FC-Residuals.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import psycopg2\n",
    "import pandas as pd\n",
    "\n",
    "#this is a .json with my credentials, see also update-department-boundaries...\n",
    "#for a more convenient approach using your pg_conf file\n",
    "#with open('../config.json') as f:\n",
    "#    conf = json.load(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#conn_str = \"host={host} dbname={database} user={user} password={passw} port={port}\".format(**conf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = psycopg2.connect('service=firecares-austin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bigquery = \"\"\"select r.department_id, round(s.yravg,2) as yravg_fires, round(r.risk_model_fires::numeric,2) as predicted_fires, \n",
    "round((s.yravg - r.risk_model_fires)::numeric,2) as residuals,\n",
    "round((abs(s.yravg - r.risk_model_fires)/(s.yravg))::numeric,2) as normedresiduals, \n",
    "fd.name from \n",
    "firestation_firedepartmentriskmodels r\n",
    "\tinner join (select fire_department_id, avg(count) as yravg from firestation_nfirsstatistic where metric='residential_structure_fires'\n",
    "and count is not null and year >= 2010 and level = 0 group by fire_department_id) s\n",
    "\ton r.department_id = s.fire_department_id\n",
    "\tinner join firestation_firedepartment fd on r.department_id = fd.id\n",
    "where r.level = 0 and r.risk_model_fires is not null order by normedresiduals asc\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_sql(bigquery,con=conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>department_id</th>\n",
       "      <th>yravg_fires</th>\n",
       "      <th>predicted_fires</th>\n",
       "      <th>residuals</th>\n",
       "      <th>normedresiduals</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73695</td>\n",
       "      <td>83.33</td>\n",
       "      <td>83.06</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Anniston Fire Department</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>85843</td>\n",
       "      <td>52.43</td>\n",
       "      <td>52.21</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Klamath County Fire District 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>77786</td>\n",
       "      <td>108.71</td>\n",
       "      <td>108.23</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>City of Murfreesboro Fire &amp; Rescue Department ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>94133</td>\n",
       "      <td>293.57</td>\n",
       "      <td>292.11</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saint Petersburg Fire &amp; Rescue Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>77489</td>\n",
       "      <td>554.71</td>\n",
       "      <td>555.84</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cincinnati Fire Department</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   department_id  yravg_fires  predicted_fires  residuals  normedresiduals  \\\n",
       "0          73695        83.33            83.06       0.27              0.0   \n",
       "1          85843        52.43            52.21       0.22              0.0   \n",
       "2          77786       108.71           108.23       0.48              0.0   \n",
       "3          94133       293.57           292.11       1.46              0.0   \n",
       "4          77489       554.71           555.84      -1.12              0.0   \n",
       "\n",
       "                                                name  \n",
       "0                           Anniston Fire Department  \n",
       "1                     Klamath County Fire District 1  \n",
       "2  City of Murfreesboro Fire & Rescue Department ...  \n",
       "3             Saint Petersburg Fire & Rescue Station  \n",
       "4                         Cincinnati Fire Department  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     2578.000000\n",
       "mean       -37.936955\n",
       "std        604.690780\n",
       "min     -29973.210000\n",
       "25%        -22.060000\n",
       "50%         -9.265000\n",
       "75%         -0.142500\n",
       "max       1623.010000\n",
       "Name: residuals, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 90% of fire departments reporting more than 100 incidents have predicted values within about 600 incidents of the true value.\n",
    "df.residuals.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2578.000000\n",
       "mean        1.175710\n",
       "std         7.670356\n",
       "min         0.000000\n",
       "25%         0.320000\n",
       "50%         0.730000\n",
       "75%         1.060000\n",
       "max       371.040000\n",
       "Name: normedresiduals, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.normedresiduals.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>department_id</th>\n",
       "      <th>yravg_fires</th>\n",
       "      <th>predicted_fires</th>\n",
       "      <th>residuals</th>\n",
       "      <th>normedresiduals</th>\n",
       "      <th>name</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73695</td>\n",
       "      <td>83.33</td>\n",
       "      <td>83.06</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Anniston Fire Department</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>85843</td>\n",
       "      <td>52.43</td>\n",
       "      <td>52.21</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Klamath County Fire District 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>77786</td>\n",
       "      <td>108.71</td>\n",
       "      <td>108.23</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>City of Murfreesboro Fire &amp; Rescue Department ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>94133</td>\n",
       "      <td>293.57</td>\n",
       "      <td>292.11</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saint Petersburg Fire &amp; Rescue Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>77489</td>\n",
       "      <td>554.71</td>\n",
       "      <td>555.84</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cincinnati Fire Department</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   department_id  yravg_fires  predicted_fires  residuals  normedresiduals  \\\n",
       "0          73695        83.33            83.06       0.27              0.0   \n",
       "1          85843        52.43            52.21       0.22              0.0   \n",
       "2          77786       108.71           108.23       0.48              0.0   \n",
       "3          94133       293.57           292.11       1.46              0.0   \n",
       "4          77489       554.71           555.84      -1.12              0.0   \n",
       "\n",
       "                                                name  \n",
       "0                           Anniston Fire Department  \n",
       "1                     Klamath County Fire District 1  \n",
       "2  City of Murfreesboro Fire & Rescue Department ...  \n",
       "3             Saint Petersburg Fire & Rescue Station  \n",
       "4                         Cincinnati Fire Department  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df.residuals < 1000) & (df.residuals > -1000) & (df.yravg_fires > 10)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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       "      <th>department_id</th>\n",
       "      <th>yravg_fires</th>\n",
       "      <th>predicted_fires</th>\n",
       "      <th>residuals</th>\n",
       "      <th>normedresiduals</th>\n",
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       "      <td>83.06</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Anniston Fire Department</td>\n",
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       "      <th>1</th>\n",
       "      <td>85843</td>\n",
       "      <td>52.43</td>\n",
       "      <td>52.21</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Klamath County Fire District 1</td>\n",
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       "      <td>94133</td>\n",
       "      <td>293.57</td>\n",
       "      <td>292.11</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saint Petersburg Fire &amp; Rescue Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>77489</td>\n",
       "      <td>554.71</td>\n",
       "      <td>555.84</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cincinnati Fire Department</td>\n",
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       "   department_id  yravg_fires  predicted_fires  residuals  normedresiduals  \\\n",
       "0          73695        83.33            83.06       0.27              0.0   \n",
       "1          85843        52.43            52.21       0.22              0.0   \n",
       "2          77786       108.71           108.23       0.48              0.0   \n",
       "3          94133       293.57           292.11       1.46              0.0   \n",
       "4          77489       554.71           555.84      -1.12              0.0   \n",
       "\n",
       "                                                name  \n",
       "0                           Anniston Fire Department  \n",
       "1                     Klamath County Fire District 1  \n",
       "2  City of Murfreesboro Fire & Rescue Department ...  \n",
       "3             Saint Petersburg Fire & Rescue Station  \n",
       "4                         Cincinnati Fire Department  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(abs(df.normedresiduals) < 0.5)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "cumulator = df.apply(lambda x: x.name/df.shape[0],axis=1)\n",
    "df = df.assign(cumulativefreq=cumulator)"
   ]
  },
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       "       style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
       "  \n",
       "\n",
       "\n",
       "</div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "function HoloViewsWidget() {\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.init_slider = function(init_val){\n",
       "  if(this.load_json) {\n",
       "    this.from_json()\n",
       "  } else {\n",
       "    this.update_cache();\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.populate_cache = function(idx){\n",
       "  this.cache[idx].innerHTML = this.frames[idx];\n",
       "  if (this.embed) {\n",
       "    delete this.frames[idx];\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.process_error = function(msg){\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.from_json = function() {\n",
       "  var data_url = this.json_path + this.id + '.json';\n",
       "  $.getJSON(data_url, $.proxy(function(json_data) {\n",
       "    this.frames = json_data;\n",
       "    this.update_cache();\n",
       "    this.update(0);\n",
       "  }, this));\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.dynamic_update = function(current){\n",
       "  if (current === undefined) {\n",
       "    return\n",
       "  }\n",
       "  this.current = current;\n",
       "  if (this.comm) {\n",
       "    var msg = {comm_id: this.id+'_client', content: current}\n",
       "    this.comm.send(msg);\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.update_cache = function(force){\n",
       "  var frame_len = Object.keys(this.frames).length;\n",
       "  for (var i=0; i<frame_len; i++) {\n",
       "    if(!this.load_json || this.dynamic)  {\n",
       "      var frame = Object.keys(this.frames)[i];\n",
       "    } else {\n",
       "      var frame = i;\n",
       "    }\n",
       "    if(!(frame in this.cache) || force) {\n",
       "      if ((frame in this.cache) && force) { this.cache[frame].remove() }\n",
       "      var div = document.createElement(\"div\");\n",
       "      var parent = document.getElementById(\"_anim_img\"+this.id);\n",
       "      div.style.display = \"none\";\n",
       "      parent.appendChild(div)\n",
       "      this.cache[frame] = div;\n",
       "      var cache_id = \"_anim_img\"+this.id+\"_\"+frame;\n",
       "      this.populate_cache(frame);\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.update = function(current){\n",
       "  if(current in this.cache) {\n",
       "    for (var index in this.cache) {\n",
       "      this.cache[index].style.display = \"none\";\n",
       "    }\n",
       "    this.cache[current].style.display = \"\";\n",
       "    this.wait = false;\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.init_comms = function() {\n",
       "  var that = this\n",
       "  HoloViews.comm_manager.register_target(this.plot_id, this.id, function (msg) { that.msg_handler(msg) })\n",
       "  if (!this.cached || this.dynamic) {\n",
       "    function ack_callback(msg) {\n",
       "      var msg = msg.metadata;\n",
       "      var comm_id = msg.comm_id;\n",
       "      var comm_status = HoloViews.comm_status[comm_id];\n",
       "      if (that.queue.length > 0) {\n",
       "        that.time = Date.now();\n",
       "        that.dynamic_update(that.queue[that.queue.length-1]);\n",
       "        that.queue = [];\n",
       "      } else {\n",
       "        that.wait = false;\n",
       "      }\n",
       "      if ((msg.msg_type == \"Ready\") && msg.content) {\n",
       "        console.log(\"Python callback returned following output:\", msg.content);\n",
       "      } else if (msg.msg_type == \"Error\") {\n",
       "        console.log(\"Python failed with the following traceback:\", msg.traceback)\n",
       "      }\n",
       "    }\n",
       "    var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n",
       "    return comm\n",
       "  }\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.msg_handler = function(msg) {\n",
       "  var metadata = msg.metadata;\n",
       "  if ((metadata.msg_type == \"Ready\")) {\n",
       "    if (metadata.content) {\n",
       "      console.log(\"Python callback returned following output:\", metadata.content);\n",
       "    }\n",
       "\treturn;\n",
       "  } else if (metadata.msg_type == \"Error\") {\n",
       "    console.log(\"Python failed with the following traceback:\", metadata.traceback)\n",
       "    return\n",
       "  }\n",
       "  this.process_msg(msg)\n",
       "}\n",
       "\n",
       "HoloViewsWidget.prototype.process_msg = function(msg) {\n",
       "}\n",
       "\n",
       "function SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n",
       "  this.frames = frames;\n",
       "  this.id = id;\n",
       "  this.plot_id = plot_id;\n",
       "  this.slider_ids = slider_ids;\n",
       "  this.keyMap = keyMap\n",
       "  this.current_frame = 0;\n",
       "  this.current_vals = dim_vals;\n",
       "  this.load_json = load_json;\n",
       "  this.mode = mode;\n",
       "  this.notFound = notFound;\n",
       "  this.cached = cached;\n",
       "  this.dynamic = dynamic;\n",
       "  this.cache = {};\n",
       "  this.json_path = json_path;\n",
       "  this.init_slider(this.current_vals[0]);\n",
       "  this.queue = [];\n",
       "  this.wait = false;\n",
       "  if (!this.cached || this.dynamic) {\n",
       "    this.comm = this.init_comms();\n",
       "  }\n",
       "}\n",
       "\n",
       "SelectionWidget.prototype = new HoloViewsWidget;\n",
       "\n",
       "\n",
       "SelectionWidget.prototype.get_key = function(current_vals) {\n",
       "  var key = \"(\";\n",
       "  for (var i=0; i<this.slider_ids.length; i++)\n",
       "  {\n",
       "    var val = this.current_vals[i];\n",
       "    if (!(typeof val === 'string')) {\n",
       "      if (val % 1 === 0) { val = val.toFixed(1); }\n",
       "      else { val = val.toFixed(10); val = val.slice(0, val.length-1);}\n",
       "    }\n",
       "    key += \"'\" + val + \"'\";\n",
       "    if(i != this.slider_ids.length-1) { key += ', ';}\n",
       "    else if(this.slider_ids.length == 1) { key += ',';}\n",
       "  }\n",
       "  key += \")\";\n",
       "  return this.keyMap[key];\n",
       "}\n",
       "\n",
       "SelectionWidget.prototype.set_frame = function(dim_val, dim_idx){\n",
       "  this.current_vals[dim_idx] = dim_val;\n",
       "  var key = this.current_vals;\n",
       "  if (!this.dynamic) {\n",
       "    key = this.get_key(key)\n",
       "  }\n",
       "  if (this.dynamic || !this.cached) {\n",
       "    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n",
       "      this.queue.push(key);\n",
       "      return\n",
       "    }\n",
       "    this.queue = [];\n",
       "    this.time = Date.now();\n",
       "    this.current_frame = key;\n",
       "    this.wait = true;\n",
       "    this.dynamic_update(key)\n",
       "  } else if (key !== undefined) {\n",
       "    this.update(key)\n",
       "  }\n",
       "}\n",
       "\n",
       "\n",
       "/* Define the ScrubberWidget class */\n",
       "function ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n",
       "  this.slider_id = \"_anim_slider\" + id;\n",
       "  this.loop_select_id = \"_anim_loop_select\" + id;\n",
       "  this.id = id;\n",
       "  this.plot_id = plot_id;\n",
       "  this.interval = interval;\n",
       "  this.current_frame = 0;\n",
       "  this.direction = 0;\n",
       "  this.dynamic = dynamic;\n",
       "  this.timer = null;\n",
       "  this.load_json = load_json;\n",
       "  this.mode = mode;\n",
       "  this.cached = cached;\n",
       "  this.frames = frames;\n",
       "  this.cache = {};\n",
       "  this.length = num_frames;\n",
       "  this.json_path = json_path;\n",
       "  document.getElementById(this.slider_id).max = this.length - 1;\n",
       "  this.init_slider(0);\n",
       "  this.wait = false;\n",
       "  this.queue = [];\n",
       "  if (!this.cached || this.dynamic) {\n",
       "    this.comm = this.init_comms()\n",
       "  }\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype = new HoloViewsWidget;\n",
       "\n",
       "ScrubberWidget.prototype.set_frame = function(frame){\n",
       "  this.current_frame = frame;\n",
       "  var widget = document.getElementById(this.slider_id);\n",
       "  if (widget === null) {\n",
       "    this.pause_animation();\n",
       "    return\n",
       "  }\n",
       "  widget.value = this.current_frame;\n",
       "  if (this.dynamic || !this.cached) {\n",
       "    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n",
       "      this.queue.push(frame);\n",
       "      return\n",
       "    }\n",
       "    this.queue = [];\n",
       "    this.time = Date.now();\n",
       "    this.wait = true;\n",
       "    this.dynamic_update(frame)\n",
       "  } else {\n",
       "    this.update(frame)\n",
       "  }\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.get_loop_state = function(){\n",
       "  var button_group = document[this.loop_select_id].state;\n",
       "  for (var i = 0; i < button_group.length; i++) {\n",
       "    var button = button_group[i];\n",
       "    if (button.checked) {\n",
       "      return button.value;\n",
       "    }\n",
       "  }\n",
       "  return undefined;\n",
       "}\n",
       "\n",
       "\n",
       "ScrubberWidget.prototype.next_frame = function() {\n",
       "  this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.previous_frame = function() {\n",
       "  this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.first_frame = function() {\n",
       "  this.set_frame(0);\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.last_frame = function() {\n",
       "  this.set_frame(this.length - 1);\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.slower = function() {\n",
       "  this.interval /= 0.7;\n",
       "  if(this.direction > 0){this.play_animation();}\n",
       "  else if(this.direction < 0){this.reverse_animation();}\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.faster = function() {\n",
       "  this.interval *= 0.7;\n",
       "  if(this.direction > 0){this.play_animation();}\n",
       "  else if(this.direction < 0){this.reverse_animation();}\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.anim_step_forward = function() {\n",
       "  if(this.current_frame < this.length - 1){\n",
       "    this.next_frame();\n",
       "  }else{\n",
       "    var loop_state = this.get_loop_state();\n",
       "    if(loop_state == \"loop\"){\n",
       "      this.first_frame();\n",
       "    }else if(loop_state == \"reflect\"){\n",
       "      this.last_frame();\n",
       "      this.reverse_animation();\n",
       "    }else{\n",
       "      this.pause_animation();\n",
       "      this.last_frame();\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.anim_step_reverse = function() {\n",
       "  if(this.current_frame > 0){\n",
       "    this.previous_frame();\n",
       "  } else {\n",
       "    var loop_state = this.get_loop_state();\n",
       "    if(loop_state == \"loop\"){\n",
       "      this.last_frame();\n",
       "    }else if(loop_state == \"reflect\"){\n",
       "      this.first_frame();\n",
       "      this.play_animation();\n",
       "    }else{\n",
       "      this.pause_animation();\n",
       "      this.first_frame();\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.pause_animation = function() {\n",
       "  this.direction = 0;\n",
       "  if (this.timer){\n",
       "    clearInterval(this.timer);\n",
       "    this.timer = null;\n",
       "  }\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.play_animation = function() {\n",
       "  this.pause_animation();\n",
       "  this.direction = 1;\n",
       "  var t = this;\n",
       "  if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "}\n",
       "\n",
       "ScrubberWidget.prototype.reverse_animation = function() {\n",
       "  this.pause_animation();\n",
       "  this.direction = -1;\n",
       "  var t = this;\n",
       "  if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "}\n",
       "\n",
       "function extend(destination, source) {\n",
       "  for (var k in source) {\n",
       "    if (source.hasOwnProperty(k)) {\n",
       "      destination[k] = source[k];\n",
       "    }\n",
       "  }\n",
       "  return destination;\n",
       "}\n",
       "\n",
       "function update_widget(widget, values) {\n",
       "  if (widget.hasClass(\"ui-slider\")) {\n",
       "    widget.slider('option', {\n",
       "      min: 0,\n",
       "      max: values.length-1,\n",
       "      dim_vals: values,\n",
       "      value: 0,\n",
       "      dim_labels: values\n",
       "    })\n",
       "    widget.slider('option', 'slide').call(widget, event, {value: 0})\n",
       "  } else {\n",
       "    widget.empty();\n",
       "    for (var i=0; i<values.length; i++){\n",
       "      widget.append($(\"<option>\", {\n",
       "        value: i,\n",
       "        text: values[i]\n",
       "      }))\n",
       "    };\n",
       "    widget.data('values', values);\n",
       "    widget.data('value', 0);\n",
       "    widget.trigger(\"change\");\n",
       "  };\n",
       "}\n",
       "\n",
       "function init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n",
       "                     dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n",
       "  // Slider JS Block START\n",
       "  function loadcssfile(filename){\n",
       "    var fileref=document.createElement(\"link\")\n",
       "    fileref.setAttribute(\"rel\", \"stylesheet\")\n",
       "    fileref.setAttribute(\"type\", \"text/css\")\n",
       "    fileref.setAttribute(\"href\", filename)\n",
       "    document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n",
       "  }\n",
       "  loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n",
       "  /* Check if jQuery and jQueryUI have been loaded\n",
       "     otherwise load with require.js */\n",
       "  var jQuery = window.jQuery,\n",
       "    // check for old versions of jQuery\n",
       "    oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n",
       "    jquery_path = '',\n",
       "    paths = {},\n",
       "    noConflict;\n",
       "  var jQueryUI = jQuery.ui;\n",
       "  // check for jQuery\n",
       "  if (!jQuery || oldjQuery) {\n",
       "    // load if it's not available or doesn't meet min standards\n",
       "    paths.jQuery = jQuery;\n",
       "    noConflict = !!oldjQuery;\n",
       "  } else {\n",
       "    // register the current jQuery\n",
       "    define('jquery', [], function() { return jQuery; });\n",
       "  }\n",
       "  if (!jQueryUI) {\n",
       "    paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n",
       "  } else {\n",
       "    define('jQueryUI', [], function() { return jQuery.ui; });\n",
       "  }\n",
       "  paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n",
       "  var jquery_require = {\n",
       "    paths: paths,\n",
       "    shim: {\n",
       "      \"jQueryUI\": {\n",
       "        exports:\"$\",\n",
       "        deps: ['jquery']\n",
       "      },\n",
       "      \"underscore\": {\n",
       "        exports: '_'\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  require.config(jquery_require);\n",
       "  require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n",
       "    if (noConflict) $.noConflict(true);\n",
       "    var vals = values;\n",
       "    if (dynamic && vals.constructor === Array) {\n",
       "      var default_value = parseFloat(value);\n",
       "      var min = parseFloat(vals[0]);\n",
       "      var max = parseFloat(vals[vals.length-1]);\n",
       "      var wstep = step;\n",
       "      var wlabels = [default_value];\n",
       "      var init_label = default_value;\n",
       "    } else {\n",
       "      var min = 0;\n",
       "      if (dynamic) {\n",
       "        var max = Object.keys(vals).length - 1;\n",
       "        var init_label = labels[value];\n",
       "        var default_value = values[value];\n",
       "      } else {\n",
       "        var max = vals.length - 1;\n",
       "        var init_label = labels[value];\n",
       "        var default_value = value;\n",
       "      }\n",
       "      var wstep = 1;\n",
       "      var wlabels = labels;\n",
       "    }\n",
       "    function adjustFontSize(text) {\n",
       "      var width_ratio = (text.parent().width()/8)/text.val().length;\n",
       "      var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n",
       "      text.css('font-size', size);\n",
       "    }\n",
       "    var slider = $('#_anim_widget'+id+'_'+dim);\n",
       "    slider.slider({\n",
       "      animate: \"fast\",\n",
       "      min: min,\n",
       "      max: max,\n",
       "      step: wstep,\n",
       "      value: default_value,\n",
       "      dim_vals: vals,\n",
       "      dim_labels: wlabels,\n",
       "      next_vals: next_vals,\n",
       "      slide: function(event, ui) {\n",
       "        var vals = slider.slider(\"option\", \"dim_vals\");\n",
       "        var next_vals = slider.slider(\"option\", \"next_vals\");\n",
       "        var dlabels = slider.slider(\"option\", \"dim_labels\");\n",
       "        if (dynamic) {\n",
       "          var dim_val = ui.value;\n",
       "          if (vals.constructor === Array) {\n",
       "            var label = ui.value;\n",
       "          } else {\n",
       "            var label = dlabels[ui.value];\n",
       "          }\n",
       "        } else {\n",
       "          var dim_val = vals[ui.value];\n",
       "          var label = dlabels[ui.value];\n",
       "        }\n",
       "        var text = $('#textInput'+id+'_'+dim);\n",
       "        text.val(label);\n",
       "        adjustFontSize(text);\n",
       "        HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n",
       "        if (Object.keys(next_vals).length > 0) {\n",
       "          var new_vals = next_vals[dim_val];\n",
       "          var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n",
       "          update_widget(next_widget, new_vals);\n",
       "        }\n",
       "      }\n",
       "    });\n",
       "    slider.keypress(function(event) {\n",
       "      if (event.which == 80 || event.which == 112) {\n",
       "        var start = slider.slider(\"option\", \"value\");\n",
       "        var stop =  slider.slider(\"option\", \"max\");\n",
       "        for (var i=start; i<=stop; i++) {\n",
       "          var delay = i*delay;\n",
       "          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n",
       "            var val = {value:i};\n",
       "            slider.slider('value',i);\n",
       "            slider.slider(\"option\", \"slide\")(null, val);\n",
       "          }, slider), delay);}, slider)(i);\n",
       "        }\n",
       "      }\n",
       "      if (event.which == 82 || event.which == 114) {\n",
       "        var start = slider.slider(\"option\", \"value\");\n",
       "        var stop =  slider.slider(\"option\", \"min\");\n",
       "        var count = 0;\n",
       "        for (var i=start; i>=stop; i--) {\n",
       "          var delay = count*delay;\n",
       "          count = count + 1;\n",
       "          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n",
       "            var val = {value:i};\n",
       "            slider.slider('value',i);\n",
       "            slider.slider(\"option\", \"slide\")(null, val);\n",
       "          }, slider), delay);}, slider)(i);\n",
       "        }\n",
       "      }\n",
       "    });\n",
       "    var textInput = $('#textInput'+id+'_'+dim)\n",
       "    textInput.val(init_label);\n",
       "    adjustFontSize(textInput);\n",
       "  });\n",
       "}\n",
       "\n",
       "function init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n",
       "  var widget = $(\"#_anim_widget\"+id+'_'+dim);\n",
       "  widget.data('values', vals)\n",
       "  for (var i=0; i<vals.length; i++){\n",
       "    if (dynamic) {\n",
       "      var val = vals[i];\n",
       "    } else {\n",
       "      var val = i;\n",
       "    }\n",
       "    widget.append($(\"<option>\", {\n",
       "      value: val,\n",
       "      text: labels[i]\n",
       "    }));\n",
       "  };\n",
       "  widget.data(\"next_vals\", next_vals);\n",
       "  widget.val(value);\n",
       "  widget.on('change', function(event, ui) {\n",
       "    if (dynamic) {\n",
       "      var dim_val = parseInt(this.value);\n",
       "    } else {\n",
       "      var dim_val = $.data(this, 'values')[this.value];\n",
       "    }\n",
       "    var next_vals = $.data(this, \"next_vals\");\n",
       "    if (Object.keys(next_vals).length > 0) {\n",
       "      var new_vals = next_vals[dim_val];\n",
       "      var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n",
       "      update_widget(next_widget, new_vals);\n",
       "    }\n",
       "    var widgets = HoloViews.index[plot_id]\n",
       "    if (widgets) {\n",
       "      widgets.set_frame(dim_val, dim_idx);\n",
       "    }\n",
       "  });\n",
       "}\n",
       "\n",
       "\n",
       "if (window.HoloViews === undefined) {\n",
       "  window.HoloViews = {}\n",
       "  window.PyViz = window.HoloViews\n",
       "} else if (window.PyViz === undefined) {\n",
       "  window.PyViz = window.HoloViews\n",
       "}\n",
       "\n",
       "\n",
       "var _namespace = {\n",
       "  init_slider: init_slider,\n",
       "  init_dropdown: init_dropdown,\n",
       "  comms: {},\n",
       "  comm_status: {},\n",
       "  index: {},\n",
       "  plot_index: {},\n",
       "  kernels: {},\n",
       "  receivers: {}\n",
       "}\n",
       "\n",
       "for (var k in _namespace) {\n",
       "  if (!(k in window.HoloViews)) {\n",
       "    window.HoloViews[k] = _namespace[k];\n",
       "  }\n",
       "}\n",
       "\n",
       "// Define MPL specific subclasses\n",
       "function MPLSelectionWidget() {\n",
       "  SelectionWidget.apply(this, arguments);\n",
       "}\n",
       "\n",
       "function MPLScrubberWidget() {\n",
       "  ScrubberWidget.apply(this, arguments);\n",
       "}\n",
       "\n",
       "// Let them inherit from the baseclasses\n",
       "MPLSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\n",
       "MPLScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n",
       "\n",
       "// Define methods to override on widgets\n",
       "var MPLMethods = {\n",
       "  init_slider : function(init_val){\n",
       "    if(this.load_json) {\n",
       "      this.from_json()\n",
       "    } else {\n",
       "      this.update_cache();\n",
       "    }\n",
       "    if (this.dynamic | !this.cached | (this.current_vals === undefined)) {\n",
       "      this.update(0)\n",
       "    } else {\n",
       "      this.set_frame(this.current_vals[0], 0)\n",
       "    }\n",
       "  },\n",
       "  process_msg : function(msg) {\n",
       "    var data = msg.content.data;\n",
       "    this.frames[this.current] = data;\n",
       "    this.update_cache(true);\n",
       "    this.update(this.current);\n",
       "  }\n",
       "}\n",
       "// Extend MPL widgets with backend specific methods\n",
       "extend(MPLSelectionWidget.prototype, MPLMethods);\n",
       "extend(MPLScrubberWidget.prototype, MPLMethods);\n",
       "\n",
       "window.HoloViews.MPLSelectionWidget = MPLSelectionWidget\n",
       "window.HoloViews.MPLScrubberWidget = MPLScrubberWidget\n",
       "\n",
       "    function JupyterCommManager() {\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        comm_manager.register_target(comm_id, function(comm) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        });\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        });\n",
       "      }\n",
       "    }\n",
       "\n",
       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
       "      if (comm_id in window.PyViz.comms) {\n",
       "        return window.PyViz.comms[comm_id];\n",
       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
       "        if (msg_handler) {\n",
       "          comm.on_msg(msg_handler);\n",
       "        }\n",
       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
       "        comm.open();\n",
       "        if (msg_handler) {\n",
       "          comm.onMsg = msg_handler;\n",
       "        }\n",
       "      }\n",
       "\n",
       "      window.PyViz.comms[comm_id] = comm;\n",
       "      return comm;\n",
       "    }\n",
       "\n",
       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
       "    \n",
       "\n",
       "var JS_MIME_TYPE = 'application/javascript';\n",
       "var HTML_MIME_TYPE = 'text/html';\n",
       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
       "var CLASS_NAME = 'output';\n",
       "\n",
       "/**\n",
       " * Render data to the DOM node\n",
       " */\n",
       "function render(props, node) {\n",
       "  var div = document.createElement(\"div\");\n",
       "  var script = document.createElement(\"script\");\n",
       "  node.appendChild(div);\n",
       "  node.appendChild(script);\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle when a new output is added\n",
       " */\n",
       "function handle_add_output(event, handle) {\n",
       "  var output_area = handle.output_area;\n",
       "  var output = handle.output;\n",
       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "    return\n",
       "  }\n",
       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "  if (id !== undefined) {\n",
       "    var nchildren = toinsert.length;\n",
       "    toinsert[nchildren-1].children[0].innerHTML = output.data[HTML_MIME_TYPE];\n",
       "    toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
       "    output_area._hv_plot_id = id;\n",
       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
       "    } else {\n",
       "      window.PyViz.plot_index[id] = null;\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle when an output is cleared or removed\n",
       " */\n",
       "function handle_clear_output(event, handle) {\n",
       "  var id = handle.cell.output_area._hv_plot_id;\n",
       "  if ((id === undefined) || !(id in PyViz.plot_index)) { return; }\n",
       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
       "  if (comm !== null) {\n",
       "    comm.send({event_type: 'delete', 'id': id});\n",
       "  }\n",
       "  delete PyViz.plot_index[id];\n",
       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
       "    var doc = window.Bokeh.index[id].model.document\n",
       "    doc.clear();\n",
       "    const i = window.Bokeh.documents.indexOf(doc);\n",
       "    if (i > -1) {\n",
       "      window.Bokeh.documents.splice(i, 1);\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle kernel restart event\n",
       " */\n",
       "function handle_kernel_cleanup(event, handle) {\n",
       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
       "  window.PyViz.plot_index = {}\n",
       "}\n",
       "\n",
       "/**\n",
       " * Handle update_display_data messages\n",
       " */\n",
       "function handle_update_output(event, handle) {\n",
       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
       "  handle_add_output(event, handle)\n",
       "}\n",
       "\n",
       "function register_renderer(events, OutputArea) {\n",
       "  function append_mime(data, metadata, element) {\n",
       "    // create a DOM node to render to\n",
       "    var toinsert = this.create_output_subarea(\n",
       "    metadata,\n",
       "    CLASS_NAME,\n",
       "    EXEC_MIME_TYPE\n",
       "    );\n",
       "    this.keyboard_manager.register_events(toinsert);\n",
       "    // Render to node\n",
       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "    render(props, toinsert[0]);\n",
       "    element.append(toinsert);\n",
       "    return toinsert\n",
       "  }\n",
       "\n",
       "  events.on('output_added.OutputArea', handle_add_output);\n",
       "  events.on('output_updated.OutputArea', handle_update_output);\n",
       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
       "  events.on('delete.Cell', handle_clear_output);\n",
       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
       "\n",
       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "    safe: true,\n",
       "    index: 0\n",
       "  });\n",
       "}\n",
       "\n",
       "if (window.Jupyter !== undefined) {\n",
       "  try {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  } catch(err) {\n",
       "  }\n",
       "}\n"
      ],
      "application/vnd.holoviews_load.v0+json": "function HoloViewsWidget() {\n}\n\nHoloViewsWidget.prototype.init_slider = function(init_val){\n  if(this.load_json) {\n    this.from_json()\n  } else {\n    this.update_cache();\n  }\n}\n\nHoloViewsWidget.prototype.populate_cache = function(idx){\n  this.cache[idx].innerHTML = this.frames[idx];\n  if (this.embed) {\n    delete this.frames[idx];\n  }\n}\n\nHoloViewsWidget.prototype.process_error = function(msg){\n}\n\nHoloViewsWidget.prototype.from_json = function() {\n  var data_url = this.json_path + this.id + '.json';\n  $.getJSON(data_url, $.proxy(function(json_data) {\n    this.frames = json_data;\n    this.update_cache();\n    this.update(0);\n  }, this));\n}\n\nHoloViewsWidget.prototype.dynamic_update = function(current){\n  if (current === undefined) {\n    return\n  }\n  this.current = current;\n  if (this.comm) {\n    var msg = {comm_id: this.id+'_client', content: current}\n    this.comm.send(msg);\n  }\n}\n\nHoloViewsWidget.prototype.update_cache = function(force){\n  var frame_len = Object.keys(this.frames).length;\n  for (var i=0; i<frame_len; i++) {\n    if(!this.load_json || this.dynamic)  {\n      var frame = Object.keys(this.frames)[i];\n    } else {\n      var frame = i;\n    }\n    if(!(frame in this.cache) || force) {\n      if ((frame in this.cache) && force) { this.cache[frame].remove() }\n      var div = document.createElement(\"div\");\n      var parent = document.getElementById(\"_anim_img\"+this.id);\n      div.style.display = \"none\";\n      parent.appendChild(div)\n      this.cache[frame] = div;\n      var cache_id = \"_anim_img\"+this.id+\"_\"+frame;\n      this.populate_cache(frame);\n    }\n  }\n}\n\nHoloViewsWidget.prototype.update = function(current){\n  if(current in this.cache) {\n    for (var index in this.cache) {\n      this.cache[index].style.display = \"none\";\n    }\n    this.cache[current].style.display = \"\";\n    this.wait = false;\n  }\n}\n\nHoloViewsWidget.prototype.init_comms = function() {\n  var that = this\n  HoloViews.comm_manager.register_target(this.plot_id, this.id, function (msg) { that.msg_handler(msg) })\n  if (!this.cached || this.dynamic) {\n    function ack_callback(msg) {\n      var msg = msg.metadata;\n      var comm_id = msg.comm_id;\n      var comm_status = HoloViews.comm_status[comm_id];\n      if (that.queue.length > 0) {\n        that.time = Date.now();\n        that.dynamic_update(that.queue[that.queue.length-1]);\n        that.queue = [];\n      } else {\n        that.wait = false;\n      }\n      if ((msg.msg_type == \"Ready\") && msg.content) {\n        console.log(\"Python callback returned following output:\", msg.content);\n      } else if (msg.msg_type == \"Error\") {\n        console.log(\"Python failed with the following traceback:\", msg.traceback)\n      }\n    }\n    var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n    return comm\n  }\n}\n\nHoloViewsWidget.prototype.msg_handler = function(msg) {\n  var metadata = msg.metadata;\n  if ((metadata.msg_type == \"Ready\")) {\n    if (metadata.content) {\n      console.log(\"Python callback returned following output:\", metadata.content);\n    }\n\treturn;\n  } else if (metadata.msg_type == \"Error\") {\n    console.log(\"Python failed with the following traceback:\", metadata.traceback)\n    return\n  }\n  this.process_msg(msg)\n}\n\nHoloViewsWidget.prototype.process_msg = function(msg) {\n}\n\nfunction SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n  this.frames = frames;\n  this.id = id;\n  this.plot_id = plot_id;\n  this.slider_ids = slider_ids;\n  this.keyMap = keyMap\n  this.current_frame = 0;\n  this.current_vals = dim_vals;\n  this.load_json = load_json;\n  this.mode = mode;\n  this.notFound = notFound;\n  this.cached = cached;\n  this.dynamic = dynamic;\n  this.cache = {};\n  this.json_path = json_path;\n  this.init_slider(this.current_vals[0]);\n  this.queue = [];\n  this.wait = false;\n  if (!this.cached || this.dynamic) {\n    this.comm = this.init_comms();\n  }\n}\n\nSelectionWidget.prototype = new HoloViewsWidget;\n\n\nSelectionWidget.prototype.get_key = function(current_vals) {\n  var key = \"(\";\n  for (var i=0; i<this.slider_ids.length; i++)\n  {\n    var val = this.current_vals[i];\n    if (!(typeof val === 'string')) {\n      if (val % 1 === 0) { val = val.toFixed(1); }\n      else { val = val.toFixed(10); val = val.slice(0, val.length-1);}\n    }\n    key += \"'\" + val + \"'\";\n    if(i != this.slider_ids.length-1) { key += ', ';}\n    else if(this.slider_ids.length == 1) { key += ',';}\n  }\n  key += \")\";\n  return this.keyMap[key];\n}\n\nSelectionWidget.prototype.set_frame = function(dim_val, dim_idx){\n  this.current_vals[dim_idx] = dim_val;\n  var key = this.current_vals;\n  if (!this.dynamic) {\n    key = this.get_key(key)\n  }\n  if (this.dynamic || !this.cached) {\n    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n      this.queue.push(key);\n      return\n    }\n    this.queue = [];\n    this.time = Date.now();\n    this.current_frame = key;\n    this.wait = true;\n    this.dynamic_update(key)\n  } else if (key !== undefined) {\n    this.update(key)\n  }\n}\n\n\n/* Define the ScrubberWidget class */\nfunction ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n  this.slider_id = \"_anim_slider\" + id;\n  this.loop_select_id = \"_anim_loop_select\" + id;\n  this.id = id;\n  this.plot_id = plot_id;\n  this.interval = interval;\n  this.current_frame = 0;\n  this.direction = 0;\n  this.dynamic = dynamic;\n  this.timer = null;\n  this.load_json = load_json;\n  this.mode = mode;\n  this.cached = cached;\n  this.frames = frames;\n  this.cache = {};\n  this.length = num_frames;\n  this.json_path = json_path;\n  document.getElementById(this.slider_id).max = this.length - 1;\n  this.init_slider(0);\n  this.wait = false;\n  this.queue = [];\n  if (!this.cached || this.dynamic) {\n    this.comm = this.init_comms()\n  }\n}\n\nScrubberWidget.prototype = new HoloViewsWidget;\n\nScrubberWidget.prototype.set_frame = function(frame){\n  this.current_frame = frame;\n  var widget = document.getElementById(this.slider_id);\n  if (widget === null) {\n    this.pause_animation();\n    return\n  }\n  widget.value = this.current_frame;\n  if (this.dynamic || !this.cached) {\n    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n      this.queue.push(frame);\n      return\n    }\n    this.queue = [];\n    this.time = Date.now();\n    this.wait = true;\n    this.dynamic_update(frame)\n  } else {\n    this.update(frame)\n  }\n}\n\nScrubberWidget.prototype.get_loop_state = function(){\n  var button_group = document[this.loop_select_id].state;\n  for (var i = 0; i < button_group.length; i++) {\n    var button = button_group[i];\n    if (button.checked) {\n      return button.value;\n    }\n  }\n  return undefined;\n}\n\n\nScrubberWidget.prototype.next_frame = function() {\n  this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n}\n\nScrubberWidget.prototype.previous_frame = function() {\n  this.set_frame(Math.max(0, this.current_frame - 1));\n}\n\nScrubberWidget.prototype.first_frame = function() {\n  this.set_frame(0);\n}\n\nScrubberWidget.prototype.last_frame = function() {\n  this.set_frame(this.length - 1);\n}\n\nScrubberWidget.prototype.slower = function() {\n  this.interval /= 0.7;\n  if(this.direction > 0){this.play_animation();}\n  else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.faster = function() {\n  this.interval *= 0.7;\n  if(this.direction > 0){this.play_animation();}\n  else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.anim_step_forward = function() {\n  if(this.current_frame < this.length - 1){\n    this.next_frame();\n  }else{\n    var loop_state = this.get_loop_state();\n    if(loop_state == \"loop\"){\n      this.first_frame();\n    }else if(loop_state == \"reflect\"){\n      this.last_frame();\n      this.reverse_animation();\n    }else{\n      this.pause_animation();\n      this.last_frame();\n    }\n  }\n}\n\nScrubberWidget.prototype.anim_step_reverse = function() {\n  if(this.current_frame > 0){\n    this.previous_frame();\n  } else {\n    var loop_state = this.get_loop_state();\n    if(loop_state == \"loop\"){\n      this.last_frame();\n    }else if(loop_state == \"reflect\"){\n      this.first_frame();\n      this.play_animation();\n    }else{\n      this.pause_animation();\n      this.first_frame();\n    }\n  }\n}\n\nScrubberWidget.prototype.pause_animation = function() {\n  this.direction = 0;\n  if (this.timer){\n    clearInterval(this.timer);\n    this.timer = null;\n  }\n}\n\nScrubberWidget.prototype.play_animation = function() {\n  this.pause_animation();\n  this.direction = 1;\n  var t = this;\n  if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n}\n\nScrubberWidget.prototype.reverse_animation = function() {\n  this.pause_animation();\n  this.direction = -1;\n  var t = this;\n  if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n}\n\nfunction extend(destination, source) {\n  for (var k in source) {\n    if (source.hasOwnProperty(k)) {\n      destination[k] = source[k];\n    }\n  }\n  return destination;\n}\n\nfunction update_widget(widget, values) {\n  if (widget.hasClass(\"ui-slider\")) {\n    widget.slider('option', {\n      min: 0,\n      max: values.length-1,\n      dim_vals: values,\n      value: 0,\n      dim_labels: values\n    })\n    widget.slider('option', 'slide').call(widget, event, {value: 0})\n  } else {\n    widget.empty();\n    for (var i=0; i<values.length; i++){\n      widget.append($(\"<option>\", {\n        value: i,\n        text: values[i]\n      }))\n    };\n    widget.data('values', values);\n    widget.data('value', 0);\n    widget.trigger(\"change\");\n  };\n}\n\nfunction init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n                     dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n  // Slider JS Block START\n  function loadcssfile(filename){\n    var fileref=document.createElement(\"link\")\n    fileref.setAttribute(\"rel\", \"stylesheet\")\n    fileref.setAttribute(\"type\", \"text/css\")\n    fileref.setAttribute(\"href\", filename)\n    document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n  }\n  loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n  /* Check if jQuery and jQueryUI have been loaded\n     otherwise load with require.js */\n  var jQuery = window.jQuery,\n    // check for old versions of jQuery\n    oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n    jquery_path = '',\n    paths = {},\n    noConflict;\n  var jQueryUI = jQuery.ui;\n  // check for jQuery\n  if (!jQuery || oldjQuery) {\n    // load if it's not available or doesn't meet min standards\n    paths.jQuery = jQuery;\n    noConflict = !!oldjQuery;\n  } else {\n    // register the current jQuery\n    define('jquery', [], function() { return jQuery; });\n  }\n  if (!jQueryUI) {\n    paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n  } else {\n    define('jQueryUI', [], function() { return jQuery.ui; });\n  }\n  paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n  var jquery_require = {\n    paths: paths,\n    shim: {\n      \"jQueryUI\": {\n        exports:\"$\",\n        deps: ['jquery']\n      },\n      \"underscore\": {\n        exports: '_'\n      }\n    }\n  }\n  require.config(jquery_require);\n  require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n    if (noConflict) $.noConflict(true);\n    var vals = values;\n    if (dynamic && vals.constructor === Array) {\n      var default_value = parseFloat(value);\n      var min = parseFloat(vals[0]);\n      var max = parseFloat(vals[vals.length-1]);\n      var wstep = step;\n      var wlabels = [default_value];\n      var init_label = default_value;\n    } else {\n      var min = 0;\n      if (dynamic) {\n        var max = Object.keys(vals).length - 1;\n        var init_label = labels[value];\n        var default_value = values[value];\n      } else {\n        var max = vals.length - 1;\n        var init_label = labels[value];\n        var default_value = value;\n      }\n      var wstep = 1;\n      var wlabels = labels;\n    }\n    function adjustFontSize(text) {\n      var width_ratio = (text.parent().width()/8)/text.val().length;\n      var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n      text.css('font-size', size);\n    }\n    var slider = $('#_anim_widget'+id+'_'+dim);\n    slider.slider({\n      animate: \"fast\",\n      min: min,\n      max: max,\n      step: wstep,\n      value: default_value,\n      dim_vals: vals,\n      dim_labels: wlabels,\n      next_vals: next_vals,\n      slide: function(event, ui) {\n        var vals = slider.slider(\"option\", \"dim_vals\");\n        var next_vals = slider.slider(\"option\", \"next_vals\");\n        var dlabels = slider.slider(\"option\", \"dim_labels\");\n        if (dynamic) {\n          var dim_val = ui.value;\n          if (vals.constructor === Array) {\n            var label = ui.value;\n          } else {\n            var label = dlabels[ui.value];\n          }\n        } else {\n          var dim_val = vals[ui.value];\n          var label = dlabels[ui.value];\n        }\n        var text = $('#textInput'+id+'_'+dim);\n        text.val(label);\n        adjustFontSize(text);\n        HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n        if (Object.keys(next_vals).length > 0) {\n          var new_vals = next_vals[dim_val];\n          var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n          update_widget(next_widget, new_vals);\n        }\n      }\n    });\n    slider.keypress(function(event) {\n      if (event.which == 80 || event.which == 112) {\n        var start = slider.slider(\"option\", \"value\");\n        var stop =  slider.slider(\"option\", \"max\");\n        for (var i=start; i<=stop; i++) {\n          var delay = i*delay;\n          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n            var val = {value:i};\n            slider.slider('value',i);\n            slider.slider(\"option\", \"slide\")(null, val);\n          }, slider), delay);}, slider)(i);\n        }\n      }\n      if (event.which == 82 || event.which == 114) {\n        var start = slider.slider(\"option\", \"value\");\n        var stop =  slider.slider(\"option\", \"min\");\n        var count = 0;\n        for (var i=start; i>=stop; i--) {\n          var delay = count*delay;\n          count = count + 1;\n          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n            var val = {value:i};\n            slider.slider('value',i);\n            slider.slider(\"option\", \"slide\")(null, val);\n          }, slider), delay);}, slider)(i);\n        }\n      }\n    });\n    var textInput = $('#textInput'+id+'_'+dim)\n    textInput.val(init_label);\n    adjustFontSize(textInput);\n  });\n}\n\nfunction init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n  var widget = $(\"#_anim_widget\"+id+'_'+dim);\n  widget.data('values', vals)\n  for (var i=0; i<vals.length; i++){\n    if (dynamic) {\n      var val = vals[i];\n    } else {\n      var val = i;\n    }\n    widget.append($(\"<option>\", {\n      value: val,\n      text: labels[i]\n    }));\n  };\n  widget.data(\"next_vals\", next_vals);\n  widget.val(value);\n  widget.on('change', function(event, ui) {\n    if (dynamic) {\n      var dim_val = parseInt(this.value);\n    } else {\n      var dim_val = $.data(this, 'values')[this.value];\n    }\n    var next_vals = $.data(this, \"next_vals\");\n    if (Object.keys(next_vals).length > 0) {\n      var new_vals = next_vals[dim_val];\n      var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n      update_widget(next_widget, new_vals);\n    }\n    var widgets = HoloViews.index[plot_id]\n    if (widgets) {\n      widgets.set_frame(dim_val, dim_idx);\n    }\n  });\n}\n\n\nif (window.HoloViews === undefined) {\n  window.HoloViews = {}\n  window.PyViz = window.HoloViews\n} else if (window.PyViz === undefined) {\n  window.PyViz = window.HoloViews\n}\n\n\nvar _namespace = {\n  init_slider: init_slider,\n  init_dropdown: init_dropdown,\n  comms: {},\n  comm_status: {},\n  index: {},\n  plot_index: {},\n  kernels: {},\n  receivers: {}\n}\n\nfor (var k in _namespace) {\n  if (!(k in window.HoloViews)) {\n    window.HoloViews[k] = _namespace[k];\n  }\n}\n\n// Define MPL specific subclasses\nfunction MPLSelectionWidget() {\n  SelectionWidget.apply(this, arguments);\n}\n\nfunction MPLScrubberWidget() {\n  ScrubberWidget.apply(this, arguments);\n}\n\n// Let them inherit from the baseclasses\nMPLSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\nMPLScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n\n// Define methods to override on widgets\nvar MPLMethods = {\n  init_slider : function(init_val){\n    if(this.load_json) {\n      this.from_json()\n    } else {\n      this.update_cache();\n    }\n    if (this.dynamic | !this.cached | (this.current_vals === undefined)) {\n      this.update(0)\n    } else {\n      this.set_frame(this.current_vals[0], 0)\n    }\n  },\n  process_msg : function(msg) {\n    var data = msg.content.data;\n    this.frames[this.current] = data;\n    this.update_cache(true);\n    this.update(this.current);\n  }\n}\n// Extend MPL widgets with backend specific methods\nextend(MPLSelectionWidget.prototype, MPLMethods);\nextend(MPLScrubberWidget.prototype, MPLMethods);\n\nwindow.HoloViews.MPLSelectionWidget = MPLSelectionWidget\nwindow.HoloViews.MPLScrubberWidget = MPLScrubberWidget\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      }\n\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    toinsert[nchildren-1].children[0].innerHTML = output.data[HTML_MIME_TYPE];\n    toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  if ((id === undefined) || !(id in PyViz.plot_index)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import holoviews as hv\n",
    "hv.extension('matplotlib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "out=hv.Histogram(np.histogram(df.normedresiduals[df.normedresiduals <= 3],range=(0,3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = out.opts(title='Fire Departments by Model Residual Error',\n",
    "               xlabel='Normalized Residual Error',\n",
    "               ylabel='# of FDs',\n",
    "               fontsize={'title':16,'xlabel':16,'ylabel':16,'xticks':14,'yticks':14},\n",
    "               fig_size=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "hv.save(out,'FDresidualhistogram.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "residtable = hv.Table(df[['normedresiduals','cumulativefreq']],vdims='cumulativefreq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "// Ugly hack - see HoloViews #2574 for more information\n",
       "if (!(document.getElementById('140170921210824')) && !(document.getElementById('_anim_imgNone'))) {\n",
       "  console.log(\"Creating DOM nodes dynamically for assumed nbconvert export. To generate clean HTML output set HV_DOC_HTML as an environment variable.\")\n",
       "  var htmlObject = document.createElement('div');\n",
       "  htmlObject.innerHTML = `<div id='140170921210824' style='display: table; margin: 0 auto;'><img 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' 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kIIqYnBEllNN0s1dbaMj4+HWCxmB8oSQsizDJbIRCKRWg/ozMxMeHh41HhsTEwMkpOTkZycrNYhkhBCAAMmsqioKGzcuBEMw+DMmTOws7ODu7u7ocIhhBgxnr4KHjFiBI4dO4b8/HyIRCIsWbKEHeD61ltvoX///khKSoKvry+srKzYaVAIIcaBYRjIlAzK5Qwq5EpUKBiUy5WoeLJdLmdQoVD9lCkZKJSAgmGgZAC5UvVTwTBQMIDiybb8yfMKJQMFw+B/nZtpDwRG2LNfLBYjOTnZ0GEQYpSqkk+lgoFUwUCqVP2sVDCQKar2KyF9ckxemRx55QqUyJQolylxPrcccuXTxKXUc/a4NKaVTsfprUZGCNGvcrkSeWVyFFYq8LhCgcdPfhZWKtRqSdklMlx7VAlzMw6k9Zx5+GYcWPI4sORyIOCZwZL35CeXA0ueGQQ81U9zMw7MOADXjAMuB+Bynvys2s/hgGsGmHE44HFUP83qMNEKJTJCDEShZCCRKlAmU12SlcuVSC+SQf5MjalSoUSlQn377+wylEhVSaouqpIYzwyw4KqSizlX9c+CywHfTPWzap+5GQdOAh6aWfFga24GAc8M1nwz2Flw0drBHBY8M/Drkm30iBIZIfWIYRg8rlDgbpEU+WUKFMsUKKpUokSmhKRSgfxyOfLLFcgrl+NxhQJ1zEU18neygIMlF/YWXDhYcmFnzoWN+dNakSWXAwueGfydLGDNN4PZC8wp11hRIiPkOcmVDH5LleD6o0o8qlAlpqwSGQorlTqXYWduBiu+qrYj4HFgxTPDgzI5XvGwggWXAwuuGVtLsuBW1ZjMIDQ3Q6CLJWzNjXsZt/pCiYwQHVQqlMgokuFOYSXuFEpxu1CK45mlNR5rwzdDCztzNLPiQWhuBqEFF7bmZhCac+Ek4MJFwIOTgAtnSx74XNOrHRkCJTJCADwsk+NqfgXSJFKUSJUokSlQLFUivUiKB6VyFElrrmXZ8M0Q4irAwJa2aGbFg5s1Hy4C7gtNCU7qjhIZMXlyJYM0iRS3HldCUql80tdJ1b8p90kCyy2rfeEaHgdobstHSztztLS3QEt7c7RysICXLR/cRtLg3ZRRIiMmg2EYFEuVeFAmx70iKfbeLUZeuRy3C6Wo1NKqbsM3QztnS7R2sICdherunA3fDB42fLwk5MPegmuSjeSmghIZMWoKJYO/c8qwIjkPeeUKlMpqvgQU2fDR2tECzgKuWn8newsu/J0s0MLOnBKVEaNERoyOVKHE2ZxybL9ViDPZZZA/U9my4nHQzJoPNyseXK14CHC2RIS3Dd3dM3GUyEijJ6lU4Mi9EpzMLsW5nHKUyZXVhsZEettgZBt7BDhbUkN7E0SJjDRKMiWDHTcLsenfQuSUVm+IF9nw8bKDOcb5O1DyIpTIiGHJFAyyS2W4WyjFHYkUdwuluFcsxbVH1Rc8DnKxxJut7dBNZANrPi0ARp6iREYa3K3Hldh2oxCnc8qQWybXOIOCyIYPsZsAk9s5orktv2GDJEaFEhlpMBdzy/H24axqXSHcrHnwsTOHj505Wtqbw1tojuY2fLhY0Z8n0Q39pRC9KZYq8E9eBbbdLESaRIbMEhn7XCt7c7zZ2h79fWwh4NFlInkxlMhIvSqsVOD4/RJsvF6IuxKp2nMCHgetHCzwv06uaOVgYaAIiSmiREZeGMMwiL9agJOZpUj5TyO9JZeD6NZ2CHYVoGtza/BoOA/RA0pkpM6KpQocyijBkfsleFSuwL8F6smrpZ05XmluhQEthGjtSDUvon+UyIhOlAyD5AflOPugDD+lPK72vA3fDB3dBFjySjPYUC960sAokRGtHpTKMOiPdMj/M4xxaCshglwE6OxuBWeauoYYECUyUqMHpTJ8fSEfGUUy3Hz89NKxs7sVhrQS4hUPa+qUShoNSmRETWGlAh+eyMHZB+Vq+9s6WWCCvwN6e9kaKDJCNKNERsAwDE5mlyHpbhH2p5ew+234Zpgc4Ijol+0goNoXacQokTVxlQolhu7KQFaJ+sDsz7s0Q78WQgNFRUjdUCJrwm49rsTIvffYJckCnC3xdpAjQt2saPpmYlQokTVB6RIp1l8rwK47xey+d4KdMCnA0YBREfL8KJE1IQXlcnx08gHO/achf8sAT7RxtDRQVIS8OEpkTcT6lALEXXrEbltwOVja1Y2GDRGTQInMxP2TV453j+WgoELB7qOGfGJqKJGZKIWSwdqrBfjhnwJ2X5i7Fb7t6UEN+cTkUCIzQQ/L5Jh5JFutR/5vUV5oYWduwKgI0R9KZCYm6W4RPj6Vy26/7GCOjf08YcGlDq3EdFEiMyEXcsvVktiCzq543VdIC88Sk0eJzETsuVuEBc8ksePRPhBa0HQ6pGmgRGbkCisVmHciR61vWOJrXpTESJNCicyIlcuVCN9+l922NTdD0mBvmtiQNDmUyIyUQsmg/29p7Pa0IEdMCXCkyQ1Jk0SJzEjFJuehsFI1ZevsEGeM83cwcESEGA7dkzdCX1/Iw7abEgBAsIslJTHS5FEiMzKJtyXYeL0QAMA34+D7Ps0NHBEhhkeXlkZk950iLD79kN0+M7Il9REjBHquke3fvx+tW7eGr68vli1bVu35e/fuITw8HO3bt0dgYCCSkpL0GY7RKpUpMeNIFhb+/bSf2KnhlMQIqcJhGIbRR8EKhQIvv/wyDh48CJFIhNDQUGzZsgVt27Zlj4mJiUH79u0xbdo0XL9+Hf3790d6enqt5YrFYiQnJ+sj5EYpv1yOPjuf3p30sOZhZ5QXBDxqFSCkit6+DefOnYOvry98fHxgbm6O4cOHIzExUe0YDoeDoqIiAIBEIoGHh4e+wjFab+65xz7+sKML9g5pQUmMkP/QWxtZVlYWPD092W2RSISzZ8+qHbN48WJERETg22+/RWlpKQ4dOlRjWfHx8YiPjwcA5OXl6SvkRufv7FJ2HrGlXdzQtwUtxUZITfT2X3tNV6z/7ay5ZcsWjB8/HpmZmUhKSsKYMWOgVCqrvS4mJgbJyclITk6Gi4uLvkJuVAoq5Jh+OBsAYMnlINLbxsAREdJ46S2RiUQi3L9/n93OzMysdum4bt06REdHAwDCwsJQUVGB/Px8fYVkNBiGwcDf09ntLQNeoh77hNRCb4ksNDQUqampSEtLg1QqxdatWxEVFaV2zEsvvYTDhw8DAP79919UVFQ0mRpXbfanl6BcrqrRLg5zhTdNiEhIrbQmsm+++QZFRUVgGAaTJk1CSEgIDhw4oLVgHo+HVatWITIyEn5+foiOjoa/vz8WLlyIXbt2AQCWL1+OtWvXIigoCCNGjMCGDRuo5gHg45MPAAAt7czxmq+dgaMhpPHT2v0iKCgIV65cwZ9//onVq1fj008/xYQJE3Dx4sWGilGNKXe/KJEqMGz3PeSWqVb9ju/THKFuVgaOipDGT2uNrCrPJSUlYcKECQgKCqqxIZ+8uN9vF7FJbEALW0pihOhIayLr0KEDIiIikJSUhMjISBQXF8PMjPox1Te5ksGKC6obHeGe1visi5uBIyLEeGjtR7Zu3TpcvnwZPj4+sLKywqNHj7B+/fqGiK1JmXkkm308OcDRgJEQYnxqTWRyuRz79u3DjRs3cPjwYfj5+aFv375wcnJqqPiaBCXD4HROGQBgiK8QbZ0sDRwRIcZF4zVidnY2/P39sXz5cmRnZyMrKwuxsbHw9/dHdna2ppeR57Dq0iP28cedXQ0YCSHGSWONbP78+Zg2bRpmz56ttj8uLg4fffQRfv75Z70H1xRIKhVYf+0xANVK4DSjBSF1p7H7RZs2bXDjxo0aX9S6dWvcvHlTr4FpYmrdL7puvYMSmWpY1rFoH9jR6keE1JnGS0uBQKDxRVZW1C2gPnx88gGbxBaFuVISI+Q5aby0lEgk+O2336rtZxiGnXqHPL/cUhmS0ooBAK94WOF16sFPyHPTmMi6deuG3bt3a3yOvJhx+zPZx6t60jxshLwIjYlsw4YNDRhG03I6u5Ttwf95l2Y0vpSQF6SxjWz8+PHsY7pDWb+Sc8sBAPYWXPRrITRwNIQYP42J7MqVK+zjb775pkGCaWpG+9kbOgRCTILGREaXO4QQY6GxjSwzMxMzZ84EwzDs42fFxcXpPThCCNGFxkQWGxvLPhaLxQ0SDCGEPA+NiWzcuHENGQchhDw3mliMEGL0KJERQoyexkQ2b948AMCOHTsaLBhCCHkeGhNZUlISZDIZli5d2pDxEEJInWls7O/bty+cnZ1RWloKoVAIhmHA4XDYnzRwnBDSWGiskcXGxkIikWDAgAEoKipCcXGx2k9CCGkstC4+kpiYiNzcXJw/fx4A0KlTJ1oNnBDSqGi9a7ljxw507NgRO3bswPbt29GxY0fs3LmzIWIjhBCdaK2RffbZZzh//jxcXVWLYuTl5aF3794YNmyY3oMjhBBdaK2RKZVKNokBgJOTE5RKpV6DIoSQutBaI+vbty8iIyMxYsQIAMC2bdvQv39/vQdGCCG60prIYmNj8dtvv+HkyZNgGAYxMTEYPHhwQ8RGCCE60ZrIAGDIkCEYMmSIvmMhhJDnQmMtCSFGjxIZIcToUSIjhBg9rW1kp06dwuLFi5GRkQG5XM6Otbx7925DxEcIIVppTWSTJk3C119/jQ4dOoDL5TZETIQQUidaE5mdnR369evXELEQQshz0ZrIwsPD8f7772PIkCGwsLBg94eEhOg1MEII0ZXWRHb27FkAQHJyMruPw+HgyJEj+ouKEELqQGsiO3r0aEPEQQghz01r9wuJRII5c+ZALBZDLBZj7ty5kEgkDREbIYToRGsimzhxImxtbbF9+3Zs374dQqEQEyZMaIjYCCFEJ1oT2Z07d7BkyRL4+PjAx8cHixYt0rkP2f79+9G6dWv4+vpi2bJlNR6zfft2tG3bFv7+/hg5cmTdoieEEOjQRiYQCHDy5El06dIFgKqDrEAg0FqwQqHA9OnTcfDgQYhEIoSGhiIqKgpt27Zlj0lNTcXSpUtx6tQpODg44OHDhy9wKoSQpkprIluzZg3GjRsHiUQChmHg6OiIDRs2aC343Llz8PX1hY+PDwBg+PDhSExMVEtka9euxfTp0+Hg4AAAahM4mrIKOWPoEAgxKVoTWXBwMK5cucKunCQUCnUqOCsrC56enuy2SCRiu3JUuXXrFgDg1VdfhUKhwOLFi9G3b1+dgzdGBRVyJNwoBACYcQwcDCEmQmMi27RpE0aPHo0VK1bU+PycOXNqLZhhqtc6OBz1b65cLkdqaiqOHTuGzMxMdO3aFSkpKbC3t1c7Lj4+HvHx8QBUawYYs8V/57KP+3jZGjASQkyHxkRWWloKACguLq723H8TUk1EIhHu37/PbmdmZsLDw6PaMZ07dwafz0eLFi3QunVrpKamIjQ0VO24mJgYxMTEAADEYrHW926sLuSW46+sMgDAeH8HiGz5Bo6IENOgMZFNnToVANC7d2+8+uqras+dOnVKa8GhoaFITU1FWloamjdvjq1btyIhIUHtmNdffx1btmzB+PHjkZ+fj1u3brFtaqZo7rFs9vHbQU4GjIQQ06K1+8WMGTN02vdfPB4Pq1atQmRkJPz8/BAdHQ1/f38sXLgQu3btAgBERkbCyckJbdu2RXh4OGJjY+HkZJpf8J9SCiCRqlafWtO7OfhcaiAjpL5wmJoaswCcPn0af//9N1auXIl3332X3V9UVITff/8dV65cabAgnyUWi9XGfRoDmYJBx4TbAAAfO3P8GuVl4IgIMS0aLy2lUilKSkogl8vV2smEQiGtNF5HO249HdL1c1+RASMhxDRpTGTdu3dHly5dcPXqVSxatKghYzIpDMPg64uqO63BLpawMafJKQmpb7W2kXG5XBQUFDRULCbpSl4F5E8WZp8rdjFsMISYKK0dYtu3b4+oqCi88cYbsLa2ZvfTOpe6mX1UdafShm+Gds6WBo6GENOkNZEVFBTAyclJbSJFDodDiUwH228WsncqP3m1mYGjIcR0aU1k69evb4g4TI5cyWDpOVXbmLeQj3BPGwNHRIjp0tqPLDMzE4MHD4arqyuaNWuGoUOHIjMzsyFiM2rrUx6zj1f1bG7ASAgxfVoT2YQJExAVFYXs7GxkZWVh0KBBNLGiFgzPSXNeAAAdbklEQVTDYO1V1U2SMHcrNKehSIToldZElpeXhwkTJoDH44HH42H8+PFGP3Bb37bfkkCmVPUzfivI0cDREGL6tCYyZ2dnbNq0CQqFAgqFAps2bTLZYUT1oUKuxLInbWMiGz4CXbRPQkkIeTFaE9lPP/2E7du3w83NDW5ubti5cyd++umnhojNKP3f2aez3CYM8KzlSEJIfdF61/Kll15iB3mT2hVVKrDnrmo4V5i7FWypFz8hDUJrjezu3bsYNGgQXFxc4Orqitdee03nxUeamveO57CPV/XyqOVIQkh90prIRo4ciejoaOTk5CA7OxtvvPEGRowY0RCxGZULueU4n1sOABjQwhZmOkw+SQipH1oTGcMwGDNmDHvXcvTo0TrNENuUKJQMJh942rfuU+rFT0iD0tpGFh4ejmXLlmH48OHgcDjYtm0bBgwYwA4md3Sk7gU/Xn06sP7nviJK9IQ0MI0TK1Zp0aKF5hdzOA3eXtbYJlZUMgw6bFJNmhjmboXvelMvfkIamtYaWVpaWkPEYbROPVlMBABmhTgbMBJCmi6tiUwmk2HNmjU4ceIEAKBHjx6YOnUq+HwadgMAm/9Vjal0teKhtaOFgaMhpGnSmsimTZsGmUyGt99+GwDwyy+/YNq0afjxxx/1HlxjVyxV4OwD1Z3KqYHUVkiIoWhNZOfPn1dbaKRnz54ICgrSa1DG4tkZLvp502K7hBiK1u4XXC4Xd+7cYbfv3r0LLpd6rJfJlFh/TZXIXvGwgoCv9aMkhOiJ1hpZbGwswsPD4ePjA4ZhkJGRQZMtAth9t4h9/NmrbgaMhBBSayJTKpUQCARITU3FzZs3wTAM2rRpAwsLatQ+kVkKAPBztICDJdVQCTGkWhOZmZkZ5s6di9OnTyMwMLChYmr0iqUK/J2t6nYx3t/BwNEQQrQ27ERERODXX3+Fln6zTcrR+6Xs4zAPKwNGQggBdGgjW7FiBUpLS8Hj8WBpaQmGYcDhcFBUVKTtpSZr641CAICPnTlN1UNII6A1kRUXFzdEHEYjr0yOfwsqAQDTaBprQhoFjZeWDx8+xOzZszFw4EDMnz+/SdfAnvXDP4/Yx91piTdCGgWNiWzs2LGwtrbGjBkzUFxcjJkzZzZkXI2SkmHwa6oqoUe1tAXfjGa5IKQx0Hhp+eDBA/zf//0fACAyMhIhISENFlRjVdU2BgDDW9sbMBJCyLM0JjKGYfD48WP2bqVCoVDbborzkFX1HfOxM4efk6WBoyGEVNGYyCQSCTp06KDW7aKqVmaIecgMrbDy6QDx6cG0HB4hjYnGRJaent6AYTR+p7Of9h3r6EZrVRLSmNBIZx1teDJAvKWdOWyo7xghjQolMh2k5Ffg1mMpACCG5h0jpNGhRKaDlRfz2cfhL1HfMUIaG50S2cmTJ9mpe/Ly8prUPP6PyuW48GS9yg87ulDfMUIaIa2JbMmSJfjiiy+wdOlSAKo5/EePHq33wBqLnakS9vEgH6EBIyGEaKI1kf3+++/YtWsXrK2tAQAeHh5NZvxlUaUC319RrVkpbiaAFc0CS0ijpPWbaW5uDg6Hwy46W1paquUVpuNE1tNz/bKbuwEjIYTURmsii46OxtSpU1FYWIi1a9eid+/emDJlik6F79+/H61bt4avry+WLVum8bidO3eCw+E0qoV3AeBgRgkAoA3NAktIo6Z1Gp/33nsPBw8ehFAoxM2bN/HJJ5+gT58+WgtWKBSYPn06Dh48CJFIhNDQUERFRaFt27ZqxxUXFyMuLg6dOnV6/rPQgzKZkh2SNMqPxlUS0phpTWRff/013njjDZ2S17POnTsHX19f+Pj4AACGDx+OxMTEaolswYIF+OCDD/DVV1/VqXx9uyuRso87utEssIQ0ZlovLYuKihAZGYmuXbti9erVyM3N1angrKwseHp6stsikQhZWVlqx1y6dAn379/HwIED6xi2/m16soJ4WycLuFppzfeEEAPSmsgWLVqEa9euYfXq1cjOzkb37t3Ru3dvrQXXNMd/1Q0DQLVC07vvvovly5drLSs+Ph5isRhisRh5eXlaj39RZTIl/kxXtY8FONMsF4Q0djr3J3B1dYWbmxucnJzw8OFDrceLRCLcv3+f3c7MzISHhwe7XVxcjJSUFPTo0QPe3t44c+YMoqKiamzwj4mJQXJyMpKTk+Hi4qJryM/t1uNK9vEEWiWJkEZPayJbs2YNevTogV69eiE/Px9r167FP//8o7Xg0NBQpKamIi0tDVKpFFu3bkVUVBT7vJ2dHfLz85Geno709HR07twZu3btglgsfrEzqgc/Pxkg3s7JAs2s+QaOhhCijdbGn4yMDKxcuRLBwcF1K5jHw6pVqxAZGQmFQoGJEyfC398fCxcuhFgsVktqjYmSYXDqyZqVYmrkJ8QocBgNC1YWFRVBKBSioKCgxhcaaoZYsVis1/5mNwoqMGKv6pI4ob8nzQRLiBHQWCMbOXIk9uzZgw4dOoDD4ag13pvyDLFV8445C7iUxAgxEhoT2Z49ewCgSc10ATztP9aTlnojxGhobezv1auXTvtMQVaxDKlPJlDs40WJjBBjobFGVlFRgbKyMuTn56utnlRUVITs7OwGC7AhnXpmXv5AF7qsJMRYaExkP/zwA1auXIns7Gy11ZSEQiGmT5/eYAE2pKP3VYksyMUS5lyasocQY6HxrmWVb7/9FjNmzGioeLTS111LqUKJTgl3AACx3dzQ28u23t+DEKIfWvuRzZgxAykpKbh+/ToqKirY/WPHjtVrYA3t3JM1KwHgZQcLA0ZCCKkrrYlsyZIlOHbsGK5fv47+/ftj37596NKli8klsl+uq7pdtHIwx0tCcwNHQwipC60NQTt37sThw4fh5uaG9evX48qVK6isrNT2MqPCMAz+yVPVNl9vaWfgaAghdaU1kQkEApiZmYHH46GoqAiurq4m1xn2ekElKhSqpsL2rnS3khBjo/XSUiwWo7CwEFOmTEGHDh1gY2ODjh07NkRsDaZMpgQA2FuYUW9+QoyQ1ruWz0pPT0dRURECAwP1GVOt9HHXcsaRLJzMKoO4mQBrI0T1WjYhRP801sguXryo8UUXL15ESEiIXgJqaAUVcpzMUs12QZ1gCTFOGhPZ3LlzNb6Iw+HgyJEjegmood0oeHrjYlxbmkSREGOkMZEdPXq0IeMwmKpJFDu6CSC0oCXfCDFGWhv7N27cWON+U+lHVjXbRShNokiI0dKayM6fP88+rqiowOHDhxESEmISiexmQSXyyxUAgDAPSmSEGCutiezbb79V25ZIJBgzZozeAmpI66+pZr/lmQF+jjQsiRBjVecpHqysrJCamqqPWBpcbqkcADC0lR3MnlmqjhBiXLTWyAYNGsSuR6lUKnH9+nVER0frPTB9e1yhwOUnw5IivWmmC0KMmdZE9t577z09mMeDl5cXRCLj7zR6JqeMfdzSjgaJE2LMtCay7t27A1DNDCuXqy7FCgoKDLaKUn3ZerMQANDZ3Yq6XRBi5LQmsvj4eCxYsIAdPM4wjNGvosQwDG4/WU28Xwu6rCTE2GlNZLGxsbh27RqcnZ0bIp4GkZJfiTK5aohpG7pbSYjR03rXsmXLlrCyMq0+Vj9eVXW7EJqboZU9tY8RYuy01siWLl2KV155BZ06dYKFxdPaS1xcnF4D05dSmRInslSLjAxtZcfekSWEGC+tiWzq1Kno2bMnAgICYGZm/CsLJd4uYh+P9LM3YCSEkPqiNZHxeDysWLGiIWJpEPvSVImsQzMBnAVaT58QYgS0VrHCw8MRHx+PnJwcFBQUsP+MUX65HCmPVHcrx/vTlD2EmAqtVZKEhAQAqrayKsba/eLfR0/nHgumSRQJMRlaE1laWlpDxNEg0opUU/a86mEFG3PqBEuIqWhS85H9mV4MADCjG5WEmJQmNR9Z1TIrw9vQ3UpCTEmTmY9MpmTw75P5+e1obCUhJqXJzEd2IbecfexAiYwQk9Jk5iPbn6ZqH/OxM4eHDd/A0RBC6lOTmY/sSp6qRhbgTN0uCDE1GhPZ7du3kZuby85HVuWvv/5CZWUlWrZsqffg6stdiRTpRTIAwAhq6CfE5GhsI5s9ezZsbavP1SUQCDB79my9BlXfdt6SsI99aLYLQkyOxkSWnp6OwMDAavvFYjHS09P1GVO9u/RQdVnZ19sGfOpERojJ0ZjIKioqNL6ovLxc43ONTWGlAjeedLsY3ZbGVxJiijQmstDQUKxdu7ba/nXr1qFDhw56Dao+7b7zdNoeT7pbSYhJ0tjYv3LlSgwePBibN29mE1dycjKkUil+//13nQrfv38/Zs2aBYVCgcmTJ+PDDz9Ue37FihX48ccfwePx4OLigp9++gleXl4vcDrVVSWyLs1pkRFCTBWHYaoG7tTs6NGjSElJAQD4+/ujZ8+eOhWsUCjw8ssv4+DBgxCJRAgNDcWWLVvQtm1btbI7deoEKysrrFmzBseOHcO2bdtqLVcsFiM5OVm3GJQMxJtvAwDW9PJAZw9rnV5HCDEuWvuRhYeHIzw8vM4Fnzt3Dr6+vvDx8QEADB8+HImJiWqJ7NlyO3fujE2bNtX5fWpz9sHTtStfEtLdSkJMld7mrs7KyoKnpye7LRKJkJWVpfH4devWoV+/fjU+Fx8fD7FYDLFYjLy8PN1jKFH1HfMS8qk3PyEmTG9zPdd0xappoY9NmzYhOTkZx48fr/H5mJgYxMTEAFBdWupq6w1V/7FW9rTkGyGmTG+JTCQS4f79++x2ZmYmPDw8qh136NAh/N///R+OHz+utkpTfXhYploZvT8twkuISdPbpWVoaChSU1ORlpYGqVSKrVu3IioqSu2YS5cuYerUqdi1axdcXV3r9f0vPyxHiUwJgHrzE2Lq9JbIeDweVq1ahcjISPj5+SE6Ohr+/v5YuHAhdu3aBQB4//33UVJSgjfeeAPBwcHVEt2LeFCqqo0JeBy8ZEvtY4SYMq3dLxobXbtfDN9zDzcfVyLCywZfdHNvgMgIIYZi/CvualB1x1LsJjBwJIQQfTPJRHbpmfaxzu5WBo6GEKJvJpnIqlZLsuJxIKL+Y4SYPJNMZOceqGbn6PWSjca+a4QQ02GSiSzvSf8xmraHkKbB5BLZxdyn7WNWPJM7PUJIDUzum577pDZmxeOguY3eBi4QQhoRk0tkF3JVM150FVlT+xghTYTJJbKzOaqGfgFdVhLSZJjUt/3240pkPukIO4Ya+glpMkwqkR3LLGUfe9H4SkKaDJNKZIm3VfPzD/CxBZeWfSOkyTCpRFbVtj/E186wgRBCGpTJJLKCCjnuF6vax5wFtFoSIU2JySSyszlPFxpxFlD/MUKaEpNJZL+mqtrHwj2tYcU3mdMihOjAZL7xaRIpACDA2dLAkRBCGppJJLKU/AoUVCgAAJHetNAIIU2NSSSyZeceAgC4HMDdmtrHCGlqTCKRPXpSG3s/1IXGVxLSBBl9IiusVLArJnVtbm3gaAghhmD0ieyvZ4YlOVhQ/zFCmiKjT2QypWo1u56e1hBQtwtCmiSj/+b/fO0xAMDWnGpjhDRVRp/IKhWqGllHWr+SkCbLqBNZQYWcndo6pBklMkKaKqNOZCeeaei3p4Z+Qposo05kP6Wo2scivGxgSVNbE9JkGfW3v0KuWvath6eNgSMhhBiS0SayjCIp8spVPfo7UPsYIU2a0Say5Afl7GNHS2ofI6QpM9pEllOqmg12sK8QPJqfn5AmzWgT2R9PFhqhJEYIMcpEVlAhZ2e8GNJKaOBoCCGGZpSJ7Nj9p/3HWtiZGzASQkhjYJSJbN3VAgBApLcNLLhGeQqEkHpklFngYblqWFKvl6j/GCHECBNZqUyJJ/1gEepmZdhgCCGNgtElsqrZLuwtzGh8JSEEgBEmsvwnl5W0WhIhpIrRJbKqy8puIpqfnxCiotdEtn//frRu3Rq+vr5YtmxZtecrKyvx5ptvwtfXF506dUJ6errOZbd3ofGVhBAVvSUyhUKB6dOnY9++fbh+/Tq2bNmC69evqx2zbt06ODg44Pbt23j33Xcxb948ncoOcRXQ/PyEEJbessG5c+fg6+sLHx8fmJubY/jw4UhMTFQ7JjExEePGjQMADBs2DIcPHwbDMFrL9nOy0EvMhBDjpLdElpWVBU9PT3ZbJBIhKytL4zE8Hg92dnZ49OiR1rLfbG1Xv8ESQowaT18F11Sz+u8q4LocAwDx8fGIj48HAChzUjE4/JV6itJw8vLy4OLiYugw6oWpnIupnAdgOudSXl6Oa9euaT1Ob4lMJBLh/v377HZmZiY8PDxqPEYkEkEul0MikcDR0bFaWTExMYiJiQEAiMViJCcn6yvsBmMq5wGYzrmYynkApnMuYrFYp+P0dmkZGhqK1NRUpKWlQSqVYuvWrYiKilI7JioqCj///DMAYOfOnejZs2eNNTJCCKmN3mpkPB4Pq1atQmRkJBQKBSZOnAh/f38sXLgQYrEYUVFRmDRpEsaMGQNfX184Ojpi69at+gqHEGLC9JbIAKB///7o37+/2r5PPvmEfWxpaYkdO3bUqcyqS0xjZyrnAZjOuZjKeQCmcy66ngeH0aW/AyGENGLUq5QQYvSMKpFpG/JkDCZOnAhXV1e0a9fO0KG8kPv37yM8PBx+fn7w9/fHN998Y+iQnltFRQU6duyIoKAg+Pv7Y9GiRYYO6YUoFAq0b98eAwcONHQoL8Tb2xsBAQEIDg7WfveSMRJyuZzx8fFh7ty5w1RWVjKBgYHMtWvXDB1WnR0/fpy5cOEC4+/vb+hQXkh2djZz4cIFhmEYpqioiGnVqpVR/j4YhmGUSiVTXFzMMAzDSKVSpmPHjszp06cNHNXzW758OTNixAhmwIABhg7lhXh5eTF5eXk6HWs0NTJdhjwZg27dutXYV87YuLu7IyQkBABga2sLPz+/aiM3jAWHw4GNjWq2YZlMBplMZrTdgDIzM7F3715MnjzZ0KE0KKNJZLoMeSKGkZ6ejkuXLqFTp06GDuW5KRQKBAcHw9XVFX369DHac5k9eza+/PJLmJkZzVdbIw6Hg4iICHTo0IEd2aOJ0Zwto+NwJtKwSkpKMHToUKxcuRJCofEuzcflcnH58mVkZmbi3LlzSElJMXRIdbZnzx64urqiQ4cOhg6lXpw6dQoXL17Evn37sHr1apw4cULjsUaTyHQZ8kQalkwmw9ChQzFq1CgMGTLE0OHUC3t7e/To0QP79+83dCh1durUKezatQve3t4YPnw4jhw5gtGjRxs6rOdW9f12dXXF4MGDce7cOY3HGk0i02XIE2k4DMNg0qRJ8PPzw5w5cwwdzgvJy8tDYWEhANUg5UOHDqFNmzYGjqruli5diszMTKSnp2Pr1q3o2bMnNm3aZOiwnktpaSmKi4vZxwcOHKj1Tr/RJLJnhzz5+fkhOjoa/v7+hg6rzkaMGIGwsDDcvHkTIpEI69atM3RIz+XUqVP45ZdfcOTIEQQHByM4OBhJSUmGDuu55OTkIDw8HIGBgQgNDUWfPn2MvuuCscvNzUWXLl0QFBSEjh07YsCAAejbt6/G46lnPyHE6BlNjYwQQjShREYIMXqUyAghRo8SGSHE6FEiI4QYPUpkjRCHw8HcuXPZ7a+++gqLFy9u0BjGjx+PnTt3AgAmT55cbU3SukpPT6+xH1B6ejo4HA4WLFjA7svPzwefz8c777xTp/eoGi/5PMdwuVwEBwejXbt2GDRoENuvrK40fVYbNmyo8/k8S5dza8ookTVCFhYW+O2335Cfn/9cr5fL5fUaz48//oi2bdvWa5nP8vHxwZ49e9jtHTt2NHgfQYFAgMuXLyMlJQWOjo5YvXr1c5Wj78+K1IwSWSPE4/EQExODr7/+utpzGRkZ6NWrFwIDA9GrVy/cu3cPgKoGNWfOHISHh2PevHlYvHgxxo0bh4iICHh7e+O3337DBx98gICAAPTt2xcymQyAaurx0NBQtGvXDjExMTWOae3RoweSk5Oxa9cutvNr69at0aJFCwDAhQsX0L17d3To0AGRkZHIyclh9wcFBSEsLKzWxCAQCODn58eu+rNt2zZER0drPee0tDSEhYUhNDRUrUYHALGxsQgNDUVgYGCd5xcLCwtTm5CgprJKS0sxYMAABAUFoV27dti2bZvaZwUA69evx8svv4zu3bvj1KlTbHnP1naBp7WtkpIS9OrVCyEhIQgICKhxdpecnBx069aNrT3+9ddfdTo3U0WJrJGaPn06Nm/eDIlEorb/nXfewdixY/HPP/9g1KhRmDlzJvvcrVu3cOjQISxfvhwAcOfOHezduxeJiYkYPXo0wsPDcfXqVQgEAuzdu5ct7/z580hJSUF5eblazei/oqKicPnyZVy+fBlBQUF47733IJPJMGPGDOzcuRMXLlzAxIkT8fHHHwMAJkyYgLi4OJw+fVrr+Q4fPhxbt25FZmYmuFyu2jhaTec8a9YsTJs2DefPn4ebmxt7/IEDB5Camopz587h8uXLuHDhQq0Djp+lUChw+PBhdvibprL2798PDw8PXLlyBSkpKdV6nefk5GDRokU4deoUDh48qNOluaWlJX7//XdcvHgRR48exdy5c6v9x5KQkIDIyEhcvnwZV65cQXBwsE7nZeookTVSQqEQY8eORVxcnNr+06dPY+TIkQCAMWPG4OTJk+xzb7zxBrhcLrvdr18/8Pl8BAQEQKFQsF+2gIAApKenAwCOHj2KTp06ISAgAEeOHNFpMdQvv/wSAoEA06dPx82bN5GSkoI+ffogODgYn332GTIzMyGRSFBYWIju3buzsdamb9++OHjwILZs2YI333xTp3M+deoURowYUa38AwcO4MCBA2jfvj1CQkJw48YNpKam1vr+5eXlCA4OhpOTEwoKCtCnT59aywoICMChQ4cwb948/PXXX7Czs1Mr7+zZs+jRowdcXFxgbm5e7ZxqwjAM5s+fj8DAQPTu3RtZWVnIzc1VOyY0NBTr16/H4sWLcfXqVdja2mottynQ6ypK5MXMnj0bISEhmDBhgsZjnp3KyNraWu05CwsLAICZmRn4fD57rJmZGeRyOSoqKvD2228jOTkZnp6eWLx4MSoqKmqN6fDhw9ixYwdbw2EYBv7+/tVqXYWFhXWaZsnc3BwdOnTA8uXLce3aNezevVunc67pPRiGwUcffYSpU6fq/P5VbWQSiQQDBw7E6tWrMXPmzFrLunDhApKSkvDRRx8hIiICCxcu1Bjns3g8HpRKJRurVCoFAGzevBl5eXm4cOEC+Hw+vL29q/0+unXrhhMnTmDv3r0YM2YM3n//fYwdO1bn8zRVVCNrxBwdHREdHa02sPyVV15h1//cvHkzunTp8tzlV31JnJ2dUVJSotZuU5OMjAy8/fbb2L59OwQCAQCgdevWyMvLYxOZTCbDtWvXYG9vDzs7O7b2tHnzZq3xzJ07F1988QWcnJzU9ms651dffVVtf5XIyEj89NNPKCkpAaCalPPhw4da3x8A7OzsEBcXh6+++goymUxjWdnZ2bCyssLo0aPx3nvv4eLFi2rldOrUCceOHcOjR48gk8nUlj309vbGhQsXAACJiYlse6VEIoGrqyv4fD6OHj2KjIyMavFlZGTA1dUVU6ZMwaRJk6q9b1NFNbJGbu7cuVi1ahW7HRcXh4kTJyI2NhYuLi5Yv379c5dtb2+PKVOmICAgAN7e3ggNDa31+A0bNuDRo0cYPHgwANV8UUlJSdi5cydmzpwJiUQCuVyO2bNnw9/fH+vXr8fEiRNhZWWFyMhIrfH4+/vXeLdS0zl/8803GDlyJL755hsMHTqUPT4iIgL//vsvwsLCAKga0zdt2gRXV1edPpf27dsjKCgIW7duxZgxY2os6/bt23j//ffZ2u6aNWvUynB3d8fixYsRFhbGTguuUCgAAFOmTMFrr72Gjh07olevXmxNetSoURg0aBDEYjGCg4NrnEro2LFjiI2NBZ/Ph42NDTZu3KjTOZk6mv2CEGL06NKSEGL0KJERQoweJTJCiNGjREYIMXqUyAghRo8SGSHE6FEiI4QYPUpkhBCj9/8KBA3NNp+E8AAAAABJRU5ErkJggg==' 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      ],
      "text/plain": [
       ":Curve   [normedresiduals]   (cumulativefreq)"
      ]
     },
     "execution_count": 61,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": 140170921210824
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hv.Curve(residtable).opts(title='Cumulative Normalized Model Residuals',\n",
    "                          xlabel='Normalized Model Residuals',\n",
    "                          ylabel='Cumulative Proportion of FDs',\n",
    "                          xlim=(0,5),\n",
    "                          fig_size=125)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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