{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "db82686a",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# CrysFML: X-rays vs Neutrons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9ecc4733",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Misc\n",
    "import sys, os\n",
    "import numpy as np\n",
    "\n",
    "# CrysFML\n",
    "import CFML_api\n",
    "\n",
    "# Vizualization\n",
    "import py3Dmol\n",
    "from bokeh.io import show, output_notebook\n",
    "from bokeh.plotting import figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d76d50fc",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()\n",
    "FIGURE_WIDTH = 700\n",
    "FIGURE_HEIGHT = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9bc7ab53",
   "metadata": {},
   "outputs": [],
   "source": [
    "def diffraction_pattern_xy(space_group, cell, atom_list, job_info):\n",
    "    reflection_list = CFML_api.ReflectionList(cell, space_group, \n",
    "                                              True, \n",
    "                                              job_info)\n",
    "    reflection_list.compute_structure_factors(space_group, \n",
    "                                              atom_list, \n",
    "                                              job_info)\n",
    "    diffraction_pattern = CFML_api.DiffractionPattern(job_info,\n",
    "                                                  reflection_list, \n",
    "                                                  cell.reciprocal_cell_vol)\n",
    "    return diffraction_pattern.x, diffraction_pattern.ycalc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "49dad144",
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_default_parameters(job_info):\n",
    "    job_info.range_2theta = (10.0, 155.45)\n",
    "    job_info.theta_step = 0.05\n",
    "    job_info.lambdas = (1.9122, 1.9122)\n",
    "    job_info.lambda_ratio = 1.0\n",
    "    job_info.u_resolution = 0.1421\n",
    "    job_info.v_resolution = -0.4181\n",
    "    job_info.w_resolution = 0.3864\n",
    "    job_info.x_resolution = 0.0\n",
    "    job_info.y_resolution = 0.0904"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e5916ec",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Define model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45dbea02",
   "metadata": {},
   "source": [
    "### Create space group object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "85719689",
   "metadata": {},
   "outputs": [],
   "source": [
    "space_group = CFML_api.SpaceGroup('P n m a')\n",
    "#space_group.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7318fe30",
   "metadata": {},
   "source": [
    "### Create unit cell object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3331332e",
   "metadata": {},
   "outputs": [],
   "source": [
    "lengths = np.asarray([8.477,5.396,6.957], dtype='float32')\n",
    "angles = np.asarray([90,90,90], dtype='float32')\n",
    "unit_cell = CFML_api.Cell(lengths, angles)\n",
    "#unit_cell.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7abc667",
   "metadata": {},
   "source": [
    "### Create list of atoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "990fd6f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "cif_str = '''\n",
    "loop_\n",
    " _atom_site_label\n",
    " _atom_site_type_symbol\n",
    " _atom_site_occupancy\n",
    " _atom_site_fract_x\n",
    " _atom_site_fract_y\n",
    " _atom_site_fract_z\n",
    " _atom_site_adp_type\n",
    " _atom_site_U_iso_or_equiv\n",
    "  Pb  Pb  1.0  0.1880  0.25    0.1668  Uiso  0.0169\n",
    "  S   S   1.0  0.0650  0.25    0.6850  Uiso  0.0025\n",
    "  O1  O   1.0  0.9080  0.25    0.5950  Uiso  0.0246\n",
    "  O2  O   1.0  0.1935  0.25    0.5432  Uiso  0.0180\n",
    "  O3  O   1.0  0.0814  0.0274  0.8085  Uiso  0.0165\n",
    "'''\n",
    "atom_list = CFML_api.AtomList(cif_str.split('\\n'))\n",
    "atom_list.set_mult_occ_cif(space_group)\n",
    "#atom_list.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e85b2978",
   "metadata": {},
   "source": [
    "### Create job definition object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9651c148",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SRTIO3\n",
      "Number of patterns: 1\n",
      "Type of pattern: XRAY_2THE       \n",
      "Number of phases: 1\n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Lambda range: (1.5405000448226929, 1.5405000448226929)\n",
      "Lambda ratio: 0.0\n",
      "Range 2theta: (0.0, 120.0)\n",
      "Range sin(theta)/lambda: (0.0, 0.5621716380119324)\n"
     ]
    }
   ],
   "source": [
    "cfl_str = '''\n",
    "Title SrTiO3\n",
    "'''\n",
    "job_info = CFML_api.JobInfo(cfl_str.split('\\n'))\n",
    "job_info.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d2a501f",
   "metadata": {},
   "source": [
    "### Modify job definition object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a54b8c2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SRTIO3\n",
      "Number of patterns: 1\n",
      "Type of pattern: XRAY_2THE       \n",
      "Number of phases: 1\n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Lambda range: (1.9121999740600586, 1.9121999740600586)\n",
      "Lambda ratio: 1.0\n",
      "Range 2theta: (10.0, 155.4499969482422)\n",
      "Range sin(theta)/lambda: (0.05657626688480377, 0.6342995166778564)\n"
     ]
    }
   ],
   "source": [
    "#job_info.pattern_type = \"NEUT_2THE\"\n",
    "set_default_parameters(job_info)\n",
    "job_info.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5fcf563",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Calculate X-ray powder diffraction pattern"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d389b01",
   "metadata": {},
   "source": [
    "### Plot calculated pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ff08fbf0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " XRAY_2THE       \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"d347128a-e984-4b9e-bdf4-6ca20ff90b5e\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"7977f100-169e-48f9-a22f-32f5ddf62af9\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1012\"}],\"center\":[{\"id\":\"1015\"},{\"id\":\"1019\"},{\"id\":\"1051\"}],\"height\":300,\"left\":[{\"id\":\"1016\"}],\"renderers\":[{\"id\":\"1038\"}],\"title\":{\"id\":\"1040\"},\"toolbar\":{\"id\":\"1027\"},\"width\":700,\"x_range\":{\"id\":\"1004\"},\"x_scale\":{\"id\":\"1008\"},\"y_range\":{\"id\":\"1006\"},\"y_scale\":{\"id\":\"1010\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1034\"},\"glyph\":{\"id\":\"1035\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1037\"},\"nonselection_glyph\":{\"id\":\"1036\"},\"view\":{\"id\":\"1039\"}},\"id\":\"1038\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1046\"},\"group\":null,\"major_label_policy\":{\"id\":\"1047\"},\"ticker\":{\"id\":\"1013\"}},\"id\":\"1012\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1004\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"1034\"}},\"id\":\"1039\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1043\"},\"group\":null,\"major_label_policy\":{\"id\":\"1044\"},\"ticker\":{\"id\":\"1017\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1037\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1012\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1049\"},\"selection_policy\":{\"id\":\"1048\"}},\"id\":\"1034\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1052\"}]},\"id\":\"1051\",\"type\":\"Legend\"},{\"attributes\":{\"axis\":{\"id\":\"1016\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1019\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{\"label\":{\"value\":\"Xrays / 500\"},\"renderers\":[{\"id\":\"1038\"}]},\"id\":\"1052\",\"type\":\"LegendItem\"},{\"attributes\":{\"tools\":[{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1040\",\"type\":\"Title\"},{\"attributes\":{\"overlay\":{\"id\":\"1026\"}},\"id\":\"1022\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1026\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1047\",\"type\":\"AllLabels\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"7977f100-169e-48f9-a22f-32f5ddf62af9\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"d347128a-e984-4b9e-bdf4-6ca20ff90b5e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data_xrays = diffraction_pattern_xy(space_group, unit_cell, atom_list, job_info)\n",
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_xrays/500, legend_label='Xrays / 500', color='olivedrab', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cea14b0c",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Calculate neutron powder diffraction pattern"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "710551d7",
   "metadata": {},
   "source": [
    "### Modify job definition object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ac1c680e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SRTIO3\n",
      "Number of patterns: 1\n",
      "Type of pattern: NEUT_2THE       \n",
      "Number of phases: 1\n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Lambda range: (1.9121999740600586, 1.9121999740600586)\n",
      "Lambda ratio: 1.0\n",
      "Range 2theta: (10.0, 155.4499969482422)\n",
      "Range sin(theta)/lambda: (0.05657626688480377, 0.6342995166778564)\n"
     ]
    }
   ],
   "source": [
    "job_info.pattern_type = \"NEUT_2THE\"\n",
    "job_info.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65e2e247",
   "metadata": {},
   "source": [
    "### Plot calculated pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1aebceef",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " NEUT_2THE       \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"07fdf39a-5860-444e-bb0e-882214db6c61\" data-root-id=\"1119\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"654d6c03-540a-4934-99aa-ec846b28c95a\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1128\"}],\"center\":[{\"id\":\"1131\"},{\"id\":\"1135\"},{\"id\":\"1167\"}],\"height\":300,\"left\":[{\"id\":\"1132\"}],\"renderers\":[{\"id\":\"1154\"}],\"title\":{\"id\":\"1156\"},\"toolbar\":{\"id\":\"1143\"},\"width\":700,\"x_range\":{\"id\":\"1120\"},\"x_scale\":{\"id\":\"1124\"},\"y_range\":{\"id\":\"1122\"},\"y_scale\":{\"id\":\"1126\"}},\"id\":\"1119\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1159\"},\"group\":null,\"major_label_policy\":{\"id\":\"1160\"},\"ticker\":{\"id\":\"1133\"}},\"id\":\"1132\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1141\",\"type\":\"HelpTool\"},{\"attributes\":{\"source\":{\"id\":\"1150\"}},\"id\":\"1155\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1128\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1131\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1159\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1151\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"1132\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1135\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1156\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1160\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1133\",\"type\":\"BasicTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"1136\"},{\"id\":\"1137\"},{\"id\":\"1138\"},{\"id\":\"1139\"},{\"id\":\"1140\"},{\"id\":\"1141\"}]},\"id\":\"1143\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1162\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1137\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1136\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1142\"}},\"id\":\"1138\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1163\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1139\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1152\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1140\",\"type\":\"ResetTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1168\"}]},\"id\":\"1167\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1126\",\"type\":\"LinearScale\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons\"},\"renderers\":[{\"id\":\"1154\"}]},\"id\":\"1168\",\"type\":\"LegendItem\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1142\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1129\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1150\"},\"glyph\":{\"id\":\"1151\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1153\"},\"nonselection_glyph\":{\"id\":\"1152\"},\"view\":{\"id\":\"1155\"}},\"id\":\"1154\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1164\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1165\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"0JBGOQcQSDmtlEk54B5LOb2uTDleRE45499POWmBUTkJKVM569ZUOSmLVjnlRVg5QQdaOV/PWzlhnl05cXRfOa9RYTlFNmM5USJlOQcWZzkALok6vyiKOmImizr+Qq86GoOwOt3GsTpbDrM6olm0Or6otTrG+7Y6xlK4OtCtuTr1DLs6QXC8OtDXvTqvQ78677PAOqcowjrmocM6xR/FOleixjqvKcg647XJOgdHyzo53cw6iHjOOg8Z0DrnvtE6JGrTOuUa1To+0dY6Uo3YOjNP2joBF9w61+TdOti43zoak+E6w3PjOupa5Tq5SOc6Tj3pOsk46zpNO+06/ETvOgJW8TqDbvM6oo71Oou29zpj5vk6WB78OpZe/jqlUwA7UHwBO2OpAjv42gM7KREFOw9MBjvDiwc7YtAIOwsaCjvYaAs76LwMO1kWDjtNdQ875tkQO0REEjuLtBM74CoVO1wgLTulyi47yN8xO0yYMzsSWDU7SB83OyLuODvKxDo7eqM8O2aKPjvAeUA7y3FCO7hyRDvKfEY7QZBIO1itSjtk1Ew7mgVPO1BBUTvSh1M7atlVO3s2WDtHn1o7OxRdO7CVXzsFJGI7sL9kOwppZzuSIGo7vOZsO/u7bzvjoHI755V1OxqvhjvvTIg75vOJO1mkizuXXo07/yKPO/nxkDvhy5I7K7GUO0Ciljuen5g7x6maOzfBnDuH5p47QBqhOwldozuVr6U7hRKoO6uGqjvCDK07qqWvO1NSsjulE7U7uuq3O5/YujuI3r07w/3AO7A9xjtRl8k7sA7NO4ml0DvCXdQ7STnYO1s63DtBY+A7mbbkOzY36TsO6O07iczyOz3o9zsuP/076GoBPHdYBDzpagc8N6UKPKUKDjznnhE8+WUVPFpkGTwknx08AxwiPGfhJjyA9is8bWMxPH0xNzxJaz08+xxEPGlUSzyKI1c8MaBfPBPbaDwp7nI8zPh9PEERhTwp0Is8+l6TPDD4mzxk+6U89wqyPNQ9wTxTbdU8zajxPKZoDT1ALCw9j4VaPVDsjz0sz8I9EMMFPuMIOD4oA3s+jVeoPhvH3D6u/Qw/z+QuP4pjUj+m1XQ/Aa2JP/5ilT+cH5w/5PacP4HKlz/9VI0/HdR9P/A3XD8s5Dg/0XcWPzre7T6zILc+iOKJPn1KTD7lKBY+tHndPSgRpj2SUoA9nX1OPTO4LT2PbBg93HgKPdweAT3IQvU8iOLrPAvc5Dy1dN88sz/bPNf71zwlgNU8CLHTPJt60jy5zdE8Sp7RPJDi0TyZktI83afTPBYd1TwR7tY8gRfZPPWW2zyrat48OZbhPMcP5Twn3Og8B/zsPH9w8TwtO/Y8RV77PDRuAD1jXAM9g3sGPaDNCT3Pow49yWUSPeRiFj1tnho9DxwfPejfIz2N7ig9DE0uPecAND01EDo91YFAPU9dRz0Pq049TnRWPUfDXj2Ko2c94iFxPcNMez0OGoM96PSIPSFBjz0fCpY961ydPRxIpT1L3K09liy3PctOwT0YXMw9V3HYPfCv5T03P/Q9syYCPhIJCz7l6BQ+QPIfPvlhLD4akjo+JxJLPjvSXj7Abnc+HdaLPrMZoj5NTsI+LGLyPheTHT+qf1Q/vhCTP087zj+dqBBApuZIQMkFiUCLkLZACbHsQN7qFEGfizVBqh5WQSD8c0HUGoZBUwiOQQ3VkEFIOo5BZqGGQU/0dUEPCVlBRTo5QbIYGUGFefVA/z+/QBgqkUBRb1dA4g0dQESB4j/mDKM/l/RsP5DuLz/77AY//TPXPgahsj6fqpk+IgmIPnEKdj7r52E+Oq1RPiAtRD7LtDg+V9cuPqBOJj4e6x4+RYoYPgISEz5ebg4+t48KPnJqBz4s9gQ+rFwDPoM+Aj7IywE+RwoCPicZAz5F5wQ+/K0HPsWxCz5TbRE+dLoZPisSJj556Tg+oS1WPs3ogT6yK6U+WI/aPheMFD+6Ukw/NjqMPwj5vT8f//s/Br8iQJ/vS0CoR3dASseQQHFpo0ATbLFAD+24QJXJuECbCbFAotmiQJgikEDEBHZADt9KQL8DIkCcYvs/Jla+P2qgjT8gSFE/EMsbP50s7j6IE78+LlCkPtPgmT7VEJ4+RZSxPgpy1z4SXwo/Xvk3PwQCeD9kt6Y/T+LcP0cJD0DaHDRArrlbQOCCgUCKNJNAwfagQNLxqEAs7alAn76jQPpbl0BffYZAmz1mQEw+PkBREhhAPuLrP6JHsj/COoQ/r6NCP4egED/TfN4+3K+2PgGXpD6gUaQ+UkazPv6tzz7U9fc+6A0VP86YMT/di08/eD9sP9ZPgj/3w4o/mTSOP8wJjD++loQ/oe1xP9FhVT+knTY/8UsYPwUe+T5NjMk+bEKjPr98hj4Bk2U+fvtOPvJpSD7uf1I+n/5vPh4ckz4PlL4+333/PvuzLT8Ds2s/e6WdP9cpzj+bDQNA+1shQC/nP0DD8VtAW2JyQNIfgED9soFAxVt7QBl3aUAzXFBA8C0zQJftFECtM/A/rBi9P7fYkj88JWU/TSo5PwmbIT8Lcx4/OVswP33YWD9n+ow/kMK6P1b+9T8h0h5ALnJHQNBtckA2LY5AnICgQK3xrUCdibRAODGzQIUeqkDxvppAKC6HQBhOY0CDTjhAJHAQQGl62z/5YKI/OYJrP/oBKT/1FvM+g+ixPreMhj50tVQ+kWwwPiIMGT4jgwk+d7T9PS507j1IJ+M9VJ3aPSow1D3bhM89CUfMPTSnyj3qeso9x8vLPQS3zj0TedM9u4TaPRWx5D3jhfM9LN4EPqn+FT637jA+m4pbPqIjjz5gXMI+nyEHP1RWPT9hvYM/GBG0P8Xj7z8b8hpAHGhBQIi1aECpqIZAHZCVQPIHn0AEjaFAY6+cQDBCkUBfA4FAvRFcQAuhNEBj9Q5AdMLaP/Zkoj9/KWs/eGgnP2Xu7D7UEKk+fS53Pvm7Oz5yVxU+nMr4PSWE1z27V8A9by6vPZLGoT0/z5Y9tIuNPWaOhT3yKH09ruRwPRoQZj3Te1w9RQFUPeKATD0a4UU9zzdAPXobOz3WqDY9g9MyPduRLz3I2yw9l6sqPT0jKT149Cc9p0QnPfcUJz2ZaCc980QoPTSyKT1yvCs9THYuPUf9MT2SlTc91XU9PT1LRT1nLFA9mfNfPYCodz0T/Y09SdapPWbu0z1+6wg+5tM0PiOAcD574p4+kVnOPhGuAj8/iyA/J48+P27VWT9cHW8//Vh7PwiZfD9J2HI/EAlgP2dURz8uQiw/kyoSPx/+9z4eIdg+9gDKPhtd0T7eRvI+56MYPzcIST/Gx4U/ZQqwP34y4j+D6wxAbI4pQOhwREBglVpAaR5pQH4NbkAY12hAyWRaQCi0REBrYipA4TMOQB5C5T8JBbM/gPyHP+Y7Sj+nqxQ/DI7bPgThpj6XDoc+o1xxPukzcz6c7Yg+m6imPiEK0z5b4QY/upMqP9LKUj/FkXw/UvORPz8Hoj/LHaw/inGuPxWFqD++Xps/ExOJP1YdaD+2Hj0/CL0UP6q+4j4zfag+IzV2PtD5Mj7xYwM+HPbFPeYVmz0SWn49hPJZPXOlQT3EsDA9k8IiPbX3GD3O7hA9xx0KPYg1BD1SDf48ruT0PE7F7DxPjuU8CyXfPMpz2Tx/aNQ8/vPPPM8JzDxNn8g8p6vFPKUnwzxmDcE8VVi/POwEvjy2EL08M3q8PPZAvDxqZbw8BOm8PELOvTyqGL88DM3APGvxwjxLisM8L6zGPD9uyjyNtc48VKbTPCBU2Tx61t88K0rnPHfT7zz+oPk8IXoCPd0XCT1D+hA9Wq0aPQQqJz3aKjg9KaxQPZiedT1GYJc9rsnDPenRAz65UzY++sh+PtMksT69JvI+BWAhPw5oUD8M4IE/Yb6bP7c1sz+mYMU/2J/PPxRM0D/3Pcc/nem1Py3nnj9SLoU/j9hWP5NoJz8WYf0+rOa7PpqQij60FVA+GZEkPg9KDj74iwk+l3ETPounKT6D7Uk+qIhxPhlQjj62i6M+u5y1Pl+twT4se8U+Ey/APiXBsj4Xf58+bCyJPgu2ZD6LIjo+VVAVPksl7z3LIcI9/T6iPcQ9jT0+pIA9bGR0PVM9cD0lVnI93y95PZEigj0GBIo9KF6UPaJkpD0Hmbw9y2TiPRofDz5qND4+YEiDPvDwuD7ThwI/GNc1P8Q5dz8QxKI/UobOP82f+z9zwBJADV4jQDv8LEBBzS1AWKwlQDA1FkCbBgJAktbXP5qirD9RHoY/SkVNP8GVHj+rbgA/EWTjPiDy4D6Fx/Q+z7YMP9pTJD/+sD0/aONUP0TkZT/EQW0/EDVpPw9iWj9ickM/Ce8nP9FDCz9TeOA+1JWxPpoSjD7VZ2E+Rpk+PhKMLj6IwC8+jx9CPmPqZD6qwYs+nSisPtcF0j7sm/o+0w4RP9n6IT85xy0/OPEyPxWIMT+puCs/2UglPzDuIj/fxCk/J9s+P/qYZj8t+ZE/ZLe7Pygl7z9MdhRAfd4xQNJITEBiwl9ArL9oQKJjZUAZaFZAir0+QMJMIkCM4ARAUi3TP0tHpT90jYI/yIdXP6CUQD98CD0/3V5IP35GXT/b9nU/q0CGP8mqjT99Jo8/HfyJP/wGfj9rN2A/qtE+P8KiHT8JB/8+L2bMPp7DpD6/1Ic+lnZoPqk8UD4jSEM+/3Q+PkNtPz5cqEQ+ck9NPmUhWT6rb2g+c0Z8PvBtiz67Kp4+ry26PlDO5T4ijhU/UmZMP6mekD/y2c8/sOcUQCWKUUBIQ49AwgG9QORv70BRIBFBYs4nQR9rOEFG9j9BJeQ8QVriL0G0fhtBuw4DQe+A00AeNqRAMUV3QBYeN0AD4ghAsJ7XPzrsvD8h7b4/8q7bP4boCECzzS9Ajt1gQN2JjEA+2qlA8SjFQD252kC/GOdAb0DoQNQu3kD9ospAIYGwQL4vk0AzvmtAwgI2QAQqCEBe1MY/vyCPP1X9TT+0thY/WyfkPsb6tD78Ipc+iVWEPsvUcD5FrWE+RmJYPmG0Uz5fnVM+PFVZPq+vZz7l4oE+nuCaPmHAxD6rogM/Wa01P+jCfD8q2K0/xSnpP9ULF0B64ztAa19fQAK3fEAPb4dAIAWJQLS9gkDF52tAaxJKQDEAJUDn6ABA8I3BP158jD8uA0c/3mwLP/65xD5In44+q0BYPrzxLD5VihE+8TD/PZ9W5j1s/tM9Ta3FPS4Ouj0kabA9SVaoPceWoT1MApw95n2XPS75kz3bbZE9sOKPPY9zjz1JYpA9EjeTPRj4mD2FfqM9D+a1PYAF1T2X3gM+0GgrPn79ZT78+Zs+lc7RPsnqCT/pdC8/vGVWPwlZej8K84o/ZvGRP1KfkD+ZXYc/SINwP3IzTD9tMic/Ju4FP+tP1z69HLU+zPinPkSGsT4vk9I+1msFPywZLD/05Vo/a9eGP6VHnz/8HrM/x52+P5Ujvz8LgLQ/HAihP7lbiD+RMFw/8EYqP52w/T4ilLc+/aeCPvYWOj6AWQc+3w3NPUa3oz1N1Yk9i5VyPahsXD1pDE09dQlBPS1zNz12jS89Xe8oPfFZIz2vox49ua4aPWh3Fz13xhQ9zqASPaP7ED22zg89HxQPPRvTDj3Y8g49IX4PPWetDz2VFhE9EvQSPZBMFT0JKRg9RpUbPTmgHz0LXSQ96eMpPfZSMD1zzzc9NIZAPWquSj38jVY9O4ZkPR0ydT0N04Q9evmRPZLnoz1Pir49kC3oPZuXFT7Tbks+a+CPPlMyzz7gkxQ/EKVQP/S7jT8r1bg/MBrmP+AfCEBaVhhA4XAgQBqCHkAQBxNA95oAQL1G1T8lcag/1Kl+P6yHOT/xmgM/C5y4PpW0gj67Sz8+bbkTPhaN8j182tI9FK6/PQfTsz2SX6w9T8inPX9EpT3J6KM9aZmkPcS8pj2uVqo9a32vPVVgtj2vZ7895CDLPWHj2j21I/E98zUJPsZTIz6/Uk0+4leIPpIBvT6u+gU/chE+P5h1hD+KBbM/yIboP/FBEEDJIipAWr89QJMnR0AgSURAtwo2QF+xH0BnZQVADgzWP5gnpz+5AoI/ACtRP9XTNj+UPDQ/kqNHP86tbj+tMZM/s3W1P3CH2z8TEgFAJOQSQFPqIUDUoS1A7es1QOllOkCTZjpA9N41QANzLkDscydAQ6ckQM0GKUCv/zVAYwFLQCJSZUDBJoBAyyiLQHkbkUC8VpBAuIiIQN1qdUAWwlFAEfMqQOhiBUC/Usg/M8uRP7vATz9Y9hI/LTTSPj7kmj6rwm4+EZJBPlVgJD6cxRA+6M4CPgiN8D175N89kk/SPV0Sxz3kvb09WQy2PZPOrz0R5ao9yDynPc7NpD0xnaM92cKjPYF4pT2UOKk91/uvPfiUuz2EUs89F9fwPQ/9Ez6J8j8+JlGBPrv4sD5Gq/A++MkfPzDDTD85NHs/NaGSP8EQoj94HKk/LCynP7Zlnj8SWZI/N0aGPyxbeD81D2k/rshcP5f1Tz/7bD8/pVcqP1owEj+zz/I+Lo/EPknynD7ygHs+cItOPqh4MT6duyE+hescPl6qIT5AUDA+znhLPu+PeD5/KqA+porXPlgOFT/3F1A/mDOQP2Cwwz+5ogBA5ZwiQAapREBQmGJA+nV3QE+8fkAb3XZAptdiQGTBSEAb/i5AXXoaQB7rDUCVmQlAF48LQFEdEED+zxJAGPMPQG8UBkA3fuw/7dPFPyyZnT80eXA/OhoxP/24/j4lwrU+ZUmDPuLlQz7GHxk+E6r7PZkH2D1YmL89FL6tPfrjnz2vpJQ99D+LPc1Kgz1ZCXk9PbRtPTMNZD0UKVw9MBlWPXAqUj3qB1E9yelTPd3ZXD2+dG497g+GPfjHnD2h9bw9vYPnPbgyDj4IJy0+N0tPPvmtcj57vIo+HV2bPpwNqz6Z+rg+HAfDPmYbxj5VrL8+JLevPv0HmT6u/34+pARNPqe1ID5k2fg9nznBPcP5mD2beXo9fqxVPcv5PT2GIi89JEMmPb+GIT0C2B89AqwgPeDwIz2wKCo9cLo0PYeHRj1AyGQ9Yd6LPbeltT0LHvc9KeMrPppcbj7CaKE+AGjSPsusAj9xaxk/ztUoP/rlLD8caCQ/2d4RPyaO8z7Q/sA+f4qSPgEQWD4EtR0+QzXqPZy7tj0MUpo9VtCPPctblD298Kc9uU3MPfnMAT60PSc+ixdVPv7Jgz4SGJw+LA2vPg4KuD7NaLQ+RVWlPhPfjj44bms+CUc7PqUkEj4zb+Q9zoy2PdkamT0JwYc91599PXKxdj37s3Y9YTx7PSyCgT1Mv4Y9ZEaNPdFClT3qqZ497tWpPVVDtz0zVMc98ivbPVy09D0gxQs+rRQlPgOHTD7T6YU+YQq5PtzZBD9kyUE/TVuMP5Qwxj94mgZA6DouQMpqVUAe7nVANnKEQBSGhEBv7nVAEa1UQObULEBBKwVAwL/EP+DzjT9GlE4/mvUeP9i5Bz85mAI/wGAJPyY0Fj/pfiM/czQsP52lLD96sSM/jzwTP0Pr/T41DdU+FnuxPsialj6+VoY+XhaCPg8RjD4ojqg+WpXePum/Gz9EYV4/kxGdPyTu1j+EhwxAgAMuQHlvSkCUe1tAwNFcQFUgT0DshDdAnwUcQK0mAUCRftI/MbOpPwNEhz/c7VQ/DbElP8DG/z54EMU+HSuZPjGWcz5W3Eg+liYtPssIHD76EBI+u+AMPqQNCz5c6gs+THEPPuceFj4hhyE+kuk0PuYXVj6IUYc+Di62PvsXAD8t2zY///SAP+4RsD9oeeU/3VQNQLT+IkDGSS5AxrArQOk0HEB0jwRA92zUPwvwoj9+bHQ/hwU6P85ZGD/7jA8/9g4gP3FMSz/hXok/SNy6P2tU9z8SQhxAABU6QF50TkDYRlNAZtBGQHIYLUDA2wxAdWDYP1Z3nj+ngmA/bxwdP5eJ3z6Ev6Y+ymqFPpGYZj4jLFY+rn5UPsL5YD4dLX4+c+uXPnuqvD6iaO0+OsITP311Mj/A9k0/7WZgPwFwZT8E2l0/bL5PP4IcQz8f/z4/qWhIP+AOYj+wT4Y/G6OjP64pyD9kJfM//noSQKZjL0ATu09AFENwQIJGhUCWJotAUNWGQIT1cUC/kUpAUP4fQGB98T9+mLE/lMiDPyXEUD/Nqzw/fRJJP7GsdD+TAZ8/HYnQP+AmBUCjGCJArkw5QPtrREAxBkBAwoAuQO5eFkCBsPw/zpfWP6trvz/dgLc/ijO7PxQZxD90Dss/O1zLPwtCxD+1+7Y/Z5ykP2pqjj+Tlm0/kCxBPyjIGz8RQv8+C17bPjcCzT5oK9Y+KeD6PhbUID98+1g//2mUP2E3yD/0zAJAerUjQG7BQkAPH1tA66tpQDX/bkCDb21AGO9lQBQIWECpDURAz5grQCRqEECL+ug/4mi0P0gPhz8DoUU/A3cPP2y00j7kwZ8+dhB+Pt3vVD69Fjs+4YEqPnCvHz5Slhg+XVQUPkqDEj74HxM+gnYWPlxSHT6WTyk+xX09Pg8cXz4yLos+E0q3PriT+j67pS0/0lVuP/zxnj92Bcs/VZ71P5vUC0AeZRVALSUVQFOaCkBrP/E/DWHIP8rooz98Doo/aVJ7P5WpfD9J1Yg/6KKXP3iYoz+B5KU/RJCbP98+hz8at1w/B4UrP6pCAT/Q2cE+2MGVPj0beD6072M+TyFsPvvliD4TuKw+LP7jPiurFz8KrUU/TpF3P9z0kj8pwqM/7jerP8nUqj9cXac/4O2kP4e9pD+U2qQ/KXGhP+wEmD+MJIo/J194P/qeZD/xll0/yvxiPyWZbz/JIno/WHV4P5q5ZT/BgkU/OIYfPxZF9T7zT7Y+qweGPpRpSD5iohw+IycCPucK5j0A6dU9qdjOPR3Hzj2LENY9DdbnPVXABD56kCE+5M1OPugViD7WOLM+4LLmPqaeDj+BOyc/TZs4P18dQT9fYkQ/VVRJP2a6VT/2O2s/9yaDP8shjz/lzpM/zXiNP847ez/j2lI/PZcsPwKEED/ZgwM/p0oHP3xkGj9jTzg/TZBZP7UDdD9WDH0/4LZvP2+cUD+hUSk/PEkCP7iswT4AjY4+Q3pWPlMQKj5TpRA+VrsDPrJZ/T27jP092PECPrZ/Cz64Txo+e3kzPiwXXj79i5I+5WTLPnuYED8V1Uw/x0qNP3atuj//GOk/cQwIQIDPE0DfzBVAOKENQDcJ+T9dQ8w/cxieP36Raj8dRio/3ZL5PqkwwT5wdKY+JsOlPhYnvj5XuPA+TA0fP7mXUT8KeYU/DMagP2Dbsz+Qerg/WyKuPzrjmj/mVIY/RX1rP0aSVj/Lckw/3LBHP8LkQj/FWDw/itM0P3tGLD+8GSE/wHsSP/fFAj9LRO0+LDHmPhEC+j4hhxg/gwtIP/8uhT/fgKw/XVjTP2Cn7z9S/fY/Df3lP8SYwz9YsJo/xttnP3LHKD+Mafg+WajDPoXcrT7BtK8+lmfBPi2r2j4ID/I+bX/9PgPN9j5aquA+V/3DPvD0qT6G8pk+bZWZPm6trT4BYdk+8KMOP7yyOj/9lGs/mQKMP3rTmT+NsZo/0vOPP8Btfz/U/l8/C5tIP9nTOj8HLDQ/aDMxP45bMj8YeD0/51taPzxwhz+i4q0/MAjdP2Y+BkAhfxdADU8bQJuKD0DayPE/FNW8PzsBiz++eUQ/LPEIPxdgwz5c2pQ+ukJ6PjlNaj4nlHA+xoCDPvT4kz4wEKY+Xs+0PppFuz5Zl7g+wz+yPstCsT4gh78+FM/mPrOuFz/1hE4/DeCKP0qbsj+0pNY/iAPsP5i96T8FytA/awGrP8jhgj8MrT4/QU0HP24kwT7nCJA+H5dnPtc+Sz69ykE+l85GPn6aWT5+jHs+Li+XPpxouT75MeQ+d2wLP8jgKD+vKE0/WhZ/PyY6oz/u69I/gHoFQFytIEC09TJAtVE0QFF+I0AsMwdAdMbPPwYRlz8WrFQ/GicWP6dj3z5pubc+RlGqPpBArj4wC70+8a3RPuOn5j7o0fQ+zPr0Pr3V4z6ZUcU+pbOhPuMKgD6DnEg+0KcfPh5cBD7P/uc9qYjXPaN10z0P49o9PeHwPfAsDj59zTM+YeNuPhV0oT5O6NY+KFgJP4TbJD9T2TU/dVU1P9vZIz/U3wg/ps3YPiqCpz6ZCoM+SOtZPgNlSj79L1g+xLeDPu6krz65ffM+VcYnPyK/Xj9LT4s/WcagP6e7pz/255w/fS6FP2VpUT9FjRs/xSDfPqognz7+nmo+MpI5PvspIT6ntBk+/vcdPjKSKj44Jzw+mllOPv5vWz4baF4+QldXPv6BSz5Y0kA+3Bs8PkRHQT7jJFU+a3l+PpCYoz4Hxt0+ZbEZP9AsUz9fb4w/6cWxP3RA0z+++Ok/Dw/1P9rY/D/41wVALCQTQHp4JEAhjDNAXGY3QNuqKkAGwxBA4GHjPxAsqD/Xcm4/hgImP6mC6j5eLq4+8AOMPt4pdz5hhXA+jY2APguRlD7rGLQ+f8zcPkhKBD+cMxY/dxkdP1gqFT/ejwE/OkzSPhocoz6fmHc+lg09PkZPFT7ylPg9jLnaPSpSyT3KaL89zOe5Pf1Btz25ubY9Nvu3PUznuj12fL890s3FPTgBzj25Utg9UhjlPYDT9D3fJgQ+u28QPvl+ID7HhDY+xHZWPjsugz6KRqc+imbcPuyVEz+/cEU/pR6CP4hJpz/KjdA/ORn9P+S1F0BfDTVA+o9UQMM6b0CbqHpA8LtvQFp0UUA/bipASOIEQGcZzj8pjKY/jtWRP1Zxij/yTYg/tD2DP7pIbj+1lEs/BOImPy01Bz8T1OE+TG3MPg91zz6Vdek+kgYLPyV0Jj+cLUA/4s5OP8bKSj/AMTU/LlUWP2QS7T4w6LU+gquLPjBaXT46Azo+x1AoPgCjJD4v6C0+ZZFFPptnbj5xRJU+xmi8Pt0c6T6U5Ak/7TsYP/0MGj8wNg8/TG76PryP1D6oSrU+lFOhPgBUmz6K76U+Z+7FPkXeAT9cnzU/QDSCP2LYuD/oLv0/wxskQKDhRUDGxVlABJtXQBY4QEBexhxAql3uP1u1qz9Cq24/T+MjPwj/5D5FPqc+YY6BPp5rVD7J/TU+gdAgPssyET5uPQU+IsP3PWfm6D3oDd09aN3TPWlczT3rusk9tePJPTE0zz36jNw9QfT2PYwHEz660Dk+iZN0PjXzoj4bptU+75YGP0d9Hz/z0C0/x2ErPxtMGT+flv0+MTnGPiWMlT7oEV8+pzkpPqopBj7mwOE9wjLJPf73uz0Fe7U9ukqzPb83tD2MyLc96+i9PS7Hxj3r09I9TefiPfqY+D3RgQs+YQQiPtotRT6FrX0+/fKrPqtM8T6esSo/nkNtP4G7nj+ZH8k/Kk3tP/S+/z/3pPg/I2/bP+FYsz/2vIo/d/xPP2IuHD8w8vY+VdfZPnHS3T5VCAA/KMgePxqGSD98/3c/jRCSPyw8oD9R+KA/nWeTP97XeD9sF0U/6RMVP7Jk2z5coqA+zkxwPnvzOz7Gmhs+DRsIPlcD+T3zyes9aL/lPRlZ5j0QA+89GqgBPvitFD5NwjQ+s4lmPpjLlj4NI8U+ApT7PlihGT/vEzA/WsA5P5u5Mj9vYh4/eUEEP8bE1T547Kw+jYeSPviWiD56ao8+Cg2mPiUSyj4j6/Y+jGQSP2bzIz8ZoCk/irEgPwzDDD/ajOg+Pdm4PgJhkD6aD2M+el44Pl6uHT4BFg8+shYJPrVqCT6rHA8+ETcbPq88MD5G8FI+NxaFPkUKrz7S9eo+BDgdP6B8TT+X+YA/jheZP2vsqD+Z+6o/yASfP953ij8cK2g/RwZCP7rkKD/AFiA/vmcoP558QD8C8WQ/7BOIP5T7nD9CmKw/uXq0P/Jdtj+Bc7Y/j2e4P0l7vT/XlMM/roHFP8vGvT8KQas/dgKSP8Ybbz+cJUA/HS8cP2nWBT+wC/w+AnkEPzLyFz9bEjY/LdZaPyvcfz+JEI4/RS+TPzJ9jT/oEH8/ux5cPw5IOj/ATR4/X4oJPzNU9T7oVN0+73DFPmrPqz5U4pE+l51zPqkcSj5Ukyg+NwcPPqYQ+T07V989zebNPVAxwj3iUro93RG1PeCqsT3hr689WOSuPV4orz2ibLA9kqyyPf3rtT2aNro9Pp+/PUtBxj0qQM49U8jXPXwS4z0yQPA9U/f/PcpKCT4NdBQ+ZysiPnWwMz7xN0s+oFdsPnSdjj6aNbM+upzpPhwiHD+Lg1I/ssqMP7NCuD8SUek/+X8NQOirIkAqpi9AYfwxQPMDK0CZFB5AhwMOQDed+T+ws9g/TK+8P5Q0pz+C2Zc/vgqNP347hT+NgH4/ENhzPwF3aD+z6Vs/CvNOP4XWQT+4nTM/ATIjPzTfED9ZkPw+42HaPqR5vT7n4aY+IsaWPszMjD4OcIg+c1GJPnuSjz42IZw+E/WwPocc0T5URwA//MQhP8/HTj81CIQ/3U+mP5mLzD8KevM/Uh0LQNjRF0AJyB5AbZ8hQISdI0AuoydAwQQvQK5BOUDeZ0RAMz5OQBZbVUD/9lhAX9lXQLchUEBqikBAhRwqQE79D0AeRus/ZhO7P24akj/xpGI/OuYwP5nxDD/LH+g+2fvGPqnYsT5RQqU+shafPotUnj4b46I+f0+tPvSQvj5hwdc+hNn5PnzNEj/3ji0/p+lMP0kNcD/q74o/AQGfP//WtD/mmc0/d8fpP1YfBED6ARNACFMfQFq2JkAVOidAQgcgQDYAEkC0Pf8/bYvXP7SfsT99hpA/l5ZrP/f2Qz834ik/rZscP5uWGz/A+yY/8tk/P9MVaD828ZA/H3K3P+WX5z8W9A9AOYYuQA2UTEBN3mVApW91QNRYd0DN+WpAbmdTQLyENUCH3BVAUpfvP1Cpuj/F4I4/7BtZPyyuJT/JpAA/Cl/NPveKqT4d0ZA+uvB+Pnb6ZT6Je1M+loZFPj4MOz4UkDM+pgYvPk27LT6ITzA+a7E3PmgORT6dpVk+VJ12Pv5Sjj78zaU+2hvBPpDD3j7sbfw+BWQLP9sGFT/TwBk/5pYZPxwhFj//tBE/33MOP6K2DT+W8g8/FbIUP1uXGj8Sex8/jOMgP5T0HD+bWhM/BVcFPzDM6T6fxcc+D3SnPn+gij5+hGQ+cDo9PijXHj6JOQg+UMrvPTDH2D3u08g9sty9PTpftj0bTLE9fPOtPYnmqz3F4ao9Ab+qPcpqqz1u3qw9RhuvPRQpsj2zE7Y9ze26PXzQwD0e4Mc9Wx7QPZlC2j2vkuY918b1PWV6BD5h3xA+4DUhPqIXNz6KmFQ+Mkt8Ps+fmD6sVbs+iOvnPrzfDz9V1DE//dxZP7ilgz8pVpw/pcO1P9NJzj+BO+Q//h/2P+J1AUDp3gRAet4EQCogAUClXvM/HlXeP4NZxT8p4ao/QvyQPwdgcj9txkg/eh4mP1usCj+Uduw+ONLQPsGGwT4EAb4+8yXGPj9q2j7yqvs+24EVP+usND/+dVs/172EP72+nj8Mrbo/qtzWP/L98D+KHgNAFsgJQF9XC0DEegdAH779P72y5T+g4Mk/fuusP9XgkD9wWm4/Tk1BP+NtGz/vbfk+CkjJPgOwpD72lYk+ie5rPmUNUD4akTw+RU0vPtTMJj6kMyI+WP8gPi/fIj5xiCc+6ZwuPsuQNz6jokE+YspLPnC8VD7ZAls+8EVdPnOzWj4sUlM+o/dHPgrtOT76gio+S9kaPnbFCz6Iqvs9ZLPiPe3izD2EO7o9DpWqPSaunT0iOJM9PrSKPWgUhD010309L+h1PR8EcD1T3Gs9xj9pPf8TaD1FVmg9dR5qPQS7bT1iXHM9D6R7PTiogz22qos9/m+WPVeipD1q37Y9uQrOPVeb6j2TggY+4KoaPlGcMT7m60o+jOFlPgi8gD6lJY4+wEqaPm9KpD67PKs+TJauPiBWrj5FCqs+AKylPsNSnz6t+pg+uGiTPscdjz5UVYw+EQeLPgTqij7Je4s+hA6MPsDkiz6OW4o+oBCHPrARgj5DXnc+vu1oPlEGWj4Yzks+sUw/PqBgNT6nvi4+efArPjBSLT4sETM+hyU9PrhcSz6lQ10+ATdyPuqqhD44wpA+C7WcPmS6pz7t+7A+zKu3Phgzuz4KXbs+NW24PuEPsz7+M6w+VeGkPv8dnj7L45g+wSKWPm6ulj4ZXps+hfWkPgshtD7rdsk+/GHlPj0MBD+txRg/9KgwP/dUSz9lKWg/BCSDP+pGkj87x6A/kdGtP116uD9J3b8/cUXDP85Zwj8qNr0/1GK0P9OvqD8RB5s/bEqMP1V3ej+u+Fw/EhFBP+t0Jz8wmhA/Fnj5PlHY1z7/Krw+ExGmPsQLlT6tiYg+Vvt/PtrIdT4lm3E+TL9yPqu0eD4TloE+QwOJPvuokj7vop4+QBatPuxhvj4RzdI+MbvqPphMAz8pchM/7AsmP/lkOz/jv1M/dVxvPyA3hz+WgJg/dnmrP2Lwvz9akdU/9+TrP2wjAUBD9gtAo/QVQCydHkC0dCVAIBMqQCw7LEAH5itAOUQpQNCwJECOoB5A1JAXQK74D0BxQQhAcb4AQKRb8z8LauY//cPaP79a0D/c+MY/u1G+P9wMtj+h1q0/dnKlP8rBnD+3yZM/X6qKP/2VgT9Zj3E/yfJgP9vHUT95ckQ/i0c5P9uKMD+qaio/BwInP55UJj8YTyg/aMYsPyh6Mz9HEzw/biZGP7A1UT/UsFw/yfdnPx5zcj+ye3s/Xz+BP2WCgz+pX4Q/sMeDPzjFgT+/9nw/jEJ0P3/zaT//ll4/e8RSP4L4Rj/ioTs/bBUxP6KWJz9aTR8//ksYP9mLEj+l+g0/anIKP6m4Bz90igU/Jp4DPwqpAT/mzv4+5Ub5Pld18j4SQuo+tbvgPlgS1j6hico+TW6+PjMPsj4wtKU+O6GZPjcRjj6pNoM+n3hyPkCFYD4BylA+C29DPlOSOD6zRzA+fJ0qPuafJz7vWCc+1NIpPk4YLz6LNjc+FTpCPnUxUD7cLmE+kBh1PiT9hT4h4JI+PCShPi+vsD5LV8E+BfXSPiNJ5T7IA/g+LGgFP5GkDj+AgBc/3L0fP4YbJz8xVi0/8C8yPxlvNT8a7jY/c5U2P0hhND/MdDA/YPYqP5kgJD/dNRw/3XoTPw01Cj8NnwA/RN3tPqCs2j4h/sc+hha2PgIqpT4PXpU+L9KGPqYhcz43RVs+EwRGPhpKMz6Y9SI+JdwUPp3OCD5DL/09vwnsPfLF3T26AtI9q2bIPXiewD1TYro923K1PcuZsT2zqa49YnysPWnzqj1j9qk9X3KpPZAxqT0+Pak9C9+pPTrXqj0eJaw9cMqtPcPLrz3tL7I9dAC1PahJuD24Jbw98pPAPTPQxT2wt8s9TojSPSlk2j3yc+M9dePtPf7j+T0S1wM+MrsLPi3AFD6LDB8+0LcqPhvqNz6AxUY+cG9XPu0Haj6HrX4+jb+KPqBElz4d8qQ+3cuzPs7Swz5OA9U+hVPnPqy4+j4Rjwc/RjcSP95BHT8Lwyg/\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1165\"},\"selection_policy\":{\"id\":\"1164\"}},\"id\":\"1150\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1153\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1162\"},\"group\":null,\"major_label_policy\":{\"id\":\"1163\"},\"ticker\":{\"id\":\"1129\"}},\"id\":\"1128\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1119\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"654d6c03-540a-4934-99aa-ec846b28c95a\",\"root_ids\":[\"1119\"],\"roots\":{\"1119\":\"07fdf39a-5860-444e-bb0e-882214db6c61\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1119"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data_neutrons = diffraction_pattern_xy(space_group, unit_cell, atom_list, job_info)\n",
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_neutrons, legend_label='Neutrons', color='orangered', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95daab9b",
   "metadata": {},
   "source": [
    "## Compare X-ray and neutron diffraction patterns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "025aca32",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"437ee19b-16b8-4f48-86db-5a70dcdd0ad7\" data-root-id=\"1246\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"ea1970c1-f4c5-4810-a980-dcc6063ca634\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1255\"}],\"center\":[{\"id\":\"1258\"},{\"id\":\"1262\"},{\"id\":\"1294\"}],\"height\":300,\"left\":[{\"id\":\"1259\"}],\"renderers\":[{\"id\":\"1281\"},{\"id\":\"1300\"}],\"title\":{\"id\":\"1283\"},\"toolbar\":{\"id\":\"1270\"},\"width\":700,\"x_range\":{\"id\":\"1247\"},\"x_scale\":{\"id\":\"1251\"},\"y_range\":{\"id\":\"1249\"},\"y_scale\":{\"id\":\"1253\"}},\"id\":\"1246\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1269\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1296\"},\"glyph\":{\"id\":\"1297\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1299\"},\"nonselection_glyph\":{\"id\":\"1298\"},\"view\":{\"id\":\"1301\"}},\"id\":\"1300\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1292\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1299\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1297\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"1269\"}},\"id\":\"1265\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"1296\"}},\"id\":\"1301\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1298\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1292\"},\"selection_policy\":{\"id\":\"1291\"}},\"id\":\"1277\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons\"},\"renderers\":[{\"id\":\"1300\"}]},\"id\":\"1315\",\"type\":\"LegendItem\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1277\"},\"glyph\":{\"id\":\"1278\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1280\"},\"nonselection_glyph\":{\"id\":\"1279\"},\"view\":{\"id\":\"1282\"}},\"id\":\"1281\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1263\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1312\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1313\"},\"selection_policy\":{\"id\":\"1312\"}},\"id\":\"1296\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1295\"},{\"id\":\"1315\"}]},\"id\":\"1294\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1247\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1278\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1313\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1289\"},\"group\":null,\"major_label_policy\":{\"id\":\"1290\"},\"ticker\":{\"id\":\"1256\"}},\"id\":\"1255\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1268\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1286\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1251\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1286\"},\"group\":null,\"major_label_policy\":{\"id\":\"1287\"},\"ticker\":{\"id\":\"1260\"}},\"id\":\"1259\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1249\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1279\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1287\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1253\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1264\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1256\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1289\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1255\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1258\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1290\",\"type\":\"AllLabels\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1280\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1291\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1259\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1262\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1260\",\"type\":\"BasicTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"1263\"},{\"id\":\"1264\"},{\"id\":\"1265\"},{\"id\":\"1266\"},{\"id\":\"1267\"},{\"id\":\"1268\"}]},\"id\":\"1270\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1277\"}},\"id\":\"1282\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1266\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1267\",\"type\":\"ResetTool\"},{\"attributes\":{\"label\":{\"value\":\"Xrays / 500\"},\"renderers\":[{\"id\":\"1281\"}]},\"id\":\"1295\",\"type\":\"LegendItem\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1283\",\"type\":\"Title\"}],\"root_ids\":[\"1246\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"ea1970c1-f4c5-4810-a980-dcc6063ca634\",\"root_ids\":[\"1246\"],\"roots\":{\"1246\":\"437ee19b-16b8-4f48-86db-5a70dcdd0ad7\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1246"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_xrays/500, legend_label='Xrays / 500', color='olivedrab', line_width=2)\n",
    "fig.line(x_data, y_data_neutrons, legend_label='Neutrons', color='orangered', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c47342c1",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Calculate X-ray powder diffraction pattern (2nd iteration)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78be240a",
   "metadata": {},
   "source": [
    "### Modify job definition object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "41221e20",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SRTIO3\n",
      "Number of patterns: 1\n",
      "Type of pattern: XRAY_2THE       \n",
      "Number of phases: 1\n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Lambda range: (1.9121999740600586, 1.9121999740600586)\n",
      "Lambda ratio: 1.0\n",
      "Range 2theta: (10.0, 155.4499969482422)\n",
      "Range sin(theta)/lambda: (0.05657626688480377, 0.6342995166778564)\n"
     ]
    }
   ],
   "source": [
    "job_info.pattern_type = \"XRAY_2THE\"\n",
    "job_info.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da00d310",
   "metadata": {},
   "source": [
    "### Plot calculated pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "71581e23",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " XRAY_2THE       \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"4840eac4-1269-4132-b98b-c0656e814492\" data-root-id=\"1416\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"c3a8ce7c-a8eb-4af9-b4a3-2a83eac76829\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1425\"}],\"center\":[{\"id\":\"1428\"},{\"id\":\"1432\"},{\"id\":\"1464\"}],\"height\":300,\"left\":[{\"id\":\"1429\"}],\"renderers\":[{\"id\":\"1451\"}],\"title\":{\"id\":\"1453\"},\"toolbar\":{\"id\":\"1440\"},\"width\":700,\"x_range\":{\"id\":\"1417\"},\"x_scale\":{\"id\":\"1421\"},\"y_range\":{\"id\":\"1419\"},\"y_scale\":{\"id\":\"1423\"}},\"id\":\"1416\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1461\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1462\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1456\"},\"group\":null,\"major_label_policy\":{\"id\":\"1457\"},\"ticker\":{\"id\":\"1430\"}},\"id\":\"1429\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1447\"},\"glyph\":{\"id\":\"1448\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1450\"},\"nonselection_glyph\":{\"id\":\"1449\"},\"view\":{\"id\":\"1452\"}},\"id\":\"1451\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1439\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1449\",\"type\":\"Line\"},{\"attributes\":{\"tools\":[{\"id\":\"1433\"},{\"id\":\"1434\"},{\"id\":\"1435\"},{\"id\":\"1436\"},{\"id\":\"1437\"},{\"id\":\"1438\"}]},\"id\":\"1440\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"1429\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1432\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1448\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1459\"},\"group\":null,\"major_label_policy\":{\"id\":\"1460\"},\"ticker\":{\"id\":\"1426\"}},\"id\":\"1425\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1462\"},\"selection_policy\":{\"id\":\"1461\"}},\"id\":\"1447\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1453\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1417\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1465\"}]},\"id\":\"1464\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1421\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1430\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1456\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1419\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1423\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1457\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1426\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1447\"}},\"id\":\"1452\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1425\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1428\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1438\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1459\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1460\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1434\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"Xrays II / 500\"},\"renderers\":[{\"id\":\"1451\"}]},\"id\":\"1465\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1450\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1433\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1439\"}},\"id\":\"1435\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1436\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1437\",\"type\":\"ResetTool\"}],\"root_ids\":[\"1416\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"c3a8ce7c-a8eb-4af9-b4a3-2a83eac76829\",\"root_ids\":[\"1416\"],\"roots\":{\"1416\":\"4840eac4-1269-4132-b98b-c0656e814492\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1416"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data_xrays2 = diffraction_pattern_xy(space_group, unit_cell, atom_list, job_info)\n",
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_xrays2/500, legend_label='Xrays II / 500', color='darkgreen', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8126fd4",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Calculate neutron powder diffraction pattern (2nd iteration)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cbf36f2",
   "metadata": {},
   "source": [
    "### Modify job definition object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e4546da7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SRTIO3\n",
      "Number of patterns: 1\n",
      "Type of pattern: NEUT_2THE       \n",
      "Number of phases: 1\n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Name of phases: SRTIO3                                                                                                                          \n",
      "Lambda range: (1.9121999740600586, 1.9121999740600586)\n",
      "Lambda ratio: 1.0\n",
      "Range 2theta: (10.0, 155.4499969482422)\n",
      "Range sin(theta)/lambda: (0.05657626688480377, 0.6342995166778564)\n"
     ]
    }
   ],
   "source": [
    "job_info.pattern_type = \"NEUT_2THE\"\n",
    "job_info.print_description()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dde18cb1",
   "metadata": {},
   "source": [
    "### Plot calculated pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "004136e4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " NEUT_2THE       \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"eca69e5a-bac0-4be7-bd08-ab01dbb52c7a\" data-root-id=\"1567\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"c5ac0b22-9bc2-484c-b3ba-16fb4bb0ea1d\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1576\"}],\"center\":[{\"id\":\"1579\"},{\"id\":\"1583\"},{\"id\":\"1615\"}],\"height\":300,\"left\":[{\"id\":\"1580\"}],\"renderers\":[{\"id\":\"1602\"}],\"title\":{\"id\":\"1604\"},\"toolbar\":{\"id\":\"1591\"},\"width\":700,\"x_range\":{\"id\":\"1568\"},\"x_scale\":{\"id\":\"1572\"},\"y_range\":{\"id\":\"1570\"},\"y_scale\":{\"id\":\"1574\"}},\"id\":\"1567\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1607\"},\"group\":null,\"major_label_policy\":{\"id\":\"1608\"},\"ticker\":{\"id\":\"1581\"}},\"id\":\"1580\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAgQc3MIEGamSFBZmYiQTMzI0EAACRBzcwkQZqZJUFmZiZBMzMnQQAAKEHNzChBmpkpQWZmKkEzMytBAAAsQc3MLEGamS1BZmYuQTMzL0EAADBBzcwwQZqZMUFmZjJBMzMzQQAANEHNzDRBmpk1QWZmNkEzMzdBAAA4Qc3MOEGamTlBZmY6QTMzO0EAADxBzcw8QZqZPUFmZj5BMzM/QQAAQEHNzEBBmplBQWZmQkEzM0NBAABEQc3MREGamUVBZmZGQTMzR0EAAEhBzcxIQZqZSUFmZkpBMzNLQQAATEHNzExBmplNQWZmTkEzM09BAABQQc3MUEGamVFBZmZSQTMzU0EAAFRBzcxUQZqZVUFmZlZBMzNXQQAAWEHNzFhBmplZQWZmWkEzM1tBAABcQc3MXEGamV1BZmZeQTMzX0EAAGBBzcxgQZqZYUFmZmJBNDNjQQAAZEHNzGRBmpllQWZmZkE0M2dBAABoQc3MaEGamWlBZmZqQTQza0EAAGxBzcxsQZqZbUFmZm5BNDNvQQAAcEHNzHBBmplxQWZmckE0M3NBAAB0Qc3MdEGamXVBZmZ2QTQzd0EAAHhBzcx4QZqZeUFmZnpBNDN7QQAAfEHNzHxBmpl9QWZmfkE0M39BAACAQWZmgEHNzIBBMzOBQZqZgUEAAIJBZmaCQc3MgkEzM4NBmpmDQQAAhEFmZoRBzcyEQTMzhUGamYVBAACGQWZmhkHNzIZBMzOHQZqZh0EAAIhBZmaIQc3MiEEzM4lBmpmJQQAAikFmZopBzcyKQTMzi0GamYtBAACMQWZmjEHNzIxBMzONQZqZjUEAAI5BZmaOQc3MjkEzM49BmpmPQQAAkEFmZpBBzcyQQTQzkUGamZFBAACSQWZmkkHNzJJBNDOTQZqZk0EAAJRBZmaUQc3MlEE0M5VBmpmVQQAAlkFmZpZBzcyWQTQzl0GamZdBAACYQWZmmEHNzJhBNDOZQZqZmUEAAJpBZmaaQc3MmkE0M5tBmpmbQQAAnEFmZpxBzcycQTQznUGamZ1BAACeQWZmnkHNzJ5BNDOfQZqZn0EAAKBBZmagQc3MoEE0M6FBmpmhQQAAokFmZqJBzcyiQTQzo0GamaNBAACkQWZmpEHNzKRBNDOlQZqZpUEAAKZBZmamQc3MpkE0M6dBmpmnQQAAqEFmZqhBzcyoQTQzqUGamalBAACqQWZmqkHNzKpBNDOrQZqZq0EAAKxBZmasQc3MrEE0M61BmpmtQQAArkFmZq5BzcyuQTQzr0Gama9BAACwQWZmsEHNzLBBNDOxQZqZsUEAALJBZmayQc3MskE0M7NBmpmzQQAAtEFmZrRBzcy0QTQztUGambVBAAC2QWZmtkHNzLZBNDO3QZqZt0EAALhBZma4Qc3MuEE0M7lBmpm5QQAAukFmZrpBzcy6QTQzu0GambtBAAC8QWZmvEHNzLxBNDO9QZqZvUEAAL5BZma+Qc3MvkE0M79Bmpm/QQAAwEFmZsBBzczAQTQzwUGamcFBAADCQWZmwkHNzMJBNDPDQZqZw0EAAMRBZmbEQc3MxEE0M8VBmpnFQQAAxkFmZsZBzczGQTQzx0GamcdBAADIQWZmyEHNzMhBNDPJQZqZyUEAAMpBZmbKQc3MykE0M8tBmpnLQQAAzEFmZsxBzczMQTQzzUGamc1BAADOQWZmzkHNzM5BNDPPQZqZz0EAANBBZ2bQQc3M0EEzM9FBmpnRQQAA0kFnZtJBzczSQTMz00GamdNBAADUQWdm1EHNzNRBMzPVQZqZ1UEAANZBZ2bWQc3M1kEzM9dBmpnXQQAA2EFnZthBzczYQTMz2UGamdlBAADaQWdm2kHNzNpBMzPbQZqZ20EAANxBZ2bcQc3M3EEzM91BmpndQQAA3kFnZt5BzczeQTMz30Gamd9BAADgQWdm4EHNzOBBMzPhQZqZ4UEAAOJBZ2biQc3M4kEzM+NBmpnjQQAA5EFnZuRBzczkQTMz5UGameVBAADmQWdm5kHNzOZBMzPnQZqZ50EAAOhBZ2boQc3M6EEzM+lBmpnpQQAA6kFnZupBzczqQTMz60GametBAADsQWdm7EHNzOxBMzPtQZqZ7UEAAO5BZ2buQc3M7kEzM+9BmpnvQQAA8EFnZvBBzczwQTMz8UGamfFBAADyQWdm8kHNzPJBMzPzQZqZ80EAAPRBZ2b0Qc3M9EEzM/VBmpn1QQAA9kFnZvZBzcz2QTMz90GamfdBAAD4QWdm+EHNzPhBMzP5QZqZ+UEAAPpBZ2b6Qc3M+kEzM/tBmpn7QQAA/EFnZvxBzcz8QTMz/UGamf1BAAD+QWdm/kHNzP5BMzP/QZqZ/0EAAABCNDMAQmZmAEKamQBCzcwAQgAAAUI0MwFCZmYBQpqZAULNzAFCAAACQjQzAkJmZgJCmpkCQs3MAkIAAANCNDMDQmZmA0KamQNCzcwDQgAABEI0MwRCZmYEQpqZBELNzARCAAAFQjQzBUJmZgVCmpkFQs3MBUIAAAZCNDMGQmZmBkKamQZCzcwGQgAAB0I0MwdCZmYHQpqZB0LNzAdCAAAIQjQzCEJmZghCmpkIQs3MCEIAAAlCNDMJQmZmCUKamQlCzcwJQgAACkI0MwpCZmYKQpqZCkLNzApCAAALQjQzC0JmZgtCmpkLQs3MC0IAAAxCNDMMQmZmDEKamQxCzcwMQgAADUI0Mw1CZmYNQpqZDULNzA1CAAAOQjQzDkJmZg5CmpkOQs3MDkIAAA9CNDMPQmZmD0KamQ9CzcwPQgAAEEI0MxBCZmYQQpqZEELNzBBCAAARQjQzEUJmZhFCmpkRQs3MEUIAABJCNDMSQmZmEkKamRJCzcwSQgAAE0I0MxNCZmYTQpqZE0LNzBNCAAAUQjQzFEJmZhRCmpkUQs3MFEIAABVCNDMVQmZmFUKamRVCzcwVQgAAFkI0MxZCZmYWQpqZFkLNzBZCAAAXQjQzF0JmZhdCmpkXQs3MF0IAABhCNDMYQmZmGEKamRhCzcwYQgAAGUI0MxlCZmYZQpqZGULNzBlCAAAaQjQzGkJmZhpCmpkaQs3MGkIAABtCNDMbQmZmG0KamRtCzcwbQgAAHEI0MxxCZmYcQpqZHELNzBxCAAAdQjQzHUJmZh1CmpkdQs3MHUIAAB5CNDMeQmZmHkKamR5CzcweQgAAH0I0Mx9CZmYfQpqZH0LNzB9CAAAgQjQzIEJmZiBCmpkgQs3MIEIAACFCNDMhQmZmIUKamSFCzcwhQgAAIkI0MyJCZmYiQpqZIkLNzCJCAAAjQjQzI0JmZiNCmpkjQs3MI0IAACRCNDMkQmZmJEKamSRCzcwkQgAAJUI0MyVCZmYlQpqZJULNzCVCAAAmQjQzJkJmZiZCmpkmQs3MJkIAACdCNDMnQmZmJ0KamSdCzcwnQgAAKEIzMyhCZ2YoQpqZKELNzChCAAApQjMzKUJnZilCmpkpQs3MKUIAACpCMzMqQmdmKkKamSpCzcwqQgAAK0IzMytCZ2YrQpqZK0LNzCtCAAAsQjMzLEJnZixCmpksQs3MLEIAAC1CMzMtQmdmLUKamS1CzcwtQgAALkIzMy5CZ2YuQpqZLkLNzC5CAAAvQjMzL0JnZi9CmpkvQs3ML0IAADBCMzMwQmdmMEKamTBCzcwwQgAAMUIzMzFCZ2YxQpqZMULNzDFCAAAyQjMzMkJnZjJCmpkyQs3MMkIAADNCMzMzQmdmM0KamTNCzcwzQgAANEIzMzRCZ2Y0QpqZNELNzDRCAAA1QjMzNUJnZjVCmpk1Qs3MNUIAADZCMzM2QmdmNkKamTZCzcw2QgAAN0IzMzdCZ2Y3QpqZN0LNzDdCAAA4QjMzOEJnZjhCmpk4Qs3MOEIAADlCMzM5QmdmOUKamTlCzcw5QgAAOkIzMzpCZ2Y6QpqZOkLNzDpCAAA7QjMzO0JnZjtCmpk7Qs3MO0IAADxCMzM8QmdmPEKamTxCzcw8QgAAPUIzMz1CZ2Y9QpqZPULNzD1CAAA+QjMzPkJnZj5Cmpk+Qs3MPkIAAD9CMzM/QmdmP0KamT9Czcw/QgAAQEIzM0BCZ2ZAQpqZQELNzEBCAABBQjMzQUJnZkFCmplBQs3MQUIAAEJCMzNCQmdmQkKamUJCzcxCQgAAQ0IzM0NCZ2ZDQpqZQ0LNzENCAABEQjMzREJnZkRCmplEQs3MREIAAEVCMzNFQmdmRUKamUVCzcxFQgAARkIzM0ZCZ2ZGQpqZRkLNzEZCAABHQjMzR0JnZkdCmplHQs3MR0IAAEhCMzNIQmdmSEKamUhCzcxIQgAASUIzM0lCZ2ZJQpqZSULNzElCAABKQjMzSkJnZkpCmplKQs3MSkIAAEtCMzNLQmdmS0KamUtCzcxLQgAATEIzM0xCZ2ZMQpqZTELNzExCAABNQjMzTUJnZk1CmplNQs3MTUIAAE5CMzNOQmdmTkKamU5CzcxOQgAAT0IzM09CZ2ZPQpqZT0LNzE9CAABQQjMzUEJnZlBCmplQQs3MUEIAAFFCMzNRQmdmUUKamVFCzcxRQgAAUkIzM1JCZ2ZSQpqZUkLNzFJCAABTQjMzU0JnZlNCmplTQs3MU0IAAFRCMzNUQmdmVEKamVRCzcxUQgAAVUIzM1VCZ2ZVQpqZVULNzFVCAABWQjMzVkJnZlZCmplWQs3MVkIAAFdCMzNXQmdmV0KamVdCzcxXQgAAWEIzM1hCZ2ZYQpqZWELNzFhCAABZQjMzWUJnZllCmplZQs3MWUIAAFpCMzNaQmdmWkKamVpCzcxaQgAAW0IzM1tCZ2ZbQpqZW0LNzFtCAABcQjMzXEJnZlxCmplcQs3MXEIAAF1CMzNdQmdmXUKamV1CzcxdQgAAXkIzM15CZ2ZeQpqZXkLNzF5CAABfQjMzX0JnZl9CmplfQs3MX0IAAGBCMzNgQmdmYEKamWBCzcxgQgAAYUIzM2FCZ2ZhQpqZYULNzGFCAABiQjMzYkJnZmJCmpliQs3MYkIAAGNCMzNjQmdmY0KamWNCzcxjQgAAZEIzM2RCZ2ZkQpqZZELNzGRCAABlQjMzZUJnZmVCmpllQs3MZUIAAGZCMzNmQmdmZkKamWZCzcxmQgAAZ0IzM2dCZ2ZnQpqZZ0LNzGdCAABoQjMzaEJnZmhCmploQs3MaEIAAGlCMzNpQmdmaUKamWlCzcxpQgAAakIzM2pCZ2ZqQpqZakLNzGpCAABrQjMza0JnZmtCmplrQs3Ma0IAAGxCMzNsQmdmbEKamWxCzcxsQgAAbUIzM21CZ2ZtQpqZbULNzG1CAABuQjMzbkJnZm5CmpluQs3MbkIAAG9CMzNvQmdmb0KamW9CzcxvQgAAcEIzM3BCZ2ZwQpqZcELNzHBCAABxQjMzcUJnZnFCmplxQs3McUIAAHJCMzNyQmdmckKamXJCzcxyQgAAc0IzM3NCZ2ZzQpqZc0LNzHNCAAB0QjMzdEJnZnRCmpl0Qs3MdEIAAHVCMzN1QmdmdUKamXVCzcx1QgAAdkIzM3ZCZ2Z2QpqZdkLNzHZCAAB3QjMzd0JnZndCmpl3Qs3Md0IAAHhCMzN4QmdmeEKamXhCzcx4QgAAeUIzM3lCZ2Z5QpqZeULNzHlCAAB6QjMzekJnZnpCmpl6Qs3MekIAAHtCMzN7Qmdme0KamXtCzcx7QgAAfEIzM3xCZ2Z8QpqZfELNzHxCAAB9QjMzfUJnZn1Cmpl9Qs3MfUIAAH5CMzN+QmdmfkKamX5Czcx+QgAAf0IzM39CZ2Z/QpqZf0LNzH9CAACAQpoZgEI0M4BCzUyAQmZmgEIAgIBCmpmAQjSzgELNzIBCZuaAQgAAgUKaGYFCNDOBQs1MgUJmZoFCAICBQpqZgUI0s4FCzcyBQmbmgUIAAIJCmhmCQjQzgkLNTIJCZmaCQgCAgkKamYJCNLOCQs3MgkJm5oJCAACDQpoZg0I0M4NCzUyDQmZmg0IAgINCmpmDQjSzg0LNzINCZuaDQgAAhEKaGYRCNDOEQs1MhEJmZoRCAICEQpqZhEI0s4RCzcyEQmbmhEIAAIVCmhmFQjQzhULNTIVCZmaFQgCAhUKamYVCNLOFQs3MhUJm5oVCAACGQpoZhkI0M4ZCzUyGQmZmhkIAgIZCmpmGQjSzhkLNzIZCZuaGQgAAh0KaGYdCNDOHQs1Mh0JmZodCAICHQpqZh0I0s4dCzcyHQmbmh0IAAIhCmhmIQjQziELNTIhCZmaIQgCAiEKamYhCNLOIQs3MiEJm5ohCAACJQpoZiUI0M4lCzUyJQmZmiUIAgIlCmpmJQjSziULNzIlCZuaJQgAAikKaGYpCNDOKQs1MikJmZopCAICKQpqZikI0s4pCzcyKQmbmikIAAItCmhmLQjQzi0LNTItCZmaLQgCAi0KamYtCNLOLQs3Mi0Jm5otCAACMQpoZjEI0M4xCzUyMQmZmjEIAgIxCmpmMQjSzjELNzIxCZuaMQgAAjUKaGY1CNDONQs1MjUJmZo1CAICNQpqZjUI0s41CzcyNQmbmjUIAAI5CmhmOQjQzjkLNTI5CZmaOQgCAjkKamY5CNLOOQs3MjkJm5o5CAACPQpoZj0I0M49CzUyPQmZmj0IAgI9CmpmPQjSzj0LNzI9CZuaPQgAAkEKaGZBCNDOQQs1MkEJmZpBCAICQQpqZkEI0s5BCzcyQQmbmkEIAAJFCmhmRQjQzkULNTJFCZmaRQgCAkUKamZFCNLORQs3MkUJm5pFCAACSQpoZkkI0M5JCzUySQmZmkkIAgJJCmpmSQjSzkkLNzJJCZuaSQgAAk0KaGZNCNDOTQs1Mk0JmZpNCAICTQpqZk0I0s5NCzcyTQmbmk0IAAJRCmhmUQjMzlELNTJRCZ2aUQgCAlEKamZRCM7OUQs3MlEJn5pRCAACVQpoZlUIzM5VCzUyVQmdmlUIAgJVCmpmVQjOzlULNzJVCZ+aVQgAAlkKaGZZCMzOWQs1MlkJnZpZCAICWQpqZlkIzs5ZCzcyWQmfmlkIAAJdCmhmXQjMzl0LNTJdCZ2aXQgCAl0KamZdCM7OXQs3Ml0Jn5pdCAACYQpoZmEIzM5hCzUyYQmdmmEIAgJhCmpmYQjOzmELNzJhCZ+aYQgAAmUKaGZlCMzOZQs1MmUJnZplCAICZQpqZmUIzs5lCzcyZQmfmmUIAAJpCmhmaQjMzmkLNTJpCZ2aaQgCAmkKamZpCM7OaQs3MmkJn5ppCAACbQpoZm0IzM5tCzUybQmdmm0IAgJtCmpmbQjOzm0LNzJtCZ+abQgAAnEKaGZxCMzOcQs1MnEJnZpxCAICcQpqZnEIzs5xCzcycQmfmnEIAAJ1CmhmdQjMznULNTJ1CZ2adQgCAnUKamZ1CM7OdQs3MnUJn5p1CAACeQpoZnkIzM55CzUyeQmdmnkIAgJ5CmpmeQjOznkLNzJ5CZ+aeQgAAn0KaGZ9CMzOfQs1Mn0JnZp9CAICfQpqZn0Izs59CzcyfQmfmn0IAAKBCmhmgQjMzoELNTKBCZ2agQgCAoEKamaBCM7OgQs3MoEJn5qBCAAChQpoZoUIzM6FCzUyhQmdmoUIAgKFCmpmhQjOzoULNzKFCZ+ahQgAAokKaGaJCMzOiQs1MokJnZqJCAICiQpqZokIzs6JCzcyiQmfmokIAAKNCmhmjQjMzo0LNTKNCZ2ajQgCAo0KamaNCM7OjQs3Mo0Jn5qNCAACkQpoZpEIzM6RCzUykQmdmpEIAgKRCmpmkQjOzpELNzKRCZ+akQgAApUKaGaVCMzOlQs1MpUJnZqVCAIClQpqZpUIzs6VCzcylQmfmpUIAAKZCmhmmQjMzpkLNTKZCZ2amQgCApkKamaZCM7OmQs3MpkJn5qZCAACnQpoZp0IzM6dCzUynQmdmp0IAgKdCmpmnQjOzp0LNzKdCZ+anQgAAqEKaGahCMzOoQs1MqEJnZqhCAICoQpqZqEIzs6hCzcyoQmfmqEIAAKlCmhmpQjMzqULNTKlCZ2apQgCAqUKamalCM7OpQs3MqUJn5qlCAACqQpoZqkIzM6pCzUyqQmdmqkIAgKpCmpmqQjOzqkLNzKpCZ+aqQgAAq0KaGatCMzOrQs1Mq0JnZqtCAICrQpqZq0Izs6tCzcyrQmfmq0IAAKxCmhmsQjMzrELNTKxCZ2asQgCArEKamaxCM7OsQs3MrEJn5qxCAACtQpoZrUIzM61CzUytQmdmrUIAgK1CmpmtQjOzrULNzK1CZ+atQgAArkKaGa5CMzOuQs1MrkJnZq5CAICuQpqZrkIzs65CzcyuQmfmrkIAAK9CmhmvQjMzr0LNTK9CZ2avQgCAr0Kama9CM7OvQs3Mr0Jn5q9CAACwQpoZsEIzM7BCzUywQmdmsEIAgLBCmpmwQjOzsELNzLBCZ+awQgAAsUKaGbFCMzOxQs1MsUJnZrFCAICxQpqZsUIzs7FCzcyxQmfmsUIAALJCmhmyQjMzskLNTLJCZ2ayQgCAskKambJCM7OyQs3MskJn5rJCAACzQpoZs0IzM7NCzUyzQmdms0IAgLNCmpmzQjOzs0LNzLNCZ+azQgAAtEKaGbRCMzO0Qs1MtEJnZrRCAIC0QpqZtEIzs7RCzcy0QmfmtEIAALVCmhm1QjMztULNTLVCZ2a1QgCAtUKambVCM7O1Qs3MtUJn5rVCAAC2QpoZtkIzM7ZCzUy2QmdmtkIAgLZCmpm2QjOztkLNzLZCZ+a2QgAAt0KaGbdCMzO3Qs1Mt0JnZrdCAIC3QpqZt0Izs7dCzcy3Qmfmt0IAALhCmhm4QjMzuELNTLhCZ2a4QgCAuEKambhCM7O4Qs3MuEJn5rhCAAC5QpoZuUIzM7lCzUy5QmdmuUIAgLlCmpm5QjOzuULNzLlCZ+a5QgAAukKaGbpCMzO6Qs1MukJnZrpCAIC6QpqZukIzs7pCzcy6QmfmukIAALtCmhm7QjMzu0LNTLtCZ2a7QgCAu0KambtCM7O7Qs3Mu0Jn5rtCAAC8QpoZvEIzM7xCzUy8QmdmvEIAgLxCmpm8QjOzvELNzLxCZ+a8QgAAvUKaGb1CMzO9Qs1MvUJnZr1CAIC9QpqZvUIzs71Czcy9QmfmvUIAAL5Cmhm+QjMzvkLNTL5CZ2a+QgCAvkKamb5CM7O+Qs3MvkJn5r5CAAC/QpoZv0IzM79CzUy/Qmdmv0IAgL9Cmpm/QjOzv0LNzL9CZ+a/QgAAwEKaGcBCMzPAQs1MwEJnZsBCAIDAQpqZwEIzs8BCzczAQmfmwEIAAMFCmhnBQjMzwULNTMFCZ2bBQgCAwUKamcFCM7PBQs3MwUJn5sFCAADCQpoZwkIzM8JCzUzCQmdmwkIAgMJCmpnCQjOzwkLNzMJCZ+bCQgAAw0KaGcNCMzPDQs1Mw0JnZsNCAIDDQpqZw0Izs8NCzczDQmfmw0IAAMRCmhnEQjMzxELNTMRCZ2bEQgCAxEKamcRCM7PEQs3MxEJn5sRCAADFQpoZxUIzM8VCzUzFQmdmxUIAgMVCmpnFQjOzxULNzMVCZ+bFQgAAxkKaGcZCMzPGQs1MxkJnZsZCAIDGQpqZxkIzs8ZCzczGQmfmxkIAAMdCmhnHQjMzx0LNTMdCZ2bHQgCAx0KamcdCM7PHQs3Mx0Jn5sdCAADIQpoZyEIzM8hCzUzIQmdmyEIAgMhCmpnIQjOzyELNzMhCZ+bIQgAAyUKaGclCMzPJQs1MyUJnZslCAIDJQpqZyUIzs8lCzczJQmfmyUIAAMpCmhnKQjMzykLNTMpCZ2bKQgCAykKamcpCM7PKQs3MykJn5spCAADLQpoZy0IzM8tCzUzLQmdmy0IAgMtCmpnLQjOzy0LNzMtCZ+bLQgAAzEKaGcxCMzPMQs1MzEJnZsxCAIDMQpqZzEIzs8xCzczMQmfmzEIAAM1CmhnNQjMzzULNTM1CZ2bNQgCAzUKamc1CM7PNQs3MzUJn5s1CAADOQpoZzkIzM85CzUzOQmdmzkIAgM5CmpnOQjOzzkLNzM5CZ+bOQgAAz0KaGc9CMzPPQs1Mz0JnZs9CAIDPQpqZz0Izs89CzczPQmfmz0IAANBCmhnQQjMz0ELNTNBCZ2bQQgCA0EKamdBCM7PQQs3M0EJn5tBCAADRQpoZ0UIzM9FCzUzRQmdm0UIAgNFCmpnRQjOz0ULNzNFCZ+bRQgAA0kKaGdJCMzPSQs1M0kJnZtJCAIDSQpqZ0kIzs9JCzczSQmfm0kIAANNCmhnTQjMz00LNTNNCZ2bTQgCA00KamdNCM7PTQs3M00Jn5tNCAADUQpoZ1EIzM9RCzUzUQmdm1EIAgNRCmpnUQjOz1ELNzNRCZ+bUQgAA1UKaGdVCMzPVQs1M1UJnZtVCAIDVQpqZ1UIzs9VCzczVQmfm1UIAANZCmhnWQjMz1kLNTNZCZ2bWQgCA1kKamdZCM7PWQs3M1kJn5tZCAADXQpoZ10IzM9dCzUzXQmdm10IAgNdCmpnXQjOz10LNzNdCZ+bXQgAA2EKaGdhCMzPYQs1M2EJnZthCAIDYQpqZ2EIzs9hCzczYQmfm2EIAANlCmhnZQjMz2ULNTNlCZ2bZQgCA2UKamdlCM7PZQs3M2UJn5tlCAADaQpoZ2kIzM9pCzUzaQmdm2kIAgNpCmpnaQjOz2kLNzNpCZ+baQgAA20KaGdtCMzPbQs1M20JnZttCAIDbQpqZ20Izs9tCzczbQmfm20IAANxCmhncQjMz3ELNTNxCZ2bcQgCA3EKamdxCM7PcQs3M3EJn5txCAADdQpoZ3UIzM91CzUzdQmdm3UIAgN1CmpndQjOz3ULNzN1CZ+bdQgAA3kKaGd5CMzPeQs1M3kJnZt5CAIDeQpqZ3kIzs95CzczeQmfm3kIAAN9CmhnfQjMz30LNTN9CZ2bfQgCA30Kamd9CM7PfQs3M30Jn5t9CAADgQpoZ4EIzM+BCzUzgQmdm4EIAgOBCmpngQjOz4ELNzOBCZ+bgQgAA4UKaGeFCMzPhQs1M4UJnZuFCAIDhQpqZ4UIzs+FCzczhQmfm4UIAAOJCmhniQjMz4kLNTOJCZ2biQgCA4kKameJCM7PiQs3M4kJn5uJCAADjQpoZ40IzM+NCzUzjQmdm40IAgONCmpnjQjOz40LNzONCZ+bjQgAA5EKaGeRCMzPkQs1M5EJnZuRCAIDkQpqZ5EIzs+RCzczkQmfm5EIAAOVCmhnlQjMz5ULNTOVCZ2blQgCA5UKameVCM7PlQs3M5UJn5uVCAADmQpoZ5kIzM+ZCzUzmQmdm5kIAgOZCmpnmQjOz5kLNzOZCZ+bmQgAA50KaGedCMzPnQs1M50JnZudCAIDnQpqZ50Izs+dCzcznQmfm50IAAOhCmhnoQjMz6ELNTOhCZ2boQgCA6EKamehCM7PoQs3M6EJn5uhCAADpQpoZ6UIzM+lCzUzpQmdm6UIAgOlCmpnpQjOz6ULNzOlCZ+bpQgAA6kKaGepCMzPqQs1M6kJnZupCAIDqQpqZ6kIzs+pCzczqQmfm6kIAAOtCmhnrQjMz60LNTOtCZ2brQgCA60KametCM7PrQs3M60Jn5utCAADsQpoZ7EIzM+xCzUzsQmdm7EIAgOxCmpnsQjOz7ELNzOxCZ+bsQgAA7UKaGe1CMzPtQs1M7UJnZu1CAIDtQpqZ7UIzs+1CzcztQmfm7UIAAO5CmhnuQjMz7kLNTO5CZ2buQgCA7kKame5CM7PuQs3M7kJn5u5CAADvQpoZ70IzM+9CzUzvQmdm70IAgO9CmpnvQjOz70LNzO9CZ+bvQgAA8EKaGfBCMzPwQs1M8EJnZvBCAIDwQpqZ8EIzs/BCzczwQmfm8EIAAPFCmhnxQjMz8ULNTPFCZ2bxQgCA8UKamfFCM7PxQs3M8UJn5vFCAADyQpoZ8kIzM/JCzUzyQmdm8kIAgPJCmpnyQjOz8kLNzPJCZ+byQgAA80KaGfNCMzPzQs1M80JnZvNCAIDzQpqZ80Izs/NCzczzQmfm80IAAPRCmhn0QjMz9ELNTPRCZ2b0QgCA9EKamfRCM7P0Qs3M9EJn5vRCAAD1QpoZ9UIzM/VCzUz1Qmdm9UIAgPVCmpn1QjOz9ULNzPVCZ+b1QgAA9kKaGfZCMzP2Qs1M9kJnZvZCAID2QpqZ9kIzs/ZCzcz2Qmfm9kIAAPdCmhn3QjMz90LNTPdCZ2b3QgCA90KamfdCM7P3Qs3M90Jn5vdCAAD4QpoZ+EIzM/hCzUz4Qmdm+EIAgPhCmpn4QjOz+ELNzPhCZ+b4QgAA+UKaGflCMzP5Qs1M+UJnZvlCAID5QpqZ+UIzs/lCzcz5Qmfm+UIAAPpCmhn6QjMz+kLNTPpCZ2b6QgCA+kKamfpCM7P6Qs3M+kJn5vpCAAD7QpoZ+0IzM/tCzUz7Qmdm+0IAgPtCmpn7QjOz+0LNzPtCZ+b7QgAA/EKaGfxCMzP8Qs1M/EJnZvxCAID8QpqZ/EIzs/xCzcz8Qmfm/EIAAP1Cmhn9QjMz/ULNTP1CZ2b9QgCA/UKamf1CM7P9Qs3M/UJn5v1CAAD+QpoZ/kIzM/5CzUz+Qmdm/kIAgP5Cmpn+QjOz/kLNzP5CZ+b+QgAA/0KaGf9CMzP/Qs1M/0JnZv9CAID/QpqZ/0Izs/9Czcz/Qmfm/0IAAABDzQwAQ5oZAENmJgBDNDMAQwBAAEPNTABDmlkAQ2ZmAEM0cwBDAIAAQ82MAEOamQBDZqYAQzSzAEMAwABDzcwAQ5rZAENm5gBDNPMAQwAAAUPNDAFDmhkBQ2YmAUM0MwFDAEABQ81MAUOaWQFDZmYBQzRzAUMAgAFDzYwBQ5qZAUNmpgFDNLMBQwDAAUPNzAFDmtkBQ2bmAUM08wFDAAACQ80MAkOaGQJDZiYCQzQzAkMAQAJDzUwCQ5pZAkNmZgJDNHMCQwCAAkPNjAJDmpkCQ2amAkM0swJDAMACQ83MAkOa2QJDZuYCQzTzAkMAAANDzQwDQ5oZA0NmJgNDNDMDQwBAA0PNTANDmlkDQ2ZmA0M0cwNDAIADQ82MA0OamQNDZqYDQzSzA0MAwANDzcwDQ5rZA0Nm5gNDNPMDQwAABEPNDARDmhkEQ2YmBEM0MwRDAEAEQ81MBEOaWQRDZmYEQzRzBEMAgARDzYwEQ5qZBENmpgRDNLMEQwDABEPNzARDmtkEQ2bmBEM08wRDAAAFQ80MBUOaGQVDZiYFQzQzBUMAQAVDzUwFQ5pZBUNmZgVDNHMFQwCABUPNjAVDmpkFQ2amBUM0swVDAMAFQ83MBUOa2QVDZuYFQzTzBUMAAAZDzQwGQ5oZBkNmJgZDNDMGQwBABkPNTAZDmlkGQ2ZmBkM0cwZDAIAGQ82MBkOamQZDZqYGQzSzBkMAwAZDzcwGQ5rZBkNm5gZDNPMGQwAAB0PNDAdDmhkHQ2YmB0M0MwdDAEAHQ81MB0OaWQdDZmYHQzRzB0MAgAdDzYwHQ5qZB0NmpgdDNLMHQwDAB0PNzAdDmtkHQ2bmB0M08wdDAAAIQ80MCEOaGQhDZiYIQzQzCEMAQAhDzUwIQ5pZCENmZghDNHMIQwCACEPNjAhDmpkIQ2amCEM0swhDAMAIQ83MCEOa2QhDZuYIQzTzCEMAAAlDzQwJQ5oZCUNmJglDNDMJQwBACUPNTAlDmlkJQ2ZmCUM0cwlDAIAJQ82MCUOamQlDZqYJQzSzCUMAwAlDzcwJQ5rZCUNm5glDNPMJQwAACkPNDApDmhkKQ2cmCkMzMwpDAEAKQ81MCkOaWQpDZ2YKQzNzCkMAgApDzYwKQ5qZCkNnpgpDM7MKQwDACkPNzApDmtkKQ2fmCkMz8wpDAAALQ80MC0OaGQtDZyYLQzMzC0MAQAtDzUwLQ5pZC0NnZgtDM3MLQwCAC0PNjAtDmpkLQ2emC0MzswtDAMALQ83MC0Oa2QtDZ+YLQzPzC0MAAAxDzQwMQ5oZDENnJgxDMzMMQwBADEPNTAxDmlkMQ2dmDEMzcwxDAIAMQ82MDEOamQxDZ6YMQzOzDEMAwAxDzcwMQ5rZDENn5gxDM/MMQwAADUPNDA1DmhkNQ2cmDUMzMw1DAEANQ81MDUOaWQ1DZ2YNQzNzDUMAgA1DzYwNQ5qZDUNnpg1DM7MNQwDADUPNzA1DmtkNQ2fmDUMz8w1DAAAOQ80MDkOaGQ5DZyYOQzMzDkMAQA5DzUwOQ5pZDkNnZg5DM3MOQwCADkPNjA5DmpkOQ2emDkMzsw5DAMAOQ83MDkOa2Q5DZ+YOQzPzDkMAAA9DzQwPQ5oZD0NnJg9DMzMPQwBAD0PNTA9DmlkPQ2dmD0Mzcw9DAIAPQ82MD0OamQ9DZ6YPQzOzD0MAwA9DzcwPQ5rZD0Nn5g9DM/MPQwAAEEPNDBBDmhkQQ2cmEEMzMxBDAEAQQ81MEEOaWRBDZ2YQQzNzEEMAgBBDzYwQQ5qZEENnphBDM7MQQwDAEEPNzBBDmtkQQ2fmEEMz8xBDAAARQ80MEUOaGRFDZyYRQzMzEUMAQBFDzUwRQ5pZEUNnZhFDM3MRQwCAEUPNjBFDmpkRQ2emEUMzsxFDAMARQ83MEUOa2RFDZ+YRQzPzEUMAABJDzQwSQ5oZEkNnJhJDMzMSQwBAEkPNTBJDmlkSQ2dmEkMzcxJDAIASQ82MEkOamRJDZ6YSQzOzEkMAwBJDzcwSQ5rZEkNn5hJDM/MSQwAAE0PNDBNDmhkTQ2cmE0MzMxNDAEATQ81ME0OaWRNDZ2YTQzNzE0MAgBNDzYwTQ5qZE0NnphNDM7MTQwDAE0PNzBNDmtkTQ2fmE0Mz8xNDAAAUQ80MFEOaGRRDZyYUQzMzFEMAQBRDzUwUQ5pZFENnZhRDM3MUQwCAFEPNjBRDmpkUQ2emFEMzsxRDAMAUQ83MFEOa2RRDZ+YUQzPzFEMAABVDzQwVQ5oZFUNnJhVDMzMVQwBAFUPNTBVDmlkVQ2dmFUMzcxVDAIAVQ82MFUOamRVDZ6YVQzOzFUMAwBVDzcwVQ5rZFUNn5hVDM/MVQwAAFkPNDBZDmhkWQ2cmFkMzMxZDAEAWQ81MFkOaWRZDZ2YWQzNzFkMAgBZDzYwWQ5qZFkNnphZDM7MWQwDAFkPNzBZDmtkWQ2fmFkMz8xZDAAAXQ80MF0OaGRdDZyYXQzMzF0MAQBdDzUwXQ5pZF0NnZhdDM3MXQwCAF0PNjBdDmpkXQ2emF0MzsxdDAMAXQ83MF0Oa2RdDZ+YXQzPzF0MAABhDzQwYQ5oZGENnJhhDMzMYQwBAGEPNTBhDmlkYQ2dmGEMzcxhDAIAYQ82MGEOamRhDZ6YYQzOzGEMAwBhDzcwYQ5rZGENn5hhDM/MYQwAAGUPNDBlDmhkZQ2cmGUMzMxlDAEAZQ81MGUOaWRlDZ2YZQzNzGUMAgBlDzYwZQ5qZGUNnphlDM7MZQwDAGUPNzBlDmtkZQ2fmGUMz8xlDAAAaQ80MGkOaGRpDZyYaQzMzGkMAQBpDzUwaQ5pZGkNnZhpDM3MaQwCAGkPNjBpDmpkaQ2emGkMzsxpDAMAaQ83MGkOa2RpDZ+YaQzPzGkMAABtDzQwbQ5oZG0NnJhtDMzMbQwBAG0PNTBtDmlkbQ2dmG0MzcxtD\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"0JBGOQcQSDmtlEk54B5LOb2uTDleRE45499POWmBUTkJKVM569ZUOSmLVjnlRVg5QQdaOV/PWzlhnl05cXRfOa9RYTlFNmM5USJlOQcWZzkALok6vyiKOmImizr+Qq86GoOwOt3GsTpbDrM6olm0Or6otTrG+7Y6xlK4OtCtuTr1DLs6QXC8OtDXvTqvQ78677PAOqcowjrmocM6xR/FOleixjqvKcg647XJOgdHyzo53cw6iHjOOg8Z0DrnvtE6JGrTOuUa1To+0dY6Uo3YOjNP2joBF9w61+TdOti43zoak+E6w3PjOupa5Tq5SOc6Tj3pOsk46zpNO+06/ETvOgJW8TqDbvM6oo71Oou29zpj5vk6WB78OpZe/jqlUwA7UHwBO2OpAjv42gM7KREFOw9MBjvDiwc7YtAIOwsaCjvYaAs76LwMO1kWDjtNdQ875tkQO0REEjuLtBM74CoVO1wgLTulyi47yN8xO0yYMzsSWDU7SB83OyLuODvKxDo7eqM8O2aKPjvAeUA7y3FCO7hyRDvKfEY7QZBIO1itSjtk1Ew7mgVPO1BBUTvSh1M7atlVO3s2WDtHn1o7OxRdO7CVXzsFJGI7sL9kOwppZzuSIGo7vOZsO/u7bzvjoHI755V1OxqvhjvvTIg75vOJO1mkizuXXo07/yKPO/nxkDvhy5I7K7GUO0Ciljuen5g7x6maOzfBnDuH5p47QBqhOwldozuVr6U7hRKoO6uGqjvCDK07qqWvO1NSsjulE7U7uuq3O5/YujuI3r07w/3AO7A9xjtRl8k7sA7NO4ml0DvCXdQ7STnYO1s63DtBY+A7mbbkOzY36TsO6O07iczyOz3o9zsuP/076GoBPHdYBDzpagc8N6UKPKUKDjznnhE8+WUVPFpkGTwknx08AxwiPGfhJjyA9is8bWMxPH0xNzxJaz08+xxEPGlUSzyKI1c8MaBfPBPbaDwp7nI8zPh9PEERhTwp0Is8+l6TPDD4mzxk+6U89wqyPNQ9wTxTbdU8zajxPKZoDT1ALCw9j4VaPVDsjz0sz8I9EMMFPuMIOD4oA3s+jVeoPhvH3D6u/Qw/z+QuP4pjUj+m1XQ/Aa2JP/5ilT+cH5w/5PacP4HKlz/9VI0/HdR9P/A3XD8s5Dg/0XcWPzre7T6zILc+iOKJPn1KTD7lKBY+tHndPSgRpj2SUoA9nX1OPTO4LT2PbBg93HgKPdweAT3IQvU8iOLrPAvc5Dy1dN88sz/bPNf71zwlgNU8CLHTPJt60jy5zdE8Sp7RPJDi0TyZktI83afTPBYd1TwR7tY8gRfZPPWW2zyrat48OZbhPMcP5Twn3Og8B/zsPH9w8TwtO/Y8RV77PDRuAD1jXAM9g3sGPaDNCT3Pow49yWUSPeRiFj1tnho9DxwfPejfIz2N7ig9DE0uPecAND01EDo91YFAPU9dRz0Pq049TnRWPUfDXj2Ko2c94iFxPcNMez0OGoM96PSIPSFBjz0fCpY961ydPRxIpT1L3K09liy3PctOwT0YXMw9V3HYPfCv5T03P/Q9syYCPhIJCz7l6BQ+QPIfPvlhLD4akjo+JxJLPjvSXj7Abnc+HdaLPrMZoj5NTsI+LGLyPheTHT+qf1Q/vhCTP087zj+dqBBApuZIQMkFiUCLkLZACbHsQN7qFEGfizVBqh5WQSD8c0HUGoZBUwiOQQ3VkEFIOo5BZqGGQU/0dUEPCVlBRTo5QbIYGUGFefVA/z+/QBgqkUBRb1dA4g0dQESB4j/mDKM/l/RsP5DuLz/77AY//TPXPgahsj6fqpk+IgmIPnEKdj7r52E+Oq1RPiAtRD7LtDg+V9cuPqBOJj4e6x4+RYoYPgISEz5ebg4+t48KPnJqBz4s9gQ+rFwDPoM+Aj7IywE+RwoCPicZAz5F5wQ+/K0HPsWxCz5TbRE+dLoZPisSJj556Tg+oS1WPs3ogT6yK6U+WI/aPheMFD+6Ukw/NjqMPwj5vT8f//s/Br8iQJ/vS0CoR3dASseQQHFpo0ATbLFAD+24QJXJuECbCbFAotmiQJgikEDEBHZADt9KQL8DIkCcYvs/Jla+P2qgjT8gSFE/EMsbP50s7j6IE78+LlCkPtPgmT7VEJ4+RZSxPgpy1z4SXwo/Xvk3PwQCeD9kt6Y/T+LcP0cJD0DaHDRArrlbQOCCgUCKNJNAwfagQNLxqEAs7alAn76jQPpbl0BffYZAmz1mQEw+PkBREhhAPuLrP6JHsj/COoQ/r6NCP4egED/TfN4+3K+2PgGXpD6gUaQ+UkazPv6tzz7U9fc+6A0VP86YMT/di08/eD9sP9ZPgj/3w4o/mTSOP8wJjD++loQ/oe1xP9FhVT+knTY/8UsYPwUe+T5NjMk+bEKjPr98hj4Bk2U+fvtOPvJpSD7uf1I+n/5vPh4ckz4PlL4+333/PvuzLT8Ds2s/e6WdP9cpzj+bDQNA+1shQC/nP0DD8VtAW2JyQNIfgED9soFAxVt7QBl3aUAzXFBA8C0zQJftFECtM/A/rBi9P7fYkj88JWU/TSo5PwmbIT8Lcx4/OVswP33YWD9n+ow/kMK6P1b+9T8h0h5ALnJHQNBtckA2LY5AnICgQK3xrUCdibRAODGzQIUeqkDxvppAKC6HQBhOY0CDTjhAJHAQQGl62z/5YKI/OYJrP/oBKT/1FvM+g+ixPreMhj50tVQ+kWwwPiIMGT4jgwk+d7T9PS507j1IJ+M9VJ3aPSow1D3bhM89CUfMPTSnyj3qeso9x8vLPQS3zj0TedM9u4TaPRWx5D3jhfM9LN4EPqn+FT637jA+m4pbPqIjjz5gXMI+nyEHP1RWPT9hvYM/GBG0P8Xj7z8b8hpAHGhBQIi1aECpqIZAHZCVQPIHn0AEjaFAY6+cQDBCkUBfA4FAvRFcQAuhNEBj9Q5AdMLaP/Zkoj9/KWs/eGgnP2Xu7D7UEKk+fS53Pvm7Oz5yVxU+nMr4PSWE1z27V8A9by6vPZLGoT0/z5Y9tIuNPWaOhT3yKH09ruRwPRoQZj3Te1w9RQFUPeKATD0a4UU9zzdAPXobOz3WqDY9g9MyPduRLz3I2yw9l6sqPT0jKT149Cc9p0QnPfcUJz2ZaCc980QoPTSyKT1yvCs9THYuPUf9MT2SlTc91XU9PT1LRT1nLFA9mfNfPYCodz0T/Y09SdapPWbu0z1+6wg+5tM0PiOAcD574p4+kVnOPhGuAj8/iyA/J48+P27VWT9cHW8//Vh7PwiZfD9J2HI/EAlgP2dURz8uQiw/kyoSPx/+9z4eIdg+9gDKPhtd0T7eRvI+56MYPzcIST/Gx4U/ZQqwP34y4j+D6wxAbI4pQOhwREBglVpAaR5pQH4NbkAY12hAyWRaQCi0REBrYipA4TMOQB5C5T8JBbM/gPyHP+Y7Sj+nqxQ/DI7bPgThpj6XDoc+o1xxPukzcz6c7Yg+m6imPiEK0z5b4QY/upMqP9LKUj/FkXw/UvORPz8Hoj/LHaw/inGuPxWFqD++Xps/ExOJP1YdaD+2Hj0/CL0UP6q+4j4zfag+IzV2PtD5Mj7xYwM+HPbFPeYVmz0SWn49hPJZPXOlQT3EsDA9k8IiPbX3GD3O7hA9xx0KPYg1BD1SDf48ruT0PE7F7DxPjuU8CyXfPMpz2Tx/aNQ8/vPPPM8JzDxNn8g8p6vFPKUnwzxmDcE8VVi/POwEvjy2EL08M3q8PPZAvDxqZbw8BOm8PELOvTyqGL88DM3APGvxwjxLisM8L6zGPD9uyjyNtc48VKbTPCBU2Tx61t88K0rnPHfT7zz+oPk8IXoCPd0XCT1D+hA9Wq0aPQQqJz3aKjg9KaxQPZiedT1GYJc9rsnDPenRAz65UzY++sh+PtMksT69JvI+BWAhPw5oUD8M4IE/Yb6bP7c1sz+mYMU/2J/PPxRM0D/3Pcc/nem1Py3nnj9SLoU/j9hWP5NoJz8WYf0+rOa7PpqQij60FVA+GZEkPg9KDj74iwk+l3ETPounKT6D7Uk+qIhxPhlQjj62i6M+u5y1Pl+twT4se8U+Ey/APiXBsj4Xf58+bCyJPgu2ZD6LIjo+VVAVPksl7z3LIcI9/T6iPcQ9jT0+pIA9bGR0PVM9cD0lVnI93y95PZEigj0GBIo9KF6UPaJkpD0Hmbw9y2TiPRofDz5qND4+YEiDPvDwuD7ThwI/GNc1P8Q5dz8QxKI/UobOP82f+z9zwBJADV4jQDv8LEBBzS1AWKwlQDA1FkCbBgJAktbXP5qirD9RHoY/SkVNP8GVHj+rbgA/EWTjPiDy4D6Fx/Q+z7YMP9pTJD/+sD0/aONUP0TkZT/EQW0/EDVpPw9iWj9ickM/Ce8nP9FDCz9TeOA+1JWxPpoSjD7VZ2E+Rpk+PhKMLj6IwC8+jx9CPmPqZD6qwYs+nSisPtcF0j7sm/o+0w4RP9n6IT85xy0/OPEyPxWIMT+puCs/2UglPzDuIj/fxCk/J9s+P/qYZj8t+ZE/ZLe7Pygl7z9MdhRAfd4xQNJITEBiwl9ArL9oQKJjZUAZaFZAir0+QMJMIkCM4ARAUi3TP0tHpT90jYI/yIdXP6CUQD98CD0/3V5IP35GXT/b9nU/q0CGP8mqjT99Jo8/HfyJP/wGfj9rN2A/qtE+P8KiHT8JB/8+L2bMPp7DpD6/1Ic+lnZoPqk8UD4jSEM+/3Q+PkNtPz5cqEQ+ck9NPmUhWT6rb2g+c0Z8PvBtiz67Kp4+ry26PlDO5T4ijhU/UmZMP6mekD/y2c8/sOcUQCWKUUBIQ49AwgG9QORv70BRIBFBYs4nQR9rOEFG9j9BJeQ8QVriL0G0fhtBuw4DQe+A00AeNqRAMUV3QBYeN0AD4ghAsJ7XPzrsvD8h7b4/8q7bP4boCECzzS9Ajt1gQN2JjEA+2qlA8SjFQD252kC/GOdAb0DoQNQu3kD9ospAIYGwQL4vk0AzvmtAwgI2QAQqCEBe1MY/vyCPP1X9TT+0thY/WyfkPsb6tD78Ipc+iVWEPsvUcD5FrWE+RmJYPmG0Uz5fnVM+PFVZPq+vZz7l4oE+nuCaPmHAxD6rogM/Wa01P+jCfD8q2K0/xSnpP9ULF0B64ztAa19fQAK3fEAPb4dAIAWJQLS9gkDF52tAaxJKQDEAJUDn6ABA8I3BP158jD8uA0c/3mwLP/65xD5In44+q0BYPrzxLD5VihE+8TD/PZ9W5j1s/tM9Ta3FPS4Ouj0kabA9SVaoPceWoT1MApw95n2XPS75kz3bbZE9sOKPPY9zjz1JYpA9EjeTPRj4mD2FfqM9D+a1PYAF1T2X3gM+0GgrPn79ZT78+Zs+lc7RPsnqCT/pdC8/vGVWPwlZej8K84o/ZvGRP1KfkD+ZXYc/SINwP3IzTD9tMic/Ju4FP+tP1z69HLU+zPinPkSGsT4vk9I+1msFPywZLD/05Vo/a9eGP6VHnz/8HrM/x52+P5Ujvz8LgLQ/HAihP7lbiD+RMFw/8EYqP52w/T4ilLc+/aeCPvYWOj6AWQc+3w3NPUa3oz1N1Yk9i5VyPahsXD1pDE09dQlBPS1zNz12jS89Xe8oPfFZIz2vox49ua4aPWh3Fz13xhQ9zqASPaP7ED22zg89HxQPPRvTDj3Y8g49IX4PPWetDz2VFhE9EvQSPZBMFT0JKRg9RpUbPTmgHz0LXSQ96eMpPfZSMD1zzzc9NIZAPWquSj38jVY9O4ZkPR0ydT0N04Q9evmRPZLnoz1Pir49kC3oPZuXFT7Tbks+a+CPPlMyzz7gkxQ/EKVQP/S7jT8r1bg/MBrmP+AfCEBaVhhA4XAgQBqCHkAQBxNA95oAQL1G1T8lcag/1Kl+P6yHOT/xmgM/C5y4PpW0gj67Sz8+bbkTPhaN8j182tI9FK6/PQfTsz2SX6w9T8inPX9EpT3J6KM9aZmkPcS8pj2uVqo9a32vPVVgtj2vZ7895CDLPWHj2j21I/E98zUJPsZTIz6/Uk0+4leIPpIBvT6u+gU/chE+P5h1hD+KBbM/yIboP/FBEEDJIipAWr89QJMnR0AgSURAtwo2QF+xH0BnZQVADgzWP5gnpz+5AoI/ACtRP9XTNj+UPDQ/kqNHP86tbj+tMZM/s3W1P3CH2z8TEgFAJOQSQFPqIUDUoS1A7es1QOllOkCTZjpA9N41QANzLkDscydAQ6ckQM0GKUCv/zVAYwFLQCJSZUDBJoBAyyiLQHkbkUC8VpBAuIiIQN1qdUAWwlFAEfMqQOhiBUC/Usg/M8uRP7vATz9Y9hI/LTTSPj7kmj6rwm4+EZJBPlVgJD6cxRA+6M4CPgiN8D175N89kk/SPV0Sxz3kvb09WQy2PZPOrz0R5ao9yDynPc7NpD0xnaM92cKjPYF4pT2UOKk91/uvPfiUuz2EUs89F9fwPQ/9Ez6J8j8+JlGBPrv4sD5Gq/A++MkfPzDDTD85NHs/NaGSP8EQoj94HKk/LCynP7Zlnj8SWZI/N0aGPyxbeD81D2k/rshcP5f1Tz/7bD8/pVcqP1owEj+zz/I+Lo/EPknynD7ygHs+cItOPqh4MT6duyE+hescPl6qIT5AUDA+znhLPu+PeD5/KqA+porXPlgOFT/3F1A/mDOQP2Cwwz+5ogBA5ZwiQAapREBQmGJA+nV3QE+8fkAb3XZAptdiQGTBSEAb/i5AXXoaQB7rDUCVmQlAF48LQFEdEED+zxJAGPMPQG8UBkA3fuw/7dPFPyyZnT80eXA/OhoxP/24/j4lwrU+ZUmDPuLlQz7GHxk+E6r7PZkH2D1YmL89FL6tPfrjnz2vpJQ99D+LPc1Kgz1ZCXk9PbRtPTMNZD0UKVw9MBlWPXAqUj3qB1E9yelTPd3ZXD2+dG497g+GPfjHnD2h9bw9vYPnPbgyDj4IJy0+N0tPPvmtcj57vIo+HV2bPpwNqz6Z+rg+HAfDPmYbxj5VrL8+JLevPv0HmT6u/34+pARNPqe1ID5k2fg9nznBPcP5mD2beXo9fqxVPcv5PT2GIi89JEMmPb+GIT0C2B89AqwgPeDwIz2wKCo9cLo0PYeHRj1AyGQ9Yd6LPbeltT0LHvc9KeMrPppcbj7CaKE+AGjSPsusAj9xaxk/ztUoP/rlLD8caCQ/2d4RPyaO8z7Q/sA+f4qSPgEQWD4EtR0+QzXqPZy7tj0MUpo9VtCPPctblD298Kc9uU3MPfnMAT60PSc+ixdVPv7Jgz4SGJw+LA2vPg4KuD7NaLQ+RVWlPhPfjj44bms+CUc7PqUkEj4zb+Q9zoy2PdkamT0JwYc91599PXKxdj37s3Y9YTx7PSyCgT1Mv4Y9ZEaNPdFClT3qqZ497tWpPVVDtz0zVMc98ivbPVy09D0gxQs+rRQlPgOHTD7T6YU+YQq5PtzZBD9kyUE/TVuMP5Qwxj94mgZA6DouQMpqVUAe7nVANnKEQBSGhEBv7nVAEa1UQObULEBBKwVAwL/EP+DzjT9GlE4/mvUeP9i5Bz85mAI/wGAJPyY0Fj/pfiM/czQsP52lLD96sSM/jzwTP0Pr/T41DdU+FnuxPsialj6+VoY+XhaCPg8RjD4ojqg+WpXePum/Gz9EYV4/kxGdPyTu1j+EhwxAgAMuQHlvSkCUe1tAwNFcQFUgT0DshDdAnwUcQK0mAUCRftI/MbOpPwNEhz/c7VQ/DbElP8DG/z54EMU+HSuZPjGWcz5W3Eg+liYtPssIHD76EBI+u+AMPqQNCz5c6gs+THEPPuceFj4hhyE+kuk0PuYXVj6IUYc+Di62PvsXAD8t2zY///SAP+4RsD9oeeU/3VQNQLT+IkDGSS5AxrArQOk0HEB0jwRA92zUPwvwoj9+bHQ/hwU6P85ZGD/7jA8/9g4gP3FMSz/hXok/SNy6P2tU9z8SQhxAABU6QF50TkDYRlNAZtBGQHIYLUDA2wxAdWDYP1Z3nj+ngmA/bxwdP5eJ3z6Ev6Y+ymqFPpGYZj4jLFY+rn5UPsL5YD4dLX4+c+uXPnuqvD6iaO0+OsITP311Mj/A9k0/7WZgPwFwZT8E2l0/bL5PP4IcQz8f/z4/qWhIP+AOYj+wT4Y/G6OjP64pyD9kJfM//noSQKZjL0ATu09AFENwQIJGhUCWJotAUNWGQIT1cUC/kUpAUP4fQGB98T9+mLE/lMiDPyXEUD/Nqzw/fRJJP7GsdD+TAZ8/HYnQP+AmBUCjGCJArkw5QPtrREAxBkBAwoAuQO5eFkCBsPw/zpfWP6trvz/dgLc/ijO7PxQZxD90Dss/O1zLPwtCxD+1+7Y/Z5ykP2pqjj+Tlm0/kCxBPyjIGz8RQv8+C17bPjcCzT5oK9Y+KeD6PhbUID98+1g//2mUP2E3yD/0zAJAerUjQG7BQkAPH1tA66tpQDX/bkCDb21AGO9lQBQIWECpDURAz5grQCRqEECL+ug/4mi0P0gPhz8DoUU/A3cPP2y00j7kwZ8+dhB+Pt3vVD69Fjs+4YEqPnCvHz5Slhg+XVQUPkqDEj74HxM+gnYWPlxSHT6WTyk+xX09Pg8cXz4yLos+E0q3PriT+j67pS0/0lVuP/zxnj92Bcs/VZ71P5vUC0AeZRVALSUVQFOaCkBrP/E/DWHIP8rooz98Doo/aVJ7P5WpfD9J1Yg/6KKXP3iYoz+B5KU/RJCbP98+hz8at1w/B4UrP6pCAT/Q2cE+2MGVPj0beD6072M+TyFsPvvliD4TuKw+LP7jPiurFz8KrUU/TpF3P9z0kj8pwqM/7jerP8nUqj9cXac/4O2kP4e9pD+U2qQ/KXGhP+wEmD+MJIo/J194P/qeZD/xll0/yvxiPyWZbz/JIno/WHV4P5q5ZT/BgkU/OIYfPxZF9T7zT7Y+qweGPpRpSD5iohw+IycCPucK5j0A6dU9qdjOPR3Hzj2LENY9DdbnPVXABD56kCE+5M1OPugViD7WOLM+4LLmPqaeDj+BOyc/TZs4P18dQT9fYkQ/VVRJP2a6VT/2O2s/9yaDP8shjz/lzpM/zXiNP847ez/j2lI/PZcsPwKEED/ZgwM/p0oHP3xkGj9jTzg/TZBZP7UDdD9WDH0/4LZvP2+cUD+hUSk/PEkCP7iswT4AjY4+Q3pWPlMQKj5TpRA+VrsDPrJZ/T27jP092PECPrZ/Cz64Txo+e3kzPiwXXj79i5I+5WTLPnuYED8V1Uw/x0qNP3atuj//GOk/cQwIQIDPE0DfzBVAOKENQDcJ+T9dQ8w/cxieP36Raj8dRio/3ZL5PqkwwT5wdKY+JsOlPhYnvj5XuPA+TA0fP7mXUT8KeYU/DMagP2Dbsz+Qerg/WyKuPzrjmj/mVIY/RX1rP0aSVj/Lckw/3LBHP8LkQj/FWDw/itM0P3tGLD+8GSE/wHsSP/fFAj9LRO0+LDHmPhEC+j4hhxg/gwtIP/8uhT/fgKw/XVjTP2Cn7z9S/fY/Df3lP8SYwz9YsJo/xttnP3LHKD+Mafg+WajDPoXcrT7BtK8+lmfBPi2r2j4ID/I+bX/9PgPN9j5aquA+V/3DPvD0qT6G8pk+bZWZPm6trT4BYdk+8KMOP7yyOj/9lGs/mQKMP3rTmT+NsZo/0vOPP8Btfz/U/l8/C5tIP9nTOj8HLDQ/aDMxP45bMj8YeD0/51taPzxwhz+i4q0/MAjdP2Y+BkAhfxdADU8bQJuKD0DayPE/FNW8PzsBiz++eUQ/LPEIPxdgwz5c2pQ+ukJ6PjlNaj4nlHA+xoCDPvT4kz4wEKY+Xs+0PppFuz5Zl7g+wz+yPstCsT4gh78+FM/mPrOuFz/1hE4/DeCKP0qbsj+0pNY/iAPsP5i96T8FytA/awGrP8jhgj8MrT4/QU0HP24kwT7nCJA+H5dnPtc+Sz69ykE+l85GPn6aWT5+jHs+Li+XPpxouT75MeQ+d2wLP8jgKD+vKE0/WhZ/PyY6oz/u69I/gHoFQFytIEC09TJAtVE0QFF+I0AsMwdAdMbPPwYRlz8WrFQ/GicWP6dj3z5pubc+RlGqPpBArj4wC70+8a3RPuOn5j7o0fQ+zPr0Pr3V4z6ZUcU+pbOhPuMKgD6DnEg+0KcfPh5cBD7P/uc9qYjXPaN10z0P49o9PeHwPfAsDj59zTM+YeNuPhV0oT5O6NY+KFgJP4TbJD9T2TU/dVU1P9vZIz/U3wg/ps3YPiqCpz6ZCoM+SOtZPgNlSj79L1g+xLeDPu6krz65ffM+VcYnPyK/Xj9LT4s/WcagP6e7pz/255w/fS6FP2VpUT9FjRs/xSDfPqognz7+nmo+MpI5PvspIT6ntBk+/vcdPjKSKj44Jzw+mllOPv5vWz4baF4+QldXPv6BSz5Y0kA+3Bs8PkRHQT7jJFU+a3l+PpCYoz4Hxt0+ZbEZP9AsUz9fb4w/6cWxP3RA0z+++Ok/Dw/1P9rY/D/41wVALCQTQHp4JEAhjDNAXGY3QNuqKkAGwxBA4GHjPxAsqD/Xcm4/hgImP6mC6j5eLq4+8AOMPt4pdz5hhXA+jY2APguRlD7rGLQ+f8zcPkhKBD+cMxY/dxkdP1gqFT/ejwE/OkzSPhocoz6fmHc+lg09PkZPFT7ylPg9jLnaPSpSyT3KaL89zOe5Pf1Btz25ubY9Nvu3PUznuj12fL890s3FPTgBzj25Utg9UhjlPYDT9D3fJgQ+u28QPvl+ID7HhDY+xHZWPjsugz6KRqc+imbcPuyVEz+/cEU/pR6CP4hJpz/KjdA/ORn9P+S1F0BfDTVA+o9UQMM6b0CbqHpA8LtvQFp0UUA/bipASOIEQGcZzj8pjKY/jtWRP1Zxij/yTYg/tD2DP7pIbj+1lEs/BOImPy01Bz8T1OE+TG3MPg91zz6Vdek+kgYLPyV0Jj+cLUA/4s5OP8bKSj/AMTU/LlUWP2QS7T4w6LU+gquLPjBaXT46Azo+x1AoPgCjJD4v6C0+ZZFFPptnbj5xRJU+xmi8Pt0c6T6U5Ak/7TsYP/0MGj8wNg8/TG76PryP1D6oSrU+lFOhPgBUmz6K76U+Z+7FPkXeAT9cnzU/QDSCP2LYuD/oLv0/wxskQKDhRUDGxVlABJtXQBY4QEBexhxAql3uP1u1qz9Cq24/T+MjPwj/5D5FPqc+YY6BPp5rVD7J/TU+gdAgPssyET5uPQU+IsP3PWfm6D3oDd09aN3TPWlczT3rusk9tePJPTE0zz36jNw9QfT2PYwHEz660Dk+iZN0PjXzoj4bptU+75YGP0d9Hz/z0C0/x2ErPxtMGT+flv0+MTnGPiWMlT7oEV8+pzkpPqopBj7mwOE9wjLJPf73uz0Fe7U9ukqzPb83tD2MyLc96+i9PS7Hxj3r09I9TefiPfqY+D3RgQs+YQQiPtotRT6FrX0+/fKrPqtM8T6esSo/nkNtP4G7nj+ZH8k/Kk3tP/S+/z/3pPg/I2/bP+FYsz/2vIo/d/xPP2IuHD8w8vY+VdfZPnHS3T5VCAA/KMgePxqGSD98/3c/jRCSPyw8oD9R+KA/nWeTP97XeD9sF0U/6RMVP7Jk2z5coqA+zkxwPnvzOz7Gmhs+DRsIPlcD+T3zyes9aL/lPRlZ5j0QA+89GqgBPvitFD5NwjQ+s4lmPpjLlj4NI8U+ApT7PlihGT/vEzA/WsA5P5u5Mj9vYh4/eUEEP8bE1T547Kw+jYeSPviWiD56ao8+Cg2mPiUSyj4j6/Y+jGQSP2bzIz8ZoCk/irEgPwzDDD/ajOg+Pdm4PgJhkD6aD2M+el44Pl6uHT4BFg8+shYJPrVqCT6rHA8+ETcbPq88MD5G8FI+NxaFPkUKrz7S9eo+BDgdP6B8TT+X+YA/jheZP2vsqD+Z+6o/yASfP953ij8cK2g/RwZCP7rkKD/AFiA/vmcoP558QD8C8WQ/7BOIP5T7nD9CmKw/uXq0P/Jdtj+Bc7Y/j2e4P0l7vT/XlMM/roHFP8vGvT8KQas/dgKSP8Ybbz+cJUA/HS8cP2nWBT+wC/w+AnkEPzLyFz9bEjY/LdZaPyvcfz+JEI4/RS+TPzJ9jT/oEH8/ux5cPw5IOj/ATR4/X4oJPzNU9T7oVN0+73DFPmrPqz5U4pE+l51zPqkcSj5Ukyg+NwcPPqYQ+T07V989zebNPVAxwj3iUro93RG1PeCqsT3hr689WOSuPV4orz2ibLA9kqyyPf3rtT2aNro9Pp+/PUtBxj0qQM49U8jXPXwS4z0yQPA9U/f/PcpKCT4NdBQ+ZysiPnWwMz7xN0s+oFdsPnSdjj6aNbM+upzpPhwiHD+Lg1I/ssqMP7NCuD8SUek/+X8NQOirIkAqpi9AYfwxQPMDK0CZFB5AhwMOQDed+T+ws9g/TK+8P5Q0pz+C2Zc/vgqNP347hT+NgH4/ENhzPwF3aD+z6Vs/CvNOP4XWQT+4nTM/ATIjPzTfED9ZkPw+42HaPqR5vT7n4aY+IsaWPszMjD4OcIg+c1GJPnuSjz42IZw+E/WwPocc0T5URwA//MQhP8/HTj81CIQ/3U+mP5mLzD8KevM/Uh0LQNjRF0AJyB5AbZ8hQISdI0AuoydAwQQvQK5BOUDeZ0RAMz5OQBZbVUD/9lhAX9lXQLchUEBqikBAhRwqQE79D0AeRus/ZhO7P24akj/xpGI/OuYwP5nxDD/LH+g+2fvGPqnYsT5RQqU+shafPotUnj4b46I+f0+tPvSQvj5hwdc+hNn5PnzNEj/3ji0/p+lMP0kNcD/q74o/AQGfP//WtD/mmc0/d8fpP1YfBED6ARNACFMfQFq2JkAVOidAQgcgQDYAEkC0Pf8/bYvXP7SfsT99hpA/l5ZrP/f2Qz834ik/rZscP5uWGz/A+yY/8tk/P9MVaD828ZA/H3K3P+WX5z8W9A9AOYYuQA2UTEBN3mVApW91QNRYd0DN+WpAbmdTQLyENUCH3BVAUpfvP1Cpuj/F4I4/7BtZPyyuJT/JpAA/Cl/NPveKqT4d0ZA+uvB+Pnb6ZT6Je1M+loZFPj4MOz4UkDM+pgYvPk27LT6ITzA+a7E3PmgORT6dpVk+VJ12Pv5Sjj78zaU+2hvBPpDD3j7sbfw+BWQLP9sGFT/TwBk/5pYZPxwhFj//tBE/33MOP6K2DT+W8g8/FbIUP1uXGj8Sex8/jOMgP5T0HD+bWhM/BVcFPzDM6T6fxcc+D3SnPn+gij5+hGQ+cDo9PijXHj6JOQg+UMrvPTDH2D3u08g9sty9PTpftj0bTLE9fPOtPYnmqz3F4ao9Ab+qPcpqqz1u3qw9RhuvPRQpsj2zE7Y9ze26PXzQwD0e4Mc9Wx7QPZlC2j2vkuY918b1PWV6BD5h3xA+4DUhPqIXNz6KmFQ+Mkt8Ps+fmD6sVbs+iOvnPrzfDz9V1DE//dxZP7ilgz8pVpw/pcO1P9NJzj+BO+Q//h/2P+J1AUDp3gRAet4EQCogAUClXvM/HlXeP4NZxT8p4ao/QvyQPwdgcj9txkg/eh4mP1usCj+Uduw+ONLQPsGGwT4EAb4+8yXGPj9q2j7yqvs+24EVP+usND/+dVs/172EP72+nj8Mrbo/qtzWP/L98D+KHgNAFsgJQF9XC0DEegdAH779P72y5T+g4Mk/fuusP9XgkD9wWm4/Tk1BP+NtGz/vbfk+CkjJPgOwpD72lYk+ie5rPmUNUD4akTw+RU0vPtTMJj6kMyI+WP8gPi/fIj5xiCc+6ZwuPsuQNz6jokE+YspLPnC8VD7ZAls+8EVdPnOzWj4sUlM+o/dHPgrtOT76gio+S9kaPnbFCz6Iqvs9ZLPiPe3izD2EO7o9DpWqPSaunT0iOJM9PrSKPWgUhD010309L+h1PR8EcD1T3Gs9xj9pPf8TaD1FVmg9dR5qPQS7bT1iXHM9D6R7PTiogz22qos9/m+WPVeipD1q37Y9uQrOPVeb6j2TggY+4KoaPlGcMT7m60o+jOFlPgi8gD6lJY4+wEqaPm9KpD67PKs+TJauPiBWrj5FCqs+AKylPsNSnz6t+pg+uGiTPscdjz5UVYw+EQeLPgTqij7Je4s+hA6MPsDkiz6OW4o+oBCHPrARgj5DXnc+vu1oPlEGWj4Yzks+sUw/PqBgNT6nvi4+efArPjBSLT4sETM+hyU9PrhcSz6lQ10+ATdyPuqqhD44wpA+C7WcPmS6pz7t+7A+zKu3Phgzuz4KXbs+NW24PuEPsz7+M6w+VeGkPv8dnj7L45g+wSKWPm6ulj4ZXps+hfWkPgshtD7rdsk+/GHlPj0MBD+txRg/9KgwP/dUSz9lKWg/BCSDP+pGkj87x6A/kdGtP116uD9J3b8/cUXDP85Zwj8qNr0/1GK0P9OvqD8RB5s/bEqMP1V3ej+u+Fw/EhFBP+t0Jz8wmhA/Fnj5PlHY1z7/Krw+ExGmPsQLlT6tiYg+Vvt/PtrIdT4lm3E+TL9yPqu0eD4TloE+QwOJPvuokj7vop4+QBatPuxhvj4RzdI+MbvqPphMAz8pchM/7AsmP/lkOz/jv1M/dVxvPyA3hz+WgJg/dnmrP2Lwvz9akdU/9+TrP2wjAUBD9gtAo/QVQCydHkC0dCVAIBMqQCw7LEAH5itAOUQpQNCwJECOoB5A1JAXQK74D0BxQQhAcb4AQKRb8z8LauY//cPaP79a0D/c+MY/u1G+P9wMtj+h1q0/dnKlP8rBnD+3yZM/X6qKP/2VgT9Zj3E/yfJgP9vHUT95ckQ/i0c5P9uKMD+qaio/BwInP55UJj8YTyg/aMYsPyh6Mz9HEzw/biZGP7A1UT/UsFw/yfdnPx5zcj+ye3s/Xz+BP2WCgz+pX4Q/sMeDPzjFgT+/9nw/jEJ0P3/zaT//ll4/e8RSP4L4Rj/ioTs/bBUxP6KWJz9aTR8//ksYP9mLEj+l+g0/anIKP6m4Bz90igU/Jp4DPwqpAT/mzv4+5Ub5Pld18j4SQuo+tbvgPlgS1j6hico+TW6+PjMPsj4wtKU+O6GZPjcRjj6pNoM+n3hyPkCFYD4BylA+C29DPlOSOD6zRzA+fJ0qPuafJz7vWCc+1NIpPk4YLz6LNjc+FTpCPnUxUD7cLmE+kBh1PiT9hT4h4JI+PCShPi+vsD5LV8E+BfXSPiNJ5T7IA/g+LGgFP5GkDj+AgBc/3L0fP4YbJz8xVi0/8C8yPxlvNT8a7jY/c5U2P0hhND/MdDA/YPYqP5kgJD/dNRw/3XoTPw01Cj8NnwA/RN3tPqCs2j4h/sc+hha2PgIqpT4PXpU+L9KGPqYhcz43RVs+EwRGPhpKMz6Y9SI+JdwUPp3OCD5DL/09vwnsPfLF3T26AtI9q2bIPXiewD1TYro923K1PcuZsT2zqa49YnysPWnzqj1j9qk9X3KpPZAxqT0+Pak9C9+pPTrXqj0eJaw9cMqtPcPLrz3tL7I9dAC1PahJuD24Jbw98pPAPTPQxT2wt8s9TojSPSlk2j3yc+M9dePtPf7j+T0S1wM+MrsLPi3AFD6LDB8+0LcqPhvqNz6AxUY+cG9XPu0Haj6HrX4+jb+KPqBElz4d8qQ+3cuzPs7Swz5OA9U+hVPnPqy4+j4Rjwc/RjcSP95BHT8Lwyg/\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1613\"},\"selection_policy\":{\"id\":\"1612\"}},\"id\":\"1598\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1574\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1580\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1583\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1600\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1607\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1589\",\"type\":\"HelpTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1598\"},\"glyph\":{\"id\":\"1599\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1601\"},\"nonselection_glyph\":{\"id\":\"1600\"},\"view\":{\"id\":\"1603\"}},\"id\":\"1602\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1598\"}},\"id\":\"1603\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1608\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1581\",\"type\":\"BasicTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"1584\"},{\"id\":\"1585\"},{\"id\":\"1586\"},{\"id\":\"1587\"},{\"id\":\"1588\"},{\"id\":\"1589\"}]},\"id\":\"1591\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1599\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1610\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1601\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1585\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1570\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1584\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1590\"}},\"id\":\"1586\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1611\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1587\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1588\",\"type\":\"ResetTool\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons II\"},\"renderers\":[{\"id\":\"1602\"}]},\"id\":\"1616\",\"type\":\"LegendItem\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1590\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1568\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1604\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1612\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1610\"},\"group\":null,\"major_label_policy\":{\"id\":\"1611\"},\"ticker\":{\"id\":\"1577\"}},\"id\":\"1576\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1613\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"1576\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1579\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1616\"}]},\"id\":\"1615\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1577\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1572\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1567\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"c5ac0b22-9bc2-484c-b3ba-16fb4bb0ea1d\",\"root_ids\":[\"1567\"],\"roots\":{\"1567\":\"eca69e5a-bac0-4be7-bd08-ab01dbb52c7a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1567"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data_neutrons2 = diffraction_pattern_xy(space_group, unit_cell, atom_list, job_info)\n",
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_neutrons2, legend_label='Neutrons II', color='orange', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08f6373c",
   "metadata": {},
   "source": [
    "## Compare X-ray and neutron diffraction patterns (2nd iteration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c6a74944",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"ed810392-33f3-4ce7-b345-e35d3525963a\" data-root-id=\"1729\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"343d526a-b164-42d5-995b-fea7e5b7904e\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1738\"}],\"center\":[{\"id\":\"1741\"},{\"id\":\"1745\"},{\"id\":\"1777\"}],\"height\":300,\"left\":[{\"id\":\"1742\"}],\"renderers\":[{\"id\":\"1764\"},{\"id\":\"1783\"}],\"title\":{\"id\":\"1766\"},\"toolbar\":{\"id\":\"1753\"},\"width\":700,\"x_range\":{\"id\":\"1730\"},\"x_scale\":{\"id\":\"1734\"},\"y_range\":{\"id\":\"1732\"},\"y_scale\":{\"id\":\"1736\"}},\"id\":\"1729\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1760\"},\"glyph\":{\"id\":\"1761\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1763\"},\"nonselection_glyph\":{\"id\":\"1762\"},\"view\":{\"id\":\"1765\"}},\"id\":\"1764\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1775\"},\"selection_policy\":{\"id\":\"1774\"}},\"id\":\"1760\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1772\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAgQc3MIEGamSFBZmYiQTMzI0EAACRBzcwkQZqZJUFmZiZBMzMnQQAAKEHNzChBmpkpQWZmKkEzMytBAAAsQc3MLEGamS1BZmYuQTMzL0EAADBBzcwwQZqZMUFmZjJBMzMzQQAANEHNzDRBmpk1QWZmNkEzMzdBAAA4Qc3MOEGamTlBZmY6QTMzO0EAADxBzcw8QZqZPUFmZj5BMzM/QQAAQEHNzEBBmplBQWZmQkEzM0NBAABEQc3MREGamUVBZmZGQTMzR0EAAEhBzcxIQZqZSUFmZkpBMzNLQQAATEHNzExBmplNQWZmTkEzM09BAABQQc3MUEGamVFBZmZSQTMzU0EAAFRBzcxUQZqZVUFmZlZBMzNXQQAAWEHNzFhBmplZQWZmWkEzM1tBAABcQc3MXEGamV1BZmZeQTMzX0EAAGBBzcxgQZqZYUFmZmJBNDNjQQAAZEHNzGRBmpllQWZmZkE0M2dBAABoQc3MaEGamWlBZmZqQTQza0EAAGxBzcxsQZqZbUFmZm5BNDNvQQAAcEHNzHBBmplxQWZmckE0M3NBAAB0Qc3MdEGamXVBZmZ2QTQzd0EAAHhBzcx4QZqZeUFmZnpBNDN7QQAAfEHNzHxBmpl9QWZmfkE0M39BAACAQWZmgEHNzIBBMzOBQZqZgUEAAIJBZmaCQc3MgkEzM4NBmpmDQQAAhEFmZoRBzcyEQTMzhUGamYVBAACGQWZmhkHNzIZBMzOHQZqZh0EAAIhBZmaIQc3MiEEzM4lBmpmJQQAAikFmZopBzcyKQTMzi0GamYtBAACMQWZmjEHNzIxBMzONQZqZjUEAAI5BZmaOQc3MjkEzM49BmpmPQQAAkEFmZpBBzcyQQTQzkUGamZFBAACSQWZmkkHNzJJBNDOTQZqZk0EAAJRBZmaUQc3MlEE0M5VBmpmVQQAAlkFmZpZBzcyWQTQzl0GamZdBAACYQWZmmEHNzJhBNDOZQZqZmUEAAJpBZmaaQc3MmkE0M5tBmpmbQQAAnEFmZpxBzcycQTQznUGamZ1BAACeQWZmnkHNzJ5BNDOfQZqZn0EAAKBBZmagQc3MoEE0M6FBmpmhQQAAokFmZqJBzcyiQTQzo0GamaNBAACkQWZmpEHNzKRBNDOlQZqZpUEAAKZBZmamQc3MpkE0M6dBmpmnQQAAqEFmZqhBzcyoQTQzqUGamalBAACqQWZmqkHNzKpBNDOrQZqZq0EAAKxBZmasQc3MrEE0M61BmpmtQQAArkFmZq5BzcyuQTQzr0Gama9BAACwQWZmsEHNzLBBNDOxQZqZsUEAALJBZmayQc3MskE0M7NBmpmzQQAAtEFmZrRBzcy0QTQztUGambVBAAC2QWZmtkHNzLZBNDO3QZqZt0EAALhBZma4Qc3MuEE0M7lBmpm5QQAAukFmZrpBzcy6QTQzu0GambtBAAC8QWZmvEHNzLxBNDO9QZqZvUEAAL5BZma+Qc3MvkE0M79Bmpm/QQAAwEFmZsBBzczAQTQzwUGamcFBAADCQWZmwkHNzMJBNDPDQZqZw0EAAMRBZmbEQc3MxEE0M8VBmpnFQQAAxkFmZsZBzczGQTQzx0GamcdBAADIQWZmyEHNzMhBNDPJQZqZyUEAAMpBZmbKQc3MykE0M8tBmpnLQQAAzEFmZsxBzczMQTQzzUGamc1BAADOQWZmzkHNzM5BNDPPQZqZz0EAANBBZ2bQQc3M0EEzM9FBmpnRQQAA0kFnZtJBzczSQTMz00GamdNBAADUQWdm1EHNzNRBMzPVQZqZ1UEAANZBZ2bWQc3M1kEzM9dBmpnXQQAA2EFnZthBzczYQTMz2UGamdlBAADaQWdm2kHNzNpBMzPbQZqZ20EAANxBZ2bcQc3M3EEzM91BmpndQQAA3kFnZt5BzczeQTMz30Gamd9BAADgQWdm4EHNzOBBMzPhQZqZ4UEAAOJBZ2biQc3M4kEzM+NBmpnjQQAA5EFnZuRBzczkQTMz5UGameVBAADmQWdm5kHNzOZBMzPnQZqZ50EAAOhBZ2boQc3M6EEzM+lBmpnpQQAA6kFnZupBzczqQTMz60GametBAADsQWdm7EHNzOxBMzPtQZqZ7UEAAO5BZ2buQc3M7kEzM+9BmpnvQQAA8EFnZvBBzczwQTMz8UGamfFBAADyQWdm8kHNzPJBMzPzQZqZ80EAAPRBZ2b0Qc3M9EEzM/VBmpn1QQAA9kFnZvZBzcz2QTMz90GamfdBAAD4QWdm+EHNzPhBMzP5QZqZ+UEAAPpBZ2b6Qc3M+kEzM/tBmpn7QQAA/EFnZvxBzcz8QTMz/UGamf1BAAD+QWdm/kHNzP5BMzP/QZqZ/0EAAABCNDMAQmZmAEKamQBCzcwAQgAAAUI0MwFCZmYBQpqZAULNzAFCAAACQjQzAkJmZgJCmpkCQs3MAkIAAANCNDMDQmZmA0KamQNCzcwDQgAABEI0MwRCZmYEQpqZBELNzARCAAAFQjQzBUJmZgVCmpkFQs3MBUIAAAZCNDMGQmZmBkKamQZCzcwGQgAAB0I0MwdCZmYHQpqZB0LNzAdCAAAIQjQzCEJmZghCmpkIQs3MCEIAAAlCNDMJQmZmCUKamQlCzcwJQgAACkI0MwpCZmYKQpqZCkLNzApCAAALQjQzC0JmZgtCmpkLQs3MC0IAAAxCNDMMQmZmDEKamQxCzcwMQgAADUI0Mw1CZmYNQpqZDULNzA1CAAAOQjQzDkJmZg5CmpkOQs3MDkIAAA9CNDMPQmZmD0KamQ9CzcwPQgAAEEI0MxBCZmYQQpqZEELNzBBCAAARQjQzEUJmZhFCmpkRQs3MEUIAABJCNDMSQmZmEkKamRJCzcwSQgAAE0I0MxNCZmYTQpqZE0LNzBNCAAAUQjQzFEJmZhRCmpkUQs3MFEIAABVCNDMVQmZmFUKamRVCzcwVQgAAFkI0MxZCZmYWQpqZFkLNzBZCAAAXQjQzF0JmZhdCmpkXQs3MF0IAABhCNDMYQmZmGEKamRhCzcwYQgAAGUI0MxlCZmYZQpqZGULNzBlCAAAaQjQzGkJmZhpCmpkaQs3MGkIAABtCNDMbQmZmG0KamRtCzcwbQgAAHEI0MxxCZmYcQpqZHELNzBxCAAAdQjQzHUJmZh1CmpkdQs3MHUIAAB5CNDMeQmZmHkKamR5CzcweQgAAH0I0Mx9CZmYfQpqZH0LNzB9CAAAgQjQzIEJmZiBCmpkgQs3MIEIAACFCNDMhQmZmIUKamSFCzcwhQgAAIkI0MyJCZmYiQpqZIkLNzCJCAAAjQjQzI0JmZiNCmpkjQs3MI0IAACRCNDMkQmZmJEKamSRCzcwkQgAAJUI0MyVCZmYlQpqZJULNzCVCAAAmQjQzJkJmZiZCmpkmQs3MJkIAACdCNDMnQmZmJ0KamSdCzcwnQgAAKEIzMyhCZ2YoQpqZKELNzChCAAApQjMzKUJnZilCmpkpQs3MKUIAACpCMzMqQmdmKkKamSpCzcwqQgAAK0IzMytCZ2YrQpqZK0LNzCtCAAAsQjMzLEJnZixCmpksQs3MLEIAAC1CMzMtQmdmLUKamS1CzcwtQgAALkIzMy5CZ2YuQpqZLkLNzC5CAAAvQjMzL0JnZi9CmpkvQs3ML0IAADBCMzMwQmdmMEKamTBCzcwwQgAAMUIzMzFCZ2YxQpqZMULNzDFCAAAyQjMzMkJnZjJCmpkyQs3MMkIAADNCMzMzQmdmM0KamTNCzcwzQgAANEIzMzRCZ2Y0QpqZNELNzDRCAAA1QjMzNUJnZjVCmpk1Qs3MNUIAADZCMzM2QmdmNkKamTZCzcw2QgAAN0IzMzdCZ2Y3QpqZN0LNzDdCAAA4QjMzOEJnZjhCmpk4Qs3MOEIAADlCMzM5QmdmOUKamTlCzcw5QgAAOkIzMzpCZ2Y6QpqZOkLNzDpCAAA7QjMzO0JnZjtCmpk7Qs3MO0IAADxCMzM8QmdmPEKamTxCzcw8QgAAPUIzMz1CZ2Y9QpqZPULNzD1CAAA+QjMzPkJnZj5Cmpk+Qs3MPkIAAD9CMzM/QmdmP0KamT9Czcw/QgAAQEIzM0BCZ2ZAQpqZQELNzEBCAABBQjMzQUJnZkFCmplBQs3MQUIAAEJCMzNCQmdmQkKamUJCzcxCQgAAQ0IzM0NCZ2ZDQpqZQ0LNzENCAABEQjMzREJnZkRCmplEQs3MREIAAEVCMzNFQmdmRUKamUVCzcxFQgAARkIzM0ZCZ2ZGQpqZRkLNzEZCAABHQjMzR0JnZkdCmplHQs3MR0IAAEhCMzNIQmdmSEKamUhCzcxIQgAASUIzM0lCZ2ZJQpqZSULNzElCAABKQjMzSkJnZkpCmplKQs3MSkIAAEtCMzNLQmdmS0KamUtCzcxLQgAATEIzM0xCZ2ZMQpqZTELNzExCAABNQjMzTUJnZk1CmplNQs3MTUIAAE5CMzNOQmdmTkKamU5CzcxOQgAAT0IzM09CZ2ZPQpqZT0LNzE9CAABQQjMzUEJnZlBCmplQQs3MUEIAAFFCMzNRQmdmUUKamVFCzcxRQgAAUkIzM1JCZ2ZSQpqZUkLNzFJCAABTQjMzU0JnZlNCmplTQs3MU0IAAFRCMzNUQmdmVEKamVRCzcxUQgAAVUIzM1VCZ2ZVQpqZVULNzFVCAABWQjMzVkJnZlZCmplWQs3MVkIAAFdCMzNXQmdmV0KamVdCzcxXQgAAWEIzM1hCZ2ZYQpqZWELNzFhCAABZQjMzWUJnZllCmplZQs3MWUIAAFpCMzNaQmdmWkKamVpCzcxaQgAAW0IzM1tCZ2ZbQpqZW0LNzFtCAABcQjMzXEJnZlxCmplcQs3MXEIAAF1CMzNdQmdmXUKamV1CzcxdQgAAXkIzM15CZ2ZeQpqZXkLNzF5CAABfQjMzX0JnZl9CmplfQs3MX0IAAGBCMzNgQmdmYEKamWBCzcxgQgAAYUIzM2FCZ2ZhQpqZYULNzGFCAABiQjMzYkJnZmJCmpliQs3MYkIAAGNCMzNjQmdmY0KamWNCzcxjQgAAZEIzM2RCZ2ZkQpqZZELNzGRCAABlQjMzZUJnZmVCmpllQs3MZUIAAGZCMzNmQmdmZkKamWZCzcxmQgAAZ0IzM2dCZ2ZnQpqZZ0LNzGdCAABoQjMzaEJnZmhCmploQs3MaEIAAGlCMzNpQmdmaUKamWlCzcxpQgAAakIzM2pCZ2ZqQpqZakLNzGpCAABrQjMza0JnZmtCmplrQs3Ma0IAAGxCMzNsQmdmbEKamWxCzcxsQgAAbUIzM21CZ2ZtQpqZbULNzG1CAABuQjMzbkJnZm5CmpluQs3MbkIAAG9CMzNvQmdmb0KamW9CzcxvQgAAcEIzM3BCZ2ZwQpqZcELNzHBCAABxQjMzcUJnZnFCmplxQs3McUIAAHJCMzNyQmdmckKamXJCzcxyQgAAc0IzM3NCZ2ZzQpqZc0LNzHNCAAB0QjMzdEJnZnRCmpl0Qs3MdEIAAHVCMzN1QmdmdUKamXVCzcx1QgAAdkIzM3ZCZ2Z2QpqZdkLNzHZCAAB3QjMzd0JnZndCmpl3Qs3Md0IAAHhCMzN4QmdmeEKamXhCzcx4QgAAeUIzM3lCZ2Z5QpqZeULNzHlCAAB6QjMzekJnZnpCmpl6Qs3MekIAAHtCMzN7Qmdme0KamXtCzcx7QgAAfEIzM3xCZ2Z8QpqZfELNzHxCAAB9QjMzfUJnZn1Cmpl9Qs3MfUIAAH5CMzN+QmdmfkKamX5Czcx+QgAAf0IzM39CZ2Z/QpqZf0LNzH9CAACAQpoZgEI0M4BCzUyAQmZmgEIAgIBCmpmAQjSzgELNzIBCZuaAQgAAgUKaGYFCNDOBQs1MgUJmZoFCAICBQpqZgUI0s4FCzcyBQmbmgUIAAIJCmhmCQjQzgkLNTIJCZmaCQgCAgkKamYJCNLOCQs3MgkJm5oJCAACDQpoZg0I0M4NCzUyDQmZmg0IAgINCmpmDQjSzg0LNzINCZuaDQgAAhEKaGYRCNDOEQs1MhEJmZoRCAICEQpqZhEI0s4RCzcyEQmbmhEIAAIVCmhmFQjQzhULNTIVCZmaFQgCAhUKamYVCNLOFQs3MhUJm5oVCAACGQpoZhkI0M4ZCzUyGQmZmhkIAgIZCmpmGQjSzhkLNzIZCZuaGQgAAh0KaGYdCNDOHQs1Mh0JmZodCAICHQpqZh0I0s4dCzcyHQmbmh0IAAIhCmhmIQjQziELNTIhCZmaIQgCAiEKamYhCNLOIQs3MiEJm5ohCAACJQpoZiUI0M4lCzUyJQmZmiUIAgIlCmpmJQjSziULNzIlCZuaJQgAAikKaGYpCNDOKQs1MikJmZopCAICKQpqZikI0s4pCzcyKQmbmikIAAItCmhmLQjQzi0LNTItCZmaLQgCAi0KamYtCNLOLQs3Mi0Jm5otCAACMQpoZjEI0M4xCzUyMQmZmjEIAgIxCmpmMQjSzjELNzIxCZuaMQgAAjUKaGY1CNDONQs1MjUJmZo1CAICNQpqZjUI0s41CzcyNQmbmjUIAAI5CmhmOQjQzjkLNTI5CZmaOQgCAjkKamY5CNLOOQs3MjkJm5o5CAACPQpoZj0I0M49CzUyPQmZmj0IAgI9CmpmPQjSzj0LNzI9CZuaPQgAAkEKaGZBCNDOQQs1MkEJmZpBCAICQQpqZkEI0s5BCzcyQQmbmkEIAAJFCmhmRQjQzkULNTJFCZmaRQgCAkUKamZFCNLORQs3MkUJm5pFCAACSQpoZkkI0M5JCzUySQmZmkkIAgJJCmpmSQjSzkkLNzJJCZuaSQgAAk0KaGZNCNDOTQs1Mk0JmZpNCAICTQpqZk0I0s5NCzcyTQmbmk0IAAJRCmhmUQjMzlELNTJRCZ2aUQgCAlEKamZRCM7OUQs3MlEJn5pRCAACVQpoZlUIzM5VCzUyVQmdmlUIAgJVCmpmVQjOzlULNzJVCZ+aVQgAAlkKaGZZCMzOWQs1MlkJnZpZCAICWQpqZlkIzs5ZCzcyWQmfmlkIAAJdCmhmXQjMzl0LNTJdCZ2aXQgCAl0KamZdCM7OXQs3Ml0Jn5pdCAACYQpoZmEIzM5hCzUyYQmdmmEIAgJhCmpmYQjOzmELNzJhCZ+aYQgAAmUKaGZlCMzOZQs1MmUJnZplCAICZQpqZmUIzs5lCzcyZQmfmmUIAAJpCmhmaQjMzmkLNTJpCZ2aaQgCAmkKamZpCM7OaQs3MmkJn5ppCAACbQpoZm0IzM5tCzUybQmdmm0IAgJtCmpmbQjOzm0LNzJtCZ+abQgAAnEKaGZxCMzOcQs1MnEJnZpxCAICcQpqZnEIzs5xCzcycQmfmnEIAAJ1CmhmdQjMznULNTJ1CZ2adQgCAnUKamZ1CM7OdQs3MnUJn5p1CAACeQpoZnkIzM55CzUyeQmdmnkIAgJ5CmpmeQjOznkLNzJ5CZ+aeQgAAn0KaGZ9CMzOfQs1Mn0JnZp9CAICfQpqZn0Izs59CzcyfQmfmn0IAAKBCmhmgQjMzoELNTKBCZ2agQgCAoEKamaBCM7OgQs3MoEJn5qBCAAChQpoZoUIzM6FCzUyhQmdmoUIAgKFCmpmhQjOzoULNzKFCZ+ahQgAAokKaGaJCMzOiQs1MokJnZqJCAICiQpqZokIzs6JCzcyiQmfmokIAAKNCmhmjQjMzo0LNTKNCZ2ajQgCAo0KamaNCM7OjQs3Mo0Jn5qNCAACkQpoZpEIzM6RCzUykQmdmpEIAgKRCmpmkQjOzpELNzKRCZ+akQgAApUKaGaVCMzOlQs1MpUJnZqVCAIClQpqZpUIzs6VCzcylQmfmpUIAAKZCmhmmQjMzpkLNTKZCZ2amQgCApkKamaZCM7OmQs3MpkJn5qZCAACnQpoZp0IzM6dCzUynQmdmp0IAgKdCmpmnQjOzp0LNzKdCZ+anQgAAqEKaGahCMzOoQs1MqEJnZqhCAICoQpqZqEIzs6hCzcyoQmfmqEIAAKlCmhmpQjMzqULNTKlCZ2apQgCAqUKamalCM7OpQs3MqUJn5qlCAACqQpoZqkIzM6pCzUyqQmdmqkIAgKpCmpmqQjOzqkLNzKpCZ+aqQgAAq0KaGatCMzOrQs1Mq0JnZqtCAICrQpqZq0Izs6tCzcyrQmfmq0IAAKxCmhmsQjMzrELNTKxCZ2asQgCArEKamaxCM7OsQs3MrEJn5qxCAACtQpoZrUIzM61CzUytQmdmrUIAgK1CmpmtQjOzrULNzK1CZ+atQgAArkKaGa5CMzOuQs1MrkJnZq5CAICuQpqZrkIzs65CzcyuQmfmrkIAAK9CmhmvQjMzr0LNTK9CZ2avQgCAr0Kama9CM7OvQs3Mr0Jn5q9CAACwQpoZsEIzM7BCzUywQmdmsEIAgLBCmpmwQjOzsELNzLBCZ+awQgAAsUKaGbFCMzOxQs1MsUJnZrFCAICxQpqZsUIzs7FCzcyxQmfmsUIAALJCmhmyQjMzskLNTLJCZ2ayQgCAskKambJCM7OyQs3MskJn5rJCAACzQpoZs0IzM7NCzUyzQmdms0IAgLNCmpmzQjOzs0LNzLNCZ+azQgAAtEKaGbRCMzO0Qs1MtEJnZrRCAIC0QpqZtEIzs7RCzcy0QmfmtEIAALVCmhm1QjMztULNTLVCZ2a1QgCAtUKambVCM7O1Qs3MtUJn5rVCAAC2QpoZtkIzM7ZCzUy2QmdmtkIAgLZCmpm2QjOztkLNzLZCZ+a2QgAAt0KaGbdCMzO3Qs1Mt0JnZrdCAIC3QpqZt0Izs7dCzcy3Qmfmt0IAALhCmhm4QjMzuELNTLhCZ2a4QgCAuEKambhCM7O4Qs3MuEJn5rhCAAC5QpoZuUIzM7lCzUy5QmdmuUIAgLlCmpm5QjOzuULNzLlCZ+a5QgAAukKaGbpCMzO6Qs1MukJnZrpCAIC6QpqZukIzs7pCzcy6QmfmukIAALtCmhm7QjMzu0LNTLtCZ2a7QgCAu0KambtCM7O7Qs3Mu0Jn5rtCAAC8QpoZvEIzM7xCzUy8QmdmvEIAgLxCmpm8QjOzvELNzLxCZ+a8QgAAvUKaGb1CMzO9Qs1MvUJnZr1CAIC9QpqZvUIzs71Czcy9QmfmvUIAAL5Cmhm+QjMzvkLNTL5CZ2a+QgCAvkKamb5CM7O+Qs3MvkJn5r5CAAC/QpoZv0IzM79CzUy/Qmdmv0IAgL9Cmpm/QjOzv0LNzL9CZ+a/QgAAwEKaGcBCMzPAQs1MwEJnZsBCAIDAQpqZwEIzs8BCzczAQmfmwEIAAMFCmhnBQjMzwULNTMFCZ2bBQgCAwUKamcFCM7PBQs3MwUJn5sFCAADCQpoZwkIzM8JCzUzCQmdmwkIAgMJCmpnCQjOzwkLNzMJCZ+bCQgAAw0KaGcNCMzPDQs1Mw0JnZsNCAIDDQpqZw0Izs8NCzczDQmfmw0IAAMRCmhnEQjMzxELNTMRCZ2bEQgCAxEKamcRCM7PEQs3MxEJn5sRCAADFQpoZxUIzM8VCzUzFQmdmxUIAgMVCmpnFQjOzxULNzMVCZ+bFQgAAxkKaGcZCMzPGQs1MxkJnZsZCAIDGQpqZxkIzs8ZCzczGQmfmxkIAAMdCmhnHQjMzx0LNTMdCZ2bHQgCAx0KamcdCM7PHQs3Mx0Jn5sdCAADIQpoZyEIzM8hCzUzIQmdmyEIAgMhCmpnIQjOzyELNzMhCZ+bIQgAAyUKaGclCMzPJQs1MyUJnZslCAIDJQpqZyUIzs8lCzczJQmfmyUIAAMpCmhnKQjMzykLNTMpCZ2bKQgCAykKamcpCM7PKQs3MykJn5spCAADLQpoZy0IzM8tCzUzLQmdmy0IAgMtCmpnLQjOzy0LNzMtCZ+bLQgAAzEKaGcxCMzPMQs1MzEJnZsxCAIDMQpqZzEIzs8xCzczMQmfmzEIAAM1CmhnNQjMzzULNTM1CZ2bNQgCAzUKamc1CM7PNQs3MzUJn5s1CAADOQpoZzkIzM85CzUzOQmdmzkIAgM5CmpnOQjOzzkLNzM5CZ+bOQgAAz0KaGc9CMzPPQs1Mz0JnZs9CAIDPQpqZz0Izs89CzczPQmfmz0IAANBCmhnQQjMz0ELNTNBCZ2bQQgCA0EKamdBCM7PQQs3M0EJn5tBCAADRQpoZ0UIzM9FCzUzRQmdm0UIAgNFCmpnRQjOz0ULNzNFCZ+bRQgAA0kKaGdJCMzPSQs1M0kJnZtJCAIDSQpqZ0kIzs9JCzczSQmfm0kIAANNCmhnTQjMz00LNTNNCZ2bTQgCA00KamdNCM7PTQs3M00Jn5tNCAADUQpoZ1EIzM9RCzUzUQmdm1EIAgNRCmpnUQjOz1ELNzNRCZ+bUQgAA1UKaGdVCMzPVQs1M1UJnZtVCAIDVQpqZ1UIzs9VCzczVQmfm1UIAANZCmhnWQjMz1kLNTNZCZ2bWQgCA1kKamdZCM7PWQs3M1kJn5tZCAADXQpoZ10IzM9dCzUzXQmdm10IAgNdCmpnXQjOz10LNzNdCZ+bXQgAA2EKaGdhCMzPYQs1M2EJnZthCAIDYQpqZ2EIzs9hCzczYQmfm2EIAANlCmhnZQjMz2ULNTNlCZ2bZQgCA2UKamdlCM7PZQs3M2UJn5tlCAADaQpoZ2kIzM9pCzUzaQmdm2kIAgNpCmpnaQjOz2kLNzNpCZ+baQgAA20KaGdtCMzPbQs1M20JnZttCAIDbQpqZ20Izs9tCzczbQmfm20IAANxCmhncQjMz3ELNTNxCZ2bcQgCA3EKamdxCM7PcQs3M3EJn5txCAADdQpoZ3UIzM91CzUzdQmdm3UIAgN1CmpndQjOz3ULNzN1CZ+bdQgAA3kKaGd5CMzPeQs1M3kJnZt5CAIDeQpqZ3kIzs95CzczeQmfm3kIAAN9CmhnfQjMz30LNTN9CZ2bfQgCA30Kamd9CM7PfQs3M30Jn5t9CAADgQpoZ4EIzM+BCzUzgQmdm4EIAgOBCmpngQjOz4ELNzOBCZ+bgQgAA4UKaGeFCMzPhQs1M4UJnZuFCAIDhQpqZ4UIzs+FCzczhQmfm4UIAAOJCmhniQjMz4kLNTOJCZ2biQgCA4kKameJCM7PiQs3M4kJn5uJCAADjQpoZ40IzM+NCzUzjQmdm40IAgONCmpnjQjOz40LNzONCZ+bjQgAA5EKaGeRCMzPkQs1M5EJnZuRCAIDkQpqZ5EIzs+RCzczkQmfm5EIAAOVCmhnlQjMz5ULNTOVCZ2blQgCA5UKameVCM7PlQs3M5UJn5uVCAADmQpoZ5kIzM+ZCzUzmQmdm5kIAgOZCmpnmQjOz5kLNzOZCZ+bmQgAA50KaGedCMzPnQs1M50JnZudCAIDnQpqZ50Izs+dCzcznQmfm50IAAOhCmhnoQjMz6ELNTOhCZ2boQgCA6EKamehCM7PoQs3M6EJn5uhCAADpQpoZ6UIzM+lCzUzpQmdm6UIAgOlCmpnpQjOz6ULNzOlCZ+bpQgAA6kKaGepCMzPqQs1M6kJnZupCAIDqQpqZ6kIzs+pCzczqQmfm6kIAAOtCmhnrQjMz60LNTOtCZ2brQgCA60KametCM7PrQs3M60Jn5utCAADsQpoZ7EIzM+xCzUzsQmdm7EIAgOxCmpnsQjOz7ELNzOxCZ+bsQgAA7UKaGe1CMzPtQs1M7UJnZu1CAIDtQpqZ7UIzs+1CzcztQmfm7UIAAO5CmhnuQjMz7kLNTO5CZ2buQgCA7kKame5CM7PuQs3M7kJn5u5CAADvQpoZ70IzM+9CzUzvQmdm70IAgO9CmpnvQjOz70LNzO9CZ+bvQgAA8EKaGfBCMzPwQs1M8EJnZvBCAIDwQpqZ8EIzs/BCzczwQmfm8EIAAPFCmhnxQjMz8ULNTPFCZ2bxQgCA8UKamfFCM7PxQs3M8UJn5vFCAADyQpoZ8kIzM/JCzUzyQmdm8kIAgPJCmpnyQjOz8kLNzPJCZ+byQgAA80KaGfNCMzPzQs1M80JnZvNCAIDzQpqZ80Izs/NCzczzQmfm80IAAPRCmhn0QjMz9ELNTPRCZ2b0QgCA9EKamfRCM7P0Qs3M9EJn5vRCAAD1QpoZ9UIzM/VCzUz1Qmdm9UIAgPVCmpn1QjOz9ULNzPVCZ+b1QgAA9kKaGfZCMzP2Qs1M9kJnZvZCAID2QpqZ9kIzs/ZCzcz2Qmfm9kIAAPdCmhn3QjMz90LNTPdCZ2b3QgCA90KamfdCM7P3Qs3M90Jn5vdCAAD4QpoZ+EIzM/hCzUz4Qmdm+EIAgPhCmpn4QjOz+ELNzPhCZ+b4QgAA+UKaGflCMzP5Qs1M+UJnZvlCAID5QpqZ+UIzs/lCzcz5Qmfm+UIAAPpCmhn6QjMz+kLNTPpCZ2b6QgCA+kKamfpCM7P6Qs3M+kJn5vpCAAD7QpoZ+0IzM/tCzUz7Qmdm+0IAgPtCmpn7QjOz+0LNzPtCZ+b7QgAA/EKaGfxCMzP8Qs1M/EJnZvxCAID8QpqZ/EIzs/xCzcz8Qmfm/EIAAP1Cmhn9QjMz/ULNTP1CZ2b9QgCA/UKamf1CM7P9Qs3M/UJn5v1CAAD+QpoZ/kIzM/5CzUz+Qmdm/kIAgP5Cmpn+QjOz/kLNzP5CZ+b+QgAA/0KaGf9CMzP/Qs1M/0JnZv9CAID/QpqZ/0Izs/9Czcz/Qmfm/0IAAABDzQwAQ5oZAENmJgBDNDMAQwBAAEPNTABDmlkAQ2ZmAEM0cwBDAIAAQ82MAEOamQBDZqYAQzSzAEMAwABDzcwAQ5rZAENm5gBDNPMAQwAAAUPNDAFDmhkBQ2YmAUM0MwFDAEABQ81MAUOaWQFDZmYBQzRzAUMAgAFDzYwBQ5qZAUNmpgFDNLMBQwDAAUPNzAFDmtkBQ2bmAUM08wFDAAACQ80MAkOaGQJDZiYCQzQzAkMAQAJDzUwCQ5pZAkNmZgJDNHMCQwCAAkPNjAJDmpkCQ2amAkM0swJDAMACQ83MAkOa2QJDZuYCQzTzAkMAAANDzQwDQ5oZA0NmJgNDNDMDQwBAA0PNTANDmlkDQ2ZmA0M0cwNDAIADQ82MA0OamQNDZqYDQzSzA0MAwANDzcwDQ5rZA0Nm5gNDNPMDQwAABEPNDARDmhkEQ2YmBEM0MwRDAEAEQ81MBEOaWQRDZmYEQzRzBEMAgARDzYwEQ5qZBENmpgRDNLMEQwDABEPNzARDmtkEQ2bmBEM08wRDAAAFQ80MBUOaGQVDZiYFQzQzBUMAQAVDzUwFQ5pZBUNmZgVDNHMFQwCABUPNjAVDmpkFQ2amBUM0swVDAMAFQ83MBUOa2QVDZuYFQzTzBUMAAAZDzQwGQ5oZBkNmJgZDNDMGQwBABkPNTAZDmlkGQ2ZmBkM0cwZDAIAGQ82MBkOamQZDZqYGQzSzBkMAwAZDzcwGQ5rZBkNm5gZDNPMGQwAAB0PNDAdDmhkHQ2YmB0M0MwdDAEAHQ81MB0OaWQdDZmYHQzRzB0MAgAdDzYwHQ5qZB0NmpgdDNLMHQwDAB0PNzAdDmtkHQ2bmB0M08wdDAAAIQ80MCEOaGQhDZiYIQzQzCEMAQAhDzUwIQ5pZCENmZghDNHMIQwCACEPNjAhDmpkIQ2amCEM0swhDAMAIQ83MCEOa2QhDZuYIQzTzCEMAAAlDzQwJQ5oZCUNmJglDNDMJQwBACUPNTAlDmlkJQ2ZmCUM0cwlDAIAJQ82MCUOamQlDZqYJQzSzCUMAwAlDzcwJQ5rZCUNm5glDNPMJQwAACkPNDApDmhkKQ2cmCkMzMwpDAEAKQ81MCkOaWQpDZ2YKQzNzCkMAgApDzYwKQ5qZCkNnpgpDM7MKQwDACkPNzApDmtkKQ2fmCkMz8wpDAAALQ80MC0OaGQtDZyYLQzMzC0MAQAtDzUwLQ5pZC0NnZgtDM3MLQwCAC0PNjAtDmpkLQ2emC0MzswtDAMALQ83MC0Oa2QtDZ+YLQzPzC0MAAAxDzQwMQ5oZDENnJgxDMzMMQwBADEPNTAxDmlkMQ2dmDEMzcwxDAIAMQ82MDEOamQxDZ6YMQzOzDEMAwAxDzcwMQ5rZDENn5gxDM/MMQwAADUPNDA1DmhkNQ2cmDUMzMw1DAEANQ81MDUOaWQ1DZ2YNQzNzDUMAgA1DzYwNQ5qZDUNnpg1DM7MNQwDADUPNzA1DmtkNQ2fmDUMz8w1DAAAOQ80MDkOaGQ5DZyYOQzMzDkMAQA5DzUwOQ5pZDkNnZg5DM3MOQwCADkPNjA5DmpkOQ2emDkMzsw5DAMAOQ83MDkOa2Q5DZ+YOQzPzDkMAAA9DzQwPQ5oZD0NnJg9DMzMPQwBAD0PNTA9DmlkPQ2dmD0Mzcw9DAIAPQ82MD0OamQ9DZ6YPQzOzD0MAwA9DzcwPQ5rZD0Nn5g9DM/MPQwAAEEPNDBBDmhkQQ2cmEEMzMxBDAEAQQ81MEEOaWRBDZ2YQQzNzEEMAgBBDzYwQQ5qZEENnphBDM7MQQwDAEEPNzBBDmtkQQ2fmEEMz8xBDAAARQ80MEUOaGRFDZyYRQzMzEUMAQBFDzUwRQ5pZEUNnZhFDM3MRQwCAEUPNjBFDmpkRQ2emEUMzsxFDAMARQ83MEUOa2RFDZ+YRQzPzEUMAABJDzQwSQ5oZEkNnJhJDMzMSQwBAEkPNTBJDmlkSQ2dmEkMzcxJDAIASQ82MEkOamRJDZ6YSQzOzEkMAwBJDzcwSQ5rZEkNn5hJDM/MSQwAAE0PNDBNDmhkTQ2cmE0MzMxNDAEATQ81ME0OaWRNDZ2YTQzNzE0MAgBNDzYwTQ5qZE0NnphNDM7MTQwDAE0PNzBNDmtkTQ2fmE0Mz8xNDAAAUQ80MFEOaGRRDZyYUQzMzFEMAQBRDzUwUQ5pZFENnZhRDM3MUQwCAFEPNjBRDmpkUQ2emFEMzsxRDAMAUQ83MFEOa2RRDZ+YUQzPzFEMAABVDzQwVQ5oZFUNnJhVDMzMVQwBAFUPNTBVDmlkVQ2dmFUMzcxVDAIAVQ82MFUOamRVDZ6YVQzOzFUMAwBVDzcwVQ5rZFUNn5hVDM/MVQwAAFkPNDBZDmhkWQ2cmFkMzMxZDAEAWQ81MFkOaWRZDZ2YWQzNzFkMAgBZDzYwWQ5qZFkNnphZDM7MWQwDAFkPNzBZDmtkWQ2fmFkMz8xZDAAAXQ80MF0OaGRdDZyYXQzMzF0MAQBdDzUwXQ5pZF0NnZhdDM3MXQwCAF0PNjBdDmpkXQ2emF0MzsxdDAMAXQ83MF0Oa2RdDZ+YXQzPzF0MAABhDzQwYQ5oZGENnJhhDMzMYQwBAGEPNTBhDmlkYQ2dmGEMzcxhDAIAYQ82MGEOamRhDZ6YYQzOzGEMAwBhDzcwYQ5rZGENn5hhDM/MYQwAAGUPNDBlDmhkZQ2cmGUMzMxlDAEAZQ81MGUOaWRlDZ2YZQzNzGUMAgBlDzYwZQ5qZGUNnphlDM7MZQwDAGUPNzBlDmtkZQ2fmGUMz8xlDAAAaQ80MGkOaGRpDZyYaQzMzGkMAQBpDzUwaQ5pZGkNnZhpDM3MaQwCAGkPNjBpDmpkaQ2emGkMzsxpDAMAaQ83MGkOa2RpDZ+YaQzPzGkMAABtDzQwbQ5oZG0NnJhtDMzMbQwBAG0PNTBtDmlkbQ2dmG0MzcxtD\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1796\"},\"selection_policy\":{\"id\":\"1795\"}},\"id\":\"1779\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1730\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1774\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1761\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1762\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1772\"},\"group\":null,\"major_label_policy\":{\"id\":\"1773\"},\"ticker\":{\"id\":\"1739\"}},\"id\":\"1738\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1775\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1734\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1769\"},\"group\":null,\"major_label_policy\":{\"id\":\"1770\"},\"ticker\":{\"id\":\"1743\"}},\"id\":\"1742\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1732\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1763\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1736\",\"type\":\"LinearScale\"},{\"attributes\":{\"tools\":[{\"id\":\"1746\"},{\"id\":\"1747\"},{\"id\":\"1748\"},{\"id\":\"1749\"},{\"id\":\"1750\"},{\"id\":\"1751\"}]},\"id\":\"1753\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1751\",\"type\":\"HelpTool\"},{\"attributes\":{\"source\":{\"id\":\"1760\"}},\"id\":\"1765\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1739\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1738\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1741\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1778\"},{\"id\":\"1798\"}]},\"id\":\"1777\",\"type\":\"Legend\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1782\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1766\",\"type\":\"Title\"},{\"attributes\":{\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1780\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1779\"}},\"id\":\"1784\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Xrays II / 500\"},\"renderers\":[{\"id\":\"1764\"}]},\"id\":\"1778\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1781\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"1742\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1745\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1795\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1743\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1769\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons II\"},\"renderers\":[{\"id\":\"1783\"}]},\"id\":\"1798\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1770\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1746\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1752\"}},\"id\":\"1748\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1749\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1750\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1796\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1752\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1773\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1779\"},\"glyph\":{\"id\":\"1780\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1782\"},\"nonselection_glyph\":{\"id\":\"1781\"},\"view\":{\"id\":\"1784\"}},\"id\":\"1783\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1729\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"343d526a-b164-42d5-995b-fea7e5b7904e\",\"root_ids\":[\"1729\"],\"roots\":{\"1729\":\"ed810392-33f3-4ce7-b345-e35d3525963a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1729"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_xrays2/500, legend_label='Xrays II / 500', color='darkgreen', line_width=2)\n",
    "fig.line(x_data, y_data_neutrons2, legend_label='Neutrons II', color='orange', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c458f03",
   "metadata": {},
   "source": [
    "## Compare X-ray and neutron diffraction patterns (all iterations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7bfb9592",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div class=\"bk-root\" id=\"90adbd80-efa5-4df4-a9c6-c5deecde8fbd\" data-root-id=\"1934\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"fcc6bf54-dca5-4056-bde2-ff86b8021a00\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1943\"}],\"center\":[{\"id\":\"1946\"},{\"id\":\"1950\"},{\"id\":\"1982\"}],\"height\":300,\"left\":[{\"id\":\"1947\"}],\"renderers\":[{\"id\":\"1969\"},{\"id\":\"1988\"},{\"id\":\"2008\"},{\"id\":\"2030\"}],\"title\":{\"id\":\"1971\"},\"toolbar\":{\"id\":\"1958\"},\"width\":700,\"x_range\":{\"id\":\"1935\"},\"x_scale\":{\"id\":\"1939\"},\"y_range\":{\"id\":\"1937\"},\"y_scale\":{\"id\":\"1941\"}},\"id\":\"1934\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1935\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1967\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"2001\"},\"selection_policy\":{\"id\":\"2000\"}},\"id\":\"1984\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1977\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1977\"},\"group\":null,\"major_label_policy\":{\"id\":\"1978\"},\"ticker\":{\"id\":\"1944\"}},\"id\":\"1943\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2047\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1939\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1974\"},\"group\":null,\"major_label_policy\":{\"id\":\"1975\"},\"ticker\":{\"id\":\"1948\"}},\"id\":\"1947\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1968\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1978\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1937\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1985\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1941\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1971\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1956\",\"type\":\"HelpTool\"},{\"attributes\":{\"label\":{\"value\":\"Xrays / 500\"},\"renderers\":[{\"id\":\"1969\"}]},\"id\":\"1983\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1944\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1943\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1946\",\"type\":\"Grid\"},{\"attributes\":{\"tools\":[{\"id\":\"1951\"},{\"id\":\"1952\"},{\"id\":\"1953\"},{\"id\":\"1954\"},{\"id\":\"1955\"},{\"id\":\"1956\"}]},\"id\":\"1958\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1983\"},{\"id\":\"2003\"},{\"id\":\"2025\"},{\"id\":\"2049\"}]},\"id\":\"1982\",\"type\":\"Legend\"},{\"attributes\":{\"axis\":{\"id\":\"1947\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1950\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1965\"}},\"id\":\"1970\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1948\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_color\":\"olivedrab\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1966\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1979\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1952\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1951\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1984\"},\"glyph\":{\"id\":\"1985\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1987\"},\"nonselection_glyph\":{\"id\":\"1986\"},\"view\":{\"id\":\"1989\"}},\"id\":\"1988\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1965\"},\"glyph\":{\"id\":\"1966\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1968\"},\"nonselection_glyph\":{\"id\":\"1967\"},\"view\":{\"id\":\"1970\"}},\"id\":\"1969\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1957\"}},\"id\":\"1953\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1980\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1954\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2046\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1955\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2022\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1957\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2004\"},\"glyph\":{\"id\":\"2005\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2007\"},\"nonselection_glyph\":{\"id\":\"2006\"},\"view\":{\"id\":\"2009\"}},\"id\":\"2008\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1987\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"2023\"},\"selection_policy\":{\"id\":\"2022\"}},\"id\":\"2004\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2029\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2007\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2026\"},\"glyph\":{\"id\":\"2027\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2029\"},\"nonselection_glyph\":{\"id\":\"2028\"},\"view\":{\"id\":\"2031\"}},\"id\":\"2030\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1984\"}},\"id\":\"1989\",\"type\":\"CDSView\"},{\"attributes\":{\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2027\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"2047\"},\"selection_policy\":{\"id\":\"2046\"}},\"id\":\"2026\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2026\"}},\"id\":\"2031\",\"type\":\"CDSView\"},{\"attributes\":{\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2005\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orangered\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1986\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"darkgreen\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2028\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2004\"}},\"id\":\"2009\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1974\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons\"},\"renderers\":[{\"id\":\"1988\"}]},\"id\":\"2003\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orange\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2006\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"Neutrons II\"},\"renderers\":[{\"id\":\"2030\"}]},\"id\":\"2049\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2000\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"label\":{\"value\":\"Xrays II / 500\"},\"renderers\":[{\"id\":\"2008\"}]},\"id\":\"2025\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1975\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"2023\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2001\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2910]}},\"selected\":{\"id\":\"1980\"},\"selection_policy\":{\"id\":\"1979\"}},\"id\":\"1965\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"1934\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"fcc6bf54-dca5-4056-bde2-ff86b8021a00\",\"root_ids\":[\"1934\"],\"roots\":{\"1934\":\"90adbd80-efa5-4df4-a9c6-c5deecde8fbd\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1934"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(width=FIGURE_WIDTH, height=FIGURE_HEIGHT)\n",
    "fig.line(x_data, y_data_xrays/500, legend_label='Xrays / 500', color='olivedrab', line_width=2)\n",
    "fig.line(x_data, y_data_neutrons, legend_label='Neutrons', color='orangered', line_width=2)\n",
    "fig.line(x_data, y_data_xrays2/500, legend_label='Xrays II / 500', color='orange', line_width=2)\n",
    "fig.line(x_data, y_data_neutrons2, legend_label='Neutrons II', color='darkgreen', line_width=2)\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "466196da",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}