{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example model selection: regression\n",
    "\n",
    "**[Data set download](https://s3.amazonaws.com/bebi103.caltech.edu/data/good_invitro_droplet_data.csv)**\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <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=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var 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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var 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",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var 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",
       "      var cmd = \"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, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var 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",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var 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",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[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",
       "    var events = require('base/js/events');\n",
       "    var 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",
       "\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",
       "  var 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",
       "    var el = document.getElementById(\"1001\");\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",
       "\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() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var 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",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\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": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var 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\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  var 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    var el = document.getElementById(\"1001\");\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\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() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\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  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var 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      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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 numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import cmdstanpy\n",
    "import arviz as az\n",
    "\n",
    "import bebi103\n",
    "\n",
    "import bokeh.io\n",
    "import bokeh.plotting\n",
    "bokeh.io.output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "\n",
    "We return to the data set from [Good, et al., \n",
    " *Science*, **342**, 856-860, 2013](https://doi.org/10.1126/science.1243147), measuring the length of mitotic spindles as a function of droplet size. We considered two models for how spindle length depends on droplet diameter.\n",
    " \n",
    "1. The spindle length is set; there is no dependence on droplet diameter. We call this the independent size model.\n",
    "2. The spindle length is set by the total amount of tubulin available. We call this the tubulin conservation model.\n",
    "\n",
    "We can state the two models as follows.\n",
    "\n",
    "**Model 1**\n",
    "\\begin{align}\n",
    "&\\phi \\sim \\text{LogNorm}(\\ln 20, 0.75),\\\\[1em]\n",
    "&\\sigma \\sim \\text{HalfNorm}(10),\\\\[1em]\n",
    "&l_i \\sim \\text{Norm}(\\phi, \\sigma) \\;\\forall i.\n",
    "\\end{align}\n",
    "\n",
    "<br />\n",
    "\n",
    "**Model 2**\n",
    "\\begin{align}\n",
    "&\\phi \\sim \\text{LogNorm}(\\ln 20, 0.75),\\\\[1em]\n",
    "&\\gamma \\sim \\text{Beta}(1.1, 1.1), \\\\[1em]\n",
    "&\\sigma \\sim \\text{HalfNorm}(10),\\\\[1em]\n",
    "&\\mu =  \\frac{\\gamma d_i}{\\left(1+(\\gamma d_i/\\phi)^3\\right)^{\\frac{1}{3}}}, \\\\[1em]\n",
    "&l_i \\sim \\text{Norm}(\\mu, \\sigma) \\;\\forall i.\n",
    "\\end{align}\n",
    "\n",
    "Our task now is to compare these two models. Though we have already plotted posterior predictive checks for this model in [a previous lesson](http://bebi103.caltech.edu.s3-website-us-east-1.amazonaws.com/2020b/content/lessons/lesson_05/posterior_predictive_checks.html), we will do them again here, since they are an integral part of the model comparison workflow.\n",
    "\n",
    "Note that model 2 reduces to model 1 in the limit of $\\gamma d \\gg \\phi$ so we have a clear connection between these two models. Let's code up and compile the models, including posterior predictive checks and pointwise log likelihood calculations.\n",
    "\n",
    "First, the Stan code for the independent size model.\n",
    "\n",
    "```stan\n",
    "data {\n",
    "  int N;\n",
    "  real ell[N];\n",
    "}\n",
    "\n",
    "\n",
    "parameters {\n",
    "  real phi;\n",
    "  real<lower=0> sigma;\n",
    "}\n",
    "\n",
    "\n",
    "model {\n",
    "  phi ~ lognormal(log(20.0), 0.75);\n",
    "  sigma ~ normal(0.0, 10.0);\n",
    "  \n",
    "  for (i in 1:N) {\n",
    "    ell[i] ~ normal(phi, sigma);\n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "generated quantities {\n",
    "  real ell_ppc[N];\n",
    "  real log_lik[N];\n",
    "  \n",
    "  // Posterior predictive checks\n",
    "  for (i in 1:N) {\n",
    "    ell_ppc[i] = normal_rng(phi, sigma);\n",
    "  }\n",
    "  \n",
    "  // Pointwise log likelihood\n",
    "  for (i in 1:N) {\n",
    "    log_lik[i] = normal_lpdf(ell[i] | phi, sigma);\n",
    "  }\n",
    "}\n",
    "```\n",
    "\n",
    "And the code for the conserved tubulin model....\n",
    "\n",
    "```stan\n",
    "functions {\n",
    "  real ell_theor(real d, real phi, real gamma_) {\n",
    "    real denom_ratio = (gamma_ * d / phi)^3;\n",
    "    return gamma_ * d / (1 + denom_ratio)^(1.0 / 3.0); \n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "data {\n",
    "  int N;\n",
    "  real d[N];\n",
    "  real ell[N];\n",
    "}\n",
    "\n",
    "\n",
    "parameters {\n",
    "  real phi;\n",
    "  real gamma_;\n",
    "  real<lower=0> sigma;\n",
    "}\n",
    "\n",
    "\n",
    "model {\n",
    "  phi ~ lognormal(log(20.0), 0.75);\n",
    "  gamma_ ~ beta(1.1, 1.1);\n",
    "  sigma ~ normal(0.0, 10.0);\n",
    "  \n",
    "  for (i in 1:N) {\n",
    "    ell[i] ~ normal(ell_theor(d[i], phi, gamma_), sigma);\n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "generated quantities {\n",
    "  real ell_ppc[N];\n",
    "  real log_lik[N];\n",
    "  \n",
    "  // Posterior predictive checks\n",
    "  for (i in 1:N) {\n",
    "    ell_ppc[i] = normal_rng(ell_theor(d[i], phi, gamma_), sigma);\n",
    "  }\n",
    "  \n",
    "  // Pointwise log likelihood\n",
    "  for (i in 1:N) {\n",
    "    log_lik[i] = normal_lpdf(ell[i] | ell_theor(d[i], phi, gamma_), sigma);\n",
    "  }\n",
    "}\n",
    "```\n",
    "\n",
    "We'll now compile the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:cmdstanpy:stan to c++ (/Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_07/indep_size.hpp)\n",
      "INFO:cmdstanpy:compiling c++\n",
      "INFO:cmdstanpy:compiled model file: /Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_07/indep_size\n",
      "INFO:cmdstanpy:stan to c++ (/Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_07/cons_tubulin.hpp)\n",
      "INFO:cmdstanpy:compiling c++\n",
      "INFO:cmdstanpy:compiled model file: /Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_07/cons_tubulin\n"
     ]
    }
   ],
   "source": [
    "sm_indep = cmdstanpy.CmdStanModel(stan_file='indep_size.stan')\n",
    "sm_cons = cmdstanpy.CmdStanModel(stan_file='cons_tubulin.stan')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All right! Let's do some sampling, first for the independent size model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:cmdstanpy:start chain 1\n",
      "INFO:cmdstanpy:start chain 2\n",
      "INFO:cmdstanpy:finish chain 1\n",
      "INFO:cmdstanpy:start chain 3\n",
      "INFO:cmdstanpy:finish chain 2\n",
      "INFO:cmdstanpy:start chain 4\n",
      "INFO:cmdstanpy:finish chain 3\n",
      "INFO:cmdstanpy:finish chain 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Effective sample size looks reasonable for all parameters.\n",
      "Rhat looks reasonable for all parameters.\n",
      "0 of 4000 (0.0%) iterations ended with a divergence.\n",
      "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n",
      "E-BFMI indicated no pathological behavior.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"bba33224-8a03-4440-b5d9-bc4b8f0c8a05\" data-root-id=\"1154\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"cf642fc3-38ad-4bb4-b1f4-8eaaed632cc8\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1153\",\"type\":\"ToolbarBox\"},{\"id\":\"1151\",\"type\":\"GridBox\"}]},\"id\":\"1154\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"1148\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1149\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1105\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1147\",\"type\":\"BoxAnnotation\"}},\"id\":\"1103\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1125\",\"type\":\"BoxAnnotation\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"start\":0.0},\"id\":\"1082\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"5WGh1jQXQEDlYaHWNBdAQIrIsIo3IEBAisiwijcgQEAwL8A+OilAQDAvwD46KUBA1ZXP8jwyQEDVlc/yPDJAQHr83qY/O0BAevzepj87QEAgY+5aQkRAQCBj7lpCREBAxcn9DkVNQEDFyf0ORU1AQGowDcNHVkBAajANw0dWQEAPlxx3Sl9AQA+XHHdKX0BAtf0rK01oQEC1/SsrTWhAQFpkO99PcUBAWmQ7309xQED/ykqTUnpAQP/KSpNSekBApTFaR1WDQEClMVpHVYNAQEqYaftXjEBASphp+1eMQEDv/nivWpVAQO/+eK9alUBAlGWIY12eQECUZYhjXZ5AQDrMlxdgp0BAOsyXF2CnQEDfMqfLYrBAQN8yp8tisEBAhJm2f2W5QECEmbZ/ZblAQCoAxjNowkBAKgDGM2jCQEDPZtXnastAQM9m1edqy0BA\",\"dtype\":\"float64\",\"shape\":[42]},\"y\":{\"__ndarray__\":\"AAAAAAAAAABlCJY7zReNP2UIljvNF40/hkQjlNN0qT+GRCOU03SpP+1oTw9K6a4/7WhPD0rprj/taE8PSum+P+1oTw9K6b4/radc6Ouu1D+tp1zo667UP1HxtN8PaeI/UfG03w9p4j/GxV0lB4nwP8bFXSUHifA/O7rSRQAP+T87utJFAA/5P1/h6T+7Ov4/X+HpP7s6/j9ymdYaxCEBQHKZ1hrEIQFACfafXR1P/z8J9p9dHU//P+AFthv0cfs/4AW2G/Rx+z9Z54mgff31P1nniaB9/fU/CdbTghvp5D8J1tOCG+nkP0kbrPmjOtk/SRus+aM62T/u/Mqcr7rLP+78ypyvuss/P8U9ReAusj8/xT1F4C6yP2UIljvNF50/ZQiWO80XnT87wz1F4C6SPzvDPUXgLpI/ZQiWO80XbT9lCJY7zRdtPwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[42]}},\"selected\":{\"id\":\"1126\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1127\",\"type\":\"UnionRenderers\"}},\"id\":\"1034\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":5.2556816,\"start\":4.3627584},\"id\":\"1084\",\"type\":\"Range1d\"},{\"attributes\":{\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1138\",\"type\":\"Selection\"},{\"attributes\":{\"tools\":[{\"id\":\"1021\",\"type\":\"PanTool\"},{\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"id\":\"1024\",\"type\":\"SaveTool\"},{\"id\":\"1025\",\"type\":\"ResetTool\"},{\"id\":\"1026\",\"type\":\"HelpTool\"},{\"id\":\"1058\",\"type\":\"PanTool\"},{\"id\":\"1059\",\"type\":\"WheelZoomTool\"},{\"id\":\"1060\",\"type\":\"BoxZoomTool\"},{\"id\":\"1061\",\"type\":\"SaveTool\"},{\"id\":\"1062\",\"type\":\"ResetTool\"},{\"id\":\"1063\",\"type\":\"HelpTool\"},{\"id\":\"1101\",\"type\":\"PanTool\"},{\"id\":\"1102\",\"type\":\"WheelZoomTool\"},{\"id\":\"1103\",\"type\":\"BoxZoomTool\"},{\"id\":\"1104\",\"type\":\"SaveTool\"},{\"id\":\"1105\",\"type\":\"ResetTool\"},{\"id\":\"1106\",\"type\":\"HelpTool\"}]},\"id\":\"1152\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1137\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"below\":[{\"id\":\"1091\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1095\",\"type\":\"Grid\"},{\"id\":\"1100\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1096\",\"type\":\"LinearAxis\"}],\"plot_height\":190,\"plot_width\":150,\"renderers\":[{\"id\":\"1117\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1141\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1107\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1084\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1087\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1082\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1089\",\"type\":\"LinearScale\"}},\"id\":\"1083\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"toolbar\":{\"id\":\"1152\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"left\"},\"id\":\"1153\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1139\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1087\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1134\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1116\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1136\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1089\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"phi\",\"formatter\":{\"id\":\"1134\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"ticker\":{\"id\":\"1049\",\"type\":\"BasicTicker\"}},\"id\":\"1048\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"1011\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1015\",\"type\":\"Grid\"},{\"id\":\"1020\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1016\",\"type\":\"LinearAxis\"}],\"plot_height\":150,\"plot_width\":200,\"renderers\":[{\"id\":\"1037\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1119\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1027\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1004\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1007\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1002\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1009\",\"type\":\"LinearScale\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"sigma\",\"formatter\":{\"id\":\"1146\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"ticker\":{\"id\":\"1092\",\"type\":\"BasicTicker\"}},\"id\":\"1091\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1054\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1122\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1144\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"ticker\":{\"id\":\"1049\",\"type\":\"BasicTicker\"}},\"id\":\"1052\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1147\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1146\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1115\",\"type\":\"Line\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1129\",\"type\":\"Title\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1054\",\"type\":\"BasicTicker\"}},\"id\":\"1057\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1097\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"sigma\",\"formatter\":{\"id\":\"1132\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1054\",\"type\":\"BasicTicker\"}},\"id\":\"1053\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1092\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1092\",\"type\":\"BasicTicker\"}},\"id\":\"1095\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{\"source\":{\"id\":\"1114\",\"type\":\"ColumnDataSource\"}},\"id\":\"1118\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"1144\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1097\",\"type\":\"BasicTicker\"}},\"id\":\"1096\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1097\",\"type\":\"BasicTicker\"}},\"id\":\"1100\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1135\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1058\",\"type\":\"PanTool\"},{\"id\":\"1059\",\"type\":\"WheelZoomTool\"},{\"id\":\"1060\",\"type\":\"BoxZoomTool\"},{\"id\":\"1061\",\"type\":\"SaveTool\"},{\"id\":\"1062\",\"type\":\"ResetTool\"},{\"id\":\"1063\",\"type\":\"HelpTool\"}]},\"id\":\"1064\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1058\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1059\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1119\",\"type\":\"Title\"},{\"attributes\":{\"overlay\":{\"id\":\"1135\",\"type\":\"BoxAnnotation\"}},\"id\":\"1060\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"chain__\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176,2177,2178,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303,2304,2305,2306,2307,2308,2309,2310,2311,2312,2313,2314,2315,2316,2317,2318,2319,2320,2321,2322,2323,2324,2325,2326,2327,2328,2329,2330,2331,2332,2333,2334,2335,2336,2337,2338,2339,2340,2341,2342,2343,2344,2345,2346,2347,2348,2349,2350,2351,2352,2353,2354,2355,2356,2357,2358,2359,2360,2361,2362,2363,2364,2365,2366,2367,2368,2369,2370,2371,2372,2373,2374,2375,2376,2377,2378,2379,2380,2381,2382,2383,2384,2385,2386,2387,2388,2389,2390,2391,2392,2393,2394,2395,2396,2397,2398,2399,2400,2401,2402,2403,2404,2405,2406,2407,2408,2409,2410,2411,2412,2413,2414,2415,2416,2417,2418,2419,2420,2421,2422,2423,2424,2425,2426,2427,2428,2429,2430,2431,2432,2433,2434,2435,2436,2437,2438,2439,2440,2441,2442,2443,2444,2445,2446,2447,2448,2449,2450,2451,2452,2453,2454,2455,2456,2457,2458,2459,2460,2461,2462,2463,2464,2465,2466,2467,2468,2469,2470,2471,2472,2473,2474,2475,2476,2477,2478,2479,2480,2481,2482,2483,2484,2485,2486,2487,2488,2489,2490,2491,2492,2493,2494,2495,2496,2497,2498,2499,2500,2501,2502,2503,2504,2505,2506,2507,2508,2509,2510,2511,2512,2513,2514,2515,2516,2517,2518,2519,2520,2521,2522,2523,2524,2525,2526,2527,2528,2529,2530,2531,2532,2533,2534,2535,2536,2537,2538,2539,2540,2541,2542,2543,2544,2545,2546,2547,2548,2549,2550,2551,2552,2553,2554,2555,2556,2557,2558,2559,2560,2561,2562,2563,2564,2565,2566,2567,2568,2569,2570,2571,2572,2573,2574,2575,2576,2577,2578,2579,2580,2581,2582,2583,2584,2585,2586,2587,2588,2589,2590,2591,2592,2593,2594,2595,2596,2597,2598,2599,2600,2601,2602,2603,2604,2605,2606,2607,2608,2609,2610,2611,2612,2613,2614,2615,2616,2617,2618,2619,2620,2621,2622,2623,2624,2625,2626,2627,2628,2629,2630,2631,2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648,2649,2650,2651,2652,2653,2654,2655,2656,2657,2658,2659,2660,2661,2662,2663,2664,2665,2666,2667,2668,2669,2670,2671,2672,2673,2674,2675,2676,2677,2678,2679,2680,2681,2682,2683,2684,2685,2686,2687,2688,2689,2690,2691,2692,2693,2694,2695,2696,2697,2698,2699,2700,2701,2702,2703,2704,2705,2706,2707,2708,2709,2710,2711,2712,2713,2714,2715,2716,2717,2718,2719,2720,2721,2722,2723,2724,2725,2726,2727,2728,2729,2730,2731,2732,2733,2734,2735,2736,2737,2738,2739,2740,2741,2742,2743,2744,2745,2746,2747,2748,2749,2750,2751,2752,2753,2754,2755,2756,2757,2758,2759,2760,2761,2762,2763,2764,2765,2766,2767,2768,2769,2770,2771,2772,2773,2774,2775,2776,2777,2778,2779,2780,2781,2782,2783,2784,2785,2786,2787,2788,2789,2790,2791,2792,2793,2794,2795,2796,2797,2798,2799,2800,2801,2802,2803,2804,2805,2806,2807,2808,2809,2810,2811,2812,2813,2814,2815,2816,2817,2818,2819,2820,2821,2822,2823,2824,2825,2826,2827,2828,2829,2830,2831,2832,2833,2834,2835,2836,2837,2838,2839,2840,2841,2842,2843,2844,2845,2846,2847,2848,2849,2850,2851,2852,2853,2854,2855,2856,2857,2858,2859,2860,2861,2862,2863,2864,2865,2866,2867,2868,2869,2870,2871,2872,2873,2874,2875,2876,2877,2878,2879,2880,2881,2882,2883,2884,2885,2886,2887,2888,2889,2890,2891,2892,2893,2894,2895,2896,2897,2898,2899,2900,2901,2902,2903,2904,2905,2906,2907,2908,2909,2910,2911,2912,2913,2914,2915,2916,2917,2918,2919,2920,2921,2922,2923,2924,2925,2926,2927,2928,2929,2930,2931,2932,2933,2934,2935,2936,2937,2938,2939,2940,2941,2942,2943,2944,2945,2946,2947,2948,2949,2950,2951,2952,2953,2954,2955,2956,2957,2958,2959,2960,2961,2962,2963,2964,2965,2966,2967,2968,2969,2970,2971,2972,2973,2974,2975,2976,2977,2978,2979,2980,2981,2982,2983,2984,2985,2986,2987,2988,2989,2990,2991,2992,2993,2994,2995,2996,2997,2998,2999,3000,3001,3002,3003,3004,3005,3006,3007,3008,3009,3010,3011,3012,3013,3014,3015,3016,3017,3018,3019,3020,3021,3022,3023,3024,3025,3026,3027,3028,3029,3030,3031,3032,3033,3034,3035,3036,3037,3038,3039,3040,3041,3042,3043,3044,3045,3046,3047,3048,3049,3050,3051,3052,3053,3054,3055,3056,3057,3058,3059,3060,3061,3062,3063,3064,3065,3066,3067,3068,3069,3070,3071,3072,3073,3074,3075,3076,3077,3078,3079,3080,3081,3082,3083,3084,3085,3086,3087,3088,3089,3090,3091,3092,3093,3094,3095,3096,3097,3098,3099,3100,3101,3102,3103,3104,3105,3106,3107,3108,3109,3110,3111,3112,3113,3114,3115,3116,3117,3118,3119,3120,3121,3122,3123,3124,3125,3126,3127,3128,3129,3130,3131,3132,3133,3134,3135,3136,3137,3138,3139,3140,3141,3142,3143,3144,3145,3146,3147,3148,3149,3150,3151,3152,3153,3154,3155,3156,3157,3158,3159,3160,3161,3162,3163,3164,3165,3166,3167,3168,3169,3170,3171,3172,3173,3174,3175,3176,3177,3178,3179,3180,3181,3182,3183,3184,3185,3186,3187,3188,3189,3190,3191,3192,3193,3194,3195,3196,3197,3198,3199,3200,3201,3202,3203,3204,3205,3206,3207,3208,3209,3210,3211,3212,3213,3214,3215,3216,3217,3218,3219,3220,3221,3222,3223,3224,3225,3226,3227,3228,3229,3230,3231,3232,3233,3234,3235,3236,3237,3238,3239,3240,3241,3242,3243,3244,3245,3246,3247,3248,3249,3250,3251,3252,3253,3254,3255,3256,3257,3258,3259,3260,3261,3262,3263,3264,3265,3266,3267,3268,3269,3270,3271,3272,3273,3274,3275,3276,3277,3278,3279,3280,3281,3282,3283,3284,3285,3286,3287,3288,3289,3290,3291,3292,3293,3294,3295,3296,3297,3298,3299,3300,3301,3302,3303,3304,3305,3306,3307,3308,3309,3310,3311,3312,3313,3314,3315,3316,3317,3318,3319,3320,3321,3322,3323,3324,3325,3326,3327,3328,3329,3330,3331,3332,3333,3334,3335,3336,3337,3338,3339,3340,3341,3342,3343,3344,3345,3346,3347,3348,3349,3350,3351,3352,3353,3354,3355,3356,3357,3358,3359,3360,3361,3362,3363,3364,3365,3366,3367,3368,3369,3370,3371,3372,3373,3374,3375,3376,3377,3378,3379,3380,3381,3382,3383,3384,3385,3386,3387,3388,3389,3390,3391,3392,3393,3394,3395,3396,3397,3398,3399,3400,3401,3402,3403,3404,3405,3406,3407,3408,3409,3410,3411,3412,3413,3414,3415,3416,3417,3418,3419,3420,3421,3422,3423,3424,3425,3426,3427,3428,3429,3430,3431,3432,3433,3434,3435,3436,3437,3438,3439,3440,3441,3442,3443,3444,3445,3446,3447,3448,3449,3450,3451,3452,3453,3454,3455,3456,3457,3458,3459,3460,3461,3462,3463,3464,3465,3466,3467,3468,3469,3470,3471,3472,3473,3474,3475,3476,3477,3478,3479,3480,3481,3482,3483,3484,3485,3486,3487,3488,3489,3490,3491,3492,3493,3494,3495,3496,3497,3498,3499,3500,3501,3502,3503,3504,3505,3506,3507,3508,3509,3510,3511,3512,3513,3514,3515,3516,3517,3518,3519,3520,3521,3522,3523,3524,3525,3526,3527,3528,3529,3530,3531,3532,3533,3534,3535,3536,3537,3538,3539,3540,3541,3542,3543,3544,3545,3546,3547,3548,3549,3550,3551,3552,3553,3554,3555,3556,3557,3558,3559,3560,3561,3562,3563,3564,3565,3566,3567,3568,3569,3570,3571,3572,3573,3574,3575,3576,3577,3578,3579,3580,3581,3582,3583,3584,3585,3586,3587,3588,3589,3590,3591,3592,3593,3594,3595,3596,3597,3598,3599,3600,3601,3602,3603,3604,3605,3606,3607,3608,3609,3610,3611,3612,3613,3614,3615,3616,3617,3618,3619,3620,3621,3622,3623,3624,3625,3626,3627,3628,3629,3630,3631,3632,3633,3634,3635,3636,3637,3638,3639,3640,3641,3642,3643,3644,3645,3646,3647,3648,3649,3650,3651,3652,3653,3654,3655,3656,3657,3658,3659,3660,3661,3662,3663,3664,3665,3666,3667,3668,3669,3670,3671,3672,3673,3674,3675,3676,3677,3678,3679,3680,3681,3682,3683,3684,3685,3686,3687,3688,3689,3690,3691,3692,3693,3694,3695,3696,3697,3698,3699,3700,3701,3702,3703,3704,3705,3706,3707,3708,3709,3710,3711,3712,3713,3714,3715,3716,3717,3718,3719,3720,3721,3722,3723,3724,3725,3726,3727,3728,3729,3730,3731,3732,3733,3734,3735,3736,3737,3738,3739,3740,3741,3742,3743,3744,3745,3746,3747,3748,3749,3750,3751,3752,3753,3754,3755,3756,3757,3758,3759,3760,3761,3762,3763,3764,3765,3766,3767,3768,3769,3770,3771,3772,3773,3774,3775,3776,3777,3778,3779,3780,3781,3782,3783,3784,3785,3786,3787,3788,3789,3790,3791,3792,3793,3794,3795,3796,3797,3798,3799,3800,3801,3802,3803,3804,3805,3806,3807,3808,3809,3810,3811,3812,3813,3814,3815,3816,3817,3818,3819,3820,3821,3822,3823,3824,3825,3826,3827,3828,3829,3830,3831,3832,3833,3834,3835,3836,3837,3838,3839,3840,3841,3842,3843,3844,3845,3846,3847,3848,3849,3850,3851,3852,3853,3854,3855,3856,3857,3858,3859,3860,3861,3862,3863,3864,3865,3866,3867,3868,3869,3870,3871,3872,3873,3874,3875,3876,3877,3878,3879,3880,3881,3882,3883,3884,3885,3886,3887,3888,3889,3890,3891,3892,3893,3894,3895,3896,3897,3898,3899,3900,3901,3902,3903,3904,3905,3906,3907,3908,3909,3910,3911,3912,3913,3914,3915,3916,3917,3918,3919,3920,3921,3922,3923,3924,3925,3926,3927,3928,3929,3930,3931,3932,3933,3934,3935,3936,3937,3938,3939,3940,3941,3942,3943,3944,3945,3946,3947,3948,3949,3950,3951,3952,3953,3954,3955,3956,3957,3958,3959,3960,3961,3962,3963,3964,3965,3966,3967,3968,3969,3970,3971,3972,3973,3974,3975,3976,3977,3978,3979,3980,3981,3982,3983,3984,3985,3986,3987,3988,3989,3990,3991,3992,3993,3994,3995,3996,3997,3998,3999],\"phi\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"sigma\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1136\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1137\",\"type\":\"UnionRenderers\"}},\"id\":\"1071\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1061\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1101\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1126\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1101\",\"type\":\"PanTool\"},{\"id\":\"1102\",\"type\":\"WheelZoomTool\"},{\"id\":\"1103\",\"type\":\"BoxZoomTool\"},{\"id\":\"1104\",\"type\":\"SaveTool\"},{\"id\":\"1105\",\"type\":\"ResetTool\"},{\"id\":\"1106\",\"type\":\"HelpTool\"}]},\"id\":\"1107\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1062\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"end\":33.617357999999996,\"start\":32.153142},\"id\":\"1004\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1106\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1114\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1115\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1116\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1118\",\"type\":\"CDSView\"}},\"id\":\"1117\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"vhOzXgyFEUC+E7NeDIURQO1GH/MBsRFA7UYf8wGxEUAceouH99wRQBx6i4f33BFAS633G+0IEkBLrfcb7QgSQHrgY7DiNBJAeuBjsOI0EkCpE9BE2GASQKkT0ETYYBJA2EY82c2MEkDYRjzZzYwSQAd6qG3DuBJAB3qobcO4EkA2rRQCueQSQDatFAK55BJAZeCAlq4QE0Bl4ICWrhATQJQT7SqkPBNAlBPtKqQ8E0DDRlm/mWgTQMNGWb+ZaBNA8nnFU4+UE0DyecVTj5QTQCGtMeiEwBNAIa0x6ITAE0BQ4J18euwTQFDgnXx67BNAfxMKEXAYFEB/EwoRcBgUQK5GdqVlRBRArkZ2pWVEFEDdeeI5W3AUQN154jlbcBRADK1OzlCcFEAMrU7OUJwUQDvgumJGyBRAO+C6YkbIFEBqEyf3O/QUQGoTJ/c79BRA\",\"dtype\":\"float64\",\"shape\":[42]},\"y\":{\"__ndarray__\":\"AAAAAAAAAABHyahwdNqXP0fJqHB02pc/HrCT4iXftD8esJPiJd+0PyacOFvvFso/Jpw4W+8Wyj+WhYDQLDXbP5aFgNAsNds/21WztxtY6T/bVbO3G1jpPwmGdGyFuvI/CYZ0bIW68j/jQVgw5Y/+P+NBWDDlj/4/STfq1AhnAkBJN+rUCGcCQP2CI82gGwdA/YIjzaAbB0DgOUfYlIAGQOA5R9iUgAZAsjyeKc1cBkCyPJ4pzVwGQKinju58SgVAqKeO7nxKBUD19STqoBj+P/X1JOqgGP4/aPYYhvmd9T9o9hiG+Z31PwI0n+d3Bes/AjSf53cF6z/Q87uCbYThP9Dzu4JthOE//YIjzaAb1z/9giPNoBvXP/aWflTX48E/9pZ+VNfjwT+yPJ4pzVy2P7I8ninNXLY/9pZ+VNfjkT/2ln5U1+ORPwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[42]}},\"selected\":{\"id\":\"1148\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1149\",\"type\":\"UnionRenderers\"}},\"id\":\"1114\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1063\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1141\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"1034\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1035\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1036\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1038\",\"type\":\"CDSView\"}},\"id\":\"1037\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1132\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1127\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1125\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1074\",\"type\":\"Circle\"},{\"attributes\":{\"formatter\":{\"id\":\"1124\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]},\"y\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]}},\"selected\":{\"id\":\"1138\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1139\",\"type\":\"UnionRenderers\"}},\"id\":\"1077\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.02},\"fill_color\":{\"value\":\"black\"},\"line_alpha\":{\"value\":0.02},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1073\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{\"children\":[[{\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"1039\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,0],[{\"id\":\"1083\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,1]]},\"id\":\"1151\",\"type\":\"GridBox\"},{\"attributes\":{\"data_source\":{\"id\":\"1071\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1073\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1074\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1076\",\"type\":\"CDSView\"}},\"id\":\"1075\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1077\",\"type\":\"ColumnDataSource\"}},\"id\":\"1081\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1071\",\"type\":\"ColumnDataSource\"}},\"id\":\"1076\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1021\",\"type\":\"PanTool\"},{\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"id\":\"1024\",\"type\":\"SaveTool\"},{\"id\":\"1025\",\"type\":\"ResetTool\"},{\"id\":\"1026\",\"type\":\"HelpTool\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1078\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1077\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1078\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1079\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1081\",\"type\":\"CDSView\"}},\"id\":\"1080\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"start\":0.0},\"id\":\"1002\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"1034\",\"type\":\"ColumnDataSource\"}},\"id\":\"1038\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1079\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1048\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1052\",\"type\":\"Grid\"},{\"id\":\"1057\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1053\",\"type\":\"LinearAxis\"}],\"plot_height\":190,\"plot_width\":200,\"renderers\":[{\"id\":\"1075\",\"type\":\"GlyphRenderer\"},{\"id\":\"1080\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1129\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1064\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1004\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1044\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1084\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1046\",\"type\":\"LinearScale\"}},\"id\":\"1039\",\"subtype\":\"Figure\",\"type\":\"Plot\"}],\"root_ids\":[\"1154\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"cf642fc3-38ad-4bb4-b1f4-8eaaed632cc8\",\"roots\":{\"1154\":\"bba33224-8a03-4440-b5d9-bc4b8f0c8a05\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var 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": "1154"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load in Data Frame\n",
    "df = pd.read_csv(\"../data/good_invitro_droplet_data.csv\", comment=\"#\")\n",
    "\n",
    "# Set up data dict\n",
    "data = dict(\n",
    "    N=len(df),\n",
    "    d=df[\"Droplet Diameter (um)\"].values,\n",
    "    ell=df[\"Spindle Length (um)\"].values,\n",
    ")\n",
    "\n",
    "# Draw samples\n",
    "samples_indep = sm_indep.sample(data=data)\n",
    "samples_indep = az.from_cmdstanpy(\n",
    "    posterior=samples_indep, posterior_predictive=\"ell_ppc\", log_likelihood=\"log_lik\"\n",
    ")\n",
    "\n",
    "# Check diagnostics\n",
    "bebi103.stan.check_all_diagnostics(samples_indep)\n",
    "\n",
    "# Corner plot\n",
    "bokeh.io.show(\n",
    "    bebi103.viz.corner(\n",
    "        samples_indep, pars=[\"phi\", \"sigma\"], xtick_label_orientation=np.pi / 4\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everything looks good with the sampler. Since there is no $d$ dependence, we can use an ECDF for our posterior predictive check. I will adjust the percentiles we use in the plot to include the middle 99th percentile, since we have lots of data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"6fffdc77-bf5b-4490-8671-8a029c6626a3\" data-root-id=\"1358\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"8f2af054-a34d-4dfa-b508-dc6aa0914816\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1367\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1371\",\"type\":\"Grid\"},{\"id\":\"1376\",\"type\":\"Grid\"}],\"frame_height\":325,\"frame_width\":400,\"left\":[{\"id\":\"1372\",\"type\":\"LinearAxis\"}],\"name\":\"ell_ppc\",\"renderers\":[{\"id\":\"1393\",\"type\":\"GlyphRenderer\"},{\"id\":\"1398\",\"type\":\"GlyphRenderer\"},{\"id\":\"1403\",\"type\":\"GlyphRenderer\"},{\"id\":\"1408\",\"type\":\"GlyphRenderer\"},{\"id\":\"1413\",\"type\":\"GlyphRenderer\"},{\"id\":\"1418\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1449\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1383\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1359\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1363\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1361\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1365\",\"type\":\"LinearScale\"}},\"id\":\"1358\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1373\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"ECDF difference\",\"formatter\":{\"id\":\"1452\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1373\",\"type\":\"BasicTicker\"}},\"id\":\"1372\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1407\",\"type\":\"Patch\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[800]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndGi/uZLAvCd0aL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+6ksC8J3Rov7qSwLwndGi/upLAvCd0aL+6ksC8J3RYv7mSwLwndGi/uZLAvCd0aL+5ksC8J3RovwpukM0dV3K/uJLAvCd0aL8LbpDNHVdyvwtukM0dV3K/upLAvCd0aL8LbpDNHVdyvwtukM0dV3K/C26QzR1Xcr8KbpDNHVdyv7iSwLwndHi/Cm6QzR1Xcr+4ksC8J3R4v7qSwLwndHi/uJLAvCd0eL+6ksC8J3R4v2a38KsxkX6/aLfwqzGRfr9kt/CrMZF+v2i38KsxkX6/aLfwqzGRfr8KbpDNHVeCvwpukM0dV4K/aLfwqzGRfr8IbpDNHVeCv2KAKMWiZYW/DG6QzR1Xgr9ggCjFomWFv2SAKMWiZYW/YIAoxaJlhb9ggCjFomWFv2SAKMWiZYW/YIAoxaJlhb+4ksC8J3SIv7iSwLwndIi/vJLAvCd0iL+4ksC8J3SIvxClWLSsgou/EKVYtKyCi78QpVi0rIKLv2i38KsxkY6/aLfwqzGRjr9ot/CrMZGOv2i38KsxkY6/4GTEUdvPkL9ot/CrMZGOv+BkxFHbz5C/4GTEUdvPkL8MbpDNHVeSvxBukM0dV5K/CG6QzR1Xkr8IbpDNHVeSvwhukM0dV5K/OHdcSWDek784d1xJYN6Tvzh3XElg3pO/MHdcSWDek784d1xJYN6Tv2CAKMWiZZW/YIAoxaJllb9ggCjFomWVv5CJ9EDl7Ja/iIn0QOXslr+QifRA5eyWv4iJ9EDl7Ja/sJLAvCd0mL+QifRA5eyWv5CJ9EDl7Ja/sJLAvCd0mL+wksC8J3SYv+CbjDhq+5m/4JuMOGr7mb/gm4w4avuZv+CbjDhq+5m/8JuMOGr7mb/wm4w4avuZv/CbjDhq+5m/4JuMOGr7mb/gm4w4avuZvxClWLSsgpu/4JuMOGr7mb/gm4w4avuZv+CbjDhq+5m/EKVYtKyCm78QpVi0rIKbvxClWLSsgpu/EKVYtKyCm78QpVi0rIKbvyClWLSsgpu/IKVYtKyCm7/gm4w4avuZv+CbjDhq+5m/4JuMOGr7mb/gm4w4avuZv+CbjDhq+5m/4JuMOGr7mb/gm4w4avuZv+CbjDhq+5m/4JuMOGr7mb+gksC8J3SYv8CSwLwndJi/oJLAvCd0mL/AksC8J3SYv6CSwLwndJi/wJLAvCd0mL/gm4w4avuZv8CSwLwndJi/wJLAvCd0mL+gksC8J3SYv6CJ9EDl7Ja/oIn0QOXslr9ggCjFomWVv4CJ9EDl7Ja/gIn0QOXslr+AifRA5eyWv2CAKMWiZZW/YIAoxaJllb9ggCjFomWVv2CAKMWiZZW/YIAoxaJllb+AgCjFomWVvwBukM0dV5K/QHdcSWDek78AbpDNHVeSvwBukM0dV5K/AG6QzR1Xkr/gZMRR28+Qv+BkxFHbz5C/4GTEUdvPkL+At/CrMZGOv0C38KsxkY6/4GTEUdvPkL+At/CrMZGOv4C38KsxkY6/AKVYtKyCi78ApVi0rIKLvwClWLSsgou/AKVYtKyCi7/AksC8J3SIvwClWLSsgou/wJLAvCd0iL/AksC8J3SIv8CSwLwndIi/wJLAvCd0iL9AgCjFomWFv4CAKMWiZYW/gIAoxaJlhb8AbpDNHVeCv4CAKMWiZYW/QIAoxaJlhb8AbpDNHVeCv4C38KsxkX6/AG6QzR1Xgr+At/CrMZF+vwC38KsxkX6/gLfwqzGRfr+At/CrMZF+v4C38KsxkX6/AJPAvCd0eL+AksC8J3R4vwCTwLwndHi/gJLAvCd0eL+AksC8J3R4vwCTwLwndHi/AG6QzR1Xcr+AksC8J3R4vwBukM0dV3K/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr8AbpDNHVdyvwCTwLwndGi/gG6QzR1Xcr8Ak8C8J3RovwCTwLwndGi/AG6QzR1Xcr8Ak8C8J3RovwCTwLwndGi/AJPAvCd0aL8AksC8J3RovwCSwLwndGi/AJLAvCd0aL8AksC8J3RovwCSwLwndFi/AJPAvCd0aL8Ak8C8J3RovwCTwLwndGi/AJTAvCd0WL8AlMC8J3RYvwCUwLwndFi/AJTAvCd0WL8AlMC8J3RYvwCUwLwndFi/AJTAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCTwLwndGg/AJPAvCd0aD8AlMC8J3RYPwCUwLwndFg/AJTAvCd0WD8Ak8C8J3RoPwCTwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCSwLwndGg/AJLAvCd0aD8AksC8J3RoPwBukM0dV3I/AJPAvCd0aD8AbpDNHVdyPwBukM0dV3I/gG6QzR1Xcj+AbpDNHVdyPwBukM0dV3I/AG6QzR1Xcj+AksC8J3R4PwBukM0dV3I/AG6QzR1Xcj+AksC8J3R4P4CSwLwndHg/AJPAvCd0eD+At/CrMZF+P4CSwLwndHg/gLfwqzGRfj+At/CrMZF+P4C38KsxkX4/gLfwqzGRfj+At/CrMZF+PwBukM0dV4I/AG6QzR1Xgj+At/CrMZF+PwBukM0dV4I/QIAoxaJlhT8AbpDNHVeCPwBukM0dV4I/gIAoxaJlhT+AgCjFomWFP0CAKMWiZYU/gJLAvCd0iD/AksC8J3SIP8CSwLwndIg/AKVYtKyCiz/AksC8J3SIPwClWLSsgos/AKVYtKyCiz8ApVi0rIKLPwClWLSsgos/QLfwqzGRjj9At/CrMZGOP4C38KsxkY4/4GTEUdvPkD9At/CrMZGOP+BkxFHbz5A/4GTEUdvPkD/gZMRR28+QP+BkxFHbz5A/IG6QzR1Xkj8AbpDNHVeSP0B3XElg3pM/AG6QzR1Xkj8gd1xJYN6TP0B3XElg3pM/QHdcSWDekz9ggCjFomWVP2CAKMWiZZU/YIAoxaJllT9ggCjFomWVP4CJ9EDl7JY/gIn0QOXslj+AifRA5eyWP4CJ9EDl7JY/oIn0QOXslj9ggCjFomWVP4CJ9EDl7JY/oIn0QOXslj+AifRA5eyWP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP+CbjDhq+5k/4JuMOGr7mT+gksC8J3SYP+CbjDhq+5k/4JuMOGr7mT/Qm4w4avuZP/CbjDhq+5k/4JuMOGr7mT/gm4w4avuZPxClWLSsgps/EKVYtKyCmz/wm4w4avuZP/CbjDhq+5k/8JuMOGr7mT/wm4w4avuZP+CbjDhq+5k/4JuMOGr7mT/gm4w4avuZP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP8CSwLwndJg/wJLAvCd0mD/AksC8J3SYP8CSwLwndJg/sJLAvCd0mD+QifRA5eyWP5CJ9EDl7JY/kIn0QOXslj+YifRA5eyWP4iJ9EDl7JY/kIn0QOXslj+QifRA5eyWP2CAKMWiZZU/iIn0QOXslj9ogCjFomWVP2CAKMWiZZU/OHdcSWDekz8wd1xJYN6TPzh3XElg3pM/YIAoxaJllT84d1xJYN6TPwhukM0dV5I/4GTEUdvPkD8IbpDNHVeSPwhukM0dV5I/CG6QzR1Xkj/gZMRR28+QP+BkxFHbz5A/aLfwqzGRjj/gZMRR28+QP2i38KsxkY4/aLfwqzGRjj8QpVi0rIKLPxClWLSsgos/EKVYtKyCiz8QpVi0rIKLPxClWLSsgos/uJLAvCd0iD+8ksC8J3SIP7iSwLwndIg/YIAoxaJlhT9kgCjFomWFP2CAKMWiZYU/ZIAoxaJlhT9ggCjFomWFPwxukM0dV4I/DG6QzR1Xgj9ggCjFomWFPwxukM0dV4I/aLfwqzGRfj8IbpDNHVeCP2i38KsxkX4/aLfwqzGRfj9kt/CrMZF+P2i38KsxkX4/uJLAvCd0eD+4ksC8J3R4P7iSwLwndHg/uJLAvCd0eD+6ksC8J3R4PwpukM0dV3I/uJLAvCd0eD+6ksC8J3R4PwpukM0dV3I/uJLAvCd0eD+4ksC8J3R4PwpukM0dV3I/Cm6QzR1Xcj8LbpDNHVdyP7qSwLwndGg/C26QzR1Xcj8LbpDNHVdyP7qSwLwndGg/C26QzR1Xcj+4ksC8J3RoP7iSwLwndGg/uJLAvCd0aD+5ksC8J3RoP7mSwLwndGg/uZLAvCd0aD+5ksC8J3RoP7qSwLwndFg/upLAvCd0aD+6ksC8J3RoP7qSwLwndGg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RoP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\",\"dtype\":\"float64\",\"shape\":[800]}},\"selected\":{\"id\":\"1458\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1459\",\"type\":\"UnionRenderers\"}},\"id\":\"1395\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1405\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1406\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1407\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"1409\",\"type\":\"CDSView\"}},\"id\":\"1408\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1415\",\"type\":\"ColumnDataSource\"}},\"id\":\"1419\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1417\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1461\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1412\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1460\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1465\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1365\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[800]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndGi/uZLAvCd0aL+5ksC8J3Rov7mSwLwndGi/uZLAvCd0aL8LbpDNHVdyvwtukM0dV3K/C26QzR1Xcr8LbpDNHVdyv7mSwLwndHi/uZLAvCd0eL+5ksC8J3R4v2e38KsxkX6/Z7fwqzGRfr9ot/CrMZF+v2i38KsxkX6/aLfwqzGRfr8LbpDNHVeCv2KAKMWiZYW/C26QzR1Xgr9igCjFomWFv7mSwLwndIi/uZLAvCd0iL+4ksC8J3SIvxClWLSsgou/EKVYtKyCi79ot/CrMZGOv2a38KsxkY6/Z7fwqzGRjr/eZMRR28+Qv99kxFHbz5C/4GTEUdvPkL8KbpDNHVeSvwpukM0dV5K/C26QzR1Xkr81d1xJYN6Tv2KAKMWiZZW/YoAoxaJllb+NifRA5eyWv7mSwLwndJi/uJLAvCd0mL+5ksC8J3SYv+abjDhq+5m/5JuMOGr7mb8QpVi0rIKbvxClWLSsgpu/PK4kMO8Jnb9mt/CrMZGev0lg3hM6DKC/SmDeEzoMoL/eZMRR28+gv3Vpqo98k6G/dmmqj3yTob8KbpDNHVeivwpukM0dV6K/onJ2C78ao78KbpDNHVeivzZ3XElg3qO/zntChwGipL9igCjFomWlv46J9EDl7Ka/jIn0QOXspr+MifRA5eymvyKO2n6GsKe/upLAvCd0qL+4ksC8J3Sov7iSwLwndKi/TJem+sg3qb/om4w4avupv3igcnYLv6q/eKBydgu/qr94oHJ2C7+qvxClWLSsgqu/EKVYtKyCq7+kqT7yTUasvwylWLSsgqu/OK4kMO8Jrb88riQw7wmtvzyuJDDvCa2/pKk+8k1GrL84riQw7wmtvziuJDDvCa2/0LIKbpDNrb/QsgpukM2tv2C38Ksxka6/aLfwqzGRrr8AvNbp0lSvvwC81unSVK+/SGDeEzoMsL/4u9bp0lSvv/i71unSVK+/+LvW6dJUr79IYN4TOgywv0hg3hM6DLC/lGLRsgpusL/gZMRR28+wv5Ri0bIKbrC/4GTEUdvPsL8oZ7fwqzGxv+BkxFHbz7C/5GTEUdvPsL+UYtGyCm6wv0hg3hM6DLC/mGLRsgpusL/wu9bp0lSvv5Bi0bIKbrC/mGLRsgpusL9IYN4TOgywv0hg3hM6DLC/mGLRsgpusL/wu9bp0lSvvwC81unSVK+/8LvW6dJUr79wt/CrMZGuv/C71unSVK+/ALzW6dJUr7/wu9bp0lSvv3C38Ksxka6/YLfwqzGRrr9gt/CrMZGuv0CuJDDvCa2/QK4kMO8Jrb+wqT7yTUasv6CpPvJNRqy/EKVYtKyCq7+gqT7yTUasv6CpPvJNRqy/EKVYtKyCq78QpVi0rIKrvxClWLSsgqu/EKVYtKyCq7+AoHJ2C7+qv+CbjDhq+6m/UJem+sg3qb+wksC8J3SovyCO2n6GsKe/II7afoawp78gjtp+hrCnv4CJ9EDl7Ka/AIUOA0Qppr9ggCjFomWlv2CAKMWiZaW/YIAoxaJlpb9ggCjFomWlv9B7QocBoqS/0HtChwGipL8wd1xJYN6jv6Bydgu/GqO/oHJ2C78ao78QbpDNHVeivxBukM0dV6K/cGmqj3yTob/gZMRR28+gv+BkxFHbz6C/QGDeEzoMoL9QYN4TOgygv0CuJDDvCZ2/gLfwqzGRnr9AriQw7wmdv0CuJDDvCZ2/QK4kMO8Jnb/gm4w4avuZv+CbjDhq+5m/4JuMOGr7mb/AksC8J3SYv4CJ9EDl7Ja/YIAoxaJllb8gd1xJYN6Tv2CAKMWiZZW/AG6QzR1Xkr8AbpDNHVeSvyBukM0dV5K/AG6QzR1Xkr8AbpDNHVeSv+BkxFHbz5C/gLfwqzGRjr+At/CrMZGOvwClWLSsgou/AKVYtKyCi7+AksC8J3SIvwClWLSsgou/wJLAvCd0iL8ApVi0rIKLv8CSwLwndIi/wJLAvCd0iL+AgCjFomWFv4CAKMWiZYW/gIAoxaJlhb+AgCjFomWFvwBukM0dV4K/gLfwqzGRfr8AbpDNHVeCvwBukM0dV4K/gLfwqzGRfr+At/CrMZF+v4C38KsxkX6/gLfwqzGRfr+At/CrMZF+vwCTwLwndHi/AJPAvCd0eL8Ak8C8J3R4vwCTwLwndHi/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr+AksC8J3R4v4CSwLwndHi/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr8Ak8C8J3RovwCTwLwndGi/AJPAvCd0aL8Ak8C8J3RovwCTwLwndGi/AJPAvCd0aL8Ak8C8J3RovwCTwLwndGi/AJPAvCd0aL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCTwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCTwLwndGg/AJPAvCd0aD8AbpDNHVdyPwBukM0dV3I/AG6QzR1Xcj8AbpDNHVdyP4CSwLwndHg/gJLAvCd0eD+AksC8J3R4P4C38KsxkX4/gLfwqzGRfj8AbpDNHVeCP4C38KsxkX4/QG6QzR1Xgj9AbpDNHVeCP4CAKMWiZYU/gIAoxaJlhT9AgCjFomWFP0CAKMWiZYU/wJLAvCd0iD/AksC8J3SIPwClWLSsgos/QKVYtKyCiz+At/CrMZGOPwClWLSsgos/4GTEUdvPkD/gZMRR28+QP+BkxFHbz5A/AG6QzR1Xkj8AbpDNHVeSP0B3XElg3pM/IHdcSWDekz9Ad1xJYN6TPyB3XElg3pM/YIAoxaJllT9ggCjFomWVP4CJ9EDl7JY/wJLAvCd0mD/AksC8J3SYP+CbjDhq+5k/AKVYtKyCmz8ApVi0rIKbP0CuJDDvCZ0/YLfwqzGRnj9AriQw7wmdP0CuJDDvCZ0/UGDeEzoMoD/gZMRR28+gP+BkxFHbz6A/cGmqj3yToT9waaqPfJOhPxBukM0dV6I/oHJ2C78aoz+gcnYLvxqjP0B3XElg3qM/0HtChwGipD/Qe0KHAaKkP2CAKMWiZaU/YIAoxaJlpT+QifRA5eymP8CSwLwndKg/II7afoawpz+wksC8J3SoP1CXpvrIN6k/UJem+sg3qT/gm4w4avupP+CbjDhq+6k/8JuMOGr7qT/gm4w4avupPxClWLSsgqs/QK4kMO8JrT8wriQw7wmtPzCuJDDvCa0/QK4kMO8JrT9AriQw7wmtP9CyCm6Qza0/QK4kMO8JrT/QsgpukM2tP+CyCm6Qza0/0LIKbpDNrT9wt/CrMZGuP2C38Ksxka4/cLfwqzGRrj9IYN4TOgywPwC81unSVK8/ALzW6dJUrz8AvNbp0lSvPwC81unSVK8/ALzW6dJUrz9gt/CrMZGuP2C38Ksxka4/SGDeEzoMsD/QsgpukM2tP2C38Ksxka4/cLfwqzGRrj9ot/CrMZGuP2i38Ksxka4/0LIKbpDNrT8AvNbp0lSvPwC81unSVK8/ALzW6dJUrz9ot/CrMZGuP9CyCm6Qza0/aLfwqzGRrj9ot/CrMZGuP/i71unSVK8/YLfwqzGRrj/4u9bp0lSvPwC81unSVK8/ALzW6dJUrz8AvNbp0lSvPwC81unSVK8/TGDeEzoMsD8AvNbp0lSvPwC81unSVK8/aLfwqzGRrj/YsgpukM2tP9iyCm6Qza0/0LIKbpDNrT+kqT7yTUasPzyuJDDvCa0/QK4kMO8JrT/UsgpukM2tP0CuJDDvCa0/0LIKbpDNrT+oqT7yTUasP3ygcnYLv6o/5JuMOGr7qT/km4w4avupP+ibjDhq+6k/UJem+sg3qT+8ksC8J3SoP7iSwLwndKg/jIn0QOXspj+MifRA5eymP4yJ9EDl7KY/jIn0QOXspj/4hA4DRCmmP/iEDgNEKaY/+oQOA0Qppj9ggCjFomWlP857QocBoqQ/zHtChwGipD+gcnYLvxqjPwpukM0dV6I/DG6QzR1Xoj8KbpDNHVeiP3Rpqo98k6E/4GTEUdvPoD/fZMRR28+gP0hg3hM6DKA/SmDeEzoMoD9ot/CrMZGePzquJDDvCZ0/Pq4kMO8JnT88riQw7wmdP+SbjDhq+5k/5JuMOGr7mT/km4w4avuZP7qSwLwndJg/jon0QOXslj+MifRA5eyWP46J9EDl7JY/jon0QOXslj9hgCjFomWVPzd3XElg3pM/NndcSWDekz8KbpDNHVeSPwtukM0dV5I/C26QzR1Xkj8KbpDNHVeSP2e38KsxkY4/32TEUdvPkD9nt/CrMZGOPw+lWLSsgos/EKVYtKyCiz8PpVi0rIKLPw+lWLSsgos/uZLAvCd0iD+4ksC8J3SIP2KAKMWiZYU/upLAvCd0iD9igCjFomWFP2KAKMWiZYU/YoAoxaJlhT9igCjFomWFPwpukM0dV4I/Cm6QzR1Xgj8LbpDNHVeCP2i38KsxkX4/aLfwqzGRfj+6ksC8J3R4P7qSwLwndHg/aLfwqzGRfj9ot/CrMZF+P7mSwLwndHg/uZLAvCd0eD+5ksC8J3R4P7mSwLwndHg/C26QzR1Xcj8LbpDNHVdyPwtukM0dV3I/C26QzR1Xcj+5ksC8J3R4PwtukM0dV3I/C26QzR1Xcj8LbpDNHVdyPwtukM0dV3I/C26QzR1Xcj8LbpDNHVdyP7mSwLwndGg/uZLAvCd0aD+5ksC8J3RoP7mSwLwndGg/uZLAvCd0aD+5ksC8J3RoP7mSwLwndGg/uZLAvCd0aD+5ksC8J3RoP7mSwLwndGg/uZLAvCd0aD+5ksC8J3RoP7mSwLwndGg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\",\"dtype\":\"float64\",\"shape\":[800]}},\"selected\":{\"id\":\"1456\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1457\",\"type\":\"UnionRenderers\"}},\"id\":\"1390\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":\"#084594\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1411\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1415\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1416\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1417\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1419\",\"type\":\"CDSView\"}},\"id\":\"1418\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1405\",\"type\":\"ColumnDataSource\"}},\"id\":\"1409\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1410\",\"type\":\"ColumnDataSource\"}},\"id\":\"1414\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1410\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1411\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1412\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1414\",\"type\":\"CDSView\"}},\"id\":\"1413\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1449\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":\"#9ecae1\",\"line_alpha\":0,\"line_color\":\"#9ecae1\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1391\",\"type\":\"Patch\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[800]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/AAAAAAAAAAAAAAAAAAAAALmSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+6ksC8J3Rov7qSwLwndFi/upLAvCd0WL+6ksC8J3RYv7mSwLwndGi/uJLAvCd0WL+4ksC8J3RYv7iSwLwndGi/uJLAvCd0WL+6ksC8J3Rov7qSwLwndGi/vJLAvCd0WL+6ksC8J3Rov7iSwLwndGi/uJLAvCd0aL+4ksC8J3RovwpukM0dV3K/uJLAvCd0aL+4ksC8J3RovwxukM0dV3K/Cm6QzR1Xcr8MbpDNHVdyvwhukM0dV3K/DG6QzR1Xcr8IbpDNHVdyvwxukM0dV3K/DG6QzR1Xcr+4ksC8J3R4v7iSwLwndHi/DG6QzR1Xcr+4ksC8J3R4v2i38KsxkX6/uJLAvCd0eL+4ksC8J3R4v2i38KsxkX6/YLfwqzGRfr9ot/CrMZF+v2i38KsxkX6/aLfwqzGRfr8IbpDNHVeCv2i38KsxkX6/cLfwqzGRfr8IbpDNHVeCvwhukM0dV4K/EG6QzR1Xgr8IbpDNHVeCvwhukM0dV4K/EG6QzR1Xgr9ggCjFomWFv2CAKMWiZYW/aIAoxaJlhb9ggCjFomWFv2CAKMWiZYW/aIAoxaJlhb/AksC8J3SIv8CSwLwndIi/sJLAvCd0iL+wksC8J3SIv7CSwLwndIi/wJLAvCd0iL/AksC8J3SIv7CSwLwndIi/sJLAvCd0iL/AksC8J3SIvxClWLSsgou/EKVYtKyCi78QpVi0rIKLv3C38KsxkY6/YLfwqzGRjr9gt/CrMZGOv2C38KsxkY6/YLfwqzGRjr9gt/CrMZGOv2C38KsxkY6/YLfwqzGRjr/gZMRR28+Qv+BkxFHbz5C/4GTEUdvPkL/gZMRR28+Qv9BkxFHbz5C/4GTEUdvPkL/gZMRR28+Qv+BkxFHbz5C/4GTEUdvPkL/QZMRR28+Qv+BkxFHbz5C/4GTEUdvPkL9gt/CrMZGOv+BkxFHbz5C/4GTEUdvPkL/gZMRR28+QvwBukM0dV5K/EG6QzR1Xkr8AbpDNHVeSv+BkxFHbz5C/4GTEUdvPkL/gZMRR28+Qv+BkxFHbz5C/AG6QzR1Xkr/gZMRR28+Qv+BkxFHbz5C/4GTEUdvPkL9At/CrMZGOv+BkxFHbz5C/4GTEUdvPkL/gZMRR28+Qv+BkxFHbz5C/QLfwqzGRjr+At/CrMZGOv0C38KsxkY6/gLfwqzGRjr/AZMRR28+Qv4C38KsxkY6/QLfwqzGRjr9At/CrMZGOv4C38KsxkY6/gLfwqzGRjr8ApVi0rIKLvwClWLSsgou/AKVYtKyCi79At/CrMZGOvwClWLSsgou/AKVYtKyCi78ApVi0rIKLvwClWLSsgou/QKVYtKyCi79ApVi0rIKLv8CSwLwndIi/wJLAvCd0iL/AksC8J3SIv8CSwLwndIi/gJLAvCd0iL+AgCjFomWFv0CAKMWiZYW/gIAoxaJlhb8AbpDNHVeCv0CAKMWiZYW/gIAoxaJlhb+AgCjFomWFvwBukM0dV4K/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr+At/CrMZF+vwBukM0dV4K/gLfwqzGRfr+At/CrMZF+v4C38KsxkX6/ALfwqzGRfr+At/CrMZF+v4C38KsxkX6/gLfwqzGRfr8Ak8C8J3R4vwCTwLwndHi/gJLAvCd0eL8Ak8C8J3R4vwBukM0dV3K/AJPAvCd0eL8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr8AbpDNHVdyvwCTwLwndHi/AJPAvCd0aL8AksC8J3RovwCTwLwndGi/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/AJPAvCd0aL8Ak8C8J3RovwCTwLwndGi/AJLAvCd0aL8AksC8J3RovwCTwLwndGi/AJTAvCd0WL8Ak8C8J3RovwCSwLwndFi/AJPAvCd0aL8Ak8C8J3RovwCUwLwndFi/AJPAvCd0aL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RovwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJTAvCd0WL8AlMC8J3RYvwCUwLwndFi/AJTAvCd0WL8AlMC8J3RYvwCUwLwndFi/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AAAAAAAAAAAAAAAAAAAAAACUwLwndFg/AJTAvCd0WD8AlMC8J3RYPwCUwLwndFg/AJTAvCd0WD8Ak8C8J3RoPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndGg/AJLAvCd0WD8AksC8J3RYPwCTwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCTwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCTwLwndGg/AJPAvCd0aD8AksC8J3RoPwCSwLwndGg/AJPAvCd0aD8AbpDNHVdyPwBukM0dV3I/AG6QzR1Xcj8AbpDNHVdyPwCTwLwndGg/AG6QzR1Xcj8AbpDNHVdyPwCTwLwndHg/AG6QzR1Xcj8AbpDNHVdyP4CSwLwndHg/gJLAvCd0eD8AbpDNHVdyP4CSwLwndHg/gJLAvCd0eD+AksC8J3R4P4CSwLwndHg/AJPAvCd0eD8Ak8C8J3R4PwC38KsxkX4/ALfwqzGRfj+At/CrMZF+P4C38KsxkX4/AG6QzR1Xgj+At/CrMZF+PwBukM0dV4I/AG6QzR1Xgj8AbpDNHVeCPwBukM0dV4I/AG6QzR1Xgj8AbpDNHVeCP0BukM0dV4I/QIAoxaJlhT9AgCjFomWFP4CAKMWiZYU/QIAoxaJlhT+AgCjFomWFP4CAKMWiZYU/wJLAvCd0iD/AksC8J3SIP8CSwLwndIg/gJLAvCd0iD/AksC8J3SIP8CSwLwndIg/wJLAvCd0iD8ApVi0rIKLPwClWLSsgos/QKVYtKyCiz8ApVi0rIKLPwClWLSsgos/QLfwqzGRjj9At/CrMZGOP0C38KsxkY4/gLfwqzGRjj8ApVi0rIKLP0C38KsxkY4/gLfwqzGRjj+At/CrMZGOP4C38KsxkY4/gLfwqzGRjj+At/CrMZGOP+BkxFHbz5A/4GTEUdvPkD9At/CrMZGOP4C38KsxkY4/4GTEUdvPkD9At/CrMZGOP4C38KsxkY4/4GTEUdvPkD+At/CrMZGOP+BkxFHbz5A/AG6QzR1Xkj/gZMRR28+QP+BkxFHbz5A/4GTEUdvPkD/QZMRR28+QP2C38KsxkY4/4GTEUdvPkD/gZMRR28+QPxBukM0dV5I/EG6QzR1Xkj8QbpDNHVeSP+BkxFHbz5A/4GTEUdvPkD/gZMRR28+QP+BkxFHbz5A/4GTEUdvPkD/QZMRR28+QP4C38KsxkY4/4GTEUdvPkD+At/CrMZGOP4C38KsxkY4/YLfwqzGRjj/gZMRR28+QP+BkxFHbz5A/YLfwqzGRjj+At/CrMZGOP4C38KsxkY4/YLfwqzGRjj9wt/CrMZGOPxClWLSsgos/cLfwqzGRjj9wt/CrMZGOPxClWLSsgos/YLfwqzGRjj8QpVi0rIKLPxClWLSsgos/EKVYtKyCiz8QpVi0rIKLPxClWLSsgos/EKVYtKyCiz/AksC8J3SIP7CSwLwndIg/YIAoxaJlhT+wksC8J3SIP7CSwLwndIg/wJLAvCd0iD9ggCjFomWFP2CAKMWiZYU/EG6QzR1Xgj9ggCjFomWFP2CAKMWiZYU/aIAoxaJlhT8IbpDNHVeCPwhukM0dV4I/EG6QzR1Xgj8IbpDNHVeCPwhukM0dV4I/cLfwqzGRfj9ot/CrMZF+P2C38KsxkX4/aLfwqzGRfj9ot/CrMZF+P2i38KsxkX4/uJLAvCd0eD9ot/CrMZF+P7iSwLwndHg/wJLAvCd0eD+4ksC8J3R4P7iSwLwndHg/EG6QzR1Xcj+4ksC8J3R4PwhukM0dV3I/DG6QzR1Xcj8MbpDNHVdyPwxukM0dV3I/CG6QzR1Xcj8MbpDNHVdyPwhukM0dV3I/DG6QzR1Xcj8KbpDNHVdyP7ySwLwndGg/uJLAvCd0aD+4ksC8J3RoP7iSwLwndGg/uJLAvCd0aD8KbpDNHVdyP7iSwLwndGg/uJLAvCd0WD+6ksC8J3RoP7ySwLwndFg/upLAvCd0aD+6ksC8J3RoP7iSwLwndFg/uJLAvCd0aD+4ksC8J3RoP7iSwLwndFg/uJLAvCd0WD+5ksC8J3RoP7qSwLwndFg/upLAvCd0WD+6ksC8J3RYP7qSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\",\"dtype\":\"float64\",\"shape\":[800]}},\"selected\":{\"id\":\"1460\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1461\",\"type\":\"UnionRenderers\"}},\"id\":\"1400\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"1361\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1377\",\"type\":\"PanTool\"},{\"id\":\"1378\",\"type\":\"WheelZoomTool\"},{\"id\":\"1379\",\"type\":\"BoxZoomTool\"},{\"id\":\"1380\",\"type\":\"SaveTool\"},{\"id\":\"1381\",\"type\":\"ResetTool\"},{\"id\":\"1382\",\"type\":\"HelpTool\"}]},\"id\":\"1383\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\",\"dtype\":\"float64\",\"shape\":[400]}},\"selected\":{\"id\":\"1464\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1465\",\"type\":\"UnionRenderers\"}},\"id\":\"1410\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1397\",\"type\":\"Patch\"},{\"attributes\":{\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1416\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1395\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1396\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1397\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"1399\",\"type\":\"CDSView\"}},\"id\":\"1398\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1377\",\"type\":\"PanTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1455\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1466\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1452\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1378\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1457\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1395\",\"type\":\"ColumnDataSource\"}},\"id\":\"1399\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1459\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1467\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"1455\",\"type\":\"BoxAnnotation\"}},\"id\":\"1379\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":\"#4292c6\",\"line_alpha\":0,\"line_color\":\"#4292c6\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1401\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"1462\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1464\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1380\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1368\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1456\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1381\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[800]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYv7mSwLwndFi/uZLAvCd0WL+5ksC8J3RYv7mSwLwndFi/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALmSwLwndFi/uZLAvCd0WL+5ksC8J3RYvwAAAAAAAAAAAAAAAAAAAAC6ksC8J3RYv7qSwLwndFi/upLAvCd0WL8AAAAAAAAAALiSwLwndFi/uJLAvCd0WL8AAAAAAAAAALiSwLwndFi/uJLAvCd0WL+8ksC8J3RYv7ySwLwndFi/vJLAvCd0WL+4ksC8J3RYv7iSwLwndFi/uJLAvCd0WL+4ksC8J3RYv7iSwLwndGi/uJLAvCd0WL+4ksC8J3RYv7ySwLwndGi/uJLAvCd0aL+4ksC8J3Rov7iSwLwndGi/uJLAvCd0aL+4ksC8J3Rov7iSwLwndGi/wJLAvCd0aL+wksC8J3Rov7iSwLwndGi/wJLAvCd0aL+wksC8J3RovwhukM0dV3K/wJLAvCd0aL8IbpDNHVdyvwhukM0dV3K/CG6QzR1Xcr8IbpDNHVdyvxBukM0dV3K/CG6QzR1Xcr8IbpDNHVdyvxBukM0dV3K/EG6QzR1Xcr8AbpDNHVdyvxBukM0dV3K/wJLAvCd0eL+wksC8J3R4v7CSwLwndHi/EG6QzR1Xcr+wksC8J3R4v8CSwLwndHi/wJLAvCd0eL+wksC8J3R4v8CSwLwndHi/wJLAvCd0eL9gt/CrMZF+v4C38KsxkX6/oJLAvCd0eL/AksC8J3R4v6CSwLwndHi/gLfwqzGRfr9gt/CrMZF+v2C38KsxkX6/YLfwqzGRfr/AksC8J3R4v2C38KsxkX6/YLfwqzGRfr9gt/CrMZF+v2C38KsxkX6/AG6QzR1Xgr8QbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr8gbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr9ggCjFomWFvwBukM0dV4K/IG6QzR1Xgr8gbpDNHVeCvyBukM0dV4K/YIAoxaJlhb8AbpDNHVeCv2CAKMWiZYW/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/YIAoxaJlhb9ggCjFomWFv2CAKMWiZYW/IG6QzR1Xgr9ggCjFomWFvwBukM0dV4K/gIAoxaJlhb8AbpDNHVeCvwBukM0dV4K/gIAoxaJlhb8AbpDNHVeCv0CAKMWiZYW/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr8AbpDNHVeCvwBukM0dV4K/AG6QzR1Xgr8AbpDNHVeCv0BukM0dV4K/AG6QzR1Xgr8AbpDNHVeCv4C38KsxkX6/gLfwqzGRfr+At/CrMZF+v4C38KsxkX6/AG6QzR1Xgr8AbpDNHVeCv4C38KsxkX6/gLfwqzGRfr+At/CrMZF+v4C38KsxkX6/gLfwqzGRfr+At/CrMZF+v4CSwLwndHi/AJPAvCd0eL+AksC8J3R4v4C38KsxkX6/gJLAvCd0eL8Ak8C8J3R4v4CSwLwndHi/AJPAvCd0eL8AbpDNHVdyv4CSwLwndHi/AJPAvCd0eL8Ak8C8J3R4v4CSwLwndHi/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/gJLAvCd0eL8AbpDNHVdyvwBukM0dV3K/AG6QzR1Xcr8Ak8C8J3RovwBukM0dV3K/AG6QzR1Xcr8AbpDNHVdyvwBukM0dV3K/gG6QzR1Xcr8Ak8C8J3RovwCTwLwndGi/AG6QzR1Xcr8Ak8C8J3RovwCTwLwndGi/AJPAvCd0aL8Ak8C8J3RovwCSwLwndGi/AJTAvCd0WL8AksC8J3RYvwCTwLwndGi/AJLAvCd0WL8AksC8J3RYvwCUwLwndFi/AJLAvCd0WL8AksC8J3RovwCTwLwndGi/AJTAvCd0WL8AksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwCUwLwndFi/AJTAvCd0WL8AksC8J3RYvwCSwLwndFi/AJTAvCd0WL8AlMC8J3RYvwAAAAAAAAAAAJLAvCd0WL8AksC8J3RYvwCSwLwndFi/AAAAAAAAAAAAksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AAAAAAAAAAAAAAAAAAAAAAJTAvCd0WL8AlMC8J3RYvwCUwLwndFi/AJTAvCd0WL8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYvwCSwLwndFi/AJLAvCd0WL8AksC8J3RYvwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUwLwndFg/AJTAvCd0WD8AlMC8J3RYPwAAAAAAAAAAAAAAAAAAAAAAksC8J3RYPwCSwLwndFg/AJLAvCd0WD8AAAAAAAAAAACSwLwndFg/AJLAvCd0WD8AksC8J3RYPwCUwLwndFg/AJTAvCd0WD8AksC8J3RYPwCSwLwndFg/AJPAvCd0aD8AlMC8J3RYPwCTwLwndGg/AJLAvCd0WD8AksC8J3RYPwCSwLwndFg/AJTAvCd0WD8AksC8J3RYPwCSwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCSwLwndFg/AJPAvCd0aD8Ak8C8J3RoPwCTwLwndGg/AJPAvCd0aD8AksC8J3RoPwCTwLwndGg/AJLAvCd0aD8Ak8C8J3RoPwCSwLwndGg/AG6QzR1Xcj8AksC8J3RoPwCTwLwndGg/AJPAvCd0aD8Ak8C8J3RoPwCSwLwndGg/AG6QzR1Xcj8AbpDNHVdyPwBukM0dV3I/AG6QzR1Xcj8AbpDNHVdyPwBukM0dV3I/AG6QzR1Xcj+AksC8J3R4P4CSwLwndHg/AG6QzR1Xcj8AbpDNHVdyPwCTwLwndHg/gJLAvCd0eD+AksC8J3R4PwCTwLwndHg/gJLAvCd0eD8Ak8C8J3R4P4CSwLwndHg/gLfwqzGRfj+At/CrMZF+P4C38KsxkX4/gJLAvCd0eD+At/CrMZF+P4C38KsxkX4/gLfwqzGRfj+At/CrMZF+P4C38KsxkX4/gLfwqzGRfj+At/CrMZF+P4C38KsxkX4/AG6QzR1Xgj8AbpDNHVeCPwBukM0dV4I/QG6QzR1Xgj+At/CrMZF+PwBukM0dV4I/gLfwqzGRfj8AbpDNHVeCP0BukM0dV4I/AG6QzR1Xgj9AbpDNHVeCPwBukM0dV4I/AG6QzR1Xgj8AbpDNHVeCPwBukM0dV4I/QG6QzR1Xgj8AbpDNHVeCPwBukM0dV4I/QG6QzR1Xgj8AbpDNHVeCPwBukM0dV4I/gIAoxaJlhT8AbpDNHVeCP0CAKMWiZYU/AG6QzR1Xgj/gbZDNHVeCPyBukM0dV4I/AG6QzR1Xgj8AbpDNHVeCP2CAKMWiZYU/YIAoxaJlhT8gbpDNHVeCPyBukM0dV4I/IG6QzR1Xgj8gbpDNHVeCP2CAKMWiZYU/AG6QzR1Xgj8AbpDNHVeCPyBukM0dV4I/IG6QzR1Xgj+At/CrMZF+P4C38KsxkX4/IG6QzR1Xgj8gbpDNHVeCP2CAKMWiZYU/AG6QzR1Xgj+At/CrMZF+PyBukM0dV4I/AG6QzR1Xgj9gt/CrMZF+P2C38KsxkX4/YLfwqzGRfj8QbpDNHVeCP2C38KsxkX4/AG6QzR1Xgj+At/CrMZF+P2C38KsxkX4/YLfwqzGRfj9gt/CrMZF+P4C38KsxkX4/YLfwqzGRfj+At/CrMZF+P6CSwLwndHg/wJLAvCd0eD9gt/CrMZF+P2C38KsxkX4/wJLAvCd0eD+wksC8J3R4P8CSwLwndHg/EG6QzR1Xcj+wksC8J3R4P8CSwLwndHg/wJLAvCd0eD8AbpDNHVdyPxBukM0dV3I/EG6QzR1Xcj+wksC8J3R4PxBukM0dV3I/EG6QzR1Xcj8IbpDNHVdyPwhukM0dV3I/CG6QzR1Xcj/AksC8J3RoPwhukM0dV3I/EG6QzR1Xcj8IbpDNHVdyP8CSwLwndGg/wJLAvCd0aD8IbpDNHVdyP8CSwLwndGg/wJLAvCd0aD+wksC8J3RoP7iSwLwndGg/wJLAvCd0aD+4ksC8J3RoP8CSwLwndFg/sJLAvCd0WD/AksC8J3RYP7iSwLwndGg/uJLAvCd0aD+8ksC8J3RoP7iSwLwndFg/uJLAvCd0WD+4ksC8J3RYP7iSwLwndFg/uJLAvCd0WD+4ksC8J3RoP7iSwLwndFg/uJLAvCd0WD+8ksC8J3RYP7ySwLwndFg/uJLAvCd0WD+4ksC8J3RYP7iSwLwndFg/uJLAvCd0WD+4ksC8J3RYP7iSwLwndFg/AAAAAAAAAAC6ksC8J3RYP7qSwLwndFg/upLAvCd0WD8AAAAAAAAAAAAAAAAAAAAAuZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5ksC8J3RYP7mSwLwndFg/uZLAvCd0WD+5ksC8J3RYP7mSwLwndFg/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\",\"dtype\":\"float64\",\"shape\":[800]}},\"selected\":{\"id\":\"1462\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1463\",\"type\":\"UnionRenderers\"}},\"id\":\"1405\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"spindle length (\\u00b5m)\",\"formatter\":{\"id\":\"1454\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1368\",\"type\":\"BasicTicker\"}},\"id\":\"1367\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1402\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"1382\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1400\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1401\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1402\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"1404\",\"type\":\"CDSView\"}},\"id\":\"1403\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"MzMzMzMzM0AzMzMzMzMzQGZmZmZm5jVAZmZmZmbmNUDNzMzMzEw2QM3MzMzMTDZAMzMzMzOzNkAzMzMzM7M2QJqZmZmZGTdAmpmZmZkZN0DNzMzMzEw3QM3MzMzMTDdAAAAAAACAN0AAAAAAAIA3QDMzMzMzszdAMzMzMzOzN0BmZmZmZuY3QGZmZmZm5jdAmpmZmZkZOECamZmZmRk4QDMzMzMzMzhAMzMzMzMzOEDNzMzMzEw4QM3MzMzMTDhAZmZmZmZmOEBmZmZmZmY4QDMzMzMzszhAMzMzMzOzOEDNzMzMzMw4QM3MzMzMzDhAZmZmZmbmOEBmZmZmZuY4QJqZmZmZGTlAmpmZmZkZOUAzMzMzMzM5QDMzMzMzMzlAzczMzMxMOUDNzMzMzEw5QGZmZmZmZjlAZmZmZmZmOUAAAAAAAIA5QAAAAAAAgDlAmpmZmZmZOUCamZmZmZk5QDMzMzMzszlAMzMzMzOzOUBmZmZmZuY5QGZmZmZm5jlAAAAAAAAAOkAAAAAAAAA6QJqZmZmZGTpAmpmZmZkZOkAzMzMzMzM6QDMzMzMzMzpAzczMzMxMOkDNzMzMzEw6QGZmZmZmZjpAZmZmZmZmOkAAAAAAAIA6QAAAAAAAgDpAmpmZmZmZOkCamZmZmZk6QDMzMzMzszpAMzMzMzOzOkDNzMzMzMw6QM3MzMzMzDpAZmZmZmbmOkBmZmZmZuY6QAAAAAAAADtAAAAAAAAAO0CamZmZmRk7QJqZmZmZGTtAMzMzMzMzO0AzMzMzMzM7QM3MzMzMTDtAzczMzMxMO0AAAAAAAIA7QAAAAAAAgDtAmpmZmZmZO0CamZmZmZk7QDMzMzMzsztAMzMzMzOzO0DNzMzMzMw7QM3MzMzMzDtAZmZmZmbmO0BmZmZmZuY7QAAAAAAAADxAAAAAAAAAPEAzMzMzMzM8QDMzMzMzMzxAzczMzMxMPEDNzMzMzEw8QGZmZmZmZjxAZmZmZmZmPEAAAAAAAIA8QAAAAAAAgDxAmpmZmZmZPECamZmZmZk8QDMzMzMzszxAMzMzMzOzPEDNzMzMzMw8QM3MzMzMzDxAZmZmZmbmPEBmZmZmZuY8QAAAAAAAAD1AAAAAAAAAPUCamZmZmRk9QJqZmZmZGT1AMzMzMzMzPUAzMzMzMzM9QM3MzMzMTD1AzczMzMxMPUBmZmZmZmY9QGZmZmZmZj1AAAAAAACAPUAAAAAAAIA9QJqZmZmZmT1AmpmZmZmZPUAzMzMzM7M9QDMzMzMzsz1AzczMzMzMPUDNzMzMzMw9QGZmZmZm5j1AZmZmZmbmPUAAAAAAAAA+QAAAAAAAAD5AmpmZmZkZPkCamZmZmRk+QDMzMzMzMz5AMzMzMzMzPkDNzMzMzEw+QM3MzMzMTD5AZmZmZmZmPkBmZmZmZmY+QAAAAAAAgD5AAAAAAACAPkCamZmZmZk+QJqZmZmZmT5AMzMzMzOzPkAzMzMzM7M+QM3MzMzMzD5AzczMzMzMPkBmZmZmZuY+QGZmZmZm5j5AmpmZmZkZP0CamZmZmRk/QDMzMzMzMz9AMzMzMzMzP0DNzMzMzEw/QM3MzMzMTD9AZmZmZmZmP0BmZmZmZmY/QAAAAAAAgD9AAAAAAACAP0CamZmZmZk/QJqZmZmZmT9AMzMzMzOzP0AzMzMzM7M/QM3MzMzMzD9AzczMzMzMP0BmZmZmZuY/QGZmZmZm5j9AAAAAAAAAQEAAAAAAAABAQM3MzMzMDEBAzczMzMwMQECamZmZmRlAQJqZmZmZGUBAZmZmZmYmQEBmZmZmZiZAQDMzMzMzM0BAMzMzMzMzQEAAAAAAAEBAQAAAAAAAQEBAzczMzMxMQEDNzMzMzExAQJqZmZmZWUBAmpmZmZlZQEBmZmZmZmZAQGZmZmZmZkBAMzMzMzNzQEAzMzMzM3NAQAAAAAAAgEBAAAAAAACAQEDNzMzMzIxAQM3MzMzMjEBAmpmZmZmZQECamZmZmZlAQGZmZmZmpkBAZmZmZmamQEAzMzMzM7NAQDMzMzMzs0BAAAAAAADAQEAAAAAAAMBAQM3MzMzMzEBAzczMzMzMQECamZmZmdlAQJqZmZmZ2UBAZmZmZmbmQEBmZmZmZuZAQDMzMzMz80BAMzMzMzPzQEAAAAAAAABBQAAAAAAAAEFAzczMzMwMQUDNzMzMzAxBQJqZmZmZGUFAmpmZmZkZQUBmZmZmZiZBQGZmZmZmJkFAMzMzMzMzQUAzMzMzMzNBQAAAAAAAQEFAAAAAAABAQUDNzMzMzExBQM3MzMzMTEFAmpmZmZlZQUCamZmZmVlBQGZmZmZmZkFAZmZmZmZmQUAzMzMzM3NBQDMzMzMzc0FAAAAAAACAQUAAAAAAAIBBQM3MzMzMjEFAzczMzMyMQUCamZmZmZlBQJqZmZmZmUFAZmZmZmamQUBmZmZmZqZBQDMzMzMzs0FAMzMzMzOzQUAAAAAAAMBBQAAAAAAAwEFAzczMzMzMQUDNzMzMzMxBQJqZmZmZ2UFAmpmZmZnZQUBmZmZmZuZBQGZmZmZm5kFAMzMzMzPzQUAzMzMzM/NBQAAAAAAAAEJAAAAAAAAAQkDNzMzMzAxCQM3MzMzMDEJAmpmZmZkZQkCamZmZmRlCQGZmZmZmJkJAZmZmZmYmQkAzMzMzMzNCQDMzMzMzM0JAAAAAAABAQkAAAAAAAEBCQM3MzMzMTEJAzczMzMxMQkCamZmZmVlCQJqZmZmZWUJAZmZmZmZmQkBmZmZmZmZCQDMzMzMzc0JAMzMzMzNzQkAAAAAAAIBCQAAAAAAAgEJAzczMzMyMQkDNzMzMzIxCQJqZmZmZmUJAmpmZmZmZQkBmZmZmZqZCQGZmZmZmpkJAMzMzMzOzQkAzMzMzM7NCQAAAAAAAwEJAAAAAAADAQkDNzMzMzMxCQM3MzMzMzEJAmpmZmZnZQkCamZmZmdlCQGZmZmZm5kJAZmZmZmbmQkAzMzMzM/NCQDMzMzMz80JAzczMzMwMQ0DNzMzMzAxDQGZmZmZmJkNAZmZmZmYmQ0AzMzMzMzNDQDMzMzMzM0NAAAAAAABAQ0AAAAAAAEBDQM3MzMzMTENAzczMzMxMQ0CamZmZmVlDQJqZmZmZWUNAZmZmZmZmQ0BmZmZmZmZDQDMzMzMzc0NAMzMzMzNzQ0AAAAAAAIBDQAAAAAAAgENAzczMzMyMQ0DNzMzMzIxDQJqZmZmZmUNAmpmZmZmZQ0BmZmZmZqZDQGZmZmZmpkNAAAAAAADAQ0AAAAAAAMBDQM3MzMzMzENAzczMzMzMQ0CamZmZmdlDQJqZmZmZ2UNAZmZmZmbmQ0BmZmZmZuZDQDMzMzMz80NAMzMzMzPzQ0DNzMzMzAxEQM3MzMzMDERAZmZmZmYmREBmZmZmZiZEQDMzMzMzM0RAMzMzMzMzREAAAAAAAEBEQAAAAAAAQERAzczMzMxMREDNzMzMzExEQDMzMzMzc0RAMzMzMzNzREAAAAAAAIBEQAAAAAAAgERAzczMzMyMREDNzMzMzIxEQJqZmZmZmURAmpmZmZmZREBmZmZmZqZEQGZmZmZmpkRAMzMzMzOzREAzMzMzM7NEQM3MzMzMzERAzczMzMzMRECamZmZmdlEQJqZmZmZ2URAMzMzMzPzREAzMzMzM/NEQAAAAAAAAEVAAAAAAAAARUDNzMzMzAxFQM3MzMzMDEVAmpmZmZkZRUCamZmZmRlFQDMzMzMzM0VAMzMzMzMzRUDNzMzMzExFQM3MzMzMTEVAmpmZmZlZRUCamZmZmVlFQGZmZmZmZkVAZmZmZmZmRUAzMzMzM3NFQDMzMzMzc0VAAAAAAACARUAAAAAAAIBFQJqZmZmZmUVAmpmZmZmZRUAzMzMzM7NFQDMzMzMzs0VAAAAAAADARUAAAAAAAMBFQM3MzMzMzEVAzczMzMzMRUCamZmZmRlGQJqZmZmZGUZAMzMzMzMzRkAzMzMzMzNGQDMzMzMzc0ZAMzMzMzNzRkCamZmZmZlGQJqZmZmZmUZAZmZmZmbmRkBmZmZmZuZGQM3MzMzMTEdAzczMzMxMR0BmZmZmZqZHQGZmZmZmpkdAAAAAAADAR0AAAAAAAMBHQJqZmZmZGUhAmpmZmZkZSEA=\",\"dtype\":\"float64\",\"shape\":[388]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[388]}},\"selected\":{\"id\":\"1466\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1467\",\"type\":\"UnionRenderers\"}},\"id\":\"1415\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"1359\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1454\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_color\":\"#6baed6\",\"line_alpha\":0,\"line_color\":\"#6baed6\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1396\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"1363\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1390\",\"type\":\"ColumnDataSource\"}},\"id\":\"1394\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1392\",\"type\":\"Patch\"},{\"attributes\":{\"source\":{\"id\":\"1400\",\"type\":\"ColumnDataSource\"}},\"id\":\"1404\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":\"#2171b5\",\"line_alpha\":0,\"line_color\":\"#2171b5\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1406\",\"type\":\"Patch\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1373\",\"type\":\"BasicTicker\"}},\"id\":\"1376\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1463\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1458\",\"type\":\"Selection\"},{\"attributes\":{\"ticker\":{\"id\":\"1368\",\"type\":\"BasicTicker\"}},\"id\":\"1371\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"1390\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1391\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1392\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"1394\",\"type\":\"CDSView\"}},\"id\":\"1393\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1358\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"8f2af054-a34d-4dfa-b508-dc6aa0914816\",\"roots\":{\"1358\":\"6fffdc77-bf5b-4490-8671-8a029c6626a3\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var 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": "1358"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ell_ppc = samples_indep.posterior_predictive.ell_ppc.stack(\n",
    "    {\"sample\": (\"chain\", \"draw\")}\n",
    ").transpose(\"sample\", \"ell_ppc_dim_0\")\n",
    "\n",
    "bokeh.io.show(\n",
    "    bebi103.viz.predictive_ecdf(\n",
    "        ell_ppc,\n",
    "        percentiles=[99, 70, 50, 30],\n",
    "        name=\"ell_ppc\",\n",
    "        data=df[\"Spindle Length (um)\"].values,\n",
    "        diff=True,\n",
    "        x_axis_label='spindle length (µm)',\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "None of the data points lie outside the 99th percentile. It seems that this model passes the posterior predictive check. Let us now analyze the conserved tubulin model in the same way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:cmdstanpy:start chain 1\n",
      "INFO:cmdstanpy:start chain 2\n",
      "INFO:cmdstanpy:finish chain 2\n",
      "INFO:cmdstanpy:start chain 3\n",
      "INFO:cmdstanpy:finish chain 1\n",
      "INFO:cmdstanpy:start chain 4\n",
      "INFO:cmdstanpy:finish chain 3\n",
      "INFO:cmdstanpy:finish chain 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Effective sample size looks reasonable for all parameters.\n",
      "Rhat looks reasonable for all parameters.\n",
      "0 of 4000 (0.0%) iterations ended with a divergence.\n",
      "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n",
      "E-BFMI indicated no pathological behavior.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"5b68d93b-51b7-4d5c-a90c-64e2dec54347\" data-root-id=\"1891\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"df100402-2367-4ad4-a47c-6854b83e4b99\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1890\",\"type\":\"ToolbarBox\"},{\"id\":\"1888\",\"type\":\"GridBox\"}]},\"id\":\"1891\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"1641\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"chain__\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3],\"gamma_\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176,2177,2178,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303,2304,2305,2306,2307,2308,2309,2310,2311,2312,2313,2314,2315,2316,2317,2318,2319,2320,2321,2322,2323,2324,2325,2326,2327,2328,2329,2330,2331,2332,2333,2334,2335,2336,2337,2338,2339,2340,2341,2342,2343,2344,2345,2346,2347,2348,2349,2350,2351,2352,2353,2354,2355,2356,2357,2358,2359,2360,2361,2362,2363,2364,2365,2366,2367,2368,2369,2370,2371,2372,2373,2374,2375,2376,2377,2378,2379,2380,2381,2382,2383,2384,2385,2386,2387,2388,2389,2390,2391,2392,2393,2394,2395,2396,2397,2398,2399,2400,2401,2402,2403,2404,2405,2406,2407,2408,2409,2410,2411,2412,2413,2414,2415,2416,2417,2418,2419,2420,2421,2422,2423,2424,2425,2426,2427,2428,2429,2430,2431,2432,2433,2434,2435,2436,2437,2438,2439,2440,2441,2442,2443,2444,2445,2446,2447,2448,2449,2450,2451,2452,2453,2454,2455,2456,2457,2458,2459,2460,2461,2462,2463,2464,2465,2466,2467,2468,2469,2470,2471,2472,2473,2474,2475,2476,2477,2478,2479,2480,2481,2482,2483,2484,2485,2486,2487,2488,2489,2490,2491,2492,2493,2494,2495,2496,2497,2498,2499,2500,2501,2502,2503,2504,2505,2506,2507,2508,2509,2510,2511,2512,2513,2514,2515,2516,2517,2518,2519,2520,2521,2522,2523,2524,2525,2526,2527,2528,2529,2530,2531,2532,2533,2534,2535,2536,2537,2538,2539,2540,2541,2542,2543,2544,2545,2546,2547,2548,2549,2550,2551,2552,2553,2554,2555,2556,2557,2558,2559,2560,2561,2562,2563,2564,2565,2566,2567,2568,2569,2570,2571,2572,2573,2574,2575,2576,2577,2578,2579,2580,2581,2582,2583,2584,2585,2586,2587,2588,2589,2590,2591,2592,2593,2594,2595,2596,2597,2598,2599,2600,2601,2602,2603,2604,2605,2606,2607,2608,2609,2610,2611,2612,2613,2614,2615,2616,2617,2618,2619,2620,2621,2622,2623,2624,2625,2626,2627,2628,2629,2630,2631,2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648,2649,2650,2651,2652,2653,2654,2655,2656,2657,2658,2659,2660,2661,2662,2663,2664,2665,2666,2667,2668,2669,2670,2671,2672,2673,2674,2675,2676,2677,2678,2679,2680,2681,2682,2683,2684,2685,2686,2687,2688,2689,2690,2691,2692,2693,2694,2695,2696,2697,2698,2699,2700,2701,2702,2703,2704,2705,2706,2707,2708,2709,2710,2711,2712,2713,2714,2715,2716,2717,2718,2719,2720,2721,2722,2723,2724,2725,2726,2727,2728,2729,2730,2731,2732,2733,2734,2735,2736,2737,2738,2739,2740,2741,2742,2743,2744,2745,2746,2747,2748,2749,2750,2751,2752,2753,2754,2755,2756,2757,2758,2759,2760,2761,2762,2763,2764,2765,2766,2767,2768,2769,2770,2771,2772,2773,2774,2775,2776,2777,2778,2779,2780,2781,2782,2783,2784,2785,2786,2787,2788,2789,2790,2791,2792,2793,2794,2795,2796,2797,2798,2799,2800,2801,2802,2803,2804,2805,2806,2807,2808,2809,2810,2811,2812,2813,2814,2815,2816,2817,2818,2819,2820,2821,2822,2823,2824,2825,2826,2827,2828,2829,2830,2831,2832,2833,2834,2835,2836,2837,2838,2839,2840,2841,2842,2843,2844,2845,2846,2847,2848,2849,2850,2851,2852,2853,2854,2855,2856,2857,2858,2859,2860,2861,2862,2863,2864,2865,2866,2867,2868,2869,2870,2871,2872,2873,2874,2875,2876,2877,2878,2879,2880,2881,2882,2883,2884,2885,2886,2887,2888,2889,2890,2891,2892,2893,2894,2895,2896,2897,2898,2899,2900,2901,2902,2903,2904,2905,2906,2907,2908,2909,2910,2911,2912,2913,2914,2915,2916,2917,2918,2919,2920,2921,2922,2923,2924,2925,2926,2927,2928,2929,2930,2931,2932,2933,2934,2935,2936,2937,2938,2939,2940,2941,2942,2943,2944,2945,2946,2947,2948,2949,2950,2951,2952,2953,2954,2955,2956,2957,2958,2959,2960,2961,2962,2963,2964,2965,2966,2967,2968,2969,2970,2971,2972,2973,2974,2975,2976,2977,2978,2979,2980,2981,2982,2983,2984,2985,2986,2987,2988,2989,2990,2991,2992,2993,2994,2995,2996,2997,2998,2999,3000,3001,3002,3003,3004,3005,3006,3007,3008,3009,3010,3011,3012,3013,3014,3015,3016,3017,3018,3019,3020,3021,3022,3023,3024,3025,3026,3027,3028,3029,3030,3031,3032,3033,3034,3035,3036,3037,3038,3039,3040,3041,3042,3043,3044,3045,3046,3047,3048,3049,3050,3051,3052,3053,3054,3055,3056,3057,3058,3059,3060,3061,3062,3063,3064,3065,3066,3067,3068,3069,3070,3071,3072,3073,3074,3075,3076,3077,3078,3079,3080,3081,3082,3083,3084,3085,3086,3087,3088,3089,3090,3091,3092,3093,3094,3095,3096,3097,3098,3099,3100,3101,3102,3103,3104,3105,3106,3107,3108,3109,3110,3111,3112,3113,3114,3115,3116,3117,3118,3119,3120,3121,3122,3123,3124,3125,3126,3127,3128,3129,3130,3131,3132,3133,3134,3135,3136,3137,3138,3139,3140,3141,3142,3143,3144,3145,3146,3147,3148,3149,3150,3151,3152,3153,3154,3155,3156,3157,3158,3159,3160,3161,3162,3163,3164,3165,3166,3167,3168,3169,3170,3171,3172,3173,3174,3175,3176,3177,3178,3179,3180,3181,3182,3183,3184,3185,3186,3187,3188,3189,3190,3191,3192,3193,3194,3195,3196,3197,3198,3199,3200,3201,3202,3203,3204,3205,3206,3207,3208,3209,3210,3211,3212,3213,3214,3215,3216,3217,3218,3219,3220,3221,3222,3223,3224,3225,3226,3227,3228,3229,3230,3231,3232,3233,3234,3235,3236,3237,3238,3239,3240,3241,3242,3243,3244,3245,3246,3247,3248,3249,3250,3251,3252,3253,3254,3255,3256,3257,3258,3259,3260,3261,3262,3263,3264,3265,3266,3267,3268,3269,3270,3271,3272,3273,3274,3275,3276,3277,3278,3279,3280,3281,3282,3283,3284,3285,3286,3287,3288,3289,3290,3291,3292,3293,3294,3295,3296,3297,3298,3299,3300,3301,3302,3303,3304,3305,3306,3307,3308,3309,3310,3311,3312,3313,3314,3315,3316,3317,3318,3319,3320,3321,3322,3323,3324,3325,3326,3327,3328,3329,3330,3331,3332,3333,3334,3335,3336,3337,3338,3339,3340,3341,3342,3343,3344,3345,3346,3347,3348,3349,3350,3351,3352,3353,3354,3355,3356,3357,3358,3359,3360,3361,3362,3363,3364,3365,3366,3367,3368,3369,3370,3371,3372,3373,3374,3375,3376,3377,3378,3379,3380,3381,3382,3383,3384,3385,3386,3387,3388,3389,3390,3391,3392,3393,3394,3395,3396,3397,3398,3399,3400,3401,3402,3403,3404,3405,3406,3407,3408,3409,3410,3411,3412,3413,3414,3415,3416,3417,3418,3419,3420,3421,3422,3423,3424,3425,3426,3427,3428,3429,3430,3431,3432,3433,3434,3435,3436,3437,3438,3439,3440,3441,3442,3443,3444,3445,3446,3447,3448,3449,3450,3451,3452,3453,3454,3455,3456,3457,3458,3459,3460,3461,3462,3463,3464,3465,3466,3467,3468,3469,3470,3471,3472,3473,3474,3475,3476,3477,3478,3479,3480,3481,3482,3483,3484,3485,3486,3487,3488,3489,3490,3491,3492,3493,3494,3495,3496,3497,3498,3499,3500,3501,3502,3503,3504,3505,3506,3507,3508,3509,3510,3511,3512,3513,3514,3515,3516,3517,3518,3519,3520,3521,3522,3523,3524,3525,3526,3527,3528,3529,3530,3531,3532,3533,3534,3535,3536,3537,3538,3539,3540,3541,3542,3543,3544,3545,3546,3547,3548,3549,3550,3551,3552,3553,3554,3555,3556,3557,3558,3559,3560,3561,3562,3563,3564,3565,3566,3567,3568,3569,3570,3571,3572,3573,3574,3575,3576,3577,3578,3579,3580,3581,3582,3583,3584,3585,3586,3587,3588,3589,3590,3591,3592,3593,3594,3595,3596,3597,3598,3599,3600,3601,3602,3603,3604,3605,3606,3607,3608,3609,3610,3611,3612,3613,3614,3615,3616,3617,3618,3619,3620,3621,3622,3623,3624,3625,3626,3627,3628,3629,3630,3631,3632,3633,3634,3635,3636,3637,3638,3639,3640,3641,3642,3643,3644,3645,3646,3647,3648,3649,3650,3651,3652,3653,3654,3655,3656,3657,3658,3659,3660,3661,3662,3663,3664,3665,3666,3667,3668,3669,3670,3671,3672,3673,3674,3675,3676,3677,3678,3679,3680,3681,3682,3683,3684,3685,3686,3687,3688,3689,3690,3691,3692,3693,3694,3695,3696,3697,3698,3699,3700,3701,3702,3703,3704,3705,3706,3707,3708,3709,3710,3711,3712,3713,3714,3715,3716,3717,3718,3719,3720,3721,3722,3723,3724,3725,3726,3727,3728,3729,3730,3731,3732,3733,3734,3735,3736,3737,3738,3739,3740,3741,3742,3743,3744,3745,3746,3747,3748,3749,3750,3751,3752,3753,3754,3755,3756,3757,3758,3759,3760,3761,3762,3763,3764,3765,3766,3767,3768,3769,3770,3771,3772,3773,3774,3775,3776,3777,3778,3779,3780,3781,3782,3783,3784,3785,3786,3787,3788,3789,3790,3791,3792,3793,3794,3795,3796,3797,3798,3799,3800,3801,3802,3803,3804,3805,3806,3807,3808,3809,3810,3811,3812,3813,3814,3815,3816,3817,3818,3819,3820,3821,3822,3823,3824,3825,3826,3827,3828,3829,3830,3831,3832,3833,3834,3835,3836,3837,3838,3839,3840,3841,3842,3843,3844,3845,3846,3847,3848,3849,3850,3851,3852,3853,3854,3855,3856,3857,3858,3859,3860,3861,3862,3863,3864,3865,3866,3867,3868,3869,3870,3871,3872,3873,3874,3875,3876,3877,3878,3879,3880,3881,3882,3883,3884,3885,3886,3887,3888,3889,3890,3891,3892,3893,3894,3895,3896,3897,3898,3899,3900,3901,3902,3903,3904,3905,3906,3907,3908,3909,3910,3911,3912,3913,3914,3915,3916,3917,3918,3919,3920,3921,3922,3923,3924,3925,3926,3927,3928,3929,3930,3931,3932,3933,3934,3935,3936,3937,3938,3939,3940,3941,3942,3943,3944,3945,3946,3947,3948,3949,3950,3951,3952,3953,3954,3955,3956,3957,3958,3959,3960,3961,3962,3963,3964,3965,3966,3967,3968,3969,3970,3971,3972,3973,3974,3975,3976,3977,3978,3979,3980,3981,3982,3983,3984,3985,3986,3987,3988,3989,3990,3991,3992,3993,3994,3995,3996,3997,3998,3999],\"sigma\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1873\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1874\",\"type\":\"UnionRenderers\"}},\"id\":\"1774\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"overlay\":{\"id\":\"1838\",\"type\":\"BoxAnnotation\"}},\"id\":\"1640\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1681\",\"type\":\"PanTool\"},{\"id\":\"1682\",\"type\":\"WheelZoomTool\"},{\"id\":\"1683\",\"type\":\"BoxZoomTool\"},{\"id\":\"1684\",\"type\":\"SaveTool\"},{\"id\":\"1685\",\"type\":\"ResetTool\"},{\"id\":\"1686\",\"type\":\"HelpTool\"}]},\"id\":\"1687\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"gamma_\",\"formatter\":{\"id\":\"1871\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"ticker\":{\"id\":\"1752\",\"type\":\"BasicTicker\"}},\"id\":\"1751\",\"type\":\"LinearAxis\"},{\"attributes\":{\"toolbar\":{\"id\":\"1889\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"left\"},\"id\":\"1890\",\"type\":\"ToolbarBox\"},{\"attributes\":{},\"id\":\"1827\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1638\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1684\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"1694\",\"type\":\"ColumnDataSource\"}},\"id\":\"1698\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1822\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"1694\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1695\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1696\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1698\",\"type\":\"CDSView\"}},\"id\":\"1697\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":4.223147399999999,\"start\":3.4386026},\"id\":\"1787\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1704\",\"type\":\"LinearScale\"},{\"attributes\":{\"below\":[{\"id\":\"1708\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1712\",\"type\":\"Grid\"},{\"id\":\"1717\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1713\",\"type\":\"LinearAxis\"}],\"plot_height\":190,\"plot_width\":200,\"renderers\":[{\"id\":\"1735\",\"type\":\"GlyphRenderer\"},{\"id\":\"1740\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1854\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1724\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1584\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1704\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1787\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1706\",\"type\":\"LinearScale\"}},\"id\":\"1699\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1638\",\"type\":\"PanTool\"},{\"id\":\"1639\",\"type\":\"WheelZoomTool\"},{\"id\":\"1640\",\"type\":\"BoxZoomTool\"},{\"id\":\"1641\",\"type\":\"SaveTool\"},{\"id\":\"1642\",\"type\":\"ResetTool\"},{\"id\":\"1643\",\"type\":\"HelpTool\"}]},\"id\":\"1644\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"1780\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1781\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1782\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1784\",\"type\":\"CDSView\"}},\"id\":\"1783\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1639\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"start\":0.0},\"id\":\"1785\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"chain__\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176,2177,2178,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303,2304,2305,2306,2307,2308,2309,2310,2311,2312,2313,2314,2315,2316,2317,2318,2319,2320,2321,2322,2323,2324,2325,2326,2327,2328,2329,2330,2331,2332,2333,2334,2335,2336,2337,2338,2339,2340,2341,2342,2343,2344,2345,2346,2347,2348,2349,2350,2351,2352,2353,2354,2355,2356,2357,2358,2359,2360,2361,2362,2363,2364,2365,2366,2367,2368,2369,2370,2371,2372,2373,2374,2375,2376,2377,2378,2379,2380,2381,2382,2383,2384,2385,2386,2387,2388,2389,2390,2391,2392,2393,2394,2395,2396,2397,2398,2399,2400,2401,2402,2403,2404,2405,2406,2407,2408,2409,2410,2411,2412,2413,2414,2415,2416,2417,2418,2419,2420,2421,2422,2423,2424,2425,2426,2427,2428,2429,2430,2431,2432,2433,2434,2435,2436,2437,2438,2439,2440,2441,2442,2443,2444,2445,2446,2447,2448,2449,2450,2451,2452,2453,2454,2455,2456,2457,2458,2459,2460,2461,2462,2463,2464,2465,2466,2467,2468,2469,2470,2471,2472,2473,2474,2475,2476,2477,2478,2479,2480,2481,2482,2483,2484,2485,2486,2487,2488,2489,2490,2491,2492,2493,2494,2495,2496,2497,2498,2499,2500,2501,2502,2503,2504,2505,2506,2507,2508,2509,2510,2511,2512,2513,2514,2515,2516,2517,2518,2519,2520,2521,2522,2523,2524,2525,2526,2527,2528,2529,2530,2531,2532,2533,2534,2535,2536,2537,2538,2539,2540,2541,2542,2543,2544,2545,2546,2547,2548,2549,2550,2551,2552,2553,2554,2555,2556,2557,2558,2559,2560,2561,2562,2563,2564,2565,2566,2567,2568,2569,2570,2571,2572,2573,2574,2575,2576,2577,2578,2579,2580,2581,2582,2583,2584,2585,2586,2587,2588,2589,2590,2591,2592,2593,2594,2595,2596,2597,2598,2599,2600,2601,2602,2603,2604,2605,2606,2607,2608,2609,2610,2611,2612,2613,2614,2615,2616,2617,2618,2619,2620,2621,2622,2623,2624,2625,2626,2627,2628,2629,2630,2631,2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648,2649,2650,2651,2652,2653,2654,2655,2656,2657,2658,2659,2660,2661,2662,2663,2664,2665,2666,2667,2668,2669,2670,2671,2672,2673,2674,2675,2676,2677,2678,2679,2680,2681,2682,2683,2684,2685,2686,2687,2688,2689,2690,2691,2692,2693,2694,2695,2696,2697,2698,2699,2700,2701,2702,2703,2704,2705,2706,2707,2708,2709,2710,2711,2712,2713,2714,2715,2716,2717,2718,2719,2720,2721,2722,2723,2724,2725,2726,2727,2728,2729,2730,2731,2732,2733,2734,2735,2736,2737,2738,2739,2740,2741,2742,2743,2744,2745,2746,2747,2748,2749,2750,2751,2752,2753,2754,2755,2756,2757,2758,2759,2760,2761,2762,2763,2764,2765,2766,2767,2768,2769,2770,2771,2772,2773,2774,2775,2776,2777,2778,2779,2780,2781,2782,2783,2784,2785,2786,2787,2788,2789,2790,2791,2792,2793,2794,2795,2796,2797,2798,2799,2800,2801,2802,2803,2804,2805,2806,2807,2808,2809,2810,2811,2812,2813,2814,2815,2816,2817,2818,2819,2820,2821,2822,2823,2824,2825,2826,2827,2828,2829,2830,2831,2832,2833,2834,2835,2836,2837,2838,2839,2840,2841,2842,2843,2844,2845,2846,2847,2848,2849,2850,2851,2852,2853,2854,2855,2856,2857,2858,2859,2860,2861,2862,2863,2864,2865,2866,2867,2868,2869,2870,2871,2872,2873,2874,2875,2876,2877,2878,2879,2880,2881,2882,2883,2884,2885,2886,2887,2888,2889,2890,2891,2892,2893,2894,2895,2896,2897,2898,2899,2900,2901,2902,2903,2904,2905,2906,2907,2908,2909,2910,2911,2912,2913,2914,2915,2916,2917,2918,2919,2920,2921,2922,2923,2924,2925,2926,2927,2928,2929,2930,2931,2932,2933,2934,2935,2936,2937,2938,2939,2940,2941,2942,2943,2944,2945,2946,2947,2948,2949,2950,2951,2952,2953,2954,2955,2956,2957,2958,2959,2960,2961,2962,2963,2964,2965,2966,2967,2968,2969,2970,2971,2972,2973,2974,2975,2976,2977,2978,2979,2980,2981,2982,2983,2984,2985,2986,2987,2988,2989,2990,2991,2992,2993,2994,2995,2996,2997,2998,2999,3000,3001,3002,3003,3004,3005,3006,3007,3008,3009,3010,3011,3012,3013,3014,3015,3016,3017,3018,3019,3020,3021,3022,3023,3024,3025,3026,3027,3028,3029,3030,3031,3032,3033,3034,3035,3036,3037,3038,3039,3040,3041,3042,3043,3044,3045,3046,3047,3048,3049,3050,3051,3052,3053,3054,3055,3056,3057,3058,3059,3060,3061,3062,3063,3064,3065,3066,3067,3068,3069,3070,3071,3072,3073,3074,3075,3076,3077,3078,3079,3080,3081,3082,3083,3084,3085,3086,3087,3088,3089,3090,3091,3092,3093,3094,3095,3096,3097,3098,3099,3100,3101,3102,3103,3104,3105,3106,3107,3108,3109,3110,3111,3112,3113,3114,3115,3116,3117,3118,3119,3120,3121,3122,3123,3124,3125,3126,3127,3128,3129,3130,3131,3132,3133,3134,3135,3136,3137,3138,3139,3140,3141,3142,3143,3144,3145,3146,3147,3148,3149,3150,3151,3152,3153,3154,3155,3156,3157,3158,3159,3160,3161,3162,3163,3164,3165,3166,3167,3168,3169,3170,3171,3172,3173,3174,3175,3176,3177,3178,3179,3180,3181,3182,3183,3184,3185,3186,3187,3188,3189,3190,3191,3192,3193,3194,3195,3196,3197,3198,3199,3200,3201,3202,3203,3204,3205,3206,3207,3208,3209,3210,3211,3212,3213,3214,3215,3216,3217,3218,3219,3220,3221,3222,3223,3224,3225,3226,3227,3228,3229,3230,3231,3232,3233,3234,3235,3236,3237,3238,3239,3240,3241,3242,3243,3244,3245,3246,3247,3248,3249,3250,3251,3252,3253,3254,3255,3256,3257,3258,3259,3260,3261,3262,3263,3264,3265,3266,3267,3268,3269,3270,3271,3272,3273,3274,3275,3276,3277,3278,3279,3280,3281,3282,3283,3284,3285,3286,3287,3288,3289,3290,3291,3292,3293,3294,3295,3296,3297,3298,3299,3300,3301,3302,3303,3304,3305,3306,3307,3308,3309,3310,3311,3312,3313,3314,3315,3316,3317,3318,3319,3320,3321,3322,3323,3324,3325,3326,3327,3328,3329,3330,3331,3332,3333,3334,3335,3336,3337,3338,3339,3340,3341,3342,3343,3344,3345,3346,3347,3348,3349,3350,3351,3352,3353,3354,3355,3356,3357,3358,3359,3360,3361,3362,3363,3364,3365,3366,3367,3368,3369,3370,3371,3372,3373,3374,3375,3376,3377,3378,3379,3380,3381,3382,3383,3384,3385,3386,3387,3388,3389,3390,3391,3392,3393,3394,3395,3396,3397,3398,3399,3400,3401,3402,3403,3404,3405,3406,3407,3408,3409,3410,3411,3412,3413,3414,3415,3416,3417,3418,3419,3420,3421,3422,3423,3424,3425,3426,3427,3428,3429,3430,3431,3432,3433,3434,3435,3436,3437,3438,3439,3440,3441,3442,3443,3444,3445,3446,3447,3448,3449,3450,3451,3452,3453,3454,3455,3456,3457,3458,3459,3460,3461,3462,3463,3464,3465,3466,3467,3468,3469,3470,3471,3472,3473,3474,3475,3476,3477,3478,3479,3480,3481,3482,3483,3484,3485,3486,3487,3488,3489,3490,3491,3492,3493,3494,3495,3496,3497,3498,3499,3500,3501,3502,3503,3504,3505,3506,3507,3508,3509,3510,3511,3512,3513,3514,3515,3516,3517,3518,3519,3520,3521,3522,3523,3524,3525,3526,3527,3528,3529,3530,3531,3532,3533,3534,3535,3536,3537,3538,3539,3540,3541,3542,3543,3544,3545,3546,3547,3548,3549,3550,3551,3552,3553,3554,3555,3556,3557,3558,3559,3560,3561,3562,3563,3564,3565,3566,3567,3568,3569,3570,3571,3572,3573,3574,3575,3576,3577,3578,3579,3580,3581,3582,3583,3584,3585,3586,3587,3588,3589,3590,3591,3592,3593,3594,3595,3596,3597,3598,3599,3600,3601,3602,3603,3604,3605,3606,3607,3608,3609,3610,3611,3612,3613,3614,3615,3616,3617,3618,3619,3620,3621,3622,3623,3624,3625,3626,3627,3628,3629,3630,3631,3632,3633,3634,3635,3636,3637,3638,3639,3640,3641,3642,3643,3644,3645,3646,3647,3648,3649,3650,3651,3652,3653,3654,3655,3656,3657,3658,3659,3660,3661,3662,3663,3664,3665,3666,3667,3668,3669,3670,3671,3672,3673,3674,3675,3676,3677,3678,3679,3680,3681,3682,3683,3684,3685,3686,3687,3688,3689,3690,3691,3692,3693,3694,3695,3696,3697,3698,3699,3700,3701,3702,3703,3704,3705,3706,3707,3708,3709,3710,3711,3712,3713,3714,3715,3716,3717,3718,3719,3720,3721,3722,3723,3724,3725,3726,3727,3728,3729,3730,3731,3732,3733,3734,3735,3736,3737,3738,3739,3740,3741,3742,3743,3744,3745,3746,3747,3748,3749,3750,3751,3752,3753,3754,3755,3756,3757,3758,3759,3760,3761,3762,3763,3764,3765,3766,3767,3768,3769,3770,3771,3772,3773,3774,3775,3776,3777,3778,3779,3780,3781,3782,3783,3784,3785,3786,3787,3788,3789,3790,3791,3792,3793,3794,3795,3796,3797,3798,3799,3800,3801,3802,3803,3804,3805,3806,3807,3808,3809,3810,3811,3812,3813,3814,3815,3816,3817,3818,3819,3820,3821,3822,3823,3824,3825,3826,3827,3828,3829,3830,3831,3832,3833,3834,3835,3836,3837,3838,3839,3840,3841,3842,3843,3844,3845,3846,3847,3848,3849,3850,3851,3852,3853,3854,3855,3856,3857,3858,3859,3860,3861,3862,3863,3864,3865,3866,3867,3868,3869,3870,3871,3872,3873,3874,3875,3876,3877,3878,3879,3880,3881,3882,3883,3884,3885,3886,3887,3888,3889,3890,3891,3892,3893,3894,3895,3896,3897,3898,3899,3900,3901,3902,3903,3904,3905,3906,3907,3908,3909,3910,3911,3912,3913,3914,3915,3916,3917,3918,3919,3920,3921,3922,3923,3924,3925,3926,3927,3928,3929,3930,3931,3932,3933,3934,3935,3936,3937,3938,3939,3940,3941,3942,3943,3944,3945,3946,3947,3948,3949,3950,3951,3952,3953,3954,3955,3956,3957,3958,3959,3960,3961,3962,3963,3964,3965,3966,3967,3968,3969,3970,3971,3972,3973,3974,3975,3976,3977,3978,3979,3980,3981,3982,3983,3984,3985,3986,3987,3988,3989,3990,3991,3992,3993,3994,3995,3996,3997,3998,3999],\"phi\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"sigma\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1861\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1862\",\"type\":\"UnionRenderers\"}},\"id\":\"1731\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1780\",\"type\":\"ColumnDataSource\"}},\"id\":\"1784\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"1794\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1798\",\"type\":\"Grid\"},{\"id\":\"1803\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1799\",\"type\":\"LinearAxis\"}],\"plot_height\":190,\"plot_width\":150,\"renderers\":[{\"id\":\"1820\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1878\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1810\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1787\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1790\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1785\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1792\",\"type\":\"LinearScale\"}},\"id\":\"1786\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1825\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1790\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1749\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1696\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"L6NYbmm16T8vo1huabXpP9J6rqU25+k/0nqupTbn6T91UgTdAxnqP3VSBN0DGeo/GCpaFNFK6j8YKloU0UrqP7sBsEuefOo/uwGwS5586j9e2QWDa67qP17ZBYNrruo/AbFbujjg6j8BsVu6OODqP6SIsfEFEus/pIix8QUS6z9HYAcp00PrP0dgBynTQ+s/6jddYKB16z/qN11goHXrP4wPs5dtp+s/jA+zl22n6z8w5wjPOtnrPzDnCM862es/0r5eBggL7D/Svl4GCAvsP3WWtD3VPOw/dZa0PdU87D8Ybgp1om7sPxhuCnWibuw/u0VgrG+g7D+7RWCsb6DsP14dtuM80uw/Xh224zzS7D8B9QsbCgTtPwH1CxsKBO0/pMxhUtc17T+kzGFS1zXtP0ekt4mkZ+0/R6S3iaRn7T/qew3BcZntP+p7DcFxme0/\",\"dtype\":\"float64\",\"shape\":[42]},\"y\":{\"__ndarray__\":\"AAAAAAAAAACzSgwhGA61P7NKDCEYDrU/s0oMIRgO1T+zSgwhGA7VP7NKDCEYDvU/s0oMIRgO9T+H8m59jcACQIfybn2NwAJA3C1e+6tvEUDcLV77q28RQHNtuW4akyNAc225bhqTI0CBXwUkxgssQIFfBSTGCyxA89ksTXGWMkDz2SxNcZYyQL7HDA3NmjdAvscMDc2aN0Cir8rcsHA3QKKvytywcDdAZHo1hDyFNEBkejWEPIU0QFYOinCz7C5AVg6KcLPsLkDp+JBtBe8nQOn4kG0F7ydAPL80Ii2yIEA8vzQiLbIgQLNKDCEYDhVAs0oMIRgOFUC0cSVkagcHQLRxJWRqBwdAXJrR2QJz8D9cmtHZAnPwP7NKDCEYDuU/s0oMIRgO5T+zSgwhGA7VP7NKDCEYDtU/s0oMIRgOxT+zSgwhGA7FPwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[42]}},\"selected\":{\"id\":\"1851\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1852\",\"type\":\"UnionRenderers\"}},\"id\":\"1694\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1634\",\"type\":\"BasicTicker\"}},\"id\":\"1637\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1792\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1706\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"sigma\",\"formatter\":{\"id\":\"1883\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"ticker\":{\"id\":\"1795\",\"type\":\"BasicTicker\"}},\"id\":\"1794\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_label\":\"phi\",\"formatter\":{\"id\":\"1859\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"ticker\":{\"id\":\"1709\",\"type\":\"BasicTicker\"}},\"id\":\"1708\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1714\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"gamma_\",\"formatter\":{\"id\":\"1835\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1634\",\"type\":\"BasicTicker\"}},\"id\":\"1633\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1709\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1709\",\"type\":\"BasicTicker\"}},\"id\":\"1712\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1800\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1828\",\"type\":\"BoxAnnotation\"}},\"id\":\"1603\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1634\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1795\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1681\",\"type\":\"PanTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1714\",\"type\":\"BasicTicker\"}},\"id\":\"1717\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1682\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"ticker\":{\"id\":\"1795\",\"type\":\"BasicTicker\"}},\"id\":\"1798\",\"type\":\"Grid\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1800\",\"type\":\"BasicTicker\"}},\"id\":\"1803\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1881\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1800\",\"type\":\"BasicTicker\"}},\"id\":\"1799\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"1672\",\"type\":\"BasicTicker\"}},\"id\":\"1675\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"jC0EOSihC0CMLQQ5KKELQLPPY5Rn7gtAs89jlGfuC0DaccPvpjsMQNpxw++mOwxAARQjS+aIDEABFCNL5ogMQCi2gqYl1gxAKLaCpiXWDEBPWOIBZSMNQE9Y4gFlIw1AdvpBXaRwDUB2+kFdpHANQJ2cobjjvQ1AnZyhuOO9DUDEPgEUIwsOQMQ+ARQjCw5A6+Bgb2JYDkDr4GBvYlgOQBKDwMqhpQ5AEoPAyqGlDkA5JSAm4fIOQDklICbh8g5AYMd/gSBAD0Bgx3+BIEAPQIdp39xfjQ9Ah2nf3F+ND0CuCz84n9oPQK4LPzif2g9A6lbPSe8TEEDqVs9J7xMQQP4nf/eOOhBA/id/9446EEAS+S6lLmEQQBL5LqUuYRBAJcreUs6HEEAlyt5SzocQQDibjgBurhBAOJuOAG6uEEBMbD6uDdUQQExsPq4N1RBA\",\"dtype\":\"float64\",\"shape\":[42]},\"y\":{\"__ndarray__\":\"AAAAAAAAAADaOtQpglyUP9o61CmCXJQ/NcIObxLoxj81wg5vEujGP3+zmeTx0NE/f7OZ5PHQ0T9XiL+oCgfpP1eIv6gKB+k/4gWskdot+D/iBayR2i34P6B5Sh7q7wNAoHlKHurvA0BVYn+7gbcJQFVif7uBtwlArJ05JgCkDUCsnTkmAKQNQOVewzGYEA5A5V7DMZgQDkAAgNzwwK0LQACA3PDArQtAh35xTEqiBUCHfnFMSqIFQIEZSEpb9/4/gRlISlv3/j/K1/sMBk3zP8rX+wwGTfM/E/xdNRrJ5D8T/F01GsnkP4HCDm8S6NY/gcIObxLo1j/TMIbNwffAP9Mwhs3B98A/PElJtKJzuT88SUm0onO5P9JOcOICJos/0k5w4gImiz/STnDiAiZ7P9JOcOICJns/Hk5w4gImez8eTnDiAiZ7PwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[42]}},\"selected\":{\"id\":\"1885\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1886\",\"type\":\"UnionRenderers\"}},\"id\":\"1817\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1686\",\"type\":\"HelpTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1847\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1677\",\"type\":\"BasicTicker\"}},\"id\":\"1676\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"1850\",\"type\":\"BoxAnnotation\"}},\"id\":\"1683\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1685\",\"type\":\"ResetTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1804\",\"type\":\"PanTool\"},{\"id\":\"1805\",\"type\":\"WheelZoomTool\"},{\"id\":\"1806\",\"type\":\"BoxZoomTool\"},{\"id\":\"1807\",\"type\":\"SaveTool\"},{\"id\":\"1808\",\"type\":\"ResetTool\"},{\"id\":\"1809\",\"type\":\"HelpTool\"}]},\"id\":\"1810\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1818\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1651\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1653\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1654\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1656\",\"type\":\"CDSView\"}},\"id\":\"1655\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1804\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.02},\"fill_color\":{\"value\":\"black\"},\"line_alpha\":{\"value\":0.02},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"gamma_\"}},\"id\":\"1653\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1605\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1805\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1677\",\"type\":\"BasicTicker\"}},\"id\":\"1680\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"1884\",\"type\":\"BoxAnnotation\"}},\"id\":\"1806\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1642\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"start\":0.0},\"id\":\"1582\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1807\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"sigma\",\"formatter\":{\"id\":\"1857\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1714\",\"type\":\"BasicTicker\"}},\"id\":\"1713\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1808\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1643\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1809\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1819\",\"type\":\"Line\"},{\"attributes\":{\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1695\",\"type\":\"Line\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"gamma_\"}},\"id\":\"1654\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1677\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1817\",\"type\":\"ColumnDataSource\"}},\"id\":\"1821\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1832\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"1817\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1818\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1819\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1821\",\"type\":\"CDSView\"}},\"id\":\"1820\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1830\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1838\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1624\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1835\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"1614\",\"type\":\"ColumnDataSource\"}},\"id\":\"1618\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1604\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1837\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1839\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1828\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1840\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1850\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1847\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1837\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1629\",\"type\":\"BasicTicker\"}},\"id\":\"1628\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1731\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1733\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1734\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1736\",\"type\":\"CDSView\"}},\"id\":\"1735\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1849\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1851\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1852\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1857\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1739\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1860\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1667\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1597\",\"type\":\"BasicTicker\"}},\"id\":\"1600\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"end\":0.9274127200000001,\"start\":0.8009632799999999},\"id\":\"1664\",\"type\":\"Range1d\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1854\",\"type\":\"Title\"},{\"attributes\":{\"below\":[{\"id\":\"1751\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1755\",\"type\":\"Grid\"},{\"id\":\"1760\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1756\",\"type\":\"LinearAxis\"}],\"plot_height\":190,\"plot_width\":150,\"renderers\":[{\"id\":\"1778\",\"type\":\"GlyphRenderer\"},{\"id\":\"1783\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1866\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1767\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1664\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1747\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1787\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1749\",\"type\":\"LinearScale\"}},\"id\":\"1742\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"start\":0.0},\"id\":\"1662\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1859\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1757\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1657\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1658\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1659\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1661\",\"type\":\"CDSView\"}},\"id\":\"1660\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]},\"y\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]}},\"selected\":{\"id\":\"1841\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1842\",\"type\":\"UnionRenderers\"}},\"id\":\"1657\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1752\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1774\",\"type\":\"ColumnDataSource\"}},\"id\":\"1779\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1592\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1731\",\"type\":\"ColumnDataSource\"}},\"id\":\"1736\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1861\",\"type\":\"Selection\"},{\"attributes\":{\"ticker\":{\"id\":\"1752\",\"type\":\"BasicTicker\"}},\"id\":\"1755\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1862\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1844\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"1827\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1592\",\"type\":\"BasicTicker\"}},\"id\":\"1591\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1757\",\"type\":\"BasicTicker\"}},\"id\":\"1760\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1863\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1869\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1757\",\"type\":\"BasicTicker\"}},\"id\":\"1756\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1672\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.02},\"fill_color\":{\"value\":\"black\"},\"line_alpha\":{\"value\":0.02},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1733\",\"type\":\"Circle\"},{\"attributes\":{\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1615\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1657\",\"type\":\"ColumnDataSource\"}},\"id\":\"1661\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1864\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1825\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1597\",\"type\":\"BasicTicker\"}},\"id\":\"1596\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1869\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]},\"y\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]}},\"selected\":{\"id\":\"1875\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1876\",\"type\":\"UnionRenderers\"}},\"id\":\"1780\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1872\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1781\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1671\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1675\",\"type\":\"Grid\"},{\"id\":\"1680\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1676\",\"type\":\"LinearAxis\"}],\"plot_height\":150,\"plot_width\":150,\"renderers\":[{\"id\":\"1697\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1844\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1687\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1664\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1667\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1662\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1669\",\"type\":\"LinearScale\"}},\"id\":\"1663\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1866\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"data\":{\"chain__\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3],\"gamma_\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176,2177,2178,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303,2304,2305,2306,2307,2308,2309,2310,2311,2312,2313,2314,2315,2316,2317,2318,2319,2320,2321,2322,2323,2324,2325,2326,2327,2328,2329,2330,2331,2332,2333,2334,2335,2336,2337,2338,2339,2340,2341,2342,2343,2344,2345,2346,2347,2348,2349,2350,2351,2352,2353,2354,2355,2356,2357,2358,2359,2360,2361,2362,2363,2364,2365,2366,2367,2368,2369,2370,2371,2372,2373,2374,2375,2376,2377,2378,2379,2380,2381,2382,2383,2384,2385,2386,2387,2388,2389,2390,2391,2392,2393,2394,2395,2396,2397,2398,2399,2400,2401,2402,2403,2404,2405,2406,2407,2408,2409,2410,2411,2412,2413,2414,2415,2416,2417,2418,2419,2420,2421,2422,2423,2424,2425,2426,2427,2428,2429,2430,2431,2432,2433,2434,2435,2436,2437,2438,2439,2440,2441,2442,2443,2444,2445,2446,2447,2448,2449,2450,2451,2452,2453,2454,2455,2456,2457,2458,2459,2460,2461,2462,2463,2464,2465,2466,2467,2468,2469,2470,2471,2472,2473,2474,2475,2476,2477,2478,2479,2480,2481,2482,2483,2484,2485,2486,2487,2488,2489,2490,2491,2492,2493,2494,2495,2496,2497,2498,2499,2500,2501,2502,2503,2504,2505,2506,2507,2508,2509,2510,2511,2512,2513,2514,2515,2516,2517,2518,2519,2520,2521,2522,2523,2524,2525,2526,2527,2528,2529,2530,2531,2532,2533,2534,2535,2536,2537,2538,2539,2540,2541,2542,2543,2544,2545,2546,2547,2548,2549,2550,2551,2552,2553,2554,2555,2556,2557,2558,2559,2560,2561,2562,2563,2564,2565,2566,2567,2568,2569,2570,2571,2572,2573,2574,2575,2576,2577,2578,2579,2580,2581,2582,2583,2584,2585,2586,2587,2588,2589,2590,2591,2592,2593,2594,2595,2596,2597,2598,2599,2600,2601,2602,2603,2604,2605,2606,2607,2608,2609,2610,2611,2612,2613,2614,2615,2616,2617,2618,2619,2620,2621,2622,2623,2624,2625,2626,2627,2628,2629,2630,2631,2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648,2649,2650,2651,2652,2653,2654,2655,2656,2657,2658,2659,2660,2661,2662,2663,2664,2665,2666,2667,2668,2669,2670,2671,2672,2673,2674,2675,2676,2677,2678,2679,2680,2681,2682,2683,2684,2685,2686,2687,2688,2689,2690,2691,2692,2693,2694,2695,2696,2697,2698,2699,2700,2701,2702,2703,2704,2705,2706,2707,2708,2709,2710,2711,2712,2713,2714,2715,2716,2717,2718,2719,2720,2721,2722,2723,2724,2725,2726,2727,2728,2729,2730,2731,2732,2733,2734,2735,2736,2737,2738,2739,2740,2741,2742,2743,2744,2745,2746,2747,2748,2749,2750,2751,2752,2753,2754,2755,2756,2757,2758,2759,2760,2761,2762,2763,2764,2765,2766,2767,2768,2769,2770,2771,2772,2773,2774,2775,2776,2777,2778,2779,2780,2781,2782,2783,2784,2785,2786,2787,2788,2789,2790,2791,2792,2793,2794,2795,2796,2797,2798,2799,2800,2801,2802,2803,2804,2805,2806,2807,2808,2809,2810,2811,2812,2813,2814,2815,2816,2817,2818,2819,2820,2821,2822,2823,2824,2825,2826,2827,2828,2829,2830,2831,2832,2833,2834,2835,2836,2837,2838,2839,2840,2841,2842,2843,2844,2845,2846,2847,2848,2849,2850,2851,2852,2853,2854,2855,2856,2857,2858,2859,2860,2861,2862,2863,2864,2865,2866,2867,2868,2869,2870,2871,2872,2873,2874,2875,2876,2877,2878,2879,2880,2881,2882,2883,2884,2885,2886,2887,2888,2889,2890,2891,2892,2893,2894,2895,2896,2897,2898,2899,2900,2901,2902,2903,2904,2905,2906,2907,2908,2909,2910,2911,2912,2913,2914,2915,2916,2917,2918,2919,2920,2921,2922,2923,2924,2925,2926,2927,2928,2929,2930,2931,2932,2933,2934,2935,2936,2937,2938,2939,2940,2941,2942,2943,2944,2945,2946,2947,2948,2949,2950,2951,2952,2953,2954,2955,2956,2957,2958,2959,2960,2961,2962,2963,2964,2965,2966,2967,2968,2969,2970,2971,2972,2973,2974,2975,2976,2977,2978,2979,2980,2981,2982,2983,2984,2985,2986,2987,2988,2989,2990,2991,2992,2993,2994,2995,2996,2997,2998,2999,3000,3001,3002,3003,3004,3005,3006,3007,3008,3009,3010,3011,3012,3013,3014,3015,3016,3017,3018,3019,3020,3021,3022,3023,3024,3025,3026,3027,3028,3029,3030,3031,3032,3033,3034,3035,3036,3037,3038,3039,3040,3041,3042,3043,3044,3045,3046,3047,3048,3049,3050,3051,3052,3053,3054,3055,3056,3057,3058,3059,3060,3061,3062,3063,3064,3065,3066,3067,3068,3069,3070,3071,3072,3073,3074,3075,3076,3077,3078,3079,3080,3081,3082,3083,3084,3085,3086,3087,3088,3089,3090,3091,3092,3093,3094,3095,3096,3097,3098,3099,3100,3101,3102,3103,3104,3105,3106,3107,3108,3109,3110,3111,3112,3113,3114,3115,3116,3117,3118,3119,3120,3121,3122,3123,3124,3125,3126,3127,3128,3129,3130,3131,3132,3133,3134,3135,3136,3137,3138,3139,3140,3141,3142,3143,3144,3145,3146,3147,3148,3149,3150,3151,3152,3153,3154,3155,3156,3157,3158,3159,3160,3161,3162,3163,3164,3165,3166,3167,3168,3169,3170,3171,3172,3173,3174,3175,3176,3177,3178,3179,3180,3181,3182,3183,3184,3185,3186,3187,3188,3189,3190,3191,3192,3193,3194,3195,3196,3197,3198,3199,3200,3201,3202,3203,3204,3205,3206,3207,3208,3209,3210,3211,3212,3213,3214,3215,3216,3217,3218,3219,3220,3221,3222,3223,3224,3225,3226,3227,3228,3229,3230,3231,3232,3233,3234,3235,3236,3237,3238,3239,3240,3241,3242,3243,3244,3245,3246,3247,3248,3249,3250,3251,3252,3253,3254,3255,3256,3257,3258,3259,3260,3261,3262,3263,3264,3265,3266,3267,3268,3269,3270,3271,3272,3273,3274,3275,3276,3277,3278,3279,3280,3281,3282,3283,3284,3285,3286,3287,3288,3289,3290,3291,3292,3293,3294,3295,3296,3297,3298,3299,3300,3301,3302,3303,3304,3305,3306,3307,3308,3309,3310,3311,3312,3313,3314,3315,3316,3317,3318,3319,3320,3321,3322,3323,3324,3325,3326,3327,3328,3329,3330,3331,3332,3333,3334,3335,3336,3337,3338,3339,3340,3341,3342,3343,3344,3345,3346,3347,3348,3349,3350,3351,3352,3353,3354,3355,3356,3357,3358,3359,3360,3361,3362,3363,3364,3365,3366,3367,3368,3369,3370,3371,3372,3373,3374,3375,3376,3377,3378,3379,3380,3381,3382,3383,3384,3385,3386,3387,3388,3389,3390,3391,3392,3393,3394,3395,3396,3397,3398,3399,3400,3401,3402,3403,3404,3405,3406,3407,3408,3409,3410,3411,3412,3413,3414,3415,3416,3417,3418,3419,3420,3421,3422,3423,3424,3425,3426,3427,3428,3429,3430,3431,3432,3433,3434,3435,3436,3437,3438,3439,3440,3441,3442,3443,3444,3445,3446,3447,3448,3449,3450,3451,3452,3453,3454,3455,3456,3457,3458,3459,3460,3461,3462,3463,3464,3465,3466,3467,3468,3469,3470,3471,3472,3473,3474,3475,3476,3477,3478,3479,3480,3481,3482,3483,3484,3485,3486,3487,3488,3489,3490,3491,3492,3493,3494,3495,3496,3497,3498,3499,3500,3501,3502,3503,3504,3505,3506,3507,3508,3509,3510,3511,3512,3513,3514,3515,3516,3517,3518,3519,3520,3521,3522,3523,3524,3525,3526,3527,3528,3529,3530,3531,3532,3533,3534,3535,3536,3537,3538,3539,3540,3541,3542,3543,3544,3545,3546,3547,3548,3549,3550,3551,3552,3553,3554,3555,3556,3557,3558,3559,3560,3561,3562,3563,3564,3565,3566,3567,3568,3569,3570,3571,3572,3573,3574,3575,3576,3577,3578,3579,3580,3581,3582,3583,3584,3585,3586,3587,3588,3589,3590,3591,3592,3593,3594,3595,3596,3597,3598,3599,3600,3601,3602,3603,3604,3605,3606,3607,3608,3609,3610,3611,3612,3613,3614,3615,3616,3617,3618,3619,3620,3621,3622,3623,3624,3625,3626,3627,3628,3629,3630,3631,3632,3633,3634,3635,3636,3637,3638,3639,3640,3641,3642,3643,3644,3645,3646,3647,3648,3649,3650,3651,3652,3653,3654,3655,3656,3657,3658,3659,3660,3661,3662,3663,3664,3665,3666,3667,3668,3669,3670,3671,3672,3673,3674,3675,3676,3677,3678,3679,3680,3681,3682,3683,3684,3685,3686,3687,3688,3689,3690,3691,3692,3693,3694,3695,3696,3697,3698,3699,3700,3701,3702,3703,3704,3705,3706,3707,3708,3709,3710,3711,3712,3713,3714,3715,3716,3717,3718,3719,3720,3721,3722,3723,3724,3725,3726,3727,3728,3729,3730,3731,3732,3733,3734,3735,3736,3737,3738,3739,3740,3741,3742,3743,3744,3745,3746,3747,3748,3749,3750,3751,3752,3753,3754,3755,3756,3757,3758,3759,3760,3761,3762,3763,3764,3765,3766,3767,3768,3769,3770,3771,3772,3773,3774,3775,3776,3777,3778,3779,3780,3781,3782,3783,3784,3785,3786,3787,3788,3789,3790,3791,3792,3793,3794,3795,3796,3797,3798,3799,3800,3801,3802,3803,3804,3805,3806,3807,3808,3809,3810,3811,3812,3813,3814,3815,3816,3817,3818,3819,3820,3821,3822,3823,3824,3825,3826,3827,3828,3829,3830,3831,3832,3833,3834,3835,3836,3837,3838,3839,3840,3841,3842,3843,3844,3845,3846,3847,3848,3849,3850,3851,3852,3853,3854,3855,3856,3857,3858,3859,3860,3861,3862,3863,3864,3865,3866,3867,3868,3869,3870,3871,3872,3873,3874,3875,3876,3877,3878,3879,3880,3881,3882,3883,3884,3885,3886,3887,3888,3889,3890,3891,3892,3893,3894,3895,3896,3897,3898,3899,3900,3901,3902,3903,3904,3905,3906,3907,3908,3909,3910,3911,3912,3913,3914,3915,3916,3917,3918,3919,3920,3921,3922,3923,3924,3925,3926,3927,3928,3929,3930,3931,3932,3933,3934,3935,3936,3937,3938,3939,3940,3941,3942,3943,3944,3945,3946,3947,3948,3949,3950,3951,3952,3953,3954,3955,3956,3957,3958,3959,3960,3961,3962,3963,3964,3965,3966,3967,3968,3969,3970,3971,3972,3973,3974,3975,3976,3977,3978,3979,3980,3981,3982,3983,3984,3985,3986,3987,3988,3989,3990,3991,3992,3993,3994,3995,3996,3997,3998,3999],\"phi\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1839\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1840\",\"type\":\"UnionRenderers\"}},\"id\":\"1651\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"phi\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1734\",\"type\":\"Circle\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1761\",\"type\":\"PanTool\"},{\"id\":\"1762\",\"type\":\"WheelZoomTool\"},{\"id\":\"1763\",\"type\":\"BoxZoomTool\"},{\"id\":\"1764\",\"type\":\"SaveTool\"},{\"id\":\"1765\",\"type\":\"ResetTool\"},{\"id\":\"1766\",\"type\":\"HelpTool\"}]},\"id\":\"1767\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"GXPXEvKJQkAZc9cS8olCQGyyRj1Em0JAbLJGPUSbQkC/8bVnlqxCQL/xtWeWrEJAEjElkui9QkASMSWS6L1CQGVwlLw6z0JAZXCUvDrPQkC4rwPnjOBCQLivA+eM4EJAC+9yEd/xQkAL73IR3/FCQF4u4jsxA0NAXi7iOzEDQ0CxbVFmgxRDQLFtUWaDFENABK3AkNUlQ0AErcCQ1SVDQFfsL7snN0NAV+wvuyc3Q0CqK5/leUhDQKorn+V5SENA/WoOEMxZQ0D9ag4QzFlDQFCqfToea0NAUKp9Oh5rQ0Cj6exkcHxDQKPp7GRwfENA9ihcj8KNQ0D2KFyPwo1DQEloy7kUn0NASWjLuRSfQ0CcpzrkZrBDQJynOuRmsENA7+apDrnBQ0Dv5qkOucFDQEImGTkL00NAQiYZOQvTQ0CVZYhjXeRDQJVliGNd5ENA\",\"dtype\":\"float64\",\"shape\":[42]},\"y\":{\"__ndarray__\":\"AAAAAAAAAACKGud+pbOWP4oa536ls5Y/VNhTtFfPpD9U2FO0V8+kP7qxRVGi2bw/urFFUaLZvD+6sUVRotnMP7qxRVGi2cw/GeuL8bgs1z8Z64vxuCzXPxMbNvMeUeA/Exs28x5R4D8JOWKCY4vqPwk5YoJji+o/kF7S/CVG7z+QXtL8JUbvPwKB4YT8QfA/AoHhhPxB8D/Ovy8/q5/uP86/Lz+rn+4/zUuav8To7D/NS5q/xOjsP5rMEO76VOM/mswQ7vpU4z/tI4MdVuLXP+0jgx1W4tc/qouGYmaBzj+qi4ZiZoHOP7qxRVGi2bw/urFFUaLZvD9jIzSp3ESuP2MjNKncRK4/954NFEF8mj/3ng0UQXyaP4oa536ls4Y/ihrnfqWzhj9jIzSp3ER+P2MjNKncRH4/YyM0qdxEXj9jIzSp3ERePwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[42]}},\"selected\":{\"id\":\"1829\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1830\",\"type\":\"UnionRenderers\"}},\"id\":\"1614\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.02},\"fill_color\":{\"value\":\"black\"},\"line_alpha\":{\"value\":0.02},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"gamma_\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1776\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1722\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"end\":39.838228,\"start\":37.023572},\"id\":\"1584\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1589\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1761\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]},\"y\":{\"__ndarray__\":\"\",\"dtype\":\"float64\",\"shape\":[0]}},\"selected\":{\"id\":\"1863\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1864\",\"type\":\"UnionRenderers\"}},\"id\":\"1737\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1871\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1626\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1873\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"1591\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1595\",\"type\":\"Grid\"},{\"id\":\"1600\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1596\",\"type\":\"LinearAxis\"}],\"plot_height\":150,\"plot_width\":200,\"renderers\":[{\"id\":\"1617\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1822\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1607\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1584\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1587\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1582\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1589\",\"type\":\"LinearScale\"}},\"id\":\"1583\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1721\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1762\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1669\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1723\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1587\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1651\",\"type\":\"ColumnDataSource\"}},\"id\":\"1656\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1658\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"1872\",\"type\":\"BoxAnnotation\"}},\"id\":\"1763\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1874\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1849\",\"type\":\"BasicTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"major_label_text_font_size\":{\"value\":\"0pt\"},\"ticker\":{\"id\":\"1672\",\"type\":\"BasicTicker\"}},\"id\":\"1671\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"1592\",\"type\":\"BasicTicker\"}},\"id\":\"1595\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1841\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1875\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"1860\",\"type\":\"BoxAnnotation\"}},\"id\":\"1720\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1764\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1886\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1602\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1738\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1876\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1765\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1842\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1601\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1718\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1601\",\"type\":\"PanTool\"},{\"id\":\"1602\",\"type\":\"WheelZoomTool\"},{\"id\":\"1603\",\"type\":\"BoxZoomTool\"},{\"id\":\"1604\",\"type\":\"SaveTool\"},{\"id\":\"1605\",\"type\":\"ResetTool\"},{\"id\":\"1606\",\"type\":\"HelpTool\"}]},\"id\":\"1607\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1659\",\"type\":\"Circle\"},{\"attributes\":{\"children\":[[{\"id\":\"1583\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"1619\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,0],[{\"id\":\"1663\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,1],[{\"id\":\"1699\",\"subtype\":\"Figure\",\"type\":\"Plot\"},2,0],[{\"id\":\"1742\",\"subtype\":\"Figure\",\"type\":\"Plot\"},2,1],[{\"id\":\"1786\",\"subtype\":\"Figure\",\"type\":\"Plot\"},2,2]]},\"id\":\"1888\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"1606\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"gamma_\"},\"y\":{\"field\":\"sigma\"}},\"id\":\"1777\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1881\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1766\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1878\",\"type\":\"Title\"},{\"attributes\":{\"tools\":[{\"id\":\"1601\",\"type\":\"PanTool\"},{\"id\":\"1602\",\"type\":\"WheelZoomTool\"},{\"id\":\"1603\",\"type\":\"BoxZoomTool\"},{\"id\":\"1604\",\"type\":\"SaveTool\"},{\"id\":\"1605\",\"type\":\"ResetTool\"},{\"id\":\"1606\",\"type\":\"HelpTool\"},{\"id\":\"1638\",\"type\":\"PanTool\"},{\"id\":\"1639\",\"type\":\"WheelZoomTool\"},{\"id\":\"1640\",\"type\":\"BoxZoomTool\"},{\"id\":\"1641\",\"type\":\"SaveTool\"},{\"id\":\"1642\",\"type\":\"ResetTool\"},{\"id\":\"1643\",\"type\":\"HelpTool\"},{\"id\":\"1681\",\"type\":\"PanTool\"},{\"id\":\"1682\",\"type\":\"WheelZoomTool\"},{\"id\":\"1683\",\"type\":\"BoxZoomTool\"},{\"id\":\"1684\",\"type\":\"SaveTool\"},{\"id\":\"1685\",\"type\":\"ResetTool\"},{\"id\":\"1686\",\"type\":\"HelpTool\"},{\"id\":\"1718\",\"type\":\"PanTool\"},{\"id\":\"1719\",\"type\":\"WheelZoomTool\"},{\"id\":\"1720\",\"type\":\"BoxZoomTool\"},{\"id\":\"1721\",\"type\":\"SaveTool\"},{\"id\":\"1722\",\"type\":\"ResetTool\"},{\"id\":\"1723\",\"type\":\"HelpTool\"},{\"id\":\"1761\",\"type\":\"PanTool\"},{\"id\":\"1762\",\"type\":\"WheelZoomTool\"},{\"id\":\"1763\",\"type\":\"BoxZoomTool\"},{\"id\":\"1764\",\"type\":\"SaveTool\"},{\"id\":\"1765\",\"type\":\"ResetTool\"},{\"id\":\"1766\",\"type\":\"HelpTool\"},{\"id\":\"1804\",\"type\":\"PanTool\"},{\"id\":\"1805\",\"type\":\"WheelZoomTool\"},{\"id\":\"1806\",\"type\":\"BoxZoomTool\"},{\"id\":\"1807\",\"type\":\"SaveTool\"},{\"id\":\"1808\",\"type\":\"ResetTool\"},{\"id\":\"1809\",\"type\":\"HelpTool\"}]},\"id\":\"1889\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1719\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"1628\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1632\",\"type\":\"Grid\"},{\"id\":\"1637\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1633\",\"type\":\"LinearAxis\"}],\"plot_height\":150,\"plot_width\":200,\"renderers\":[{\"id\":\"1655\",\"type\":\"GlyphRenderer\"},{\"id\":\"1660\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1832\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1644\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1584\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1624\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1664\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1626\",\"type\":\"LinearScale\"}},\"id\":\"1619\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1718\",\"type\":\"PanTool\"},{\"id\":\"1719\",\"type\":\"WheelZoomTool\"},{\"id\":\"1720\",\"type\":\"BoxZoomTool\"},{\"id\":\"1721\",\"type\":\"SaveTool\"},{\"id\":\"1722\",\"type\":\"ResetTool\"},{\"id\":\"1723\",\"type\":\"HelpTool\"}]},\"id\":\"1724\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1884\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1597\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1829\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1737\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1738\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1739\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1741\",\"type\":\"CDSView\"}},\"id\":\"1740\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1774\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1776\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1777\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1779\",\"type\":\"CDSView\"}},\"id\":\"1778\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1614\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1615\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1616\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1618\",\"type\":\"CDSView\"}},\"id\":\"1617\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1629\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1883\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1616\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1737\",\"type\":\"ColumnDataSource\"}},\"id\":\"1741\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1885\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1782\",\"type\":\"Circle\"},{\"attributes\":{\"ticker\":{\"id\":\"1629\",\"type\":\"BasicTicker\"}},\"id\":\"1632\",\"type\":\"Grid\"}],\"root_ids\":[\"1891\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"df100402-2367-4ad4-a47c-6854b83e4b99\",\"roots\":{\"1891\":\"5b68d93b-51b7-4d5c-a90c-64e2dec54347\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var 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": "1891"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Add to the data dictionary\n",
    "data['N_ppc'] = 200\n",
    "d_ppc = np.linspace(0, 250, 200)\n",
    "data['d_ppc'] = d_ppc\n",
    "\n",
    "# Draw samples\n",
    "samples_cons = sm_cons.sample(data=data)\n",
    "samples_cons = az.from_cmdstanpy(\n",
    "    posterior=samples_cons, posterior_predictive=\"ell_ppc\", log_likelihood=\"log_lik\"\n",
    ")\n",
    "\n",
    "# Check diagnostics\n",
    "bebi103.stan.check_all_diagnostics(samples_cons)\n",
    "\n",
    "# Corner plot\n",
    "bokeh.io.show(\n",
    "    bebi103.viz.corner(\n",
    "        samples_cons, pars=[\"phi\", \"gamma_\", \"sigma\"], xtick_label_orientation=np.pi / 4\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks fine. The $d$ dependence makes it so we cannot directly use the `predictive_ecdf()` function. Rather, we should plot the spindle length versus diameter, along with the percentiles from the posterior predictive checks. For regressions of this sort, the `bebi103.viz.predictive_regression()` function will help with these plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b7afb2d8-687c-4cb3-80c4-e1b10572e5c5\" data-root-id=\"2360\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"4df05402-b689-4560-9230-6b8b997e7604\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2369\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"2373\",\"type\":\"Grid\"},{\"id\":\"2378\",\"type\":\"Grid\"}],\"frame_height\":325,\"frame_width\":400,\"left\":[{\"id\":\"2374\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2395\",\"type\":\"GlyphRenderer\"},{\"id\":\"2400\",\"type\":\"GlyphRenderer\"},{\"id\":\"2405\",\"type\":\"GlyphRenderer\"},{\"id\":\"2410\",\"type\":\"GlyphRenderer\"},{\"id\":\"2415\",\"type\":\"GlyphRenderer\"},{\"id\":\"2420\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2530\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2385\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"2361\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"2365\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2363\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"2367\",\"type\":\"LinearScale\"}},\"id\":\"2360\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]}},\"selected\":{\"id\":\"2543\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2544\",\"type\":\"UnionRenderers\"}},\"id\":\"2407\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2382\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_color\":\"#9ecae1\",\"line_alpha\":0,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2393\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2383\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2404\",\"type\":\"Patch\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[670]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[670]}},\"selected\":{\"id\":\"2547\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2548\",\"type\":\"UnionRenderers\"}},\"id\":\"2417\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2379\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2418\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"2402\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2403\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2404\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"2406\",\"type\":\"CDSView\"}},\"id\":\"2405\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]}},\"selected\":{\"id\":\"2539\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2540\",\"type\":\"UnionRenderers\"}},\"id\":\"2397\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2384\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"2537\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2419\",\"type\":\"Circle\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2379\",\"type\":\"PanTool\"},{\"id\":\"2380\",\"type\":\"WheelZoomTool\"},{\"id\":\"2381\",\"type\":\"BoxZoomTool\"},{\"id\":\"2382\",\"type\":\"SaveTool\"},{\"id\":\"2383\",\"type\":\"ResetTool\"},{\"id\":\"2384\",\"type\":\"HelpTool\"}]},\"id\":\"2385\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"2402\",\"type\":\"ColumnDataSource\"}},\"id\":\"2406\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2544\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_color\":\"#2171b5\",\"line_alpha\":0,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2408\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2542\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"2417\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2418\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2419\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2421\",\"type\":\"CDSView\"}},\"id\":\"2420\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2533\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2380\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2536\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"2417\",\"type\":\"ColumnDataSource\"}},\"id\":\"2421\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2541\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"spindle length [\\u00b5m]\",\"formatter\":{\"id\":\"2533\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2375\",\"type\":\"BasicTicker\"}},\"id\":\"2374\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2535\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2375\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2546\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis_label\":\"droplet diameter [\\u00b5m]\",\"formatter\":{\"id\":\"2535\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2370\",\"type\":\"BasicTicker\"}},\"id\":\"2369\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"2392\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2393\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2394\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"2396\",\"type\":\"CDSView\"}},\"id\":\"2395\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2409\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2543\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null},\"id\":\"2363\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"2392\",\"type\":\"ColumnDataSource\"}},\"id\":\"2396\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2547\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2548\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"ticker\":{\"id\":\"2370\",\"type\":\"BasicTicker\"}},\"id\":\"2373\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"2407\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2408\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2409\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"2411\",\"type\":\"CDSView\"}},\"id\":\"2410\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"2375\",\"type\":\"BasicTicker\"}},\"id\":\"2378\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2539\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#084594\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2413\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2370\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2394\",\"type\":\"Patch\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]},\"y\":{\"__ndarray__\":\"oFBPH4FDIsD1s6IX/1IhwLzDN17LwR3AWTA71WvUF8D/ci1agJIXwO9k3HmH3BHAgMhs2tYIB8CWfQ135K4AwGJPlrWoOvS/kcMWcfC7zD/cOFq89XXwP+6q9p/rkfs/MJ7miYwLBUCPG9nwT9QOQFzGTQ00DxZAWSjjKfVqGUCq/70lShweQJfVKrC2WCBA905xwb4MIkDej9svn3gkQLGGi9zTFSVA6fNRRlwoKEBwCFVq9pgoQErRyr3A6CpAGT230JXgK0BslzYclg4tQLfz/dR4OS5AW+ogrwdPMEBgPe5braUwQAw89x4uMzFACHJQwkz7MUBt/8pKk7gyQKosCrsoGDNAK4arAyCkM0B0B7EzhYQ0QPSJPEm6yjRAwRiRKLTmNEAUIXU7+0g1QAqBXOLIfzVAcXK/Q1E2NkB1Haopyeo2QNP3GoLjmjZAgJwwYTTBNkApBHKJIz03QB0B3Cxe2DdAMSWS6GWMN0CO7ErLSA84QPM7TWa81TdAH0sfuqCgOEBwRPesa0Q4QCv3ArNC1ThAnBTmPc7oOEDSF0LO+705QCXNH9PaujhAIUPHDiq9OUDAJ9ap8mk5QISB597DtzlAByeiX1s9OkCSs7CnHVY6QDYdAdwsEjpAFmniHeBBOkAnT1lN1586QMxbdR2qvTpA+69z02ZMOkDcD3hgAKs6QJCK/zui/jpAfewuUFJYOkABbhYvFiQ7QJWcE3to3TpAVWzM64hNO0DMttPWiAg7QEYFTraBFztA7RNAMbJYO0AoLscrEFE7QHR5c7hWHztAGa2jqgkQO0Bv7xr0pfU7QPyohv2ePDtAln7C2a3nOkBGIjSCjT87QCtlGeJYITtAOl0WE5upO0C0rPvHQrY7QMJQhxVuwztA5SMp6WG0O0A+8DFYcSY8QEFBKVq5bztAb2WJzjLZO0A5Drxa7rY7QFLRWPs7JztARYDTu3jDO0CP96qVCQc8QE9AE2HD0ztAwLFnz2XAO0Agf2lRn7g7QGzsEtVbKTxAL4fddwx/O0C2EOSghJ87QNoeveE+QDxA96i/XmEtPEDByTZwB/g7QE9z8iITLjxAqVKzB1pTPEAaNsr6zTA8QMFXdOs1GzxAsmg6OxluPECafLPNjR08QHSZmgRv1jtARSqMLQRhPEDmriXkg8o7QJLKFHMQIDxAu3g/br/2O0BZFkz8UTQ8QOymlNdKKDxAj8GKU60RPEBR3PEmv8k7QH3NctnopjtA1q2ek95BPEDrO78oQYs7QPNc34eDtjtAEGH8NO5lPECCVfXyOws8QJ7Q60/imzxAgbbVrDNAPEDU9xqC4zI8QMC4VKUtNDxAdgEvM2wGPEDuPPGcLaw7QLN8XYb/djxAh0uOO6WrO0DW+4123F48QKyQ8pNqIzxAsAER4sr5O0CnrKbriTw8QKSRzyueTjxALH3ogvqCPECuJk9ZTSk8QBapMLYQhDxAcET3rGt6PEB7nj9tVLE7QHGrIAa6ZDxARs8tdCWaPEDvVMA9zxs8QO+vHvet2jtAM9sV+mDbO0CqRxrc1jY8QDZ0sz9Q+jtAZM4z9iUFPEDpDIy8rC08QASvljszkTxAK4arAyBwPEAe+BisOCE8QM3oR8MpazxAofKv5ZVnPEDbiZKQSB88QIvEBDV85ztAaD7nbtdVPEBa8Q2FzzI8QMqK4eoAIjxAwsJJmj9SPEBgHjLlQ5A7QGxc/67PeDxA/Uy9bhG4PECpv15hwU88QBNlbynnYTxAYOemzThJPECGBIwubzw8QE2AYfnz9zxACAH5EipyPED76T9rfpI8QHDTn/1IaTxAmNu93CerPED6QV2kUGI8QK4K1GLwiDxAJEVkWMVZPEDJHqFmSCM8QBwOSwM/XjxAQni0ccSMPED36XjMQHE8QKwBSkONUjxA+N7foL1gPEAY7lwY6bs8QAvmr5C5GDxA1R9hGLCKPEDU8ZiByjY8QPxwkBDl4zxAVi5U/rVOPEAbvK/KhaQ8QHOiXYWU2TxAfEJ23sb6PEAvVWmLayg8QPTCnQsjrztAezL/6JvgO0DJdr6fGoM8QFOwxtl0/DtAqU4Hsp44PEDOwp52+Ks8QBJm2v6VTzxAxhft8UKGPEDK/KNv0p48QOBQ+GwdHUhA81t0stQASEB4mzdOCs5HQN2/stKk00dARAOxbObkR0DbwYh9ArxHQIP8bOS62UdAVOqScYzAR0B2q+ek9yBIQNE7FXDP70dAJK0x6IRDSEDsp/+s+RxIQCPcZFQZ/UdA7x6g+3I0SEAWiJ6USdlHQPp2S3LAJUhACZrPudvYR0AcOnZQieBHQFTm5hvR1kdAKDCd1m3LR0Dd2y3JAdtHQMX/HVGhrUdAxDpVvmfkR0CWRPZBliRIQCBCXDl7AUhAUvpCyHn4R0BlraHUXtJHQEh2pWWk3UdAd6T6zi8bSEAPfuIA+gpIQMv6zcR040dA5EnSNZPdR0ANsI9OXfpHQIBJKlPMFEhA1h9hGLAPSECZGwx1WPRHQMqSOZZ3qkdAOfbsuUwLSEBSEhJpG09IQE2uYvGbrEdAT5IgXAGtR0DoiedsAdBHQJlnJa34+kdATFgbYyfJR0C+32jHDeFHQO1imulex0dApat0d53PR0Av0O6QYpVHQLCw4H7ADEhAER0CRwKoR0AWUKinjxVIQCXLSSh92UdAfpI7bCL5R0BolZnS+upHQPtkxXB1DEhAwQKYMnCpR0DJ2AkvwVtIQN1hE5m5CEhAX02esprUR0Bpsn+eBvBHQOkRo+cW70dAzCHi5lS5R0BYHw99d9ZHQMfRVbq77kdAXFt4XirzR0CNGHYYk6FHQJbx7zMuYUdACPNXyFzRR0BKcCNli79HQMtPqn061EdAdgKaCBuRR0DR04BB0sZHQExbXOMzqkdAQJUMAFXZR0AOyjSaXMNHQOAa2CrBtkdAirDh6ZXOR0D86T9rfslHQH9l3qrry0dALDI6IAnTR0BmVb38TthHQO4HPDCAzkdADO2cZoHYR0BtH/KWq7RHQGeZRSi2AUhAwowpWOO3R0DsNT0oKMNHQEYm4NdI3EdAdXrejQUBSED/zYsTX+5HQKF3Y0FhyEdABxGpaRe7R0AvO8Q/bKRHQBlsI57soEdA9pz0vvHhR0CgAfVm1MJHQNvIdVPKxUdAD9Qpj26aR0ArbXGNz59HQD4racU3pUdAU3jQ7Lp4R0C+NhsrMb9HQKvcRC3Nv0dAn5JzYg+wR0CE0axsH6FHQPPrh9hglEdAkQvO4O+yR0BLKH0h5INHQM1iYvNxoEdAb4eGxajWR0Drfk5Bfl9HQGNccXFUskdAYGOXqN62R0B+ouvCD4RHQEy+EkiJtUdA0CwJUFODR0A6sBwhA6NHQAgLJ2n+UkdApYY2ABskR0DeC8wKRXJHQOJASBYwSEdAQYnPnWByR0BjKCfaVYBHQJIOD2H8K0dAMEs7NZdtR0AbZ9MRwEZHQGYHlbiOdkdALgQ5KGFGR0AGATJ07DxHQL5tpkI8CEdAwUf99QopR0CE/de5aRNHQOzouBrZF0dAXL+ZmC71RkBuqYO8HgFHQGufjscMHUdAE2QEVDjERkBszOuIQ+pGQGhkkLsI40ZA4An2X+eqRkAO3ewPlMNGQC1Y42w6nUZAcqlKW1zRRkD4hsJn64JGQDIjvD0ImkZANSvbh7x1RkDyTj49tnBGQNAWEFoPUUZALQlQU8s+RkDj4xOy8/ZFQD0MrU7OT0ZAweJw5lcHRkAQs5dtp7FFQNvk8EknxEVA4MFPHECcRUCLxW8KK49FQFn+fFuwUUVA2FjC2hg6RUCIHjF6bvJEQM81zNB47ERAmJLlJJS0REDhuIybGlpEQGgOSS2US0RAwcO0b+4IREB2yqMbYf5DQKJinL8JmUNAN+m2RC6mQ0AFGJY/3yFDQEGFI0ilAENANh5ssdvLQkBSZRh3g3VCQOQ3hZUKNEJAQn3LnC6iQUAzGY7nM8ZBQIJAZ9KmBkFAXum12VisQEAX3uUivphAQHrFU480aj9Aq9IW1/g8P0Cpsb0W9F4+QMXQ6uQMtzxAm+s00lKbPEDNI7iRsm07QK5tisdF2TlARZ4kXTMtOUA6Q3HHm8g4QNVefTz0tzdAgZ4GDJK6NkAgveE+cpE1QIG+Zrls3jNAJnhDGhXmMkDpdFlMbJoyQCtEwCFUdTFAELOXbac5MEAY00z3Oo0tQLF7KxIT4CpA4LOu0XIwKkCW0F0SZ90nQAkEOpM2FSVAOslFa/vBI0A=\",\"dtype\":\"float64\",\"shape\":[400]}},\"selected\":{\"id\":\"2537\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2538\",\"type\":\"UnionRenderers\"}},\"id\":\"2392\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2407\",\"type\":\"ColumnDataSource\"}},\"id\":\"2411\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[400]}},\"selected\":{\"id\":\"2541\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2542\",\"type\":\"UnionRenderers\"}},\"id\":\"2402\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2545\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[200]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[200]}},\"selected\":{\"id\":\"2545\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2546\",\"type\":\"UnionRenderers\"}},\"id\":\"2412\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2399\",\"type\":\"Patch\"},{\"attributes\":{\"data_source\":{\"id\":\"2397\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2398\",\"type\":\"Patch\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2399\",\"type\":\"Patch\"},\"selection_glyph\":null,\"view\":{\"id\":\"2401\",\"type\":\"CDSView\"}},\"id\":\"2400\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2414\",\"type\":\"Line\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2530\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2365\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2413\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2414\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2416\",\"type\":\"CDSView\"}},\"id\":\"2415\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":\"#6baed6\",\"line_alpha\":0,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2398\",\"type\":\"Patch\"},{\"attributes\":{\"callback\":null,\"end\":250},\"id\":\"2361\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"2397\",\"type\":\"ColumnDataSource\"}},\"id\":\"2401\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2540\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2367\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"2536\",\"type\":\"BoxAnnotation\"}},\"id\":\"2381\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":\"#4292c6\",\"line_alpha\":0,\"line_color\":\"#1f77b4\",\"line_width\":0,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2403\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2538\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"2412\",\"type\":\"ColumnDataSource\"}},\"id\":\"2416\",\"type\":\"CDSView\"}],\"root_ids\":[\"2360\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"4df05402-b689-4560-9230-6b8b997e7604\",\"roots\":{\"2360\":\"b7afb2d8-687c-4cb3-80c4-e1b10572e5c5\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var 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": "2360"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ell_ppc = samples_cons.posterior_predictive['ell_ppc'].stack(\n",
    "    {\"sample\": (\"chain\", \"draw\")}\n",
    ").transpose(\"sample\", \"ell_ppc_dim_0\")\n",
    "\n",
    "bokeh.io.show(\n",
    "    bebi103.viz.predictive_regression(\n",
    "        ell_ppc,\n",
    "        samples_x=d_ppc,\n",
    "        percentiles=[30, 50, 70, 99],\n",
    "        data=df[['Droplet Diameter (um)', 'Spindle Length (um)']].values,\n",
    "        x_axis_label='droplet diameter [µm]',\n",
    "        y_axis_label='spindle length [µm]',\n",
    "        x_range=[0, 250],\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like the set spindle length model, the conserved tubulin model also captrues the data set, with just a few data points of the 670 just outside the 99th percentile of the samples out of the posterior predictive distribution.\n",
    "\n",
    "So, both models cover the data set and pass the posterior predictive checks. We can then turn to the model comparisons to see which model is closer to the true generative distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>loo</th>\n",
       "      <th>p_loo</th>\n",
       "      <th>d_loo</th>\n",
       "      <th>weight</th>\n",
       "      <th>se</th>\n",
       "      <th>dse</th>\n",
       "      <th>warning</th>\n",
       "      <th>loo_scale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>conserved tubulin model</th>\n",
       "      <td>0</td>\n",
       "      <td>3680.42</td>\n",
       "      <td>3.13856</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33.6177</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent size model</th>\n",
       "      <td>1</td>\n",
       "      <td>4003.17</td>\n",
       "      <td>2.05972</td>\n",
       "      <td>322.752</td>\n",
       "      <td>3.08934e-52</td>\n",
       "      <td>35.7015</td>\n",
       "      <td>30.8557</td>\n",
       "      <td>False</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        rank      loo    p_loo    d_loo       weight       se  \\\n",
       "conserved tubulin model    0  3680.42  3.13856        0            1  33.6177   \n",
       "independent size model     1  4003.17  2.05972  322.752  3.08934e-52  35.7015   \n",
       "\n",
       "                             dse warning loo_scale  \n",
       "conserved tubulin model        0   False  deviance  \n",
       "independent size model   30.8557   False  deviance  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.compare(\n",
    "    {\"independent size model\": samples_indep, \"conserved tubulin model\": samples_cons},\n",
    "    ic=\"loo\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The conserved tubulin model is *much* better! When we cannot rule out models based on posterior predictive checks, computing weights based on information criteria allows us to select which model(s) best match the true generative model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bebi103.stan.clean_cmdstan()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPython 3.7.6\n",
      "IPython 7.12.0\n",
      "\n",
      "numpy 1.18.1\n",
      "pandas 0.24.2\n",
      "cmdstanpy 0.8.0\n",
      "arviz 0.6.1\n",
      "bokeh 1.4.0\n",
      "bebi103 0.0.52\n",
      "jupyterlab 1.2.6\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -v -p numpy,pandas,cmdstanpy,arviz,bokeh,bebi103,jupyterlab"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}