{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cf2a2ca5",
   "metadata": {},
   "source": [
    "(instantaneous_heart_rate)=\n",
    "# Instantaneous and evoked heart rate\n",
    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "24263369",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "import sys\n",
    "if 'google.colab' in sys.modules:\n",
    "    !pip install systole"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a341b77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from systole.detection import ecg_peaks\n",
    "from systole.plots import plot_rr, plot_evoked, plot_events\n",
    "from systole import import_dataset1\n",
    "from systole.utils import heart_rate, to_epochs\n",
    "\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.plotting import show\n",
    "output_notebook()\n",
    "\n",
    "sns.set_context('talk')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfc81d37",
   "metadata": {},
   "source": [
    "This tutorial will cover instantaneous heart rate and evoked heart rate analysis. In the previous section, we  analyzed the heart rate variability as a property that can be observed in longer cardiac recordings and that might reflect the influence of the sympathetic and/or the parasympathetic nervous system on behavior. This approach has been widely used in psychology and psychophysiology to evaluate the trait heart rate variability (HRV) of a given participant on a continuous domain, sometimes in conjunction with experimental manipulations. This approach requires relatively long recordings to give a reasonable estimate of the HRV (~5 minutes), and resting conditions are also required to let the nervous system returns to a baseline. In some cases, experimenters may want to also record and/or control for respiratory frequency as this has a known physiological impact on HRV, in particular in the lower frequency components. \n",
    "\n",
    "However, psychophysiological interactions can appear at much shorter time scales (as fast as 1-2 seconds following stimulation), and these effects can be examined using evoked heart rate analysis. Evoked heart rate refers to the fluctuation of instantaneous heart rate following stimulation and could be described as the cardiac equivalent of event-related potentials [ERP](https://en.wikipedia.org/wiki/Event-related_potential). These fast fluctuations in heart-rate have many sources, for example changes in noradrenaline and/or autonomic factors, emotional states, and other cognitive variables. \n",
    "\n",
    "To perform evoked heart rate analysis, we need an ECG recording and a trigger, or stim channel, that will encode the occurrence of the events we want to study. Here, we will use an example dataset included in Systole. The task itself has been described in {cite:p}`2020:legrand`. During the recording, the participant has to rate the emotional valence of 36 neutral and 36 disgusting images (10 seconds max per image). The stim channel encodes the presentation of disgusting (`2`) and neutral (`1`) images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a628e6dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import ECG recording and Stim channel\n",
    "ecg_df = import_dataset1(modalities=['ECG', 'Stim'], disable=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cba92579",
   "metadata": {},
   "source": [
    "## Instantaneous heart rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8da7e896",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Peak detection in the ECG signal using the Pan-Tompkins method\n",
    "signal, peaks = ecg_peaks(signal=ecg_df.ecg, method='sleepecg', sfreq=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae67d479",
   "metadata": {},
   "source": [
    "Because the heartbeats are discrete events interleaved by unequal intervals, the instantaneous heart rate time series is the results of the interpolation of the individual heart rate estimates.\n",
    "\n",
    "By defaults, the `plot_rr` function will linearly connect the dots to save memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cf3175d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"85119073-73da-403c-931d-8ffcaddf219a\" data-root-id=\"1076\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"05e814b4-0e86-4418-ac56-266916cd3ac2\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1003\"},{\"id\":\"1049\"}],\"sizing_mode\":\"stretch_width\"},\"id\":\"1076\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1018\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1021\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1038\"},\"group\":null,\"hover_glyph\":null,\"view\":{\"id\":\"1040\"}},\"id\":\"1039\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1041\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Instantaneous heart rate\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@bpm\":\"printf\",\"@rr\":\"printf\",\"@time\":\"datetime\"},\"renderers\":[{\"id\":\"1043\"}],\"tooltips\":[[\"time\",\"@time{:%M:%S.%3Ns}\"],[\"R-R interval\",\"@rr{%0.2f} ms\"],[\"BPM\",\"@bpm{%0.2f} BPM\"],[\"Heartbeat number\",\"@nbeat\"]]},\"id\":\"1045\",\"type\":\"HoverTool\"},{\"attributes\":{\"below\":[{\"id\":\"1014\"}],\"center\":[{\"id\":\"1017\"},{\"id\":\"1021\"},{\"id\":\"1047\"},{\"id\":\"1048\"}],\"height\":250,\"left\":[{\"id\":\"1018\"}],\"output_backend\":\"webgl\",\"renderers\":[{\"id\":\"1039\"},{\"id\":\"1043\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1004\"},\"toolbar\":{\"id\":\"1030\"},\"x_range\":{\"id\":\"1070\"},\"x_scale\":{\"id\":\"1010\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1012\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1092\"},{\"id\":\"1093\"},{\"id\":\"1094\"},{\"id\":\"1095\"},{\"id\":\"1096\"},{\"id\":\"1097\"},{\"id\":\"1098\"},{\"id\":\"1099\"},{\"id\":\"1100\"},{\"id\":\"1101\"},{\"id\":\"1102\"},{\"id\":\"1103\"}]},\"id\":\"1015\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"1027\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1028\"}},\"id\":\"1025\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"ResetTool\"},{\"attributes\":{\"axis\":{\"id\":\"1014\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1017\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1040\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom\":3000,\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null},\"id\":\"1047\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_color\":{\"value\":\"firebrick\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1042\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1044\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1041\"},\"group\":null,\"hover_glyph\":{\"id\":\"1042\"},\"view\":{\"id\":\"1044\"}},\"id\":\"1043\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_label\":\"R-R interval (ms)\",\"coordinates\":null,\"formatter\":{\"id\":\"1080\"},\"group\":null,\"major_label_policy\":{\"id\":\"1081\"},\"ticker\":{\"id\":\"1019\"}},\"id\":\"1018\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"1029\"}},\"id\":\"1024\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1029\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data\":{\"bpm\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1935]},\"nbeat\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935],\"outliers\":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false],\"rr\":[739,773,806,797,833,751,800,780,751,767,750,721,733,738,721,716,710,719,724,724,705,716,721,703,721,731,719,743,756,733,738,772,746,762,788,802,790,734,789,786,781,799,807,793,829,853,823,842,816,832,846,834,830,823,794,785,759,796,818,784,793,797,779,775,754,768,763,706,696,702,737,776,753,737,749,705,755,768,763,763,807,809,822,858,842,807,843,844,810,815,849,868,817,786,806,796,798,796,808,835,830,846,848,817,837,831,804,814,805,790,821,835,813,843,817,782,800,801,766,828,809,785,823,827,794,819,835,815,838,852,852,827,811,832,849,849,837,777,750,756,738,720,741,740,711,732,744,720,738,717,685,697,682,658,671,667,648,646,643,638,636,636,641,647,646,637,631,630,630,642,653,656,658,647,645,651,664,671,647,634,667,695,691,687,674,659,662,653,669,714,775,753,766,937,930,884,837,854,807,784,778,748,738,726,705,686,682,678,663,649,649,653,661,651,653,687,695,704,672,673,662,666,666,679,706,720,691,719,719,705,705,732,709,722,705,727,750,733,736,784,767,768,839,858,812,862,883,846,907,855,922,865,839,920,892,889,897,797,814,794,769,751,786,775,742,802,782,763,783,785,763,773,775,747,773,762,780,763,758,780,781,771,756,777,787,766,759,769,765,769,783,782,765,742,752,714,716,734,735,799,800,853,860,830,840,833,824,735,771,754,769,750,730,723,764,790,812,783,721,728,700,678,668,684,729,758,748,727,715,779,885,811,744,709,697,682,713,781,789,746,721,702,719,784,886,943,895,915,913,935,925,903,879,876,868,848,861,878,859,867,857,845,853,817,784,783,798,830,852,860,813,823,817,827,829,828,781,761,788,824,867,850,859,827,796,823,826,786,773,806,802,769,753,781,795,796,776,747,757,755,741,719,731,754,779,739,740,765,809,817,802,751,742,768,804,830,832,861,864,835,840,836,818,795,817,835,827,803,829,840,811,802,789,757,721,719,712,719,709,714,729,747,742,751,774,797,790,783,785,767,750,764,765,747,759,775,786,780,797,801,771,772,763,749,730,740,770,753,756,763,764,735,731,734,730,711,713,722,734,732,740,756,755,741,750,770,759,752,764,776,753,740,748,753,736,730,752,772,754,729,709,690,698,757,806,837,844,827,824,838,783,786,797,791,811,820,786,799,770,700,690,703,709,708,721,732,716,732,737,714,721,725,734,714,725,721,707,698,717,721,703,705,721,730,705,685,682,701,694,702,729,751,725,745,763,758,741,752,766,735,737,760,782,759,777,789,755,753,780,789,761,769,795,798,783,795,817,815,805,828,831,794,826,824,798,812,825,806,794,808,826,798,799,836,817,785,804,797,781,815,828,808,827,853,836,821,841,846,800,813,813,782,793,829,828,796,804,822,811,802,826,829,793,806,804,773,790,808,769,797,831,802,811,833,812,788,809,824,792,777,757,748,841,889,893,864,788,777,762,796,815,841,808,825,843,825,819,859,876,839,853,846,807,824,832,797,816,827,850,854,846,789,808,798,772,762,767,735,736,728,722,728,737,757,735,726,716,699,693,699,680,693,717,741,740,773,793,766,734,755,779,773,783,833,836,809,824,849,829,811,830,830,814,831,824,789,803,803,783,807,838,811,787,813,800,787,812,824,784,782,784,780,771,799,824,804,827,849,818,799,808,815,800,827,851,834,840,833,805,829,828,792,770,776,794,762,770,785,790,766,771,777,753,740,749,739,707,691,697,719,717,706,725,740,730,740,758,766,751,762,794,784,798,828,808,784,791,797,774,787,811,812,801,820,825,795,817,814,780,804,826,840,808,832,838,815,828,842,828,818,831,836,820,850,861,823,820,837,832,803,822,845,840,825,848,829,793,803,808,773,783,814,800,799,817,817,781,796,788,777,777,803,838,787,792,813,820,797,826,857,819,834,850,813,802,822,823,801,825,841,813,820,834,827,792,795,809,775,778,812,809,792,826,836,805,790,805,810,774,782,800,795,776,784,787,758,732,748,746,775,786,747,747,737,707,711,732,737,724,737,766,749,753,777,778,749,760,789,787,764,779,790,769,731,709,711,757,826,860,854,841,842,814,814,822,818,790,811,813,796,826,847,843,819,843,829,811,832,824,799,816,828,794,809,806,781,788,809,810,788,804,813,783,795,800,806,779,785,769,686,692,716,717,679,694,718,733,721,728,732,731,719,715,734,754,744,752,780,795,786,838,838,791,799,813,796,773,793,812,801,790,811,806,779,798,797,759,764,782,775,756,770,800,788,783,815,829,800,811,825,792,782,796,801,770,801,824,808,801,829,820,785,792,793,774,755,765,779,765,786,827,816,803,827,820,779,812,829,783,753,752,754,851,930,945,941,849,850,857,863,827,858,889,872,848,879,887,845,853,854,846,810,834,837,803,802,813,817,776,791,807,788,760,769,788,752,736,747,758,744,764,793,780,762,768,784,785,760,753,766,775,741,731,726,701,681,678,673,674,695,713,731,712,734,754,760,747,770,804,790,784,792,792,767,784,807,818,787,792,801,803,784,793,823,830,791,804,813,796,778,792,801,768,779,776,746,751,760,768,742,744,744,728,716,713,740,741,734,760,798,775,755,750,757,781,782,755,776,797,831,809,836,862,852,844,865,865,840,852,847,832,852,827,817,840,844,811,822,828,793,807,816,802,793,821,821,784,805,818,790,783,807,767,757,784,794,763,756,780,805,827,791,783,789,801,784,804,821,832,807,809,824,844,808,805,836,834,803,820,833,822,808,829,842,816,815,851,837,791,797,809,783,769,765,794,815,810,778,788,799,775,771,801,822,804,804,834,860,814,845,842,800,811,828,789,788,829,825,802,866,867,809,846,872,849,821,838,817,795,830,817,770,785,810,796,807,847,846,797,837,839,777,776,791,782,753,766,808,847,813,840,858,819,823,843,837,807,824,825,799,811,831,808,787,819,809,773,760,762,773,767,745,763,785,760,787,838,841,808,836,861,831,805,811,814,734,735,783,712,717,717,697,742,762,738,705,723,749,756,705,719,734,772,757,792,835,824,801,826,823,786,801,842,830,790,808,832,838,820,860,851,814,832,844,814,849,871,826,836,851,806,802,824,822,778,808,819,782,777,755,793,862,907,897,832,817,824,832,777,783,806,829,805,849,854,811,813,844,843,803,816,816,775,783,812,810,789,823,857,831,793,790,771,729,772,791,770,758,777,793,771,787,809,798,772,793,811,789,785,792,774,750,756,750,739,789,823,782,772,798,802,772,795,825,785,773,821,854,843,838,848,809,792,825,805,771,785,800,784,780,822,827,790,819,830,802,829,847,808,795,824,838,810,791,814,812,790,809,817,780,771,789,774,733,800,814,791,804,851,816,794,825,825,790,797,821,812,798,858,890,840,863,882,843,796,837,844,813,826,869,867,854,896,911,850,878,855,815,846,884,846,849,902,882,827,879,880,825,842,866,813,810,854,868,838,886,911,874,884,917,887,838,850,840,799,838,849,849,830,884,888,837,846,853,826,819,863,885,827,852,877,877,883,935,937,873,906,890,837,842,857,838,825,879,890,853,893,890,844,848,846,798,797,813,807,774,755,738,777,861,867,786,729,744,785,796,778,825,847,804,826,851,821,795,836,856,814,812,845,864,867,827,848,851,860,817,837,823,769,770,789,795,800,830,827,787,830,848,822,824,827,774,755,776,799,774,786,823,836,797,842,847,789,773,765,746,716,705,719,716,731,788,832,831,877,890,839,847,814,771,823,804,780,809,842,835,828,861,881,831,835,830,819,826,851,816,798,815,820,804,830,832,807,827,835,800,791,808,791,778,800,828,834,861,856,818,827,823,800,795,814,819,807,825,847,817,828,839,793,782,793,796,778,795,838,822,837,827,813,830,803,818,822,823,820,839,836,801,819,828,817,848,860,825,842,849,844,827,832,828,821,808,832,844,822,837,842,805,790,784,763,735,717,748,775,793,761,760,781,770,759,780,789,767,772,781,778,749,756,799,818,787,811,817,784,795,806,804,786,802,812,787,788,819,807,769,735,697,768,843,883,888,854,803,818,830,809,830,846,856,827,856,869,850,869,864,833,854,851,825,839,845,849,830,854,840,807,827,845,817,832,850,841,821,833,811,794,808,810,783,786,825,839,830,860,863,829,853,865,841,845,856,870,848,865,888,868,848,864,879,851,857,879,866,837,853,845,789,821,831,832,870,881,837,851,853,786,779,782,792,763,768,755,743,796,1041,918,910,878,797,748,776,826,798,831,856,850,829,869,889,864,847,850,850,809,821,830,800,812,805,807,757,800,801,756,839,842,800,777,808,844,803,780,809,801,756,769,759,729,719,710,712,682,684,700,720,701,750,796,828,796,804,835,808,792],\"time\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1935]}},\"selected\":{\"id\":\"1089\"},\"selection_policy\":{\"id\":\"1088\"}},\"id\":\"1037\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Time\",\"coordinates\":null,\"formatter\":{\"id\":\"1083\"},\"group\":null,\"major_label_policy\":{\"id\":\"1084\"},\"ticker\":{\"id\":\"1015\"}},\"id\":\"1014\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"tools\":[{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"},{\"id\":\"1026\"},{\"id\":\"1027\"},{\"id\":\"1045\"}]},\"id\":\"1030\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1028\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1088\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1089\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1052\",\"type\":\"DataRange1d\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1105\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1106\",\"type\":\"AdaptiveTicker\"},{\"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]},\"id\":\"1108\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1107\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1112\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1113\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1109\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1111\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1115\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1110\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1116\",\"type\":\"YearsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1114\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"end\":1536169.0,\"start\":1453.0},\"id\":\"1070\",\"type\":\"Range1d\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1105\"},{\"id\":\"1106\"},{\"id\":\"1107\"},{\"id\":\"1108\"},{\"id\":\"1109\"},{\"id\":\"1110\"},{\"id\":\"1111\"},{\"id\":\"1112\"},{\"id\":\"1113\"},{\"id\":\"1114\"},{\"id\":\"1115\"},{\"id\":\"1116\"}]},\"id\":\"1060\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1065\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1067\"},\"nonselection_glyph\":{\"id\":\"1066\"},\"view\":{\"id\":\"1069\"}},\"id\":\"1068\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1080\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1065\",\"type\":\"Line\"},{\"attributes\":{\"background_fill_color\":\"#efefef\",\"below\":[{\"id\":\"1059\"}],\"center\":[{\"id\":\"1062\"}],\"height\":125,\"renderers\":[{\"id\":\"1068\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1050\"},\"toolbar\":{\"id\":\"1063\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1052\"},\"x_scale\":{\"id\":\"1055\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1057\"}},\"id\":\"1049\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1081\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null,\"top\":200},\"id\":\"1048\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"1050\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1083\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1055\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1084\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1086\"},\"group\":null,\"major_label_policy\":{\"id\":\"1087\"},\"ticker\":{\"id\":\"1060\"}},\"id\":\"1059\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1059\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1062\",\"type\":\"Grid\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1092\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1072\"},\"x_range\":{\"id\":\"1070\"},\"y_range\":null},\"id\":\"1071\",\"type\":\"RangeTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1093\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1100\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_multi\":{\"id\":\"1071\"},\"tools\":[{\"id\":\"1071\"}]},\"id\":\"1063\",\"type\":\"Toolbar\"},{\"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]},\"id\":\"1095\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1094\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1103\",\"type\":\"YearsTicker\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1067\",\"type\":\"Line\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1099\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1066\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1096\",\"type\":\"DaysTicker\"},{\"attributes\":{\"line_color\":\"#4c72b0\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1038\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1098\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1102\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1097\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1101\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1072\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1069\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1086\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1087\",\"type\":\"AllLabels\"}],\"root_ids\":[\"1076\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"05e814b4-0e86-4418-ac56-266916cd3ac2\",\"root_ids\":[\"1076\"],\"roots\":{\"1076\":\"85119073-73da-403c-931d-8ffcaddf219a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1076"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(\n",
    "    plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3edde9e",
   "metadata": {},
   "source": [
    "The `heart_rate` function provide more options and enables the user to select between different interpolation parameter following the ones povided by the `scipy.interpolate.interpolate1d` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "10c4a955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select a subsample of the recording\n",
    "this_peaks = peaks[20000:35000]\n",
    "\n",
    "_, ax = plt.subplots(figsize=(13, 5))\n",
    "for kind, color, style in zip([\"cubic\", \"linear\", \"previous\", \"next\"], \n",
    "                               sns.color_palette(\"deep\", n_colors=4),\n",
    "                               [\"-\", \"--\", \":\", \"-.\"]):\n",
    "    hr, time = heart_rate(x=this_peaks, input_type='peaks', kind=kind)\n",
    "    ax.plot(time, hr, color=color, label=kind, linestyle=style)\n",
    "\n",
    "# Show individual heartbeats\n",
    "ax.scatter(np.where(this_peaks)[0][1:]/1000,\n",
    "           np.diff(np.where(this_peaks)[0]),\n",
    "           s=100, color=\"gray\", edgecolors=\"k\", label=\"Heartbeats\")\n",
    "plt.legend()\n",
    "ax.set_xlabel(\"Time (s)\")\n",
    "ax.set_ylabel(\"RR intervals (ms)\")\n",
    "ax.set_title(\"Interpolation of the instantaneous heart rate\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3163842b",
   "metadata": {},
   "source": [
    "Note that here the timing of the peaks detection matters. The artefact correction, if it is used, should take this into account and never interpolate RR times series directly but always try to infer the presence, or absence, of cardiac cycles."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "474cb83d",
   "metadata": {},
   "source": [
    "## Evoked heart rate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0028c1bf",
   "metadata": {},
   "source": [
    "Finding R peaks and extract instantaneous heart rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a13efc04",
   "metadata": {},
   "outputs": [],
   "source": [
    "heartrate, new_time = heart_rate(peaks, kind='previous', unit='bpm')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f18f9b1c",
   "metadata": {},
   "source": [
    "Create stim vectors for neutral and discusting images separately. Here, 1 encode the presentation of an image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2cf71d30",
   "metadata": {},
   "outputs": [],
   "source": [
    "triggers_idx = [\n",
    "    np.where(ecg_df.stim.to_numpy() == 2)[0], \n",
    "    np.where(ecg_df.stim.to_numpy() == 1)[0]\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "197eae0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "neutral, disgust = np.zeros(len(new_time)), np.zeros(len(new_time))\n",
    "\n",
    "disgust[np.round(np.where(ecg_df.stim.to_numpy() == 2)[0]).astype(int)] = 1\n",
    "neutral[np.round(np.where(ecg_df.stim.to_numpy() == 1)[0]).astype(int)] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb402ae3",
   "metadata": {},
   "source": [
    "### Event plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1ede881",
   "metadata": {},
   "source": [
    "The `plot_events` function can be usefull to visualize the distribution of events during the task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0d9c3d76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Time'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_events(triggers_idx=triggers_idx, backend=\"matplotlib\", labels=[\"Disgust\", \"Neutral\"],\n",
    "            tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]],\n",
    "            figsize=(13, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fe14ae1",
   "metadata": {},
   "source": [
    "This plot can be combined with other functionnalities of Systole, for example to wisualize the evolution of instantaneous heart rate across the different trials."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e295ece7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"29ba311c-7f83-4fee-8119-452b91aa95bc\" data-root-id=\"1534\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"44710f29-a847-4e0e-a56c-1ebd6f59da30\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1317\"},{\"id\":\"1507\"}],\"sizing_mode\":\"stretch_width\"},\"id\":\"1534\",\"type\":\"Column\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1603\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1604\",\"type\":\"AdaptiveTicker\"},{\"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]},\"id\":\"1606\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1343\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1605\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1610\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1611\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1607\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1609\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1613\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1608\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1614\",\"type\":\"YearsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1612\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1603\"},{\"id\":\"1604\"},{\"id\":\"1605\"},{\"id\":\"1606\"},{\"id\":\"1607\"},{\"id\":\"1608\"},{\"id\":\"1609\"},{\"id\":\"1610\"},{\"id\":\"1611\"},{\"id\":\"1612\"},{\"id\":\"1613\"},{\"id\":\"1614\"}]},\"id\":\"1518\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"end\":1536169.0,\"start\":1453.0},\"id\":\"1528\",\"type\":\"Range1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1342\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1599\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1578\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1579\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1351\"},\"glyph\":{\"id\":\"1352\"},\"group\":null,\"hover_glyph\":null,\"view\":{\"id\":\"1354\"}},\"id\":\"1353\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1581\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1513\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1582\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1510\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1515\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1351\"}},\"id\":\"1354\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"1508\",\"type\":\"Title\"},{\"attributes\":{\"tools\":[{\"id\":\"1336\"},{\"id\":\"1337\"},{\"id\":\"1338\"},{\"id\":\"1339\"},{\"id\":\"1340\"},{\"id\":\"1341\"},{\"id\":\"1359\"}]},\"id\":\"1344\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1351\"},\"glyph\":{\"id\":\"1523\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1525\"},\"nonselection_glyph\":{\"id\":\"1524\"},\"view\":{\"id\":\"1527\"}},\"id\":\"1526\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"background_fill_color\":\"#efefef\",\"below\":[{\"id\":\"1517\"}],\"center\":[{\"id\":\"1520\"}],\"height\":125,\"renderers\":[{\"id\":\"1526\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1508\"},\"toolbar\":{\"id\":\"1521\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1510\"},\"x_scale\":{\"id\":\"1513\"},\"y_range\":{\"id\":\"1322\"},\"y_scale\":{\"id\":\"1515\"}},\"id\":\"1507\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1584\"},\"group\":null,\"major_label_policy\":{\"id\":\"1585\"},\"ticker\":{\"id\":\"1518\"}},\"id\":\"1517\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"data\":{\"bpm\":{\"__ndarray__\":\"yHVkCjZMVECpzbeRqGdTQGFd/5pEnFJAScxUWBHSUkCf/EoM2AFSQCdhTbMu+VNAAAAAAADAUkCxEzuxEztTQCdhTbMu+VNAxlDy1oSOU0AAAAAAAABUQCD3yKrvzVRAYWe4sL52VEBTCDSFQFNUQCD3yKrvzVRAMarT5CDzVEAOJFphcyBVQLGSXETA3FRAA8YkDt63VEADxiQO3rdUQPWdjfrORlVAMarT5CDzVEAg98iq781UQGXVyu1NVlVAIPfIqu/NVECpujH2E4VUQLGSXETA3FRA0WABpDwwVEB2Xdd1XddTQGFnuLC+dlRAUwg0hUBTVEATcirgF25TQHkzQf1zG1RA7PV6vV6vU0B9ILuwGAlTQKJTLakHtFJA+l0tbsL8UkB1KJqNm29UQEljFo/rAlNADtPcBX8VU0ANOGn7xTRTQG+aIuwBxlJAH5uRQ12WUkCEVhTpXupSQOCH6DsWGFJAc4AELcKVUUCXPZZL2zlSQGalMPCR0FFA4uHh4eFhUkB2Yid2YgdSQPdYy9ABu1FA+mg1CVH8UUD3kMuKgRJSQJc9lkvbOVJAbulupEXkUkDwETlBuBtTQF/KmN1Jw1NAjNXW3x7YUkAVjiVkYFZSQGisD431IVNAhFYU6V7qUkBJzFRYEdJSQKCOqotlQVNAW2uttdZaU0AHJgiU1uRTQAAAAAAAiFNAjLo88cOoU0BsS5juFz9VQN3TCMs9jVVA4RVe4RVeVUDvLzbkT1pUQOCLqx90VFNA/zIKAprrU0DvLzbkT1pUQGEPv/XVBlRA9Z2N+s5GVUBfeC+8F95TQAAAAAAAiFNAjLo88cOoU0CMujzxw6hTQB+bkUNdllJAcIc0ypmKUkAecKRoiD9SQC0pB0SGe1FAZqUw8JHQUUAfm5FDXZZSQJvGFv8oy1FA6mUkVsPFUUBMaC+hvYRSQKV9kAyoZ1JADfbQ2/eqUUDaH+2P9kdRQG/PilUfXFJADtPcBX8VU0BhXf+aRJxSQIzV1t8e2FJAwOwBswfMUkCM1dbfHthSQFFg0ql5kFJAnr/Fac32UUD3kMuKgRJSQPdYy9ABu1FAruxzSE2wUUBvz4pVH1xSQEGvZ0nQ61FAWF3vSfAMUkDxqzGRHqhSQAahANlxbVJAGFGtsy+iUkD6XS1uwvxSQAgO5w85RVJAnr/Fac32UUAll6BKP3NSQJvGFv8oy1FAb8+KVR9cUkACWyNmfC5TQAAAAAAAwFJArAfo6gG6UkBiklsJDpVTQIK5dmCuHVJAcIc0ypmKUkDwETlBuBtTQJc9lkvbOVJAQJCq+0kjUkBu6W6kReRSQAqlUAqlUFJAnr/Fac32UUClfZAMqGdSQBWKSsJW5lFAYXMg0QqbUUBhcyDRCptRQECQqvtJI1JA99A+K+V+UkB2Yid2YgdSQA320Nv3qlFADfbQ2/eqUUBBr2dJ0OtRQOG0w74VTlNAAAAAAAAAVEB2Xdd1XddTQFMINIVAU1RAVVVVVVXVVEDjwxWtLz5UQFPks24wRVRAhy+kCNgYVUBlCNbR5n1UQCmllFJKKVRAVVVVVVXVVEBTCDSFQFNUQFdBbQam61RAiob449blVUCFvdxfU4VVQP75559//lVA9JZOw93LVkBXwwBCzVpWQJgJpRYffVZAX0J7Ce0lV0CyYAK/RThXQI1fsJcBVFdATqEJDM+CV0DokJpgvJVXQOiQmmC8lVdAXJmAvqNmV0CQAxHDFS9XQLJgAr9FOFdAMtSw6EGMV0B+vxgVlMVXQPQ8z/M8z1dA9DzP8zzPV0DykQn0Tl1XQExxGyKN+FZAXonalajdVkD0lk7D3ctWQJADEcMVL1dA0Bf0BX1BV0B4KjwVngpXQDR1fu0hl1ZAV8MAQs1aVkCQAxHDFS9XQID1EEfIqFdAmAmlFh99VkBg5AwLLpVVQOrTLN0ptVVAqkjTB4XVVUCQogpSVEFWQGUvIrgCw1ZAa6LKrpqoVkBMcRsijfhWQF/zVArpa1ZAuSYCuSYCVUBba6211lpTQP8yCgKa61NAYpJbCQ6VU0CA5fiJLwJQQCGEEEIIIVBAM+T3MuT3UEBBr2dJ0OtRQDIH3LN8kFFAH5uRQ12WUkBorA+N9SFTQIakzo67R1NADoJTmbANVEBTCDSFQFNUQB4CN5ZBqVRA9Z2N+s5GVUAuDlvqqt1VQP75559//lVAePshgbcfVkDv2p/u2p9WQF4CqonLHFdAXgKqicscV0BMcRsijfhWQNxl1TVhsVZAeCo8FZ4KV0BMcRsijfhWQKpI0weF1VVAYOQMCy6VVUAvuuiii05VQCVJkiRJUlZAfjS2gctJVkBrosqumqhWQFyoOQnEhVZAXKg5CcSFVkBuxDEkYBdWQGxLmO4XP1VAVVVVVVXVVEDq0yzdKbVVQLGSXETA3FRAsZJcRMDcVED1nY36zkZVQPWdjfrORlVAZQjW0eZ9VEDJxFM4FChVQCYTHT+PxlRA9Z2N+s5GVUCgb/UR+6FUQAAAAAAAAFRAYWe4sL52VECykIUsZGFUQGisD431IVNAxlDy1oSOU0AAAAAAAIhTQD/HdZLg4FFALSkHRIZ7UUC9/uJkEHlSQK0zJ6LBZlFA+yVPlc/8UED3WMvQAbtRQGRUH9O8iVBAtJjOYjqLUUDl75Dn20RQQGm9gG1OV1FAP8d1kuDgUUD1pje96U1QQIe2v8fu0FBAOK77xnXfUEDHSIG777hQQEnMVFgR0lJABqEA2XFtUkBu6W6kReRSQHecKoB/gVNAJ2FNsy75U0AO09wFfxVTQFtrrbXWWlNANHyEwDM3VECiUy2pB7RSQAJbI2Z8LlNAjLo88cOoU0AaLl3tNihTQPAROUG4G1NAjLo88cOoU0CpzbeRqGdTQFtrrbXWWlNA9tmM748UVECpzbeRqGdTQOz1er1er1NAsRM7sRM7U0CMujzxw6hTQIAmJYv2yVNAsRM7sRM7U0ANOGn7xTRTQIt0i3SLdFNAdl3XdV3XU0DhtMO+FU5TQAGUA9dJD1NAYpJbCQ6VU0BfypjdScNTQHecKoB/gVNAnJubm5ubU0B3nCqAf4FTQBouXe02KFNAAlsjZnwuU0Ccm5ubm5tTQDR8hMAzN1RAFsTkCmLyU0C5JgK5JgJVQDGq0+Qg81RAdSiajZtvVEAa60NjfWhUQG+aIuwBxlJAAAAAAADAUkBzgAQtwpVRQNwRd8QdcVFA95DLioESUkC3bdu2bdtRQJ/8SgzYAVJAPNhvtTE0UkAa60NjfWhUQIt0i3SLdFNAByYIlNbkU0B3nCqAf4FTQAAAAAAAAFRAxIgRI0aMVEANNL8MNL9UQCsgGJItolNA+l0tbsL8UkC9/uJkEHlSQBouXe02KFNAIPfIqu/NVECsuZqruZpUQNu2bdu2bVVAePshgbcfVkCFLzfEgHRWQOE+gvsI7lVAquXCXX2TVECAJiWL9slTQA6CU5mwDVRAoG/1EfuhVEA2/m4eofpUQKCOqotlQVNAI2g4qfvyUED30D4r5X5SQCmllFJKKVRAycRTOBQoVUCFvdxfU4VVQP75559//lVATFNYurEJVUANOGn7xTRTQEljFo/rAlNAeTNB/XMbVEAg98iq781UQOEVXuEVXlVAsZJcRMDcVEBorA+N9SFTQEAjmfUV7lBAYdVydzjQT0Bauw+3gMJQQB1t3qe4ZFBAsiYWIeptUEALaNyt8wpQQHaDKfJZN1BAJ1qu332cUEDkn1XGmRBRQPnx48ePH1FA2h/tj/ZHUUCu7HNITbBRQCMHCCnua1FA1+kJiZMVUUCDWDV3UHZRQCBcmNQQTVFAQyC0Lb+AUUDL6l3yYMBRQHOABC3ClVFAb8+KVR9cUkBorA+N9SFTQBouXe02KFNAwOwBswfMUkD3kMuKgRJSQGFzINEKm1FA3BF3xB1xUUAll6BKP3NSQJc9lkvbOVJAb8+KVR9cUkBAkKr7SSNSQOCH6DsWGFJAgrl2YK4dUkANOGn7xTRTQCNYSvv9tVNAfSC7sBgJU0A82G+1MTRSQCBcmNQQTVFApqWlpaWlUUCDWDV3UHZRQECQqvtJI1JAjNXW3x7YUkCXPZZL2zlSQJNvvBDpKFJADtPcBX8VU0CpzbeRqGdTQGFd/5pEnFJAolMtqQe0UkB3nCqAf4FTQP8yCgKa61NADThp+8U0U0Dtc0hNMN5SQIzV1t8e2FJA4IurH3RUU0D22YzvjxRUQDxWXbyn0FNAX3gvvBfeU0DjwxWtLz5UQLGSXETA3FRAqbox9hOFVEAHJgiU1uRTQKCOqotlQVNAyHVkCjZMVEBT5LNuMEVUQJybm5ubm1NAcIc0ypmKUkBvz4pVH1xSQKJTLakHtFJAJ2FNsy75U0A0fITAMzdUQAAAAAAAiFNA8asxkR6oUkD3kMuKgRJSQHZiJ3ZiB1JAIwcIKe5rUUDHcRzHcVxRQJ6/xWnN9lFAt23btm3bUUCg7d4qTfFRQBWOJWRgVlJA7XNITTDeUkBvz4pVH1xSQJ6/xWnN9lFAQJCq+0kjUkCENic3Ea5SQOCH6DsWGFJAt23btm3bUUD30D4r5X5SQKJTLakHtFJASWMWj+sCU0A8Vl28p9BTQCD3yKrvzVRAsZJcRMDcVEChCEUoQhFVQLGSXETA3FRAycRTOBQoVUC5JgK5JgJVQKrlwl19k1RA9tmM748UVEA0fITAMzdUQCdhTbMu+VNA2BP2hD1hU0BJzFRYEdJSQPpdLW7C/FJAGi5d7TYoU0DwETlBuBtTQMZQ8taEjlNAAAAAAAAAVEArIBiSLaJTQJybm5ubm1NA9tmM748UVEBfypjdScNTQFtrrbXWWlNADtPcBX8VU0CxEzuxEztTQEnMVFgR0lJArAfo6gG6UkCLdIt0i3RTQBNyKuAXblNAjLo88cOoU0BhD7/11QZUQMSIESNGjFRAU+SzbjBFVEAN7B1TA3tTQP8yCgKa61NAdl3XdV3XU0CMujzxw6hTQCsgGJItolNAGutDY31oVECpujH2E4VUQHUomo2bb1RAxIgRI0aMVECHL6QI2BhVQExTWLqxCVVAJhMdP4/GVEB1KJqNm29UQGUI1tHmfVRAU+SzbjBFVEB2Xdd1XddTQF94L7wX3lNA48MVrS8+VEAAAAAAAABUQA3sHVMDe1NAX8qY3UnDU0AWxOQKYvJTQCsgGJItolNA4IurH3RUU0D/MgoCmutTQFPks24wRVRADoJTmbANVED/MgoCmutTQLKQhSxkYVRAxIgRI0aMVEAWxOQKYvJTQBNyKuAXblNAByYIlNbkU0Cq5cJdfZNUQMnEUzgUKFVAnN70pje9VUASEx7Dbn1VQDxWXbyn0FNAYV3/mkScUkBBr2dJ0OtRQOplJFbDxVFAQJCq+0kjUkA82G+1MTRSQBWKSsJW5lFAGi5d7TYoU0AO09wFfxVTQEnMVFgR0lJAsCAdSp32UkD30D4r5X5SQEvUrkTtSlJADtPcBX8VU0BvmiLsAcZSQA3sHVMDe1NA27Zt27ZtVUCc3vSmN71VQGXVyu1NVlVAycRTOBQoVUArgoaTui9VQCD3yKrvzVRAZQjW0eZ9VEAxqtPkIPNUQGUI1tHmfVRA7y825E9aVEC5JgK5JgJVQCD3yKrvzVRA1AjLPY2wVEB1KJqNm29UQLkmArkmAlVA1AjLPY2wVEAg98iq781UQBRu8HhmN1VAEhMew259VUBXQW0GputUQCD3yKrvzVRAZdXK7U1WVUD1nY36zkZVQCD3yKrvzVRAxIgRI0aMVED1nY36zkZVQIqG+OPW5VVA/vnnn3/+VUA+o9WD42VVQO/0XCYknVVA4RVe4RVeVUCq5cJdfZNUQCdhTbMu+VNA1AjLPY2wVEDAUE3HXCJUQIy6PPHDqFNAgCYli/bJU0DjwxWtLz5UQBbE5Api8lNAYpJbCQ6VU0Aa60NjfWhUQO8vNuRPWlRAymsor6G8U0ACWyNmfC5TQF/KmN1Jw1NA4bTDvhVOU0BJYxaP6wJTQF94L7wX3lNA/zIKAprrU0CxEzuxEztTQEljFo/rAlNAI1hK+/21U0B3nCqAf4FTQO1zSE0w3lJAwOwBswfMUkAaLl3tNihTQO1zSE0w3lJAb8+KVR9cUkClfZAMqGdSQBhRrbMvolJAgrl2YK4dUkBYXe9J8AxSQG7pbqRF5FJAk2+8EOkoUkA82G+1MTRSQMDsAbMHzFJAvf7iZBB5UkAvuuiiiy5SQGFd/5pEnFJAbulupEXkUkBRYNKpeZBSQJNvvBDpKFJAwOwBswfMUkBvmiLsAcZSQKDt3ipN8VFAb8+KVR9cUkDwETlBuBtTQPGrMZEeqFJAScxUWBHSUkANOGn7xTRTQKV9kAyoZ1JAgrl2YK4dUkBRYNKpeZBSQECQqvtJI1JAc4AELcKVUUCg7d4qTfFRQAgO5w85RVJAkzxxLP7VUUD3WMvQAbtRQAAAAAAAwFJAJZegSj9zUkAll6BKP3NSQAJbI2Z8LlNAhFYU6V7qUkDgh+g7FhhSQIK5dmCuHVJAjNXW3x7YUkDxqzGRHqhSQB5wpGiIP1JA99A+K+V+UkCiUy2pB7RSQJNvvBDpKFJA4IfoOxYYUkCEVhTpXupSQGFd/5pEnFJA8asxkR6oUkCpzbeRqGdTQPpdLW7C/FJAUWDSqXmQUkB3nCqAf4FTQEnMVFgR0lJAWF3vSfAMUkCiUy2pB7RSQPfQPivlflJAn/xKDNgBUkC9/uJkEHlSQH0gu7AYCVNAcIc0ypmKUkA82G+1MTRSQPDBBx988FJA4bTDvhVOU0A8Vl28p9BTQA6CU5mwDVRAkzxxLP7VUUA4rvvGdd9QQKeX26oczFBAx3Ecx3FcUUB9ILuwGAlTQOG0w74VTlNA7PV6vV6vU0CM1dbfHthSQKV9kAyoZ1JAkzxxLP7VUUBRYNKpeZBSQC+66KKLLlJAm8YW/yjLUUAvuuiiiy5SQAqlUAqlUFJAg1g1d1B2UUD58ePHjx9RQD/HdZLg4FFAc4AELcKVUUD3WMvQAbtRQB+bkUNdllJAPNhvtTE0UkB2Yid2YgdSQEnMVFgR0lJA4uHh4eFhUkBAkKr7SSNSQKalpaWlpVFAMgfcs3yQUUD3WMvQAbtRQEljFo/rAlNAUWDSqXmQUkDA7AGzB8xSQBNyKuAXblNA7PV6vV6vU0DGUPLWhI5TQBrrQ2N9aFRAspCFLGRhVECsuZqruZpUQCYTHT+PxlRArLmaq7maVEDvLzbkT1pUQDxWXbyn0FNAGutDY31oVEAeAjeWQalUQDGq0+Qg81RAf6xr7o91VUCBlHYjIKVVQH+sa+6PdVVADw8PDw8PVkCBlHYjIKVVQFdBbQam61RA48MVrS8+VEBT5LNuMEVUQKnNt5GoZ1NAhFYU6V7qUkBiklsJDpVTQHUomo2bb1RAX3gvvBfeU0CgjqqLZUFTQKnNt5GoZ1NAGi5d7TYoU0Cf/EoM2AFSQKDt3ipN8VFAcIc0ypmKUkA82G+1MTRSQA320Nv3qlFA4IfoOxYYUkD30D4r5X5SQPeQy4qBElJA95DLioESUkAGoQDZcW1SQFhd70nwDFJAPNhvtTE0UkBJYxaP6wJTQIQ2JzcRrlJAhDYnNxGuUkAaLl3tNihTQB+bkUNdllJAFYpKwlbmUUD30D4r5X5SQAGUA9dJD1NAJZegSj9zUkAAAAAAAMBSQAGUA9dJD1NAvf7iZBB5UkA82G+1MTRSQGisD431IVNAAlsjZnwuU0BorA+N9SFTQLETO7ETO1NAi3SLdIt0U0BvmiLsAcZSQDzYb7UxNFJA8asxkR6oUkBAkKr7SSNSQA320Nv3qlFAFY4lZGBWUkBvmiLsAcZSQFFg0ql5kFJApX2QDKhnUkAAAAAAAMBSQECQqvtJI1JAarsLo1agUUD6aDUJUfxRQLdt27Zt21FAn/xKDNgBUkAYUa2zL6JSQOCH6DsWGFJAgrl2YK4dUkDwwQcffPBSQA3sHVMDe1NA4IurH3RUU0Bu6W6kReRSQOz1er1er1NADewdUwN7U0DwETlBuBtTQPpdLW7C/FJAYpJbCQ6VU0CLdIt0i3RTQOG0w74VTlNA/zIKAprrU0BT5LNuMEVUQGEPv/XVBlRAyHVkCjZMVEAUbvB4ZjdVQOrTLN0ptVVAhb3cX1OFVUCxklxEwNxUQFdBbQam61RAbEuY7hc/VUDUCMs9jbBUQFPks24wRVRAxIgRI0aMVEBT5LNuMEVUQIAmJYv2yVNAYpJbCQ6VU0AnYU2zLvlTQOz1er1er1NAbulupEXkUkBorA+N9SFTQMDsAbMHzFJAgrl2YK4dUkBRYNKpeZBSQGisD431IVNAsCAdSp32UkBJzFRYEdJSQNgT9oQ9YVNAAZQD10kPU0D30D4r5X5SQL3+4mQQeVJArAfo6gG6UkBL1K5E7UpSQC+66KKLLlJA7XNITTDeUkBvz4pVH1xSQAahANlxbVJAsRM7sRM7U0DxqzGRHqhSQJNvvBDpKFJAt23btm3bUUBRYNKpeZBSQHZiJ3ZiB1JAFYpKwlbmUUClfZAMqGdSQIK5dmCuHVJAZqUw8JHQUUCCuXZgrh1SQBWOJWRgVlJAWF3vSfAMUkCg7d4qTfFRQEvUrkTtSlJApqWlpaWlUUAjBwgp7mtRQJc9lkvbOVJAS9SuRO1KUkBBr2dJ0OtRQHZiJ3ZiB1JAhDYnNxGuUkAecKRoiD9SQMvqXfJgwFFAt23btm3bUUAvuuiiiy5SQK7sc0hNsFFA4IfoOxYYUkCEVhTpXupSQIQ2JzcRrlJAUWDSqXmQUkCpzbeRqGdTQBouXe02KFNABqEA2XFtUkAAAAAAAMBSQG+aIuwBxlJAb8+KVR9cUkBvz4pVH1xSQA04afvFNFNAjNXW3x7YUkB9ILuwGAlTQOG0w74VTlNA4bTDvhVOU0CENic3Ea5SQBWKSsJW5lFAAZQD10kPU0DwwQcffPBSQCWXoEo/c1JAS9SuRO1KUkBJzFRYEdJSQJNvvBDpKFJAQyC0Lb+AUUAKpVAKpVBSQPpoNQlR/FFApqWlpaWlUUAll6BKP3NSQKJTLakHtFJAHnCkaIg/UkCXPZZL2zlSQKwH6OoBulJAL7rooosuUkCTPHEs/tVRQCWXoEo/c1JAS9SuRO1KUkD6aDUJUfxRQECQqvtJI1JA8MEHH3zwUkDtc0hNMN5SQHCHNMqZilJAW2uttdZaU0CGpM6Ou0dTQL3+4mQQeVJAcIc0ypmKUkDwwQcffPBSQJNvvBDpKFJAoO3eKk3xUUAYUa2zL6JSQPpdLW7C/FJAGFGtsy+iUkBMaC+hvYRSQNgT9oQ9YVNAAlsjZnwuU0AAAAAAAMBSQO1zSE0w3lJA4IurH3RUU0BorA+N9SFTQAGUA9dJD1NAgCYli/bJU0BlCNbR5n1UQA6CU5mwDVRAeTNB/XMbVEBba6211lpTQA7T3AV/FVNA9tmM748UVED22YzvjxRUQO8vNuRPWlRAFG7weGY3VUCHL6QI2BhVQGUI1tHmfVRA7y825E9aVEADxiQO3rdUQO8vNuRPWlRAYpJbCQ6VU0BhD7/11QZUQP8yCgKa61NA4bTDvhVOU0CGpM6Ou0dTQGEPv/XVBlRAymsor6G8U0BJYxaP6wJTQAGUA9dJD1NAKyAYki2iU0CgjqqLZUFTQPpdLW7C/FJAd5wqgH+BU0CpujH2E4VUQMnEUzgUKFVAhy+kCNgYVUA8Vl28p9BTQJNvvBDpKFJA3BF3xB1xUUAyB9yzfJBRQJM8cSz+1VFAZqUw8JHQUUAGoQDZcW1SQAahANlxbVJAHnCkaIg/UkAVjiVkYFZSQPpdLW7C/FJA99A+K+V+UkAll6BKP3NSQIzV1t8e2FJAk2+8EOkoUkD1SnjupbVRQJvGFv8oy1FACqVQCqVQUkCbxhb/KMtRQOCH6DsWGFJA99A+K+V+UkB2Yid2YgdSQDzYb7UxNFJAb5oi7AHGUkDi4eHh4WFSQIK5dmCuHVJAbulupEXkUkBwhzTKmYpSQGFd/5pEnFJADThp+8U0U0B9ILuwGAlTQHCHNMqZilJATGgvob2EUkB9ILuwGAlTQPGrMZEeqFJAJZegSj9zUkAaLl3tNihTQO1zSE0w3lJAAAAAAADAUkBhXf+aRJxSQKCOqotlQVNA8BE5QbgbU0B3nCqAf4FTQC4OW+qq3VVAw+zgCCKtVUAxqtPkIPNUQFdBbQam61RAbsQxJGAXVkDv9FwmJJ1VQNQRgX0w5FRAYWe4sL52VEAg98iq781UQKy5mqu5mlRAZQjW0eZ9VECpujH2E4VUQLGSXETA3FRANv5uHqH6VEB1KJqNm29UQAcmCJTW5FNAKaWUUkopVEAWxOQKYvJTQLETO7ETO1NA7XNITTDeUkAO09wFfxVTQBWKSsJW5lFAFYpKwlbmUUCwIB1KnfZSQG+aIuwBxlJAJZegSj9zUkCM1dbfHthSQKnNt5GoZ1NAhFYU6V7qUkC9/uJkEHlSQKwH6OoBulJA+l0tbsL8UkD30D4r5X5SQGFd/5pEnFJAoI6qi2VBU0DA7AGzB8xSQEnMVFgR0lJAX8qY3UnDU0ArIBiSLaJTQAJbI2Z8LlNAW2uttdZaU0B2Xdd1XddTQA3sHVMDe1NAAAAAAADAUkB9ILuwGAlTQBouXe02KFNApX2QDKhnUkDgh+g7FhhSQAAAAAAAwFJA99A+K+V+UkAvuuiiiy5SQPDBBx988FJAAlsjZnwuU0CM1dbfHthSQKwH6OoBulJADewdUwN7U0CsB+jqAbpSQDzYb7UxNFJAUWDSqXmQUkCsB+jqAbpSQOCH6DsWGFJAS9SuRO1KUkDwETlBuBtTQPDBBx988FJAhFYU6V7qUkDYE/aEPWFTQF94L7wX3lNAnJubm5ubU0CgjqqLZUFTQJybm5ubm1NADtPcBX8VU0BAkKr7SSNSQOLh4eHhYVJAhDYnNxGuUkBAkKr7SSNSQEvUrkTtSlJAoI6qi2VBU0C9/uJkEHlSQOCH6DsWGFJAGi5d7TYoU0D/MgoCmutTQBbE5Api8lNAByYIlNbkU0BquwujVqBRQCGEEEIIIVBA8Pu+7/u+T0CwWOLAh+FPQA320Nv3qlFApqWlpaWlUUBDILQtv4BRQFzXFi2YYVFAQJCq+0kjUkAtKQdEhntRQDiu+8Z131BAOyMVc6szUUCu7HNITbBRQOSfVcaZEFFAHGClFTPpUEDL6l3yYMBRQHOABC3ClVFAMgfcs3yQUUD3WMvQAbtRQExoL6G9hFJA+mg1CVH8UUBBr2dJ0OtRQIQ2JzcRrlJAolMtqQe0UkAll6BKP3NSQG/PilUfXFJA4IurH3RUU0CwIB1KnfZSQB+bkUNdllJAfSC7sBgJU0DKayivobxTQHecKoB/gVNAfSC7sBgJU0AWxOQKYvJTQLKQhSxkYVRA9tmM748UVECAJiWL9slTQCmllFJKKVRAKyAYki2iU0CEVhTpXupSQLETO7ETO1NA7PV6vV6vU0AAAAAAAIhTQGisD431IVNA8BE5QbgbU0DKayivobxTQP8yCgKa61NAYpJbCQ6VU0Bba6211lpTQOPDFa0vPlRAqbox9hOFVEAeAjeWQalUQD6j1YPjZVVA6KakOsQGVkB4+yGBtx9WQH40toHLSVZAkKIKUlRBVkBg5AwLLpVVQExTWLqxCVVAqbox9hOFVEChCEUoQhFVQHUomo2bb1RAByYIlNbkU0DKayivobxTQPbZjO+PFFRADewdUwN7U0DxqzGRHqhSQPpdLW7C/FJAaKwPjfUhU0DwwQcffPBSQPDBBx988FJAxlDy1oSOU0BorA+N9SFTQB+bkUNdllJAFY4lZGBWUkABlAPXSQ9TQPDBBx988FJArAfo6gG6UkCENic3Ea5SQGisD431IVNAhFYU6V7qUkCXPZZL2zlSQPeQy4qBElJAsCAdSp32UkDxqzGRHqhSQCWXoEo/c1JAjNXW3x7YUkCGpM6Ou0dTQPDBBx988FJArAfo6gG6UkAAAAAAAIhTQKCOqotlQVNA4IurH3RUU0B5M0H9cxtUQCdhTbMu+VNAymsor6G8U0AAAAAAAIhTQDR8hMAzN1RAKaWUUkopVEAppZRSSilUQKy5mqu5mlRAMarT5CDzVEBMU1i6sQlVQFPks24wRVRA48MVrS8+VEB1KJqNm29UQMprKK+hvFNAwOwBswfMUkBba6211lpTQF94L7wX3lNAAAAAAAAAVEA8Vl28p9BTQA04afvFNFNAAlsjZnwuU0BfeC+8F95TQOCLqx90VFNAScxUWBHSUkBYXe9J8AxSQHCHNMqZilJAoO3eKk3xUUCtMyeiwWZRQGFzINEKm1FA6mUkVsPFUUBpvYBtTldRQGm9gG1OV1FAt23btm3bUUBhcyDRCptRQPVKeO6ltVFAdmIndmIHUkBhcyDRCptRQECQqvtJI1JAb8+KVR9cUkC3bdu2bdtRQOplJFbDxVFA99A+K+V+UkAecKRoiD9SQIK5dmCuHVJAhFYU6V7qUkAfm5FDXZZSQOLh4eHhYVJAolMtqQe0UkCEVhTpXupSQAgO5w85RVJACA7nDzlFUkBorA+N9SFTQBhRrbMvolJAFY4lZGBWUkD6XS1uwvxSQBouXe02KFNAH5uRQ12WUkDGUPLWhI5TQDxWXbyn0FNAaKwPjfUhU0Bu6W6kReRSQIy6PPHDqFNAdl3XdV3XU0CxEzuxEztTQBhRrbMvolJAQJCq+0kjUkCwIB1KnfZSQBouXe02KFNASWMWj+sCU0CsB+jqAbpSQGisD431IVNA8asxkR6oUkAIDucPOUVSQHZiJ3ZiB1JAH5uRQ12WUkBwhzTKmYpSQDzYb7UxNFJA6mUkVsPFUUBRYNKpeZBSQBhRrbMvolJAoO3eKk3xUUD6aDUJUfxRQIQ2JzcRrlJAS9SuRO1KUkCf/EoM2AFSQB5wpGiIP1JAUWDSqXmQUkDgh+g7FhhSQGalMPCR0FFA4uHh4eFhUkClfZAMqGdSQGq7C6NWoFFAQa9nSdDrUUCwIB1KnfZSQEnMVFgR0lJAcIc0ypmKUkAaLl3tNihTQHecKoB/gVNAnJubm5ubU0Bu6W6kReRSQKV9kAyoZ1JATGgvob2EUkCGpM6Ou0dTQH0gu7AYCVNAb5oi7AHGUkBba6211lpTQIt0i3SLdFNArAfo6gG6UkAecKRoiD9SQPGrMZEeqFJA8asxkR6oUkD6aDUJUfxRQNwRd8QdcVFABqEA2XFtUkDL6l3yYMBRQGalMPCR0FFAAAAAAADAUkD30D4r5X5SQIK5dmCuHVJASWMWj+sCU0B9ILuwGAlTQOCH6DsWGFJAL7rooosuUkCiUy2pB7RSQN2qjx0uUlFAIFyY1BBNUUBwhzTKmYpSQPdYy9ABu1FAOyMVc6szUUAN9tDb96pRQAgO5w85RVJAFYpKwlbmUUBvz4pVH1xSQO1zSE0w3lJA95DLioESUkBvz4pVH1xSQA3sHVMDe1NA8BE5QbgbU0BMaC+hvYRSQIzV1t8e2FJAH5uRQ12WUkD1SnjupbVRQPdYy9ABu1FAScxUWBHSUkBBr2dJ0OtRQD/HdZLg4FFA4bTDvhVOU0Dgi6sfdFRTQLAgHUqd9lJAAlsjZnwuU0D/MgoCmutTQGKSWwkOlVNAUWDSqXmQUkD1SnjupbVRQCWXoEo/c1JAt23btm3bUUAtKQdEhntRQAqlUAqlUFJAlz2WS9s5UkCbxhb/KMtRQEGvZ0nQ61FAH5uRQ12WUkA82G+1MTRSQC+66KKLLlJAb5oi7AHGUkD30D4r5X5SQFhd70nwDFJAUWDSqXmQUkABlAPXSQ9TQAqlUAqlUFJAcIc0ypmKUkCpzbeRqGdTQMprKK+hvFNA7PV6vV6vU0CpzbeRqGdTQMZQ8taEjlNAwFBNx1wiVECMujzxw6hTQPAROUG4G1NAymsor6G8U0ABlAPXSQ9TQBWKSsJW5lFAkzxxLP7VUUBRYNKpeZBSQKDt3ipN8VFAIwcIKe5rUUBYXe9J8AxSQBhRrbMvolJA99A+K+V+UkAGoQDZcW1SQHUomo2bb1RAGutDY31oVEAaLl3tNihTQKEIRShCEVVAV0FtBqbrVEBXQW0GputUQIW93F9ThVVANHyEwDM3VEDs9Xq9Xq9TQFMINIVAU1RA9Z2N+s5GVUANNL8MNL9UQGEPv/XVBlRAdl3XdV3XU0D1nY36zkZVQLGSXETA3FRAdSiajZtvVEATcirgF25TQDxWXbyn0FNA8MEHH3zwUkCev8VpzfZRQDzYb7UxNFJArAfo6gG6UkCTb7wQ6ShSQJc9lkvbOVJADtPcBX8VU0CsB+jqAbpSQGalMPCR0FFA95DLioESUkD6XS1uwvxSQFFg0ql5kFJAdmIndmIHUkAVikrCVuZRQEvUrkTtSlJA3BF3xB1xUUBquwujVqBRQAahANlxbVJAdmIndmIHUkDqZSRWw8VRQAahANlxbVJADfbQ2/eqUUCPKBrBuThRQJNvvBDpKFJAoO3eKk3xUUBquwujVqBRQGFd/5pEnFJAolMtqQe0UkA82G+1MTRSQB5wpGiIP1JAhqTOjrtHU0BRYNKpeZBSQAqlUAqlUFJAAlsjZnwuU0DhtMO+FU5TQF94L7wX3lNAhFYU6V7qUkCtMyeiwWZRQGRUH9O8iVBAx0iBu++4UEB2Yid2YgdSQG/PilUfXFJAPNhvtTE0UkB2Yid2YgdSQOG0w74VTlNAGi5d7TYoU0BhXf+aRJxSQOCH6DsWGFJAGFGtsy+iUkAN9tDb96pRQDIH3LN8kFFA99A+K+V+UkAll6BKP3NSQOplJFbDxVFAm8YW/yjLUUCENic3Ea5SQOLh4eHhYVJA4uHh4eFhUkBba6211lpTQBouXe02KFNAvf7iZBB5UkBMaC+hvYRSQEljFo/rAlNAlz2WS9s5UkBDILQtv4BRQFhd70nwDFJAhFYU6V7qUkD6XS1uwvxSQIt0i3SLdFNAquXCXX2TVEATcirgF25TQLAgHUqd9lJADewdUwN7U0CAJiWL9slTQOG0w74VTlNAhFYU6V7qUkCLdIt0i3RTQAGUA9dJD1NAcIc0ypmKUkDA7AGzB8xSQBNyKuAXblNAhFYU6V7qUkD30D4r5X5SQEljFo/rAlNA8BE5QbgbU0DwwQcffPBSQNgT9oQ9YVNAAAAAAAAAVEB2Xdd1XddTQAAAAAAAAFRAyHVkCjZMVEBJYxaP6wJTQJc9lkvbOVJAAlsjZnwuU0ATcirgF25TQMDsAbMHzFJAolMtqQe0UkATcirgF25TQO1zSE0w3lJAL7rooosuUkDwETlBuBtTQKnNt5GoZ1NACA7nDzlFUkAyB9yzfJBRQJvGFv8oy1FAFYpKwlbmUUCu7HNITbBRQHCHNMqZilJA8MEHH3zwUkAvuuiiiy5SQBhRrbMvolJAi3SLdIt0U0DwETlBuBtTQAAAAAAAwFJAaKwPjfUhU0CxEzuxEztTQB5wpGiIP1JAQJCq+0kjUkD6XS1uwvxSQAqlUAqlUFJA95DLioESUkCiUy2pB7RSQOCH6DsWGFJA9Up47qW1UUBRYNKpeZBSQO1zSE0w3lJAPNhvtTE0UkAVikrCVuZRQExoL6G9hFJAsCAdSp32UkAGoQDZcW1SQL3+4mQQeVJA+l0tbsL8UkBwhzTKmYpSQG/PilUfXFJAsRM7sRM7U0CLdIt0i3RTQEljFo/rAlNA2BP2hD1hU0BhZ7iwvnZUQAAAAAAAwFJABqEA2XFtUkCwIB1KnfZSQPGrMZEeqFJAarsLo1agUUDi4eHh4WFSQG7pbqRF5FJAL7rooosuUkAvuuiiiy5SQPpdLW7C/FJAScxUWBHSUkAIDucPOUVSQL3+4mQQeVJAwOwBswfMUkAtKQdEhntRQE5talOb2lBAt23btm3bUUBc1xYtmGFRQECZuNK9AVFAm8YW/yjLUUCM1dbfHthSQEGvZ0nQ61FA6mUkVsPFUUAll6BKP3NSQJNvvBDpKFJAtGzjTN9CUUAgXJjUEE1RQDIH3LN8kFFA27Zt27a9UEC4kLPvJXdQQKalpaWlpVFA1+kJiZMVUUC0mM5iOotRQKV9kAyoZ1JA91jL0AG7UUAz5Pcy5PdQQPdYy9ABu1FADfbQ2/eqUUChTBPKNKFQQECZuNK9AVFAQJCq+0kjUkDkn1XGmRBRQIwuuuiiC1FAL7rooosuUkBmpTDwkdBRQN2qjx0uUlFAJZegSj9zUkBMaC+hvYRSQDIH3LN8kFFA2h/tj/ZHUUAVikrCVuZRQEAjmfUV7lBAuJCz7yV3UEAq2LO5lylRQDPk9zLk91BAMEe9cpFbUEAcYKUVM+lQQBWKSsJW5lFApqWlpaWlUUC3bdu2bdtRQG+aIuwBxlJAFYpKwlbmUUAN9tDb96pRQA320Nv3qlFA95DLioESUkAz5Pcy5PdQQEU+6wZT5FBAQa9nSdDrUUD3WMvQAbtRQHOABC3ClVFAk2+8EOkoUkAKpVAKpVBSQFzXFi2YYVFAI2g4qfvyUEBAkKr7SSNSQGFzINEKm1FAVwlgM5AaUUBXCWAzkBpRQPslT5XP/FBAC2jcrfMKUECA5fiJLwJQQDm1JhygLlFApDnSHGmOUEBObWpTm9pQQEGvZ0nQ61FAZqUw8JHQUUBDILQtv4BRQBWKSsJW5lFAL7rooosuUkDkn1XGmRBRQE5talOb2lBAc4AELcKVUUCnl9uqHMxQQE5talOb2lBA6mUkVsPFUUCu7HNITbBRQPdYy9ABu1FAwOwBswfMUkBJzFRYEdJSQCWXoEo/c1JAH5uRQ12WUkDYE/aEPWFTQF94L7wX3lNAUwg0hUBTVEDhtMO+FU5TQCMHCCnua1FAIFyY1BBNUUAO09wFfxVTQKrlwl19k1RAKaWUUkopVEDwETlBuBtTQIzV1t8e2FJAhqTOjrtHU0Avuuiiiy5SQPVKeO6ltVFA8asxkR6oUkCTb7wQ6ShSQGq7C6NWoFFACA7nDzlFUkDtc0hNMN5SQKDt3ipN8VFAdS0HN/uFUUAGoQDZcW1SQL3+4mQQeVJAy+pd8mDAUUDHcRzHcVxRQCBcmNQQTVFAQJCq+0kjUkCu7HNITbBRQGq7C6NWoFFA3BF3xB1xUUBvz4pVH1xSQEGvZ0nQ61FAlz2WS9s5UkB3nCqAf4FTQA3sHVMDe1NASWMWj+sCU0Dtc0hNMN5SQAAAAAAAwFJA95DLioESUkBAkKr7SSNSQAGUA9dJD1NA95DLioESUkCu7HNITbBRQB5wpGiIP1JAPNhvtTE0UkBAkKr7SSNSQNgT9oQ9YVNAX3gvvBfeU0Dgi6sfdFRTQG+aIuwBxlJA2BP2hD1hU0AO09wFfxVTQJc9lkvbOVJAoO3eKk3xUUBJzFRYEdJSQGalMPCR0FFA9Up47qW1UUBJYxaP6wJTQKnNt5GoZ1NAnJubm5ubU0B5M0H9cxtUQDGq0+Qg81RA9Z2N+s5GVUCxklxEwNxUQDGq0+Qg81RAqbox9hOFVEB9ILuwGAlTQHZiJ3ZiB1JAWF3vSfAMUkBXCWAzkBpRQE5talOb2lBAP8d1kuDgUUD1SnjupbVRQAahANlxbVJAi3SLdIt0U0CXPZZL2zlSQPGrMZEeqFJAsRM7sRM7U0BwhzTKmYpSQGalMPCR0FFAnr/Fac32UUCCuXZgrh1SQCMHCCnua1FAMIux7a4GUUBYXe9J8AxSQJ6/xWnN9lFA95DLioESUkAKpVAKpVBSQJNvvBDpKFJAarsLo1agUUDi4eHh4WFSQMDsAbMHzFJApX2QDKhnUkBL1K5E7UpSQPGrMZEeqFJA95DLioESUkB2Yid2YgdSQB+bkUNdllJAQJCq+0kjUkCev8VpzfZRQAAAAAAAwFJAsCAdSp32UkBRYNKpeZBSQLAgHUqd9lJAhqTOjrtHU0AAAAAAAMBSQIK5dmCuHVJA+mg1CVH8UUAjBwgp7mtRQHUtBzf7hVFAFY4lZGBWUkBAkKr7SSNSQJc9lkvbOVJAAAAAAADAUkDtc0hNMN5SQAahANlxbVJACqVQCqVQUkAfm5FDXZZSQC+66KKLLlJA9Up47qW1UUBvz4pVH1xSQIK5dmCuHVJAP8d1kuDgUUCEVhTpXupSQAJbI2Z8LlNAhFYU6V7qUkCM1dbfHthSQIakzo67R1NA7XNITTDeUkAVikrCVuZRQB5wpGiIP1JAQa9nSdDrUUBAkKr7SSNSQCWXoEo/c1JA95DLioESUkCENic3Ea5SQBWOJWRgVlJAHnCkaIg/UkCXPZZL2zlSQEvUrkTtSlJAP8d1kuDgUUCg7d4qTfFRQKwH6OoBulJACqVQCqVQUkCCuXZgrh1SQG/PilUfXFJAruxzSE2wUUDcEXfEHXFRQC+66KKLLlJAZqUw8JHQUUAN9tDb96pRQOplJFbDxVFAQJCq+0kjUkB2Yid2YgdSQIK5dmCuHVJACA7nDzlFUkBRYNKpeZBSQHZiJ3ZiB1JA6mUkVsPFUUAecKRoiD9SQEGvZ0nQ61FAZqUw8JHQUUAYUa2zL6JSQPpdLW7C/FJAaKwPjfUhU0CMujzxw6hTQBrrQ2N9aFRAV0FtBqbrVEAOglOZsA1UQFtrrbXWWlNAhFYU6V7qUkAjWEr7/bVTQMprKK+hvFNADThp+8U0U0AN7B1TA3tTQF/KmN1Jw1NAsRM7sRM7U0BJYxaP6wJTQMZQ8taEjlNAE3Iq4BduU0ANOGn7xTRTQIakzo67R1NAYQ+/9dUGVEB2Xdd1XddTQG+aIuwBxlJAFY4lZGBWUkABlAPXSQ9TQPfQPivlflJAb8+KVR9cUkBorA+N9SFTQO1zSE0w3lJAYV3/mkScUkDxqzGRHqhSQA7T3AV/FVNAolMtqQe0UkC9/uJkEHlSQAGUA9dJD1NAfSC7sBgJU0AKpVAKpVBSQB+bkUNdllJAd5wqgH+BU0Aa60NjfWhUQIW93F9ThVVAAAAAAACIU0Cbxhb/KMtRQPslT5XP/FBART7rBlPkUEAyB9yzfJBRQIQ2JzcRrlJAFY4lZGBWUkD3kMuKgRJSQHCHNMqZilJA95DLioESUkD3WMvQAbtRQHUtBzf7hVFAQJCq+0kjUkB1LQc3+4VRQLRs40zfQlFApqWlpaWlUUC0bONM30JRQMdxHMdxXFFAn/xKDNgBUkAyB9yzfJBRQGq7C6NWoFFAL7rooosuUkA/x3WS4OBRQMvqXfJgwFFADfbQ2/eqUUD3kMuKgRJSQDIH3LN8kFFAt23btm3bUUAfm5FDXZZSQECQqvtJI1JAy+pd8mDAUUBvz4pVH1xSQHZiJ3ZiB1JApqWlpaWlUUCTPHEs/tVRQAgO5w85RVJAn/xKDNgBUkD30D4r5X5SQG7pbqRF5FJAUWDSqXmQUkBMaC+hvYRSQBouXe02KFNADtPcBX8VU0Avuuiiiy5SQD/HdZLg4FFA95DLioESUkDcEXfEHXFRQFzXFi2YYVFA4IfoOxYYUkBzgAQtwpVRQGm9gG1OV1FAkzxxLP7VUUDL6l3yYMBRQHUtBzf7hVFAsdzTCMs9UUCu7HNITbBRQGm9gG1OV1FART7rBlPkUEDaH+2P9kdRQK7sc0hNsFFAx3Ecx3FcUUDkn1XGmRBRQGq7C6NWoFFAQyC0Lb+AUUDkn1XGmRBRQN2qjx0uUlFAQa9nSdDrUUBzgAQtwpVRQMvqXfJgwFFASWMWj+sCU0AIDucPOUVSQFhd70nwDFJAdmIndmIHUkCx3NMIyz1RQDCLse2uBlFAQa9nSdDrUUBquwujVqBRQHOABC3ClVFADtPcBX8VU0CgjqqLZUFTQAJbI2Z8LlNA8MEHH3zwUkCMujzxw6hTQAAAAAAAiFNAX3gvvBfeU0DRYAGkPDBUQIzV1t8e2FJAP/F7iIXRTECsAVesAVdQQLzHe7zHe1BA1+kJiZMVUUBJzFRYEdJSQA6CU5mwDVRA4IurH3RUU0CTb7wQ6ShSQMDsAbMHzFJAWF3vSfAMUkB1LQc3+4VRQKalpaWlpVFA4IfoOxYYUkC0bONM30JRQDiu+8Z131BAx3Ecx3FcUUD1SnjupbVRQKalpaWlpVFApqWlpaWlUUBwhzTKmYpSQAgO5w85RVJA95DLioESUkAAAAAAAMBSQL3+4mQQeVJAGFGtsy+iUkAfm5FDXZZSQDxWXbyn0FNAAAAAAADAUkCsB+jqAbpSQHZd13Vd11NAP8d1kuDgUUBmpTDwkdBRQAAAAAAAwFJA4bTDvhVOU0BRYNKpeZBSQOplJFbDxVFAhDYnNxGuUkCxEzuxEztTQHCHNMqZilJArAfo6gG6UkB2Xdd1XddTQHecKoB/gVNAX8qY3UnDU0Cq5cJdfZNUQLGSXETA3FRADiRaYXMgVUChCEUoQhFVQP75559//lVA4T6C+wjuVUDbtm3btm1VQFVVVVVV1VRAPqPVg+NlVUAAAAAAAABUQIzV1t8e2FJAgrl2YK4dUkCM1dbfHthSQPGrMZEeqFJAnr/Fac32UUBRYNKpeZBSQPDBBx988FJA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1935]},\"nbeat\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935],\"outliers\":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false],\"rr\":[739,773,806,797,833,751,800,780,751,767,750,721,733,738,721,716,710,719,724,724,705,716,721,703,721,731,719,743,756,733,738,772,746,762,788,802,790,734,789,786,781,799,807,793,829,853,823,842,816,832,846,834,830,823,794,785,759,796,818,784,793,797,779,775,754,768,763,706,696,702,737,776,753,737,749,705,755,768,763,763,807,809,822,858,842,807,843,844,810,815,849,868,817,786,806,796,798,796,808,835,830,846,848,817,837,831,804,814,805,790,821,835,813,843,817,782,800,801,766,828,809,785,823,827,794,819,835,815,838,852,852,827,811,832,849,849,837,777,750,756,738,720,741,740,711,732,744,720,738,717,685,697,682,658,671,667,648,646,643,638,636,636,641,647,646,637,631,630,630,642,653,656,658,647,645,651,664,671,647,634,667,695,691,687,674,659,662,653,669,714,775,753,766,937,930,884,837,854,807,784,778,748,738,726,705,686,682,678,663,649,649,653,661,651,653,687,695,704,672,673,662,666,666,679,706,720,691,719,719,705,705,732,709,722,705,727,750,733,736,784,767,768,839,858,812,862,883,846,907,855,922,865,839,920,892,889,897,797,814,794,769,751,786,775,742,802,782,763,783,785,763,773,775,747,773,762,780,763,758,780,781,771,756,777,787,766,759,769,765,769,783,782,765,742,752,714,716,734,735,799,800,853,860,830,840,833,824,735,771,754,769,750,730,723,764,790,812,783,721,728,700,678,668,684,729,758,748,727,715,779,885,811,744,709,697,682,713,781,789,746,721,702,719,784,886,943,895,915,913,935,925,903,879,876,868,848,861,878,859,867,857,845,853,817,784,783,798,830,852,860,813,823,817,827,829,828,781,761,788,824,867,850,859,827,796,823,826,786,773,806,802,769,753,781,795,796,776,747,757,755,741,719,731,754,779,739,740,765,809,817,802,751,742,768,804,830,832,861,864,835,840,836,818,795,817,835,827,803,829,840,811,802,789,757,721,719,712,719,709,714,729,747,742,751,774,797,790,783,785,767,750,764,765,747,759,775,786,780,797,801,771,772,763,749,730,740,770,753,756,763,764,735,731,734,730,711,713,722,734,732,740,756,755,741,750,770,759,752,764,776,753,740,748,753,736,730,752,772,754,729,709,690,698,757,806,837,844,827,824,838,783,786,797,791,811,820,786,799,770,700,690,703,709,708,721,732,716,732,737,714,721,725,734,714,725,721,707,698,717,721,703,705,721,730,705,685,682,701,694,702,729,751,725,745,763,758,741,752,766,735,737,760,782,759,777,789,755,753,780,789,761,769,795,798,783,795,817,815,805,828,831,794,826,824,798,812,825,806,794,808,826,798,799,836,817,785,804,797,781,815,828,808,827,853,836,821,841,846,800,813,813,782,793,829,828,796,804,822,811,802,826,829,793,806,804,773,790,808,769,797,831,802,811,833,812,788,809,824,792,777,757,748,841,889,893,864,788,777,762,796,815,841,808,825,843,825,819,859,876,839,853,846,807,824,832,797,816,827,850,854,846,789,808,798,772,762,767,735,736,728,722,728,737,757,735,726,716,699,693,699,680,693,717,741,740,773,793,766,734,755,779,773,783,833,836,809,824,849,829,811,830,830,814,831,824,789,803,803,783,807,838,811,787,813,800,787,812,824,784,782,784,780,771,799,824,804,827,849,818,799,808,815,800,827,851,834,840,833,805,829,828,792,770,776,794,762,770,785,790,766,771,777,753,740,749,739,707,691,697,719,717,706,725,740,730,740,758,766,751,762,794,784,798,828,808,784,791,797,774,787,811,812,801,820,825,795,817,814,780,804,826,840,808,832,838,815,828,842,828,818,831,836,820,850,861,823,820,837,832,803,822,845,840,825,848,829,793,803,808,773,783,814,800,799,817,817,781,796,788,777,777,803,838,787,792,813,820,797,826,857,819,834,850,813,802,822,823,801,825,841,813,820,834,827,792,795,809,775,778,812,809,792,826,836,805,790,805,810,774,782,800,795,776,784,787,758,732,748,746,775,786,747,747,737,707,711,732,737,724,737,766,749,753,777,778,749,760,789,787,764,779,790,769,731,709,711,757,826,860,854,841,842,814,814,822,818,790,811,813,796,826,847,843,819,843,829,811,832,824,799,816,828,794,809,806,781,788,809,810,788,804,813,783,795,800,806,779,785,769,686,692,716,717,679,694,718,733,721,728,732,731,719,715,734,754,744,752,780,795,786,838,838,791,799,813,796,773,793,812,801,790,811,806,779,798,797,759,764,782,775,756,770,800,788,783,815,829,800,811,825,792,782,796,801,770,801,824,808,801,829,820,785,792,793,774,755,765,779,765,786,827,816,803,827,820,779,812,829,783,753,752,754,851,930,945,941,849,850,857,863,827,858,889,872,848,879,887,845,853,854,846,810,834,837,803,802,813,817,776,791,807,788,760,769,788,752,736,747,758,744,764,793,780,762,768,784,785,760,753,766,775,741,731,726,701,681,678,673,674,695,713,731,712,734,754,760,747,770,804,790,784,792,792,767,784,807,818,787,792,801,803,784,793,823,830,791,804,813,796,778,792,801,768,779,776,746,751,760,768,742,744,744,728,716,713,740,741,734,760,798,775,755,750,757,781,782,755,776,797,831,809,836,862,852,844,865,865,840,852,847,832,852,827,817,840,844,811,822,828,793,807,816,802,793,821,821,784,805,818,790,783,807,767,757,784,794,763,756,780,805,827,791,783,789,801,784,804,821,832,807,809,824,844,808,805,836,834,803,820,833,822,808,829,842,816,815,851,837,791,797,809,783,769,765,794,815,810,778,788,799,775,771,801,822,804,804,834,860,814,845,842,800,811,828,789,788,829,825,802,866,867,809,846,872,849,821,838,817,795,830,817,770,785,810,796,807,847,846,797,837,839,777,776,791,782,753,766,808,847,813,840,858,819,823,843,837,807,824,825,799,811,831,808,787,819,809,773,760,762,773,767,745,763,785,760,787,838,841,808,836,861,831,805,811,814,734,735,783,712,717,717,697,742,762,738,705,723,749,756,705,719,734,772,757,792,835,824,801,826,823,786,801,842,830,790,808,832,838,820,860,851,814,832,844,814,849,871,826,836,851,806,802,824,822,778,808,819,782,777,755,793,862,907,897,832,817,824,832,777,783,806,829,805,849,854,811,813,844,843,803,816,816,775,783,812,810,789,823,857,831,793,790,771,729,772,791,770,758,777,793,771,787,809,798,772,793,811,789,785,792,774,750,756,750,739,789,823,782,772,798,802,772,795,825,785,773,821,854,843,838,848,809,792,825,805,771,785,800,784,780,822,827,790,819,830,802,829,847,808,795,824,838,810,791,814,812,790,809,817,780,771,789,774,733,800,814,791,804,851,816,794,825,825,790,797,821,812,798,858,890,840,863,882,843,796,837,844,813,826,869,867,854,896,911,850,878,855,815,846,884,846,849,902,882,827,879,880,825,842,866,813,810,854,868,838,886,911,874,884,917,887,838,850,840,799,838,849,849,830,884,888,837,846,853,826,819,863,885,827,852,877,877,883,935,937,873,906,890,837,842,857,838,825,879,890,853,893,890,844,848,846,798,797,813,807,774,755,738,777,861,867,786,729,744,785,796,778,825,847,804,826,851,821,795,836,856,814,812,845,864,867,827,848,851,860,817,837,823,769,770,789,795,800,830,827,787,830,848,822,824,827,774,755,776,799,774,786,823,836,797,842,847,789,773,765,746,716,705,719,716,731,788,832,831,877,890,839,847,814,771,823,804,780,809,842,835,828,861,881,831,835,830,819,826,851,816,798,815,820,804,830,832,807,827,835,800,791,808,791,778,800,828,834,861,856,818,827,823,800,795,814,819,807,825,847,817,828,839,793,782,793,796,778,795,838,822,837,827,813,830,803,818,822,823,820,839,836,801,819,828,817,848,860,825,842,849,844,827,832,828,821,808,832,844,822,837,842,805,790,784,763,735,717,748,775,793,761,760,781,770,759,780,789,767,772,781,778,749,756,799,818,787,811,817,784,795,806,804,786,802,812,787,788,819,807,769,735,697,768,843,883,888,854,803,818,830,809,830,846,856,827,856,869,850,869,864,833,854,851,825,839,845,849,830,854,840,807,827,845,817,832,850,841,821,833,811,794,808,810,783,786,825,839,830,860,863,829,853,865,841,845,856,870,848,865,888,868,848,864,879,851,857,879,866,837,853,845,789,821,831,832,870,881,837,851,853,786,779,782,792,763,768,755,743,796,1041,918,910,878,797,748,776,826,798,831,856,850,829,869,889,864,847,850,850,809,821,830,800,812,805,807,757,800,801,756,839,842,800,777,808,844,803,780,809,801,756,769,759,729,719,710,712,682,684,700,720,701,750,796,828,796,804,835,808,792],\"time\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1935]}},\"selected\":{\"id\":\"1587\"},\"selection_policy\":{\"id\":\"1586\"}},\"id\":\"1351\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1523\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1165260.0,\"level\":\"underlay\",\"right\":1175760.0},\"id\":\"1395\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":398919.0,\"level\":\"underlay\",\"right\":409419.0},\"id\":\"1435\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1584\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1326\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":996746.0,\"level\":\"underlay\",\"right\":1007246.0},\"id\":\"1369\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1399044.0,\"level\":\"underlay\",\"right\":1409544.0},\"id\":\"1433\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1018061.0,\"level\":\"underlay\",\"right\":1028561.0},\"id\":\"1373\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1585\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":997246.0},\"id\":\"1370\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":727454.0,\"level\":\"underlay\",\"right\":737954.0},\"id\":\"1485\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1071771.0},\"id\":\"1384\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":717289.0},\"id\":\"1484\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1007387.0,\"level\":\"underlay\",\"right\":1017887.0},\"id\":\"1371\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":410627.0,\"level\":\"underlay\",\"right\":421127.0},\"id\":\"1437\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":834634.0},\"id\":\"1506\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1081973.0,\"level\":\"underlay\",\"right\":1092473.0},\"id\":\"1385\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1399544.0},\"id\":\"1434\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1018561.0},\"id\":\"1374\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":411127.0},\"id\":\"1438\",\"type\":\"Span\"},{\"attributes\":{\"overlay\":{\"id\":\"1342\"}},\"id\":\"1339\",\"type\":\"BoxSelectTool\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1049948.0,\"level\":\"underlay\",\"right\":1060448.0},\"id\":\"1379\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":399419.0},\"id\":\"1436\",\"type\":\"Span\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1525\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":965337.0},\"id\":\"1364\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1028720.0,\"level\":\"underlay\",\"right\":1039220.0},\"id\":\"1375\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":517303.0,\"level\":\"underlay\",\"right\":527803.0},\"id\":\"1457\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1007887.0},\"id\":\"1372\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":431896.0,\"level\":\"underlay\",\"right\":442396.0},\"id\":\"1441\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1340\",\"type\":\"ResetTool\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1039332.0,\"level\":\"underlay\",\"right\":1049832.0},\"id\":\"1377\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":421264.0,\"level\":\"underlay\",\"right\":431764.0},\"id\":\"1439\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1587\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":442597.0,\"level\":\"underlay\",\"right\":453097.0},\"id\":\"1443\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"1328\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1331\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":421764.0},\"id\":\"1440\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":453255.0,\"level\":\"underlay\",\"right\":463755.0},\"id\":\"1445\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":432396.0},\"id\":\"1442\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":463950.0,\"level\":\"underlay\",\"right\":474450.0},\"id\":\"1447\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":443097.0},\"id\":\"1444\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":474608.0,\"level\":\"underlay\",\"right\":485108.0},\"id\":\"1449\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":453755.0},\"id\":\"1446\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null,\"top\":200},\"id\":\"1362\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":485293.0,\"level\":\"underlay\",\"right\":495793.0},\"id\":\"1451\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":464450.0},\"id\":\"1448\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":495942.0,\"level\":\"underlay\",\"right\":506442.0},\"id\":\"1453\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":475108.0},\"id\":\"1450\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":738093.0,\"level\":\"underlay\",\"right\":748593.0},\"id\":\"1487\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":485793.0},\"id\":\"1452\",\"type\":\"Span\"},{\"attributes\":{},\"id\":\"1322\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":496442.0},\"id\":\"1454\",\"type\":\"Span\"},{\"attributes\":{\"fill_color\":{\"value\":\"firebrick\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1356\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1586\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1367531.0},\"id\":\"1428\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":506609.0,\"level\":\"underlay\",\"right\":517108.999999},\"id\":\"1455\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_color\":\"#4c72b0\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1352\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":557984.0,\"level\":\"underlay\",\"right\":568484.0},\"id\":\"1459\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1333\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1530\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1029220.0},\"id\":\"1376\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":507109.0},\"id\":\"1456\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1060598.999999,\"level\":\"underlay\",\"right\":1071098.999999},\"id\":\"1381\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":569593.0,\"level\":\"underlay\",\"right\":580093.0},\"id\":\"1461\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1039832.0},\"id\":\"1378\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":517803.0},\"id\":\"1458\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1071271.0,\"level\":\"underlay\",\"right\":1081771.0},\"id\":\"1383\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":580221.0,\"level\":\"underlay\",\"right\":590721.0},\"id\":\"1463\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1050448.0},\"id\":\"1380\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":558484.0},\"id\":\"1460\",\"type\":\"Span\"},{\"attributes\":{\"overlay\":{\"id\":\"1530\"},\"x_range\":{\"id\":\"1528\"},\"y_range\":null},\"id\":\"1529\",\"type\":\"RangeTool\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1154610.0,\"level\":\"underlay\",\"right\":1165110.0},\"id\":\"1393\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":590868.0,\"level\":\"underlay\",\"right\":601368.0},\"id\":\"1465\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1061098.999999},\"id\":\"1382\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":570093.0},\"id\":\"1462\",\"type\":\"Span\"},{\"attributes\":{\"active_multi\":{\"id\":\"1529\"},\"tools\":[{\"id\":\"1529\"}]},\"id\":\"1521\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1133274.0,\"level\":\"underlay\",\"right\":1143774.0},\"id\":\"1389\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":601532.0,\"level\":\"underlay\",\"right\":612032.0},\"id\":\"1467\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":580721.0},\"id\":\"1464\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1388362.0,\"level\":\"underlay\",\"right\":1398862.0},\"id\":\"1431\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":612171.0,\"level\":\"underlay\",\"right\":622671.0},\"id\":\"1469\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1122617.0,\"level\":\"underlay\",\"right\":1133117.0},\"id\":\"1387\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":591368.0},\"id\":\"1466\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1082473.0},\"id\":\"1386\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":622823.0,\"level\":\"underlay\",\"right\":633323.0},\"id\":\"1471\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1143926.0,\"level\":\"underlay\",\"right\":1154426.0},\"id\":\"1391\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":602032.0},\"id\":\"1468\",\"type\":\"Span\"},{\"attributes\":{},\"id\":\"1336\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1123117.0},\"id\":\"1388\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":633476.0,\"level\":\"underlay\",\"right\":643976.0},\"id\":\"1473\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Instantaneous heart rate\"},\"id\":\"1318\",\"type\":\"Title\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1155110.0},\"id\":\"1394\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":612671.0},\"id\":\"1470\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1219127.0},\"id\":\"1406\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":644159.0,\"level\":\"underlay\",\"right\":654659.0},\"id\":\"1475\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1355\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"Time\",\"coordinates\":null,\"formatter\":{\"id\":\"1581\"},\"group\":null,\"major_label_policy\":{\"id\":\"1582\"},\"ticker\":{\"id\":\"1329\"}},\"id\":\"1328\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1133774.0},\"id\":\"1390\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":623323.0},\"id\":\"1472\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1356378.0,\"level\":\"underlay\",\"right\":1366878.0},\"id\":\"1425\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":654838.0,\"level\":\"underlay\",\"right\":665338.0},\"id\":\"1477\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1590\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1144426.0},\"id\":\"1392\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":633976.0},\"id\":\"1474\",\"type\":\"Span\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1591\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":665490.0,\"level\":\"underlay\",\"right\":675990.0},\"id\":\"1479\",\"type\":\"BoxAnnotation\"},{\"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]},\"id\":\"1593\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1175952.0,\"level\":\"underlay\",\"right\":1186452.0},\"id\":\"1397\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":644659.0},\"id\":\"1476\",\"type\":\"Span\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1592\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":676140.0,\"level\":\"underlay\",\"right\":686640.0},\"id\":\"1481\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1186642.0,\"level\":\"underlay\",\"right\":1197142.0},\"id\":\"1399\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":655338.0},\"id\":\"1478\",\"type\":\"Span\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1597\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"below\":[{\"id\":\"1328\"}],\"center\":[{\"id\":\"1331\"},{\"id\":\"1335\"},{\"id\":\"1361\"},{\"id\":\"1362\"},{\"id\":\"1363\"},{\"id\":\"1364\"},{\"id\":\"1365\"},{\"id\":\"1366\"},{\"id\":\"1367\"},{\"id\":\"1368\"},{\"id\":\"1369\"},{\"id\":\"1370\"},{\"id\":\"1371\"},{\"id\":\"1372\"},{\"id\":\"1373\"},{\"id\":\"1374\"},{\"id\":\"1375\"},{\"id\":\"1376\"},{\"id\":\"1377\"},{\"id\":\"1378\"},{\"id\":\"1379\"},{\"id\":\"1380\"},{\"id\":\"1381\"},{\"id\":\"1382\"},{\"id\":\"1383\"},{\"id\":\"1384\"},{\"id\":\"1385\"},{\"id\":\"1386\"},{\"id\":\"1387\"},{\"id\":\"1388\"},{\"id\":\"1389\"},{\"id\":\"1390\"},{\"id\":\"1391\"},{\"id\":\"1392\"},{\"id\":\"1393\"},{\"id\":\"1394\"},{\"id\":\"1395\"},{\"id\":\"1396\"},{\"id\":\"1397\"},{\"id\":\"1398\"},{\"id\":\"1399\"},{\"id\":\"1400\"},{\"id\":\"1401\"},{\"id\":\"1402\"},{\"id\":\"1403\"},{\"id\":\"1404\"},{\"id\":\"1405\"},{\"id\":\"1406\"},{\"id\":\"1407\"},{\"id\":\"1408\"},{\"id\":\"1409\"},{\"id\":\"1410\"},{\"id\":\"1411\"},{\"id\":\"1412\"},{\"id\":\"1413\"},{\"id\":\"1414\"},{\"id\":\"1415\"},{\"id\":\"1416\"},{\"id\":\"1417\"},{\"id\":\"1418\"},{\"id\":\"1419\"},{\"id\":\"1420\"},{\"id\":\"1421\"},{\"id\":\"1422\"},{\"id\":\"1423\"},{\"id\":\"1424\"},{\"id\":\"1425\"},{\"id\":\"1426\"},{\"id\":\"1427\"},{\"id\":\"1428\"},{\"id\":\"1429\"},{\"id\":\"1430\"},{\"id\":\"1431\"},{\"id\":\"1432\"},{\"id\":\"1433\"},{\"id\":\"1434\"},{\"id\":\"1435\"},{\"id\":\"1436\"},{\"id\":\"1437\"},{\"id\":\"1438\"},{\"id\":\"1439\"},{\"id\":\"1440\"},{\"id\":\"1441\"},{\"id\":\"1442\"},{\"id\":\"1443\"},{\"id\":\"1444\"},{\"id\":\"1445\"},{\"id\":\"1446\"},{\"id\":\"1447\"},{\"id\":\"1448\"},{\"id\":\"1449\"},{\"id\":\"1450\"},{\"id\":\"1451\"},{\"id\":\"1452\"},{\"id\":\"1453\"},{\"id\":\"1454\"},{\"id\":\"1455\"},{\"id\":\"1456\"},{\"id\":\"1457\"},{\"id\":\"1458\"},{\"id\":\"1459\"},{\"id\":\"1460\"},{\"id\":\"1461\"},{\"id\":\"1462\"},{\"id\":\"1463\"},{\"id\":\"1464\"},{\"id\":\"1465\"},{\"id\":\"1466\"},{\"id\":\"1467\"},{\"id\":\"1468\"},{\"id\":\"1469\"},{\"id\":\"1470\"},{\"id\":\"1471\"},{\"id\":\"1472\"},{\"id\":\"1473\"},{\"id\":\"1474\"},{\"id\":\"1475\"},{\"id\":\"1476\"},{\"id\":\"1477\"},{\"id\":\"1478\"},{\"id\":\"1479\"},{\"id\":\"1480\"},{\"id\":\"1481\"},{\"id\":\"1482\"},{\"id\":\"1483\"},{\"id\":\"1484\"},{\"id\":\"1485\"},{\"id\":\"1486\"},{\"id\":\"1487\"},{\"id\":\"1488\"},{\"id\":\"1489\"},{\"id\":\"1490\"},{\"id\":\"1491\"},{\"id\":\"1492\"},{\"id\":\"1493\"},{\"id\":\"1494\"},{\"id\":\"1495\"},{\"id\":\"1496\"},{\"id\":\"1497\"},{\"id\":\"1498\"},{\"id\":\"1499\"},{\"id\":\"1500\"},{\"id\":\"1501\"},{\"id\":\"1502\"},{\"id\":\"1503\"},{\"id\":\"1504\"},{\"id\":\"1505\"},{\"id\":\"1506\"}],\"height\":250,\"left\":[{\"id\":\"1332\"}],\"output_backend\":\"webgl\",\"renderers\":[{\"id\":\"1353\"},{\"id\":\"1357\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1318\"},\"toolbar\":{\"id\":\"1344\"},\"x_range\":{\"id\":\"1528\"},\"x_scale\":{\"id\":\"1324\"},\"y_range\":{\"id\":\"1322\"},\"y_scale\":{\"id\":\"1326\"}},\"id\":\"1317\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1165760.0},\"id\":\"1396\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":716789.0,\"level\":\"underlay\",\"right\":727289.0},\"id\":\"1483\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1197326.0,\"level\":\"underlay\",\"right\":1207826.0},\"id\":\"1401\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":665990.0},\"id\":\"1480\",\"type\":\"Span\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1594\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1176452.0},\"id\":\"1398\",\"type\":\"Span\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1596\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1598\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1207992.0,\"level\":\"underlay\",\"right\":1218492.0},\"id\":\"1403\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":676640.0},\"id\":\"1482\",\"type\":\"Span\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1600\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1187142.0},\"id\":\"1400\",\"type\":\"Span\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1595\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1218627.0,\"level\":\"underlay\",\"right\":1229127.0},\"id\":\"1405\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1337\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1601\",\"type\":\"YearsTicker\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1197826.0},\"id\":\"1402\",\"type\":\"Span\"},{\"attributes\":{\"axis\":{\"id\":\"1517\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1520\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1229377.0,\"level\":\"underlay\",\"right\":1239877.0},\"id\":\"1407\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":748775.0,\"level\":\"underlay\",\"right\":759275.0},\"id\":\"1489\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1351\"}},\"id\":\"1358\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1351\"},\"glyph\":{\"id\":\"1355\"},\"group\":null,\"hover_glyph\":{\"id\":\"1356\"},\"view\":{\"id\":\"1358\"}},\"id\":\"1357\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1208492.0},\"id\":\"1404\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":727954.0},\"id\":\"1486\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1239991.0,\"level\":\"underlay\",\"right\":1250491.0},\"id\":\"1409\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":759457.0,\"level\":\"underlay\",\"right\":769957.0},\"id\":\"1491\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1341\",\"type\":\"SaveTool\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1280715.0,\"level\":\"underlay\",\"right\":1291215.0},\"id\":\"1411\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":738593.0},\"id\":\"1488\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1229877.0},\"id\":\"1408\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":770140.0,\"level\":\"underlay\",\"right\":780640.0},\"id\":\"1493\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1292352.0,\"level\":\"underlay\",\"right\":1302852.0},\"id\":\"1413\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":749275.0},\"id\":\"1490\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1240491.0},\"id\":\"1410\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":780792.0,\"level\":\"underlay\",\"right\":791292.0},\"id\":\"1495\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1303037.0,\"level\":\"underlay\",\"right\":1313537.0},\"id\":\"1415\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":759957.0},\"id\":\"1492\",\"type\":\"Span\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@bpm\":\"printf\",\"@rr\":\"printf\",\"@time\":\"datetime\"},\"renderers\":[{\"id\":\"1357\"}],\"tooltips\":[[\"time\",\"@time{:%M:%S.%3Ns}\"],[\"R-R interval\",\"@rr{%0.2f} ms\"],[\"BPM\",\"@bpm{%0.2f} BPM\"],[\"Heartbeat number\",\"@nbeat\"]]},\"id\":\"1359\",\"type\":\"HoverTool\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":975470.0,\"level\":\"underlay\",\"right\":985970.0},\"id\":\"1365\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1281215.0},\"id\":\"1412\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":791471.0,\"level\":\"underlay\",\"right\":801971.0},\"id\":\"1497\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1313693.0,\"level\":\"underlay\",\"right\":1324193.0},\"id\":\"1417\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1346256.0},\"id\":\"1424\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":770640.0},\"id\":\"1494\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1292852.0},\"id\":\"1414\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":802162.0,\"level\":\"underlay\",\"right\":812662.0},\"id\":\"1499\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1590\"},{\"id\":\"1591\"},{\"id\":\"1592\"},{\"id\":\"1593\"},{\"id\":\"1594\"},{\"id\":\"1595\"},{\"id\":\"1596\"},{\"id\":\"1597\"},{\"id\":\"1598\"},{\"id\":\"1599\"},{\"id\":\"1600\"},{\"id\":\"1601\"}]},\"id\":\"1329\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1324463.0,\"level\":\"underlay\",\"right\":1334963.0},\"id\":\"1419\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1388862.0},\"id\":\"1432\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":781292.0},\"id\":\"1496\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1303537.0},\"id\":\"1416\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":812849.0,\"level\":\"underlay\",\"right\":823349.0},\"id\":\"1501\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1524\",\"type\":\"Line\"},{\"attributes\":{\"bottom\":3000,\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null},\"id\":\"1361\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1335125.0,\"level\":\"underlay\",\"right\":1345625.0},\"id\":\"1421\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":791971.0},\"id\":\"1498\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":986119.0,\"level\":\"underlay\",\"right\":996619.0},\"id\":\"1367\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1314193.0},\"id\":\"1418\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":823518.0,\"level\":\"underlay\",\"right\":834018.0},\"id\":\"1503\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":975970.0},\"id\":\"1366\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1345756.0,\"level\":\"underlay\",\"right\":1356256.0},\"id\":\"1423\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":802662.0},\"id\":\"1500\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1324963.0},\"id\":\"1420\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"left\":834134.0,\"level\":\"underlay\",\"right\":844634.0},\"id\":\"1505\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"1343\"}},\"id\":\"1338\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1356878.0},\"id\":\"1426\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":813349.0},\"id\":\"1502\",\"type\":\"Span\"},{\"attributes\":{},\"id\":\"1324\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1351\"}},\"id\":\"1527\",\"type\":\"CDSView\"},{\"attributes\":{\"axis_label\":\"R-R interval (ms)\",\"coordinates\":null,\"formatter\":{\"id\":\"1578\"},\"group\":null,\"major_label_policy\":{\"id\":\"1579\"},\"ticker\":{\"id\":\"1333\"}},\"id\":\"1332\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":964837.0,\"level\":\"underlay\",\"right\":975337.0},\"id\":\"1363\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1335625.0},\"id\":\"1422\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":986619.0},\"id\":\"1368\",\"type\":\"Span\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1367031.0,\"level\":\"underlay\",\"right\":1377531.0},\"id\":\"1427\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":824018.0},\"id\":\"1504\",\"type\":\"Span\"},{\"attributes\":{\"axis\":{\"id\":\"1332\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1335\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"left\":1377713.0,\"level\":\"underlay\",\"right\":1388213.0},\"id\":\"1429\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"level\":\"underlay\",\"line_color\":\"gray\",\"line_dash\":[6],\"location\":1378213.0},\"id\":\"1430\",\"type\":\"Span\"}],\"root_ids\":[\"1534\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"44710f29-a847-4e0e-a56c-1ebd6f59da30\",\"root_ids\":[\"1534\"],\"roots\":{\"1534\":\"29ba311c-7f83-4fee-8119-452b91aa95bc\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1534"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First, we create a RR interval plot\n",
    "show(\n",
    "    plot_rr(\n",
    "        peaks, input_type='peaks', backend='bokeh', figsize=250, \n",
    "        events_params={\"triggers_idx\": triggers_idx, \"labels\": [\"Disgust\", \"Neutral\"],\n",
    "                       \"tmin\": -0.5, \"tmax\": 10.0, \"palette\": [sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]]}\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84902b95",
   "metadata": {},
   "source": [
    "However, it is still difficult to see if a general tendency emerges from the time course of the heart rate following the stimulations, and if the two conditions differ from one another."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28860b28",
   "metadata": {},
   "source": [
    "### Evoked plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5794f88",
   "metadata": {},
   "source": [
    "Systole provides a function `to_epochs` that can easily convert raw signal and triggers vectors into the corresponding epochs array. An epoch is simply a 2d matrix containing the signal of interest sliced using some interval around the trigers. It is also common practice to baseline correct these signal using the value at *t*=`0` or some interval before the stimuli (e.g., the average interval from 1 second pre-baseline), so the evoked response can be more readily interpreted.\n",
    "\n",
    "This function accepts several arguments and can be used in a variety of ways (see documentation). Here, we provide the trigger idexes using the `triggers_idx` parameter (the sames where a trigger was recorded, here indicating that an image appeared on the screen). The `apply_baseline` parameter is set to `(-1.0, 0.0)` to indicate that we want substract the average of the signal value one second before the triggers appear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8011e37a",
   "metadata": {},
   "outputs": [],
   "source": [
    "epoch, rejected = to_epochs(signal=signal, triggers_idx=triggers_idx, apply_baseline=(-1.0, 0.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9458ca97",
   "metadata": {},
   "source": [
    "The function returns two objects:\n",
    "* A 2d epoch array, that contains the signal of interest in the range around the trigger.\n",
    "* A 1d reject array that indexes the rejected trials during the epoching process.\n",
    "\n",
    "Trials can be rejected because\n",
    "1. They contain artefacts. The artefacted part of the recording can be indexed using the `reject` parameter.\n",
    "2. The time range of the trial lies outside the signal range. This can be the case for the first or the last trials"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6df492b0",
   "metadata": {},
   "source": [
    "Visualization of the event related instantaneous heart rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "38f228d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"2d510cf7-49bf-431e-939e-424c975325bb\" data-root-id=\"1815\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"ad7a7a45-2820-41c4-8b46-4d32559e1605\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1826\"}],\"center\":[{\"id\":\"1829\"},{\"id\":\"1833\"},{\"id\":\"2067\"},{\"id\":\"2157\"},{\"id\":\"2376\"}],\"height\":400,\"left\":[{\"id\":\"1830\"}],\"renderers\":[{\"id\":\"1848\"},{\"id\":\"1849\"},{\"id\":\"1854\"},{\"id\":\"1860\"},{\"id\":\"1866\"},{\"id\":\"1872\"},{\"id\":\"1878\"},{\"id\":\"1884\"},{\"id\":\"1890\"},{\"id\":\"1896\"},{\"id\":\"1902\"},{\"id\":\"1908\"},{\"id\":\"1914\"},{\"id\":\"1920\"},{\"id\":\"1926\"},{\"id\":\"1932\"},{\"id\":\"1938\"},{\"id\":\"1944\"},{\"id\":\"1950\"},{\"id\":\"1956\"},{\"id\":\"1962\"},{\"id\":\"1968\"},{\"id\":\"1974\"},{\"id\":\"1980\"},{\"id\":\"1986\"},{\"id\":\"1992\"},{\"id\":\"1998\"},{\"id\":\"2004\"},{\"id\":\"2010\"},{\"id\":\"2016\"},{\"id\":\"2022\"},{\"id\":\"2028\"},{\"id\":\"2034\"},{\"id\":\"2040\"},{\"id\":\"2046\"},{\"id\":\"2052\"},{\"id\":\"2058\"},{\"id\":\"2064\"},{\"id\":\"2073\"},{\"id\":\"2163\"},{\"id\":\"2169\"},{\"id\":\"2175\"},{\"id\":\"2181\"},{\"id\":\"2187\"},{\"id\":\"2193\"},{\"id\":\"2199\"},{\"id\":\"2205\"},{\"id\":\"2211\"},{\"id\":\"2217\"},{\"id\":\"2223\"},{\"id\":\"2229\"},{\"id\":\"2235\"},{\"id\":\"2241\"},{\"id\":\"2247\"},{\"id\":\"2253\"},{\"id\":\"2259\"},{\"id\":\"2265\"},{\"id\":\"2271\"},{\"id\":\"2277\"},{\"id\":\"2283\"},{\"id\":\"2289\"},{\"id\":\"2295\"},{\"id\":\"2301\"},{\"id\":\"2307\"},{\"id\":\"2313\"},{\"id\":\"2319\"},{\"id\":\"2325\"},{\"id\":\"2331\"},{\"id\":\"2337\"},{\"id\":\"2343\"},{\"id\":\"2349\"},{\"id\":\"2355\"},{\"id\":\"2361\"},{\"id\":\"2367\"},{\"id\":\"2373\"},{\"id\":\"2382\"}],\"sizing_mode\":\"fixed\",\"title\":{\"id\":\"1816\"},\"toolbar\":{\"id\":\"1841\"},\"width\":400,\"x_range\":{\"id\":\"1818\"},\"x_scale\":{\"id\":\"1822\"},\"y_range\":{\"id\":\"1820\"},\"y_scale\":{\"id\":\"1824\"}},\"id\":\"1815\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2507\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2508\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2509\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2510\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2511\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2512\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2513\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1970\"},\"glyph\":{\"id\":\"1971\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1973\"},\"nonselection_glyph\":{\"id\":\"1972\"},\"view\":{\"id\":\"1975\"}},\"id\":\"1974\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2514\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1966\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1964\"}},\"id\":\"1969\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1967\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1965\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2525\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2526\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2483\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2527\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2528\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1869\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2529\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1868\"},\"glyph\":{\"id\":\"1869\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1871\"},\"nonselection_glyph\":{\"id\":\"1870\"},\"view\":{\"id\":\"1873\"}},\"id\":\"1872\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2530\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2531\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2532\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2533\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2534\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1898\"}},\"id\":\"1903\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1991\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2292\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1989\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1905\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2131\"},\"selection_policy\":{\"id\":\"2130\"}},\"id\":\"1994\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2294\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2103\"},\"selection_policy\":{\"id\":\"2102\"}},\"id\":\"1910\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1997\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2512\"},\"selection_policy\":{\"id\":\"2511\"}},\"id\":\"2297\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2101\"},\"selection_policy\":{\"id\":\"2100\"}},\"id\":\"1904\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2133\"},\"selection_policy\":{\"id\":\"2132\"}},\"id\":\"2000\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2300\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1904\"},\"glyph\":{\"id\":\"1905\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1907\"},\"nonselection_glyph\":{\"id\":\"1906\"},\"view\":{\"id\":\"1909\"}},\"id\":\"1908\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1990\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2514\"},\"selection_policy\":{\"id\":\"2513\"}},\"id\":\"2303\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1994\"},\"glyph\":{\"id\":\"1995\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1997\"},\"nonselection_glyph\":{\"id\":\"1996\"},\"view\":{\"id\":\"1999\"}},\"id\":\"1998\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1907\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2293\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2297\"},\"glyph\":{\"id\":\"2298\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2300\"},\"nonselection_glyph\":{\"id\":\"2299\"},\"view\":{\"id\":\"2302\"}},\"id\":\"2301\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1913\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1988\"}},\"id\":\"1993\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2105\"},\"selection_policy\":{\"id\":\"2104\"}},\"id\":\"1916\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2291\"}},\"id\":\"2296\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2081\",\"type\":\"AllLabels\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1906\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1995\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2090\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1910\"},\"glyph\":{\"id\":\"1911\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1913\"},\"nonselection_glyph\":{\"id\":\"1912\"},\"view\":{\"id\":\"1915\"}},\"id\":\"1914\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2003\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2298\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1904\"}},\"id\":\"1909\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2135\"},\"selection_policy\":{\"id\":\"2134\"}},\"id\":\"2006\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2306\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1996\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2516\"},\"selection_policy\":{\"id\":\"2515\"}},\"id\":\"2309\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2091\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2000\"},\"glyph\":{\"id\":\"2001\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2003\"},\"nonselection_glyph\":{\"id\":\"2002\"},\"view\":{\"id\":\"2005\"}},\"id\":\"2004\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1911\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2299\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2303\"},\"glyph\":{\"id\":\"2304\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2306\"},\"nonselection_glyph\":{\"id\":\"2305\"},\"view\":{\"id\":\"2308\"}},\"id\":\"2307\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1919\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1994\"}},\"id\":\"1999\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2107\"},\"selection_policy\":{\"id\":\"2106\"}},\"id\":\"1922\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2297\"}},\"id\":\"2302\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2480\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1912\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2001\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1916\"},\"glyph\":{\"id\":\"1917\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1919\"},\"nonselection_glyph\":{\"id\":\"1918\"},\"view\":{\"id\":\"1921\"}},\"id\":\"1920\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2009\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2304\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1910\"}},\"id\":\"1915\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2137\"},\"selection_policy\":{\"id\":\"2136\"}},\"id\":\"2012\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2312\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2002\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2518\"},\"selection_policy\":{\"id\":\"2517\"}},\"id\":\"2315\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2006\"},\"glyph\":{\"id\":\"2007\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2009\"},\"nonselection_glyph\":{\"id\":\"2008\"},\"view\":{\"id\":\"2011\"}},\"id\":\"2010\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1917\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2305\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2309\"},\"glyph\":{\"id\":\"2310\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2312\"},\"nonselection_glyph\":{\"id\":\"2311\"},\"view\":{\"id\":\"2314\"}},\"id\":\"2313\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1925\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2000\"}},\"id\":\"2005\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"QEoqjUHR8T+Au98vDALkPwBIKta7dsg/ALJqInQ9xb8A1P58wBPbvwB2EyCj1uG/AGFGIW564b8Aptc4oc7XvwBYKt7G0Kq/AE9yL/Vq2D8AiMvuIMHsP8Du24hhe/c/gIC4Xs91AEAAdisp2xgFQKCtX0ILZwlAAHF2NrcoDUDQAtkjXCMQQNCK7hIEWRFAUCJhQNAtEkBgFRaEPZoSQPC18rXIlhJAQFTcre4bEkAQtQ7MRSIRQGDVXea+WA9AYGjE+E2eC0Bg5GrDAEMHQOAyazqfdAJAwDq+o+LB+j+A08D7fWvwPwAtSJSBBtk/AGJ4CDgBy78A/BSYXF7ov8AgAhNIGfS/gEI/ZxEY+7/AfgWtk5IAwABXV34THQPAILw5sFYoBcDgU1HLK7EGwAC/QlhhtAfAoCWZIFAvCMBAr/nqpCoIwKCkOgrNuQfAQN6rjqLwBsAgMp2I/+IFwCB+Xgi+pATA4JQ/HrhJA8CAVZDax+UBwIBTmfrGjADAQLDBwKCg/r9AAjb8P3b8vwA+TgZFrfq/gBbJPYlY+b+AMWUB5or4vwA64a80V/i/ANz7p07Q+L8AxHNIDQn6vwAsjqhDDvy/ADUng7Ow/r8g7FJQUM8AwGBdkNjyQgLAoE9Xsi6KA8AgFrM18XsEwMAPr7on7wTAYJVWmb+6BMDAKdcD0LUDwOBk7MfJzwHAwHfPWS1U/r8A0Zy4hdj3vwA+S/+0e/C/AMDKAacZ4b8A0GIdZL6WvwBt5vsBK98/gHenNowq7z8AKhFqXr32P8AGjOWaEP0/QJLmkvkvAUAgj25hLz4DQIBbYqpqmwRA4FHGOScwBUDAyZ7b4OQEQIAeGqw7ogNAgF2ESxVrAUDA8k2LQfP8PwDNGpcrHvY/gM8MObCy7T8AcZ722ZzePwCcWMlho7A/AJ1jkubs0b+AhpnHUs3gvwDZpe4EouS/gD2oXL+V5L8AtjG0MQvhvwDzuQMYytS/ADhKJOVfoL8A0Pibjl7VP4CsS9IUWOg/gBgHF93I8z/AepqE1Pf7P2D1Rl3GNAJAYO6+0VRjBkBgarQq51sKQGCCJvPO8g1AYDcK2y5+EEAwsT5/cqYRQHDn2RtrXBJAsBjofvqVEkBgbtrhTmISQJBQqgLn0xFA0CNRn0H9EECAp5DruuEPQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2109\"},\"selection_policy\":{\"id\":\"2108\"}},\"id\":\"1928\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2303\"}},\"id\":\"2308\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2082\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1918\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2007\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2083\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1922\"},\"glyph\":{\"id\":\"1923\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1925\"},\"nonselection_glyph\":{\"id\":\"1924\"},\"view\":{\"id\":\"1927\"}},\"id\":\"1926\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2015\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2310\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1916\"}},\"id\":\"1921\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2139\"},\"selection_policy\":{\"id\":\"2138\"}},\"id\":\"2018\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2318\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2008\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"ABVJH3Pe0j+AyKqiOeLrP0AwCq9ZpfE/wIdJ/Ubf8D8Al9iwsFPpPwCOLXMFQNg/ACgGlKU0vr+AuvVft0rkv4BEPbDW9fG/QM7WaM5D+b8gvp1+0QsAwOC0b0jaPAPA4EubozE5BsAAiNqhBwUJwCA2tE+MpAvAgNSyS2kRDsDwilXs0A4QwLAyErnxyBDA0BjTyW0bEcBA9Fvcm+oQwBB+cK7SGhDAANeo+9EgDcDgh8sNIHQIwMDmdUGbjwLAwEfGLkUM+L8AV6TIyKrlvwDgUHQ597U/gG+n/ZTY5j9A1at5LCvyP0DZD51c1fQ/wDsV9XLi8z9AVTNYegzwP4D9wjn7GuQ/AJy4zDz8xD8ARNJscw3WvwAO9gppQuu/QOg0zFMx9b/Ay6BzSDX8v8ADp9xUYwHAYPdlbYd/BMAg6NSKB3wHwMCHu9OgZQrA4Hzh5h5JDcAgSQ7ThBYQwJAhqP3yfBHAICSkZp/HEsBw0AVMT+YTwMCg0OvHyBTAcBEIhM5eFcCwnq9SKJgVwKB1wmtaZhXAoPZUeBTUFMAQFX+85P4TwKDH0IXOBBPAQATaIdUDEsDwwire+xkRwGD3UghGZRDAYBPiZjEDEMAAZmbA6fkPwLAIBzlwQRDA4IJ8jsC9EMAAkrL9Al8RwDAkyKNUEhLAoCjcndLEEsDwGMjUm2MTwMCq7BJ84RPA8N4stidBFMDwRMpTF4gUwNBsBoHDuxTAwOYi06ThFMDAQmHfM/8UwBARAzvpGRXAQL+KFjo2FcBQIOaNHlEVwBDlSX8zZBXA8MFXuxFpFcBga7ESUlkVwICV+FWNLhXA4PTOVVziFMDwZGRNpG4UwBC+D2h91BPAsMM7d2McE8CgyWV1KE8SwJAjC12edRHAkCSpKJeYEMDAQXqlyYEPwKD7pyqu7g3AQFdW5h6IDMCApSVAEFwLwGAy42k9eArAoElclWHqCcAANl70N8AJwEBEtrh7BwrAIF04tuPNCsAgRlVIiBkMwKAXHpHr3A3A8NhfhroDEMBAd7MbRkQRwOBUoEbMpxLAkN88xQAmFMCAg59Vl7YVwFAeaI2hUBfAkLIRTqjmGMCA61WnOmkawIB8J5HlyBvA8BZ5Azb2HMBQcT32uOEdwBA9Z2H7ex7AEHt/Tau1HsDQZMOCY4wewA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2520\"},\"selection_policy\":{\"id\":\"2519\"}},\"id\":\"2321\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2092\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2012\"},\"glyph\":{\"id\":\"2013\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2015\"},\"nonselection_glyph\":{\"id\":\"2014\"},\"view\":{\"id\":\"2017\"}},\"id\":\"2016\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1923\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2311\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2315\"},\"glyph\":{\"id\":\"2316\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2318\"},\"nonselection_glyph\":{\"id\":\"2317\"},\"view\":{\"id\":\"2320\"}},\"id\":\"2319\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1931\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2006\"}},\"id\":\"2011\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2111\"},\"selection_policy\":{\"id\":\"2110\"}},\"id\":\"1934\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2309\"}},\"id\":\"2314\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2093\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1924\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2013\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2481\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1928\"},\"glyph\":{\"id\":\"1929\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1931\"},\"nonselection_glyph\":{\"id\":\"1930\"},\"view\":{\"id\":\"1933\"}},\"id\":\"1932\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2020\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2316\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1922\"}},\"id\":\"1927\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"gJtV9X947T8AyzB5KIrlPwAnA73Ixds/AMTRTmZVyz8AEL14U+eVPwDgZxR1s8G/AHFfawXl0L8AZIib8qrWvwA1QEoJE9q/AIAYp9AE278Ax6Lhz2fZvwCbcCmOI9W/AFBN7KVNzL8AvHu4lICzvwC0UNDuUrc/ADdAzosY0T8AbjI+BwzcP4A53BD15+I/gMVPS3jC5j8AoFpd6yXpPwDYkV69pek/AEzVJFIf6D8Acnut9rvkPwCREjLaUN8/AHEHEO8i0j8AyPmugT2iPwDatza8zs+/gD1Q0VsI4r8Ax+ErMO3sv0AGNdnsKvS/QD7+R73b+b/AvsWX4z//v8B4Av8cBwLAQIcaWM3+A8Bguefxb2IFwEC4JudxDQbAYCiUUkDbBcAgYWZYo64EwODocRZPpgLAgIDrsFT8/7/AcuEynOT5vwB9w6imffO/AGkeEUx/6r8AugkhMYvevwBu1u5a+si/AABEAi6Zg78ATB7gDPSyPwBs8+TnR7E/ALDCkN5Nkb8AytpW+lzFvwDigIrcsde/gCJwYfqq47+A4pJI32jsv0Cwxv7q1vK/gHvOl9aB97/AuM4QHez7v0D85t9ly/+/wIGbPaxqAcDgM28szl8CwOBufnfsnwLAgAXZ2doFAsDAz44ObWwAwAC2gOwBePu/QFKxFp4/9L8AZCZfo17nvwD2cv4VNsK/AFPTv6Lp3T8AdQ6XihTxPwAv1uz8B/o/YPxR1IzqAECA5d7YBQwEQADRkNcgbgZAYN/dm30kCEDAHDzxu0IJQECiIaN73AlA4IMEfVwFCkBg1VpK/tAJQCDtDFH+UglAoM9Qfz2cCEBgnpWyJ7cHQAAQdmA6rQZAIOSM/vKHBUDgznQCz1AEQACRyOFLEQNAwOAiEufSAUBAGlrRIZ8AQACh6gKOAv8/QNR2pjQQ/T9AXXsri4X7PwC5GjDlgPo/gGx3UpYg+j+A/LMw8oL6P0Dv8mhMxvs/wH3QK4cI/j9gxt9MJaEAQGAuDBu1lQJAYPPReZy6BEDAppXihOgGQEDEu84X+AhAYNiot/7BCkDAbMEW4x4MQEAmrD9h6AxAwP9oV+kMDUCAvnkINo8MQADekGDZcgtAANRgbWW7CUAgJJw8bGwHQCA99dt/iQRAIKgeWTIWAUBA8i7zOS/6Pw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2143\"},\"selection_policy\":{\"id\":\"2142\"}},\"id\":\"2030\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2324\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2014\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2522\"},\"selection_policy\":{\"id\":\"2521\"}},\"id\":\"2327\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2482\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2018\"},\"glyph\":{\"id\":\"2019\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2021\"},\"nonselection_glyph\":{\"id\":\"2020\"},\"view\":{\"id\":\"2023\"}},\"id\":\"2022\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1929\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2317\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2321\"},\"glyph\":{\"id\":\"2322\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2324\"},\"nonselection_glyph\":{\"id\":\"2323\"},\"view\":{\"id\":\"2326\"}},\"id\":\"2325\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1937\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2012\"}},\"id\":\"2017\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2113\"},\"selection_policy\":{\"id\":\"2112\"}},\"id\":\"1940\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2315\"}},\"id\":\"2320\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1930\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2019\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1934\"},\"glyph\":{\"id\":\"1935\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1937\"},\"nonselection_glyph\":{\"id\":\"1936\"},\"view\":{\"id\":\"1939\"}},\"id\":\"1938\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2024\"},\"glyph\":{\"id\":\"2025\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2027\"},\"nonselection_glyph\":{\"id\":\"2026\"},\"view\":{\"id\":\"2029\"}},\"id\":\"2028\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2322\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1928\"}},\"id\":\"1933\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2021\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2330\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2524\"},\"selection_policy\":{\"id\":\"2523\"}},\"id\":\"2333\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2084\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2112\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1935\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2141\"},\"selection_policy\":{\"id\":\"2140\"}},\"id\":\"2024\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2323\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2327\"},\"glyph\":{\"id\":\"2328\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2330\"},\"nonselection_glyph\":{\"id\":\"2329\"},\"view\":{\"id\":\"2332\"}},\"id\":\"2331\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1943\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2027\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"IDfzYPeeCcDg4bi1tD4FwABKb5QaXv+/gJX2qB+O8r8AdYzJntfUvwBfxzImAt4/AIGvUTBr8j/Ao/zZCGD6PwBcAGMPNf4/wA2Cj0/F/D/A1D0Dd9j1PwBj0rHVBeU/AA6Tl9Q30L8AQZUvyaz0v2DKSL0YFgPAAEOhHmevC8AwYYTrz8URwMBEz1raChXAIKYug3KCF8Bw346I3D0ZwKAX8otjUhrAEIRarlLVGsCQUcoQ9dsawLCxQ9SVexrA4NHIGYDJGcCAkapb+9oYwMAEkEMvwxfAMNWHbueQFsAAJd95ZlIVwBAW4wLvFRTAUNPgpsPpEsAwfCUDJ9wRwMA6/rRb+xDA4Gvcz5RVEMAg89TVAeoPwOCYVRy1ug/AQHFGJ8cREMBgdOYjbJUQwLDjs/FuaxHAgM9X/vSWEsDAP3u3IxsUwAA87y7++hXAgIDkez4tGMDw2yMvo5IawCBreKaiCR3AEDitP7NwH8BYskasJdMgwDD+cadwxCHA0A0+wHV7IsAwbZAlcOciwEj2nLL1+SLA6DF04Mm3IsBIoL90CC8iwHA4+ETdbSHAEO+WJnSCIMDwfyne8fUewBA71ecuyxzA8AgjFfegGsCghJfB9JIYwOBXSAkVsxbAwE2cnPcLFcBAHgnhDqgTwACRBDzNkRLAEGIEE6XTEcDQUX7LCHgRwLAh6MpqiRHAgN2OLIYQEsBgTnmWYAITwDAq+2llRxTA4CE4i8vHFcDQ2lPeyWsXwMAJckeXGxnA4FK2qmq/GsCwZ0Tsej8cwFDkU1dFhB3AYKjkds5/HsBgV+xR2S8fwLAIdVfikh/AYNmI9mWnH8Aw4zGe4GsfwIBCer3O3h7AMA9sw6z+HcDgOc+k/MkcwPAT+4cyRhvA4I6vaKCJGcAgmGD5Gq0XwPALgux2yRXAQNiH9Ij3E8Bg3eXDJVASwND8Dw0i7BDAoBi+QGnID8BgjwHdy4oOwGDHNtuHDg7AQNGU7Bs+DsBAxVLCBgQPwKDa04ZjJRDAwF3lv23+EMDQcvlkYQISwDAdy3F9JhPAMAwm0ORfFMBgVi3ViqMVwMAPIjpe5hbAwD9FuE0dGMCQ99cISD0ZwEBHG+U7OxrAwDdQBhgMG8CQi7Gay6QbwMBZ9bRv/RvAgBF7gMsXHMAARKd+fvcbwA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2115\"},\"selection_policy\":{\"id\":\"2114\"}},\"id\":\"1946\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2018\"}},\"id\":\"2023\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2321\"}},\"id\":\"2326\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1936\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2094\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2108\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1940\"},\"glyph\":{\"id\":\"1941\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1943\"},\"nonselection_glyph\":{\"id\":\"1942\"},\"view\":{\"id\":\"1945\"}},\"id\":\"1944\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2025\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2328\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1934\"}},\"id\":\"1939\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2033\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2336\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2145\"},\"selection_policy\":{\"id\":\"2144\"}},\"id\":\"2036\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2526\"},\"selection_policy\":{\"id\":\"2525\"}},\"id\":\"2339\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2095\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1941\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2026\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2329\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2030\"},\"glyph\":{\"id\":\"2031\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2033\"},\"nonselection_glyph\":{\"id\":\"2032\"},\"view\":{\"id\":\"2035\"}},\"id\":\"2034\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2333\"},\"glyph\":{\"id\":\"2334\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2336\"},\"nonselection_glyph\":{\"id\":\"2335\"},\"view\":{\"id\":\"2338\"}},\"id\":\"2337\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1949\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2117\"},\"selection_policy\":{\"id\":\"2116\"}},\"id\":\"1952\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2024\"}},\"id\":\"2029\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2327\"}},\"id\":\"2332\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1942\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2484\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1946\"},\"glyph\":{\"id\":\"1947\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1949\"},\"nonselection_glyph\":{\"id\":\"1948\"},\"view\":{\"id\":\"1951\"}},\"id\":\"1950\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2031\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2334\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1940\"}},\"id\":\"1945\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2039\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2342\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2147\"},\"selection_policy\":{\"id\":\"2146\"}},\"id\":\"2042\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2528\"},\"selection_policy\":{\"id\":\"2527\"}},\"id\":\"2345\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1947\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2032\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2335\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2036\"},\"glyph\":{\"id\":\"2037\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2039\"},\"nonselection_glyph\":{\"id\":\"2038\"},\"view\":{\"id\":\"2041\"}},\"id\":\"2040\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2339\"},\"glyph\":{\"id\":\"2340\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2342\"},\"nonselection_glyph\":{\"id\":\"2341\"},\"view\":{\"id\":\"2344\"}},\"id\":\"2343\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1955\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"AOTdZo7lAEDAj94kOe/7P8BstM9vVvU/ACP+TKpo7D8AXYLq+RPbPwDgr0CYb6e/AOoiOwoi4L+Ar0NMBv/tv8Dt1GnfSvW/ADPJdgK3+r9AXR/s8gf/vwDea79ODQHAgIqQKL4BAsDAc93iRm8CwMBgsh/oYwLAIBRvEKHtAcDgVHPmcBoBwIDFPaat8P+/QBCjD6Qq/b9AlCfydv/5vwC9If7omfa/AEe0i74x87+Af1FKcv7vvwCpkak0deq/gDW8SUc45r8AWmQ/LbjjvwBgHZ9pZeO/gIF6fX+w5b8AaFUZB+bqvwB0WJhGX/G/ALBvjj1m9r9A7GIaHVH8v2Bx0vOMdAHAoAfUULT7BMCAj+/5nqIIwOBg3kTnTQzAwNVnhifiD8CgXcRbsqERwKCEcODAKRPAEFU1ZPJ5FMAQwg/6+YIVwAC3/LSKNRbA4Cf5p1eCFsDwAwLmE1oWwDA9FIJyrRXAkMAsjyZtFMDAqmdbs5ESwBDHB2RgOxDAQBSXeCcuC8BAhUKQaaMFwMB77tZVMADAwHbvKHZd9r+AU+tCoOHrvwAupJxcOd+/AMCuTvqV0r8AtMtlslXSvwA9GSWvLdy/APWAop3T5r8A8Htf6BLxvwBTEyILafe/AEwhx4nO/b/gKWB+29IBwOCOhbhyKATAAF+znoudBcBgEml9Wh8GwEC4mdKnwQXAwJ58+AGZBMAADUlJ97kCwABYNh8WOQDAgJH3qNlV+r+AQ6GGE0jzvwA8ZDfw4+a/ACDip7A7yL8AN96UtInWPwD5Nje7YOw/AK3hVgdH9j9ACLxfFov9P4Bgbl+b0AFAgOV6PgoXBECgo1zRLWsFQMC22pM1qgVAILqq6UrlBEDg9nMSIz0DQOCQxgZ00gBAQEBlfueL+z/Aa5BosHD0PwD9XXpdKek/ACOEtTnl0D8APdh3tn/RvwAFJzJ65um/gETyMHM69b/AcvPeRe/8v8A9PI615QHAAEJxcUzEBMDAc8mVQvAGwEB59fdyRgjAQPCllLijCMAA8KqS5ugHwACJndi5KQbAQKRMsTKdA8DAWoZCBnsAwIC7MWTT9fm/wH2kSySp8r+AyAIO0/7mvwB+koc1oNO/AOgADki0pT8As/82pMTTPwCuyeYja98/gBgnW4Pa4j+A3l6lpVbjPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2119\"},\"selection_policy\":{\"id\":\"2118\"}},\"id\":\"1958\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2030\"}},\"id\":\"2035\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2333\"}},\"id\":\"2338\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1948\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2086\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2109\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1952\"},\"glyph\":{\"id\":\"1953\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1955\"},\"nonselection_glyph\":{\"id\":\"1954\"},\"view\":{\"id\":\"1957\"}},\"id\":\"1956\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2037\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2340\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1946\"}},\"id\":\"1951\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2045\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2348\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2149\"},\"selection_policy\":{\"id\":\"2148\"}},\"id\":\"2048\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2530\"},\"selection_policy\":{\"id\":\"2529\"}},\"id\":\"2351\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2087\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1953\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2038\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2341\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2042\"},\"glyph\":{\"id\":\"2043\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2045\"},\"nonselection_glyph\":{\"id\":\"2044\"},\"view\":{\"id\":\"2047\"}},\"id\":\"2046\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2345\"},\"glyph\":{\"id\":\"2346\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2348\"},\"nonselection_glyph\":{\"id\":\"2347\"},\"view\":{\"id\":\"2350\"}},\"id\":\"2349\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1961\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2121\"},\"selection_policy\":{\"id\":\"2120\"}},\"id\":\"1964\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2036\"}},\"id\":\"2041\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2339\"}},\"id\":\"2344\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1954\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2097\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2485\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1958\"},\"glyph\":{\"id\":\"1959\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1961\"},\"nonselection_glyph\":{\"id\":\"1960\"},\"view\":{\"id\":\"1963\"}},\"id\":\"1962\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2043\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2346\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1952\"}},\"id\":\"1957\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2051\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2354\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2151\"},\"selection_policy\":{\"id\":\"2150\"}},\"id\":\"2054\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2532\"},\"selection_policy\":{\"id\":\"2531\"}},\"id\":\"2357\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2486\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1959\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2044\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2347\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2048\"},\"glyph\":{\"id\":\"2049\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2051\"},\"nonselection_glyph\":{\"id\":\"2050\"},\"view\":{\"id\":\"2053\"}},\"id\":\"2052\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2351\"},\"glyph\":{\"id\":\"2352\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2354\"},\"nonselection_glyph\":{\"id\":\"2353\"},\"view\":{\"id\":\"2356\"}},\"id\":\"2355\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1976\"}},\"id\":\"1981\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2127\"},\"selection_policy\":{\"id\":\"2126\"}},\"id\":\"1982\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2042\"}},\"id\":\"2047\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2345\"}},\"id\":\"2350\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1960\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2049\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2352\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1958\"}},\"id\":\"1963\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2054\"}},\"id\":\"2059\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2362\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2056\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2359\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2088\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1982\"},\"glyph\":{\"id\":\"1983\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1985\"},\"nonselection_glyph\":{\"id\":\"1984\"},\"view\":{\"id\":\"1987\"}},\"id\":\"1986\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2050\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2353\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1988\"},\"glyph\":{\"id\":\"1989\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1991\"},\"nonselection_glyph\":{\"id\":\"1990\"},\"view\":{\"id\":\"1993\"}},\"id\":\"1992\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2054\"},\"glyph\":{\"id\":\"2055\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2057\"},\"nonselection_glyph\":{\"id\":\"2056\"},\"view\":{\"id\":\"2059\"}},\"id\":\"2058\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2358\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2360\"},\"nonselection_glyph\":{\"id\":\"2359\"},\"view\":{\"id\":\"2362\"}},\"id\":\"2361\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2048\"}},\"id\":\"2053\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2351\"}},\"id\":\"2356\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2089\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1983\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2117\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2506\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2129\"},\"selection_policy\":{\"id\":\"2128\"}},\"id\":\"1988\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2055\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2358\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1985\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2057\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2360\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1984\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"AARoQhtx9b9A1fmcdjj0v4BZhS7Q4fG/gGRLoRZ37L8AJ87tfUXivwAk1D6S08a/AGQIYI680D8Aa0FqRxfnP8D58huvzPI/gMfq2OaD+T+A+3n460L/P4BjbYETzgFA4Bfr7/IoA0AAM2bRrrgDQOCwInEkhwNAAIZkGjGeAkDArm8YsgcBQAA2EG0Jm/0/gJrjfwzz9z8Aml5Q+C3xPwAay3uH8uI/AIwo4Q7ZsD8AgEccq3HfvwDHfgn6C/G/QIYrgWdI+r9AvQfrfqwBwODcENiDAgbAwDzhIjUKCsCgdciw5qkNwABMcZWGZBDAkHsYe4+nEcBgato7yZESwMDDNwrvFhPAECyxGLwqE8BATMeZ68ASwNBJtSQczxHAYKFaUC1nEMBAcjhbfWENwGB+Ug/+pwnAoKphUzryBcBAOsS9j5ACwIATscm3pv+/ALD5vfgV/L9Au8C22v36v0C+knf8R/y/QCHtmw+E/7+APsjYbyACwODGHiOcBgXAwG/ac/I7CMDgk9uR2IcLwCCPAkS0sQ7A8GcK9VTBEMCgbncrAe4RwFChguBT2BLAcPLJmPV5E8CgUevYjswTwFCshCXIyRPAgPEzA0prE8BAEpf2vKoSwDCgcBhcghHAILGxFYD6D8CAF3zxcXMMwCAOblhFrgjA4FO13rHpBMDgin8Yb2QBwICv9DNpuvy/wOqm7nMl+L/A02DpaH/1v4AOCIhZyvS/wEFKbdqx9b8A0nXNZ9/3v4AQ2dx9/Pq/QGjCz5iy/r8gEkBtmlUBwMBUsBjnRwPAQJtRyloHBcAg3BEG4ocGwGC8EKZN0AfAgLPXCsPnCMBAQvCUZ9UJwEDo46RgoArAAB88m9NPC8AgaILY5eoLwCCVxkT8dwzAIK/f2TvyDMDgpLmXIEwNwKDk/3btdw3AAOBdcOVnDcBAB398Sw4NwIDLDpRiXQzAoJm4r21HC8CA8/tTRMAJwOD8+jKV1wfAYNPgi9y0BcCgW1fYWoADwEB5CJJQYgHAgD88ZfwF/7+AXoRnSBX8v8AwPR4GQ/q/gLkwSd7X+b9AxV/Cfcv6vwD0wa7K5fy/wOfUHg3u/7/gFIuRxtUBwACsAWbJ8gPAgAsNFbMxBsAg9OumJ3YIwEBeOZNPpArAQL+Dsg6mDMAg/rFg2mgOwA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2153\"},\"selection_policy\":{\"id\":\"2152\"}},\"id\":\"2060\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2534\"},\"selection_policy\":{\"id\":\"2533\"}},\"id\":\"2363\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2060\"},\"glyph\":{\"id\":\"2061\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2063\"},\"nonselection_glyph\":{\"id\":\"2062\"},\"view\":{\"id\":\"2065\"}},\"id\":\"2064\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2363\"},\"glyph\":{\"id\":\"2364\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2366\"},\"nonselection_glyph\":{\"id\":\"2365\"},\"view\":{\"id\":\"2368\"}},\"id\":\"2367\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1982\"}},\"id\":\"1987\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2099\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2078\",\"type\":\"AllLabels\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1881\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1876\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2080\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2162\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1851\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"AGcAjH6M0r8AvC/Ojei1PwATV7UAH9Y/AL1Kk2hL3T8AHOmq3J7bPwBgJJE9KNM/AHzyIhHntz8AGhxXrLTDvwB/+8jYQdq/gNplRkWV5L8AQB86GUHqvwDbVk9gJ+2/gI5GXje07L+AA9SG3onov4DGAXMIS+C/AKCTZj7TvL8A426DocrbPwCpTEe3SPI/IMVG884xAEAgm1AnqJwIQGBnWCwg/xBAwIq38XftFUDgicmRh9saQMA2kjp7ix9AGLYKjb/fIUCoauzt35wjQNCH/kMS5yRAOC8hmdHGJUBg5VBSKksmQEgvitQogyZAMJHJhNl9JkBYjwvISEomQFBJWoSB9yVAoElWhPKRJUDQ/bcEVR8lQEDSEhBSpCRAkDL6sJIlJEDYigHyv6cjQJhHvN2CLyNAwKNqK4TBIkAQalM9ZWEiQOhcLFDlDyJA6JXGQ0PNIUB4LvP3vZkhQMA/g0yUdSFAUONHIQVhIUA4szFUT1whQLjKYBCJZiFAKKeSwYt6IUAwueH9OJIhQGhxaFtypyFAaEBBcBm0IUD4lobSD7IhQJjlUhg3myFA+MOByL9qIUDoeSdV7yEhQOC+ojrPwyBASJDSAWlTIEAQ1ytnjKcfQKCal7Hgjx5AwGam9OFlHUAgHJurhzAcQHAcjhfR/hpAYM2IZf3jGUBwssiqVfMYQNBRi/wiQBhAoC8OcK7dF0Bw0Y4aQd8XQIAiMelqVxhAcM4IpKw/GUBQCN0epHIaQJAmfpAHyRtAUH28L40bHUAAYWgz60IeQLAnUtLXFx9AoIHCtDpzH0AAttkEMUMfQBBbjbPrnR5AQLKCog+eHUAA+16zQV4cQFB3x8cm+RpAMGZhwWOJGUBQCdKBnSkYQPBjfwEx8hZAQKmJ5o3wFUBAGOol3y4VQEA9uo1PtxRAMKYT7AmUFEAQ4A8POc8UQEB4yMQHcxVAYMyDwieIFkBwQiwbZ/4XQBAl4BTZsBlA4AaVEO95G0DgfUBvGjQdQPAb2JHMuR5AsHZR2XblH0BoHuGGN0kgQOCcI+ukXCBAiIrMf9w6IEDgdEdZguUfQMD+4bJrJh9AAFn42zpWHkBQKhqktZIdQNB4G7uL+RxAsE6sawiaHEBgHo77GGUcQOAEja/QRxxAMB91zEIvHEBAihKXgggcQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2466\"},\"selection_policy\":{\"id\":\"2465\"}},\"id\":\"2159\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2160\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2128\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2159\"},\"glyph\":{\"id\":\"2160\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2162\"},\"nonselection_glyph\":{\"id\":\"2161\"},\"view\":{\"id\":\"2164\"}},\"id\":\"2163\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1850\"},\"glyph\":{\"id\":\"1851\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1853\"},\"nonselection_glyph\":{\"id\":\"1852\"},\"view\":{\"id\":\"1855\"}},\"id\":\"1854\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2468\"},\"selection_policy\":{\"id\":\"2467\"}},\"id\":\"2165\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2129\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2168\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2470\"},\"selection_policy\":{\"id\":\"2469\"}},\"id\":\"2171\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1877\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2161\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2165\"},\"glyph\":{\"id\":\"2166\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2168\"},\"nonselection_glyph\":{\"id\":\"2167\"},\"view\":{\"id\":\"2170\"}},\"id\":\"2169\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2159\"}},\"id\":\"2164\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2166\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"average\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109],\"lower\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"time\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"upper\":{\"__ndarray__\":\"rImRtg2s+T8XJQD3g970P6mybW2O/e8/VXNDkUBO5j80J7tDdEXbP1qMBk47P9Q/mbGNQCRI3z9wDeDcpgzoP8m/7wC/N/A/54Gfx1kJ9D9A2WrRoGH3P7uyRX7WRvo/h5Nw1dfN/D/iLLn7kR3/P3w9cnY/qQBA6Hc3ueu3AUDox17exrACQFZprx+WhANArtRxg9gdBEAyqt8JumUEQKBKmwrjRwRA8uwVMUy6A0CItpBXRsUCQG3lccFThgFAXFlcRGsgAEB0ue/J+WL9P4h4jqWxofo/ZJKYfwgf+D/IvheCTuD1P8Ck5IIw1/M/ECms4wkL8j+wzyeCsI3wP3h2kUCj0e4/OO4vzgJJ7T+YPjKOXqrsP9hMaOawLe0/9B5fukzl7j9AfnB8uuPwP+qF8mE51vI/Bumi/kwl9T+ywXFWqaD3PxLaH6jFC/o/vKZaf4Im/D8Gi3F7gsj9PxZvOXjP3f4/WqQqXwlW/z/aKD5h+TP/P04Plg2rkP4/krw6WY2K/T82C8ihgzX8P4Sp2o93n/o/uCL8KqTc+D889o4A6Qf3P9Ly96rHNPU/QMm7V1Vm8z92PiXRsqPxP2AZzoVxBfA/dCY9gtFd7T/kKOhin3rrP5x2yyAldeo/dJMMXKNd6j+sH3FaMkbrP6h1yJcYVu0/VtPTMhlf8D98LDt678jyP9qglFpa4fU/spz15PyU+T/0erdj3cr9P65IvSKsLAFAFQEHC5WFA0BG9P0HldIFQNUF0OxN+wdAVh0VxGHsCUBlOKHqqJQLQN7qdCwR5AxA6G2f05LRDUAy1r6if18OQHiZG5qZkg5AwiGIZytrDkAkfoIEy+YNQJqoy9RMCA1ANLn2q7DiC0As3aO3q44KQDC+fBYEJAlAr6QIOxu5B0A49MfZJ2QGQPLSwWWkPwVAc4wO0l5nBEAmXJ5oOPMDQIAIAIAL9wNAPH5MefJ+BEBl8UeQ54sFQEgrZ4UqDwdAYt7RBzvxCECmi3rfJBYLQPwN9phxXg1Aupll1HKqD0DWbQb2CO4QQLraR+l87BFAqQ97ADPIEkCIxBJmbX8TQAwx9hO1ERRA1wVgb0Z/FEA7oB1u5McUQHxHEPmr7RRAssyWWcf1FEA1PLak2egUQBypiO0MzhRAtk58tRinFEArZNejwHEUQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2155\"},\"selection_policy\":{\"id\":\"2154\"}},\"id\":\"2066\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2174\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2472\"},\"selection_policy\":{\"id\":\"2471\"}},\"id\":\"2177\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2167\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2171\"},\"glyph\":{\"id\":\"2172\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2174\"},\"nonselection_glyph\":{\"id\":\"2173\"},\"view\":{\"id\":\"2176\"}},\"id\":\"2175\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2165\"}},\"id\":\"2170\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"average\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109],\"lower\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"time\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"upper\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2538\"},\"selection_policy\":{\"id\":\"2537\"}},\"id\":\"2375\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2083\"},\"selection_policy\":{\"id\":\"2082\"}},\"id\":\"1850\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2172\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2497\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1865\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2180\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"1840\"}},\"id\":\"1836\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2474\"},\"selection_policy\":{\"id\":\"2473\"}},\"id\":\"2183\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2130\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1853\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2173\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2177\"},\"glyph\":{\"id\":\"2178\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2180\"},\"nonselection_glyph\":{\"id\":\"2179\"},\"view\":{\"id\":\"2182\"}},\"id\":\"2181\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2085\"},\"selection_policy\":{\"id\":\"2084\"}},\"id\":\"1856\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2131\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1859\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2171\"}},\"id\":\"2176\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2087\"},\"selection_policy\":{\"id\":\"2086\"}},\"id\":\"1862\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1856\"},\"glyph\":{\"id\":\"1857\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1859\"},\"nonselection_glyph\":{\"id\":\"1858\"},\"view\":{\"id\":\"1861\"}},\"id\":\"1860\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2178\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1852\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2186\",\"type\":\"Line\"},{\"attributes\":{\"tools\":[{\"id\":\"1834\"},{\"id\":\"1835\"},{\"id\":\"1836\"},{\"id\":\"1837\"},{\"id\":\"1838\"},{\"id\":\"1839\"}]},\"id\":\"1841\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1899\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2476\"},\"selection_policy\":{\"id\":\"2475\"}},\"id\":\"2189\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1850\"}},\"id\":\"1855\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1870\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2179\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2183\"},\"glyph\":{\"id\":\"2184\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2186\"},\"nonselection_glyph\":{\"id\":\"2185\"},\"view\":{\"id\":\"2188\"}},\"id\":\"2187\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1857\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2177\"}},\"id\":\"2182\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2089\"},\"selection_policy\":{\"id\":\"2088\"}},\"id\":\"1868\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2184\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1858\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2192\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2498\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1856\"}},\"id\":\"1861\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2478\"},\"selection_policy\":{\"id\":\"2477\"}},\"id\":\"2195\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2110\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2185\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2189\"},\"glyph\":{\"id\":\"2190\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2192\"},\"nonselection_glyph\":{\"id\":\"2191\"},\"view\":{\"id\":\"2194\"}},\"id\":\"2193\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1827\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1862\"},\"glyph\":{\"id\":\"1863\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1865\"},\"nonselection_glyph\":{\"id\":\"1864\"},\"view\":{\"id\":\"1867\"}},\"id\":\"1866\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2183\"}},\"id\":\"2188\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2132\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1818\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"1892\"}},\"id\":\"1897\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1900\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2190\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1863\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2198\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2133\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2095\"},\"selection_policy\":{\"id\":\"2094\"}},\"id\":\"1886\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2480\"},\"selection_policy\":{\"id\":\"2479\"}},\"id\":\"2201\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1883\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2191\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2195\"},\"glyph\":{\"id\":\"2196\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2198\"},\"nonselection_glyph\":{\"id\":\"2197\"},\"view\":{\"id\":\"2200\"}},\"id\":\"2199\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1864\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1875\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2189\"}},\"id\":\"2194\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1824\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1862\"}},\"id\":\"1867\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1895\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2196\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"dimension\":\"height\",\"group\":null,\"line_color\":\"grey\",\"line_dash\":[6],\"line_width\":2,\"location\":0},\"id\":\"1848\",\"type\":\"Span\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2204\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Time\",\"coordinates\":null,\"formatter\":{\"id\":\"2080\"},\"group\":null,\"major_label_policy\":{\"id\":\"2081\"},\"ticker\":{\"id\":\"1827\"}},\"id\":\"1826\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1868\"}},\"id\":\"1873\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2482\"},\"selection_policy\":{\"id\":\"2481\"}},\"id\":\"2207\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Instantaneous heart rate\"},\"id\":\"1816\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"1874\"}},\"id\":\"1879\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2197\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1874\"},\"glyph\":{\"id\":\"1875\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1877\"},\"nonselection_glyph\":{\"id\":\"1876\"},\"view\":{\"id\":\"1879\"}},\"id\":\"1878\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2201\"},\"glyph\":{\"id\":\"2202\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2204\"},\"nonselection_glyph\":{\"id\":\"2203\"},\"view\":{\"id\":\"2206\"}},\"id\":\"2205\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2111\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2195\"}},\"id\":\"2200\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1826\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1829\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2091\"},\"selection_policy\":{\"id\":\"2090\"}},\"id\":\"1874\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1822\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1880\"},\"glyph\":{\"id\":\"1881\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1883\"},\"nonselection_glyph\":{\"id\":\"1882\"},\"view\":{\"id\":\"1885\"}},\"id\":\"1884\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2202\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1820\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2093\"},\"selection_policy\":{\"id\":\"2092\"}},\"id\":\"1880\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2210\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"location\":0},\"id\":\"1849\",\"type\":\"Span\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1889\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2484\"},\"selection_policy\":{\"id\":\"2483\"}},\"id\":\"2213\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2097\"},\"selection_policy\":{\"id\":\"2096\"}},\"id\":\"1892\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2203\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1835\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2207\"},\"glyph\":{\"id\":\"2208\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2210\"},\"nonselection_glyph\":{\"id\":\"2209\"},\"view\":{\"id\":\"2212\"}},\"id\":\"2211\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1882\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2134\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1886\"},\"glyph\":{\"id\":\"1887\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1889\"},\"nonselection_glyph\":{\"id\":\"1888\"},\"view\":{\"id\":\"1891\"}},\"id\":\"1890\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Beats per minute (bpm)\",\"coordinates\":null,\"formatter\":{\"id\":\"2077\"},\"group\":null,\"major_label_policy\":{\"id\":\"2078\"},\"ticker\":{\"id\":\"1831\"}},\"id\":\"1830\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2201\"}},\"id\":\"2206\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1830\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1833\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1880\"}},\"id\":\"1885\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2135\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2208\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1831\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2099\"},\"selection_policy\":{\"id\":\"2098\"}},\"id\":\"1898\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2213\"}},\"id\":\"2218\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1871\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1887\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2215\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1888\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2209\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1892\"},\"glyph\":{\"id\":\"1893\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1895\"},\"nonselection_glyph\":{\"id\":\"1894\"},\"view\":{\"id\":\"1897\"}},\"id\":\"1896\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2213\"},\"glyph\":{\"id\":\"2214\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2216\"},\"nonselection_glyph\":{\"id\":\"2215\"},\"view\":{\"id\":\"2218\"}},\"id\":\"2217\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1886\"}},\"id\":\"1891\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2207\"}},\"id\":\"2212\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1839\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1838\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1893\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2214\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1901\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2216\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1837\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1894\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2486\"},\"selection_policy\":{\"id\":\"2485\"}},\"id\":\"2219\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1834\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1898\"},\"glyph\":{\"id\":\"1899\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1901\"},\"nonselection_glyph\":{\"id\":\"1900\"},\"view\":{\"id\":\"1903\"}},\"id\":\"1902\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2219\"},\"glyph\":{\"id\":\"2220\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2222\"},\"nonselection_glyph\":{\"id\":\"2221\"},\"view\":{\"id\":\"2224\"}},\"id\":\"2223\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1840\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2118\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2119\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2120\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2121\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2499\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2122\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2123\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2500\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2124\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2125\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2113\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2126\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2127\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2515\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2222\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2516\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2488\"},\"selection_policy\":{\"id\":\"2487\"}},\"id\":\"2225\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2220\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2228\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2469\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA8L/MzMzMzMzsv5iZmZmZmem/ZGZmZmZm5r8wMzMzMzPjv/j//////9+/kJmZmZmZ2b8oMzMzMzPTv4CZmZmZmcm/YJmZmZmZub8AAAAAAADQPOCZmZmZmbk/wJmZmZmZyT9IMzMzMzPTP7CZmZmZmdk/DAAAAAAA4D9AMzMzMzPjP3RmZmZmZuY/qJmZmZmZ6T/czMzMzMzsPwgAAAAAAPA/opmZmZmZ8T88MzMzMzPzP9bMzMzMzPQ/cGZmZmZm9j8KAAAAAAD4P6SZmZmZmfk/PjMzMzMz+z/YzMzMzMz8P3JmZmZmZv4/BgAAAAAAAEDTzMzMzMwAQKCZmZmZmQFAbWZmZmZmAkA6MzMzMzMDQAcAAAAAAARA1MzMzMzMBEChmZmZmZkFQG5mZmZmZgZAOzMzMzMzB0AIAAAAAAAIQNTMzMzMzAhAopmZmZmZCUBwZmZmZmYKQDwzMzMzMwtACAAAAAAADEDWzMzMzMwMQKSZmZmZmQ1AcGZmZmZmDkA8MzMzMzMPQAUAAAAAABBAbGZmZmZmEEDSzMzMzMwQQDgzMzMzMxFAn5mZmZmZEUAGAAAAAAASQGxmZmZmZhJA0szMzMzMEkA5MzMzMzMTQKCZmZmZmRNABgAAAAAAFEBsZmZmZmYUQNPMzMzMzBRAOjMzMzMzFUCgmZmZmZkVQAYAAAAAABZAbWZmZmZmFkDUzMzMzMwWQDozMzMzMxdAoJmZmZmZF0AHAAAAAAAYQG5mZmZmZhhA1MzMzMzMGEA6MzMzMzMZQKGZmZmZmRlACAAAAAAAGkBuZmZmZmYaQNTMzMzMzBpAOzMzMzMzG0CimZmZmZkbQAgAAAAAABxAbmZmZmZmHEDUzMzMzMwcQDwzMzMzMx1AopmZmZmZHUAIAAAAAAAeQHBmZmZmZh5A1szMzMzMHkA8MzMzMzMfQKKZmZmZmR9ABAAAAAAAIEA4MzMzMzMgQGtmZmZmZiBAnpmZmZmZIEDSzMzMzMwgQAUAAAAAACFAODMzMzMzIUBrZmZmZmYhQJ6ZmZmZmSFA0szMzMzMIUAFAAAAAAAiQDgzMzMzMyJAbGZmZmZmIkCfmZmZmZkiQNLMzMzMzCJABQAAAAAAI0A4MzMzMzMjQGxmZmZmZiNAn5mZmZmZI0DSzMzMzMwjQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"ANt+fFfE+D8ATLl6KoDxPwB85/pnOOU/AGCXm+ZV0T8AZIpr7m+xvwARwCTAsNW/ABSRPCja4L8A/5QHS7njvwB3VoY9FuO/APMk47NT3r8ASZyxsMbQvwDAdA/Av5k/AOOfrb/11z+A+LPmA7ToPwBlVnYQRfM/wMGf0vaG+j9gJYPtP/MAQIA1cLHbjgRA4AeTpDnwB0AAlwVgP/EKQADi4XzSaw1AgOdBlNg5D0Ag05+fmxoQQLCPegvqGxBAAKqzFkUoD0CAj/wDwjENQIBoMK6blgpAIJxoWSeZB0Bghb5JunsEQKCKS8OpgAFAAB5SFJbU/T9A6uDE5vX5P8CYPxjO2vc/AILyIo199z9AJBMUU5z4P4CyrNvn9Po/gGHKaRNF/j/grzvXTiUBQKB130ynYQNAQBnWDXe2BUAg4vcNnQMIQCCDPt70MApAgB8FVj4qDEAgxgT9P9sNQAB+9lrALw9A0KfJ+8IJEECgIkqtKzkQQEA02YX9GxBAoH4ETcNVD0BAcmRfAdsNQECwBdke4QtAIA2rQoeBCUAgYBclptUGQIB2DQnn9gNAYCdQd7X+AEAAjkTx+Qz8PwD59dYyUPY/gEN0vbgB8T8AgA2Q7L7oP4CK+Ui2TuE/AIyWAlxd2D8Ap0IpZrXTPwCcNL1JndU/ALCpdcUM3z8Am+P+PnPoPwDjVuYDnvI/QD/wO41o+j/AuqGsE4cBQIAdqwvfAQZAQBKXpx5fCkDgZ+hsSFkOQDD3ECRp1RBA8IkkpDIKEkAA9Te6VcsSQBBTJooILBNAwJhyr78/E0BQu5/F7xkTQCCwMGgNzhJAUGuoMo1vEkAw4onA4xESQCAr4pX6xRFA4AKUIRuOEUCwIGshV2cRQFCYjay+ThFAQH4h2mFBEUCg5kzBUDwRQJDlNXmbPBFA0JuEHlI/EUBgSHjg/kIRQFAcsH5pSxFAELhlJ4NdEUDQu9IIPX4RQKDHMFGIshFAIHy5Llb/EUDAeabPl2kSQEAeAN8w9hJAsIFGbPOiE0BQPnrxlF8UQAA2PNMdGhVA4EctdpbAFUCgU+4+B0EWQKA5IJJ4iRZA4Nlj1PKHFkAQ22vURCsWQOAmPgjJcRVAQF+m5jloFECAOutE3BsTQEBxU/j0mRFAQGxLrJHfD0CAglFnOVUMQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2490\"},\"selection_policy\":{\"id\":\"2489\"}},\"id\":\"2231\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2221\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2225\"},\"glyph\":{\"id\":\"2226\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2228\"},\"nonselection_glyph\":{\"id\":\"2227\"},\"view\":{\"id\":\"2230\"}},\"id\":\"2229\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2470\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2219\"}},\"id\":\"2224\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2146\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2226\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2234\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2147\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2492\"},\"selection_policy\":{\"id\":\"2491\"}},\"id\":\"2237\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2227\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2231\"},\"glyph\":{\"id\":\"2232\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2234\"},\"nonselection_glyph\":{\"id\":\"2233\"},\"view\":{\"id\":\"2236\"}},\"id\":\"2235\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2225\"}},\"id\":\"2230\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2517\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2232\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2240\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2494\"},\"selection_policy\":{\"id\":\"2493\"}},\"id\":\"2243\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2518\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2233\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2237\"},\"glyph\":{\"id\":\"2238\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2240\"},\"nonselection_glyph\":{\"id\":\"2239\"},\"view\":{\"id\":\"2242\"}},\"id\":\"2241\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2231\"}},\"id\":\"2236\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2471\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2238\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2096\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2246\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2085\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2472\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2496\"},\"selection_policy\":{\"id\":\"2495\"}},\"id\":\"2249\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2148\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2239\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2243\"},\"glyph\":{\"id\":\"2244\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2246\"},\"nonselection_glyph\":{\"id\":\"2245\"},\"view\":{\"id\":\"2248\"}},\"id\":\"2247\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2237\"}},\"id\":\"2242\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2149\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2244\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2252\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2498\"},\"selection_policy\":{\"id\":\"2497\"}},\"id\":\"2255\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2245\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2519\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2249\"},\"glyph\":{\"id\":\"2250\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2252\"},\"nonselection_glyph\":{\"id\":\"2251\"},\"view\":{\"id\":\"2254\"}},\"id\":\"2253\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2243\"}},\"id\":\"2248\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2520\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2250\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2258\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2500\"},\"selection_policy\":{\"id\":\"2499\"}},\"id\":\"2261\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2473\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2251\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2501\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2255\"},\"glyph\":{\"id\":\"2256\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2258\"},\"nonselection_glyph\":{\"id\":\"2257\"},\"view\":{\"id\":\"2260\"}},\"id\":\"2259\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2249\"}},\"id\":\"2254\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2474\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2150\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2256\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2264\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2502\"},\"selection_policy\":{\"id\":\"2501\"}},\"id\":\"2267\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2151\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2257\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2261\"},\"glyph\":{\"id\":\"2262\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2264\"},\"nonselection_glyph\":{\"id\":\"2263\"},\"view\":{\"id\":\"2266\"}},\"id\":\"2265\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2255\"}},\"id\":\"2260\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2262\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2521\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2270\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2504\"},\"selection_policy\":{\"id\":\"2503\"}},\"id\":\"2273\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2263\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2522\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2267\"},\"glyph\":{\"id\":\"2268\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2270\"},\"nonselection_glyph\":{\"id\":\"2269\"},\"view\":{\"id\":\"2272\"}},\"id\":\"2271\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2502\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2261\"}},\"id\":\"2266\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2114\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2475\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2268\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2276\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2506\"},\"selection_policy\":{\"id\":\"2505\"}},\"id\":\"2279\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2476\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2269\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2152\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2273\"},\"glyph\":{\"id\":\"2274\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2276\"},\"nonselection_glyph\":{\"id\":\"2275\"},\"view\":{\"id\":\"2278\"}},\"id\":\"2277\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2267\"}},\"id\":\"2272\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2153\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2274\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2282\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2508\"},\"selection_policy\":{\"id\":\"2507\"}},\"id\":\"2285\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2275\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2279\"},\"glyph\":{\"id\":\"2280\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2282\"},\"nonselection_glyph\":{\"id\":\"2281\"},\"view\":{\"id\":\"2284\"}},\"id\":\"2283\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2523\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"2273\"}},\"id\":\"2278\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2280\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2115\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2524\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2285\"}},\"id\":\"2290\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2287\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2281\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2477\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2285\"},\"glyph\":{\"id\":\"2286\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2288\"},\"nonselection_glyph\":{\"id\":\"2287\"},\"view\":{\"id\":\"2290\"}},\"id\":\"2289\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2279\"}},\"id\":\"2284\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2478\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2286\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2154\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2288\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2510\"},\"selection_policy\":{\"id\":\"2509\"}},\"id\":\"2291\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2291\"},\"glyph\":{\"id\":\"2292\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2294\"},\"nonselection_glyph\":{\"id\":\"2293\"},\"view\":{\"id\":\"2296\"}},\"id\":\"2295\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2155\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2061\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2487\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2488\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2063\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2465\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_color\":\"#3b5b92\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2379\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2062\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2072\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2060\"}},\"id\":\"2065\",\"type\":\"CDSView\"},{\"attributes\":{\"base\":{\"field\":\"time\"},\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#3b5b92\",\"group\":null,\"level\":\"underlay\",\"lower\":{\"field\":\"lower\"},\"source\":{\"id\":\"2375\"},\"upper\":{\"field\":\"upper\"}},\"id\":\"2376\",\"type\":\"Band\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2380\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2466\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2375\"},\"glyph\":{\"id\":\"2379\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2381\"},\"nonselection_glyph\":{\"id\":\"2380\"},\"view\":{\"id\":\"2383\"}},\"id\":\"2382\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2489\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_color\":\"#d9544d\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2070\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2490\",\"type\":\"Selection\"},{\"attributes\":{\"base\":{\"field\":\"time\"},\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"#d9544d\",\"group\":null,\"level\":\"underlay\",\"lower\":{\"field\":\"lower\"},\"source\":{\"id\":\"2066\"},\"upper\":{\"field\":\"upper\"}},\"id\":\"2067\",\"type\":\"Band\"},{\"attributes\":{},\"id\":\"2077\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"Condition 1\"},\"renderers\":[{\"id\":\"2073\"}]},\"id\":\"2158\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2098\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2491\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2492\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2066\"}},\"id\":\"2074\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2066\"},\"glyph\":{\"id\":\"2070\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2072\"},\"nonselection_glyph\":{\"id\":\"2071\"},\"view\":{\"id\":\"2074\"}},\"id\":\"2073\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"2158\"},{\"id\":\"2540\"}]},\"id\":\"2157\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"2503\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2071\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2493\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2494\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2504\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2116\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2467\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2495\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2468\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2496\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2479\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2366\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2536\"},\"selection_policy\":{\"id\":\"2535\"}},\"id\":\"2369\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2136\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2364\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2372\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"line_width\":2,\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"average\"}},\"id\":\"2381\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2137\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2365\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2369\"},\"glyph\":{\"id\":\"2370\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2372\"},\"nonselection_glyph\":{\"id\":\"2371\"},\"view\":{\"id\":\"2374\"}},\"id\":\"2373\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2363\"}},\"id\":\"2368\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2370\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2535\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1972\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#3b5b92\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2371\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2536\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1976\"},\"glyph\":{\"id\":\"1977\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1979\"},\"nonselection_glyph\":{\"id\":\"1978\"},\"view\":{\"id\":\"1981\"}},\"id\":\"1980\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"label\":{\"value\":\"Condition 2\"},\"renderers\":[{\"id\":\"2382\"}]},\"id\":\"2540\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2100\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1977\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2369\"}},\"id\":\"2374\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1979\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1970\"}},\"id\":\"1975\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2101\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1978\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1973\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2138\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2123\"},\"selection_policy\":{\"id\":\"2122\"}},\"id\":\"1970\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#d9544d\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1971\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2125\"},\"selection_policy\":{\"id\":\"2124\"}},\"id\":\"1976\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2139\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2537\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2538\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2102\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2103\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2140\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2141\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2375\"}},\"id\":\"2383\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2104\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2505\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2105\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2142\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2143\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2106\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2107\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2144\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2145\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1964\"},\"glyph\":{\"id\":\"1965\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1967\"},\"nonselection_glyph\":{\"id\":\"1966\"},\"view\":{\"id\":\"1969\"}},\"id\":\"1968\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1815\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"ad7a7a45-2820-41c4-8b46-4d32559e1605\",\"root_ids\":[\"1815\"],\"roots\":{\"1815\":\"2d510cf7-49bf-431e-939e-424c975325bb\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1815"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(\n",
    "    plot_evoked(rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", backend=\"bokeh\", \n",
    "                palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], decim=100,\n",
    "                apply_baseline=(-1.0, 0.0), figsize=(400, 400))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3bb793b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6), sharey=True)\n",
    "\n",
    "for i, kind in enumerate([\"cubic\", \"linear\", \"previous\"]):\n",
    "    axs[i].set_title(f\"Interpolation: {kind}\")\n",
    "    plot_evoked(\n",
    "        rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", kind=kind,\n",
    "        palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], labels=[\"Disgust\", \"Neutral\"],\n",
    "        decim=100, apply_baseline=(-1.0, 0.0), figsize=(6, 6), ax=axs[i], ci=68\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d790d7f",
   "metadata": {},
   "source": [
    "This concludes the tutorial on using systole for evoked HR analysis!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "723b27a4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,md:myst"
  },
  "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": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}