{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercise: Domain wall pair conversion\n",
    "\n",
    "## Problem description\n",
    "\n",
    "We want to simulate a domain wall conversion in a two-dimensional thin film sample with:\n",
    "\n",
    "- exchange energy constant $A = 15 \\,\\text{pJ}\\,\\text{m}^{-1}$,\n",
    "- Dzyaloshinskii-Moriya energy constant $D = 3 \\,\\text{mJ}\\,\\text{m}^{-2}$,\n",
    "- uniaxial anisotropy constant $K = 0.5 \\,\\text{MJ}\\,\\text{m}^{-3}$ with $\\hat{\\mathbf{u}} = (0, 0, 1)$ in the out of plane direction,\n",
    "- gyrotropic ratio $\\gamma = 2.211 \\times 10^{5} \\,\\text{m}\\,\\text{A}^{-1}\\,\\text{s}^{-1}$, and\n",
    "- Gilbert damping $\\alpha=0.3$.\n",
    "\n",
    "Please carry out the following steps:\n",
    "\n",
    "1. Create the following geometry with discretisation cell size $(2 \\,\\text{nm}, 2 \\,\\text{nm}, 2 \\,\\text{nm})$.\n",
    "    \n",
    "    <img src=\"figures/dw_pair_conversion_geometry.png\" width=\"400\">  \n",
    "\n",
    "2. Initialise the magnetisation so that when relaxes, a domain pair is present in the narrower part of the geometry.\n",
    "\n",
    "3. Relax the system. Is a domain wall pair contained in the constrained part?\n",
    "\n",
    "4. Apply the spin polarised current in the positive $x$ direction with velocity $\\mathbf{u} = (400, 0, 0) \\,\\text{m}\\,\\text{s}^{-1}$, with $\\beta=0.5$.\n",
    "\n",
    "5. Evolve the system over $0.2 \\,\\text{ns}$. What did you get? [1]\n",
    "\n",
    "## References\n",
    "\n",
    "[1] Zhou, Y., & Ezawa, M. (2014). A reversible conversion between a skyrmion and a domain-wall pair in a junction geometry. *Nature Communications* **5**, 8. https://doi.org/10.1038/ncomms5652\n",
    "\n",
    "\n",
    "## Solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import oommfc as oc\n",
    "import discretisedfield as df\n",
    "import micromagneticmodel as mm\n",
    "\n",
    "Ms = 5.8e5  # saturation magnetisation (A/m)\n",
    "A = 15e-12  # exchange energy constant (J/)\n",
    "D = 3e-3  # Dzyaloshinkii-Moriya energy constant (J/m**2)\n",
    "K = 0.5e6  # uniaxial anisotropy constant (J/m**3)\n",
    "u = (0, 0, 1)  # easy axis\n",
    "gamma0 = 2.211e5  # gyromagnetic ratio (m/As)\n",
    "alpha = 0.3  # Gilbert damping\n",
    "\n",
    "system = mm.System(name='dw_pair_conversion')\n",
    "system.energy = mm.Exchange(A=A) + mm.DMI(D=D, crystalclass='Cnv_z') + mm.UniaxialAnisotropy(K=K, u=u)\n",
    "system.dynamics = mm.Precession(gamma0=2.211e5) + mm.Damping(alpha=alpha)\n",
    "\n",
    "p1 = (0, 0, 0)\n",
    "p2 = (150e-9, 50e-9, 2e-9)\n",
    "cell = (2e-9, 2e-9, 2e-9)\n",
    "\n",
    "region = df.Region(p1=p1, p2=p2)\n",
    "mesh = df.Mesh(region=region, cell=cell)\n",
    "\n",
    "def Ms_fun(pos):\n",
    "    x, y, z = pos\n",
    "    if x < 50e-9 and (y < 15e-9 or y > 35e-9):\n",
    "        return 0\n",
    "    else:\n",
    "        return Ms\n",
    "    \n",
    "def m_init(pos):\n",
    "    x, y, z = pos\n",
    "    if 30e-9 < x < 40e-9:\n",
    "        return (0.1, 0.1, -1)\n",
    "    else:\n",
    "        return (0.1, 0.1, 1)\n",
    "    \n",
    "system.m = df.Field(mesh, nvdim=3, value=m_init, norm=Ms_fun, valid=\"norm\")\n",
    "\n",
    "system.m.z.sel('z').mpl.scalar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/10/23 15:51]... (0.5 s)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md = oc.MinDriver()\n",
    "md.drive(system)\n",
    "\n",
    "system.m.z.sel('z').mpl.scalar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ux = 400  # velocity in x direction (m/s)\n",
    "beta = 0.5  # non-adiabatic STT parameter\n",
    "\n",
    "system.dynamics += mm.ZhangLi(u=ux, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/10/23 15:51]... (2.1 s)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "td = oc.TimeDriver()\n",
    "td.drive(system, t=0.2e-9, n=200)\n",
    "\n",
    "system.m.z.sel('z').mpl.scalar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a result, we got a skyrmion formed in the wider region.\n",
    "\n",
    "We can use the `micromagneticdata` package to examine the time drive and create an interactive plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "  var py_version = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
       "  var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n",
       "  var reloading = false;\n",
       "  var Bokeh = root.Bokeh;\n",
       "  var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks;\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "    if (js_modules == null) js_modules = [];\n",
       "    if (js_exports == null) js_exports = {};\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    if (!reloading) {\n",
       "      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    }\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "    window._bokeh_on_load = on_load\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    var skip = [];\n",
       "    if (window.requirejs) {\n",
       "      window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n",
       "      require([\"jspanel\"], function(jsPanel) {\n",
       "\twindow.jsPanel = jsPanel\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-modal\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-tooltip\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-hint\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-layout\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-contextmenu\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"jspanel-dock\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"gridstack\"], function(GridStack) {\n",
       "\twindow.GridStack = GridStack\n",
       "\ton_load()\n",
       "      })\n",
       "      require([\"notyf\"], function() {\n",
       "\ton_load()\n",
       "      })\n",
       "      root._bokeh_is_loading = css_urls.length + 9;\n",
       "    } else {\n",
       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
       "    }\n",
       "\n",
       "    var existing_stylesheets = []\n",
       "    var links = document.getElementsByTagName('link')\n",
       "    for (var i = 0; i < links.length; i++) {\n",
       "      var link = links[i]\n",
       "      if (link.href != null) {\n",
       "\texisting_stylesheets.push(link.href)\n",
       "      }\n",
       "    }\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      if (existing_stylesheets.indexOf(url) !== -1) {\n",
       "\ton_load()\n",
       "\tcontinue;\n",
       "      }\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
       "      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
       "      for (var i = 0; i < urls.length; i++) {\n",
       "        skip.push(urls[i])\n",
       "      }\n",
       "    }    var existing_scripts = []\n",
       "    var scripts = document.getElementsByTagName('script')\n",
       "    for (var i = 0; i < scripts.length; i++) {\n",
       "      var script = scripts[i]\n",
       "      if (script.src != null) {\n",
       "\texisting_scripts.push(script.src)\n",
       "      }\n",
       "    }\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (var i = 0; i < js_modules.length; i++) {\n",
       "      var url = js_modules[i];\n",
       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    for (const name in js_exports) {\n",
       "      var url = js_exports[name];\n",
       "      if (skip.indexOf(url) >= 0 || root[name] != null) {\n",
       "\tif (!window.requirejs) {\n",
       "\t  on_load();\n",
       "\t}\n",
       "\tcontinue;\n",
       "      }\n",
       "      var element = document.createElement('script');\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.type = \"module\";\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      element.textContent = `\n",
       "      import ${name} from \"${url}\"\n",
       "      window.${name} = ${name}\n",
       "      window._bokeh_on_load()\n",
       "      `\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "    if (!js_urls.length && !js_modules.length) {\n",
       "      on_load()\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/panel.min.js\"];\n",
       "  var js_modules = [];\n",
       "  var js_exports = {};\n",
       "  var css_urls = [];\n",
       "  var inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }\n",
       "      // Cache old bokeh versions\n",
       "      if (Bokeh != undefined && !reloading) {\n",
       "\tvar NewBokeh = root.Bokeh;\n",
       "\tif (Bokeh.versions === undefined) {\n",
       "\t  Bokeh.versions = new Map();\n",
       "\t}\n",
       "\tif (NewBokeh.version !== Bokeh.version) {\n",
       "\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
       "\t}\n",
       "\troot.Bokeh = Bokeh;\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    }\n",
       "    root._bokeh_is_initializing = false\n",
       "  }\n",
       "\n",
       "  function load_or_wait() {\n",
       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
       "    // versions of Bokeh and its dependencies at the same time.\n",
       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
       "    // to determine whether there is an ongoing attempt to initialize\n",
       "    // bokeh, however for backward compatibility we also try to ensure\n",
       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
       "    // before older versions are fully initialized.\n",
       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
       "      root._bokeh_is_initializing = false;\n",
       "      root._bokeh_onload_callbacks = undefined;\n",
       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
       "      load_or_wait();\n",
       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
       "      setTimeout(load_or_wait, 100);\n",
       "    } else {\n",
       "      Bokeh = root.Bokeh;\n",
       "      bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
       "      root._bokeh_is_initializing = true\n",
       "      root._bokeh_onload_callbacks = []\n",
       "      if (!reloading && (!bokeh_loaded || is_dev)) {\n",
       "\troot.Bokeh = undefined;\n",
       "      }\n",
       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
       "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "\trun_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  // Give older versions of the autoload script a head-start to ensure\n",
       "  // they initialize before we start loading newer version.\n",
       "  setTimeout(load_or_wait, 100)\n",
       "}(window));"
      ],
      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n  var py_version = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n  var reloading = false;\n  var Bokeh = root.Bokeh;\n  var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      run_callbacks();\n      return null;\n    }\n    if (!reloading) {\n      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n      require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n      })\n      require([\"jspanel-modal\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-tooltip\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-hint\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-layout\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-dock\"], function() {\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 9;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    var existing_stylesheets = []\n    var links = document.getElementsByTagName('link')\n    for (var i = 0; i < links.length; i++) {\n      var link = links[i]\n      if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n      }\n    }\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    var existing_scripts = []\n    var scripts = document.getElementsByTagName('script')\n    for (var i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n\texisting_scripts.push(script.src)\n      }\n    }\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [];\n  var inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t  Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      Bokeh = root.Bokeh;\n      bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      if (!reloading && (!bokeh_loaded || is_dev)) {\n\troot.Bokeh = undefined;\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
       "}\n",
       "\n",
       "\n",
       "    function JupyterCommManager() {\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        comm_manager.register_target(comm_id, function(comm) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        });\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        });\n",
       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
       "          function processIteratorResult(result) {\n",
       "            var message = result.value;\n",
       "            console.log(message)\n",
       "            var content = {data: message.data, comm_id};\n",
       "            var buffers = []\n",
       "            for (var buffer of message.buffers || []) {\n",
       "              buffers.push(new DataView(buffer))\n",
       "            }\n",
       "            var metadata = message.metadata || {};\n",
       "            var msg = {content, buffers, metadata}\n",
       "            msg_handler(msg);\n",
       "            return messages.next().then(processIteratorResult);\n",
       "          }\n",
       "          return messages.next().then(processIteratorResult);\n",
       "        })\n",
       "      }\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
       "      if (comm_id in window.PyViz.comms) {\n",
       "        return window.PyViz.comms[comm_id];\n",
       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
       "        if (msg_handler) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        }\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
       "        comm.open();\n",
       "        if (msg_handler) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        }\n",
       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
       "        comm_promise.then((comm) => {\n",
       "          window.PyViz.comms[comm_id] = comm;\n",
       "          if (msg_handler) {\n",
       "            var messages = comm.messages[Symbol.asyncIterator]();\n",
       "            function processIteratorResult(result) {\n",
       "              var message = result.value;\n",
       "              var content = {data: message.data};\n",
       "              var metadata = message.metadata || {comm_id};\n",
       "              var msg = {content, metadata}\n",
       "              msg_handler(msg);\n",
       "              return messages.next().then(processIteratorResult);\n",
       "            }\n",
       "            return messages.next().then(processIteratorResult);\n",
       "          }\n",
       "        }) \n",
       "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
       "          return comm_promise.then((comm) => {\n",
       "            comm.send(data, metadata, buffers, disposeOnDone);\n",
       "          });\n",
       "        };\n",
       "        var comm = {\n",
       "          send: sendClosure\n",
       "        };\n",
       "      }\n",
       "      window.PyViz.comms[comm_id] = comm;\n",
       "      return comm;\n",
       "    }\n",
       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
       "    \n",
       "\n",
       "\n",
       "var JS_MIME_TYPE = 'application/javascript';\n",
       "var HTML_MIME_TYPE = 'text/html';\n",
       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
       "var CLASS_NAME = 'output';\n",
       "\n",
       "/**\n",
       " * Render data to the DOM node\n",
       " */\n",
       "function render(props, node) {\n",
       "  var div = document.createElement(\"div\");\n",
       "  var script = document.createElement(\"script\");\n",
       "  node.appendChild(div);\n",
       "  node.appendChild(script);\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle when a new output is added\n",
       " */\n",
       "function handle_add_output(event, handle) {\n",
       "  var output_area = handle.output_area;\n",
       "  var output = handle.output;\n",
       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "    return\n",
       "  }\n",
       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "  if (id !== undefined) {\n",
       "    var nchildren = toinsert.length;\n",
       "    var html_node = toinsert[nchildren-1].children[0];\n",
       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "    var scripts = [];\n",
       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
       "    for (var i in nodelist) {\n",
       "      if (nodelist.hasOwnProperty(i)) {\n",
       "        scripts.push(nodelist[i])\n",
       "      }\n",
       "    }\n",
       "\n",
       "    scripts.forEach( function (oldScript) {\n",
       "      var newScript = document.createElement(\"script\");\n",
       "      var attrs = [];\n",
       "      var nodemap = oldScript.attributes;\n",
       "      for (var j in nodemap) {\n",
       "        if (nodemap.hasOwnProperty(j)) {\n",
       "          attrs.push(nodemap[j])\n",
       "        }\n",
       "      }\n",
       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
       "    });\n",
       "    if (JS_MIME_TYPE in output.data) {\n",
       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
       "    }\n",
       "    output_area._hv_plot_id = id;\n",
       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
       "    } else {\n",
       "      window.PyViz.plot_index[id] = null;\n",
       "    }\n",
       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "    var bk_div = document.createElement(\"div\");\n",
       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "    var script_attrs = bk_div.children[0].attributes;\n",
       "    for (var i = 0; i < script_attrs.length; i++) {\n",
       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "    }\n",
       "    // store reference to server id on output_area\n",
       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "  }\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle when an output is cleared or removed\n",
       " */\n",
       "function handle_clear_output(event, handle) {\n",
       "  var id = handle.cell.output_area._hv_plot_id;\n",
       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
       "  if (server_id !== null) {\n",
       "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
       "    return;\n",
       "  } else if (comm !== null) {\n",
       "    comm.send({event_type: 'delete', 'id': id});\n",
       "  }\n",
       "  delete PyViz.plot_index[id];\n",
       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
       "    var doc = window.Bokeh.index[id].model.document\n",
       "    doc.clear();\n",
       "    const i = window.Bokeh.documents.indexOf(doc);\n",
       "    if (i > -1) {\n",
       "      window.Bokeh.documents.splice(i, 1);\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle kernel restart event\n",
       " */\n",
       "function handle_kernel_cleanup(event, handle) {\n",
       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
       "  window.PyViz.plot_index = {}\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle update_display_data messages\n",
       " */\n",
       "function handle_update_output(event, handle) {\n",
       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
       "  handle_add_output(event, handle)\n",
       "}\n",
       "\n",
       "function register_renderer(events, OutputArea) {\n",
       "  function append_mime(data, metadata, element) {\n",
       "    // create a DOM node to render to\n",
       "    var toinsert = this.create_output_subarea(\n",
       "    metadata,\n",
       "    CLASS_NAME,\n",
       "    EXEC_MIME_TYPE\n",
       "    );\n",
       "    this.keyboard_manager.register_events(toinsert);\n",
       "    // Render to node\n",
       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "    render(props, toinsert[0]);\n",
       "    element.append(toinsert);\n",
       "    return toinsert\n",
       "  }\n",
       "\n",
       "  events.on('output_added.OutputArea', handle_add_output);\n",
       "  events.on('output_updated.OutputArea', handle_update_output);\n",
       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
       "  events.on('delete.Cell', handle_clear_output);\n",
       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
       "\n",
       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "    safe: true,\n",
       "    index: 0\n",
       "  });\n",
       "}\n",
       "\n",
       "if (window.Jupyter !== undefined) {\n",
       "  try {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  } catch(err) {\n",
       "  }\n",
       "}\n"
      ],
      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<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(\n",
       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "  ),\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": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='p1002'>\n",
       "  <div id=\"ee1fa8a2-b809-4759-9c61-768ec54d8ffa\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"84330d68-a959-4020-8c34-da6894cfff3c\":{\"version\":\"3.2.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1002\",\"attributes\":{\"name\":\"Row00816\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1005\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.2.3/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1085\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.2.3/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1003\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1004\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/theme/native.css\"}}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p1006\",\"attributes\":{\"name\":\"HSpacer00847\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1015\",\"attributes\":{\"width\":null,\"height\":null,\"margin\":[5,10],\"sizing_mode\":\"fixed\",\"align\":\"start\",\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1007\",\"attributes\":{\"tags\":[[[\"x\",\"x\",\"m\"]],[]],\"end\":1.4999999999999997e-07,\"reset_start\":0.0,\"reset_end\":1.4999999999999997e-07}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1008\",\"attributes\":{\"tags\":[[[\"y\",\"y\",\"m\"]],{\"type\":\"map\",\"entries\":[[\"invert_yaxis\",false],[\"autorange\",false]]}],\"end\":4.999999999999999e-08,\"reset_start\":0.0,\"reset_end\":4.999999999999999e-08}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1025\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1026\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1018\",\"attributes\":{\"text\":\"t: 1e-12\",\"text_color\":\"black\",\"text_font_size\":\"12pt\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1055\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1043\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1044\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1045\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[0.0]],[\"y\",[0.0]],[\"dw\",[1.4999999999999997e-07]],[\"dh\",[4.999999999999999e-08]],[\"image\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[25,75],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1056\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1057\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1049\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1042\",\"attributes\":{\"palette\":[\"#3a4cc0\",\"#3b4dc1\",\"#3c4fc3\",\"#3e51c4\",\"#3f53c6\",\"#4054c7\",\"#4156c9\",\"#4258ca\",\"#435acc\",\"#455bcd\",\"#465dcf\",\"#475fd0\",\"#4860d1\",\"#4962d3\",\"#4b64d4\",\"#4c66d6\",\"#4d67d7\",\"#4e69d8\",\"#506bda\",\"#516cdb\",\"#526edc\",\"#5370dd\",\"#5571de\",\"#5673e0\",\"#5775e1\",\"#5876e2\",\"#5a78e3\",\"#5b79e4\",\"#5c7be5\",\"#5d7de6\",\"#5f7ee7\",\"#6080e8\",\"#6182ea\",\"#6383ea\",\"#6485eb\",\"#6586ec\",\"#6788ed\",\"#6889ee\",\"#698bef\",\"#6b8df0\",\"#6c8ef1\",\"#6d90f1\",\"#6f91f2\",\"#7093f3\",\"#7194f4\",\"#7395f4\",\"#7497f5\",\"#7598f6\",\"#779af6\",\"#789bf7\",\"#7a9df8\",\"#7b9ef8\",\"#7ca0f9\",\"#7ea1f9\",\"#7fa2fa\",\"#80a4fa\",\"#82a5fb\",\"#83a6fb\",\"#85a8fb\",\"#86a9fc\",\"#87aafc\",\"#89acfc\",\"#8aadfd\",\"#8baefd\",\"#8daffd\",\"#8eb1fd\",\"#90b2fe\",\"#91b3fe\",\"#92b4fe\",\"#94b5fe\",\"#95b7fe\",\"#97b8fe\",\"#98b9fe\",\"#99bafe\",\"#9bbbfe\",\"#9cbcfe\",\"#9dbdfe\",\"#9fbefe\",\"#a0bffe\",\"#a2c0fe\",\"#a3c1fe\",\"#a4c2fe\",\"#a6c3fd\",\"#a7c4fd\",\"#a8c5fd\",\"#aac6fd\",\"#abc7fc\",\"#acc8fc\",\"#aec9fc\",\"#afcafb\",\"#b0cbfb\",\"#b2cbfb\",\"#b3ccfa\",\"#b4cdfa\",\"#b6cef9\",\"#b7cff9\",\"#b8cff8\",\"#b9d0f8\",\"#bbd1f7\",\"#bcd1f6\",\"#bdd2f6\",\"#bed3f5\",\"#c0d3f5\",\"#c1d4f4\",\"#c2d4f3\",\"#c3d5f2\",\"#c5d5f2\",\"#c6d6f1\",\"#c7d6f0\",\"#c8d7ef\",\"#c9d7ee\",\"#cad8ee\",\"#ccd8ed\",\"#cdd9ec\",\"#ced9eb\",\"#cfd9ea\",\"#d0dae9\",\"#d1dae8\",\"#d2dae7\",\"#d3dbe6\",\"#d5dbe5\",\"#d6dbe4\",\"#d7dbe2\",\"#d8dbe1\",\"#d9dce0\",\"#dadcdf\",\"#dbdcde\",\"#dcdcdd\",\"#dddcdb\",\"#dedbda\",\"#dfdbd9\",\"#e0dad7\",\"#e1dad6\",\"#e2d9d4\",\"#e3d9d3\",\"#e4d8d1\",\"#e5d8d0\",\"#e6d7cf\",\"#e7d6cd\",\"#e7d6cc\",\"#e8d5ca\",\"#e9d4c9\",\"#ead3c7\",\"#ebd3c6\",\"#ecd2c4\",\"#ecd1c3\",\"#edd0c1\",\"#edcfc0\",\"#eecfbe\",\"#efcebc\",\"#efcdbb\",\"#f0ccb9\",\"#f1cbb8\",\"#f1cab6\",\"#f2c9b5\",\"#f2c8b3\",\"#f2c7b2\",\"#f3c6b0\",\"#f3c5af\",\"#f4c4ad\",\"#f4c3ab\",\"#f4c2aa\",\"#f5c1a8\",\"#f5c0a7\",\"#f5bfa5\",\"#f6bda4\",\"#f6bca2\",\"#f6bba0\",\"#f6ba9f\",\"#f6b99d\",\"#f6b79c\",\"#f6b69a\",\"#f7b598\",\"#f7b397\",\"#f7b295\",\"#f7b194\",\"#f7b092\",\"#f7ae91\",\"#f7ad8f\",\"#f6ab8d\",\"#f6aa8c\",\"#f6a98a\",\"#f6a789\",\"#f6a687\",\"#f6a486\",\"#f6a384\",\"#f5a182\",\"#f5a081\",\"#f59e7f\",\"#f49d7e\",\"#f49b7c\",\"#f49a7b\",\"#f39879\",\"#f39678\",\"#f39576\",\"#f29375\",\"#f29173\",\"#f19072\",\"#f18e70\",\"#f08d6f\",\"#f08b6d\",\"#ef896c\",\"#ee876a\",\"#ee8669\",\"#ed8467\",\"#ec8266\",\"#ec8064\",\"#eb7f63\",\"#ea7d61\",\"#ea7b60\",\"#e9795e\",\"#e8775d\",\"#e7755c\",\"#e6745a\",\"#e67259\",\"#e57057\",\"#e46e56\",\"#e36c54\",\"#e26a53\",\"#e16852\",\"#e06650\",\"#df644f\",\"#de624e\",\"#dd604c\",\"#dc5e4b\",\"#db5c4a\",\"#da5a48\",\"#d95847\",\"#d85646\",\"#d75444\",\"#d65243\",\"#d44f42\",\"#d34d40\",\"#d24b3f\",\"#d1493e\",\"#cf463d\",\"#ce443c\",\"#cd423a\",\"#cc3f39\",\"#ca3d38\",\"#c93b37\",\"#c83835\",\"#c63534\",\"#c53233\",\"#c43032\",\"#c22d31\",\"#c12a30\",\"#bf282e\",\"#be232d\",\"#bc1f2c\",\"#bb1a2b\",\"#b9162a\",\"#b81129\",\"#b60d28\",\"#b50827\",\"#b30326\"],\"nan_color\":\"rgba(0, 0, 0, 0)\",\"low\":-580000.0,\"high\":580000.0}}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1061\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":1.0},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1042\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1051\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.1},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1042\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Image\",\"id\":\"p1053\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"dw\":{\"type\":\"field\",\"field\":\"dw\"},\"dh\":{\"type\":\"field\",\"field\":\"dh\"},\"global_alpha\":{\"type\":\"value\",\"value\":0.2},\"image\":{\"type\":\"field\",\"field\":\"image\"},\"color_mapper\":{\"id\":\"p1042\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1072\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1063\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1064\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1065\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x0\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[5625],\"dtype\":\"float64\",\"order\":\"little\"}],[\"x1\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[5625],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y0\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[5625],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y1\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[5625],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1073\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1074\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1069\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x0\":{\"type\":\"field\",\"field\":\"x0\"},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1075\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x0\":{\"type\":\"field\",\"field\":\"x0\"},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_color\":{\"type\":\"value\",\"value\":\"black\"},\"line_alpha\":{\"type\":\"value\",\"value\":1.0},\"line_width\":{\"type\":\"value\",\"value\":1},\"line_join\":{\"type\":\"value\",\"value\":\"bevel\"},\"line_cap\":{\"type\":\"value\",\"value\":\"butt\"},\"line_dash\":{\"type\":\"value\",\"value\":[]},\"line_dash_offset\":{\"type\":\"value\",\"value\":0}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1070\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x0\":{\"type\":\"field\",\"field\":\"x0\"},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1071\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x0\":{\"type\":\"field\",\"field\":\"x0\"},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1024\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1012\",\"attributes\":{\"tags\":[\"hv_created\"],\"zoom_on_axis\":false,\"zoom_together\":\"none\"}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1037\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1038\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1039\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1040\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}},\"match_aspect\":true}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1041\"}],\"active_drag\":{\"id\":\"p1038\"},\"active_scroll\":{\"id\":\"p1012\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1032\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1033\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1034\"},\"axis_label\":\"y (m)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1035\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1059\",\"attributes\":{\"location\":[0,0],\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1058\",\"attributes\":{\"mantissas\":[1,2,5]}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1060\"},\"label_standoff\":8,\"major_tick_line_color\":\"black\",\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"p1042\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1027\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1028\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1029\"},\"axis_label\":\"x (m)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1030\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1031\",\"attributes\":{\"axis\":{\"id\":\"p1027\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1036\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1032\"},\"grid_line_color\":null}}],\"frame_width\":899,\"frame_height\":300,\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\",\"match_aspect\":true}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p1077\",\"attributes\":{\"name\":\"HSpacer00850\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}},{\"type\":\"object\",\"name\":\"panel.models.layout.Column\",\"id\":\"p1078\",\"attributes\":{\"name\":\"WidgetBox00819\",\"css_classes\":[\"panel-widget-box\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1087\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.2.3/dist/css/widgetbox.css\"}},{\"id\":\"p1085\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"margin\":0,\"align\":[\"end\",\"center\"],\"children\":[{\"type\":\"object\",\"name\":\"panel.models.layout.Column\",\"id\":\"p1079\",\"attributes\":{\"name\":\"Column00840\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"id\":\"p1085\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"width\":290,\"min_width\":290,\"margin\":0,\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Div\",\"id\":\"p1081\",\"attributes\":{\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"width\":250,\"min_width\":250,\"margin\":[20,0,0,20],\"align\":\"start\",\"text\":\"t: <b>1e-12</b>\"}},{\"type\":\"object\",\"name\":\"Slider\",\"id\":\"p1083\",\"attributes\":{\"js_property_callbacks\":{\"type\":\"map\",\"entries\":[[\"change:value\",[{\"type\":\"object\",\"name\":\"CustomJS\",\"id\":\"p1091\",\"attributes\":{\"tags\":[[140324031801824,[null,\"value\"],[null,null]]],\"args\":{\"type\":\"map\",\"entries\":[[\"bidirectional\",false],[\"properties\",{\"type\":\"map\"}],[\"source\",{\"id\":\"p1083\"}],[\"target\",{\"id\":\"p1081\"}]]},\"code\":\"try { \\n    var labels = ['t: <b>1e-12</b>', 't: <b>2e-12</b>', 't: <b>3e-12</b>', 't: <b>4e-12</b>', 't: <b>5e-12</b>', 't: <b>6e-12</b>', 't: <b>7e-12</b>', 't: <b>8e-12</b>', 't: <b>9e-12</b>', 't: <b>1e-11</b>', 't: <b>1.1e-11</b>', 't: <b>1.2e-11</b>', 't: <b>1.3e-11</b>', 't: <b>1.4e-11</b>', 't: <b>1.5e-11</b>', 't: <b>1.6e-11</b>', 't: <b>1.7e-11</b>', 't: <b>1.8e-11</b>', 't: <b>1.9e-11</b>', 't: <b>2e-11</b>', 't: <b>2.1e-11</b>', 't: <b>2.2e-11</b>', 't: <b>2.3e-11</b>', 't: <b>2.4e-11</b>', 't: <b>2.5e-11</b>', 't: <b>2.6e-11</b>', 't: <b>2.7e-11</b>', 't: <b>2.8e-11</b>', 't: <b>2.9e-11</b>', 't: <b>3e-11</b>', 't: <b>3.1e-11</b>', 't: <b>3.2e-11</b>', 't: <b>3.3e-11</b>', 't: <b>3.4e-11</b>', 't: <b>3.5e-11</b>', 't: <b>3.6e-11</b>', 't: <b>3.7e-11</b>', 't: <b>3.8e-11</b>', 't: <b>3.9e-11</b>', 't: <b>4e-11</b>', 't: <b>4.1e-11</b>', 't: <b>4.2e-11</b>', 't: <b>4.3e-11</b>', 't: <b>4.4e-11</b>', 't: <b>4.5e-11</b>', 't: <b>4.6e-11</b>', 't: <b>4.7e-11</b>', 't: <b>4.8e-11</b>', 't: <b>4.9e-11</b>', 't: <b>5e-11</b>', 't: <b>5.1e-11</b>', 't: <b>5.2e-11</b>', 't: <b>5.3e-11</b>', 't: <b>5.4e-11</b>', 't: <b>5.5e-11</b>', 't: <b>5.6e-11</b>', 't: <b>5.7e-11</b>', 't: <b>5.8e-11</b>', 't: <b>5.9e-11</b>', 't: <b>6e-11</b>', 't: <b>6.1e-11</b>', 't: <b>6.2e-11</b>', 't: <b>6.3e-11</b>', 't: <b>6.4e-11</b>', 't: <b>6.5e-11</b>', 't: <b>6.6e-11</b>', 't: <b>6.7e-11</b>', 't: <b>6.8e-11</b>', 't: <b>6.9e-11</b>', 't: <b>7e-11</b>', 't: <b>7.1e-11</b>', 't: <b>7.2e-11</b>', 't: <b>7.3e-11</b>', 't: <b>7.4e-11</b>', 't: <b>7.5e-11</b>', 't: <b>7.6e-11</b>', 't: <b>7.7e-11</b>', 't: <b>7.8e-11</b>', 't: <b>7.9e-11</b>', 't: <b>8e-11</b>', 't: <b>8.1e-11</b>', 't: <b>8.2e-11</b>', 't: <b>8.3e-11</b>', 't: <b>8.4e-11</b>', 't: <b>8.5e-11</b>', 't: <b>8.6e-11</b>', 't: <b>8.7e-11</b>', 't: <b>8.8e-11</b>', 't: <b>8.9e-11</b>', 't: <b>9e-11</b>', 't: <b>9.1e-11</b>', 't: <b>9.2e-11</b>', 't: <b>9.3e-11</b>', 't: <b>9.4e-11</b>', 't: <b>9.5e-11</b>', 't: <b>9.6e-11</b>', 't: <b>9.7e-11</b>', 't: <b>9.8e-11</b>', 't: <b>9.9e-11</b>', 't: <b>1e-10</b>', 't: <b>1.01e-10</b>', 't: <b>1.02e-10</b>', 't: <b>1.03e-10</b>', 't: <b>1.04e-10</b>', 't: <b>1.05e-10</b>', 't: <b>1.06e-10</b>', 't: <b>1.07e-10</b>', 't: <b>1.08e-10</b>', 't: <b>1.09e-10</b>', 't: <b>1.1e-10</b>', 't: <b>1.11e-10</b>', 't: <b>1.12e-10</b>', 't: <b>1.13e-10</b>', 't: <b>1.14e-10</b>', 't: <b>1.15e-10</b>', 't: <b>1.16e-10</b>', 't: <b>1.17e-10</b>', 't: <b>1.18e-10</b>', 't: <b>1.19e-10</b>', 't: <b>1.2e-10</b>', 't: <b>1.21e-10</b>', 't: <b>1.22e-10</b>', 't: <b>1.23e-10</b>', 't: <b>1.24e-10</b>', 't: <b>1.25e-10</b>', 't: <b>1.26e-10</b>', 't: <b>1.27e-10</b>', 't: <b>1.28e-10</b>', 't: <b>1.29e-10</b>', 't: <b>1.3e-10</b>', 't: <b>1.31e-10</b>', 't: <b>1.32e-10</b>', 't: <b>1.33e-10</b>', 't: <b>1.34e-10</b>', 't: <b>1.35e-10</b>', 't: <b>1.36e-10</b>', 't: <b>1.37e-10</b>', 't: <b>1.38e-10</b>', 't: <b>1.39e-10</b>', 't: <b>1.4e-10</b>', 't: <b>1.41e-10</b>', 't: <b>1.42e-10</b>', 't: <b>1.43e-10</b>', 't: <b>1.44e-10</b>', 't: <b>1.45e-10</b>', 't: <b>1.46e-10</b>', 't: <b>1.47e-10</b>', 't: <b>1.48e-10</b>', 't: <b>1.49e-10</b>', 't: <b>1.5e-10</b>', 't: <b>1.51e-10</b>', 't: <b>1.52e-10</b>', 't: <b>1.53e-10</b>', 't: <b>1.54e-10</b>', 't: <b>1.55e-10</b>', 't: <b>1.56e-10</b>', 't: <b>1.57e-10</b>', 't: <b>1.58e-10</b>', 't: <b>1.59e-10</b>', 't: <b>1.6e-10</b>', 't: <b>1.61e-10</b>', 't: <b>1.62e-10</b>', 't: <b>1.63e-10</b>', 't: <b>1.64e-10</b>', 't: <b>1.65e-10</b>', 't: <b>1.66e-10</b>', 't: <b>1.67e-10</b>', 't: <b>1.68e-10</b>', 't: <b>1.69e-10</b>', 't: <b>1.7e-10</b>', 't: <b>1.71e-10</b>', 't: <b>1.72e-10</b>', 't: <b>1.73e-10</b>', 't: <b>1.74e-10</b>', 't: <b>1.75e-10</b>', 't: <b>1.76e-10</b>', 't: <b>1.77e-10</b>', 't: <b>1.78e-10</b>', 't: <b>1.79e-10</b>', 't: <b>1.8e-10</b>', 't: <b>1.81e-10</b>', 't: <b>1.82e-10</b>', 't: <b>1.83e-10</b>', 't: <b>1.84e-10</b>', 't: <b>1.85e-10</b>', 't: <b>1.86e-10</b>', 't: <b>1.87e-10</b>', 't: <b>1.88e-10</b>', 't: <b>1.89e-10</b>', 't: <b>1.9e-10</b>', 't: <b>1.91e-10</b>', 't: <b>1.92e-10</b>', 't: <b>1.93e-10</b>', 't: <b>1.94e-10</b>', 't: <b>1.95e-10</b>', 't: <b>1.96e-10</b>', 't: <b>1.97e-10</b>', 't: <b>1.98e-10</b>', 't: <b>1.99e-10</b>', 't: <b>2e-10</b>']\\n    target.text = labels[source.value]\\n     } catch(err) { console.log(err) }\"}}]]]},\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p1005\"},{\"id\":\"p1003\"},{\"id\":\"p1004\"}],\"width\":250,\"min_width\":250,\"margin\":[0,20,20,20],\"align\":\"start\",\"show_value\":false,\"tooltips\":false,\"start\":0,\"end\":199,\"value\":0}}]}}]}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1092\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"fda0ce75d7984e78a18cf0c406b99f23\",\"client_comm_id\":\"4d54d9f3da2e48fabf4394d055491ee6\"}}],\"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\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"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}]}]}};\n",
       "  var render_items = [{\"docid\":\"84330d68-a959-4020-8c34-da6894cfff3c\",\"roots\":{\"p1002\":\"ee1fa8a2-b809-4759-9c61-768ec54d8ffa\"},\"root_ids\":[\"p1002\"]}];\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": [
       ":DynamicMap   [t]\n",
       "   :Overlay\n",
       "      .Image.I       :Image   [x,y]   (field)\n",
       "      .VectorField.I :VectorField   [x,y]   (angle,mag)"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1002"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import micromagneticdata as md\n",
    "\n",
    "data = md.Data(system.name)\n",
    "\n",
    "# Use only the last time drive\n",
    "time_drive = data[-1]\n",
    "\n",
    "time_drive.hv(\n",
    "    kdims=[\"x\", \"y\"],\n",
    "    scalar_kw={\"clim\": (-Ms, Ms), \"cmap\": \"coolwarm\"},\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}