW5QMf+EAeeOCBbNmypewOcNxznty7ROYANG7cuCSHvgd88+bNSQ59D3npeTh+9MZ7/tBDD+XLX/5yPvShD2X58uU5++yzj32hDCgljpu33norra2t2bBhQ0499dRUVVUd+HPXXXclST73uc+lqqoqs2bNKrsD9JvS/7963/ved9Dxrgj9/e9/fzTLZAAqdew89dRTSZLJkye/a+y0007LhRdemM7Ozqxfv/5YlssJyHly7/JM5gDU9YuypaUlnZ2d3T7xateuXVm5cmWqq6szceLEPpmH40fp9/y+++7LnDlz8pGPfCQ/+clPMmLEiF5ZN/2rxHEzePDgfPaznz3o2K9+9ausX78+l1xyScaNG+dW2hNIqd85l112WU466aRs3rw5e/fuzSmnnNJt/MUXX0yS1NXVld0B+k2pY+cPf/hDkhzyg6G6tr/zmALnyb2s/749hZ78MV8Ou3fv3sqGDRsqL7300jHNw4mh1LFz9913V5JUJkyYUHnzzTd7fd30r1LHzcH4nswTW6lj58Ybb6wkqdxxxx3dtre0tFSqqqoqw4YNq2zbtq1X9oH+UeLY+Zd/+ZdKkspZZ51V2bp1a7exJUuWVKqqqiqnnnpq5Y033ui9HaFfHe57Mp0n94+qSuX/PdXKgNLW1pampqZ0dHRkypQpaWxszJo1a7J8+fI0NDTk+eefT01NTZKkvb09o0ePzqhRo9Le3n7U83BiKHHsfP/738/UqVPznve8J9OnTz/o8wh1dXWZOnVqH+0Vva3U75yD+drXvpa77rorjzzySG6++eZe3hP6Wqljp6OjI5MmTcpLL72USy+9NBdeeGFeeeWVLFq0KFVVVfnRj36UG264oR/2kN5S4tjp7OzMlVdemWeffTZDhw7Nddddl7PPPjsb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       "  var render_items = [{\"docid\":\"d71d6e12-920b-4a60-80df-b781ef1c7d1d\",\"roots\":{\"47f74e29-7a17-4ad5-9fab-790e12e41124\":\"b70b1f8c-b266-43ec-89e2-d7f64ade521e\"},\"root_ids\":[\"47f74e29-7a17-4ad5-9fab-790e12e41124\"]}];\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": [
       "Column(design=<class 'panel.theme.materi...)\n",
       "    [0] Button(design=<class 'panel.theme.materi..., name='snap')\n",
       "    [1] Matplotlib(Figure, design=<class 'panel.theme.materi...)"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "47f74e29-7a17-4ad5-9fab-790e12e41124"
      }
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "90f241337e4a454da115da12c397a81f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=921.6/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "snap_widget = pn.widgets.Button(name=\"snap\")\n",
    "\n",
    "image_pane = pn.pane.Matplotlib(plt.subplots()[0])\n",
    "\n",
    "snap_widget.on_click(on_button_clicked)\n",
    "\n",
    "app_layout = pn.Column(snap_widget, image_pane)\n",
    "\n",
    "app_layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2118cd49-60fa-4de6-8bdd-e3d05c1dbc1a",
   "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": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}