Greek_Life_Modeling_Final Alternate.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling Duke University Students' Involvement in Greek Life"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tyler Etheridge  \n",
    "\n",
    "The purpose of this project is to create a model that can predictively classify students as being involved in Greek Life at Duke University based on information about their lives prior to university enrollment.  \n",
    "The data was obtained from [this repository](https://github.com/Chrissymbeck/Greek-Life-Demographics), featured in [an article published by the independent university press *The Chronicle*](https://www.dukechronicle.com/article/2018/01/is-greek-life-at-duke-as-homogenous-as-you-think) in January 2018.   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Importing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ignores warnings caused by visualization libraries' dependencies being set for deprecation\n",
    "import warnings\n",
    "with warnings.catch_warnings():\n",
    "    warnings.filterwarnings(\"ignore\",category=DeprecationWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Import Data\n",
    "# Pass list of clean names for overwriting\n",
    "column_names = ['greek_council', 'greek_organization', 'city', \n",
    "                'state', 'country','latitude', 'longitude', \n",
    "                'free_lunch_percent','public_private', 'domestic_school',\n",
    "                'boarding', 'religion','school_gender', 'tuition','sports_team',\n",
    "                'scholarship']\n",
    "\n",
    "df = pd.read_csv('/home/tyler/Downloads/duke_greek.csv',header=0, names=column_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe shape: (1739, 16)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>greek_council</th>\n",
       "      <th>greek_organization</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>free_lunch_percent</th>\n",
       "      <th>public_private</th>\n",
       "      <th>domestic_school</th>\n",
       "      <th>boarding</th>\n",
       "      <th>religion</th>\n",
       "      <th>school_gender</th>\n",
       "      <th>tuition</th>\n",
       "      <th>sports_team</th>\n",
       "      <th>scholarship</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Accokeek</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>United States</td>\n",
       "      <td>38.667617</td>\n",
       "      <td>-77.028309</td>\n",
       "      <td>Data not available</td>\n",
       "      <td>private</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>Day</td>\n",
       "      <td>Episcopal</td>\n",
       "      <td>Co-Ed</td>\n",
       "      <td>36610</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Advance</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>United States</td>\n",
       "      <td>35.941248</td>\n",
       "      <td>-80.409222</td>\n",
       "      <td>0.34741523</td>\n",
       "      <td>public</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>Day</td>\n",
       "      <td>Unafilliated</td>\n",
       "      <td>Co-Ed</td>\n",
       "      <td>0</td>\n",
       "      <td>Fooball</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Ajman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>25.509129</td>\n",
       "      <td>55.361907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>private</td>\n",
       "      <td>International</td>\n",
       "      <td>Day</td>\n",
       "      <td>Unafilliated</td>\n",
       "      <td>Co-Ed</td>\n",
       "      <td>13093.46</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Alameda</td>\n",
       "      <td>California</td>\n",
       "      <td>United States</td>\n",
       "      <td>37.609029</td>\n",
       "      <td>-121.899142</td>\n",
       "      <td>0.2268</td>\n",
       "      <td>public</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>Day</td>\n",
       "      <td>Unafilliated</td>\n",
       "      <td>Co-Ed</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Albuquerque</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>United States</td>\n",
       "      <td>35.084103</td>\n",
       "      <td>-106.650985</td>\n",
       "      <td>Data not available</td>\n",
       "      <td>private</td>\n",
       "      <td>Domestic</td>\n",
       "      <td>Day</td>\n",
       "      <td>Unafilliated</td>\n",
       "      <td>Co-Ed</td>\n",
       "      <td>22870</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  greek_council greek_organization         city           state  \\\n",
       "0          None               None     Accokeek        Maryland   \n",
       "1          None               None      Advance  North Carolina   \n",
       "2          None               None        Ajman             NaN   \n",
       "3          None               None      Alameda      California   \n",
       "4          None               None  Albuquerque      New Mexico   \n",
       "\n",
       "                country   latitude   longitude  free_lunch_percent  \\\n",
       "0         United States  38.667617  -77.028309  Data not available   \n",
       "1         United States  35.941248  -80.409222          0.34741523   \n",
       "2  United Arab Emirates  25.509129   55.361907                 NaN   \n",
       "3         United States  37.609029 -121.899142              0.2268   \n",
       "4         United States  35.084103 -106.650985  Data not available   \n",
       "\n",
       "  public_private domestic_school boarding      religion school_gender  \\\n",
       "0        private        Domestic      Day     Episcopal         Co-Ed   \n",
       "1         public        Domestic      Day  Unafilliated         Co-Ed   \n",
       "2        private   International      Day  Unafilliated         Co-Ed   \n",
       "3         public        Domestic      Day  Unafilliated         Co-Ed   \n",
       "4        private        Domestic      Day  Unafilliated         Co-Ed   \n",
       "\n",
       "    tuition sports_team scholarship  \n",
       "0     36610        None        None  \n",
       "1         0     Fooball        None  \n",
       "2  13093.46        None        None  \n",
       "3         0        None        None  \n",
       "4     22870        None        None  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View data and shape\n",
    "print(\"Dataframe shape:\", df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pandas profiling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pandas profiling provides thorough yet condensed overview of the data, siginficantly reducing the need for repeated attribute exploration code by presenting these attributes in an interactive document format. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c387c021c4842f3a0ee86a2ac1e15b4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='variables', max=16.0, style=ProgressStyle(description_wid…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ae252aac457847f484d90b35aa91ec76",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='table', max=1.0, style=ProgressStyle(description_width='i…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9543137155d644338c58351d9093cb90",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='warnings', max=3.0, style=ProgressStyle(description_width…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "35a6259cfdac40338cd6ace1786797fa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='package', max=1.0, style=ProgressStyle(description_width=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cdbc551fa6324e088d2664f64c19748c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='build report structure', max=1.0, style=ProgressStyle(des…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<iframe width=\"100%\" height=\"800px\" srcdoc=\"&lt;!doctype html&gt;&lt;html lang=en&gt;&lt;head&gt;&lt;meta charset=utf-8&gt;&lt;meta name=viewport content=&quot;width=device-width, initial-scale=1, shrink-to-fit=no&quot;&gt;&lt;meta name=description content=&quot;Profile report generated with the `pandas-profiling` Python package&quot;&gt;&lt;meta name=author content=&quot;Simon Brugman and the open source community.&quot;&gt;&lt;meta name=generator content=&quot;Pandas Profiling v2.6.0&quot;&gt;&lt;meta name=url content=https://github.com/pandas-profiling/pandas-profiling&gt;&lt;meta name=date content&gt;&lt;title&gt;Pandas Profiling Report&lt;/title&gt;&lt;style&gt;\n",
       "/*!\n",
       " * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
       " * Copyright 2011-2016 Twitter, Inc.\n",
       " * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n",
       " *//*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */html{font-family:sans-serif;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}dfn{font-style:italic}h1{margin:.67em 0;font-size:2em}mark{color:#000;background:#ff0}small{font-size:80%}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{height:0;-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{margin:0;font:inherit;color:inherit}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{padding:0;border:0}input{line-height:normal}input[type=checkbox],input[type=radio]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]{-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;-webkit-appearance:textfield}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}fieldset{padding:.35em .625em .75em;margin:0 2px;border:1px solid silver}legend{padding:0;border:0}textarea{overflow:auto}optgroup{font-weight:700}table{border-spacing:0;border-collapse:collapse}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,:after,:before{color:#000!important;text-shadow:none!important;background:0 0!important;-webkit-box-shadow:none!important;box-shadow:none!important}a,a:visited{text-decoration:underline}a[href]:after{content:&quot; (&quot; attr(href) &quot;)&quot;}abbr[title]:after{content:&quot; (&quot; attr(title) &quot;)&quot;}a[href^=&quot;javascript:&quot;]:after,a[href^=&quot;#&quot;]:after{content:&quot;&quot;}blockquote,pre{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}img,tr{page-break-inside:avoid}img{max-width:100%!important}h2,h3,p{orphans:3;widows:3}h2,h3{page-break-after:avoid}.navbar{display:none}.btn&gt;.caret,.dropup&gt;.btn&gt;.caret{border-top-color:#000!important}.label{border:1px solid #000}.table{border-collapse:collapse!important}.table td,.table th{background-color:#fff!important}.table-bordered td,.table-bordered th{border:1px solid #ddd!important}}@font-face{font-family:&#x27;Glyphicons Halflings&#x27;;src:url(../fonts/glyphicons-halflings-regular.eot);src:url(../fonts/glyphicons-halflings-regular.eot?#iefix) format(&#x27;embedded-opentype&#x27;),url(../fonts/glyphicons-halflings-regular.woff2) format(&#x27;woff2&#x27;),url(../fonts/glyphicons-halflings-regular.woff) format(&#x27;woff&#x27;),url(../fonts/glyphicons-halflings-regular.ttf) format(&#x27;truetype&#x27;),url(../fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular) format(&#x27;svg&#x27;)}.glyphicon{position:relative;top:1px;display:inline-block;font-family:&#x27;Glyphicons Halflings&#x27;;font-style:normal;font-weight:400;line-height:1;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.glyphicon-asterisk:before{content:&quot;\\002a&quot;}.glyphicon-plus:before{content:&quot;\\002b&quot;}.glyphicon-eur:before,.glyphicon-euro:before{content:&quot;\\20ac&quot;}.glyphicon-minus:before{content:&quot;\\2212&quot;}.glyphicon-cloud:before{content:&quot;\\2601&quot;}.glyphicon-envelope:before{content:&quot;\\2709&quot;}.glyphicon-pencil:before{content:&quot;\\270f&quot;}.glyphicon-glass:before{content:&quot;\\e001&quot;}.glyphicon-music:before{content:&quot;\\e002&quot;}.glyphicon-search:before{content:&quot;\\e003&quot;}.glyphicon-heart:before{content:&quot;\\e005&quot;}.glyphicon-star:before{content:&quot;\\e006&quot;}.glyphicon-star-empty:before{content:&quot;\\e007&quot;}.glyphicon-user:before{content:&quot;\\e008&quot;}.glyphicon-film:before{content:&quot;\\e009&quot;}.glyphicon-th-large:before{content:&quot;\\e010&quot;}.glyphicon-th:before{content:&quot;\\e011&quot;}.glyphicon-th-list:before{content:&quot;\\e012&quot;}.glyphicon-ok:before{content:&quot;\\e013&quot;}.glyphicon-remove:before{content:&quot;\\e014&quot;}.glyphicon-zoom-in:before{content:&quot;\\e015&quot;}.glyphicon-zoom-out:before{content:&quot;\\e016&quot;}.glyphicon-off:before{content:&quot;\\e017&quot;}.glyphicon-signal:before{content:&quot;\\e018&quot;}.glyphicon-cog:before{content:&quot;\\e019&quot;}.glyphicon-trash:before{content:&quot;\\e020&quot;}.glyphicon-home:before{content:&quot;\\e021&quot;}.glyphicon-file:before{content:&quot;\\e022&quot;}.glyphicon-time:before{content:&quot;\\e023&quot;}.glyphicon-road:before{content:&quot;\\e024&quot;}.glyphicon-download-alt:before{content:&quot;\\e025&quot;}.glyphicon-download:before{content:&quot;\\e026&quot;}.glyphicon-upload:before{content:&quot;\\e027&quot;}.glyphicon-inbox:before{content:&quot;\\e028&quot;}.glyphicon-play-circle:before{content:&quot;\\e029&quot;}.glyphicon-repeat:before{content:&quot;\\e030&quot;}.glyphicon-refresh:before{content:&quot;\\e031&quot;}.glyphicon-list-alt:before{content:&quot;\\e032&quot;}.glyphicon-lock:before{content:&quot;\\e033&quot;}.glyphicon-flag:before{content:&quot;\\e034&quot;}.glyphicon-headphones:before{content:&quot;\\e035&quot;}.glyphicon-volume-off:before{content:&quot;\\e036&quot;}.glyphicon-volume-down:before{content:&quot;\\e037&quot;}.glyphicon-volume-up:before{content:&quot;\\e038&quot;}.glyphicon-qrcode:before{content:&quot;\\e039&quot;}.glyphicon-barcode:before{content:&quot;\\e040&quot;}.glyphicon-tag:before{content:&quot;\\e041&quot;}.glyphicon-tags:before{content:&quot;\\e042&quot;}.glyphicon-book:before{content:&quot;\\e043&quot;}.glyphicon-bookmark:before{content:&quot;\\e044&quot;}.glyphicon-print:before{content:&quot;\\e045&quot;}.glyphicon-camera:before{content:&quot;\\e046&quot;}.glyphicon-font:before{content:&quot;\\e047&quot;}.glyphicon-bold:before{content:&quot;\\e048&quot;}.glyphicon-italic:before{content:&quot;\\e049&quot;}.glyphicon-text-height:before{content:&quot;\\e050&quot;}.glyphicon-text-width:before{content:&quot;\\e051&quot;}.glyphicon-align-left:before{content:&quot;\\e052&quot;}.glyphicon-align-center:before{content:&quot;\\e053&quot;}.glyphicon-align-right:before{content:&quot;\\e054&quot;}.glyphicon-align-justify:before{content:&quot;\\e055&quot;}.glyphicon-list:before{content:&quot;\\e056&quot;}.glyphicon-indent-left:before{content:&quot;\\e057&quot;}.glyphicon-indent-right:before{content:&quot;\\e058&quot;}.glyphicon-facetime-video:before{content:&quot;\\e059&quot;}.glyphicon-picture:before{content:&quot;\\e060&quot;}.glyphicon-map-marker:before{content:&quot;\\e062&quot;}.glyphicon-adjust:before{content:&quot;\\e063&quot;}.glyphicon-tint:before{content:&quot;\\e064&quot;}.glyphicon-edit:before{content:&quot;\\e065&quot;}.glyphicon-share:before{content:&quot;\\e066&quot;}.glyphicon-check:before{content:&quot;\\e067&quot;}.glyphicon-move:before{content:&quot;\\e068&quot;}.glyphicon-step-backward:before{content:&quot;\\e069&quot;}.glyphicon-fast-backward:before{content:&quot;\\e070&quot;}.glyphicon-backward:before{content:&quot;\\e071&quot;}.glyphicon-play:before{content:&quot;\\e072&quot;}.glyphicon-pause:before{content:&quot;\\e073&quot;}.glyphicon-stop:before{content:&quot;\\e074&quot;}.glyphicon-forward:before{content:&quot;\\e075&quot;}.glyphicon-fast-forward:before{content:&quot;\\e076&quot;}.glyphicon-step-forward:before{content:&quot;\\e077&quot;}.glyphicon-eject:before{content:&quot;\\e078&quot;}.glyphicon-chevron-left:before{content:&quot;\\e079&quot;}.glyphicon-chevron-right:before{content:&quot;\\e080&quot;}.glyphicon-plus-sign:before{content:&quot;\\e081&quot;}.glyphicon-minus-sign:before{content:&quot;\\e082&quot;}.glyphicon-remove-sign:before{content:&quot;\\e083&quot;}.glyphicon-ok-sign:before{content:&quot;\\e084&quot;}.glyphicon-question-sign:before{content:&quot;\\e085&quot;}.glyphicon-info-sign:before{content:&quot;\\e086&quot;}.glyphicon-screenshot:before{content:&quot;\\e087&quot;}.glyphicon-remove-circle:before{content:&quot;\\e088&quot;}.glyphicon-ok-circle:before{content:&quot;\\e089&quot;}.glyphicon-ban-circle:before{content:&quot;\\e090&quot;}.glyphicon-arrow-left:before{content:&quot;\\e091&quot;}.glyphicon-arrow-right:before{content:&quot;\\e092&quot;}.glyphicon-arrow-up:before{content:&quot;\\e093&quot;}.glyphicon-arrow-down:before{content:&quot;\\e094&quot;}.glyphicon-share-alt:before{content:&quot;\\e095&quot;}.glyphicon-resize-full:before{content:&quot;\\e096&quot;}.glyphicon-resize-small:before{content:&quot;\\e097&quot;}.glyphicon-exclamation-sign:before{content:&quot;\\e101&quot;}.glyphicon-gift:before{content:&quot;\\e102&quot;}.glyphicon-leaf:before{content:&quot;\\e103&quot;}.glyphicon-fire:before{content:&quot;\\e104&quot;}.glyphicon-eye-open:before{content:&quot;\\e105&quot;}.glyphicon-eye-close:before{content:&quot;\\e106&quot;}.glyphicon-warning-sign:before{content:&quot;\\e107&quot;}.glyphicon-plane:before{content:&quot;\\e108&quot;}.glyphicon-calendar:before{content:&quot;\\e109&quot;}.glyphicon-random:before{content:&quot;\\e110&quot;}.glyphicon-comment:before{content:&quot;\\e111&quot;}.glyphicon-magnet:before{content:&quot;\\e112&quot;}.glyphicon-chevron-up:before{content:&quot;\\e113&quot;}.glyphicon-chevron-down:before{content:&quot;\\e114&quot;}.glyphicon-retweet:before{content:&quot;\\e115&quot;}.glyphicon-shopping-cart:before{content:&quot;\\e116&quot;}.glyphicon-folder-close:before{content:&quot;\\e117&quot;}.glyphicon-folder-open:before{content:&quot;\\e118&quot;}.glyphicon-resize-vertical:before{content:&quot;\\e119&quot;}.glyphicon-resize-horizontal:before{content:&quot;\\e120&quot;}.glyphicon-hdd:before{content:&quot;\\e121&quot;}.glyphicon-bullhorn:before{content:&quot;\\e122&quot;}.glyphicon-bell:before{content:&quot;\\e123&quot;}.glyphicon-certificate:before{content:&quot;\\e124&quot;}.glyphicon-thumbs-up:before{content:&quot;\\e125&quot;}.glyphicon-thumbs-down:before{content:&quot;\\e126&quot;}.glyphicon-hand-right:before{content:&quot;\\e127&quot;}.glyphicon-hand-left:before{content:&quot;\\e128&quot;}.glyphicon-hand-up:before{content:&quot;\\e129&quot;}.glyphicon-hand-down:before{content:&quot;\\e130&quot;}.glyphicon-circle-arrow-right:before{content:&quot;\\e131&quot;}.glyphicon-circle-arrow-left:before{content:&quot;\\e132&quot;}.glyphicon-circle-arrow-up:before{content:&quot;\\e133&quot;}.glyphicon-circle-arrow-down:before{content:&quot;\\e134&quot;}.glyphicon-globe:before{content:&quot;\\e135&quot;}.glyphicon-wrench:before{content:&quot;\\e136&quot;}.glyphicon-tasks:before{content:&quot;\\e137&quot;}.glyphicon-filter:before{content:&quot;\\e138&quot;}.glyphicon-briefcase:before{content:&quot;\\e139&quot;}.glyphicon-fullscreen:before{content:&quot;\\e140&quot;}.glyphicon-dashboard:before{content:&quot;\\e141&quot;}.glyphicon-paperclip:before{content:&quot;\\e142&quot;}.glyphicon-heart-empty:before{content:&quot;\\e143&quot;}.glyphicon-link:before{content:&quot;\\e144&quot;}.glyphicon-phone:before{content:&quot;\\e145&quot;}.glyphicon-pushpin:before{content:&quot;\\e146&quot;}.glyphicon-usd:before{content:&quot;\\e148&quot;}.glyphicon-gbp:before{content:&quot;\\e149&quot;}.glyphicon-sort:before{content:&quot;\\e150&quot;}.glyphicon-sort-by-alphabet:before{content:&quot;\\e151&quot;}.glyphicon-sort-by-alphabet-alt:before{content:&quot;\\e152&quot;}.glyphicon-sort-by-order:before{content:&quot;\\e153&quot;}.glyphicon-sort-by-order-alt:before{content:&quot;\\e154&quot;}.glyphicon-sort-by-attributes:before{content:&quot;\\e155&quot;}.glyphicon-sort-by-attributes-alt:before{content:&quot;\\e156&quot;}.glyphicon-unchecked:before{content:&quot;\\e157&quot;}.glyphicon-expand:before{content:&quot;\\e158&quot;}.glyphicon-collapse-down:before{content:&quot;\\e159&quot;}.glyphicon-collapse-up:before{content:&quot;\\e160&quot;}.glyphicon-log-in:before{content:&quot;\\e161&quot;}.glyphicon-flash:before{content:&quot;\\e162&quot;}.glyphicon-log-out:before{content:&quot;\\e163&quot;}.glyphicon-new-window:before{content:&quot;\\e164&quot;}.glyphicon-record:before{content:&quot;\\e165&quot;}.glyphicon-save:before{content:&quot;\\e166&quot;}.glyphicon-open:before{content:&quot;\\e167&quot;}.glyphicon-saved:before{content:&quot;\\e168&quot;}.glyphicon-import:before{content:&quot;\\e169&quot;}.glyphicon-export:before{content:&quot;\\e170&quot;}.glyphicon-send:before{content:&quot;\\e171&quot;}.glyphicon-floppy-disk:before{content:&quot;\\e172&quot;}.glyphicon-floppy-saved:before{content:&quot;\\e173&quot;}.glyphicon-floppy-remove:before{content:&quot;\\e174&quot;}.glyphicon-floppy-save:before{content:&quot;\\e175&quot;}.glyphicon-floppy-open:before{content:&quot;\\e176&quot;}.glyphicon-credit-card:before{content:&quot;\\e177&quot;}.glyphicon-transfer:before{content:&quot;\\e178&quot;}.glyphicon-cutlery:before{content:&quot;\\e179&quot;}.glyphicon-header:before{content:&quot;\\e180&quot;}.glyphicon-compressed:before{content:&quot;\\e181&quot;}.glyphicon-earphone:before{content:&quot;\\e182&quot;}.glyphicon-phone-alt:before{content:&quot;\\e183&quot;}.glyphicon-tower:before{content:&quot;\\e184&quot;}.glyphicon-stats:before{content:&quot;\\e185&quot;}.glyphicon-sd-video:before{content:&quot;\\e186&quot;}.glyphicon-hd-video:before{content:&quot;\\e187&quot;}.glyphicon-subtitles:before{content:&quot;\\e188&quot;}.glyphicon-sound-stereo:before{content:&quot;\\e189&quot;}.glyphicon-sound-dolby:before{content:&quot;\\e190&quot;}.glyphicon-sound-5-1:before{content:&quot;\\e191&quot;}.glyphicon-sound-6-1:before{content:&quot;\\e192&quot;}.glyphicon-sound-7-1:before{content:&quot;\\e193&quot;}.glyphicon-copyright-mark:before{content:&quot;\\e194&quot;}.glyphicon-registration-mark:before{content:&quot;\\e195&quot;}.glyphicon-cloud-download:before{content:&quot;\\e197&quot;}.glyphicon-cloud-upload:before{content:&quot;\\e198&quot;}.glyphicon-tree-conifer:before{content:&quot;\\e199&quot;}.glyphicon-tree-deciduous:before{content:&quot;\\e200&quot;}.glyphicon-cd:before{content:&quot;\\e201&quot;}.glyphicon-save-file:before{content:&quot;\\e202&quot;}.glyphicon-open-file:before{content:&quot;\\e203&quot;}.glyphicon-level-up:before{content:&quot;\\e204&quot;}.glyphicon-copy:before{content:&quot;\\e205&quot;}.glyphicon-paste:before{content:&quot;\\e206&quot;}.glyphicon-alert:before{content:&quot;\\e209&quot;}.glyphicon-equalizer:before{content:&quot;\\e210&quot;}.glyphicon-king:before{content:&quot;\\e211&quot;}.glyphicon-queen:before{content:&quot;\\e212&quot;}.glyphicon-pawn:before{content:&quot;\\e213&quot;}.glyphicon-bishop:before{content:&quot;\\e214&quot;}.glyphicon-knight:before{content:&quot;\\e215&quot;}.glyphicon-baby-formula:before{content:&quot;\\e216&quot;}.glyphicon-tent:before{content:&quot;\\26fa&quot;}.glyphicon-blackboard:before{content:&quot;\\e218&quot;}.glyphicon-bed:before{content:&quot;\\e219&quot;}.glyphicon-apple:before{content:&quot;\\f8ff&quot;}.glyphicon-erase:before{content:&quot;\\e221&quot;}.glyphicon-hourglass:before{content:&quot;\\231b&quot;}.glyphicon-lamp:before{content:&quot;\\e223&quot;}.glyphicon-duplicate:before{content:&quot;\\e224&quot;}.glyphicon-piggy-bank:before{content:&quot;\\e225&quot;}.glyphicon-scissors:before{content:&quot;\\e226&quot;}.glyphicon-bitcoin:before{content:&quot;\\e227&quot;}.glyphicon-btc:before{content:&quot;\\e227&quot;}.glyphicon-xbt:before{content:&quot;\\e227&quot;}.glyphicon-yen:before{content:&quot;\\00a5&quot;}.glyphicon-jpy:before{content:&quot;\\00a5&quot;}.glyphicon-ruble:before{content:&quot;\\20bd&quot;}.glyphicon-rub:before{content:&quot;\\20bd&quot;}.glyphicon-scale:before{content:&quot;\\e230&quot;}.glyphicon-ice-lolly:before{content:&quot;\\e231&quot;}.glyphicon-ice-lolly-tasted:before{content:&quot;\\e232&quot;}.glyphicon-education:before{content:&quot;\\e233&quot;}.glyphicon-option-horizontal:before{content:&quot;\\e234&quot;}.glyphicon-option-vertical:before{content:&quot;\\e235&quot;}.glyphicon-menu-hamburger:before{content:&quot;\\e236&quot;}.glyphicon-modal-window:before{content:&quot;\\e237&quot;}.glyphicon-oil:before{content:&quot;\\e238&quot;}.glyphicon-grain:before{content:&quot;\\e239&quot;}.glyphicon-sunglasses:before{content:&quot;\\e240&quot;}.glyphicon-text-size:before{content:&quot;\\e241&quot;}.glyphicon-text-color:before{content:&quot;\\e242&quot;}.glyphicon-text-background:before{content:&quot;\\e243&quot;}.glyphicon-object-align-top:before{content:&quot;\\e244&quot;}.glyphicon-object-align-bottom:before{content:&quot;\\e245&quot;}.glyphicon-object-align-horizontal:before{content:&quot;\\e246&quot;}.glyphicon-object-align-left:before{content:&quot;\\e247&quot;}.glyphicon-object-align-vertical:before{content:&quot;\\e248&quot;}.glyphicon-object-align-right:before{content:&quot;\\e249&quot;}.glyphicon-triangle-right:before{content:&quot;\\e250&quot;}.glyphicon-triangle-left:before{content:&quot;\\e251&quot;}.glyphicon-triangle-bottom:before{content:&quot;\\e252&quot;}.glyphicon-triangle-top:before{content:&quot;\\e253&quot;}.glyphicon-console:before{content:&quot;\\e254&quot;}.glyphicon-superscript:before{content:&quot;\\e255&quot;}.glyphicon-subscript:before{content:&quot;\\e256&quot;}.glyphicon-menu-left:before{content:&quot;\\e257&quot;}.glyphicon-menu-right:before{content:&quot;\\e258&quot;}.glyphicon-menu-down:before{content:&quot;\\e259&quot;}.glyphicon-menu-up:before{content:&quot;\\e260&quot;}*{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}:after,:before{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}html{font-size:10px;-webkit-tap-highlight-color:rgba(0,0,0,0)}body{font-family:&quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;font-size:14px;line-height:1.42857143;color:#333;background-color:#fff}button,input,select,textarea{font-family:inherit;font-size:inherit;line-height:inherit}a{color:#337ab7;text-decoration:none}a:focus,a:hover{color:#23527c;text-decoration:underline}a:focus{outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}figure{margin:0}img{vertical-align:middle}.carousel-inner&gt;.item&gt;a&gt;img,.carousel-inner&gt;.item&gt;img,.img-responsive,.thumbnail a&gt;img,.thumbnail&gt;img{display:block;max-width:100%;height:auto}.img-rounded{border-radius:6px}.img-thumbnail{display:inline-block;max-width:100%;height:auto;padding:4px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:4px;-webkit-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out}.img-circle{border-radius:50%}hr{margin-top:20px;margin-bottom:20px;border:0;border-top:1px solid #eee}.sr-only{position:absolute;width:1px;height:1px;padding:0;margin:-1px;overflow:hidden;clip:rect(0,0,0,0);border:0}.sr-only-focusable:active,.sr-only-focusable:focus{position:static;width:auto;height:auto;margin:0;overflow:visible;clip:auto}[role=button]{cursor:pointer}.h1,.h2,.h3,.h4,.h5,.h6,h1,h2,h3,h4,h5,h6{font-family:inherit;font-weight:500;line-height:1.1;color:inherit}.h1 .small,.h1 small,.h2 .small,.h2 small,.h3 .small,.h3 small,.h4 .small,.h4 small,.h5 .small,.h5 small,.h6 .small,.h6 small,h1 .small,h1 small,h2 .small,h2 small,h3 .small,h3 small,h4 .small,h4 small,h5 .small,h5 small,h6 .small,h6 small{font-weight:400;line-height:1;color:#777}.h1,.h2,.h3,h1,h2,h3{margin-top:20px;margin-bottom:10px}.h1 .small,.h1 small,.h2 .small,.h2 small,.h3 .small,.h3 small,h1 .small,h1 small,h2 .small,h2 small,h3 .small,h3 small{font-size:65%}.h4,.h5,.h6,h4,h5,h6{margin-top:10px;margin-bottom:10px}.h4 .small,.h4 small,.h5 .small,.h5 small,.h6 .small,.h6 small,h4 .small,h4 small,h5 .small,h5 small,h6 .small,h6 small{font-size:75%}.h1,h1{font-size:36px}.h2,h2{font-size:30px}.h3,h3{font-size:24px}.h4,h4{font-size:18px}.h5,h5{font-size:14px}.h6,h6{font-size:12px}p{margin:0 0 10px}.lead{margin-bottom:20px;font-size:16px;font-weight:300;line-height:1.4}@media (min-width:768px){.lead{font-size:21px}}.small,small{font-size:85%}.mark,mark{padding:.2em;background-color:#fcf8e3}.text-left{text-align:left}.text-right{text-align:right}.text-center{text-align:center}.text-justify{text-align:justify}.text-nowrap{white-space:nowrap}.text-lowercase{text-transform:lowercase}.text-uppercase{text-transform:uppercase}.text-capitalize{text-transform:capitalize}.text-muted{color:#777}.text-primary{color:#337ab7}a.text-primary:focus,a.text-primary:hover{color:#286090}.text-success{color:#3c763d}a.text-success:focus,a.text-success:hover{color:#2b542c}.text-info{color:#31708f}a.text-info:focus,a.text-info:hover{color:#245269}.text-warning{color:#8a6d3b}a.text-warning:focus,a.text-warning:hover{color:#66512c}.text-danger{color:#a94442}a.text-danger:focus,a.text-danger:hover{color:#843534}.bg-primary{color:#fff;background-color:#337ab7}a.bg-primary:focus,a.bg-primary:hover{background-color:#286090}.bg-success{background-color:#dff0d8}a.bg-success:focus,a.bg-success:hover{background-color:#c1e2b3}.bg-info{background-color:#d9edf7}a.bg-info:focus,a.bg-info:hover{background-color:#afd9ee}.bg-warning{background-color:#fcf8e3}a.bg-warning:focus,a.bg-warning:hover{background-color:#f7ecb5}.bg-danger{background-color:#f2dede}a.bg-danger:focus,a.bg-danger:hover{background-color:#e4b9b9}.page-header{padding-bottom:9px;margin:40px 0 20px;border-bottom:1px solid #eee}ol,ul{margin-top:0;margin-bottom:10px}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}.list-unstyled{padding-left:0;list-style:none}.list-inline{padding-left:0;margin-left:-5px;list-style:none}.list-inline&gt;li{display:inline-block;padding-right:5px;padding-left:5px}dl{margin-top:0;margin-bottom:20px}dd,dt{line-height:1.42857143}dt{font-weight:700}dd{margin-left:0}@media (min-width:768px){.dl-horizontal dt{float:left;width:160px;overflow:hidden;clear:left;text-align:right;text-overflow:ellipsis;white-space:nowrap}.dl-horizontal dd{margin-left:180px}}abbr[data-original-title],abbr[title]{cursor:help;border-bottom:1px dotted #777}.initialism{font-size:90%;text-transform:uppercase}blockquote{padding:10px 20px;margin:0 0 20px;font-size:17.5px;border-left:5px solid #eee}blockquote ol:last-child,blockquote p:last-child,blockquote ul:last-child{margin-bottom:0}blockquote .small,blockquote footer,blockquote small{display:block;font-size:80%;line-height:1.42857143;color:#777}blockquote .small:before,blockquote footer:before,blockquote small:before{content:&#x27;\\2014 \\00A0&#x27;}.blockquote-reverse,blockquote.pull-right{padding-right:15px;padding-left:0;text-align:right;border-right:5px solid #eee;border-left:0}.blockquote-reverse .small:before,.blockquote-reverse footer:before,.blockquote-reverse small:before,blockquote.pull-right .small:before,blockquote.pull-right footer:before,blockquote.pull-right small:before{content:&#x27;&#x27;}.blockquote-reverse .small:after,.blockquote-reverse footer:after,.blockquote-reverse small:after,blockquote.pull-right .small:after,blockquote.pull-right footer:after,blockquote.pull-right small:after{content:&#x27;\\00A0 \\2014&#x27;}address{margin-bottom:20px;font-style:normal;line-height:1.42857143}code,kbd,pre,samp{font-family:Menlo,Monaco,Consolas,&quot;Courier New&quot;,monospace}code{padding:2px 4px;font-size:90%;color:#c7254e;background-color:#f9f2f4;border-radius:4px}kbd{padding:2px 4px;font-size:90%;color:#fff;background-color:#333;border-radius:3px;-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,.25);box-shadow:inset 0 -1px 0 rgba(0,0,0,.25)}kbd kbd{padding:0;font-size:100%;font-weight:700;-webkit-box-shadow:none;box-shadow:none}pre{display:block;padding:9.5px;margin:0 0 10px;font-size:13px;line-height:1.42857143;color:#333;word-break:break-all;word-wrap:break-word;background-color:#f5f5f5;border:1px solid #ccc;border-radius:4px}pre code{padding:0;font-size:inherit;color:inherit;white-space:pre-wrap;background-color:transparent;border-radius:0}.pre-scrollable{max-height:340px;overflow-y:scroll}.container{padding-right:15px;padding-left:15px;margin-right:auto;margin-left:auto}@media (min-width:768px){.container{width:750px}}@media (min-width:992px){.container{width:970px}}@media (min-width:1200px){.container{width:1170px}}.container-fluid{padding-right:15px;padding-left:15px;margin-right:auto;margin-left:auto}.row{margin-right:-15px;margin-left:-15px}.col-lg-1,.col-lg-10,.col-lg-11,.col-lg-12,.col-lg-2,.col-lg-3,.col-lg-4,.col-lg-5,.col-lg-6,.col-lg-7,.col-lg-8,.col-lg-9,.col-md-1,.col-md-10,.col-md-11,.col-md-12,.col-md-2,.col-md-3,.col-md-4,.col-md-5,.col-md-6,.col-md-7,.col-md-8,.col-md-9,.col-sm-1,.col-sm-10,.col-sm-11,.col-sm-12,.col-sm-2,.col-sm-3,.col-sm-4,.col-sm-5,.col-sm-6,.col-sm-7,.col-sm-8,.col-sm-9,.col-xs-1,.col-xs-10,.col-xs-11,.col-xs-12,.col-xs-2,.col-xs-3,.col-xs-4,.col-xs-5,.col-xs-6,.col-xs-7,.col-xs-8,.col-xs-9{position:relative;min-height:1px;padding-right:15px;padding-left:15px}.col-xs-1,.col-xs-10,.col-xs-11,.col-xs-12,.col-xs-2,.col-xs-3,.col-xs-4,.col-xs-5,.col-xs-6,.col-xs-7,.col-xs-8,.col-xs-9{float:left}.col-xs-12{width:100%}.col-xs-11{width:91.66666667%}.col-xs-10{width:83.33333333%}.col-xs-9{width:75%}.col-xs-8{width:66.66666667%}.col-xs-7{width:58.33333333%}.col-xs-6{width:50%}.col-xs-5{width:41.66666667%}.col-xs-4{width:33.33333333%}.col-xs-3{width:25%}.col-xs-2{width:16.66666667%}.col-xs-1{width:8.33333333%}.col-xs-pull-12{right:100%}.col-xs-pull-11{right:91.66666667%}.col-xs-pull-10{right:83.33333333%}.col-xs-pull-9{right:75%}.col-xs-pull-8{right:66.66666667%}.col-xs-pull-7{right:58.33333333%}.col-xs-pull-6{right:50%}.col-xs-pull-5{right:41.66666667%}.col-xs-pull-4{right:33.33333333%}.col-xs-pull-3{right:25%}.col-xs-pull-2{right:16.66666667%}.col-xs-pull-1{right:8.33333333%}.col-xs-pull-0{right:auto}.col-xs-push-12{left:100%}.col-xs-push-11{left:91.66666667%}.col-xs-push-10{left:83.33333333%}.col-xs-push-9{left:75%}.col-xs-push-8{left:66.66666667%}.col-xs-push-7{left:58.33333333%}.col-xs-push-6{left:50%}.col-xs-push-5{left:41.66666667%}.col-xs-push-4{left:33.33333333%}.col-xs-push-3{left:25%}.col-xs-push-2{left:16.66666667%}.col-xs-push-1{left:8.33333333%}.col-xs-push-0{left:auto}.col-xs-offset-12{margin-left:100%}.col-xs-offset-11{margin-left:91.66666667%}.col-xs-offset-10{margin-left:83.33333333%}.col-xs-offset-9{margin-left:75%}.col-xs-offset-8{margin-left:66.66666667%}.col-xs-offset-7{margin-left:58.33333333%}.col-xs-offset-6{margin-left:50%}.col-xs-offset-5{margin-left:41.66666667%}.col-xs-offset-4{margin-left:33.33333333%}.col-xs-offset-3{margin-left:25%}.col-xs-offset-2{margin-left:16.66666667%}.col-xs-offset-1{margin-left:8.33333333%}.col-xs-offset-0{margin-left:0}@media (min-width:768px){.col-sm-1,.col-sm-10,.col-sm-11,.col-sm-12,.col-sm-2,.col-sm-3,.col-sm-4,.col-sm-5,.col-sm-6,.col-sm-7,.col-sm-8,.col-sm-9{float:left}.col-sm-12{width:100%}.col-sm-11{width:91.66666667%}.col-sm-10{width:83.33333333%}.col-sm-9{width:75%}.col-sm-8{width:66.66666667%}.col-sm-7{width:58.33333333%}.col-sm-6{width:50%}.col-sm-5{width:41.66666667%}.col-sm-4{width:33.33333333%}.col-sm-3{width:25%}.col-sm-2{width:16.66666667%}.col-sm-1{width:8.33333333%}.col-sm-pull-12{right:100%}.col-sm-pull-11{right:91.66666667%}.col-sm-pull-10{right:83.33333333%}.col-sm-pull-9{right:75%}.col-sm-pull-8{right:66.66666667%}.col-sm-pull-7{right:58.33333333%}.col-sm-pull-6{right:50%}.col-sm-pull-5{right:41.66666667%}.col-sm-pull-4{right:33.33333333%}.col-sm-pull-3{right:25%}.col-sm-pull-2{right:16.66666667%}.col-sm-pull-1{right:8.33333333%}.col-sm-pull-0{right:auto}.col-sm-push-12{left:100%}.col-sm-push-11{left:91.66666667%}.col-sm-push-10{left:83.33333333%}.col-sm-push-9{left:75%}.col-sm-push-8{left:66.66666667%}.col-sm-push-7{left:58.33333333%}.col-sm-push-6{left:50%}.col-sm-push-5{left:41.66666667%}.col-sm-push-4{left:33.33333333%}.col-sm-push-3{left:25%}.col-sm-push-2{left:16.66666667%}.col-sm-push-1{left:8.33333333%}.col-sm-push-0{left:auto}.col-sm-offset-12{margin-left:100%}.col-sm-offset-11{margin-left:91.66666667%}.col-sm-offset-10{margin-left:83.33333333%}.col-sm-offset-9{margin-left:75%}.col-sm-offset-8{margin-left:66.66666667%}.col-sm-offset-7{margin-left:58.33333333%}.col-sm-offset-6{margin-left:50%}.col-sm-offset-5{margin-left:41.66666667%}.col-sm-offset-4{margin-left:33.33333333%}.col-sm-offset-3{margin-left:25%}.col-sm-offset-2{margin-left:16.66666667%}.col-sm-offset-1{margin-left:8.33333333%}.col-sm-offset-0{margin-left:0}}@media (min-width:992px){.col-md-1,.col-md-10,.col-md-11,.col-md-12,.col-md-2,.col-md-3,.col-md-4,.col-md-5,.col-md-6,.col-md-7,.col-md-8,.col-md-9{float:left}.col-md-12{width:100%}.col-md-11{width:91.66666667%}.col-md-10{width:83.33333333%}.col-md-9{width:75%}.col-md-8{width:66.66666667%}.col-md-7{width:58.33333333%}.col-md-6{width:50%}.col-md-5{width:41.66666667%}.col-md-4{width:33.33333333%}.col-md-3{width:25%}.col-md-2{width:16.66666667%}.col-md-1{width:8.33333333%}.col-md-pull-12{right:100%}.col-md-pull-11{right:91.66666667%}.col-md-pull-10{right:83.33333333%}.col-md-pull-9{right:75%}.col-md-pull-8{right:66.66666667%}.col-md-pull-7{right:58.33333333%}.col-md-pull-6{right:50%}.col-md-pull-5{right:41.66666667%}.col-md-pull-4{right:33.33333333%}.col-md-pull-3{right:25%}.col-md-pull-2{right:16.66666667%}.col-md-pull-1{right:8.33333333%}.col-md-pull-0{right:auto}.col-md-push-12{left:100%}.col-md-push-11{left:91.66666667%}.col-md-push-10{left:83.33333333%}.col-md-push-9{left:75%}.col-md-push-8{left:66.66666667%}.col-md-push-7{left:58.33333333%}.col-md-push-6{left:50%}.col-md-push-5{left:41.66666667%}.col-md-push-4{left:33.33333333%}.col-md-push-3{left:25%}.col-md-push-2{left:16.66666667%}.col-md-push-1{left:8.33333333%}.col-md-push-0{left:auto}.col-md-offset-12{margin-left:100%}.col-md-offset-11{margin-left:91.66666667%}.col-md-offset-10{margin-left:83.33333333%}.col-md-offset-9{margin-left:75%}.col-md-offset-8{margin-left:66.66666667%}.col-md-offset-7{margin-left:58.33333333%}.col-md-offset-6{margin-left:50%}.col-md-offset-5{margin-left:41.66666667%}.col-md-offset-4{margin-left:33.33333333%}.col-md-offset-3{margin-left:25%}.col-md-offset-2{margin-left:16.66666667%}.col-md-offset-1{margin-left:8.33333333%}.col-md-offset-0{margin-left:0}}@media (min-width:1200px){.col-lg-1,.col-lg-10,.col-lg-11,.col-lg-12,.col-lg-2,.col-lg-3,.col-lg-4,.col-lg-5,.col-lg-6,.col-lg-7,.col-lg-8,.col-lg-9{float:left}.col-lg-12{width:100%}.col-lg-11{width:91.66666667%}.col-lg-10{width:83.33333333%}.col-lg-9{width:75%}.col-lg-8{width:66.66666667%}.col-lg-7{width:58.33333333%}.col-lg-6{width:50%}.col-lg-5{width:41.66666667%}.col-lg-4{width:33.33333333%}.col-lg-3{width:25%}.col-lg-2{width:16.66666667%}.col-lg-1{width:8.33333333%}.col-lg-pull-12{right:100%}.col-lg-pull-11{right:91.66666667%}.col-lg-pull-10{right:83.33333333%}.col-lg-pull-9{right:75%}.col-lg-pull-8{right:66.66666667%}.col-lg-pull-7{right:58.33333333%}.col-lg-pull-6{right:50%}.col-lg-pull-5{right:41.66666667%}.col-lg-pull-4{right:33.33333333%}.col-lg-pull-3{right:25%}.col-lg-pull-2{right:16.66666667%}.col-lg-pull-1{right:8.33333333%}.col-lg-pull-0{right:auto}.col-lg-push-12{left:100%}.col-lg-push-11{left:91.66666667%}.col-lg-push-10{left:83.33333333%}.col-lg-push-9{left:75%}.col-lg-push-8{left:66.66666667%}.col-lg-push-7{left:58.33333333%}.col-lg-push-6{left:50%}.col-lg-push-5{left:41.66666667%}.col-lg-push-4{left:33.33333333%}.col-lg-push-3{left:25%}.col-lg-push-2{left:16.66666667%}.col-lg-push-1{left:8.33333333%}.col-lg-push-0{left:auto}.col-lg-offset-12{margin-left:100%}.col-lg-offset-11{margin-left:91.66666667%}.col-lg-offset-10{margin-left:83.33333333%}.col-lg-offset-9{margin-left:75%}.col-lg-offset-8{margin-left:66.66666667%}.col-lg-offset-7{margin-left:58.33333333%}.col-lg-offset-6{margin-left:50%}.col-lg-offset-5{margin-left:41.66666667%}.col-lg-offset-4{margin-left:33.33333333%}.col-lg-offset-3{margin-left:25%}.col-lg-offset-2{margin-left:16.66666667%}.col-lg-offset-1{margin-left:8.33333333%}.col-lg-offset-0{margin-left:0}}table{background-color:transparent}caption{padding-top:8px;padding-bottom:8px;color:#777;text-align:left}th{text-align:left}.table{width:100%;max-width:100%;margin-bottom:20px}.table&gt;tbody&gt;tr&gt;td,.table&gt;tbody&gt;tr&gt;th,.table&gt;tfoot&gt;tr&gt;td,.table&gt;tfoot&gt;tr&gt;th,.table&gt;thead&gt;tr&gt;td,.table&gt;thead&gt;tr&gt;th{padding:8px;line-height:1.42857143;vertical-align:top;border-top:1px solid #ddd}.table&gt;thead&gt;tr&gt;th{vertical-align:bottom;border-bottom:2px solid #ddd}.table&gt;caption+thead&gt;tr:first-child&gt;td,.table&gt;caption+thead&gt;tr:first-child&gt;th,.table&gt;colgroup+thead&gt;tr:first-child&gt;td,.table&gt;colgroup+thead&gt;tr:first-child&gt;th,.table&gt;thead:first-child&gt;tr:first-child&gt;td,.table&gt;thead:first-child&gt;tr:first-child&gt;th{border-top:0}.table&gt;tbody+tbody{border-top:2px solid #ddd}.table .table{background-color:#fff}.table-condensed&gt;tbody&gt;tr&gt;td,.table-condensed&gt;tbody&gt;tr&gt;th,.table-condensed&gt;tfoot&gt;tr&gt;td,.table-condensed&gt;tfoot&gt;tr&gt;th,.table-condensed&gt;thead&gt;tr&gt;td,.table-condensed&gt;thead&gt;tr&gt;th{padding:5px}.table-bordered{border:1px solid #ddd}.table-bordered&gt;tbody&gt;tr&gt;td,.table-bordered&gt;tbody&gt;tr&gt;th,.table-bordered&gt;tfoot&gt;tr&gt;td,.table-bordered&gt;tfoot&gt;tr&gt;th,.table-bordered&gt;thead&gt;tr&gt;td,.table-bordered&gt;thead&gt;tr&gt;th{border:1px solid #ddd}.table-bordered&gt;thead&gt;tr&gt;td,.table-bordered&gt;thead&gt;tr&gt;th{border-bottom-width:2px}.table-striped&gt;tbody&gt;tr:nth-of-type(odd){background-color:#f9f9f9}.table-hover&gt;tbody&gt;tr:hover{background-color:#f5f5f5}table col[class*=col-]{position:static;display:table-column;float:none}table td[class*=col-],table th[class*=col-]{position:static;display:table-cell;float:none}.table&gt;tbody&gt;tr.active&gt;td,.table&gt;tbody&gt;tr.active&gt;th,.table&gt;tbody&gt;tr&gt;td.active,.table&gt;tbody&gt;tr&gt;th.active,.table&gt;tfoot&gt;tr.active&gt;td,.table&gt;tfoot&gt;tr.active&gt;th,.table&gt;tfoot&gt;tr&gt;td.active,.table&gt;tfoot&gt;tr&gt;th.active,.table&gt;thead&gt;tr.active&gt;td,.table&gt;thead&gt;tr.active&gt;th,.table&gt;thead&gt;tr&gt;td.active,.table&gt;thead&gt;tr&gt;th.active{background-color:#f5f5f5}.table-hover&gt;tbody&gt;tr.active:hover&gt;td,.table-hover&gt;tbody&gt;tr.active:hover&gt;th,.table-hover&gt;tbody&gt;tr:hover&gt;.active,.table-hover&gt;tbody&gt;tr&gt;td.active:hover,.table-hover&gt;tbody&gt;tr&gt;th.active:hover{background-color:#e8e8e8}.table&gt;tbody&gt;tr.success&gt;td,.table&gt;tbody&gt;tr.success&gt;th,.table&gt;tbody&gt;tr&gt;td.success,.table&gt;tbody&gt;tr&gt;th.success,.table&gt;tfoot&gt;tr.success&gt;td,.table&gt;tfoot&gt;tr.success&gt;th,.table&gt;tfoot&gt;tr&gt;td.success,.table&gt;tfoot&gt;tr&gt;th.success,.table&gt;thead&gt;tr.success&gt;td,.table&gt;thead&gt;tr.success&gt;th,.table&gt;thead&gt;tr&gt;td.success,.table&gt;thead&gt;tr&gt;th.success{background-color:#dff0d8}.table-hover&gt;tbody&gt;tr.success:hover&gt;td,.table-hover&gt;tbody&gt;tr.success:hover&gt;th,.table-hover&gt;tbody&gt;tr:hover&gt;.success,.table-hover&gt;tbody&gt;tr&gt;td.success:hover,.table-hover&gt;tbody&gt;tr&gt;th.success:hover{background-color:#d0e9c6}.table&gt;tbody&gt;tr.info&gt;td,.table&gt;tbody&gt;tr.info&gt;th,.table&gt;tbody&gt;tr&gt;td.info,.table&gt;tbody&gt;tr&gt;th.info,.table&gt;tfoot&gt;tr.info&gt;td,.table&gt;tfoot&gt;tr.info&gt;th,.table&gt;tfoot&gt;tr&gt;td.info,.table&gt;tfoot&gt;tr&gt;th.info,.table&gt;thead&gt;tr.info&gt;td,.table&gt;thead&gt;tr.info&gt;th,.table&gt;thead&gt;tr&gt;td.info,.table&gt;thead&gt;tr&gt;th.info{background-color:#d9edf7}.table-hover&gt;tbody&gt;tr.info:hover&gt;td,.table-hover&gt;tbody&gt;tr.info:hover&gt;th,.table-hover&gt;tbody&gt;tr:hover&gt;.info,.table-hover&gt;tbody&gt;tr&gt;td.info:hover,.table-hover&gt;tbody&gt;tr&gt;th.info:hover{background-color:#c4e3f3}.table&gt;tbody&gt;tr.warning&gt;td,.table&gt;tbody&gt;tr.warning&gt;th,.table&gt;tbody&gt;tr&gt;td.warning,.table&gt;tbody&gt;tr&gt;th.warning,.table&gt;tfoot&gt;tr.warning&gt;td,.table&gt;tfoot&gt;tr.warning&gt;th,.table&gt;tfoot&gt;tr&gt;td.warning,.table&gt;tfoot&gt;tr&gt;th.warning,.table&gt;thead&gt;tr.warning&gt;td,.table&gt;thead&gt;tr.warning&gt;th,.table&gt;thead&gt;tr&gt;td.warning,.table&gt;thead&gt;tr&gt;th.warning{background-color:#fcf8e3}.table-hover&gt;tbody&gt;tr.warning:hover&gt;td,.table-hover&gt;tbody&gt;tr.warning:hover&gt;th,.table-hover&gt;tbody&gt;tr:hover&gt;.warning,.table-hover&gt;tbody&gt;tr&gt;td.warning:hover,.table-hover&gt;tbody&gt;tr&gt;th.warning:hover{background-color:#faf2cc}.table&gt;tbody&gt;tr.danger&gt;td,.table&gt;tbody&gt;tr.danger&gt;th,.table&gt;tbody&gt;tr&gt;td.danger,.table&gt;tbody&gt;tr&gt;th.danger,.table&gt;tfoot&gt;tr.danger&gt;td,.table&gt;tfoot&gt;tr.danger&gt;th,.table&gt;tfoot&gt;tr&gt;td.danger,.table&gt;tfoot&gt;tr&gt;th.danger,.table&gt;thead&gt;tr.danger&gt;td,.table&gt;thead&gt;tr.danger&gt;th,.table&gt;thead&gt;tr&gt;td.danger,.table&gt;thead&gt;tr&gt;th.danger{background-color:#f2dede}.table-hover&gt;tbody&gt;tr.danger:hover&gt;td,.table-hover&gt;tbody&gt;tr.danger:hover&gt;th,.table-hover&gt;tbody&gt;tr:hover&gt;.danger,.table-hover&gt;tbody&gt;tr&gt;td.danger:hover,.table-hover&gt;tbody&gt;tr&gt;th.danger:hover{background-color:#ebcccc}.table-responsive{min-height:.01%;overflow-x:auto}@media screen and (max-width:767px){.table-responsive{width:100%;margin-bottom:15px;overflow-y:hidden;-ms-overflow-style:-ms-autohiding-scrollbar;border:1px solid #ddd}.table-responsive&gt;.table{margin-bottom:0}.table-responsive&gt;.table&gt;tbody&gt;tr&gt;td,.table-responsive&gt;.table&gt;tbody&gt;tr&gt;th,.table-responsive&gt;.table&gt;tfoot&gt;tr&gt;td,.table-responsive&gt;.table&gt;tfoot&gt;tr&gt;th,.table-responsive&gt;.table&gt;thead&gt;tr&gt;td,.table-responsive&gt;.table&gt;thead&gt;tr&gt;th{white-space:nowrap}.table-responsive&gt;.table-bordered{border:0}.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;td:first-child,.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;th:first-child,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:first-child,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:first-child,.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;td:first-child,.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;th:first-child{border-left:0}.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;td:last-child,.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;th:last-child,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:last-child,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:last-child,.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;td:last-child,.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;th:last-child{border-right:0}.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;td,.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;th,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;td,.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;th{border-bottom:0}}fieldset{min-width:0;padding:0;margin:0;border:0}legend{display:block;width:100%;padding:0;margin-bottom:20px;font-size:21px;line-height:inherit;color:#333;border:0;border-bottom:1px solid #e5e5e5}label{display:inline-block;max-width:100%;margin-bottom:5px;font-weight:700}input[type=search]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}input[type=checkbox],input[type=radio]{margin:4px 0 0;margin-top:1px\\9;line-height:normal}input[type=file]{display:block}input[type=range]{display:block;width:100%}select[multiple],select[size]{height:auto}input[type=file]:focus,input[type=checkbox]:focus,input[type=radio]:focus{outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}output{display:block;padding-top:7px;font-size:14px;line-height:1.42857143;color:#555}.form-control{display:block;width:100%;height:34px;padding:6px 12px;font-size:14px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075);-webkit-transition:border-color ease-in-out .15s,-webkit-box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s}.form-control:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6)}.form-control::-moz-placeholder{color:#999;opacity:1}.form-control:-ms-input-placeholder{color:#999}.form-control::-webkit-input-placeholder{color:#999}.form-control::-ms-expand{background-color:transparent;border:0}.form-control[disabled],.form-control[readonly],fieldset[disabled] .form-control{background-color:#eee;opacity:1}.form-control[disabled],fieldset[disabled] .form-control{cursor:not-allowed}textarea.form-control{height:auto}input[type=search]{-webkit-appearance:none}@media screen and (-webkit-min-device-pixel-ratio:0){input[type=date].form-control,input[type=time].form-control,input[type=datetime-local].form-control,input[type=month].form-control{line-height:34px}.input-group-sm input[type=date],.input-group-sm input[type=time],.input-group-sm input[type=datetime-local],.input-group-sm input[type=month],input[type=date].input-sm,input[type=time].input-sm,input[type=datetime-local].input-sm,input[type=month].input-sm{line-height:30px}.input-group-lg input[type=date],.input-group-lg input[type=time],.input-group-lg input[type=datetime-local],.input-group-lg input[type=month],input[type=date].input-lg,input[type=time].input-lg,input[type=datetime-local].input-lg,input[type=month].input-lg{line-height:46px}}.form-group{margin-bottom:15px}.checkbox,.radio{position:relative;display:block;margin-top:10px;margin-bottom:10px}.checkbox label,.radio label{min-height:20px;padding-left:20px;margin-bottom:0;font-weight:400;cursor:pointer}.checkbox input[type=checkbox],.checkbox-inline input[type=checkbox],.radio input[type=radio],.radio-inline input[type=radio]{position:absolute;margin-top:4px\\9;margin-left:-20px}.checkbox+.checkbox,.radio+.radio{margin-top:-5px}.checkbox-inline,.radio-inline{position:relative;display:inline-block;padding-left:20px;margin-bottom:0;font-weight:400;vertical-align:middle;cursor:pointer}.checkbox-inline+.checkbox-inline,.radio-inline+.radio-inline{margin-top:0;margin-left:10px}fieldset[disabled] input[type=checkbox],fieldset[disabled] input[type=radio],input[type=checkbox].disabled,input[type=checkbox][disabled],input[type=radio].disabled,input[type=radio][disabled]{cursor:not-allowed}.checkbox-inline.disabled,.radio-inline.disabled,fieldset[disabled] .checkbox-inline,fieldset[disabled] .radio-inline{cursor:not-allowed}.checkbox.disabled label,.radio.disabled label,fieldset[disabled] .checkbox label,fieldset[disabled] .radio label{cursor:not-allowed}.form-control-static{min-height:34px;padding-top:7px;padding-bottom:7px;margin-bottom:0}.form-control-static.input-lg,.form-control-static.input-sm{padding-right:0;padding-left:0}.input-sm{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:3px}select.input-sm{height:30px;line-height:30px}select[multiple].input-sm,textarea.input-sm{height:auto}.form-group-sm .form-control{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:3px}.form-group-sm select.form-control{height:30px;line-height:30px}.form-group-sm select[multiple].form-control,.form-group-sm textarea.form-control{height:auto}.form-group-sm .form-control-static{height:30px;min-height:32px;padding:6px 10px;font-size:12px;line-height:1.5}.input-lg{height:46px;padding:10px 16px;font-size:18px;line-height:1.3333333;border-radius:6px}select.input-lg{height:46px;line-height:46px}select[multiple].input-lg,textarea.input-lg{height:auto}.form-group-lg .form-control{height:46px;padding:10px 16px;font-size:18px;line-height:1.3333333;border-radius:6px}.form-group-lg select.form-control{height:46px;line-height:46px}.form-group-lg select[multiple].form-control,.form-group-lg textarea.form-control{height:auto}.form-group-lg .form-control-static{height:46px;min-height:38px;padding:11px 16px;font-size:18px;line-height:1.3333333}.has-feedback{position:relative}.has-feedback .form-control{padding-right:42.5px}.form-control-feedback{position:absolute;top:0;right:0;z-index:2;display:block;width:34px;height:34px;line-height:34px;text-align:center;pointer-events:none}.form-group-lg .form-control+.form-control-feedback,.input-group-lg+.form-control-feedback,.input-lg+.form-control-feedback{width:46px;height:46px;line-height:46px}.form-group-sm .form-control+.form-control-feedback,.input-group-sm+.form-control-feedback,.input-sm+.form-control-feedback{width:30px;height:30px;line-height:30px}.has-success .checkbox,.has-success .checkbox-inline,.has-success .control-label,.has-success .help-block,.has-success .radio,.has-success .radio-inline,.has-success.checkbox label,.has-success.checkbox-inline label,.has-success.radio label,.has-success.radio-inline label{color:#3c763d}.has-success .form-control{border-color:#3c763d;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-success .form-control:focus{border-color:#2b542c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #67b168;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #67b168}.has-success .input-group-addon{color:#3c763d;background-color:#dff0d8;border-color:#3c763d}.has-success .form-control-feedback{color:#3c763d}.has-warning .checkbox,.has-warning .checkbox-inline,.has-warning .control-label,.has-warning .help-block,.has-warning .radio,.has-warning .radio-inline,.has-warning.checkbox label,.has-warning.checkbox-inline label,.has-warning.radio label,.has-warning.radio-inline label{color:#8a6d3b}.has-warning .form-control{border-color:#8a6d3b;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-warning .form-control:focus{border-color:#66512c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #c0a16b;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #c0a16b}.has-warning .input-group-addon{color:#8a6d3b;background-color:#fcf8e3;border-color:#8a6d3b}.has-warning .form-control-feedback{color:#8a6d3b}.has-error .checkbox,.has-error .checkbox-inline,.has-error .control-label,.has-error .help-block,.has-error .radio,.has-error .radio-inline,.has-error.checkbox label,.has-error.checkbox-inline label,.has-error.radio label,.has-error.radio-inline label{color:#a94442}.has-error .form-control{border-color:#a94442;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-error .form-control:focus{border-color:#843534;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #ce8483;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #ce8483}.has-error .input-group-addon{color:#a94442;background-color:#f2dede;border-color:#a94442}.has-error .form-control-feedback{color:#a94442}.has-feedback label~.form-control-feedback{top:25px}.has-feedback label.sr-only~.form-control-feedback{top:0}.help-block{display:block;margin-top:5px;margin-bottom:10px;color:#737373}@media (min-width:768px){.form-inline .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.form-inline .form-control{display:inline-block;width:auto;vertical-align:middle}.form-inline .form-control-static{display:inline-block}.form-inline .input-group{display:inline-table;vertical-align:middle}.form-inline .input-group .form-control,.form-inline .input-group .input-group-addon,.form-inline .input-group .input-group-btn{width:auto}.form-inline .input-group&gt;.form-control{width:100%}.form-inline .control-label{margin-bottom:0;vertical-align:middle}.form-inline .checkbox,.form-inline .radio{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.form-inline .checkbox label,.form-inline .radio label{padding-left:0}.form-inline .checkbox input[type=checkbox],.form-inline .radio input[type=radio]{position:relative;margin-left:0}.form-inline .has-feedback .form-control-feedback{top:0}}.form-horizontal .checkbox,.form-horizontal .checkbox-inline,.form-horizontal .radio,.form-horizontal .radio-inline{padding-top:7px;margin-top:0;margin-bottom:0}.form-horizontal .checkbox,.form-horizontal .radio{min-height:27px}.form-horizontal .form-group{margin-right:-15px;margin-left:-15px}@media (min-width:768px){.form-horizontal .control-label{padding-top:7px;margin-bottom:0;text-align:right}}.form-horizontal .has-feedback .form-control-feedback{right:15px}@media (min-width:768px){.form-horizontal .form-group-lg .control-label{padding-top:11px;font-size:18px}}@media (min-width:768px){.form-horizontal .form-group-sm .control-label{padding-top:6px;font-size:12px}}.btn{display:inline-block;padding:6px 12px;margin-bottom:0;font-size:14px;font-weight:400;line-height:1.42857143;text-align:center;white-space:nowrap;vertical-align:middle;-ms-touch-action:manipulation;touch-action:manipulation;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;background-image:none;border:1px solid transparent;border-radius:4px}.btn.active.focus,.btn.active:focus,.btn.focus,.btn:active.focus,.btn:active:focus,.btn:focus{outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}.btn.focus,.btn:focus,.btn:hover{color:#333;text-decoration:none}.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn.disabled,.btn[disabled],fieldset[disabled] .btn{cursor:not-allowed;filter:alpha(opacity=65);-webkit-box-shadow:none;box-shadow:none;opacity:.65}a.btn.disabled,fieldset[disabled] a.btn{pointer-events:none}.btn-default{color:#333;background-color:#fff;border-color:#ccc}.btn-default.focus,.btn-default:focus{color:#333;background-color:#e6e6e6;border-color:#8c8c8c}.btn-default:hover{color:#333;background-color:#e6e6e6;border-color:#adadad}.btn-default.active,.btn-default:active,.open&gt;.dropdown-toggle.btn-default{color:#333;background-color:#e6e6e6;border-color:#adadad}.btn-default.active.focus,.btn-default.active:focus,.btn-default.active:hover,.btn-default:active.focus,.btn-default:active:focus,.btn-default:active:hover,.open&gt;.dropdown-toggle.btn-default.focus,.open&gt;.dropdown-toggle.btn-default:focus,.open&gt;.dropdown-toggle.btn-default:hover{color:#333;background-color:#d4d4d4;border-color:#8c8c8c}.btn-default.active,.btn-default:active,.open&gt;.dropdown-toggle.btn-default{background-image:none}.btn-default.disabled.focus,.btn-default.disabled:focus,.btn-default.disabled:hover,.btn-default[disabled].focus,.btn-default[disabled]:focus,.btn-default[disabled]:hover,fieldset[disabled] .btn-default.focus,fieldset[disabled] .btn-default:focus,fieldset[disabled] .btn-default:hover{background-color:#fff;border-color:#ccc}.btn-default .badge{color:#fff;background-color:#333}.btn-primary{color:#fff;background-color:#337ab7;border-color:#2e6da4}.btn-primary.focus,.btn-primary:focus{color:#fff;background-color:#286090;border-color:#122b40}.btn-primary:hover{color:#fff;background-color:#286090;border-color:#204d74}.btn-primary.active,.btn-primary:active,.open&gt;.dropdown-toggle.btn-primary{color:#fff;background-color:#286090;border-color:#204d74}.btn-primary.active.focus,.btn-primary.active:focus,.btn-primary.active:hover,.btn-primary:active.focus,.btn-primary:active:focus,.btn-primary:active:hover,.open&gt;.dropdown-toggle.btn-primary.focus,.open&gt;.dropdown-toggle.btn-primary:focus,.open&gt;.dropdown-toggle.btn-primary:hover{color:#fff;background-color:#204d74;border-color:#122b40}.btn-primary.active,.btn-primary:active,.open&gt;.dropdown-toggle.btn-primary{background-image:none}.btn-primary.disabled.focus,.btn-primary.disabled:focus,.btn-primary.disabled:hover,.btn-primary[disabled].focus,.btn-primary[disabled]:focus,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary.focus,fieldset[disabled] .btn-primary:focus,fieldset[disabled] .btn-primary:hover{background-color:#337ab7;border-color:#2e6da4}.btn-primary .badge{color:#337ab7;background-color:#fff}.btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.btn-success.focus,.btn-success:focus{color:#fff;background-color:#449d44;border-color:#255625}.btn-success:hover{color:#fff;background-color:#449d44;border-color:#398439}.btn-success.active,.btn-success:active,.open&gt;.dropdown-toggle.btn-success{color:#fff;background-color:#449d44;border-color:#398439}.btn-success.active.focus,.btn-success.active:focus,.btn-success.active:hover,.btn-success:active.focus,.btn-success:active:focus,.btn-success:active:hover,.open&gt;.dropdown-toggle.btn-success.focus,.open&gt;.dropdown-toggle.btn-success:focus,.open&gt;.dropdown-toggle.btn-success:hover{color:#fff;background-color:#398439;border-color:#255625}.btn-success.active,.btn-success:active,.open&gt;.dropdown-toggle.btn-success{background-image:none}.btn-success.disabled.focus,.btn-success.disabled:focus,.btn-success.disabled:hover,.btn-success[disabled].focus,.btn-success[disabled]:focus,.btn-success[disabled]:hover,fieldset[disabled] .btn-success.focus,fieldset[disabled] .btn-success:focus,fieldset[disabled] .btn-success:hover{background-color:#5cb85c;border-color:#4cae4c}.btn-success .badge{color:#5cb85c;background-color:#fff}.btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.btn-info.focus,.btn-info:focus{color:#fff;background-color:#31b0d5;border-color:#1b6d85}.btn-info:hover{color:#fff;background-color:#31b0d5;border-color:#269abc}.btn-info.active,.btn-info:active,.open&gt;.dropdown-toggle.btn-info{color:#fff;background-color:#31b0d5;border-color:#269abc}.btn-info.active.focus,.btn-info.active:focus,.btn-info.active:hover,.btn-info:active.focus,.btn-info:active:focus,.btn-info:active:hover,.open&gt;.dropdown-toggle.btn-info.focus,.open&gt;.dropdown-toggle.btn-info:focus,.open&gt;.dropdown-toggle.btn-info:hover{color:#fff;background-color:#269abc;border-color:#1b6d85}.btn-info.active,.btn-info:active,.open&gt;.dropdown-toggle.btn-info{background-image:none}.btn-info.disabled.focus,.btn-info.disabled:focus,.btn-info.disabled:hover,.btn-info[disabled].focus,.btn-info[disabled]:focus,.btn-info[disabled]:hover,fieldset[disabled] .btn-info.focus,fieldset[disabled] .btn-info:focus,fieldset[disabled] .btn-info:hover{background-color:#5bc0de;border-color:#46b8da}.btn-info .badge{color:#5bc0de;background-color:#fff}.btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.btn-warning.focus,.btn-warning:focus{color:#fff;background-color:#ec971f;border-color:#985f0d}.btn-warning:hover{color:#fff;background-color:#ec971f;border-color:#d58512}.btn-warning.active,.btn-warning:active,.open&gt;.dropdown-toggle.btn-warning{color:#fff;background-color:#ec971f;border-color:#d58512}.btn-warning.active.focus,.btn-warning.active:focus,.btn-warning.active:hover,.btn-warning:active.focus,.btn-warning:active:focus,.btn-warning:active:hover,.open&gt;.dropdown-toggle.btn-warning.focus,.open&gt;.dropdown-toggle.btn-warning:focus,.open&gt;.dropdown-toggle.btn-warning:hover{color:#fff;background-color:#d58512;border-color:#985f0d}.btn-warning.active,.btn-warning:active,.open&gt;.dropdown-toggle.btn-warning{background-image:none}.btn-warning.disabled.focus,.btn-warning.disabled:focus,.btn-warning.disabled:hover,.btn-warning[disabled].focus,.btn-warning[disabled]:focus,.btn-warning[disabled]:hover,fieldset[disabled] .btn-warning.focus,fieldset[disabled] .btn-warning:focus,fieldset[disabled] .btn-warning:hover{background-color:#f0ad4e;border-color:#eea236}.btn-warning .badge{color:#f0ad4e;background-color:#fff}.btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.btn-danger.focus,.btn-danger:focus{color:#fff;background-color:#c9302c;border-color:#761c19}.btn-danger:hover{color:#fff;background-color:#c9302c;border-color:#ac2925}.btn-danger.active,.btn-danger:active,.open&gt;.dropdown-toggle.btn-danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.btn-danger.active.focus,.btn-danger.active:focus,.btn-danger.active:hover,.btn-danger:active.focus,.btn-danger:active:focus,.btn-danger:active:hover,.open&gt;.dropdown-toggle.btn-danger.focus,.open&gt;.dropdown-toggle.btn-danger:focus,.open&gt;.dropdown-toggle.btn-danger:hover{color:#fff;background-color:#ac2925;border-color:#761c19}.btn-danger.active,.btn-danger:active,.open&gt;.dropdown-toggle.btn-danger{background-image:none}.btn-danger.disabled.focus,.btn-danger.disabled:focus,.btn-danger.disabled:hover,.btn-danger[disabled].focus,.btn-danger[disabled]:focus,.btn-danger[disabled]:hover,fieldset[disabled] .btn-danger.focus,fieldset[disabled] .btn-danger:focus,fieldset[disabled] .btn-danger:hover{background-color:#d9534f;border-color:#d43f3a}.btn-danger .badge{color:#d9534f;background-color:#fff}.btn-link{font-weight:400;color:#337ab7;border-radius:0}.btn-link,.btn-link.active,.btn-link:active,.btn-link[disabled],fieldset[disabled] .btn-link{background-color:transparent;-webkit-box-shadow:none;box-shadow:none}.btn-link,.btn-link:active,.btn-link:focus,.btn-link:hover{border-color:transparent}.btn-link:focus,.btn-link:hover{color:#23527c;text-decoration:underline;background-color:transparent}.btn-link[disabled]:focus,.btn-link[disabled]:hover,fieldset[disabled] .btn-link:focus,fieldset[disabled] .btn-link:hover{color:#777;text-decoration:none}.btn-group-lg&gt;.btn,.btn-lg{padding:10px 16px;font-size:18px;line-height:1.3333333;border-radius:6px}.btn-group-sm&gt;.btn,.btn-sm{padding:5px 10px;font-size:12px;line-height:1.5;border-radius:3px}.btn-group-xs&gt;.btn,.btn-xs{padding:1px 5px;font-size:12px;line-height:1.5;border-radius:3px}.btn-block{display:block;width:100%}.btn-block+.btn-block{margin-top:5px}input[type=button].btn-block,input[type=reset].btn-block,input[type=submit].btn-block{width:100%}.fade{opacity:0;-webkit-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}.collapse{display:none}.collapse.in{display:block}tr.collapse.in{display:table-row}tbody.collapse.in{display:table-row-group}.collapsing{position:relative;height:0;overflow:hidden;-webkit-transition-timing-function:ease;-o-transition-timing-function:ease;transition-timing-function:ease;-webkit-transition-duration:.35s;-o-transition-duration:.35s;transition-duration:.35s;-webkit-transition-property:height,visibility;-o-transition-property:height,visibility;transition-property:height,visibility}.caret{display:inline-block;width:0;height:0;margin-left:2px;vertical-align:middle;border-top:4px dashed;border-top:4px solid\\9;border-right:4px solid transparent;border-left:4px solid transparent}.dropdown,.dropup{position:relative}.dropdown-toggle:focus{outline:0}.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;font-size:14px;text-align:left;list-style:none;background-color:#fff;-webkit-background-clip:padding-box;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,.15);border-radius:4px;-webkit-box-shadow:0 6px 12px rgba(0,0,0,.175);box-shadow:0 6px 12px rgba(0,0,0,.175)}.dropdown-menu.pull-right{right:0;left:auto}.dropdown-menu .divider{height:1px;margin:9px 0;overflow:hidden;background-color:#e5e5e5}.dropdown-menu&gt;li&gt;a{display:block;padding:3px 20px;clear:both;font-weight:400;line-height:1.42857143;color:#333;white-space:nowrap}.dropdown-menu&gt;li&gt;a:focus,.dropdown-menu&gt;li&gt;a:hover{color:#262626;text-decoration:none;background-color:#f5f5f5}.dropdown-menu&gt;.active&gt;a,.dropdown-menu&gt;.active&gt;a:focus,.dropdown-menu&gt;.active&gt;a:hover{color:#fff;text-decoration:none;background-color:#337ab7;outline:0}.dropdown-menu&gt;.disabled&gt;a,.dropdown-menu&gt;.disabled&gt;a:focus,.dropdown-menu&gt;.disabled&gt;a:hover{color:#777}.dropdown-menu&gt;.disabled&gt;a:focus,.dropdown-menu&gt;.disabled&gt;a:hover{text-decoration:none;cursor:not-allowed;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled=false)}.open&gt;.dropdown-menu{display:block}.open&gt;a{outline:0}.dropdown-menu-right{right:0;left:auto}.dropdown-menu-left{right:auto;left:0}.dropdown-header{display:block;padding:3px 20px;font-size:12px;line-height:1.42857143;color:#777;white-space:nowrap}.dropdown-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:990}.pull-right&gt;.dropdown-menu{right:0;left:auto}.dropup .caret,.navbar-fixed-bottom .dropdown .caret{content:&quot;&quot;;border-top:0;border-bottom:4px dashed;border-bottom:4px solid\\9}.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:2px}@media (min-width:768px){.navbar-right .dropdown-menu{right:0;left:auto}.navbar-right .dropdown-menu-left{right:auto;left:0}}.btn-group,.btn-group-vertical{position:relative;display:inline-block;vertical-align:middle}.btn-group-vertical&gt;.btn,.btn-group&gt;.btn{position:relative;float:left}.btn-group-vertical&gt;.btn.active,.btn-group-vertical&gt;.btn:active,.btn-group-vertical&gt;.btn:focus,.btn-group-vertical&gt;.btn:hover,.btn-group&gt;.btn.active,.btn-group&gt;.btn:active,.btn-group&gt;.btn:focus,.btn-group&gt;.btn:hover{z-index:2}.btn-group .btn+.btn,.btn-group .btn+.btn-group,.btn-group .btn-group+.btn,.btn-group .btn-group+.btn-group{margin-left:-1px}.btn-toolbar{margin-left:-5px}.btn-toolbar .btn,.btn-toolbar .btn-group,.btn-toolbar .input-group{float:left}.btn-toolbar&gt;.btn,.btn-toolbar&gt;.btn-group,.btn-toolbar&gt;.input-group{margin-left:5px}.btn-group&gt;.btn:not(:first-child):not(:last-child):not(.dropdown-toggle){border-radius:0}.btn-group&gt;.btn:first-child{margin-left:0}.btn-group&gt;.btn:first-child:not(:last-child):not(.dropdown-toggle){border-top-right-radius:0;border-bottom-right-radius:0}.btn-group&gt;.btn:last-child:not(:first-child),.btn-group&gt;.dropdown-toggle:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.btn-group&gt;.btn-group{float:left}.btn-group&gt;.btn-group:not(:first-child):not(:last-child)&gt;.btn{border-radius:0}.btn-group&gt;.btn-group:first-child:not(:last-child)&gt;.btn:last-child,.btn-group&gt;.btn-group:first-child:not(:last-child)&gt;.dropdown-toggle{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group&gt;.btn-group:last-child:not(:first-child)&gt;.btn:first-child{border-top-left-radius:0;border-bottom-left-radius:0}.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}.btn-group&gt;.btn+.dropdown-toggle{padding-right:8px;padding-left:8px}.btn-group&gt;.btn-lg+.dropdown-toggle{padding-right:12px;padding-left:12px}.btn-group.open .dropdown-toggle{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn-group.open .dropdown-toggle.btn-link{-webkit-box-shadow:none;box-shadow:none}.btn .caret{margin-left:0}.btn-lg .caret{border-width:5px 5px 0;border-bottom-width:0}.dropup .btn-lg .caret{border-width:0 5px 5px}.btn-group-vertical&gt;.btn,.btn-group-vertical&gt;.btn-group,.btn-group-vertical&gt;.btn-group&gt;.btn{display:block;float:none;width:100%;max-width:100%}.btn-group-vertical&gt;.btn-group&gt;.btn{float:none}.btn-group-vertical&gt;.btn+.btn,.btn-group-vertical&gt;.btn+.btn-group,.btn-group-vertical&gt;.btn-group+.btn,.btn-group-vertical&gt;.btn-group+.btn-group{margin-top:-1px;margin-left:0}.btn-group-vertical&gt;.btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-vertical&gt;.btn:first-child:not(:last-child){border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical&gt;.btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:0;border-bottom-right-radius:4px;border-bottom-left-radius:4px}.btn-group-vertical&gt;.btn-group:not(:first-child):not(:last-child)&gt;.btn{border-radius:0}.btn-group-vertical&gt;.btn-group:first-child:not(:last-child)&gt;.btn:last-child,.btn-group-vertical&gt;.btn-group:first-child:not(:last-child)&gt;.dropdown-toggle{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical&gt;.btn-group:last-child:not(:first-child)&gt;.btn:first-child{border-top-left-radius:0;border-top-right-radius:0}.btn-group-justified{display:table;width:100%;table-layout:fixed;border-collapse:separate}.btn-group-justified&gt;.btn,.btn-group-justified&gt;.btn-group{display:table-cell;float:none;width:1%}.btn-group-justified&gt;.btn-group .btn{width:100%}.btn-group-justified&gt;.btn-group .dropdown-menu{left:auto}[data-toggle=buttons]&gt;.btn input[type=checkbox],[data-toggle=buttons]&gt;.btn input[type=radio],[data-toggle=buttons]&gt;.btn-group&gt;.btn input[type=checkbox],[data-toggle=buttons]&gt;.btn-group&gt;.btn input[type=radio]{position:absolute;clip:rect(0,0,0,0);pointer-events:none}.input-group{position:relative;display:table;border-collapse:separate}.input-group[class*=col-]{float:none;padding-right:0;padding-left:0}.input-group .form-control{position:relative;z-index:2;float:left;width:100%;margin-bottom:0}.input-group .form-control:focus{z-index:3}.input-group-lg&gt;.form-control,.input-group-lg&gt;.input-group-addon,.input-group-lg&gt;.input-group-btn&gt;.btn{height:46px;padding:10px 16px;font-size:18px;line-height:1.3333333;border-radius:6px}select.input-group-lg&gt;.form-control,select.input-group-lg&gt;.input-group-addon,select.input-group-lg&gt;.input-group-btn&gt;.btn{height:46px;line-height:46px}select[multiple].input-group-lg&gt;.form-control,select[multiple].input-group-lg&gt;.input-group-addon,select[multiple].input-group-lg&gt;.input-group-btn&gt;.btn,textarea.input-group-lg&gt;.form-control,textarea.input-group-lg&gt;.input-group-addon,textarea.input-group-lg&gt;.input-group-btn&gt;.btn{height:auto}.input-group-sm&gt;.form-control,.input-group-sm&gt;.input-group-addon,.input-group-sm&gt;.input-group-btn&gt;.btn{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:3px}select.input-group-sm&gt;.form-control,select.input-group-sm&gt;.input-group-addon,select.input-group-sm&gt;.input-group-btn&gt;.btn{height:30px;line-height:30px}select[multiple].input-group-sm&gt;.form-control,select[multiple].input-group-sm&gt;.input-group-addon,select[multiple].input-group-sm&gt;.input-group-btn&gt;.btn,textarea.input-group-sm&gt;.form-control,textarea.input-group-sm&gt;.input-group-addon,textarea.input-group-sm&gt;.input-group-btn&gt;.btn{height:auto}.input-group .form-control,.input-group-addon,.input-group-btn{display:table-cell}.input-group .form-control:not(:first-child):not(:last-child),.input-group-addon:not(:first-child):not(:last-child),.input-group-btn:not(:first-child):not(:last-child){border-radius:0}.input-group-addon,.input-group-btn{width:1%;white-space:nowrap;vertical-align:middle}.input-group-addon{padding:6px 12px;font-size:14px;font-weight:400;line-height:1;color:#555;text-align:center;background-color:#eee;border:1px solid #ccc;border-radius:4px}.input-group-addon.input-sm{padding:5px 10px;font-size:12px;border-radius:3px}.input-group-addon.input-lg{padding:10px 16px;font-size:18px;border-radius:6px}.input-group-addon input[type=checkbox],.input-group-addon input[type=radio]{margin-top:0}.input-group .form-control:first-child,.input-group-addon:first-child,.input-group-btn:first-child&gt;.btn,.input-group-btn:first-child&gt;.btn-group&gt;.btn,.input-group-btn:first-child&gt;.dropdown-toggle,.input-group-btn:last-child&gt;.btn-group:not(:last-child)&gt;.btn,.input-group-btn:last-child&gt;.btn:not(:last-child):not(.dropdown-toggle){border-top-right-radius:0;border-bottom-right-radius:0}.input-group-addon:first-child{border-right:0}.input-group .form-control:last-child,.input-group-addon:last-child,.input-group-btn:first-child&gt;.btn-group:not(:first-child)&gt;.btn,.input-group-btn:first-child&gt;.btn:not(:first-child),.input-group-btn:last-child&gt;.btn,.input-group-btn:last-child&gt;.btn-group&gt;.btn,.input-group-btn:last-child&gt;.dropdown-toggle{border-top-left-radius:0;border-bottom-left-radius:0}.input-group-addon:last-child{border-left:0}.input-group-btn{position:relative;font-size:0;white-space:nowrap}.input-group-btn&gt;.btn{position:relative}.input-group-btn&gt;.btn+.btn{margin-left:-1px}.input-group-btn&gt;.btn:active,.input-group-btn&gt;.btn:focus,.input-group-btn&gt;.btn:hover{z-index:2}.input-group-btn:first-child&gt;.btn,.input-group-btn:first-child&gt;.btn-group{margin-right:-1px}.input-group-btn:last-child&gt;.btn,.input-group-btn:last-child&gt;.btn-group{z-index:2;margin-left:-1px}.nav{padding-left:0;margin-bottom:0;list-style:none}.nav&gt;li{position:relative;display:block}.nav&gt;li&gt;a{position:relative;display:block;padding:10px 15px}.nav&gt;li&gt;a:focus,.nav&gt;li&gt;a:hover{text-decoration:none;background-color:#eee}.nav&gt;li.disabled&gt;a{color:#777}.nav&gt;li.disabled&gt;a:focus,.nav&gt;li.disabled&gt;a:hover{color:#777;text-decoration:none;cursor:not-allowed;background-color:transparent}.nav .open&gt;a,.nav .open&gt;a:focus,.nav .open&gt;a:hover{background-color:#eee;border-color:#337ab7}.nav .nav-divider{height:1px;margin:9px 0;overflow:hidden;background-color:#e5e5e5}.nav&gt;li&gt;a&gt;img{max-width:none}.nav-tabs{border-bottom:1px solid #ddd}.nav-tabs&gt;li{float:left;margin-bottom:-1px}.nav-tabs&gt;li&gt;a{margin-right:2px;line-height:1.42857143;border:1px solid transparent;border-radius:4px 4px 0 0}.nav-tabs&gt;li&gt;a:hover{border-color:#eee #eee #ddd}.nav-tabs&gt;li.active&gt;a,.nav-tabs&gt;li.active&gt;a:focus,.nav-tabs&gt;li.active&gt;a:hover{color:#555;cursor:default;background-color:#fff;border:1px solid #ddd;border-bottom-color:transparent}.nav-tabs.nav-justified{width:100%;border-bottom:0}.nav-tabs.nav-justified&gt;li{float:none}.nav-tabs.nav-justified&gt;li&gt;a{margin-bottom:5px;text-align:center}.nav-tabs.nav-justified&gt;.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-tabs.nav-justified&gt;li{display:table-cell;width:1%}.nav-tabs.nav-justified&gt;li&gt;a{margin-bottom:0}}.nav-tabs.nav-justified&gt;li&gt;a{margin-right:0;border-radius:4px}.nav-tabs.nav-justified&gt;.active&gt;a,.nav-tabs.nav-justified&gt;.active&gt;a:focus,.nav-tabs.nav-justified&gt;.active&gt;a:hover{border:1px solid #ddd}@media (min-width:768px){.nav-tabs.nav-justified&gt;li&gt;a{border-bottom:1px solid #ddd;border-radius:4px 4px 0 0}.nav-tabs.nav-justified&gt;.active&gt;a,.nav-tabs.nav-justified&gt;.active&gt;a:focus,.nav-tabs.nav-justified&gt;.active&gt;a:hover{border-bottom-color:#fff}}.nav-pills&gt;li{float:left}.nav-pills&gt;li&gt;a{border-radius:4px}.nav-pills&gt;li+li{margin-left:2px}.nav-pills&gt;li.active&gt;a,.nav-pills&gt;li.active&gt;a:focus,.nav-pills&gt;li.active&gt;a:hover{color:#fff;background-color:#337ab7}.nav-stacked&gt;li{float:none}.nav-stacked&gt;li+li{margin-top:2px;margin-left:0}.nav-justified{width:100%}.nav-justified&gt;li{float:none}.nav-justified&gt;li&gt;a{margin-bottom:5px;text-align:center}.nav-justified&gt;.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-justified&gt;li{display:table-cell;width:1%}.nav-justified&gt;li&gt;a{margin-bottom:0}}.nav-tabs-justified{border-bottom:0}.nav-tabs-justified&gt;li&gt;a{margin-right:0;border-radius:4px}.nav-tabs-justified&gt;.active&gt;a,.nav-tabs-justified&gt;.active&gt;a:focus,.nav-tabs-justified&gt;.active&gt;a:hover{border:1px solid #ddd}@media (min-width:768px){.nav-tabs-justified&gt;li&gt;a{border-bottom:1px solid #ddd;border-radius:4px 4px 0 0}.nav-tabs-justified&gt;.active&gt;a,.nav-tabs-justified&gt;.active&gt;a:focus,.nav-tabs-justified&gt;.active&gt;a:hover{border-bottom-color:#fff}}.tab-content&gt;.tab-pane{display:none}.tab-content&gt;.active{display:block}.nav-tabs .dropdown-menu{margin-top:-1px;border-top-left-radius:0;border-top-right-radius:0}.navbar{position:relative;min-height:50px;margin-bottom:20px;border:1px solid transparent}@media (min-width:768px){.navbar{border-radius:4px}}@media (min-width:768px){.navbar-header{float:left}}.navbar-collapse{padding-right:15px;padding-left:15px;overflow-x:visible;-webkit-overflow-scrolling:touch;border-top:1px solid transparent;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 0 rgba(255,255,255,.1)}.navbar-collapse.in{overflow-y:auto}@media (min-width:768px){.navbar-collapse{width:auto;border-top:0;-webkit-box-shadow:none;box-shadow:none}.navbar-collapse.collapse{display:block!important;height:auto!important;padding-bottom:0;overflow:visible!important}.navbar-collapse.in{overflow-y:visible}.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse,.navbar-static-top .navbar-collapse{padding-right:0;padding-left:0}}.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse{max-height:340px}@media (max-device-width:480px) and (orientation:landscape){.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse{max-height:200px}}.container-fluid&gt;.navbar-collapse,.container-fluid&gt;.navbar-header,.container&gt;.navbar-collapse,.container&gt;.navbar-header{margin-right:-15px;margin-left:-15px}@media (min-width:768px){.container-fluid&gt;.navbar-collapse,.container-fluid&gt;.navbar-header,.container&gt;.navbar-collapse,.container&gt;.navbar-header{margin-right:0;margin-left:0}}.navbar-static-top{z-index:1000;border-width:0 0 1px}@media (min-width:768px){.navbar-static-top{border-radius:0}}.navbar-fixed-bottom,.navbar-fixed-top{position:fixed;right:0;left:0;z-index:1030}@media (min-width:768px){.navbar-fixed-bottom,.navbar-fixed-top{border-radius:0}}.navbar-fixed-top{top:0;border-width:0 0 1px}.navbar-fixed-bottom{bottom:0;margin-bottom:0;border-width:1px 0 0}.navbar-brand{float:left;height:50px;padding:15px 15px;font-size:18px;line-height:20px}.navbar-brand:focus,.navbar-brand:hover{text-decoration:none}.navbar-brand&gt;img{display:block}@media (min-width:768px){.navbar&gt;.container .navbar-brand,.navbar&gt;.container-fluid .navbar-brand{margin-left:-15px}}.navbar-toggle{position:relative;float:right;padding:9px 10px;margin-top:8px;margin-right:15px;margin-bottom:8px;background-color:transparent;background-image:none;border:1px solid transparent;border-radius:4px}.navbar-toggle:focus{outline:0}.navbar-toggle .icon-bar{display:block;width:22px;height:2px;border-radius:1px}.navbar-toggle .icon-bar+.icon-bar{margin-top:4px}@media (min-width:768px){.navbar-toggle{display:none}}.navbar-nav{margin:7.5px -15px}.navbar-nav&gt;li&gt;a{padding-top:10px;padding-bottom:10px;line-height:20px}@media (max-width:767px){.navbar-nav .open .dropdown-menu{position:static;float:none;width:auto;margin-top:0;background-color:transparent;border:0;-webkit-box-shadow:none;box-shadow:none}.navbar-nav .open .dropdown-menu .dropdown-header,.navbar-nav .open .dropdown-menu&gt;li&gt;a{padding:5px 15px 5px 25px}.navbar-nav .open .dropdown-menu&gt;li&gt;a{line-height:20px}.navbar-nav .open .dropdown-menu&gt;li&gt;a:focus,.navbar-nav .open .dropdown-menu&gt;li&gt;a:hover{background-image:none}}@media (min-width:768px){.navbar-nav{float:left;margin:0}.navbar-nav&gt;li{float:left}.navbar-nav&gt;li&gt;a{padding-top:15px;padding-bottom:15px}}.navbar-form{padding:10px 15px;margin-top:8px;margin-right:-15px;margin-bottom:8px;margin-left:-15px;border-top:1px solid transparent;border-bottom:1px solid transparent;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 0 rgba(255,255,255,.1),0 1px 0 rgba(255,255,255,.1)}@media (min-width:768px){.navbar-form .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.navbar-form .form-control{display:inline-block;width:auto;vertical-align:middle}.navbar-form .form-control-static{display:inline-block}.navbar-form .input-group{display:inline-table;vertical-align:middle}.navbar-form .input-group .form-control,.navbar-form .input-group .input-group-addon,.navbar-form .input-group .input-group-btn{width:auto}.navbar-form .input-group&gt;.form-control{width:100%}.navbar-form .control-label{margin-bottom:0;vertical-align:middle}.navbar-form .checkbox,.navbar-form .radio{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.navbar-form .checkbox label,.navbar-form .radio label{padding-left:0}.navbar-form .checkbox input[type=checkbox],.navbar-form .radio input[type=radio]{position:relative;margin-left:0}.navbar-form .has-feedback .form-control-feedback{top:0}}@media (max-width:767px){.navbar-form .form-group{margin-bottom:5px}.navbar-form .form-group:last-child{margin-bottom:0}}@media (min-width:768px){.navbar-form{width:auto;padding-top:0;padding-bottom:0;margin-right:0;margin-left:0;border:0;-webkit-box-shadow:none;box-shadow:none}}.navbar-nav&gt;li&gt;.dropdown-menu{margin-top:0;border-top-left-radius:0;border-top-right-radius:0}.navbar-fixed-bottom .navbar-nav&gt;li&gt;.dropdown-menu{margin-bottom:0;border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:0;border-bottom-left-radius:0}.navbar-btn{margin-top:8px;margin-bottom:8px}.navbar-btn.btn-sm{margin-top:10px;margin-bottom:10px}.navbar-btn.btn-xs{margin-top:14px;margin-bottom:14px}.navbar-text{margin-top:15px;margin-bottom:15px}@media (min-width:768px){.navbar-text{float:left;margin-right:15px;margin-left:15px}}@media (min-width:768px){.navbar-left{float:left!important}.navbar-right{float:right!important;margin-right:-15px}.navbar-right~.navbar-right{margin-right:0}}.navbar-default{background-color:#f8f8f8;border-color:#e7e7e7}.navbar-default .navbar-brand{color:#777}.navbar-default .navbar-brand:focus,.navbar-default .navbar-brand:hover{color:#5e5e5e;background-color:transparent}.navbar-default .navbar-text{color:#777}.navbar-default .navbar-nav&gt;li&gt;a{color:#777}.navbar-default .navbar-nav&gt;li&gt;a:focus,.navbar-default .navbar-nav&gt;li&gt;a:hover{color:#333;background-color:transparent}.navbar-default .navbar-nav&gt;.active&gt;a,.navbar-default .navbar-nav&gt;.active&gt;a:focus,.navbar-default .navbar-nav&gt;.active&gt;a:hover{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav&gt;.disabled&gt;a,.navbar-default .navbar-nav&gt;.disabled&gt;a:focus,.navbar-default .navbar-nav&gt;.disabled&gt;a:hover{color:#ccc;background-color:transparent}.navbar-default .navbar-toggle{border-color:#ddd}.navbar-default .navbar-toggle:focus,.navbar-default .navbar-toggle:hover{background-color:#ddd}.navbar-default .navbar-toggle .icon-bar{background-color:#888}.navbar-default .navbar-collapse,.navbar-default .navbar-form{border-color:#e7e7e7}.navbar-default .navbar-nav&gt;.open&gt;a,.navbar-default .navbar-nav&gt;.open&gt;a:focus,.navbar-default .navbar-nav&gt;.open&gt;a:hover{color:#555;background-color:#e7e7e7}@media (max-width:767px){.navbar-default .navbar-nav .open .dropdown-menu&gt;li&gt;a{color:#777}.navbar-default .navbar-nav .open .dropdown-menu&gt;li&gt;a:focus,.navbar-default .navbar-nav .open .dropdown-menu&gt;li&gt;a:hover{color:#333;background-color:transparent}.navbar-default .navbar-nav .open .dropdown-menu&gt;.active&gt;a,.navbar-default .navbar-nav .open .dropdown-menu&gt;.active&gt;a:focus,.navbar-default .navbar-nav .open .dropdown-menu&gt;.active&gt;a:hover{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a,.navbar-default .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a:focus,.navbar-default .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a:hover{color:#ccc;background-color:transparent}}.navbar-default .navbar-link{color:#777}.navbar-default .navbar-link:hover{color:#333}.navbar-default .btn-link{color:#777}.navbar-default .btn-link:focus,.navbar-default .btn-link:hover{color:#333}.navbar-default .btn-link[disabled]:focus,.navbar-default .btn-link[disabled]:hover,fieldset[disabled] .navbar-default .btn-link:focus,fieldset[disabled] .navbar-default .btn-link:hover{color:#ccc}.navbar-inverse{background-color:#222;border-color:#080808}.navbar-inverse .navbar-brand{color:#9d9d9d}.navbar-inverse .navbar-brand:focus,.navbar-inverse .navbar-brand:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-text{color:#9d9d9d}.navbar-inverse .navbar-nav&gt;li&gt;a{color:#9d9d9d}.navbar-inverse .navbar-nav&gt;li&gt;a:focus,.navbar-inverse .navbar-nav&gt;li&gt;a:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav&gt;.active&gt;a,.navbar-inverse .navbar-nav&gt;.active&gt;a:focus,.navbar-inverse .navbar-nav&gt;.active&gt;a:hover{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav&gt;.disabled&gt;a,.navbar-inverse .navbar-nav&gt;.disabled&gt;a:focus,.navbar-inverse .navbar-nav&gt;.disabled&gt;a:hover{color:#444;background-color:transparent}.navbar-inverse .navbar-toggle{border-color:#333}.navbar-inverse .navbar-toggle:focus,.navbar-inverse .navbar-toggle:hover{background-color:#333}.navbar-inverse .navbar-toggle .icon-bar{background-color:#fff}.navbar-inverse .navbar-collapse,.navbar-inverse .navbar-form{border-color:#101010}.navbar-inverse .navbar-nav&gt;.open&gt;a,.navbar-inverse .navbar-nav&gt;.open&gt;a:focus,.navbar-inverse .navbar-nav&gt;.open&gt;a:hover{color:#fff;background-color:#080808}@media (max-width:767px){.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.dropdown-header{border-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu .divider{background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu&gt;li&gt;a{color:#9d9d9d}.navbar-inverse .navbar-nav .open .dropdown-menu&gt;li&gt;a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu&gt;li&gt;a:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.active&gt;a,.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.active&gt;a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.active&gt;a:hover{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a,.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu&gt;.disabled&gt;a:hover{color:#444;background-color:transparent}}.navbar-inverse .navbar-link{color:#9d9d9d}.navbar-inverse .navbar-link:hover{color:#fff}.navbar-inverse .btn-link{color:#9d9d9d}.navbar-inverse .btn-link:focus,.navbar-inverse .btn-link:hover{color:#fff}.navbar-inverse .btn-link[disabled]:focus,.navbar-inverse .btn-link[disabled]:hover,fieldset[disabled] .navbar-inverse .btn-link:focus,fieldset[disabled] .navbar-inverse .btn-link:hover{color:#444}.breadcrumb{padding:8px 15px;margin-bottom:20px;list-style:none;background-color:#f5f5f5;border-radius:4px}.breadcrumb&gt;li{display:inline-block}.breadcrumb&gt;li+li:before{padding:0 5px;color:#ccc;content:&quot;/\\00a0&quot;}.breadcrumb&gt;.active{color:#777}.pagination{display:inline-block;padding-left:0;margin:20px 0;border-radius:4px}.pagination&gt;li{display:inline}.pagination&gt;li&gt;a,.pagination&gt;li&gt;span{position:relative;float:left;padding:6px 12px;margin-left:-1px;line-height:1.42857143;color:#337ab7;text-decoration:none;background-color:#fff;border:1px solid #ddd}.pagination&gt;li:first-child&gt;a,.pagination&gt;li:first-child&gt;span{margin-left:0;border-top-left-radius:4px;border-bottom-left-radius:4px}.pagination&gt;li:last-child&gt;a,.pagination&gt;li:last-child&gt;span{border-top-right-radius:4px;border-bottom-right-radius:4px}.pagination&gt;li&gt;a:focus,.pagination&gt;li&gt;a:hover,.pagination&gt;li&gt;span:focus,.pagination&gt;li&gt;span:hover{z-index:2;color:#23527c;background-color:#eee;border-color:#ddd}.pagination&gt;.active&gt;a,.pagination&gt;.active&gt;a:focus,.pagination&gt;.active&gt;a:hover,.pagination&gt;.active&gt;span,.pagination&gt;.active&gt;span:focus,.pagination&gt;.active&gt;span:hover{z-index:3;color:#fff;cursor:default;background-color:#337ab7;border-color:#337ab7}.pagination&gt;.disabled&gt;a,.pagination&gt;.disabled&gt;a:focus,.pagination&gt;.disabled&gt;a:hover,.pagination&gt;.disabled&gt;span,.pagination&gt;.disabled&gt;span:focus,.pagination&gt;.disabled&gt;span:hover{color:#777;cursor:not-allowed;background-color:#fff;border-color:#ddd}.pagination-lg&gt;li&gt;a,.pagination-lg&gt;li&gt;span{padding:10px 16px;font-size:18px;line-height:1.3333333}.pagination-lg&gt;li:first-child&gt;a,.pagination-lg&gt;li:first-child&gt;span{border-top-left-radius:6px;border-bottom-left-radius:6px}.pagination-lg&gt;li:last-child&gt;a,.pagination-lg&gt;li:last-child&gt;span{border-top-right-radius:6px;border-bottom-right-radius:6px}.pagination-sm&gt;li&gt;a,.pagination-sm&gt;li&gt;span{padding:5px 10px;font-size:12px;line-height:1.5}.pagination-sm&gt;li:first-child&gt;a,.pagination-sm&gt;li:first-child&gt;span{border-top-left-radius:3px;border-bottom-left-radius:3px}.pagination-sm&gt;li:last-child&gt;a,.pagination-sm&gt;li:last-child&gt;span{border-top-right-radius:3px;border-bottom-right-radius:3px}.pager{padding-left:0;margin:20px 0;text-align:center;list-style:none}.pager li{display:inline}.pager li&gt;a,.pager li&gt;span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px}.pager li&gt;a:focus,.pager li&gt;a:hover{text-decoration:none;background-color:#eee}.pager .next&gt;a,.pager .next&gt;span{float:right}.pager .previous&gt;a,.pager .previous&gt;span{float:left}.pager .disabled&gt;a,.pager .disabled&gt;a:focus,.pager .disabled&gt;a:hover,.pager .disabled&gt;span{color:#777;cursor:not-allowed;background-color:#fff}.label{display:inline;padding:.2em .6em .3em;font-size:75%;font-weight:700;line-height:1;color:#fff;text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:.25em}a.label:focus,a.label:hover{color:#fff;text-decoration:none;cursor:pointer}.label:empty{display:none}.btn .label{position:relative;top:-1px}.label-default{background-color:#777}.label-default[href]:focus,.label-default[href]:hover{background-color:#5e5e5e}.label-primary{background-color:#337ab7}.label-primary[href]:focus,.label-primary[href]:hover{background-color:#286090}.label-success{background-color:#5cb85c}.label-success[href]:focus,.label-success[href]:hover{background-color:#449d44}.label-info{background-color:#5bc0de}.label-info[href]:focus,.label-info[href]:hover{background-color:#31b0d5}.label-warning{background-color:#f0ad4e}.label-warning[href]:focus,.label-warning[href]:hover{background-color:#ec971f}.label-danger{background-color:#d9534f}.label-danger[href]:focus,.label-danger[href]:hover{background-color:#c9302c}.badge{display:inline-block;min-width:10px;padding:3px 7px;font-size:12px;font-weight:700;line-height:1;color:#fff;text-align:center;white-space:nowrap;vertical-align:middle;background-color:#777;border-radius:10px}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.btn-group-xs&gt;.btn .badge,.btn-xs .badge{top:0;padding:1px 5px}a.badge:focus,a.badge:hover{color:#fff;text-decoration:none;cursor:pointer}.list-group-item.active&gt;.badge,.nav-pills&gt;.active&gt;a&gt;.badge{color:#337ab7;background-color:#fff}.list-group-item&gt;.badge{float:right}.list-group-item&gt;.badge+.badge{margin-right:5px}.nav-pills&gt;li&gt;a&gt;.badge{margin-left:3px}.jumbotron{padding-top:30px;padding-bottom:30px;margin-bottom:30px;color:inherit;background-color:#eee}.jumbotron .h1,.jumbotron h1{color:inherit}.jumbotron p{margin-bottom:15px;font-size:21px;font-weight:200}.jumbotron&gt;hr{border-top-color:#d5d5d5}.container .jumbotron,.container-fluid .jumbotron{padding-right:15px;padding-left:15px;border-radius:6px}.jumbotron .container{max-width:100%}@media screen and (min-width:768px){.jumbotron{padding-top:48px;padding-bottom:48px}.container .jumbotron,.container-fluid .jumbotron{padding-right:60px;padding-left:60px}.jumbotron .h1,.jumbotron h1{font-size:63px}}.thumbnail{display:block;padding:4px;margin-bottom:20px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:4px;-webkit-transition:border .2s ease-in-out;-o-transition:border .2s ease-in-out;transition:border .2s ease-in-out}.thumbnail a&gt;img,.thumbnail&gt;img{margin-right:auto;margin-left:auto}a.thumbnail.active,a.thumbnail:focus,a.thumbnail:hover{border-color:#337ab7}.thumbnail .caption{padding:9px;color:#333}.alert{padding:15px;margin-bottom:20px;border:1px solid transparent;border-radius:4px}.alert h4{margin-top:0;color:inherit}.alert .alert-link{font-weight:700}.alert&gt;p,.alert&gt;ul{margin-bottom:0}.alert&gt;p+p{margin-top:5px}.alert-dismissable,.alert-dismissible{padding-right:35px}.alert-dismissable .close,.alert-dismissible .close{position:relative;top:-2px;right:-21px;color:inherit}.alert-success{color:#3c763d;background-color:#dff0d8;border-color:#d6e9c6}.alert-success hr{border-top-color:#c9e2b3}.alert-success .alert-link{color:#2b542c}.alert-info{color:#31708f;background-color:#d9edf7;border-color:#bce8f1}.alert-info hr{border-top-color:#a6e1ec}.alert-info .alert-link{color:#245269}.alert-warning{color:#8a6d3b;background-color:#fcf8e3;border-color:#faebcc}.alert-warning hr{border-top-color:#f7e1b5}.alert-warning .alert-link{color:#66512c}.alert-danger{color:#a94442;background-color:#f2dede;border-color:#ebccd1}.alert-danger hr{border-top-color:#e4b9c0}.alert-danger .alert-link{color:#843534}@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}@-o-keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}@keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}.progress{height:20px;margin-bottom:20px;overflow:hidden;background-color:#f5f5f5;border-radius:4px;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,.1);box-shadow:inset 0 1px 2px rgba(0,0,0,.1)}.progress-bar{float:left;width:0;height:100%;font-size:12px;line-height:20px;color:#fff;text-align:center;background-color:#337ab7;-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,.15);-webkit-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}.progress-bar-striped,.progress-striped .progress-bar{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);-webkit-background-size:40px 40px;background-size:40px 40px}.progress-bar.active,.progress.active .progress-bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}.progress-bar-success{background-color:#5cb85c}.progress-striped .progress-bar-success{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-info{background-color:#5bc0de}.progress-striped .progress-bar-info{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-warning{background-color:#f0ad4e}.progress-striped .progress-bar-warning{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-danger{background-color:#d9534f}.progress-striped .progress-bar-danger{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.media{margin-top:15px}.media:first-child{margin-top:0}.media,.media-body{overflow:hidden;zoom:1}.media-body{width:10000px}.media-object{display:block}.media-object.img-thumbnail{max-width:none}.media-right,.media&gt;.pull-right{padding-left:10px}.media-left,.media&gt;.pull-left{padding-right:10px}.media-body,.media-left,.media-right{display:table-cell;vertical-align:top}.media-middle{vertical-align:middle}.media-bottom{vertical-align:bottom}.media-heading{margin-top:0;margin-bottom:5px}.media-list{padding-left:0;list-style:none}.list-group{padding-left:0;margin-bottom:20px}.list-group-item{position:relative;display:block;padding:10px 15px;margin-bottom:-1px;background-color:#fff;border:1px solid #ddd}.list-group-item:first-child{border-top-left-radius:4px;border-top-right-radius:4px}.list-group-item:last-child{margin-bottom:0;border-bottom-right-radius:4px;border-bottom-left-radius:4px}a.list-group-item,button.list-group-item{color:#555}a.list-group-item .list-group-item-heading,button.list-group-item .list-group-item-heading{color:#333}a.list-group-item:focus,a.list-group-item:hover,button.list-group-item:focus,button.list-group-item:hover{color:#555;text-decoration:none;background-color:#f5f5f5}button.list-group-item{width:100%;text-align:left}.list-group-item.disabled,.list-group-item.disabled:focus,.list-group-item.disabled:hover{color:#777;cursor:not-allowed;background-color:#eee}.list-group-item.disabled .list-group-item-heading,.list-group-item.disabled:focus .list-group-item-heading,.list-group-item.disabled:hover .list-group-item-heading{color:inherit}.list-group-item.disabled .list-group-item-text,.list-group-item.disabled:focus .list-group-item-text,.list-group-item.disabled:hover .list-group-item-text{color:#777}.list-group-item.active,.list-group-item.active:focus,.list-group-item.active:hover{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7}.list-group-item.active .list-group-item-heading,.list-group-item.active .list-group-item-heading&gt;.small,.list-group-item.active .list-group-item-heading&gt;small,.list-group-item.active:focus .list-group-item-heading,.list-group-item.active:focus .list-group-item-heading&gt;.small,.list-group-item.active:focus .list-group-item-heading&gt;small,.list-group-item.active:hover .list-group-item-heading,.list-group-item.active:hover .list-group-item-heading&gt;.small,.list-group-item.active:hover .list-group-item-heading&gt;small{color:inherit}.list-group-item.active .list-group-item-text,.list-group-item.active:focus .list-group-item-text,.list-group-item.active:hover .list-group-item-text{color:#c7ddef}.list-group-item-success{color:#3c763d;background-color:#dff0d8}a.list-group-item-success,button.list-group-item-success{color:#3c763d}a.list-group-item-success .list-group-item-heading,button.list-group-item-success .list-group-item-heading{color:inherit}a.list-group-item-success:focus,a.list-group-item-success:hover,button.list-group-item-success:focus,button.list-group-item-success:hover{color:#3c763d;background-color:#d0e9c6}a.list-group-item-success.active,a.list-group-item-success.active:focus,a.list-group-item-success.active:hover,button.list-group-item-success.active,button.list-group-item-success.active:focus,button.list-group-item-success.active:hover{color:#fff;background-color:#3c763d;border-color:#3c763d}.list-group-item-info{color:#31708f;background-color:#d9edf7}a.list-group-item-info,button.list-group-item-info{color:#31708f}a.list-group-item-info .list-group-item-heading,button.list-group-item-info .list-group-item-heading{color:inherit}a.list-group-item-info:focus,a.list-group-item-info:hover,button.list-group-item-info:focus,button.list-group-item-info:hover{color:#31708f;background-color:#c4e3f3}a.list-group-item-info.active,a.list-group-item-info.active:focus,a.list-group-item-info.active:hover,button.list-group-item-info.active,button.list-group-item-info.active:focus,button.list-group-item-info.active:hover{color:#fff;background-color:#31708f;border-color:#31708f}.list-group-item-warning{color:#8a6d3b;background-color:#fcf8e3}a.list-group-item-warning,button.list-group-item-warning{color:#8a6d3b}a.list-group-item-warning .list-group-item-heading,button.list-group-item-warning .list-group-item-heading{color:inherit}a.list-group-item-warning:focus,a.list-group-item-warning:hover,button.list-group-item-warning:focus,button.list-group-item-warning:hover{color:#8a6d3b;background-color:#faf2cc}a.list-group-item-warning.active,a.list-group-item-warning.active:focus,a.list-group-item-warning.active:hover,button.list-group-item-warning.active,button.list-group-item-warning.active:focus,button.list-group-item-warning.active:hover{color:#fff;background-color:#8a6d3b;border-color:#8a6d3b}.list-group-item-danger{color:#a94442;background-color:#f2dede}a.list-group-item-danger,button.list-group-item-danger{color:#a94442}a.list-group-item-danger .list-group-item-heading,button.list-group-item-danger .list-group-item-heading{color:inherit}a.list-group-item-danger:focus,a.list-group-item-danger:hover,button.list-group-item-danger:focus,button.list-group-item-danger:hover{color:#a94442;background-color:#ebcccc}a.list-group-item-danger.active,a.list-group-item-danger.active:focus,a.list-group-item-danger.active:hover,button.list-group-item-danger.active,button.list-group-item-danger.active:focus,button.list-group-item-danger.active:hover{color:#fff;background-color:#a94442;border-color:#a94442}.list-group-item-heading{margin-top:0;margin-bottom:5px}.list-group-item-text{margin-bottom:0;line-height:1.3}.panel{margin-bottom:20px;background-color:#fff;border:1px solid transparent;border-radius:4px;-webkit-box-shadow:0 1px 1px rgba(0,0,0,.05);box-shadow:0 1px 1px rgba(0,0,0,.05)}.panel-body{padding:15px}.panel-heading{padding:10px 15px;border-bottom:1px solid transparent;border-top-left-radius:3px;border-top-right-radius:3px}.panel-heading&gt;.dropdown .dropdown-toggle{color:inherit}.panel-title{margin-top:0;margin-bottom:0;font-size:16px;color:inherit}.panel-title&gt;.small,.panel-title&gt;.small&gt;a,.panel-title&gt;a,.panel-title&gt;small,.panel-title&gt;small&gt;a{color:inherit}.panel-footer{padding:10px 15px;background-color:#f5f5f5;border-top:1px solid #ddd;border-bottom-right-radius:3px;border-bottom-left-radius:3px}.panel&gt;.list-group,.panel&gt;.panel-collapse&gt;.list-group{margin-bottom:0}.panel&gt;.list-group .list-group-item,.panel&gt;.panel-collapse&gt;.list-group .list-group-item{border-width:1px 0;border-radius:0}.panel&gt;.list-group:first-child .list-group-item:first-child,.panel&gt;.panel-collapse&gt;.list-group:first-child .list-group-item:first-child{border-top:0;border-top-left-radius:3px;border-top-right-radius:3px}.panel&gt;.list-group:last-child .list-group-item:last-child,.panel&gt;.panel-collapse&gt;.list-group:last-child .list-group-item:last-child{border-bottom:0;border-bottom-right-radius:3px;border-bottom-left-radius:3px}.panel&gt;.panel-heading+.panel-collapse&gt;.list-group .list-group-item:first-child{border-top-left-radius:0;border-top-right-radius:0}.panel-heading+.list-group .list-group-item:first-child{border-top-width:0}.list-group+.panel-footer{border-top-width:0}.panel&gt;.panel-collapse&gt;.table,.panel&gt;.table,.panel&gt;.table-responsive&gt;.table{margin-bottom:0}.panel&gt;.panel-collapse&gt;.table caption,.panel&gt;.table caption,.panel&gt;.table-responsive&gt;.table caption{padding-right:15px;padding-left:15px}.panel&gt;.table-responsive:first-child&gt;.table:first-child,.panel&gt;.table:first-child{border-top-left-radius:3px;border-top-right-radius:3px}.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child,.panel&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child,.panel&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child{border-top-left-radius:3px;border-top-right-radius:3px}.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child td:first-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child th:first-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child td:first-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child th:first-child,.panel&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child td:first-child,.panel&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child th:first-child,.panel&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child td:first-child,.panel&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child th:first-child{border-top-left-radius:3px}.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child td:last-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child th:last-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child td:last-child,.panel&gt;.table-responsive:first-child&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child th:last-child,.panel&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child td:last-child,.panel&gt;.table:first-child&gt;tbody:first-child&gt;tr:first-child th:last-child,.panel&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child td:last-child,.panel&gt;.table:first-child&gt;thead:first-child&gt;tr:first-child th:last-child{border-top-right-radius:3px}.panel&gt;.table-responsive:last-child&gt;.table:last-child,.panel&gt;.table:last-child{border-bottom-right-radius:3px;border-bottom-left-radius:3px}.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child,.panel&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child,.panel&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child{border-bottom-right-radius:3px;border-bottom-left-radius:3px}.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child td:first-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child th:first-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child td:first-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child th:first-child,.panel&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child td:first-child,.panel&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child th:first-child,.panel&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child td:first-child,.panel&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child th:first-child{border-bottom-left-radius:3px}.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child td:last-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child th:last-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child td:last-child,.panel&gt;.table-responsive:last-child&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child th:last-child,.panel&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child td:last-child,.panel&gt;.table:last-child&gt;tbody:last-child&gt;tr:last-child th:last-child,.panel&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child td:last-child,.panel&gt;.table:last-child&gt;tfoot:last-child&gt;tr:last-child th:last-child{border-bottom-right-radius:3px}.panel&gt;.panel-body+.table,.panel&gt;.panel-body+.table-responsive,.panel&gt;.table+.panel-body,.panel&gt;.table-responsive+.panel-body{border-top:1px solid #ddd}.panel&gt;.table&gt;tbody:first-child&gt;tr:first-child td,.panel&gt;.table&gt;tbody:first-child&gt;tr:first-child th{border-top:0}.panel&gt;.table-bordered,.panel&gt;.table-responsive&gt;.table-bordered{border:0}.panel&gt;.table-bordered&gt;tbody&gt;tr&gt;td:first-child,.panel&gt;.table-bordered&gt;tbody&gt;tr&gt;th:first-child,.panel&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:first-child,.panel&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:first-child,.panel&gt;.table-bordered&gt;thead&gt;tr&gt;td:first-child,.panel&gt;.table-bordered&gt;thead&gt;tr&gt;th:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;td:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;th:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;td:first-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;th:first-child{border-left:0}.panel&gt;.table-bordered&gt;tbody&gt;tr&gt;td:last-child,.panel&gt;.table-bordered&gt;tbody&gt;tr&gt;th:last-child,.panel&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:last-child,.panel&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:last-child,.panel&gt;.table-bordered&gt;thead&gt;tr&gt;td:last-child,.panel&gt;.table-bordered&gt;thead&gt;tr&gt;th:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;td:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr&gt;th:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;td:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr&gt;th:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;td:last-child,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr&gt;th:last-child{border-right:0}.panel&gt;.table-bordered&gt;tbody&gt;tr:first-child&gt;td,.panel&gt;.table-bordered&gt;tbody&gt;tr:first-child&gt;th,.panel&gt;.table-bordered&gt;thead&gt;tr:first-child&gt;td,.panel&gt;.table-bordered&gt;thead&gt;tr:first-child&gt;th,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:first-child&gt;td,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:first-child&gt;th,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr:first-child&gt;td,.panel&gt;.table-responsive&gt;.table-bordered&gt;thead&gt;tr:first-child&gt;th{border-bottom:0}.panel&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;td,.panel&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;th,.panel&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;td,.panel&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;th,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;td,.panel&gt;.table-responsive&gt;.table-bordered&gt;tbody&gt;tr:last-child&gt;th,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;td,.panel&gt;.table-responsive&gt;.table-bordered&gt;tfoot&gt;tr:last-child&gt;th{border-bottom:0}.panel&gt;.table-responsive{margin-bottom:0;border:0}.panel-group{margin-bottom:20px}.panel-group .panel{margin-bottom:0;border-radius:4px}.panel-group .panel+.panel{margin-top:5px}.panel-group .panel-heading{border-bottom:0}.panel-group .panel-heading+.panel-collapse&gt;.list-group,.panel-group .panel-heading+.panel-collapse&gt;.panel-body{border-top:1px solid #ddd}.panel-group .panel-footer{border-top:0}.panel-group .panel-footer+.panel-collapse .panel-body{border-bottom:1px solid #ddd}.panel-default{border-color:#ddd}.panel-default&gt;.panel-heading{color:#333;background-color:#f5f5f5;border-color:#ddd}.panel-default&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#ddd}.panel-default&gt;.panel-heading .badge{color:#f5f5f5;background-color:#333}.panel-default&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#ddd}.panel-primary{border-color:#337ab7}.panel-primary&gt;.panel-heading{color:#fff;background-color:#337ab7;border-color:#337ab7}.panel-primary&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#337ab7}.panel-primary&gt;.panel-heading .badge{color:#337ab7;background-color:#fff}.panel-primary&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#337ab7}.panel-success{border-color:#d6e9c6}.panel-success&gt;.panel-heading{color:#3c763d;background-color:#dff0d8;border-color:#d6e9c6}.panel-success&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#d6e9c6}.panel-success&gt;.panel-heading .badge{color:#dff0d8;background-color:#3c763d}.panel-success&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#d6e9c6}.panel-info{border-color:#bce8f1}.panel-info&gt;.panel-heading{color:#31708f;background-color:#d9edf7;border-color:#bce8f1}.panel-info&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#bce8f1}.panel-info&gt;.panel-heading .badge{color:#d9edf7;background-color:#31708f}.panel-info&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#bce8f1}.panel-warning{border-color:#faebcc}.panel-warning&gt;.panel-heading{color:#8a6d3b;background-color:#fcf8e3;border-color:#faebcc}.panel-warning&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#faebcc}.panel-warning&gt;.panel-heading .badge{color:#fcf8e3;background-color:#8a6d3b}.panel-warning&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#faebcc}.panel-danger{border-color:#ebccd1}.panel-danger&gt;.panel-heading{color:#a94442;background-color:#f2dede;border-color:#ebccd1}.panel-danger&gt;.panel-heading+.panel-collapse&gt;.panel-body{border-top-color:#ebccd1}.panel-danger&gt;.panel-heading .badge{color:#f2dede;background-color:#a94442}.panel-danger&gt;.panel-footer+.panel-collapse&gt;.panel-body{border-bottom-color:#ebccd1}.embed-responsive{position:relative;display:block;height:0;padding:0;overflow:hidden}.embed-responsive .embed-responsive-item,.embed-responsive embed,.embed-responsive iframe,.embed-responsive object,.embed-responsive video{position:absolute;top:0;bottom:0;left:0;width:100%;height:100%;border:0}.embed-responsive-16by9{padding-bottom:56.25%}.embed-responsive-4by3{padding-bottom:75%}.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.05);box-shadow:inset 0 1px 1px rgba(0,0,0,.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,.15)}.well-lg{padding:24px;border-radius:6px}.well-sm{padding:9px;border-radius:3px}.close{float:right;font-size:21px;font-weight:700;line-height:1;color:#000;text-shadow:0 1px 0 #fff;filter:alpha(opacity=20);opacity:.2}.close:focus,.close:hover{color:#000;text-decoration:none;cursor:pointer;filter:alpha(opacity=50);opacity:.5}button.close{-webkit-appearance:none;padding:0;cursor:pointer;background:0 0;border:0}.modal-open{overflow:hidden}.modal{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1050;display:none;overflow:hidden;-webkit-overflow-scrolling:touch;outline:0}.modal.fade .modal-dialog{-webkit-transition:-webkit-transform .3s ease-out;-o-transition:-o-transform .3s ease-out;transition:transform .3s ease-out;-webkit-transform:translate(0,-25%);-ms-transform:translate(0,-25%);-o-transform:translate(0,-25%);transform:translate(0,-25%)}.modal.in .modal-dialog{-webkit-transform:translate(0,0);-ms-transform:translate(0,0);-o-transform:translate(0,0);transform:translate(0,0)}.modal-open .modal{overflow-x:hidden;overflow-y:auto}.modal-dialog{position:relative;width:auto;margin:10px}.modal-content{position:relative;background-color:#fff;-webkit-background-clip:padding-box;background-clip:padding-box;border:1px solid #999;border:1px solid rgba(0,0,0,.2);border-radius:6px;outline:0;-webkit-box-shadow:0 3px 9px rgba(0,0,0,.5);box-shadow:0 3px 9px rgba(0,0,0,.5)}.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{filter:alpha(opacity=0);opacity:0}.modal-backdrop.in{filter:alpha(opacity=50);opacity:.5}.modal-header{padding:15px;border-bottom:1px solid #e5e5e5}.modal-header .close{margin-top:-2px}.modal-title{margin:0;line-height:1.42857143}.modal-body{position:relative;padding:15px}.modal-footer{padding:15px;text-align:right;border-top:1px solid #e5e5e5}.modal-footer .btn+.btn{margin-bottom:0;margin-left:5px}.modal-footer .btn-group .btn+.btn{margin-left:-1px}.modal-footer .btn-block+.btn-block{margin-left:0}.modal-scrollbar-measure{position:absolute;top:-9999px;width:50px;height:50px;overflow:scroll}@media (min-width:768px){.modal-dialog{width:600px;margin:30px auto}.modal-content{-webkit-box-shadow:0 5px 15px rgba(0,0,0,.5);box-shadow:0 5px 15px rgba(0,0,0,.5)}.modal-sm{width:300px}}@media (min-width:992px){.modal-lg{width:900px}}.tooltip{position:absolute;z-index:1070;display:block;font-family:&quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;font-size:12px;font-style:normal;font-weight:400;line-height:1.42857143;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;word-spacing:normal;word-wrap:normal;white-space:normal;filter:alpha(opacity=0);opacity:0;line-break:auto}.tooltip.in{filter:alpha(opacity=90);opacity:.9}.tooltip.top{padding:5px 0;margin-top:-3px}.tooltip.right{padding:0 5px;margin-left:3px}.tooltip.bottom{padding:5px 0;margin-top:3px}.tooltip.left{padding:0 5px;margin-left:-3px}.tooltip-inner{max-width:200px;padding:3px 8px;color:#fff;text-align:center;background-color:#000;border-radius:4px}.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-left .tooltip-arrow{right:5px;bottom:0;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-right .tooltip-arrow{bottom:0;left:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-left .tooltip-arrow{top:0;right:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-right .tooltip-arrow{top:0;left:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.popover{position:absolute;top:0;left:0;z-index:1060;display:none;max-width:276px;padding:1px;font-family:&quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;font-size:14px;font-style:normal;font-weight:400;line-height:1.42857143;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;word-spacing:normal;word-wrap:normal;white-space:normal;background-color:#fff;-webkit-background-clip:padding-box;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,.2);border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,.2);box-shadow:0 5px 10px rgba(0,0,0,.2);line-break:auto}.popover.top{margin-top:-10px}.popover.right{margin-left:10px}.popover.bottom{margin-top:10px}.popover.left{margin-left:-10px}.popover-title{padding:8px 14px;margin:0;font-size:14px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:5px 5px 0 0}.popover-content{padding:9px 14px}.popover&gt;.arrow,.popover&gt;.arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}.popover&gt;.arrow{border-width:11px}.popover&gt;.arrow:after{content:&quot;&quot;;border-width:10px}.popover.top&gt;.arrow{bottom:-11px;left:50%;margin-left:-11px;border-top-color:#999;border-top-color:rgba(0,0,0,.25);border-bottom-width:0}.popover.top&gt;.arrow:after{bottom:1px;margin-left:-10px;content:&quot; &quot;;border-top-color:#fff;border-bottom-width:0}.popover.right&gt;.arrow{top:50%;left:-11px;margin-top:-11px;border-right-color:#999;border-right-color:rgba(0,0,0,.25);border-left-width:0}.popover.right&gt;.arrow:after{bottom:-10px;left:1px;content:&quot; &quot;;border-right-color:#fff;border-left-width:0}.popover.bottom&gt;.arrow{top:-11px;left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,.25)}.popover.bottom&gt;.arrow:after{top:1px;margin-left:-10px;content:&quot; &quot;;border-top-width:0;border-bottom-color:#fff}.popover.left&gt;.arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,.25)}.popover.left&gt;.arrow:after{right:1px;bottom:-10px;content:&quot; &quot;;border-right-width:0;border-left-color:#fff}.carousel{position:relative}.carousel-inner{position:relative;width:100%;overflow:hidden}.carousel-inner&gt;.item{position:relative;display:none;-webkit-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner&gt;.item&gt;a&gt;img,.carousel-inner&gt;.item&gt;img{line-height:1}@media all and (transform-3d),(-webkit-transform-3d){.carousel-inner&gt;.item{-webkit-transition:-webkit-transform .6s ease-in-out;-o-transition:-o-transform .6s ease-in-out;transition:transform .6s ease-in-out;-webkit-backface-visibility:hidden;backface-visibility:hidden;-webkit-perspective:1000px;perspective:1000px}.carousel-inner&gt;.item.active.right,.carousel-inner&gt;.item.next{left:0;-webkit-transform:translate3d(100%,0,0);transform:translate3d(100%,0,0)}.carousel-inner&gt;.item.active.left,.carousel-inner&gt;.item.prev{left:0;-webkit-transform:translate3d(-100%,0,0);transform:translate3d(-100%,0,0)}.carousel-inner&gt;.item.active,.carousel-inner&gt;.item.next.left,.carousel-inner&gt;.item.prev.right{left:0;-webkit-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}}.carousel-inner&gt;.active,.carousel-inner&gt;.next,.carousel-inner&gt;.prev{display:block}.carousel-inner&gt;.active{left:0}.carousel-inner&gt;.next,.carousel-inner&gt;.prev{position:absolute;top:0;width:100%}.carousel-inner&gt;.next{left:100%}.carousel-inner&gt;.prev{left:-100%}.carousel-inner&gt;.next.left,.carousel-inner&gt;.prev.right{left:0}.carousel-inner&gt;.active.left{left:-100%}.carousel-inner&gt;.active.right{left:100%}.carousel-control{position:absolute;top:0;bottom:0;left:0;width:15%;font-size:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,.6);background-color:rgba(0,0,0,0);filter:alpha(opacity=50);opacity:.5}.carousel-control.left{background-image:-webkit-linear-gradient(left,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);background-image:-o-linear-gradient(left,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);background-image:-webkit-gradient(linear,left top,right top,from(rgba(0,0,0,.5)),to(rgba(0,0,0,.0001)));background-image:linear-gradient(to right,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#80000000&#x27;, endColorstr=&#x27;#00000000&#x27;, GradientType=1);background-repeat:repeat-x}.carousel-control.right{right:0;left:auto;background-image:-webkit-linear-gradient(left,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);background-image:-o-linear-gradient(left,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);background-image:-webkit-gradient(linear,left top,right top,from(rgba(0,0,0,.0001)),to(rgba(0,0,0,.5)));background-image:linear-gradient(to right,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#00000000&#x27;, endColorstr=&#x27;#80000000&#x27;, GradientType=1);background-repeat:repeat-x}.carousel-control:focus,.carousel-control:hover{color:#fff;text-decoration:none;filter:alpha(opacity=90);outline:0;opacity:.9}.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next,.carousel-control .icon-prev{position:absolute;top:50%;z-index:5;display:inline-block;margin-top:-10px}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{left:50%;margin-left:-10px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{right:50%;margin-right:-10px}.carousel-control .icon-next,.carousel-control .icon-prev{width:20px;height:20px;font-family:serif;line-height:1}.carousel-control .icon-prev:before{content:&#x27;\\2039&#x27;}.carousel-control .icon-next:before{content:&#x27;\\203a&#x27;}.carousel-indicators{position:absolute;bottom:10px;left:50%;z-index:15;width:60%;padding-left:0;margin-left:-30%;text-align:center;list-style:none}.carousel-indicators li{display:inline-block;width:10px;height:10px;margin:1px;text-indent:-999px;cursor:pointer;background-color:#000\\9;background-color:rgba(0,0,0,0);border:1px solid #fff;border-radius:10px}.carousel-indicators .active{width:12px;height:12px;margin:0;background-color:#fff}.carousel-caption{position:absolute;right:15%;bottom:20px;left:15%;z-index:10;padding-top:20px;padding-bottom:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,.6)}.carousel-caption .btn{text-shadow:none}@media screen and (min-width:768px){.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next,.carousel-control .icon-prev{width:30px;height:30px;margin-top:-10px;font-size:30px}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{margin-left:-10px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{margin-right:-10px}.carousel-caption{right:20%;left:20%;padding-bottom:30px}.carousel-indicators{bottom:20px}}.btn-group-vertical&gt;.btn-group:after,.btn-group-vertical&gt;.btn-group:before,.btn-toolbar:after,.btn-toolbar:before,.clearfix:after,.clearfix:before,.container-fluid:after,.container-fluid:before,.container:after,.container:before,.dl-horizontal dd:after,.dl-horizontal dd:before,.form-horizontal .form-group:after,.form-horizontal .form-group:before,.modal-footer:after,.modal-footer:before,.modal-header:after,.modal-header:before,.nav:after,.nav:before,.navbar-collapse:after,.navbar-collapse:before,.navbar-header:after,.navbar-header:before,.navbar:after,.navbar:before,.pager:after,.pager:before,.panel-body:after,.panel-body:before,.row:after,.row:before{display:table;content:&quot; &quot;}.btn-group-vertical&gt;.btn-group:after,.btn-toolbar:after,.clearfix:after,.container-fluid:after,.container:after,.dl-horizontal dd:after,.form-horizontal .form-group:after,.modal-footer:after,.modal-header:after,.nav:after,.navbar-collapse:after,.navbar-header:after,.navbar:after,.pager:after,.panel-body:after,.row:after{clear:both}.center-block{display:block;margin-right:auto;margin-left:auto}.pull-right{float:right!important}.pull-left{float:left!important}.hide{display:none!important}.show{display:block!important}.invisible{visibility:hidden}.text-hide{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}.hidden{display:none!important}.affix{position:fixed}@-ms-viewport{width:device-width}.visible-lg,.visible-md,.visible-sm,.visible-xs{display:none!important}.visible-lg-block,.visible-lg-inline,.visible-lg-inline-block,.visible-md-block,.visible-md-inline,.visible-md-inline-block,.visible-sm-block,.visible-sm-inline,.visible-sm-inline-block,.visible-xs-block,.visible-xs-inline,.visible-xs-inline-block{display:none!important}@media (max-width:767px){.visible-xs{display:block!important}table.visible-xs{display:table!important}tr.visible-xs{display:table-row!important}td.visible-xs,th.visible-xs{display:table-cell!important}}@media (max-width:767px){.visible-xs-block{display:block!important}}@media (max-width:767px){.visible-xs-inline{display:inline!important}}@media (max-width:767px){.visible-xs-inline-block{display:inline-block!important}}@media (min-width:768px) and (max-width:991px){.visible-sm{display:block!important}table.visible-sm{display:table!important}tr.visible-sm{display:table-row!important}td.visible-sm,th.visible-sm{display:table-cell!important}}@media (min-width:768px) and (max-width:991px){.visible-sm-block{display:block!important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline{display:inline!important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline-block{display:inline-block!important}}@media (min-width:992px) and (max-width:1199px){.visible-md{display:block!important}table.visible-md{display:table!important}tr.visible-md{display:table-row!important}td.visible-md,th.visible-md{display:table-cell!important}}@media (min-width:992px) and (max-width:1199px){.visible-md-block{display:block!important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline{display:inline!important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline-block{display:inline-block!important}}@media (min-width:1200px){.visible-lg{display:block!important}table.visible-lg{display:table!important}tr.visible-lg{display:table-row!important}td.visible-lg,th.visible-lg{display:table-cell!important}}@media (min-width:1200px){.visible-lg-block{display:block!important}}@media (min-width:1200px){.visible-lg-inline{display:inline!important}}@media (min-width:1200px){.visible-lg-inline-block{display:inline-block!important}}@media (max-width:767px){.hidden-xs{display:none!important}}@media (min-width:768px) and (max-width:991px){.hidden-sm{display:none!important}}@media (min-width:992px) and (max-width:1199px){.hidden-md{display:none!important}}@media (min-width:1200px){.hidden-lg{display:none!important}}.visible-print{display:none!important}@media print{.visible-print{display:block!important}table.visible-print{display:table!important}tr.visible-print{display:table-row!important}td.visible-print,th.visible-print{display:table-cell!important}}.visible-print-block{display:none!important}@media print{.visible-print-block{display:block!important}}.visible-print-inline{display:none!important}@media print{.visible-print-inline{display:inline!important}}.visible-print-inline-block{display:none!important}@media print{.visible-print-inline-block{display:inline-block!important}}@media print{.hidden-print{display:none!important}}\n",
       "/*# sourceMappingURL=bootstrap.min.css.map *//*!\n",
       " * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
       " * Copyright 2011-2016 Twitter, Inc.\n",
       " * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n",
       " */.btn-danger,.btn-default,.btn-info,.btn-primary,.btn-success,.btn-warning{text-shadow:0 -1px 0 rgba(0,0,0,.2);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 1px rgba(0,0,0,.075)}.btn-danger.active,.btn-danger:active,.btn-default.active,.btn-default:active,.btn-info.active,.btn-info:active,.btn-primary.active,.btn-primary:active,.btn-success.active,.btn-success:active,.btn-warning.active,.btn-warning:active{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn-danger.disabled,.btn-danger[disabled],.btn-default.disabled,.btn-default[disabled],.btn-info.disabled,.btn-info[disabled],.btn-primary.disabled,.btn-primary[disabled],.btn-success.disabled,.btn-success[disabled],.btn-warning.disabled,.btn-warning[disabled],fieldset[disabled] .btn-danger,fieldset[disabled] .btn-default,fieldset[disabled] .btn-info,fieldset[disabled] .btn-primary,fieldset[disabled] .btn-success,fieldset[disabled] .btn-warning{-webkit-box-shadow:none;box-shadow:none}.btn-danger .badge,.btn-default .badge,.btn-info .badge,.btn-primary .badge,.btn-success .badge,.btn-warning .badge{text-shadow:none}.btn.active,.btn:active{background-image:none}.btn-default{text-shadow:0 1px 0 #fff;background-image:-webkit-linear-gradient(top,#fff 0,#e0e0e0 100%);background-image:-o-linear-gradient(top,#fff 0,#e0e0e0 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fff),to(#e0e0e0));background-image:linear-gradient(to bottom,#fff 0,#e0e0e0 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffffffff&#x27;, endColorstr=&#x27;#ffe0e0e0&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#dbdbdb;border-color:#ccc}.btn-default:focus,.btn-default:hover{background-color:#e0e0e0;background-position:0 -15px}.btn-default.active,.btn-default:active{background-color:#e0e0e0;border-color:#dbdbdb}.btn-default.disabled,.btn-default.disabled.active,.btn-default.disabled.focus,.btn-default.disabled:active,.btn-default.disabled:focus,.btn-default.disabled:hover,.btn-default[disabled],.btn-default[disabled].active,.btn-default[disabled].focus,.btn-default[disabled]:active,.btn-default[disabled]:focus,.btn-default[disabled]:hover,fieldset[disabled] .btn-default,fieldset[disabled] .btn-default.active,fieldset[disabled] .btn-default.focus,fieldset[disabled] .btn-default:active,fieldset[disabled] .btn-default:focus,fieldset[disabled] .btn-default:hover{background-color:#e0e0e0;background-image:none}.btn-primary{background-image:-webkit-linear-gradient(top,#337ab7 0,#265a88 100%);background-image:-o-linear-gradient(top,#337ab7 0,#265a88 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#265a88));background-image:linear-gradient(to bottom,#337ab7 0,#265a88 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff265a88&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#245580}.btn-primary:focus,.btn-primary:hover{background-color:#265a88;background-position:0 -15px}.btn-primary.active,.btn-primary:active{background-color:#265a88;border-color:#245580}.btn-primary.disabled,.btn-primary.disabled.active,.btn-primary.disabled.focus,.btn-primary.disabled:active,.btn-primary.disabled:focus,.btn-primary.disabled:hover,.btn-primary[disabled],.btn-primary[disabled].active,.btn-primary[disabled].focus,.btn-primary[disabled]:active,.btn-primary[disabled]:focus,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary,fieldset[disabled] .btn-primary.active,fieldset[disabled] .btn-primary.focus,fieldset[disabled] .btn-primary:active,fieldset[disabled] .btn-primary:focus,fieldset[disabled] .btn-primary:hover{background-color:#265a88;background-image:none}.btn-success{background-image:-webkit-linear-gradient(top,#5cb85c 0,#419641 100%);background-image:-o-linear-gradient(top,#5cb85c 0,#419641 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5cb85c),to(#419641));background-image:linear-gradient(to bottom,#5cb85c 0,#419641 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5cb85c&#x27;, endColorstr=&#x27;#ff419641&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#3e8f3e}.btn-success:focus,.btn-success:hover{background-color:#419641;background-position:0 -15px}.btn-success.active,.btn-success:active{background-color:#419641;border-color:#3e8f3e}.btn-success.disabled,.btn-success.disabled.active,.btn-success.disabled.focus,.btn-success.disabled:active,.btn-success.disabled:focus,.btn-success.disabled:hover,.btn-success[disabled],.btn-success[disabled].active,.btn-success[disabled].focus,.btn-success[disabled]:active,.btn-success[disabled]:focus,.btn-success[disabled]:hover,fieldset[disabled] .btn-success,fieldset[disabled] .btn-success.active,fieldset[disabled] .btn-success.focus,fieldset[disabled] .btn-success:active,fieldset[disabled] .btn-success:focus,fieldset[disabled] .btn-success:hover{background-color:#419641;background-image:none}.btn-info{background-image:-webkit-linear-gradient(top,#5bc0de 0,#2aabd2 100%);background-image:-o-linear-gradient(top,#5bc0de 0,#2aabd2 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5bc0de),to(#2aabd2));background-image:linear-gradient(to bottom,#5bc0de 0,#2aabd2 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5bc0de&#x27;, endColorstr=&#x27;#ff2aabd2&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#28a4c9}.btn-info:focus,.btn-info:hover{background-color:#2aabd2;background-position:0 -15px}.btn-info.active,.btn-info:active{background-color:#2aabd2;border-color:#28a4c9}.btn-info.disabled,.btn-info.disabled.active,.btn-info.disabled.focus,.btn-info.disabled:active,.btn-info.disabled:focus,.btn-info.disabled:hover,.btn-info[disabled],.btn-info[disabled].active,.btn-info[disabled].focus,.btn-info[disabled]:active,.btn-info[disabled]:focus,.btn-info[disabled]:hover,fieldset[disabled] .btn-info,fieldset[disabled] .btn-info.active,fieldset[disabled] .btn-info.focus,fieldset[disabled] .btn-info:active,fieldset[disabled] .btn-info:focus,fieldset[disabled] .btn-info:hover{background-color:#2aabd2;background-image:none}.btn-warning{background-image:-webkit-linear-gradient(top,#f0ad4e 0,#eb9316 100%);background-image:-o-linear-gradient(top,#f0ad4e 0,#eb9316 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f0ad4e),to(#eb9316));background-image:linear-gradient(to bottom,#f0ad4e 0,#eb9316 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff0ad4e&#x27;, endColorstr=&#x27;#ffeb9316&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#e38d13}.btn-warning:focus,.btn-warning:hover{background-color:#eb9316;background-position:0 -15px}.btn-warning.active,.btn-warning:active{background-color:#eb9316;border-color:#e38d13}.btn-warning.disabled,.btn-warning.disabled.active,.btn-warning.disabled.focus,.btn-warning.disabled:active,.btn-warning.disabled:focus,.btn-warning.disabled:hover,.btn-warning[disabled],.btn-warning[disabled].active,.btn-warning[disabled].focus,.btn-warning[disabled]:active,.btn-warning[disabled]:focus,.btn-warning[disabled]:hover,fieldset[disabled] .btn-warning,fieldset[disabled] .btn-warning.active,fieldset[disabled] .btn-warning.focus,fieldset[disabled] .btn-warning:active,fieldset[disabled] .btn-warning:focus,fieldset[disabled] .btn-warning:hover{background-color:#eb9316;background-image:none}.btn-danger{background-image:-webkit-linear-gradient(top,#d9534f 0,#c12e2a 100%);background-image:-o-linear-gradient(top,#d9534f 0,#c12e2a 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9534f),to(#c12e2a));background-image:linear-gradient(to bottom,#d9534f 0,#c12e2a 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9534f&#x27;, endColorstr=&#x27;#ffc12e2a&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#b92c28}.btn-danger:focus,.btn-danger:hover{background-color:#c12e2a;background-position:0 -15px}.btn-danger.active,.btn-danger:active{background-color:#c12e2a;border-color:#b92c28}.btn-danger.disabled,.btn-danger.disabled.active,.btn-danger.disabled.focus,.btn-danger.disabled:active,.btn-danger.disabled:focus,.btn-danger.disabled:hover,.btn-danger[disabled],.btn-danger[disabled].active,.btn-danger[disabled].focus,.btn-danger[disabled]:active,.btn-danger[disabled]:focus,.btn-danger[disabled]:hover,fieldset[disabled] .btn-danger,fieldset[disabled] .btn-danger.active,fieldset[disabled] .btn-danger.focus,fieldset[disabled] .btn-danger:active,fieldset[disabled] .btn-danger:focus,fieldset[disabled] .btn-danger:hover{background-color:#c12e2a;background-image:none}.img-thumbnail,.thumbnail{-webkit-box-shadow:0 1px 2px rgba(0,0,0,.075);box-shadow:0 1px 2px rgba(0,0,0,.075)}.dropdown-menu&gt;li&gt;a:focus,.dropdown-menu&gt;li&gt;a:hover{background-color:#e8e8e8;background-image:-webkit-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-o-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f5f5f5),to(#e8e8e8));background-image:linear-gradient(to bottom,#f5f5f5 0,#e8e8e8 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff5f5f5&#x27;, endColorstr=&#x27;#ffe8e8e8&#x27;, GradientType=0);background-repeat:repeat-x}.dropdown-menu&gt;.active&gt;a,.dropdown-menu&gt;.active&gt;a:focus,.dropdown-menu&gt;.active&gt;a:hover{background-color:#2e6da4;background-image:-webkit-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2e6da4));background-image:linear-gradient(to bottom,#337ab7 0,#2e6da4 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2e6da4&#x27;, GradientType=0);background-repeat:repeat-x}.navbar-default{background-image:-webkit-linear-gradient(top,#fff 0,#f8f8f8 100%);background-image:-o-linear-gradient(top,#fff 0,#f8f8f8 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fff),to(#f8f8f8));background-image:linear-gradient(to bottom,#fff 0,#f8f8f8 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffffffff&#x27;, endColorstr=&#x27;#fff8f8f8&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-radius:4px;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 5px rgba(0,0,0,.075);box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 5px rgba(0,0,0,.075)}.navbar-default .navbar-nav&gt;.active&gt;a,.navbar-default .navbar-nav&gt;.open&gt;a{background-image:-webkit-linear-gradient(top,#dbdbdb 0,#e2e2e2 100%);background-image:-o-linear-gradient(top,#dbdbdb 0,#e2e2e2 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#dbdbdb),to(#e2e2e2));background-image:linear-gradient(to bottom,#dbdbdb 0,#e2e2e2 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffdbdbdb&#x27;, endColorstr=&#x27;#ffe2e2e2&#x27;, GradientType=0);background-repeat:repeat-x;-webkit-box-shadow:inset 0 3px 9px rgba(0,0,0,.075);box-shadow:inset 0 3px 9px rgba(0,0,0,.075)}.navbar-brand,.navbar-nav&gt;li&gt;a{text-shadow:0 1px 0 rgba(255,255,255,.25)}.navbar-inverse{background-image:-webkit-linear-gradient(top,#3c3c3c 0,#222 100%);background-image:-o-linear-gradient(top,#3c3c3c 0,#222 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#3c3c3c),to(#222));background-image:linear-gradient(to bottom,#3c3c3c 0,#222 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff3c3c3c&#x27;, endColorstr=&#x27;#ff222222&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-radius:4px}.navbar-inverse .navbar-nav&gt;.active&gt;a,.navbar-inverse .navbar-nav&gt;.open&gt;a{background-image:-webkit-linear-gradient(top,#080808 0,#0f0f0f 100%);background-image:-o-linear-gradient(top,#080808 0,#0f0f0f 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#080808),to(#0f0f0f));background-image:linear-gradient(to bottom,#080808 0,#0f0f0f 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff080808&#x27;, endColorstr=&#x27;#ff0f0f0f&#x27;, GradientType=0);background-repeat:repeat-x;-webkit-box-shadow:inset 0 3px 9px rgba(0,0,0,.25);box-shadow:inset 0 3px 9px rgba(0,0,0,.25)}.navbar-inverse .navbar-brand,.navbar-inverse .navbar-nav&gt;li&gt;a{text-shadow:0 -1px 0 rgba(0,0,0,.25)}.navbar-fixed-bottom,.navbar-fixed-top,.navbar-static-top{border-radius:0}@media (max-width:767px){.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a,.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a:focus,.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a:hover{color:#fff;background-image:-webkit-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2e6da4));background-image:linear-gradient(to bottom,#337ab7 0,#2e6da4 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2e6da4&#x27;, GradientType=0);background-repeat:repeat-x}}.alert{text-shadow:0 1px 0 rgba(255,255,255,.2);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.25),0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.25),0 1px 2px rgba(0,0,0,.05)}.alert-success{background-image:-webkit-linear-gradient(top,#dff0d8 0,#c8e5bc 100%);background-image:-o-linear-gradient(top,#dff0d8 0,#c8e5bc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#dff0d8),to(#c8e5bc));background-image:linear-gradient(to bottom,#dff0d8 0,#c8e5bc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffdff0d8&#x27;, endColorstr=&#x27;#ffc8e5bc&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#b2dba1}.alert-info{background-image:-webkit-linear-gradient(top,#d9edf7 0,#b9def0 100%);background-image:-o-linear-gradient(top,#d9edf7 0,#b9def0 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9edf7),to(#b9def0));background-image:linear-gradient(to bottom,#d9edf7 0,#b9def0 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9edf7&#x27;, endColorstr=&#x27;#ffb9def0&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#9acfea}.alert-warning{background-image:-webkit-linear-gradient(top,#fcf8e3 0,#f8efc0 100%);background-image:-o-linear-gradient(top,#fcf8e3 0,#f8efc0 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fcf8e3),to(#f8efc0));background-image:linear-gradient(to bottom,#fcf8e3 0,#f8efc0 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fffcf8e3&#x27;, endColorstr=&#x27;#fff8efc0&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#f5e79e}.alert-danger{background-image:-webkit-linear-gradient(top,#f2dede 0,#e7c3c3 100%);background-image:-o-linear-gradient(top,#f2dede 0,#e7c3c3 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f2dede),to(#e7c3c3));background-image:linear-gradient(to bottom,#f2dede 0,#e7c3c3 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff2dede&#x27;, endColorstr=&#x27;#ffe7c3c3&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#dca7a7}.progress{background-image:-webkit-linear-gradient(top,#ebebeb 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#ebebeb 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#ebebeb),to(#f5f5f5));background-image:linear-gradient(to bottom,#ebebeb 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffebebeb&#x27;, endColorstr=&#x27;#fff5f5f5&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar{background-image:-webkit-linear-gradient(top,#337ab7 0,#286090 100%);background-image:-o-linear-gradient(top,#337ab7 0,#286090 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#286090));background-image:linear-gradient(to bottom,#337ab7 0,#286090 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff286090&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-success{background-image:-webkit-linear-gradient(top,#5cb85c 0,#449d44 100%);background-image:-o-linear-gradient(top,#5cb85c 0,#449d44 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5cb85c),to(#449d44));background-image:linear-gradient(to bottom,#5cb85c 0,#449d44 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5cb85c&#x27;, endColorstr=&#x27;#ff449d44&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-info{background-image:-webkit-linear-gradient(top,#5bc0de 0,#31b0d5 100%);background-image:-o-linear-gradient(top,#5bc0de 0,#31b0d5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5bc0de),to(#31b0d5));background-image:linear-gradient(to bottom,#5bc0de 0,#31b0d5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5bc0de&#x27;, endColorstr=&#x27;#ff31b0d5&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-warning{background-image:-webkit-linear-gradient(top,#f0ad4e 0,#ec971f 100%);background-image:-o-linear-gradient(top,#f0ad4e 0,#ec971f 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f0ad4e),to(#ec971f));background-image:linear-gradient(to bottom,#f0ad4e 0,#ec971f 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff0ad4e&#x27;, endColorstr=&#x27;#ffec971f&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-danger{background-image:-webkit-linear-gradient(top,#d9534f 0,#c9302c 100%);background-image:-o-linear-gradient(top,#d9534f 0,#c9302c 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9534f),to(#c9302c));background-image:linear-gradient(to bottom,#d9534f 0,#c9302c 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9534f&#x27;, endColorstr=&#x27;#ffc9302c&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-striped{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,.075);box-shadow:0 1px 2px rgba(0,0,0,.075)}.list-group-item.active,.list-group-item.active:focus,.list-group-item.active:hover{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top,#337ab7 0,#2b669a 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2b669a 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2b669a));background-image:linear-gradient(to bottom,#337ab7 0,#2b669a 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2b669a&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#2b669a}.list-group-item.active .badge,.list-group-item.active:focus .badge,.list-group-item.active:hover .badge{text-shadow:none}.panel{-webkit-box-shadow:0 1px 2px rgba(0,0,0,.05);box-shadow:0 1px 2px rgba(0,0,0,.05)}.panel-default&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-o-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f5f5f5),to(#e8e8e8));background-image:linear-gradient(to bottom,#f5f5f5 0,#e8e8e8 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff5f5f5&#x27;, endColorstr=&#x27;#ffe8e8e8&#x27;, GradientType=0);background-repeat:repeat-x}.panel-primary&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2e6da4));background-image:linear-gradient(to bottom,#337ab7 0,#2e6da4 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2e6da4&#x27;, GradientType=0);background-repeat:repeat-x}.panel-success&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#dff0d8 0,#d0e9c6 100%);background-image:-o-linear-gradient(top,#dff0d8 0,#d0e9c6 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#dff0d8),to(#d0e9c6));background-image:linear-gradient(to bottom,#dff0d8 0,#d0e9c6 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffdff0d8&#x27;, endColorstr=&#x27;#ffd0e9c6&#x27;, GradientType=0);background-repeat:repeat-x}.panel-info&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#d9edf7 0,#c4e3f3 100%);background-image:-o-linear-gradient(top,#d9edf7 0,#c4e3f3 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9edf7),to(#c4e3f3));background-image:linear-gradient(to bottom,#d9edf7 0,#c4e3f3 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9edf7&#x27;, endColorstr=&#x27;#ffc4e3f3&#x27;, GradientType=0);background-repeat:repeat-x}.panel-warning&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#fcf8e3 0,#faf2cc 100%);background-image:-o-linear-gradient(top,#fcf8e3 0,#faf2cc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fcf8e3),to(#faf2cc));background-image:linear-gradient(to bottom,#fcf8e3 0,#faf2cc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fffcf8e3&#x27;, endColorstr=&#x27;#fffaf2cc&#x27;, GradientType=0);background-repeat:repeat-x}.panel-danger&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#f2dede 0,#ebcccc 100%);background-image:-o-linear-gradient(top,#f2dede 0,#ebcccc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f2dede),to(#ebcccc));background-image:linear-gradient(to bottom,#f2dede 0,#ebcccc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff2dede&#x27;, endColorstr=&#x27;#ffebcccc&#x27;, GradientType=0);background-repeat:repeat-x}.well{background-image:-webkit-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#e8e8e8),to(#f5f5f5));background-image:linear-gradient(to bottom,#e8e8e8 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffe8e8e8&#x27;, endColorstr=&#x27;#fff5f5f5&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1)}\n",
       "/*# sourceMappingURL=bootstrap-theme.min.css.map */&lt;/style&gt;&lt;style&gt;\n",
       ".content .container-fluid{\n",
       "    margin-left: 20px !important;\n",
       "    margin-right: 20px !important;\n",
       "    margin-bottom: 20px;\n",
       "}\n",
       "\n",
       ".page-header{\n",
       "    border:0 !important;\n",
       "}\n",
       "\n",
       ".row.variable, .section-items &gt; .row {\n",
       "    border: 1px solid #e1e1e8;\n",
       "    border-top: hidden;\n",
       "}\n",
       "\n",
       ".row.spacing{\n",
       "    padding: 2em 1em;\n",
       "}\n",
       "\n",
       ".row.header {\n",
       "    border-bottom: 1px solid #e1e1e8;\n",
       "    /*background-color: #f5f5f5;*/\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       "\n",
       ".dl-horizontal dt {\n",
       "    text-align: left;\n",
       "    padding-right: 1em;\n",
       "    white-space: normal;\n",
       "}\n",
       "\n",
       ".dl-horizontal dd {\n",
       "    margin-left: 0;\n",
       "}\n",
       "\n",
       "\n",
       ".col-md-12 {\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       ".indent {\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".center-img {\n",
       "    margin-left: auto !important;\n",
       "    margin-right: auto !important;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       "/* Table example_values */\n",
       "table.example_values {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".example_values th {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".example_values tr, .example_values td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "}\n",
       "\n",
       "/* STATS */\n",
       "table.stats {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats th {\n",
       "    border: 0;\n",
       "    padding: 0 2em 0 0;\n",
       "    color: #555;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".stats tr {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats td {\n",
       "    color: #555;\n",
       "    padding: 1px;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       "\n",
       "/* Sample table */\n",
       "table.sample {\n",
       "    border: 0;\n",
       "    margin-bottom: 2em;\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".sample tr {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".sample td, .sample th {\n",
       "    padding: 0.5em;\n",
       "    white-space: nowrap;\n",
       "    border: none;\n",
       "\n",
       "}\n",
       "\n",
       ".sample thead {\n",
       "    border-top: 0;\n",
       "    border-bottom: 2px solid #ddd;\n",
       "}\n",
       "\n",
       ".sample td {\n",
       "    width: 100%;\n",
       "}\n",
       "\n",
       "\n",
       "/* There is no good solution available to make the divs equal height and then center ... */\n",
       ".histogram {\n",
       "    margin-top: 3em;\n",
       "}\n",
       "\n",
       "/* Freq table */\n",
       "table.freq {\n",
       "    margin-bottom: 2em;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       "table.freq th, table.freq tr, table.freq td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "}\n",
       "\n",
       ".freq thead {\n",
       "    font-weight: 600;\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "\n",
       "}\n",
       "\n",
       "td.fillremaining {\n",
       "    width: auto;\n",
       "    max-width: none;\n",
       "\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "}\n",
       "\n",
       "td.number, th.number {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "/* Freq mini */\n",
       ".freq.mini td {\n",
       "    width: 50%;\n",
       "    padding: 1px;\n",
       "    font-size: 12px;\n",
       "\n",
       "}\n",
       "\n",
       "table.freq.mini {\n",
       "    width: 100%;\n",
       "}\n",
       "\n",
       ".freq.mini th {\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "    white-space: nowrap;\n",
       "    max-width: 5em;\n",
       "    font-weight: 400;\n",
       "    text-align: right;\n",
       "    padding-right: 0.5em;\n",
       "}\n",
       "\n",
       "/* Message classes */\n",
       ".missing {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".alert, .alert &gt; th, .alert &gt; td {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".ignore {\n",
       "    opacity: 0.4;\n",
       "}\n",
       "\n",
       "/* Bars in tables */\n",
       ".freq.table{\n",
       "    table-layout: fixed;\n",
       "}\n",
       "\n",
       ".freq td.number{\n",
       "    width: 100px;\n",
       "}\n",
       ".freq td.bartd, .frequency-percentage{\n",
       "    width:200px;\n",
       "}\n",
       "\n",
       ".freq .bar {\n",
       "    float: left;\n",
       "    width: 0;\n",
       "    height: 100%;\n",
       "    line-height: 20px;\n",
       "    color: #fff;\n",
       "    text-align: center;\n",
       "    background-color: #337ab7;\n",
       "    border-radius: 3px;\n",
       "    margin-right: 4px;\n",
       "}\n",
       "\n",
       ".other .bar {\n",
       "    background-color: #999;\n",
       "}\n",
       "\n",
       ".missing .bar {\n",
       "    background-color: #a94442;\n",
       "}\n",
       "\n",
       ".tooltip-inner {\n",
       "    width: 100%;\n",
       "    white-space: nowrap;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       ".extrapadding {\n",
       "    padding: 2em;\n",
       "}\n",
       "\n",
       ".variable .h4 {\n",
       "    text-overflow: ellipsis;\n",
       "    display:inline-block;\n",
       "    width: calc(90%); /* The trick is here! */\n",
       "    overflow:hidden;\n",
       "}\n",
       "\n",
       ".variable.ignore .h4{\n",
       "    text-decoration: line-through;\n",
       "}\n",
       "\n",
       ".table-responsive{\n",
       "    overflow:scroll;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       ".img-responsive{\n",
       "    max-width: 99%;\n",
       "}\n",
       ".footer-text{\n",
       "    padding:20px;\n",
       "}\n",
       "\n",
       "table.list-warnings td{\n",
       "    padding-right:10px;\n",
       "}\n",
       "\n",
       "a.anchor-pos {\n",
       "    display: block;\n",
       "    position: relative;\n",
       "    top: -70px;\n",
       "    visibility: hidden;\n",
       "}\n",
       "\n",
       "a.anchor-pos-variable{\n",
       "    /*top: -70px;*/\n",
       "}\n",
       "\n",
       "#sample-container{\n",
       "    overflow: auto;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       "\n",
       "#overview-content td, #overview-content th{\n",
       "    border-top: 0;\n",
       "    line-height: 1;\n",
       "}&lt;/style&gt;&lt;/head&gt;&lt;body&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=overview&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-pills&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab&gt;Reproduction&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-warnings aria-controls=overview-warnings role=tab data-toggle=tab&gt;Warnings &lt;span class=badge&gt;7&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content style=&quot;padding-top: 10px;&quot;&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=overview-dataset_overview&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Dataset statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;/th&gt;&lt;td&gt;16&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Number of observations&lt;/th&gt;&lt;td&gt;1739&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells&lt;/th&gt;&lt;td&gt;590&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;/th&gt;&lt;td&gt;2.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;/th&gt;&lt;td&gt;131&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;/th&gt;&lt;td&gt;7.5%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Total size in memory&lt;/th&gt;&lt;td&gt;1.5 MiB&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;/th&gt;&lt;td&gt;909.3 B&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Variable types&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;CAT&lt;/th&gt;&lt;td&gt;14&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;NUM&lt;/th&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-reproduction&gt;&lt;p class=h4&gt;Reproduction&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;/th&gt;&lt;td&gt;2020-05-01 09:52:39.279862&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Analysis finished&lt;/th&gt;&lt;td&gt;2020-05-01 09:52:39.639197&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Version&lt;/th&gt;&lt;td&gt;&lt;a href=https://github.com/pandas-profiling/pandas-profiling&gt;pandas-profiling v2.6.0&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Command line&lt;/th&gt;&lt;td&gt;&lt;code&gt;pandas_profiling --config_file config.yaml [YOUR_FILE.csv]&lt;/code&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;/th&gt;&lt;td&gt;&lt;a download=config.yaml href=&quot;data:text/plain;charset=utf-8,title%3A%20Pandas%20Profiling%20Report%0Apool_size%3A%200%0Aprogress_bar%3A%20yes%0Avars%3A%0A%20%20%20%20num%3A%0A%20%20%20%20%20%20%20%20quantiles%3A%0A%20%20%20%20%20%20%20%20-%200.05%0A%20%20%20%20%20%20%20%20-%200.25%0A%20%20%20%20%20%20%20%20-%200.5%0A%20%20%20%20%20%20%20%20-%200.75%0A%20%20%20%20%20%20%20%20-%200.95%0A%20%20%20%20%20%20%20%20skewness_threshold%3A%2020%0A%20%20%20%20%20%20%20%20low_categorical_threshold%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.0%0A%20%20%20%20cat%3A%0A%20%20%20%20%20%20%20%20check_composition%3A%20no%0A%20%20%20%20%20%20%20%20cardinality_threshold%3A%2050%0A%20%20%20%20%20%20%20%20n_obs%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.0%0A%20%20%20%20bool%3A%0A%20%20%20%20%20%20%20%20n_obs%3A%203%0Asort%3A%20None%0Amissing_diagrams%3A%0A%20%20%20%20bar%3A%20no%0A%20%20%20%20matrix%3A%20no%0A%20%20%20%20heatmap%3A%20no%0A%20%20%20%20dendrogram%3A%20no%0Acorrelations%3A%0A%20%20%20%20pearson%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20spearman%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20kendall%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20phi_k%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20cramers%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20recoded%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.0%0Ainteractions%3A%0A%20%20%20%20continuous%3A%20no%0Acategorical_maximum_correlation_distinct%3A%20100%0Aplot%3A%0A%20%20%20%20image_format%3A%20svg%0A%20%20%20%20dpi%3A%20800%0A%20%20%20%20correlation%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20bwr%0A%20%20%20%20%20%20%20%20bad%3A%20%27%23000%27%0A%20%20%20%20missing%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20force_labels%3A%20yes%0A%20%20%20%20histogram%3A%0A%20%20%20%20%20%20%20%20bayesian_blocks_bins%3A%20no%0A%20%20%20%20%20%20%20%20bins%3A%2050%0An_obs_unique%3A%205%0An_extreme_obs%3A%205%0An_freq_table_max%3A%2010%0Asamples%3A%0A%20%20%20%20head%3A%2010%0A%20%20%20%20tail%3A%2010%0Areject_variables%3A%20yes%0Anotebook%3A%0A%20%20%20%20iframe%3A%0A%20%20%20%20%20%20%20%20height%3A%20800px%0A%20%20%20%20%20%20%20%20width%3A%20100%25%0A%20%20%20%20%20%20%20%20attribute%3A%20srcdoc%0Ahtml%3A%0A%20%20%20%20minify_html%3A%20yes%0A%20%20%20%20use_local_assets%3A%20yes%0A%20%20%20%20navbar_show%3A%20no%0A%20%20%20%20style%3A%0A%20%20%20%20%20%20%20%20theme%3A%20None%0A%20%20%20%20%20%20%20%20logo%3A%20%27%27%0A%20%20%20%20%20%20%20%20primary_color%3A%20%27%23337ab7%27%0A%20%20%20%20%20%20%20%20full_width%3A%20no%0A&quot;&gt;config.yaml&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-warnings&gt;&lt;table class=&quot;table table-condensed list-warnings&quot;&gt;&lt;tr style=border-top:0&gt;&lt;td&gt; Dataset has 131 (7.5%) duplicate rows &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-warning&quot;&gt;Duplicates&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1252191992519121899&gt;&lt;code&gt;city&lt;/code&gt;&lt;/a&gt; has a high cardinality: 904 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-warning&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-7010551760113631193&gt;&lt;code&gt;free_lunch_percent&lt;/code&gt;&lt;/a&gt; has a high cardinality: 681 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-warning&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-4783101291462676035&gt;&lt;code&gt;tuition&lt;/code&gt;&lt;/a&gt; has a high cardinality: 394 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-warning&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1605994924054897884&gt;&lt;code&gt;state&lt;/code&gt;&lt;/a&gt; has 232 (13.3%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-7010551760113631193&gt;&lt;code&gt;free_lunch_percent&lt;/code&gt;&lt;/a&gt; has 308 (17.7%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-4783101291462676035&gt;&lt;code&gt;tuition&lt;/code&gt;&lt;/a&gt; has 44 (2.5%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=variables&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Variables&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-8668712017529139148&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=greek_council&gt;&lt;a href=#pp_var_-8668712017529139148&gt;greek_council&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;None&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1151 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Sorority&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:27.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 320 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Fraternity&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:23.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 268 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--8668712017529139148, #minifreqtable-8668712017529139148&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--8668712017529139148 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-8668712017529139148bottom--8668712017529139148common_values aria-controls=-8668712017529139148bottom--8668712017529139148common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-8668712017529139148bottom--8668712017529139148common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=None&gt; None &lt;/td&gt;&lt;td class=number&gt; 1151 &lt;/td&gt;&lt;td class=number&gt; 66.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Sorority&gt; Sorority &lt;/td&gt;&lt;td class=number&gt; 320 &lt;/td&gt;&lt;td class=number&gt; 18.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:27.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Fraternity&gt; Fraternity &lt;/td&gt;&lt;td class=number&gt; 268 &lt;/td&gt;&lt;td class=number&gt; 15.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:23.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1352324348412911808&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=greek_organization&gt;&lt;a href=#pp_var_-1352324348412911808&gt;greek_organization&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;27&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;1.6%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;None&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1150 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Gamma Phi Beta&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 39 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Kappa Alpha Theta&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 37 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Alpha Delta Pi&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 34 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Pi Beta Phi&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:2.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 33 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (22)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:38.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 446 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1352324348412911808, #minifreqtable-1352324348412911808&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1352324348412911808 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1352324348412911808bottom--1352324348412911808common_values aria-controls=-1352324348412911808bottom--1352324348412911808common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1352324348412911808bottom--1352324348412911808common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=None&gt; None &lt;/td&gt;&lt;td class=number&gt; 1150 &lt;/td&gt;&lt;td class=number&gt; 66.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Gamma Phi Beta&quot;&gt; Gamma Phi Beta &lt;/td&gt;&lt;td class=number&gt; 39 &lt;/td&gt;&lt;td class=number&gt; 2.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Kappa Alpha Theta&quot;&gt; Kappa Alpha Theta &lt;/td&gt;&lt;td class=number&gt; 37 &lt;/td&gt;&lt;td class=number&gt; 2.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Alpha Delta Pi&quot;&gt; Alpha Delta Pi &lt;/td&gt;&lt;td class=number&gt; 34 &lt;/td&gt;&lt;td class=number&gt; 2.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Pi Beta Phi&quot;&gt; Pi Beta Phi &lt;/td&gt;&lt;td class=number&gt; 33 &lt;/td&gt;&lt;td class=number&gt; 1.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Zeta Tau Alpha&quot;&gt; Zeta Tau Alpha &lt;/td&gt;&lt;td class=number&gt; 33 &lt;/td&gt;&lt;td class=number&gt; 1.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Kappa Kappa Gamma&quot;&gt; Kappa Kappa Gamma &lt;/td&gt;&lt;td class=number&gt; 32 &lt;/td&gt;&lt;td class=number&gt; 1.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Delta Delta Delta&quot;&gt; Delta Delta Delta &lt;/td&gt;&lt;td class=number&gt; 32 &lt;/td&gt;&lt;td class=number&gt; 1.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Alpha Phi&quot;&gt; Alpha Phi &lt;/td&gt;&lt;td class=number&gt; 30 &lt;/td&gt;&lt;td class=number&gt; 1.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Delta Sigma Phi&quot;&gt; Delta Sigma Phi &lt;/td&gt;&lt;td class=number&gt; 29 &lt;/td&gt;&lt;td class=number&gt; 1.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (17)&quot;&gt; Other values (17) &lt;/td&gt;&lt;td class=number&gt; 290 &lt;/td&gt;&lt;td class=number&gt; 16.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:25.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1252191992519121899&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=city&gt;&lt;a href=#pp_var_-1252191992519121899&gt;city&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;HIGH CARDINALITY&lt;/code&gt;&lt;br&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr class=alert&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;904&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;52.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;New York City&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 31 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Cary&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 26 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Chapel Hill&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 26 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Charlotte&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 23 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Raleigh&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 21 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (899)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1612 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1252191992519121899, #minifreqtable-1252191992519121899&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1252191992519121899 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1252191992519121899bottom--1252191992519121899common_values aria-controls=-1252191992519121899bottom--1252191992519121899common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1252191992519121899bottom--1252191992519121899common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;New York City&quot;&gt; New York City &lt;/td&gt;&lt;td class=number&gt; 31 &lt;/td&gt;&lt;td class=number&gt; 1.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Cary&gt; Cary &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Chapel Hill&quot;&gt; Chapel Hill &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Charlotte&gt; Charlotte &lt;/td&gt;&lt;td class=number&gt; 23 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Raleigh&gt; Raleigh &lt;/td&gt;&lt;td class=number&gt; 21 &lt;/td&gt;&lt;td class=number&gt; 1.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Houston&gt; Houston &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Dallas&gt; Dallas &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Singapore&gt; Singapore &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Miami&gt; Miami &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Beijing&gt; Beijing &lt;/td&gt;&lt;td class=number&gt; 14 &lt;/td&gt;&lt;td class=number&gt; 0.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (894)&quot;&gt; Other values (894) &lt;/td&gt;&lt;td class=number&gt; 1532 &lt;/td&gt;&lt;td class=number&gt; 88.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1605994924054897884&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=state&gt;&lt;a href=#pp_var_-1605994924054897884&gt;state&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;MISSING&lt;/code&gt;&lt;br&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;50&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;3.3%&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;232&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;13.3%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;North Carolina&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:24.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 191 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;California&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:18.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 148 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;New York&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:17.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 141 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Florida&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:17.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 136 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Texas&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:13.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 104 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (45)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 787 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1605994924054897884, #minifreqtable-1605994924054897884&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1605994924054897884 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1605994924054897884bottom--1605994924054897884common_values aria-controls=-1605994924054897884bottom--1605994924054897884common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1605994924054897884bottom--1605994924054897884common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;North Carolina&quot;&gt; North Carolina &lt;/td&gt;&lt;td class=number&gt; 191 &lt;/td&gt;&lt;td class=number&gt; 11.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:41.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=California&gt; California &lt;/td&gt;&lt;td class=number&gt; 148 &lt;/td&gt;&lt;td class=number&gt; 8.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:32.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;New York&quot;&gt; New York &lt;/td&gt;&lt;td class=number&gt; 141 &lt;/td&gt;&lt;td class=number&gt; 8.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:30.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Florida&gt; Florida &lt;/td&gt;&lt;td class=number&gt; 136 &lt;/td&gt;&lt;td class=number&gt; 7.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:29.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Texas&gt; Texas &lt;/td&gt;&lt;td class=number&gt; 104 &lt;/td&gt;&lt;td class=number&gt; 6.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:22.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;New Jersey&quot;&gt; New Jersey &lt;/td&gt;&lt;td class=number&gt; 95 &lt;/td&gt;&lt;td class=number&gt; 5.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:20.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Virginia&gt; Virginia &lt;/td&gt;&lt;td class=number&gt; 70 &lt;/td&gt;&lt;td class=number&gt; 4.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:15.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Georgia&gt; Georgia &lt;/td&gt;&lt;td class=number&gt; 61 &lt;/td&gt;&lt;td class=number&gt; 3.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:13.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Maryland&gt; Maryland &lt;/td&gt;&lt;td class=number&gt; 51 &lt;/td&gt;&lt;td class=number&gt; 2.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:11.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Connecticut&gt; Connecticut &lt;/td&gt;&lt;td class=number&gt; 51 &lt;/td&gt;&lt;td class=number&gt; 2.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:11.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (40)&quot;&gt; Other values (40) &lt;/td&gt;&lt;td class=number&gt; 459 &lt;/td&gt;&lt;td class=number&gt; 26.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td class=fillremaining title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td class=number&gt; 232 &lt;/td&gt;&lt;td class=number&gt; 13.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:50.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_855366687473442613&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=country&gt;&lt;a href=#pp_var_855366687473442613&gt;country&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;45&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;2.6%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;United States&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1507 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;China&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 50 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;South Korea&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 23 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;United Kingdom&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 22 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Singapore&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 16 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (40)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:8.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 121 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-855366687473442613, #minifreqtable855366687473442613&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-855366687473442613 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#855366687473442613bottom-855366687473442613common_values aria-controls=855366687473442613bottom-855366687473442613common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=855366687473442613bottom-855366687473442613common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;United States&quot;&gt; United States &lt;/td&gt;&lt;td class=number&gt; 1507 &lt;/td&gt;&lt;td class=number&gt; 86.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=China&gt; China &lt;/td&gt;&lt;td class=number&gt; 50 &lt;/td&gt;&lt;td class=number&gt; 2.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;South Korea&quot;&gt; South Korea &lt;/td&gt;&lt;td class=number&gt; 23 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;United Kingdom&quot;&gt; United Kingdom &lt;/td&gt;&lt;td class=number&gt; 22 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Singapore&gt; Singapore &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=India&gt; India &lt;/td&gt;&lt;td class=number&gt; 14 &lt;/td&gt;&lt;td class=number&gt; 0.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Canada&gt; Canada &lt;/td&gt;&lt;td class=number&gt; 13 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Turkey&gt; Turkey &lt;/td&gt;&lt;td class=number&gt; 13 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=France&gt; France &lt;/td&gt;&lt;td class=number&gt; 9 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Taiwan&gt; Taiwan &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (35)&quot;&gt; Other values (35) &lt;/td&gt;&lt;td class=number&gt; 66 &lt;/td&gt;&lt;td class=number&gt; 3.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:4.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1871168637205697436&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=latitude&gt;&lt;a href=#pp_var_-1871168637205697436&gt;latitude&lt;/a&gt;&lt;br&gt;&lt;small&gt;Real number (&amp;Ropf;)&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;946&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;54.4%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td&gt;35.878083617951674&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td&gt;-43.494176&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td&gt;61.216313&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!DOCTYPE svg class=&quot;img-responsive center-img&quot;PUBLIC &quot;-//W3C//DTD SVG 1.1//EN&quot;\n",
       "  &quot;http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd&quot;&gt;&lt;svg class=&quot;img-responsive center-img&quot; height=108pt version=1.1 viewbox=&quot;0 0 144 108&quot; width=144pt xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink&gt;&lt;defs&gt;&lt;style type=text/css&gt;\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  &lt;/style&gt;&lt;/defs&gt;&lt;g id=figure_1&gt;&lt;g id=patch_1&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 0 108 \n",
       "L 144 108 \n",
       "L 144 0 \n",
       "L 0 0 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=axes_1&gt;&lt;g id=patch_2&gt;&lt;path style=fill:#ffffff; d=&quot;M 15.12 77.161195 \n",
       "L 128.88 77.161195 \n",
       "L 128.88 15.12 \n",
       "L 15.12 15.12 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_1&gt;&lt;g id=xtick_1&gt;&lt;g id=line2d_1&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:none;stroke:#cbcbcb; d=&quot;M 63.248292 77.161195 \n",
       "L 63.248292 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_2 /&gt;&lt;g id=text_1&gt;&lt;defs&gt;&lt;path id=DejaVuSans-48 d=&quot;M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(63.009644 88.558694)rotate(-45)scale(0.08 -0.08)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_2&gt;&lt;g id=line2d_3&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:none;stroke:#cbcbcb; d=&quot;M 112.631206 77.161195 \n",
       "L 112.631206 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_4 /&gt;&lt;g id=text_2&gt;&lt;defs&gt;&lt;path id=DejaVuSans-53 d=&quot;M 10.796875 72.90625 \n",
       "L 49.515625 72.90625 \n",
       "L 49.515625 64.59375 \n",
       "L 19.828125 64.59375 \n",
       "L 19.828125 46.734375 \n",
       "Q 21.96875 47.46875 24.109375 47.828125 \n",
       "Q 26.265625 48.1875 28.421875 48.1875 \n",
       "Q 40.625 48.1875 47.75 41.5 \n",
       "Q 54.890625 34.8125 54.890625 23.390625 \n",
       "Q 54.890625 11.625 47.5625 5.09375 \n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \n",
       "Q 12.796875 0.140625 7.71875 1.703125 \n",
       "L 7.71875 11.625 \n",
       "Q 12.109375 9.234375 16.796875 8.0625 \n",
       "Q 21.484375 6.890625 26.703125 6.890625 \n",
       "Q 35.15625 6.890625 40.078125 11.328125 \n",
       "Q 45.015625 15.765625 45.015625 23.390625 \n",
       "Q 45.015625 31 40.078125 35.4375 \n",
       "Q 35.15625 39.890625 26.703125 39.890625 \n",
       "Q 22.75 39.890625 18.8125 39.015625 \n",
       "Q 14.890625 38.140625 10.796875 36.28125 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(110.592971 92.157867)rotate(-45)scale(0.08 -0.08)&quot;&gt;&lt;use xlink:href=#DejaVuSans-53 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=patch_3&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 20.290909 77.161195 \n",
       "L 30.632727 77.161195 \n",
       "L 30.632727 76.90513 \n",
       "L 20.290909 76.90513 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_4&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 30.632727 77.161195 \n",
       "L 40.974545 77.161195 \n",
       "L 40.974545 76.58505 \n",
       "L 30.632727 76.58505 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_5&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 40.974545 77.161195 \n",
       "L 51.316364 77.161195 \n",
       "L 51.316364 77.097179 \n",
       "L 40.974545 77.097179 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_6&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 51.316364 77.161195 \n",
       "L 61.658182 77.161195 \n",
       "L 61.658182 76.969147 \n",
       "L 51.316364 76.969147 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_7&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 61.658182 77.161195 \n",
       "L 72 77.161195 \n",
       "L 72 75.816857 \n",
       "L 61.658182 75.816857 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_8&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 72 77.161195 \n",
       "L 82.341818 77.161195 \n",
       "L 82.341818 76.072921 \n",
       "L 72 76.072921 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_9&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 82.341818 77.161195 \n",
       "L 92.683636 77.161195 \n",
       "L 92.683636 64.614041 \n",
       "L 82.341818 64.614041 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_10&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 92.683636 77.161195 \n",
       "L 103.025455 77.161195 \n",
       "L 103.025455 18.074343 \n",
       "L 92.683636 18.074343 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_11&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 103.025455 77.161195 \n",
       "L 113.367273 77.161195 \n",
       "L 113.367273 42.912586 \n",
       "L 103.025455 42.912586 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_12&gt;&lt;path clip-path=url(#p34747b79fc) style=fill:#337ab7; d=&quot;M 113.367273 77.161195 \n",
       "L 123.709091 77.161195 \n",
       "L 123.709091 75.304728 \n",
       "L 113.367273 75.304728 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_13&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 77.161195 \n",
       "L 15.12 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_14&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 128.88 77.161195 \n",
       "L 128.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_15&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 77.161195 \n",
       "L 128.88 77.161195 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_16&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 15.12 \n",
       "L 128.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p34747b79fc&gt;&lt;rect height=62.041195 width=113.76 x=15.12 y=15.12 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1871168637205697436, #minifreqtable-1871168637205697436&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1871168637205697436 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1871168637205697436bottom--1871168637205697436statistics aria-controls=-1871168637205697436bottom--1871168637205697436statistics role=tab data-toggle=tab&gt;Statistics&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1871168637205697436bottom--1871168637205697436histograms aria-controls=-1871168637205697436bottom--1871168637205697436histograms role=tab data-toggle=tab&gt;Histogram(s)&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1871168637205697436bottom--1871168637205697436common_values aria-controls=-1871168637205697436bottom--1871168637205697436common_values role=tab data-toggle=tab&gt;Common values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1871168637205697436bottom--1871168637205697436extreme_values aria-controls=-1871168637205697436bottom--1871168637205697436extreme_values role=tab data-toggle=tab&gt;Extreme values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1871168637205697436bottom--1871168637205697436statistics&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Quantile statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td&gt;-43.494176&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5-th percentile&lt;/th&gt;&lt;td&gt;25.68673495&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Q1&lt;/th&gt;&lt;td&gt;33.688118&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;median&lt;/th&gt;&lt;td&gt;37.545519&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Q3&lt;/th&gt;&lt;td&gt;40.730599&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;95-th percentile&lt;/th&gt;&lt;td&gt;44.89174195&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td&gt;61.216313&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Range&lt;/th&gt;&lt;td&gt;104.710489&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;/th&gt;&lt;td&gt;7.042481&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Descriptive statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;/th&gt;&lt;td&gt;9.407451679&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;/th&gt;&lt;td&gt;0.2622060804&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Kurtosis&lt;/th&gt;&lt;td&gt;21.36130855&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td&gt;35.87808362&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;/th&gt;&lt;td&gt;5.597035907&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Skewness&lt;/th&gt;&lt;td&gt;-3.586597787&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Sum&lt;/th&gt;&lt;td&gt;62356.10933&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Variance&lt;/th&gt;&lt;td&gt;88.50014709&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1871168637205697436bottom--1871168637205697436histograms&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1871168637205697436histograms--1871168637205697436histogram aria-controls=-1871168637205697436histograms--1871168637205697436histogram role=tab data-toggle=tab&gt;Histogram&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1871168637205697436histograms--1871168637205697436histogram&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!DOCTYPE svg class=&quot;img-responsive center-img&quot;PUBLIC &quot;-//W3C//DTD SVG 1.1//EN&quot;\n",
       "  &quot;http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd&quot;&gt;&lt;svg class=&quot;img-responsive center-img&quot; height=288pt version=1.1 viewbox=&quot;0 0 432 288&quot; width=432pt xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink&gt;&lt;defs&gt;&lt;style type=text/css&gt;\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  &lt;/style&gt;&lt;/defs&gt;&lt;g id=figure_1&gt;&lt;g id=patch_1&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 0 288 \n",
       "L 432 288 \n",
       "L 432 0 \n",
       "L 0 0 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=axes_1&gt;&lt;g id=patch_2&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 65.73 238.832987 \n",
       "L 416.88 238.832987 \n",
       "L 416.88 15.12 \n",
       "L 65.73 15.12 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_1&gt;&lt;g id=xtick_1&gt;&lt;g id=line2d_1&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 92.343938 238.832987 \n",
       "L 92.343938 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_2 /&gt;&lt;g id=text_1&gt;&lt;defs&gt;&lt;path id=DejaVuSans-8722 d=&quot;M 10.59375 35.5 \n",
       "L 73.1875 35.5 \n",
       "L 73.1875 27.203125 \n",
       "L 10.59375 27.203125 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-52 d=&quot;M 37.796875 64.3125 \n",
       "L 12.890625 25.390625 \n",
       "L 37.796875 25.390625 \n",
       "z\n",
       "M 35.203125 72.90625 \n",
       "L 47.609375 72.90625 \n",
       "L 47.609375 25.390625 \n",
       "L 58.015625 25.390625 \n",
       "L 58.015625 17.1875 \n",
       "L 47.609375 17.1875 \n",
       "L 47.609375 0 \n",
       "L 37.796875 0 \n",
       "L 37.796875 17.1875 \n",
       "L 4.890625 17.1875 \n",
       "L 4.890625 26.703125 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-48 d=&quot;M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(84.629293 270.747631)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-52 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_2&gt;&lt;g id=line2d_3&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 153.317251 238.832987 \n",
       "L 153.317251 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_4 /&gt;&lt;g id=text_2&gt;&lt;defs&gt;&lt;path id=DejaVuSans-50 d=&quot;M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(145.602606 270.747631)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-50 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_3&gt;&lt;g id=line2d_5&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 214.290565 238.832987 \n",
       "L 214.290565 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_6 /&gt;&lt;g id=text_3&gt;&lt;g transform=&quot;translate(213.87293 256.15361)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_4&gt;&lt;g id=line2d_7&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 275.263878 238.832987 \n",
       "L 275.263878 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_8 /&gt;&lt;g id=text_4&gt;&lt;g transform=&quot;translate(271.696966 262.452164)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-50 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_5&gt;&lt;g id=line2d_9&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 336.237191 238.832987 \n",
       "L 336.237191 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_10 /&gt;&lt;g id=text_5&gt;&lt;g transform=&quot;translate(332.67028 262.452164)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-52 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_6&gt;&lt;g id=line2d_11&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 397.210505 238.832987 \n",
       "L 397.210505 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_12 /&gt;&lt;g id=text_6&gt;&lt;defs&gt;&lt;path id=DejaVuSans-54 d=&quot;M 33.015625 40.375 \n",
       "Q 26.375 40.375 22.484375 35.828125 \n",
       "Q 18.609375 31.296875 18.609375 23.390625 \n",
       "Q 18.609375 15.53125 22.484375 10.953125 \n",
       "Q 26.375 6.390625 33.015625 6.390625 \n",
       "Q 39.65625 6.390625 43.53125 10.953125 \n",
       "Q 47.40625 15.53125 47.40625 23.390625 \n",
       "Q 47.40625 31.296875 43.53125 35.828125 \n",
       "Q 39.65625 40.375 33.015625 40.375 \n",
       "z\n",
       "M 52.59375 71.296875 \n",
       "L 52.59375 62.3125 \n",
       "Q 48.875 64.0625 45.09375 64.984375 \n",
       "Q 41.3125 65.921875 37.59375 65.921875 \n",
       "Q 27.828125 65.921875 22.671875 59.328125 \n",
       "Q 17.53125 52.734375 16.796875 39.40625 \n",
       "Q 19.671875 43.65625 24.015625 45.921875 \n",
       "Q 28.375 48.1875 33.59375 48.1875 \n",
       "Q 44.578125 48.1875 50.953125 41.515625 \n",
       "Q 57.328125 34.859375 57.328125 23.390625 \n",
       "Q 57.328125 12.15625 50.6875 5.359375 \n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \n",
       "Q 6.984375 17.96875 6.984375 36.375 \n",
       "Q 6.984375 53.65625 15.1875 63.9375 \n",
       "Q 23.390625 74.21875 37.203125 74.21875 \n",
       "Q 40.921875 74.21875 44.703125 73.484375 \n",
       "Q 48.484375 72.75 52.59375 71.296875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(393.643593 262.452164)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-54 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_2&gt;&lt;g id=ytick_1&gt;&lt;g id=line2d_13&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 65.73 238.832987 \n",
       "L 416.88 238.832987 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_14 /&gt;&lt;g id=text_7&gt;&lt;g transform=&quot;translate(53.3225 244.151893)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_2&gt;&lt;g id=line2d_15&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 65.73 192.666142 \n",
       "L 416.88 192.666142 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_16 /&gt;&lt;g id=text_8&gt;&lt;g transform=&quot;translate(35.5075 197.985049)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-50 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_3&gt;&lt;g id=line2d_17&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 65.73 146.499298 \n",
       "L 416.88 146.499298 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_18 /&gt;&lt;g id=text_9&gt;&lt;g transform=&quot;translate(35.5075 151.818204)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-52 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_4&gt;&lt;g id=line2d_19&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 65.73 100.332453 \n",
       "L 416.88 100.332453 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_20 /&gt;&lt;g id=text_10&gt;&lt;g transform=&quot;translate(35.5075 105.65136)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-54 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_5&gt;&lt;g id=line2d_21&gt;&lt;path clip-path=url(#pebbda51805) style=fill:none;stroke:#cbcbcb; d=&quot;M 65.73 54.165609 \n",
       "L 416.88 54.165609 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_22 /&gt;&lt;g id=text_11&gt;&lt;defs&gt;&lt;path id=DejaVuSans-56 d=&quot;M 31.78125 34.625 \n",
       "Q 24.75 34.625 20.71875 30.859375 \n",
       "Q 16.703125 27.09375 16.703125 20.515625 \n",
       "Q 16.703125 13.921875 20.71875 10.15625 \n",
       "Q 24.75 6.390625 31.78125 6.390625 \n",
       "Q 38.8125 6.390625 42.859375 10.171875 \n",
       "Q 46.921875 13.96875 46.921875 20.515625 \n",
       "Q 46.921875 27.09375 42.890625 30.859375 \n",
       "Q 38.875 34.625 31.78125 34.625 \n",
       "z\n",
       "M 21.921875 38.8125 \n",
       "Q 15.578125 40.375 12.03125 44.71875 \n",
       "Q 8.5 49.078125 8.5 55.328125 \n",
       "Q 8.5 64.0625 14.71875 69.140625 \n",
       "Q 20.953125 74.21875 31.78125 74.21875 \n",
       "Q 42.671875 74.21875 48.875 69.140625 \n",
       "Q 55.078125 64.0625 55.078125 55.328125 \n",
       "Q 55.078125 49.078125 51.53125 44.71875 \n",
       "Q 48 40.375 41.703125 38.8125 \n",
       "Q 48.828125 37.15625 52.796875 32.3125 \n",
       "Q 56.78125 27.484375 56.78125 20.515625 \n",
       "Q 56.78125 9.90625 50.3125 4.234375 \n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \n",
       "Q 19.734375 -1.421875 13.25 4.234375 \n",
       "Q 6.78125 9.90625 6.78125 20.515625 \n",
       "Q 6.78125 27.484375 10.78125 32.3125 \n",
       "Q 14.796875 37.15625 21.921875 38.8125 \n",
       "z\n",
       "M 18.3125 54.390625 \n",
       "Q 18.3125 48.734375 21.84375 45.5625 \n",
       "Q 25.390625 42.390625 31.78125 42.390625 \n",
       "Q 38.140625 42.390625 41.71875 45.5625 \n",
       "Q 45.3125 48.734375 45.3125 54.390625 \n",
       "Q 45.3125 60.0625 41.71875 63.234375 \n",
       "Q 38.140625 66.40625 31.78125 66.40625 \n",
       "Q 25.390625 66.40625 21.84375 63.234375 \n",
       "Q 18.3125 60.0625 18.3125 54.390625 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(35.5075 59.484515)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-56 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=text_12&gt;&lt;defs&gt;&lt;path id=DejaVuSans-70 d=&quot;M 9.8125 72.90625 \n",
       "L 51.703125 72.90625 \n",
       "L 51.703125 64.59375 \n",
       "L 19.671875 64.59375 \n",
       "L 19.671875 43.109375 \n",
       "L 48.578125 43.109375 \n",
       "L 48.578125 34.8125 \n",
       "L 19.671875 34.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-114 d=&quot;M 41.109375 46.296875 \n",
       "Q 39.59375 47.171875 37.8125 47.578125 \n",
       "Q 36.03125 48 33.890625 48 \n",
       "Q 26.265625 48 22.1875 43.046875 \n",
       "Q 18.109375 38.09375 18.109375 28.8125 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 20.953125 51.171875 25.484375 53.578125 \n",
       "Q 30.03125 56 36.53125 56 \n",
       "Q 37.453125 56 38.578125 55.875 \n",
       "Q 39.703125 55.765625 41.0625 55.515625 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-101 d=&quot;M 56.203125 29.59375 \n",
       "L 56.203125 25.203125 \n",
       "L 14.890625 25.203125 \n",
       "Q 15.484375 15.921875 20.484375 11.0625 \n",
       "Q 25.484375 6.203125 34.421875 6.203125 \n",
       "Q 39.59375 6.203125 44.453125 7.46875 \n",
       "Q 49.3125 8.734375 54.109375 11.28125 \n",
       "L 54.109375 2.78125 \n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \n",
       "Q 5.515625 13.8125 5.515625 26.8125 \n",
       "Q 5.515625 40.234375 12.765625 48.109375 \n",
       "Q 20.015625 56 32.328125 56 \n",
       "Q 43.359375 56 49.78125 48.890625 \n",
       "Q 56.203125 41.796875 56.203125 29.59375 \n",
       "z\n",
       "M 47.21875 32.234375 \n",
       "Q 47.125 39.59375 43.09375 43.984375 \n",
       "Q 39.0625 48.390625 32.421875 48.390625 \n",
       "Q 24.90625 48.390625 20.390625 44.140625 \n",
       "Q 15.875 39.890625 15.1875 32.171875 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-113 d=&quot;M 14.796875 27.296875 \n",
       "Q 14.796875 17.390625 18.875 11.75 \n",
       "Q 22.953125 6.109375 30.078125 6.109375 \n",
       "Q 37.203125 6.109375 41.296875 11.75 \n",
       "Q 45.40625 17.390625 45.40625 27.296875 \n",
       "Q 45.40625 37.203125 41.296875 42.84375 \n",
       "Q 37.203125 48.484375 30.078125 48.484375 \n",
       "Q 22.953125 48.484375 18.875 42.84375 \n",
       "Q 14.796875 37.203125 14.796875 27.296875 \n",
       "z\n",
       "M 45.40625 8.203125 \n",
       "Q 42.578125 3.328125 38.25 0.953125 \n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \n",
       "Q 5.515625 14.40625 5.515625 27.296875 \n",
       "Q 5.515625 40.1875 11.734375 48.09375 \n",
       "Q 17.96875 56 27.875 56 \n",
       "Q 33.9375 56 38.25 53.625 \n",
       "Q 42.578125 51.265625 45.40625 46.390625 \n",
       "L 45.40625 54.6875 \n",
       "L 54.390625 54.6875 \n",
       "L 54.390625 -20.796875 \n",
       "L 45.40625 -20.796875 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-117 d=&quot;M 8.5 21.578125 \n",
       "L 8.5 54.6875 \n",
       "L 17.484375 54.6875 \n",
       "L 17.484375 21.921875 \n",
       "Q 17.484375 14.15625 20.5 10.265625 \n",
       "Q 23.53125 6.390625 29.59375 6.390625 \n",
       "Q 36.859375 6.390625 41.078125 11.03125 \n",
       "Q 45.3125 15.671875 45.3125 23.6875 \n",
       "L 45.3125 54.6875 \n",
       "L 54.296875 54.6875 \n",
       "L 54.296875 0 \n",
       "L 45.3125 0 \n",
       "L 45.3125 8.40625 \n",
       "Q 42.046875 3.421875 37.71875 1 \n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \n",
       "Q 18.265625 -1.421875 13.375 4.4375 \n",
       "Q 8.5 10.296875 8.5 21.578125 \n",
       "z\n",
       "M 31.109375 56 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-110 d=&quot;M 54.890625 33.015625 \n",
       "L 54.890625 0 \n",
       "L 45.90625 0 \n",
       "L 45.90625 32.71875 \n",
       "Q 45.90625 40.484375 42.875 44.328125 \n",
       "Q 39.84375 48.1875 33.796875 48.1875 \n",
       "Q 26.515625 48.1875 22.3125 43.546875 \n",
       "Q 18.109375 38.921875 18.109375 30.90625 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 21.34375 51.125 25.703125 53.5625 \n",
       "Q 30.078125 56 35.796875 56 \n",
       "Q 45.21875 56 50.046875 50.171875 \n",
       "Q 54.890625 44.34375 54.890625 33.015625 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-99 d=&quot;M 48.78125 52.59375 \n",
       "L 48.78125 44.1875 \n",
       "Q 44.96875 46.296875 41.140625 47.34375 \n",
       "Q 37.3125 48.390625 33.40625 48.390625 \n",
       "Q 24.65625 48.390625 19.8125 42.84375 \n",
       "Q 14.984375 37.3125 14.984375 27.296875 \n",
       "Q 14.984375 17.28125 19.8125 11.734375 \n",
       "Q 24.65625 6.203125 33.40625 6.203125 \n",
       "Q 37.3125 6.203125 41.140625 7.25 \n",
       "Q 44.96875 8.296875 48.78125 10.40625 \n",
       "L 48.78125 2.09375 \n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \n",
       "Q 5.515625 14.109375 5.515625 27.296875 \n",
       "Q 5.515625 40.671875 12.859375 48.328125 \n",
       "Q 20.21875 56 33.015625 56 \n",
       "Q 37.15625 56 41.109375 55.140625 \n",
       "Q 45.0625 54.296875 48.78125 52.59375 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-121 d=&quot;M 32.171875 -5.078125 \n",
       "Q 28.375 -14.84375 24.75 -17.8125 \n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \n",
       "L 7.90625 -20.796875 \n",
       "L 7.90625 -13.28125 \n",
       "L 13.1875 -13.28125 \n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \n",
       "Q 21 -9.765625 23.484375 -3.21875 \n",
       "L 25.09375 0.875 \n",
       "L 2.984375 54.6875 \n",
       "L 12.5 54.6875 \n",
       "L 29.59375 11.921875 \n",
       "L 46.6875 54.6875 \n",
       "L 56.203125 54.6875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(28.013625 170.370369)rotate(-90)scale(0.168 -0.168)&quot;&gt;&lt;use xlink:href=#DejaVuSans-70 /&gt;&lt;use x=50.269531 xlink:href=#DejaVuSans-114 /&gt;&lt;use x=89.132812 xlink:href=#DejaVuSans-101 /&gt;&lt;use x=150.65625 xlink:href=#DejaVuSans-113 /&gt;&lt;use x=214.132812 xlink:href=#DejaVuSans-117 /&gt;&lt;use x=277.511719 xlink:href=#DejaVuSans-101 /&gt;&lt;use x=339.035156 xlink:href=#DejaVuSans-110 /&gt;&lt;use x=402.414062 xlink:href=#DejaVuSans-99 /&gt;&lt;use x=457.394531 xlink:href=#DejaVuSans-121 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=patch_3&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 81.691364 238.832987 \n",
       "L 113.614091 238.832987 \n",
       "L 113.614091 237.90965 \n",
       "L 81.691364 237.90965 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_4&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 113.614091 238.832987 \n",
       "L 145.536818 238.832987 \n",
       "L 145.536818 236.755479 \n",
       "L 113.614091 236.755479 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_5&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 145.536818 238.832987 \n",
       "L 177.459545 238.832987 \n",
       "L 177.459545 238.602153 \n",
       "L 145.536818 238.602153 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_6&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 177.459545 238.832987 \n",
       "L 209.382273 238.832987 \n",
       "L 209.382273 238.140484 \n",
       "L 177.459545 238.140484 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_7&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 209.382273 238.832987 \n",
       "L 241.305 238.832987 \n",
       "L 241.305 233.985468 \n",
       "L 209.382273 233.985468 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_8&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 241.305 238.832987 \n",
       "L 273.227727 238.832987 \n",
       "L 273.227727 234.908805 \n",
       "L 241.305 234.908805 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_9&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 273.227727 238.832987 \n",
       "L 305.150455 238.832987 \n",
       "L 305.150455 193.589479 \n",
       "L 273.227727 193.589479 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_10&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 305.150455 238.832987 \n",
       "L 337.073182 238.832987 \n",
       "L 337.073182 25.772999 \n",
       "L 305.150455 25.772999 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_11&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 337.073182 238.832987 \n",
       "L 368.995909 238.832987 \n",
       "L 368.995909 115.336678 \n",
       "L 337.073182 115.336678 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_12&gt;&lt;path clip-path=url(#pebbda51805) style=fill:#337ab7; d=&quot;M 368.995909 238.832987 \n",
       "L 400.918636 238.832987 \n",
       "L 400.918636 232.138795 \n",
       "L 368.995909 232.138795 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_13&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 65.73 238.832987 \n",
       "L 65.73 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_14&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 416.88 238.832987 \n",
       "L 416.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_15&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 65.73 238.832987 \n",
       "L 416.88 238.832987 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_16&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 65.73 15.12 \n",
       "L 416.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pebbda51805&gt;&lt;rect height=223.712987 width=351.15 x=65.73 y=15.12 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=10) &lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1871168637205697436bottom--1871168637205697436common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=40.730599&gt; 40.730599 &lt;/td&gt;&lt;td class=number&gt; 32 &lt;/td&gt;&lt;td class=number&gt; 1.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=35.9132&gt; 35.9132 &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=35.788297&gt; 35.788297 &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=35.227087&gt; 35.227087 &lt;/td&gt;&lt;td class=number&gt; 23 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=35.780398&gt; 35.780398 &lt;/td&gt;&lt;td class=number&gt; 21 &lt;/td&gt;&lt;td class=number&gt; 1.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=32.776272&gt; 32.776272 &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=29.758938&gt; 29.758938 &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=25.774266&gt; 25.774266 &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=1.290453&gt; 1.290453 &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=39.905963&gt; 39.905963 &lt;/td&gt;&lt;td class=number&gt; 14 &lt;/td&gt;&lt;td class=number&gt; 0.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (936)&quot;&gt; Other values (936) &lt;/td&gt;&lt;td class=number&gt; 1530 &lt;/td&gt;&lt;td class=number&gt; 88.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1871168637205697436bottom--1871168637205697436extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1871168637205697436extreme_values--1871168637205697436firstn aria-controls=-1871168637205697436extreme_values--1871168637205697436firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1871168637205697436extreme_values--1871168637205697436lastn aria-controls=-1871168637205697436extreme_values--1871168637205697436lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1871168637205697436extreme_values--1871168637205697436firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-43.494176&gt; -43.494176 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-41.288764&gt; -41.288764 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-38.138149&gt; -38.138149 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-37.821701&gt; -37.821701 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-32.115081&gt; -32.115081 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1871168637205697436extreme_values--1871168637205697436lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=61.216313&gt; 61.216313 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=59.923902&gt; 59.923902 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=59.907256&gt; 59.907256 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=59.869577&gt; 59.869577 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=55.949563&gt; 55.949563 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1009446786114956006&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=longitude&gt;&lt;a href=#pp_var_-1009446786114956006&gt;longitude&lt;/a&gt;&lt;br&gt;&lt;small&gt;Real number (&amp;Ropf;)&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;946&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;54.4%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td&gt;-67.23469565189873&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td&gt;-157.855676&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td&gt;176.25292199999998&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!DOCTYPE svg class=&quot;img-responsive center-img&quot;PUBLIC &quot;-//W3C//DTD SVG 1.1//EN&quot;\n",
       "  &quot;http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd&quot;&gt;&lt;svg class=&quot;img-responsive center-img&quot; height=108pt version=1.1 viewbox=&quot;0 0 144 108&quot; width=144pt xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink&gt;&lt;defs&gt;&lt;style type=text/css&gt;\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  &lt;/style&gt;&lt;/defs&gt;&lt;g id=figure_1&gt;&lt;g id=patch_1&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 0 108 \n",
       "L 144 108 \n",
       "L 144 0 \n",
       "L 0 0 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=axes_1&gt;&lt;g id=patch_2&gt;&lt;path style=fill:#ffffff; d=&quot;M 15.12 68.824406 \n",
       "L 128.88 68.824406 \n",
       "L 128.88 15.12 \n",
       "L 15.12 15.12 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_1&gt;&lt;g id=xtick_1&gt;&lt;g id=line2d_1&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:none;stroke:#cbcbcb; d=&quot;M 38.199244 68.824406 \n",
       "L 38.199244 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_2 /&gt;&lt;g id=text_1&gt;&lt;defs&gt;&lt;path id=DejaVuSans-8722 d=&quot;M 10.59375 35.5 \n",
       "L 73.1875 35.5 \n",
       "L 73.1875 27.203125 \n",
       "L 10.59375 27.203125 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-49 d=&quot;M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-48 d=&quot;M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(31.991289 92.160519)rotate(-45)scale(0.08 -0.08)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-49 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=211.035156 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_2&gt;&lt;g id=line2d_3&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:none;stroke:#cbcbcb; d=&quot;M 69.152708 68.824406 \n",
       "L 69.152708 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_4 /&gt;&lt;g id=text_2&gt;&lt;g transform=&quot;translate(68.914059 80.221905)rotate(-45)scale(0.08 -0.08)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_3&gt;&lt;g id=line2d_5&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:none;stroke:#cbcbcb; d=&quot;M 100.106171 68.824406 \n",
       "L 100.106171 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_6 /&gt;&lt;g id=text_3&gt;&lt;g transform=&quot;translate(96.268349 87.420252)rotate(-45)scale(0.08 -0.08)&quot;&gt;&lt;use xlink:href=#DejaVuSans-49 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=patch_3&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 20.290909 68.824406 \n",
       "L 30.632727 68.824406 \n",
       "L 30.632727 68.640092 \n",
       "L 20.290909 68.640092 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_4&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 30.632727 68.824406 \n",
       "L 40.974545 68.824406 \n",
       "L 40.974545 49.840094 \n",
       "L 30.632727 49.840094 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_5&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 40.974545 68.824406 \n",
       "L 51.316364 68.824406 \n",
       "L 51.316364 17.677353 \n",
       "L 40.974545 17.677353 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_6&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 51.316364 68.824406 \n",
       "L 61.658182 68.824406 \n",
       "L 61.658182 68.547935 \n",
       "L 51.316364 68.547935 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_7&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 61.658182 68.824406 \n",
       "L 72 68.824406 \n",
       "L 72 67.165583 \n",
       "L 61.658182 67.165583 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_8&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 72 68.824406 \n",
       "L 82.341818 68.824406 \n",
       "L 82.341818 67.442053 \n",
       "L 72 67.442053 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_9&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 82.341818 68.824406 \n",
       "L 92.683636 68.824406 \n",
       "L 92.683636 68.179308 \n",
       "L 82.341818 68.179308 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_10&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 92.683636 68.824406 \n",
       "L 103.025455 68.824406 \n",
       "L 103.025455 67.211661 \n",
       "L 92.683636 67.211661 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_11&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 103.025455 68.824406 \n",
       "L 113.367273 68.824406 \n",
       "L 113.367273 64.861661 \n",
       "L 103.025455 64.861661 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_12&gt;&lt;path clip-path=url(#pf5dc0dc786) style=fill:#337ab7; d=&quot;M 113.367273 68.824406 \n",
       "L 123.709091 68.824406 \n",
       "L 123.709091 68.594014 \n",
       "L 113.367273 68.594014 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_13&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 68.824406 \n",
       "L 15.12 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_14&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 128.88 68.824406 \n",
       "L 128.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_15&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 68.824406 \n",
       "L 128.88 68.824406 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_16&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 15.12 15.12 \n",
       "L 128.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pf5dc0dc786&gt;&lt;rect height=53.704406 width=113.76 x=15.12 y=15.12 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1009446786114956006, #minifreqtable-1009446786114956006&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1009446786114956006 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1009446786114956006bottom--1009446786114956006statistics aria-controls=-1009446786114956006bottom--1009446786114956006statistics role=tab data-toggle=tab&gt;Statistics&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1009446786114956006bottom--1009446786114956006histograms aria-controls=-1009446786114956006bottom--1009446786114956006histograms role=tab data-toggle=tab&gt;Histogram(s)&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1009446786114956006bottom--1009446786114956006common_values aria-controls=-1009446786114956006bottom--1009446786114956006common_values role=tab data-toggle=tab&gt;Common values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1009446786114956006bottom--1009446786114956006extreme_values aria-controls=-1009446786114956006bottom--1009446786114956006extreme_values role=tab data-toggle=tab&gt;Extreme values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1009446786114956006bottom--1009446786114956006statistics&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Quantile statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td&gt;-157.855676&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5-th percentile&lt;/th&gt;&lt;td&gt;-121.97468&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Q1&lt;/th&gt;&lt;td&gt;-90.051628&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;median&lt;/th&gt;&lt;td&gt;-79.940273&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Q3&lt;/th&gt;&lt;td&gt;-73.986581&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;95-th percentile&lt;/th&gt;&lt;td&gt;113.6112733&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td&gt;176.252922&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Range&lt;/th&gt;&lt;td&gt;334.108598&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;/th&gt;&lt;td&gt;16.065047&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Descriptive statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;/th&gt;&lt;td&gt;58.49846498&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;/th&gt;&lt;td&gt;-0.8700636541&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Kurtosis&lt;/th&gt;&lt;td&gt;4.904052459&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td&gt;-67.23469565&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;/th&gt;&lt;td&gt;34.9339025&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Skewness&lt;/th&gt;&lt;td&gt;2.382554674&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Sum&lt;/th&gt;&lt;td&gt;-116853.901&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Variance&lt;/th&gt;&lt;td&gt;3422.070405&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1009446786114956006bottom--1009446786114956006histograms&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1009446786114956006histograms--1009446786114956006histogram aria-controls=-1009446786114956006histograms--1009446786114956006histogram role=tab data-toggle=tab&gt;Histogram&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1009446786114956006histograms--1009446786114956006histogram&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!DOCTYPE svg class=&quot;img-responsive center-img&quot;PUBLIC &quot;-//W3C//DTD SVG 1.1//EN&quot;\n",
       "  &quot;http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd&quot;&gt;&lt;svg class=&quot;img-responsive center-img&quot; height=288pt version=1.1 viewbox=&quot;0 0 432 288&quot; width=432pt xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink&gt;&lt;defs&gt;&lt;style type=text/css&gt;\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  &lt;/style&gt;&lt;/defs&gt;&lt;g id=figure_1&gt;&lt;g id=patch_1&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 0 288 \n",
       "L 432 288 \n",
       "L 432 0 \n",
       "L 0 0 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=axes_1&gt;&lt;g id=patch_2&gt;&lt;path style=fill:#f0f0f0; d=&quot;M 74.55 232.469026 \n",
       "L 416.88 232.469026 \n",
       "L 416.88 15.12 \n",
       "L 74.55 15.12 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_1&gt;&lt;g id=xtick_1&gt;&lt;g id=line2d_1&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 97.427709 232.469026 \n",
       "L 97.427709 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_2 /&gt;&lt;g id=text_1&gt;&lt;defs&gt;&lt;path id=DejaVuSans-8722 d=&quot;M 10.59375 35.5 \n",
       "L 73.1875 35.5 \n",
       "L 73.1875 27.203125 \n",
       "L 10.59375 27.203125 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-49 d=&quot;M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-53 d=&quot;M 10.796875 72.90625 \n",
       "L 49.515625 72.90625 \n",
       "L 49.515625 64.59375 \n",
       "L 19.828125 64.59375 \n",
       "L 19.828125 46.734375 \n",
       "Q 21.96875 47.46875 24.109375 47.828125 \n",
       "Q 26.265625 48.1875 28.421875 48.1875 \n",
       "Q 40.625 48.1875 47.75 41.5 \n",
       "Q 54.890625 34.8125 54.890625 23.390625 \n",
       "Q 54.890625 11.625 47.5625 5.09375 \n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \n",
       "Q 12.796875 0.140625 7.71875 1.703125 \n",
       "L 7.71875 11.625 \n",
       "Q 12.109375 9.234375 16.796875 8.0625 \n",
       "Q 21.484375 6.890625 26.703125 6.890625 \n",
       "Q 35.15625 6.890625 40.078125 11.328125 \n",
       "Q 45.015625 15.765625 45.015625 23.390625 \n",
       "Q 45.015625 31 40.078125 35.4375 \n",
       "Q 35.15625 39.890625 26.703125 39.890625 \n",
       "Q 22.75 39.890625 18.8125 39.015625 \n",
       "Q 14.890625 38.140625 10.796875 36.28125 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-48 d=&quot;M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(86.563787 270.682224)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-49 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-53 /&gt;&lt;use x=211.035156 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_2&gt;&lt;g id=line2d_3&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 144.000754 232.469026 \n",
       "L 144.000754 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_4 /&gt;&lt;g id=text_2&gt;&lt;g transform=&quot;translate(133.136832 270.682224)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-49 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=211.035156 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_3&gt;&lt;g id=line2d_5&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 190.573798 232.469026 \n",
       "L 190.573798 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_6 /&gt;&lt;g id=text_3&gt;&lt;g transform=&quot;translate(182.859153 264.38367)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-8722 /&gt;&lt;use x=83.789062 xlink:href=#DejaVuSans-53 /&gt;&lt;use x=147.412109 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_4&gt;&lt;g id=line2d_7&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 237.146842 232.469026 \n",
       "L 237.146842 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_8 /&gt;&lt;g id=text_4&gt;&lt;g transform=&quot;translate(236.729208 249.789649)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_5&gt;&lt;g id=line2d_9&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 283.719887 232.469026 \n",
       "L 283.719887 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_10 /&gt;&lt;g id=text_5&gt;&lt;g transform=&quot;translate(280.152975 256.088203)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-53 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_6&gt;&lt;g id=line2d_11&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 330.292931 232.469026 \n",
       "L 330.292931 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_12 /&gt;&lt;g id=text_6&gt;&lt;g transform=&quot;translate(323.576743 262.386756)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-49 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_7&gt;&lt;g id=line2d_13&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 376.865975 232.469026 \n",
       "L 376.865975 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_14 /&gt;&lt;g id=text_7&gt;&lt;g transform=&quot;translate(370.149787 262.386756)rotate(-45)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-49 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-53 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=matplotlib.axis_2&gt;&lt;g id=ytick_1&gt;&lt;g id=line2d_15&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 232.469026 \n",
       "L 416.88 232.469026 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_16 /&gt;&lt;g id=text_8&gt;&lt;g transform=&quot;translate(62.1425 237.787932)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_2&gt;&lt;g id=line2d_17&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 195.171896 \n",
       "L 416.88 195.171896 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_18 /&gt;&lt;g id=text_9&gt;&lt;defs&gt;&lt;path id=DejaVuSans-50 d=&quot;M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(44.3275 200.490802)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-50 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_3&gt;&lt;g id=line2d_19&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 157.874766 \n",
       "L 416.88 157.874766 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_20 /&gt;&lt;g id=text_10&gt;&lt;defs&gt;&lt;path id=DejaVuSans-52 d=&quot;M 37.796875 64.3125 \n",
       "L 12.890625 25.390625 \n",
       "L 37.796875 25.390625 \n",
       "z\n",
       "M 35.203125 72.90625 \n",
       "L 47.609375 72.90625 \n",
       "L 47.609375 25.390625 \n",
       "L 58.015625 25.390625 \n",
       "L 58.015625 17.1875 \n",
       "L 47.609375 17.1875 \n",
       "L 47.609375 0 \n",
       "L 37.796875 0 \n",
       "L 37.796875 17.1875 \n",
       "L 4.890625 17.1875 \n",
       "L 4.890625 26.703125 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(44.3275 163.193672)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-52 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_4&gt;&lt;g id=line2d_21&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 120.577636 \n",
       "L 416.88 120.577636 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_22 /&gt;&lt;g id=text_11&gt;&lt;defs&gt;&lt;path id=DejaVuSans-54 d=&quot;M 33.015625 40.375 \n",
       "Q 26.375 40.375 22.484375 35.828125 \n",
       "Q 18.609375 31.296875 18.609375 23.390625 \n",
       "Q 18.609375 15.53125 22.484375 10.953125 \n",
       "Q 26.375 6.390625 33.015625 6.390625 \n",
       "Q 39.65625 6.390625 43.53125 10.953125 \n",
       "Q 47.40625 15.53125 47.40625 23.390625 \n",
       "Q 47.40625 31.296875 43.53125 35.828125 \n",
       "Q 39.65625 40.375 33.015625 40.375 \n",
       "z\n",
       "M 52.59375 71.296875 \n",
       "L 52.59375 62.3125 \n",
       "Q 48.875 64.0625 45.09375 64.984375 \n",
       "Q 41.3125 65.921875 37.59375 65.921875 \n",
       "Q 27.828125 65.921875 22.671875 59.328125 \n",
       "Q 17.53125 52.734375 16.796875 39.40625 \n",
       "Q 19.671875 43.65625 24.015625 45.921875 \n",
       "Q 28.375 48.1875 33.59375 48.1875 \n",
       "Q 44.578125 48.1875 50.953125 41.515625 \n",
       "Q 57.328125 34.859375 57.328125 23.390625 \n",
       "Q 57.328125 12.15625 50.6875 5.359375 \n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \n",
       "Q 6.984375 17.96875 6.984375 36.375 \n",
       "Q 6.984375 53.65625 15.1875 63.9375 \n",
       "Q 23.390625 74.21875 37.203125 74.21875 \n",
       "Q 40.921875 74.21875 44.703125 73.484375 \n",
       "Q 48.484375 72.75 52.59375 71.296875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(44.3275 125.896542)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-54 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_5&gt;&lt;g id=line2d_23&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 83.280505 \n",
       "L 416.88 83.280505 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_24 /&gt;&lt;g id=text_12&gt;&lt;defs&gt;&lt;path id=DejaVuSans-56 d=&quot;M 31.78125 34.625 \n",
       "Q 24.75 34.625 20.71875 30.859375 \n",
       "Q 16.703125 27.09375 16.703125 20.515625 \n",
       "Q 16.703125 13.921875 20.71875 10.15625 \n",
       "Q 24.75 6.390625 31.78125 6.390625 \n",
       "Q 38.8125 6.390625 42.859375 10.171875 \n",
       "Q 46.921875 13.96875 46.921875 20.515625 \n",
       "Q 46.921875 27.09375 42.890625 30.859375 \n",
       "Q 38.875 34.625 31.78125 34.625 \n",
       "z\n",
       "M 21.921875 38.8125 \n",
       "Q 15.578125 40.375 12.03125 44.71875 \n",
       "Q 8.5 49.078125 8.5 55.328125 \n",
       "Q 8.5 64.0625 14.71875 69.140625 \n",
       "Q 20.953125 74.21875 31.78125 74.21875 \n",
       "Q 42.671875 74.21875 48.875 69.140625 \n",
       "Q 55.078125 64.0625 55.078125 55.328125 \n",
       "Q 55.078125 49.078125 51.53125 44.71875 \n",
       "Q 48 40.375 41.703125 38.8125 \n",
       "Q 48.828125 37.15625 52.796875 32.3125 \n",
       "Q 56.78125 27.484375 56.78125 20.515625 \n",
       "Q 56.78125 9.90625 50.3125 4.234375 \n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \n",
       "Q 19.734375 -1.421875 13.25 4.234375 \n",
       "Q 6.78125 9.90625 6.78125 20.515625 \n",
       "Q 6.78125 27.484375 10.78125 32.3125 \n",
       "Q 14.796875 37.15625 21.921875 38.8125 \n",
       "z\n",
       "M 18.3125 54.390625 \n",
       "Q 18.3125 48.734375 21.84375 45.5625 \n",
       "Q 25.390625 42.390625 31.78125 42.390625 \n",
       "Q 38.140625 42.390625 41.71875 45.5625 \n",
       "Q 45.3125 48.734375 45.3125 54.390625 \n",
       "Q 45.3125 60.0625 41.71875 63.234375 \n",
       "Q 38.140625 66.40625 31.78125 66.40625 \n",
       "Q 25.390625 66.40625 21.84375 63.234375 \n",
       "Q 18.3125 60.0625 18.3125 54.390625 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(44.3275 88.599412)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-56 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=ytick_6&gt;&lt;g id=line2d_25&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:none;stroke:#cbcbcb; d=&quot;M 74.55 45.983375 \n",
       "L 416.88 45.983375 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=line2d_26 /&gt;&lt;g id=text_13&gt;&lt;g transform=&quot;translate(35.42 51.302281)scale(0.14 -0.14)&quot;&gt;&lt;use xlink:href=#DejaVuSans-49 /&gt;&lt;use x=63.623047 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=127.246094 xlink:href=#DejaVuSans-48 /&gt;&lt;use x=190.869141 xlink:href=#DejaVuSans-48 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=text_14&gt;&lt;defs&gt;&lt;path id=DejaVuSans-70 d=&quot;M 9.8125 72.90625 \n",
       "L 51.703125 72.90625 \n",
       "L 51.703125 64.59375 \n",
       "L 19.671875 64.59375 \n",
       "L 19.671875 43.109375 \n",
       "L 48.578125 43.109375 \n",
       "L 48.578125 34.8125 \n",
       "L 19.671875 34.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-114 d=&quot;M 41.109375 46.296875 \n",
       "Q 39.59375 47.171875 37.8125 47.578125 \n",
       "Q 36.03125 48 33.890625 48 \n",
       "Q 26.265625 48 22.1875 43.046875 \n",
       "Q 18.109375 38.09375 18.109375 28.8125 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 20.953125 51.171875 25.484375 53.578125 \n",
       "Q 30.03125 56 36.53125 56 \n",
       "Q 37.453125 56 38.578125 55.875 \n",
       "Q 39.703125 55.765625 41.0625 55.515625 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-101 d=&quot;M 56.203125 29.59375 \n",
       "L 56.203125 25.203125 \n",
       "L 14.890625 25.203125 \n",
       "Q 15.484375 15.921875 20.484375 11.0625 \n",
       "Q 25.484375 6.203125 34.421875 6.203125 \n",
       "Q 39.59375 6.203125 44.453125 7.46875 \n",
       "Q 49.3125 8.734375 54.109375 11.28125 \n",
       "L 54.109375 2.78125 \n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \n",
       "Q 5.515625 13.8125 5.515625 26.8125 \n",
       "Q 5.515625 40.234375 12.765625 48.109375 \n",
       "Q 20.015625 56 32.328125 56 \n",
       "Q 43.359375 56 49.78125 48.890625 \n",
       "Q 56.203125 41.796875 56.203125 29.59375 \n",
       "z\n",
       "M 47.21875 32.234375 \n",
       "Q 47.125 39.59375 43.09375 43.984375 \n",
       "Q 39.0625 48.390625 32.421875 48.390625 \n",
       "Q 24.90625 48.390625 20.390625 44.140625 \n",
       "Q 15.875 39.890625 15.1875 32.171875 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-113 d=&quot;M 14.796875 27.296875 \n",
       "Q 14.796875 17.390625 18.875 11.75 \n",
       "Q 22.953125 6.109375 30.078125 6.109375 \n",
       "Q 37.203125 6.109375 41.296875 11.75 \n",
       "Q 45.40625 17.390625 45.40625 27.296875 \n",
       "Q 45.40625 37.203125 41.296875 42.84375 \n",
       "Q 37.203125 48.484375 30.078125 48.484375 \n",
       "Q 22.953125 48.484375 18.875 42.84375 \n",
       "Q 14.796875 37.203125 14.796875 27.296875 \n",
       "z\n",
       "M 45.40625 8.203125 \n",
       "Q 42.578125 3.328125 38.25 0.953125 \n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \n",
       "Q 5.515625 14.40625 5.515625 27.296875 \n",
       "Q 5.515625 40.1875 11.734375 48.09375 \n",
       "Q 17.96875 56 27.875 56 \n",
       "Q 33.9375 56 38.25 53.625 \n",
       "Q 42.578125 51.265625 45.40625 46.390625 \n",
       "L 45.40625 54.6875 \n",
       "L 54.390625 54.6875 \n",
       "L 54.390625 -20.796875 \n",
       "L 45.40625 -20.796875 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-117 d=&quot;M 8.5 21.578125 \n",
       "L 8.5 54.6875 \n",
       "L 17.484375 54.6875 \n",
       "L 17.484375 21.921875 \n",
       "Q 17.484375 14.15625 20.5 10.265625 \n",
       "Q 23.53125 6.390625 29.59375 6.390625 \n",
       "Q 36.859375 6.390625 41.078125 11.03125 \n",
       "Q 45.3125 15.671875 45.3125 23.6875 \n",
       "L 45.3125 54.6875 \n",
       "L 54.296875 54.6875 \n",
       "L 54.296875 0 \n",
       "L 45.3125 0 \n",
       "L 45.3125 8.40625 \n",
       "Q 42.046875 3.421875 37.71875 1 \n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \n",
       "Q 18.265625 -1.421875 13.375 4.4375 \n",
       "Q 8.5 10.296875 8.5 21.578125 \n",
       "z\n",
       "M 31.109375 56 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-110 d=&quot;M 54.890625 33.015625 \n",
       "L 54.890625 0 \n",
       "L 45.90625 0 \n",
       "L 45.90625 32.71875 \n",
       "Q 45.90625 40.484375 42.875 44.328125 \n",
       "Q 39.84375 48.1875 33.796875 48.1875 \n",
       "Q 26.515625 48.1875 22.3125 43.546875 \n",
       "Q 18.109375 38.921875 18.109375 30.90625 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 21.34375 51.125 25.703125 53.5625 \n",
       "Q 30.078125 56 35.796875 56 \n",
       "Q 45.21875 56 50.046875 50.171875 \n",
       "Q 54.890625 44.34375 54.890625 33.015625 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-99 d=&quot;M 48.78125 52.59375 \n",
       "L 48.78125 44.1875 \n",
       "Q 44.96875 46.296875 41.140625 47.34375 \n",
       "Q 37.3125 48.390625 33.40625 48.390625 \n",
       "Q 24.65625 48.390625 19.8125 42.84375 \n",
       "Q 14.984375 37.3125 14.984375 27.296875 \n",
       "Q 14.984375 17.28125 19.8125 11.734375 \n",
       "Q 24.65625 6.203125 33.40625 6.203125 \n",
       "Q 37.3125 6.203125 41.140625 7.25 \n",
       "Q 44.96875 8.296875 48.78125 10.40625 \n",
       "L 48.78125 2.09375 \n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \n",
       "Q 5.515625 14.109375 5.515625 27.296875 \n",
       "Q 5.515625 40.671875 12.859375 48.328125 \n",
       "Q 20.21875 56 33.015625 56 \n",
       "Q 37.15625 56 41.109375 55.140625 \n",
       "Q 45.0625 54.296875 48.78125 52.59375 \n",
       "z\n",
       "&quot;/&gt;&lt;path id=DejaVuSans-121 d=&quot;M 32.171875 -5.078125 \n",
       "Q 28.375 -14.84375 24.75 -17.8125 \n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \n",
       "L 7.90625 -20.796875 \n",
       "L 7.90625 -13.28125 \n",
       "L 13.1875 -13.28125 \n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \n",
       "Q 21 -9.765625 23.484375 -3.21875 \n",
       "L 25.09375 0.875 \n",
       "L 2.984375 54.6875 \n",
       "L 12.5 54.6875 \n",
       "L 29.59375 11.921875 \n",
       "L 46.6875 54.6875 \n",
       "L 56.203125 54.6875 \n",
       "z\n",
       "&quot;/&gt;&lt;/defs&gt;&lt;g transform=&quot;translate(27.926125 167.188388)rotate(-90)scale(0.168 -0.168)&quot;&gt;&lt;use xlink:href=#DejaVuSans-70 /&gt;&lt;use x=50.269531 xlink:href=#DejaVuSans-114 /&gt;&lt;use x=89.132812 xlink:href=#DejaVuSans-101 /&gt;&lt;use x=150.65625 xlink:href=#DejaVuSans-113 /&gt;&lt;use x=214.132812 xlink:href=#DejaVuSans-117 /&gt;&lt;use x=277.511719 xlink:href=#DejaVuSans-101 /&gt;&lt;use x=339.035156 xlink:href=#DejaVuSans-110 /&gt;&lt;use x=402.414062 xlink:href=#DejaVuSans-99 /&gt;&lt;use x=457.394531 xlink:href=#DejaVuSans-121 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=patch_3&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 90.110455 232.469026 \n",
       "L 121.231364 232.469026 \n",
       "L 121.231364 231.723083 \n",
       "L 90.110455 231.723083 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_4&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 121.231364 232.469026 \n",
       "L 152.352273 232.469026 \n",
       "L 152.352273 155.636938 \n",
       "L 121.231364 155.636938 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_5&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 152.352273 232.469026 \n",
       "L 183.473182 232.469026 \n",
       "L 183.473182 25.469954 \n",
       "L 152.352273 25.469954 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_6&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 183.473182 232.469026 \n",
       "L 214.594091 232.469026 \n",
       "L 214.594091 231.350112 \n",
       "L 183.473182 231.350112 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_7&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 214.594091 232.469026 \n",
       "L 245.715 232.469026 \n",
       "L 245.715 225.755543 \n",
       "L 214.594091 225.755543 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_8&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 245.715 232.469026 \n",
       "L 276.835909 232.469026 \n",
       "L 276.835909 226.874456 \n",
       "L 245.715 226.874456 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_9&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 276.835909 232.469026 \n",
       "L 307.956818 232.469026 \n",
       "L 307.956818 229.858227 \n",
       "L 276.835909 229.858227 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_10&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 307.956818 232.469026 \n",
       "L 339.077727 232.469026 \n",
       "L 339.077727 225.942028 \n",
       "L 307.956818 225.942028 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_11&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 339.077727 232.469026 \n",
       "L 370.198636 232.469026 \n",
       "L 370.198636 216.43126 \n",
       "L 339.077727 216.43126 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_12&gt;&lt;path clip-path=url(#p252aaa5ad0) style=fill:#337ab7; d=&quot;M 370.198636 232.469026 \n",
       "L 401.319545 232.469026 \n",
       "L 401.319545 231.536598 \n",
       "L 370.198636 231.536598 \n",
       "z\n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_13&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 74.55 232.469026 \n",
       "L 74.55 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_14&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 416.88 232.469026 \n",
       "L 416.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_15&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 74.55 232.469026 \n",
       "L 416.88 232.469026 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;g id=patch_16&gt;&lt;path style=fill:none;stroke:#f0f0f0;stroke-linecap:square;stroke-linejoin:miter;stroke-width:3; d=&quot;M 74.55 15.12 \n",
       "L 416.88 15.12 \n",
       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p252aaa5ad0&gt;&lt;rect height=217.349026 width=342.33 x=74.55 y=15.12 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=10) &lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1009446786114956006bottom--1009446786114956006common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-73.986581&gt; -73.986581 &lt;/td&gt;&lt;td class=number&gt; 32 &lt;/td&gt;&lt;td class=number&gt; 1.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-79.055844&gt; -79.055844 &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-78.781192&gt; -78.781192 &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-80.843127&gt; -80.843127 &lt;/td&gt;&lt;td class=number&gt; 23 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-78.639099&gt; -78.639099 &lt;/td&gt;&lt;td class=number&gt; 21 &lt;/td&gt;&lt;td class=number&gt; 1.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-96.796856&gt; -96.796856 &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-95.367697&gt; -95.367697 &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-80.193659&gt; -80.193659 &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=103.852038&gt; 103.852038 &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=116.391248&gt; 116.391248 &lt;/td&gt;&lt;td class=number&gt; 14 &lt;/td&gt;&lt;td class=number&gt; 0.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (936)&quot;&gt; Other values (936) &lt;/td&gt;&lt;td class=number&gt; 1530 &lt;/td&gt;&lt;td class=number&gt; 88.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1009446786114956006bottom--1009446786114956006extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1009446786114956006extreme_values--1009446786114956006firstn aria-controls=-1009446786114956006extreme_values--1009446786114956006firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1009446786114956006extreme_values--1009446786114956006lastn aria-controls=-1009446786114956006extreme_values--1009446786114956006lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1009446786114956006extreme_values--1009446786114956006firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-157.855676&gt; -157.855676 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:50.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-157.743326&gt; -157.743326 &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-149.894852&gt; -149.894852 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:50.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-124.071613&gt; -124.071613 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:50.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=-123.341398&gt; -123.341398 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:50.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1009446786114956006extreme_values--1009446786114956006lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=176.252922&gt; 176.252922 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=174.777224&gt; 174.777224 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=171.809845&gt; 171.809845 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=145.152276&gt; 145.152276 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=144.837839&gt; 144.837839 &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-7010551760113631193&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=free_lunch_percent&gt;&lt;a href=#pp_var_-7010551760113631193&gt;free_lunch_percent&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;HIGH CARDINALITY&lt;/code&gt;&lt;br&gt;&lt;code&gt;MISSING&lt;/code&gt;&lt;br&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr class=alert&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;681&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;47.6%&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;308&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;17.7%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;Data not available&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:45.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 427 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;0&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:2.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 26 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;0.19985825&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 16 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;0.02493321&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 8 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;0.04314994&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 7 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (676)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 947 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--7010551760113631193, #minifreqtable-7010551760113631193&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--7010551760113631193 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7010551760113631193bottom--7010551760113631193common_values aria-controls=-7010551760113631193bottom--7010551760113631193common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7010551760113631193bottom--7010551760113631193common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Data not available&quot;&gt; Data not available &lt;/td&gt;&lt;td class=number&gt; 427 &lt;/td&gt;&lt;td class=number&gt; 24.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:46.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0&gt; 0 &lt;/td&gt;&lt;td class=number&gt; 26 &lt;/td&gt;&lt;td class=number&gt; 1.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:2.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.19985825&gt; 0.19985825 &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.02493321&gt; 0.02493321 &lt;/td&gt;&lt;td class=number&gt; 8 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.04314994&gt; 0.04314994 &lt;/td&gt;&lt;td class=number&gt; 7 &lt;/td&gt;&lt;td class=number&gt; 0.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.18222321&gt; 0.18222321 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.178181818&gt; 0.178181818 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.30738595&gt; 0.30738595 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.08558262&gt; 0.08558262 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0.02921195&gt; 0.02921195 &lt;/td&gt;&lt;td class=number&gt; 5 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (671)&quot;&gt; Other values (671) &lt;/td&gt;&lt;td class=number&gt; 918 &lt;/td&gt;&lt;td class=number&gt; 52.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td class=fillremaining title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td class=number&gt; 308 &lt;/td&gt;&lt;td class=number&gt; 17.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:33.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-4996502412854351254&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=public_private&gt;&lt;a href=#pp_var_-4996502412854351254&gt;public_private&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;4&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;public&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1096 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;private&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:57.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 625 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Data not available&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 10 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Home School&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 8 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--4996502412854351254, #minifreqtable-4996502412854351254&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--4996502412854351254 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-4996502412854351254bottom--4996502412854351254common_values aria-controls=-4996502412854351254bottom--4996502412854351254common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-4996502412854351254bottom--4996502412854351254common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=public&gt; public &lt;/td&gt;&lt;td class=number&gt; 1096 &lt;/td&gt;&lt;td class=number&gt; 63.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=private&gt; private &lt;/td&gt;&lt;td class=number&gt; 625 &lt;/td&gt;&lt;td class=number&gt; 35.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:57.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Data not available&quot;&gt; Data not available &lt;/td&gt;&lt;td class=number&gt; 10 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Home School&quot;&gt; Home School &lt;/td&gt;&lt;td class=number&gt; 8 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_3476719652700699775&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=domestic_school&gt;&lt;a href=#pp_var_3476719652700699775&gt;domestic_school&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;Domestic&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1514 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;International&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:14.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 224 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Data not available&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 1 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-3476719652700699775, #minifreqtable3476719652700699775&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-3476719652700699775 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#3476719652700699775bottom-3476719652700699775common_values aria-controls=3476719652700699775bottom-3476719652700699775common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=3476719652700699775bottom-3476719652700699775common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Domestic&gt; Domestic &lt;/td&gt;&lt;td class=number&gt; 1514 &lt;/td&gt;&lt;td class=number&gt; 87.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=International&gt; International &lt;/td&gt;&lt;td class=number&gt; 224 &lt;/td&gt;&lt;td class=number&gt; 12.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:14.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Data not available&quot;&gt; Data not available &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1344041225598281454&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=boarding&gt;&lt;a href=#pp_var_-1344041225598281454&gt;boarding&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;Day&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1633 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Boarding&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:5.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 93 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Data not available&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 11 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1344041225598281454, #minifreqtable-1344041225598281454&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1344041225598281454 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1344041225598281454bottom--1344041225598281454common_values aria-controls=-1344041225598281454bottom--1344041225598281454common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1344041225598281454bottom--1344041225598281454common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Day&gt; Day &lt;/td&gt;&lt;td class=number&gt; 1633 &lt;/td&gt;&lt;td class=number&gt; 93.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Boarding&gt; Boarding &lt;/td&gt;&lt;td class=number&gt; 93 &lt;/td&gt;&lt;td class=number&gt; 5.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:5.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Data not available&quot;&gt; Data not available &lt;/td&gt;&lt;td class=number&gt; 11 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td class=fillremaining title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-7723044146183092835&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=religion&gt;&lt;a href=#pp_var_-7723044146183092835&gt;religion&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;12&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.7%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;Unafilliated&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1516 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Catholic&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:8.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 123 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Episcopal&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 52 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Inter-/Non-denominational&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 23 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Quaker&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 9 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (7)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 16 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--7723044146183092835, #minifreqtable-7723044146183092835&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--7723044146183092835 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7723044146183092835bottom--7723044146183092835common_values aria-controls=-7723044146183092835bottom--7723044146183092835common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7723044146183092835bottom--7723044146183092835common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Unafilliated&gt; Unafilliated &lt;/td&gt;&lt;td class=number&gt; 1516 &lt;/td&gt;&lt;td class=number&gt; 87.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Catholic&gt; Catholic &lt;/td&gt;&lt;td class=number&gt; 123 &lt;/td&gt;&lt;td class=number&gt; 7.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:8.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Episcopal&gt; Episcopal &lt;/td&gt;&lt;td class=number&gt; 52 &lt;/td&gt;&lt;td class=number&gt; 3.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Inter-/Non-denominational&gt; Inter-/Non-denominational &lt;/td&gt;&lt;td class=number&gt; 23 &lt;/td&gt;&lt;td class=number&gt; 1.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Quaker&gt; Quaker &lt;/td&gt;&lt;td class=number&gt; 9 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Jewish&gt; Jewish &lt;/td&gt;&lt;td class=number&gt; 5 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Presbyterian&gt; Presbyterian &lt;/td&gt;&lt;td class=number&gt; 3 &lt;/td&gt;&lt;td class=number&gt; 0.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Pentecostal&gt; Pentecostal &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Antabaptist&gt; Antabaptist &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Methodist&gt; Methodist &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (2)&quot;&gt; Other values (2) &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_4614845870418970388&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=school_gender&gt;&lt;a href=#pp_var_4614845870418970388&gt;school_gender&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;4&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;Co-Ed&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1605 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;All-Boys&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:4.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 78 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;All-Girls&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 53 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Data not available&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 1 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-4614845870418970388, #minifreqtable4614845870418970388&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-4614845870418970388 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#4614845870418970388bottom-4614845870418970388common_values aria-controls=4614845870418970388bottom-4614845870418970388common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=4614845870418970388bottom-4614845870418970388common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Co-Ed&gt; Co-Ed &lt;/td&gt;&lt;td class=number&gt; 1605 &lt;/td&gt;&lt;td class=number&gt; 92.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=All-Boys&gt; All-Boys &lt;/td&gt;&lt;td class=number&gt; 78 &lt;/td&gt;&lt;td class=number&gt; 4.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:4.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=All-Girls&gt; All-Girls &lt;/td&gt;&lt;td class=number&gt; 53 &lt;/td&gt;&lt;td class=number&gt; 3.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:3.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Data not available&quot;&gt; Data not available &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td class=fillremaining title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td class=number&gt; 2 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-4783101291462676035&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=tuition&gt;&lt;a href=#pp_var_-4783101291462676035&gt;tuition&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;HIGH CARDINALITY&lt;/code&gt;&lt;br&gt;&lt;code&gt;MISSING&lt;/code&gt;&lt;br&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr class=alert&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;394&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;23.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;44&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;2.5%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;0&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1059 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;2708.82&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 11 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;24040&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 10 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;22400&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 9 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;25000&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 9 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (389)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:56.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 597 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--4783101291462676035, #minifreqtable-4783101291462676035&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--4783101291462676035 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-4783101291462676035bottom--4783101291462676035common_values aria-controls=-4783101291462676035bottom--4783101291462676035common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-4783101291462676035bottom--4783101291462676035common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=0&gt; 0 &lt;/td&gt;&lt;td class=number&gt; 1059 &lt;/td&gt;&lt;td class=number&gt; 60.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=2708.82&gt; 2708.82 &lt;/td&gt;&lt;td class=number&gt; 11 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=24040&gt; 24040 &lt;/td&gt;&lt;td class=number&gt; 10 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=22400&gt; 22400 &lt;/td&gt;&lt;td class=number&gt; 9 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=25000&gt; 25000 &lt;/td&gt;&lt;td class=number&gt; 9 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=42805&gt; 42805 &lt;/td&gt;&lt;td class=number&gt; 7 &lt;/td&gt;&lt;td class=number&gt; 0.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=57000&gt; 57000 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=20000&gt; 20000 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=40450&gt; 40450 &lt;/td&gt;&lt;td class=number&gt; 6 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=15000&gt; 15000 &lt;/td&gt;&lt;td class=number&gt; 5 &lt;/td&gt;&lt;td class=number&gt; 0.3% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (384)&quot;&gt; Other values (384) &lt;/td&gt;&lt;td class=number&gt; 567 &lt;/td&gt;&lt;td class=number&gt; 32.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:53.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td class=fillremaining title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td class=number&gt; 44 &lt;/td&gt;&lt;td class=number&gt; 2.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:4.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-375705555760476981&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=sports_team&gt;&lt;a href=#pp_var_-375705555760476981&gt;sports_team&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;23&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;1.3%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;None&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1561 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Fooball&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 24 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Men&amp;#39;s Track&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 16 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Rowing&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 13 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Baseball&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 13 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (18)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:7.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 112 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--375705555760476981, #minifreqtable-375705555760476981&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--375705555760476981 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-375705555760476981bottom--375705555760476981common_values aria-controls=-375705555760476981bottom--375705555760476981common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-375705555760476981bottom--375705555760476981common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=None&gt; None &lt;/td&gt;&lt;td class=number&gt; 1561 &lt;/td&gt;&lt;td class=number&gt; 89.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Fooball&gt; Fooball &lt;/td&gt;&lt;td class=number&gt; 24 &lt;/td&gt;&lt;td class=number&gt; 1.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Men&#x27;s Track&quot;&gt; Men&amp;#39;s Track &lt;/td&gt;&lt;td class=number&gt; 16 &lt;/td&gt;&lt;td class=number&gt; 0.9% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Rowing&gt; Rowing &lt;/td&gt;&lt;td class=number&gt; 13 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Baseball&gt; Baseball &lt;/td&gt;&lt;td class=number&gt; 13 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Men&#x27;s Soccer&quot;&gt; Men&amp;#39;s Soccer &lt;/td&gt;&lt;td class=number&gt; 12 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Men&#x27;s Lacrosse&quot;&gt; Men&amp;#39;s Lacrosse &lt;/td&gt;&lt;td class=number&gt; 11 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Women&#x27;s Lacrosse&quot;&gt; Women&amp;#39;s Lacrosse &lt;/td&gt;&lt;td class=number&gt; 9 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Women&#x27;s Soccer&quot;&gt; Women&amp;#39;s Soccer &lt;/td&gt;&lt;td class=number&gt; 8 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Women&#x27;s Fencing&quot;&gt; Women&amp;#39;s Fencing &lt;/td&gt;&lt;td class=number&gt; 8 &lt;/td&gt;&lt;td class=number&gt; 0.5% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td class=fillremaining title=&quot;Other values (13)&quot;&gt; Other values (13) &lt;/td&gt;&lt;td class=number&gt; 64 &lt;/td&gt;&lt;td class=number&gt; 3.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:4.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-581577501320543493&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=scholarship&gt;&lt;a href=#pp_var_-581577501320543493&gt;scholarship&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct count&lt;/th&gt;&lt;td&gt;9&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.5%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;13.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt;None&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1666 &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;AB&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 19 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;Robertson&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:1.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 17 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;University&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 12 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt;BN&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 11 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt;Other values (4)&lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 14 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--581577501320543493, #minifreqtable-581577501320543493&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--581577501320543493 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-581577501320543493bottom--581577501320543493common_values aria-controls=-581577501320543493bottom--581577501320543493common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-581577501320543493bottom--581577501320543493common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td class=fillremaining&gt;Value&lt;/td&gt;&lt;td class=number&gt;Count&lt;/td&gt;&lt;td class=number&gt;Frequency (%)&lt;/td&gt;&lt;td class=frequency-percentage&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td class=fillremaining title=None&gt; None &lt;/td&gt;&lt;td class=number&gt; 1666 &lt;/td&gt;&lt;td class=number&gt; 95.8% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=AB&gt; AB &lt;/td&gt;&lt;td class=number&gt; 19 &lt;/td&gt;&lt;td class=number&gt; 1.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Robertson&gt; Robertson &lt;/td&gt;&lt;td class=number&gt; 17 &lt;/td&gt;&lt;td class=number&gt; 1.0% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:1.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=University&gt; University &lt;/td&gt;&lt;td class=number&gt; 12 &lt;/td&gt;&lt;td class=number&gt; 0.7% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=BN&gt; BN &lt;/td&gt;&lt;td class=number&gt; 11 &lt;/td&gt;&lt;td class=number&gt; 0.6% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Reggie&gt; Reggie &lt;/td&gt;&lt;td class=number&gt; 7 &lt;/td&gt;&lt;td class=number&gt; 0.4% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Trinity&gt; Trinity &lt;/td&gt;&lt;td class=number&gt; 3 &lt;/td&gt;&lt;td class=number&gt; 0.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=Karsh&gt; Karsh &lt;/td&gt;&lt;td class=number&gt; 3 &lt;/td&gt;&lt;td class=number&gt; 0.2% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td class=fillremaining title=&quot;Alumni Endowed&quot;&gt; Alumni Endowed &lt;/td&gt;&lt;td class=number&gt; 1 &lt;/td&gt;&lt;td class=number&gt; 0.1% &lt;/td&gt;&lt;td class=bartd&gt;&lt;div class=bar style=width:0.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=sample&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Sample&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;h2 class=indent&gt;First rows&lt;/h2&gt;&lt;div id=sample-container class=col-sm-12&gt;&lt;table border=1 class=&quot;dataframe sample table table-striped&quot;&gt;&lt;thead&gt;&lt;tr style=&quot;text-align: right;&quot;&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;greek_council&lt;/th&gt;&lt;th&gt;greek_organization&lt;/th&gt;&lt;th&gt;city&lt;/th&gt;&lt;th&gt;state&lt;/th&gt;&lt;th&gt;country&lt;/th&gt;&lt;th&gt;latitude&lt;/th&gt;&lt;th&gt;longitude&lt;/th&gt;&lt;th&gt;free_lunch_percent&lt;/th&gt;&lt;th&gt;public_private&lt;/th&gt;&lt;th&gt;domestic_school&lt;/th&gt;&lt;th&gt;boarding&lt;/th&gt;&lt;th&gt;religion&lt;/th&gt;&lt;th&gt;school_gender&lt;/th&gt;&lt;th&gt;tuition&lt;/th&gt;&lt;th&gt;sports_team&lt;/th&gt;&lt;th&gt;scholarship&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;0&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Accokeek&lt;/td&gt;&lt;td&gt;Maryland&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;38.667617&lt;/td&gt;&lt;td&gt;-77.028309&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Episcopal&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;36610&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Advance&lt;/td&gt;&lt;td&gt;North Carolina&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;35.941248&lt;/td&gt;&lt;td&gt;-80.409222&lt;/td&gt;&lt;td&gt;0.34741523&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;Fooball&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Ajman&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;United Arab Emirates&lt;/td&gt;&lt;td&gt;25.509129&lt;/td&gt;&lt;td&gt;55.361907&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;International&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;13093.46&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Alameda&lt;/td&gt;&lt;td&gt;California&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;37.609029&lt;/td&gt;&lt;td&gt;-121.899142&lt;/td&gt;&lt;td&gt;0.2268&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Albuquerque&lt;/td&gt;&lt;td&gt;New Mexico&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;35.084103&lt;/td&gt;&lt;td&gt;-106.650985&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;22870&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Albuquerque&lt;/td&gt;&lt;td&gt;New Mexico&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;35.084103&lt;/td&gt;&lt;td&gt;-106.650985&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;22870&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;6&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Albuquerque&lt;/td&gt;&lt;td&gt;New Mexico&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;35.084103&lt;/td&gt;&lt;td&gt;-106.650985&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;22870&lt;/td&gt;&lt;td&gt;Men&#x27;s Track&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;7&lt;/th&gt;&lt;td&gt;Fraternity&lt;/td&gt;&lt;td&gt;Sigma Chi&lt;/td&gt;&lt;td&gt;Albuquerque&lt;/td&gt;&lt;td&gt;New Mexico&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;35.084103&lt;/td&gt;&lt;td&gt;-106.650985&lt;/td&gt;&lt;td&gt;0.56784492&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;8&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Alexandria&lt;/td&gt;&lt;td&gt;Virginia&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;38.805110&lt;/td&gt;&lt;td&gt;-77.047023&lt;/td&gt;&lt;td&gt;0.5183&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Allen&lt;/td&gt;&lt;td&gt;Texas&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;33.103174&lt;/td&gt;&lt;td&gt;-96.670550&lt;/td&gt;&lt;td&gt;0.143&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;h2 class=indent&gt;Last rows&lt;/h2&gt;&lt;div id=sample-container class=col-sm-12&gt;&lt;table border=1 class=&quot;dataframe sample table table-striped&quot;&gt;&lt;thead&gt;&lt;tr style=&quot;text-align: right;&quot;&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;greek_council&lt;/th&gt;&lt;th&gt;greek_organization&lt;/th&gt;&lt;th&gt;city&lt;/th&gt;&lt;th&gt;state&lt;/th&gt;&lt;th&gt;country&lt;/th&gt;&lt;th&gt;latitude&lt;/th&gt;&lt;th&gt;longitude&lt;/th&gt;&lt;th&gt;free_lunch_percent&lt;/th&gt;&lt;th&gt;public_private&lt;/th&gt;&lt;th&gt;domestic_school&lt;/th&gt;&lt;th&gt;boarding&lt;/th&gt;&lt;th&gt;religion&lt;/th&gt;&lt;th&gt;school_gender&lt;/th&gt;&lt;th&gt;tuition&lt;/th&gt;&lt;th&gt;sports_team&lt;/th&gt;&lt;th&gt;scholarship&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1729&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yazoo City&lt;/td&gt;&lt;td&gt;Mississippi&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;32.855133&lt;/td&gt;&lt;td&gt;-90.405647&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Inter-/Non-denominational&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;5508&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1730&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yokohama&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;Japan&lt;/td&gt;&lt;td&gt;35.455592&lt;/td&gt;&lt;td&gt;139.572196&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;International&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;23717.5&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1731&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yongin&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;South Korea&lt;/td&gt;&lt;td&gt;37.240856&lt;/td&gt;&lt;td&gt;127.177602&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;International&lt;/td&gt;&lt;td&gt;Boarding&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1732&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yorba Linda&lt;/td&gt;&lt;td&gt;California&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;33.890107&lt;/td&gt;&lt;td&gt;-117.825594&lt;/td&gt;&lt;td&gt;0.09159584&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1733&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yuba City&lt;/td&gt;&lt;td&gt;California&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;39.140448&lt;/td&gt;&lt;td&gt;-121.616911&lt;/td&gt;&lt;td&gt;0.26551226&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1734&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Yuma&lt;/td&gt;&lt;td&gt;Arizona&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;32.665167&lt;/td&gt;&lt;td&gt;-114.475905&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Catholic&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;8950&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1735&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Zhanjiang&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;China&lt;/td&gt;&lt;td&gt;21.202192&lt;/td&gt;&lt;td&gt;110.404598&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;International&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1736&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Zhanjiang&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;China&lt;/td&gt;&lt;td&gt;21.202192&lt;/td&gt;&lt;td&gt;110.404598&lt;/td&gt;&lt;td&gt;Data not available&lt;/td&gt;&lt;td&gt;private&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Boarding&lt;/td&gt;&lt;td&gt;Catholic&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;58300&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1737&lt;/th&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;Zionsville&lt;/td&gt;&lt;td&gt;Indiana&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;39.950873&lt;/td&gt;&lt;td&gt;-86.261937&lt;/td&gt;&lt;td&gt;0.04590163&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;Men&#x27;s Golf&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1738&lt;/th&gt;&lt;td&gt;Sorority&lt;/td&gt;&lt;td&gt;Gamma Phi Beta&lt;/td&gt;&lt;td&gt;Zolfo Springs&lt;/td&gt;&lt;td&gt;Florida&lt;/td&gt;&lt;td&gt;United States&lt;/td&gt;&lt;td&gt;27.493372&lt;/td&gt;&lt;td&gt;-81.795915&lt;/td&gt;&lt;td&gt;0.73328435&lt;/td&gt;&lt;td&gt;public&lt;/td&gt;&lt;td&gt;Domestic&lt;/td&gt;&lt;td&gt;Day&lt;/td&gt;&lt;td&gt;Unafilliated&lt;/td&gt;&lt;td&gt;Co-Ed&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;td&gt;None&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;footer&gt;&lt;div class=container-fluid&gt;&lt;div class=&quot;row center-block footer-text&quot;&gt;&lt;p class=&quot;text-muted text-center&quot;&gt;Report generated with &lt;a href=https://github.com/pandas-profiling/pandas-profiling&gt;pandas-profiling&lt;/a&gt;.&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;&lt;/footer&gt;&lt;script&gt;\n",
       "/*! jQuery v1.12.4 | (c) jQuery Foundation | jquery.org/license */\n",
       "!function(a,b){&quot;object&quot;==typeof module&amp;&amp;&quot;object&quot;==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error(&quot;jQuery requires a window with a document&quot;);return b(a)}:b(a)}(&quot;undefined&quot;!=typeof window?window:this,function(a,b){var c=[],d=a.document,e=c.slice,f=c.concat,g=c.push,h=c.indexOf,i={},j=i.toString,k=i.hasOwnProperty,l={},m=&quot;1.12.4&quot;,n=function(a,b){return new n.fn.init(a,b)},o=/^[\\s\\uFEFF\\xA0]+|[\\s\\uFEFF\\xA0]+$/g,p=/^-ms-/,q=/-([\\da-z])/gi,r=function(a,b){return b.toUpperCase()};n.fn=n.prototype={jquery:m,constructor:n,selector:&quot;&quot;,length:0,toArray:function(){return e.call(this)},get:function(a){return null!=a?0&gt;a?this[a+this.length]:this[a]:e.call(this)},pushStack:function(a){var b=n.merge(this.constructor(),a);return b.prevObject=this,b.context=this.context,b},each:function(a){return n.each(this,a)},map:function(a){return this.pushStack(n.map(this,function(b,c){return a.call(b,c,b)}))},slice:function(){return this.pushStack(e.apply(this,arguments))},first:function(){return this.eq(0)},last:function(){return this.eq(-1)},eq:function(a){var b=this.length,c=+a+(0&gt;a?b:0);return this.pushStack(c&gt;=0&amp;&amp;b&gt;c?[this[c]]:[])},end:function(){return this.prevObject||this.constructor()},push:g,sort:c.sort,splice:c.splice},n.extend=n.fn.extend=function(){var a,b,c,d,e,f,g=arguments[0]||{},h=1,i=arguments.length,j=!1;for(&quot;boolean&quot;==typeof g&amp;&amp;(j=g,g=arguments[h]||{},h++),&quot;object&quot;==typeof g||n.isFunction(g)||(g={}),h===i&amp;&amp;(g=this,h--);i&gt;h;h++)if(null!=(e=arguments[h]))for(d in e)a=g[d],c=e[d],g!==c&amp;&amp;(j&amp;&amp;c&amp;&amp;(n.isPlainObject(c)||(b=n.isArray(c)))?(b?(b=!1,f=a&amp;&amp;n.isArray(a)?a:[]):f=a&amp;&amp;n.isPlainObject(a)?a:{},g[d]=n.extend(j,f,c)):void 0!==c&amp;&amp;(g[d]=c));return g},n.extend({expando:&quot;jQuery&quot;+(m+Math.random()).replace(/\\D/g,&quot;&quot;),isReady:!0,error:function(a){throw new Error(a)},noop:function(){},isFunction:function(a){return&quot;function&quot;===n.type(a)},isArray:Array.isArray||function(a){return&quot;array&quot;===n.type(a)},isWindow:function(a){return null!=a&amp;&amp;a==a.window},isNumeric:function(a){var b=a&amp;&amp;a.toString();return!n.isArray(a)&amp;&amp;b-parseFloat(b)+1&gt;=0},isEmptyObject:function(a){var b;for(b in a)return!1;return!0},isPlainObject:function(a){var b;if(!a||&quot;object&quot;!==n.type(a)||a.nodeType||n.isWindow(a))return!1;try{if(a.constructor&amp;&amp;!k.call(a,&quot;constructor&quot;)&amp;&amp;!k.call(a.constructor.prototype,&quot;isPrototypeOf&quot;))return!1}catch(c){return!1}if(!l.ownFirst)for(b in a)return k.call(a,b);for(b in a);return void 0===b||k.call(a,b)},type:function(a){return null==a?a+&quot;&quot;:&quot;object&quot;==typeof a||&quot;function&quot;==typeof a?i[j.call(a)]||&quot;object&quot;:typeof a},globalEval:function(b){b&amp;&amp;n.trim(b)&amp;&amp;(a.execScript||function(b){a.eval.call(a,b)})(b)},camelCase:function(a){return a.replace(p,&quot;ms-&quot;).replace(q,r)},nodeName:function(a,b){return a.nodeName&amp;&amp;a.nodeName.toLowerCase()===b.toLowerCase()},each:function(a,b){var c,d=0;if(s(a)){for(c=a.length;c&gt;d;d++)if(b.call(a[d],d,a[d])===!1)break}else for(d in a)if(b.call(a[d],d,a[d])===!1)break;return a},trim:function(a){return null==a?&quot;&quot;:(a+&quot;&quot;).replace(o,&quot;&quot;)},makeArray:function(a,b){var c=b||[];return null!=a&amp;&amp;(s(Object(a))?n.merge(c,&quot;string&quot;==typeof a?[a]:a):g.call(c,a)),c},inArray:function(a,b,c){var d;if(b){if(h)return h.call(b,a,c);for(d=b.length,c=c?0&gt;c?Math.max(0,d+c):c:0;d&gt;c;c++)if(c in b&amp;&amp;b[c]===a)return c}return-1},merge:function(a,b){var c=+b.length,d=0,e=a.length;while(c&gt;d)a[e++]=b[d++];if(c!==c)while(void 0!==b[d])a[e++]=b[d++];return a.length=e,a},grep:function(a,b,c){for(var d,e=[],f=0,g=a.length,h=!c;g&gt;f;f++)d=!b(a[f],f),d!==h&amp;&amp;e.push(a[f]);return e},map:function(a,b,c){var d,e,g=0,h=[];if(s(a))for(d=a.length;d&gt;g;g++)e=b(a[g],g,c),null!=e&amp;&amp;h.push(e);else for(g in a)e=b(a[g],g,c),null!=e&amp;&amp;h.push(e);return f.apply([],h)},guid:1,proxy:function(a,b){var c,d,f;return&quot;string&quot;==typeof b&amp;&amp;(f=a[b],b=a,a=f),n.isFunction(a)?(c=e.call(arguments,2),d=function(){return a.apply(b||this,c.concat(e.call(arguments)))},d.guid=a.guid=a.guid||n.guid++,d):void 0},now:function(){return+new Date},support:l}),&quot;function&quot;==typeof Symbol&amp;&amp;(n.fn[Symbol.iterator]=c[Symbol.iterator]),n.each(&quot;Boolean Number String Function Array Date RegExp Object Error Symbol&quot;.split(&quot; &quot;),function(a,b){i[&quot;[object &quot;+b+&quot;]&quot;]=b.toLowerCase()});function s(a){var b=!!a&amp;&amp;&quot;length&quot;in a&amp;&amp;a.length,c=n.type(a);return&quot;function&quot;===c||n.isWindow(a)?!1:&quot;array&quot;===c||0===b||&quot;number&quot;==typeof b&amp;&amp;b&gt;0&amp;&amp;b-1 in a}var t=function(a){var b,c,d,e,f,g,h,i,j,k,l,m,n,o,p,q,r,s,t,u=&quot;sizzle&quot;+1*new Date,v=a.document,w=0,x=0,y=ga(),z=ga(),A=ga(),B=function(a,b){return a===b&amp;&amp;(l=!0),0},C=1&lt;&lt;31,D={}.hasOwnProperty,E=[],F=E.pop,G=E.push,H=E.push,I=E.slice,J=function(a,b){for(var c=0,d=a.length;d&gt;c;c++)if(a[c]===b)return c;return-1},K=&quot;checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped&quot;,L=&quot;[\\\\x20\\\\t\\\\r\\\\n\\\\f]&quot;,M=&quot;(?:\\\\\\\\.|[\\\\w-]|[^\\\\x00-\\\\xa0])+&quot;,N=&quot;\\\\[&quot;+L+&quot;*(&quot;+M+&quot;)(?:&quot;+L+&quot;*([*^$|!~]?=)&quot;+L+&quot;*(?:&#x27;((?:\\\\\\\\.|[^\\\\\\\\&#x27;])*)&#x27;|\\&quot;((?:\\\\\\\\.|[^\\\\\\\\\\&quot;])*)\\&quot;|(&quot;+M+&quot;))|)&quot;+L+&quot;*\\\\]&quot;,O=&quot;:(&quot;+M+&quot;)(?:\\\\(((&#x27;((?:\\\\\\\\.|[^\\\\\\\\&#x27;])*)&#x27;|\\&quot;((?:\\\\\\\\.|[^\\\\\\\\\\&quot;])*)\\&quot;)|((?:\\\\\\\\.|[^\\\\\\\\()[\\\\]]|&quot;+N+&quot;)*)|.*)\\\\)|)&quot;,P=new RegExp(L+&quot;+&quot;,&quot;g&quot;),Q=new RegExp(&quot;^&quot;+L+&quot;+|((?:^|[^\\\\\\\\])(?:\\\\\\\\.)*)&quot;+L+&quot;+$&quot;,&quot;g&quot;),R=new RegExp(&quot;^&quot;+L+&quot;*,&quot;+L+&quot;*&quot;),S=new RegExp(&quot;^&quot;+L+&quot;*([&gt;+~]|&quot;+L+&quot;)&quot;+L+&quot;*&quot;),T=new RegExp(&quot;=&quot;+L+&quot;*([^\\\\]&#x27;\\&quot;]*?)&quot;+L+&quot;*\\\\]&quot;,&quot;g&quot;),U=new RegExp(O),V=new RegExp(&quot;^&quot;+M+&quot;$&quot;),W={ID:new RegExp(&quot;^#(&quot;+M+&quot;)&quot;),CLASS:new RegExp(&quot;^\\\\.(&quot;+M+&quot;)&quot;),TAG:new RegExp(&quot;^(&quot;+M+&quot;|[*])&quot;),ATTR:new RegExp(&quot;^&quot;+N),PSEUDO:new RegExp(&quot;^&quot;+O),CHILD:new RegExp(&quot;^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\\\(&quot;+L+&quot;*(even|odd|(([+-]|)(\\\\d*)n|)&quot;+L+&quot;*(?:([+-]|)&quot;+L+&quot;*(\\\\d+)|))&quot;+L+&quot;*\\\\)|)&quot;,&quot;i&quot;),bool:new RegExp(&quot;^(?:&quot;+K+&quot;)$&quot;,&quot;i&quot;),needsContext:new RegExp(&quot;^&quot;+L+&quot;*[&gt;+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\\\(&quot;+L+&quot;*((?:-\\\\d)?\\\\d*)&quot;+L+&quot;*\\\\)|)(?=[^-]|$)&quot;,&quot;i&quot;)},X=/^(?:input|select|textarea|button)$/i,Y=/^h\\d$/i,Z=/^[^{]+\\{\\s*\\[native \\w/,$=/^(?:#([\\w-]+)|(\\w+)|\\.([\\w-]+))$/,_=/[+~]/,aa=/&#x27;|\\\\/g,ba=new RegExp(&quot;\\\\\\\\([\\\\da-f]{1,6}&quot;+L+&quot;?|(&quot;+L+&quot;)|.)&quot;,&quot;ig&quot;),ca=function(a,b,c){var d=&quot;0x&quot;+b-65536;return d!==d||c?b:0&gt;d?String.fromCharCode(d+65536):String.fromCharCode(d&gt;&gt;10|55296,1023&amp;d|56320)},da=function(){m()};try{H.apply(E=I.call(v.childNodes),v.childNodes),E[v.childNodes.length].nodeType}catch(ea){H={apply:E.length?function(a,b){G.apply(a,I.call(b))}:function(a,b){var c=a.length,d=0;while(a[c++]=b[d++]);a.length=c-1}}}function fa(a,b,d,e){var f,h,j,k,l,o,r,s,w=b&amp;&amp;b.ownerDocument,x=b?b.nodeType:9;if(d=d||[],&quot;string&quot;!=typeof a||!a||1!==x&amp;&amp;9!==x&amp;&amp;11!==x)return d;if(!e&amp;&amp;((b?b.ownerDocument||b:v)!==n&amp;&amp;m(b),b=b||n,p)){if(11!==x&amp;&amp;(o=$.exec(a)))if(f=o[1]){if(9===x){if(!(j=b.getElementById(f)))return d;if(j.id===f)return d.push(j),d}else if(w&amp;&amp;(j=w.getElementById(f))&amp;&amp;t(b,j)&amp;&amp;j.id===f)return d.push(j),d}else{if(o[2])return H.apply(d,b.getElementsByTagName(a)),d;if((f=o[3])&amp;&amp;c.getElementsByClassName&amp;&amp;b.getElementsByClassName)return H.apply(d,b.getElementsByClassName(f)),d}if(c.qsa&amp;&amp;!A[a+&quot; &quot;]&amp;&amp;(!q||!q.test(a))){if(1!==x)w=b,s=a;else if(&quot;object&quot;!==b.nodeName.toLowerCase()){(k=b.getAttribute(&quot;id&quot;))?k=k.replace(aa,&quot;\\\\$&amp;&quot;):b.setAttribute(&quot;id&quot;,k=u),r=g(a),h=r.length,l=V.test(k)?&quot;#&quot;+k:&quot;[id=&#x27;&quot;+k+&quot;&#x27;]&quot;;while(h--)r[h]=l+&quot; &quot;+qa(r[h]);s=r.join(&quot;,&quot;),w=_.test(a)&amp;&amp;oa(b.parentNode)||b}if(s)try{return H.apply(d,w.querySelectorAll(s)),d}catch(y){}finally{k===u&amp;&amp;b.removeAttribute(&quot;id&quot;)}}}return i(a.replace(Q,&quot;$1&quot;),b,d,e)}function ga(){var a=[];function b(c,e){return a.push(c+&quot; &quot;)&gt;d.cacheLength&amp;&amp;delete b[a.shift()],b[c+&quot; &quot;]=e}return b}function ha(a){return a[u]=!0,a}function ia(a){var b=n.createElement(&quot;div&quot;);try{return!!a(b)}catch(c){return!1}finally{b.parentNode&amp;&amp;b.parentNode.removeChild(b),b=null}}function ja(a,b){var c=a.split(&quot;|&quot;),e=c.length;while(e--)d.attrHandle[c[e]]=b}function ka(a,b){var c=b&amp;&amp;a,d=c&amp;&amp;1===a.nodeType&amp;&amp;1===b.nodeType&amp;&amp;(~b.sourceIndex||C)-(~a.sourceIndex||C);if(d)return d;if(c)while(c=c.nextSibling)if(c===b)return-1;return a?1:-1}function la(a){return function(b){var c=b.nodeName.toLowerCase();return&quot;input&quot;===c&amp;&amp;b.type===a}}function ma(a){return function(b){var c=b.nodeName.toLowerCase();return(&quot;input&quot;===c||&quot;button&quot;===c)&amp;&amp;b.type===a}}function na(a){return ha(function(b){return b=+b,ha(function(c,d){var e,f=a([],c.length,b),g=f.length;while(g--)c[e=f[g]]&amp;&amp;(c[e]=!(d[e]=c[e]))})})}function oa(a){return a&amp;&amp;&quot;undefined&quot;!=typeof a.getElementsByTagName&amp;&amp;a}c=fa.support={},f=fa.isXML=function(a){var b=a&amp;&amp;(a.ownerDocument||a).documentElement;return b?&quot;HTML&quot;!==b.nodeName:!1},m=fa.setDocument=function(a){var b,e,g=a?a.ownerDocument||a:v;return g!==n&amp;&amp;9===g.nodeType&amp;&amp;g.documentElement?(n=g,o=n.documentElement,p=!f(n),(e=n.defaultView)&amp;&amp;e.top!==e&amp;&amp;(e.addEventListener?e.addEventListener(&quot;unload&quot;,da,!1):e.attachEvent&amp;&amp;e.attachEvent(&quot;onunload&quot;,da)),c.attributes=ia(function(a){return a.className=&quot;i&quot;,!a.getAttribute(&quot;className&quot;)}),c.getElementsByTagName=ia(function(a){return a.appendChild(n.createComment(&quot;&quot;)),!a.getElementsByTagName(&quot;*&quot;).length}),c.getElementsByClassName=Z.test(n.getElementsByClassName),c.getById=ia(function(a){return o.appendChild(a).id=u,!n.getElementsByName||!n.getElementsByName(u).length}),c.getById?(d.find.ID=function(a,b){if(&quot;undefined&quot;!=typeof b.getElementById&amp;&amp;p){var c=b.getElementById(a);return c?[c]:[]}},d.filter.ID=function(a){var b=a.replace(ba,ca);return function(a){return a.getAttribute(&quot;id&quot;)===b}}):(delete d.find.ID,d.filter.ID=function(a){var b=a.replace(ba,ca);return function(a){var c=&quot;undefined&quot;!=typeof a.getAttributeNode&amp;&amp;a.getAttributeNode(&quot;id&quot;);return c&amp;&amp;c.value===b}}),d.find.TAG=c.getElementsByTagName?function(a,b){return&quot;undefined&quot;!=typeof b.getElementsByTagName?b.getElementsByTagName(a):c.qsa?b.querySelectorAll(a):void 0}:function(a,b){var c,d=[],e=0,f=b.getElementsByTagName(a);if(&quot;*&quot;===a){while(c=f[e++])1===c.nodeType&amp;&amp;d.push(c);return d}return f},d.find.CLASS=c.getElementsByClassName&amp;&amp;function(a,b){return&quot;undefined&quot;!=typeof b.getElementsByClassName&amp;&amp;p?b.getElementsByClassName(a):void 0},r=[],q=[],(c.qsa=Z.test(n.querySelectorAll))&amp;&amp;(ia(function(a){o.appendChild(a).innerHTML=&quot;&lt;a id=&#x27;&quot;+u+&quot;&#x27;&gt;&lt;/a&gt;&lt;select id=&#x27;&quot;+u+&quot;-\\r\\\\&#x27; msallowcapture=&#x27;&#x27;&gt;&lt;option selected=&#x27;&#x27;&gt;&lt;/option&gt;&lt;/select&gt;&quot;,a.querySelectorAll(&quot;[msallowcapture^=&#x27;&#x27;]&quot;).length&amp;&amp;q.push(&quot;[*^$]=&quot;+L+&quot;*(?:&#x27;&#x27;|\\&quot;\\&quot;)&quot;),a.querySelectorAll(&quot;[selected]&quot;).length||q.push(&quot;\\\\[&quot;+L+&quot;*(?:value|&quot;+K+&quot;)&quot;),a.querySelectorAll(&quot;[id~=&quot;+u+&quot;-]&quot;).length||q.push(&quot;~=&quot;),a.querySelectorAll(&quot;:checked&quot;).length||q.push(&quot;:checked&quot;),a.querySelectorAll(&quot;a#&quot;+u+&quot;+*&quot;).length||q.push(&quot;.#.+[+~]&quot;)}),ia(function(a){var b=n.createElement(&quot;input&quot;);b.setAttribute(&quot;type&quot;,&quot;hidden&quot;),a.appendChild(b).setAttribute(&quot;name&quot;,&quot;D&quot;),a.querySelectorAll(&quot;[name=d]&quot;).length&amp;&amp;q.push(&quot;name&quot;+L+&quot;*[*^$|!~]?=&quot;),a.querySelectorAll(&quot;:enabled&quot;).length||q.push(&quot;:enabled&quot;,&quot;:disabled&quot;),a.querySelectorAll(&quot;*,:x&quot;),q.push(&quot;,.*:&quot;)})),(c.matchesSelector=Z.test(s=o.matches||o.webkitMatchesSelector||o.mozMatchesSelector||o.oMatchesSelector||o.msMatchesSelector))&amp;&amp;ia(function(a){c.disconnectedMatch=s.call(a,&quot;div&quot;),s.call(a,&quot;[s!=&#x27;&#x27;]:x&quot;),r.push(&quot;!=&quot;,O)}),q=q.length&amp;&amp;new RegExp(q.join(&quot;|&quot;)),r=r.length&amp;&amp;new RegExp(r.join(&quot;|&quot;)),b=Z.test(o.compareDocumentPosition),t=b||Z.test(o.contains)?function(a,b){var c=9===a.nodeType?a.documentElement:a,d=b&amp;&amp;b.parentNode;return a===d||!(!d||1!==d.nodeType||!(c.contains?c.contains(d):a.compareDocumentPosition&amp;&amp;16&amp;a.compareDocumentPosition(d)))}:function(a,b){if(b)while(b=b.parentNode)if(b===a)return!0;return!1},B=b?function(a,b){if(a===b)return l=!0,0;var d=!a.compareDocumentPosition-!b.compareDocumentPosition;return d?d:(d=(a.ownerDocument||a)===(b.ownerDocument||b)?a.compareDocumentPosition(b):1,1&amp;d||!c.sortDetached&amp;&amp;b.compareDocumentPosition(a)===d?a===n||a.ownerDocument===v&amp;&amp;t(v,a)?-1:b===n||b.ownerDocument===v&amp;&amp;t(v,b)?1:k?J(k,a)-J(k,b):0:4&amp;d?-1:1)}:function(a,b){if(a===b)return l=!0,0;var c,d=0,e=a.parentNode,f=b.parentNode,g=[a],h=[b];if(!e||!f)return a===n?-1:b===n?1:e?-1:f?1:k?J(k,a)-J(k,b):0;if(e===f)return ka(a,b);c=a;while(c=c.parentNode)g.unshift(c);c=b;while(c=c.parentNode)h.unshift(c);while(g[d]===h[d])d++;return d?ka(g[d],h[d]):g[d]===v?-1:h[d]===v?1:0},n):n},fa.matches=function(a,b){return fa(a,null,null,b)},fa.matchesSelector=function(a,b){if((a.ownerDocument||a)!==n&amp;&amp;m(a),b=b.replace(T,&quot;=&#x27;$1&#x27;]&quot;),c.matchesSelector&amp;&amp;p&amp;&amp;!A[b+&quot; &quot;]&amp;&amp;(!r||!r.test(b))&amp;&amp;(!q||!q.test(b)))try{var d=s.call(a,b);if(d||c.disconnectedMatch||a.document&amp;&amp;11!==a.document.nodeType)return d}catch(e){}return fa(b,n,null,[a]).length&gt;0},fa.contains=function(a,b){return(a.ownerDocument||a)!==n&amp;&amp;m(a),t(a,b)},fa.attr=function(a,b){(a.ownerDocument||a)!==n&amp;&amp;m(a);var e=d.attrHandle[b.toLowerCase()],f=e&amp;&amp;D.call(d.attrHandle,b.toLowerCase())?e(a,b,!p):void 0;return void 0!==f?f:c.attributes||!p?a.getAttribute(b):(f=a.getAttributeNode(b))&amp;&amp;f.specified?f.value:null},fa.error=function(a){throw new Error(&quot;Syntax error, unrecognized expression: &quot;+a)},fa.uniqueSort=function(a){var b,d=[],e=0,f=0;if(l=!c.detectDuplicates,k=!c.sortStable&amp;&amp;a.slice(0),a.sort(B),l){while(b=a[f++])b===a[f]&amp;&amp;(e=d.push(f));while(e--)a.splice(d[e],1)}return k=null,a},e=fa.getText=function(a){var b,c=&quot;&quot;,d=0,f=a.nodeType;if(f){if(1===f||9===f||11===f){if(&quot;string&quot;==typeof a.textContent)return a.textContent;for(a=a.firstChild;a;a=a.nextSibling)c+=e(a)}else if(3===f||4===f)return a.nodeValue}else while(b=a[d++])c+=e(b);return c},d=fa.selectors={cacheLength:50,createPseudo:ha,match:W,attrHandle:{},find:{},relative:{&quot;&gt;&quot;:{dir:&quot;parentNode&quot;,first:!0},&quot; &quot;:{dir:&quot;parentNode&quot;},&quot;+&quot;:{dir:&quot;previousSibling&quot;,first:!0},&quot;~&quot;:{dir:&quot;previousSibling&quot;}},preFilter:{ATTR:function(a){return a[1]=a[1].replace(ba,ca),a[3]=(a[3]||a[4]||a[5]||&quot;&quot;).replace(ba,ca),&quot;~=&quot;===a[2]&amp;&amp;(a[3]=&quot; &quot;+a[3]+&quot; &quot;),a.slice(0,4)},CHILD:function(a){return a[1]=a[1].toLowerCase(),&quot;nth&quot;===a[1].slice(0,3)?(a[3]||fa.error(a[0]),a[4]=+(a[4]?a[5]+(a[6]||1):2*(&quot;even&quot;===a[3]||&quot;odd&quot;===a[3])),a[5]=+(a[7]+a[8]||&quot;odd&quot;===a[3])):a[3]&amp;&amp;fa.error(a[0]),a},PSEUDO:function(a){var b,c=!a[6]&amp;&amp;a[2];return W.CHILD.test(a[0])?null:(a[3]?a[2]=a[4]||a[5]||&quot;&quot;:c&amp;&amp;U.test(c)&amp;&amp;(b=g(c,!0))&amp;&amp;(b=c.indexOf(&quot;)&quot;,c.length-b)-c.length)&amp;&amp;(a[0]=a[0].slice(0,b),a[2]=c.slice(0,b)),a.slice(0,3))}},filter:{TAG:function(a){var b=a.replace(ba,ca).toLowerCase();return&quot;*&quot;===a?function(){return!0}:function(a){return a.nodeName&amp;&amp;a.nodeName.toLowerCase()===b}},CLASS:function(a){var b=y[a+&quot; &quot;];return b||(b=new RegExp(&quot;(^|&quot;+L+&quot;)&quot;+a+&quot;(&quot;+L+&quot;|$)&quot;))&amp;&amp;y(a,function(a){return b.test(&quot;string&quot;==typeof a.className&amp;&amp;a.className||&quot;undefined&quot;!=typeof a.getAttribute&amp;&amp;a.getAttribute(&quot;class&quot;)||&quot;&quot;)})},ATTR:function(a,b,c){return function(d){var e=fa.attr(d,a);return null==e?&quot;!=&quot;===b:b?(e+=&quot;&quot;,&quot;=&quot;===b?e===c:&quot;!=&quot;===b?e!==c:&quot;^=&quot;===b?c&amp;&amp;0===e.indexOf(c):&quot;*=&quot;===b?c&amp;&amp;e.indexOf(c)&gt;-1:&quot;$=&quot;===b?c&amp;&amp;e.slice(-c.length)===c:&quot;~=&quot;===b?(&quot; &quot;+e.replace(P,&quot; &quot;)+&quot; &quot;).indexOf(c)&gt;-1:&quot;|=&quot;===b?e===c||e.slice(0,c.length+1)===c+&quot;-&quot;:!1):!0}},CHILD:function(a,b,c,d,e){var f=&quot;nth&quot;!==a.slice(0,3),g=&quot;last&quot;!==a.slice(-4),h=&quot;of-type&quot;===b;return 1===d&amp;&amp;0===e?function(a){return!!a.parentNode}:function(b,c,i){var j,k,l,m,n,o,p=f!==g?&quot;nextSibling&quot;:&quot;previousSibling&quot;,q=b.parentNode,r=h&amp;&amp;b.nodeName.toLowerCase(),s=!i&amp;&amp;!h,t=!1;if(q){if(f){while(p){m=b;while(m=m[p])if(h?m.nodeName.toLowerCase()===r:1===m.nodeType)return!1;o=p=&quot;only&quot;===a&amp;&amp;!o&amp;&amp;&quot;nextSibling&quot;}return!0}if(o=[g?q.firstChild:q.lastChild],g&amp;&amp;s){m=q,l=m[u]||(m[u]={}),k=l[m.uniqueID]||(l[m.uniqueID]={}),j=k[a]||[],n=j[0]===w&amp;&amp;j[1],t=n&amp;&amp;j[2],m=n&amp;&amp;q.childNodes[n];while(m=++n&amp;&amp;m&amp;&amp;m[p]||(t=n=0)||o.pop())if(1===m.nodeType&amp;&amp;++t&amp;&amp;m===b){k[a]=[w,n,t];break}}else if(s&amp;&amp;(m=b,l=m[u]||(m[u]={}),k=l[m.uniqueID]||(l[m.uniqueID]={}),j=k[a]||[],n=j[0]===w&amp;&amp;j[1],t=n),t===!1)while(m=++n&amp;&amp;m&amp;&amp;m[p]||(t=n=0)||o.pop())if((h?m.nodeName.toLowerCase()===r:1===m.nodeType)&amp;&amp;++t&amp;&amp;(s&amp;&amp;(l=m[u]||(m[u]={}),k=l[m.uniqueID]||(l[m.uniqueID]={}),k[a]=[w,t]),m===b))break;return t-=e,t===d||t%d===0&amp;&amp;t/d&gt;=0}}},PSEUDO:function(a,b){var c,e=d.pseudos[a]||d.setFilters[a.toLowerCase()]||fa.error(&quot;unsupported pseudo: &quot;+a);return e[u]?e(b):e.length&gt;1?(c=[a,a,&quot;&quot;,b],d.setFilters.hasOwnProperty(a.toLowerCase())?ha(function(a,c){var d,f=e(a,b),g=f.length;while(g--)d=J(a,f[g]),a[d]=!(c[d]=f[g])}):function(a){return e(a,0,c)}):e}},pseudos:{not:ha(function(a){var b=[],c=[],d=h(a.replace(Q,&quot;$1&quot;));return d[u]?ha(function(a,b,c,e){var f,g=d(a,null,e,[]),h=a.length;while(h--)(f=g[h])&amp;&amp;(a[h]=!(b[h]=f))}):function(a,e,f){return b[0]=a,d(b,null,f,c),b[0]=null,!c.pop()}}),has:ha(function(a){return function(b){return fa(a,b).length&gt;0}}),contains:ha(function(a){return a=a.replace(ba,ca),function(b){return(b.textContent||b.innerText||e(b)).indexOf(a)&gt;-1}}),lang:ha(function(a){return V.test(a||&quot;&quot;)||fa.error(&quot;unsupported lang: &quot;+a),a=a.replace(ba,ca).toLowerCase(),function(b){var c;do if(c=p?b.lang:b.getAttribute(&quot;xml:lang&quot;)||b.getAttribute(&quot;lang&quot;))return c=c.toLowerCase(),c===a||0===c.indexOf(a+&quot;-&quot;);while((b=b.parentNode)&amp;&amp;1===b.nodeType);return!1}}),target:function(b){var c=a.location&amp;&amp;a.location.hash;return c&amp;&amp;c.slice(1)===b.id},root:function(a){return a===o},focus:function(a){return a===n.activeElement&amp;&amp;(!n.hasFocus||n.hasFocus())&amp;&amp;!!(a.type||a.href||~a.tabIndex)},enabled:function(a){return a.disabled===!1},disabled:function(a){return a.disabled===!0},checked:function(a){var b=a.nodeName.toLowerCase();return&quot;input&quot;===b&amp;&amp;!!a.checked||&quot;option&quot;===b&amp;&amp;!!a.selected},selected:function(a){return a.parentNode&amp;&amp;a.parentNode.selectedIndex,a.selected===!0},empty:function(a){for(a=a.firstChild;a;a=a.nextSibling)if(a.nodeType&lt;6)return!1;return!0},parent:function(a){return!d.pseudos.empty(a)},header:function(a){return Y.test(a.nodeName)},input:function(a){return X.test(a.nodeName)},button:function(a){var b=a.nodeName.toLowerCase();return&quot;input&quot;===b&amp;&amp;&quot;button&quot;===a.type||&quot;button&quot;===b},text:function(a){var b;return&quot;input&quot;===a.nodeName.toLowerCase()&amp;&amp;&quot;text&quot;===a.type&amp;&amp;(null==(b=a.getAttribute(&quot;type&quot;))||&quot;text&quot;===b.toLowerCase())},first:na(function(){return[0]}),last:na(function(a,b){return[b-1]}),eq:na(function(a,b,c){return[0&gt;c?c+b:c]}),even:na(function(a,b){for(var c=0;b&gt;c;c+=2)a.push(c);return a}),odd:na(function(a,b){for(var c=1;b&gt;c;c+=2)a.push(c);return a}),lt:na(function(a,b,c){for(var d=0&gt;c?c+b:c;--d&gt;=0;)a.push(d);return a}),gt:na(function(a,b,c){for(var d=0&gt;c?c+b:c;++d&lt;b;)a.push(d);return a})}},d.pseudos.nth=d.pseudos.eq;for(b in{radio:!0,checkbox:!0,file:!0,password:!0,image:!0})d.pseudos[b]=la(b);for(b in{submit:!0,reset:!0})d.pseudos[b]=ma(b);function pa(){}pa.prototype=d.filters=d.pseudos,d.setFilters=new pa,g=fa.tokenize=function(a,b){var c,e,f,g,h,i,j,k=z[a+&quot; &quot;];if(k)return b?0:k.slice(0);h=a,i=[],j=d.preFilter;while(h){c&amp;&amp;!(e=R.exec(h))||(e&amp;&amp;(h=h.slice(e[0].length)||h),i.push(f=[])),c=!1,(e=S.exec(h))&amp;&amp;(c=e.shift(),f.push({value:c,type:e[0].replace(Q,&quot; &quot;)}),h=h.slice(c.length));for(g in d.filter)!(e=W[g].exec(h))||j[g]&amp;&amp;!(e=j[g](e))||(c=e.shift(),f.push({value:c,type:g,matches:e}),h=h.slice(c.length));if(!c)break}return b?h.length:h?fa.error(a):z(a,i).slice(0)};function qa(a){for(var b=0,c=a.length,d=&quot;&quot;;c&gt;b;b++)d+=a[b].value;return d}function ra(a,b,c){var d=b.dir,e=c&amp;&amp;&quot;parentNode&quot;===d,f=x++;return b.first?function(b,c,f){while(b=b[d])if(1===b.nodeType||e)return a(b,c,f)}:function(b,c,g){var h,i,j,k=[w,f];if(g){while(b=b[d])if((1===b.nodeType||e)&amp;&amp;a(b,c,g))return!0}else while(b=b[d])if(1===b.nodeType||e){if(j=b[u]||(b[u]={}),i=j[b.uniqueID]||(j[b.uniqueID]={}),(h=i[d])&amp;&amp;h[0]===w&amp;&amp;h[1]===f)return k[2]=h[2];if(i[d]=k,k[2]=a(b,c,g))return!0}}}function sa(a){return a.length&gt;1?function(b,c,d){var e=a.length;while(e--)if(!a[e](b,c,d))return!1;return!0}:a[0]}function ta(a,b,c){for(var d=0,e=b.length;e&gt;d;d++)fa(a,b[d],c);return c}function ua(a,b,c,d,e){for(var f,g=[],h=0,i=a.length,j=null!=b;i&gt;h;h++)(f=a[h])&amp;&amp;(c&amp;&amp;!c(f,d,e)||(g.push(f),j&amp;&amp;b.push(h)));return g}function va(a,b,c,d,e,f){return d&amp;&amp;!d[u]&amp;&amp;(d=va(d)),e&amp;&amp;!e[u]&amp;&amp;(e=va(e,f)),ha(function(f,g,h,i){var j,k,l,m=[],n=[],o=g.length,p=f||ta(b||&quot;*&quot;,h.nodeType?[h]:h,[]),q=!a||!f&amp;&amp;b?p:ua(p,m,a,h,i),r=c?e||(f?a:o||d)?[]:g:q;if(c&amp;&amp;c(q,r,h,i),d){j=ua(r,n),d(j,[],h,i),k=j.length;while(k--)(l=j[k])&amp;&amp;(r[n[k]]=!(q[n[k]]=l))}if(f){if(e||a){if(e){j=[],k=r.length;while(k--)(l=r[k])&amp;&amp;j.push(q[k]=l);e(null,r=[],j,i)}k=r.length;while(k--)(l=r[k])&amp;&amp;(j=e?J(f,l):m[k])&gt;-1&amp;&amp;(f[j]=!(g[j]=l))}}else r=ua(r===g?r.splice(o,r.length):r),e?e(null,g,r,i):H.apply(g,r)})}function wa(a){for(var b,c,e,f=a.length,g=d.relative[a[0].type],h=g||d.relative[&quot; &quot;],i=g?1:0,k=ra(function(a){return a===b},h,!0),l=ra(function(a){return J(b,a)&gt;-1},h,!0),m=[function(a,c,d){var e=!g&amp;&amp;(d||c!==j)||((b=c).nodeType?k(a,c,d):l(a,c,d));return b=null,e}];f&gt;i;i++)if(c=d.relative[a[i].type])m=[ra(sa(m),c)];else{if(c=d.filter[a[i].type].apply(null,a[i].matches),c[u]){for(e=++i;f&gt;e;e++)if(d.relative[a[e].type])break;return va(i&gt;1&amp;&amp;sa(m),i&gt;1&amp;&amp;qa(a.slice(0,i-1).concat({value:&quot; &quot;===a[i-2].type?&quot;*&quot;:&quot;&quot;})).replace(Q,&quot;$1&quot;),c,e&gt;i&amp;&amp;wa(a.slice(i,e)),f&gt;e&amp;&amp;wa(a=a.slice(e)),f&gt;e&amp;&amp;qa(a))}m.push(c)}return sa(m)}function xa(a,b){var c=b.length&gt;0,e=a.length&gt;0,f=function(f,g,h,i,k){var l,o,q,r=0,s=&quot;0&quot;,t=f&amp;&amp;[],u=[],v=j,x=f||e&amp;&amp;d.find.TAG(&quot;*&quot;,k),y=w+=null==v?1:Math.random()||.1,z=x.length;for(k&amp;&amp;(j=g===n||g||k);s!==z&amp;&amp;null!=(l=x[s]);s++){if(e&amp;&amp;l){o=0,g||l.ownerDocument===n||(m(l),h=!p);while(q=a[o++])if(q(l,g||n,h)){i.push(l);break}k&amp;&amp;(w=y)}c&amp;&amp;((l=!q&amp;&amp;l)&amp;&amp;r--,f&amp;&amp;t.push(l))}if(r+=s,c&amp;&amp;s!==r){o=0;while(q=b[o++])q(t,u,g,h);if(f){if(r&gt;0)while(s--)t[s]||u[s]||(u[s]=F.call(i));u=ua(u)}H.apply(i,u),k&amp;&amp;!f&amp;&amp;u.length&gt;0&amp;&amp;r+b.length&gt;1&amp;&amp;fa.uniqueSort(i)}return k&amp;&amp;(w=y,j=v),t};return c?ha(f):f}return h=fa.compile=function(a,b){var c,d=[],e=[],f=A[a+&quot; &quot;];if(!f){b||(b=g(a)),c=b.length;while(c--)f=wa(b[c]),f[u]?d.push(f):e.push(f);f=A(a,xa(e,d)),f.selector=a}return f},i=fa.select=function(a,b,e,f){var i,j,k,l,m,n=&quot;function&quot;==typeof a&amp;&amp;a,o=!f&amp;&amp;g(a=n.selector||a);if(e=e||[],1===o.length){if(j=o[0]=o[0].slice(0),j.length&gt;2&amp;&amp;&quot;ID&quot;===(k=j[0]).type&amp;&amp;c.getById&amp;&amp;9===b.nodeType&amp;&amp;p&amp;&amp;d.relative[j[1].type]){if(b=(d.find.ID(k.matches[0].replace(ba,ca),b)||[])[0],!b)return e;n&amp;&amp;(b=b.parentNode),a=a.slice(j.shift().value.length)}i=W.needsContext.test(a)?0:j.length;while(i--){if(k=j[i],d.relative[l=k.type])break;if((m=d.find[l])&amp;&amp;(f=m(k.matches[0].replace(ba,ca),_.test(j[0].type)&amp;&amp;oa(b.parentNode)||b))){if(j.splice(i,1),a=f.length&amp;&amp;qa(j),!a)return H.apply(e,f),e;break}}}return(n||h(a,o))(f,b,!p,e,!b||_.test(a)&amp;&amp;oa(b.parentNode)||b),e},c.sortStable=u.split(&quot;&quot;).sort(B).join(&quot;&quot;)===u,c.detectDuplicates=!!l,m(),c.sortDetached=ia(function(a){return 1&amp;a.compareDocumentPosition(n.createElement(&quot;div&quot;))}),ia(function(a){return a.innerHTML=&quot;&lt;a href=&#x27;#&#x27;&gt;&lt;/a&gt;&quot;,&quot;#&quot;===a.firstChild.getAttribute(&quot;href&quot;)})||ja(&quot;type|href|height|width&quot;,function(a,b,c){return c?void 0:a.getAttribute(b,&quot;type&quot;===b.toLowerCase()?1:2)}),c.attributes&amp;&amp;ia(function(a){return a.innerHTML=&quot;&lt;input/&gt;&quot;,a.firstChild.setAttribute(&quot;value&quot;,&quot;&quot;),&quot;&quot;===a.firstChild.getAttribute(&quot;value&quot;)})||ja(&quot;value&quot;,function(a,b,c){return c||&quot;input&quot;!==a.nodeName.toLowerCase()?void 0:a.defaultValue}),ia(function(a){return null==a.getAttribute(&quot;disabled&quot;)})||ja(K,function(a,b,c){var d;return c?void 0:a[b]===!0?b.toLowerCase():(d=a.getAttributeNode(b))&amp;&amp;d.specified?d.value:null}),fa}(a);n.find=t,n.expr=t.selectors,n.expr[&quot;:&quot;]=n.expr.pseudos,n.uniqueSort=n.unique=t.uniqueSort,n.text=t.getText,n.isXMLDoc=t.isXML,n.contains=t.contains;var u=function(a,b,c){var d=[],e=void 0!==c;while((a=a[b])&amp;&amp;9!==a.nodeType)if(1===a.nodeType){if(e&amp;&amp;n(a).is(c))break;d.push(a)}return d},v=function(a,b){for(var c=[];a;a=a.nextSibling)1===a.nodeType&amp;&amp;a!==b&amp;&amp;c.push(a);return c},w=n.expr.match.needsContext,x=/^&lt;([\\w-]+)\\s*\\/?&gt;(?:&lt;\\/\\1&gt;|)$/,y=/^.[^:#\\[\\.,]*$/;function z(a,b,c){if(n.isFunction(b))return n.grep(a,function(a,d){return!!b.call(a,d,a)!==c});if(b.nodeType)return n.grep(a,function(a){return a===b!==c});if(&quot;string&quot;==typeof b){if(y.test(b))return n.filter(b,a,c);b=n.filter(b,a)}return n.grep(a,function(a){return n.inArray(a,b)&gt;-1!==c})}n.filter=function(a,b,c){var d=b[0];return c&amp;&amp;(a=&quot;:not(&quot;+a+&quot;)&quot;),1===b.length&amp;&amp;1===d.nodeType?n.find.matchesSelector(d,a)?[d]:[]:n.find.matches(a,n.grep(b,function(a){return 1===a.nodeType}))},n.fn.extend({find:function(a){var b,c=[],d=this,e=d.length;if(&quot;string&quot;!=typeof a)return this.pushStack(n(a).filter(function(){for(b=0;e&gt;b;b++)if(n.contains(d[b],this))return!0}));for(b=0;e&gt;b;b++)n.find(a,d[b],c);return c=this.pushStack(e&gt;1?n.unique(c):c),c.selector=this.selector?this.selector+&quot; &quot;+a:a,c},filter:function(a){return this.pushStack(z(this,a||[],!1))},not:function(a){return this.pushStack(z(this,a||[],!0))},is:function(a){return!!z(this,&quot;string&quot;==typeof a&amp;&amp;w.test(a)?n(a):a||[],!1).length}});var A,B=/^(?:\\s*(&lt;[\\w\\W]+&gt;)[^&gt;]*|#([\\w-]*))$/,C=n.fn.init=function(a,b,c){var e,f;if(!a)return this;if(c=c||A,&quot;string&quot;==typeof a){if(e=&quot;&lt;&quot;===a.charAt(0)&amp;&amp;&quot;&gt;&quot;===a.charAt(a.length-1)&amp;&amp;a.length&gt;=3?[null,a,null]:B.exec(a),!e||!e[1]&amp;&amp;b)return!b||b.jquery?(b||c).find(a):this.constructor(b).find(a);if(e[1]){if(b=b instanceof n?b[0]:b,n.merge(this,n.parseHTML(e[1],b&amp;&amp;b.nodeType?b.ownerDocument||b:d,!0)),x.test(e[1])&amp;&amp;n.isPlainObject(b))for(e in b)n.isFunction(this[e])?this[e](b[e]):this.attr(e,b[e]);return this}if(f=d.getElementById(e[2]),f&amp;&amp;f.parentNode){if(f.id!==e[2])return A.find(a);this.length=1,this[0]=f}return this.context=d,this.selector=a,this}return a.nodeType?(this.context=this[0]=a,this.length=1,this):n.isFunction(a)?&quot;undefined&quot;!=typeof c.ready?c.ready(a):a(n):(void 0!==a.selector&amp;&amp;(this.selector=a.selector,this.context=a.context),n.makeArray(a,this))};C.prototype=n.fn,A=n(d);var D=/^(?:parents|prev(?:Until|All))/,E={children:!0,contents:!0,next:!0,prev:!0};n.fn.extend({has:function(a){var b,c=n(a,this),d=c.length;return this.filter(function(){for(b=0;d&gt;b;b++)if(n.contains(this,c[b]))return!0})},closest:function(a,b){for(var c,d=0,e=this.length,f=[],g=w.test(a)||&quot;string&quot;!=typeof a?n(a,b||this.context):0;e&gt;d;d++)for(c=this[d];c&amp;&amp;c!==b;c=c.parentNode)if(c.nodeType&lt;11&amp;&amp;(g?g.index(c)&gt;-1:1===c.nodeType&amp;&amp;n.find.matchesSelector(c,a))){f.push(c);break}return this.pushStack(f.length&gt;1?n.uniqueSort(f):f)},index:function(a){return a?&quot;string&quot;==typeof a?n.inArray(this[0],n(a)):n.inArray(a.jquery?a[0]:a,this):this[0]&amp;&amp;this[0].parentNode?this.first().prevAll().length:-1},add:function(a,b){return this.pushStack(n.uniqueSort(n.merge(this.get(),n(a,b))))},addBack:function(a){return this.add(null==a?this.prevObject:this.prevObject.filter(a))}});function F(a,b){do a=a[b];while(a&amp;&amp;1!==a.nodeType);return a}n.each({parent:function(a){var b=a.parentNode;return b&amp;&amp;11!==b.nodeType?b:null},parents:function(a){return u(a,&quot;parentNode&quot;)},parentsUntil:function(a,b,c){return u(a,&quot;parentNode&quot;,c)},next:function(a){return F(a,&quot;nextSibling&quot;)},prev:function(a){return F(a,&quot;previousSibling&quot;)},nextAll:function(a){return u(a,&quot;nextSibling&quot;)},prevAll:function(a){return u(a,&quot;previousSibling&quot;)},nextUntil:function(a,b,c){return u(a,&quot;nextSibling&quot;,c)},prevUntil:function(a,b,c){return u(a,&quot;previousSibling&quot;,c)},siblings:function(a){return v((a.parentNode||{}).firstChild,a)},children:function(a){return v(a.firstChild)},contents:function(a){return n.nodeName(a,&quot;iframe&quot;)?a.contentDocument||a.contentWindow.document:n.merge([],a.childNodes)}},function(a,b){n.fn[a]=function(c,d){var e=n.map(this,b,c);return&quot;Until&quot;!==a.slice(-5)&amp;&amp;(d=c),d&amp;&amp;&quot;string&quot;==typeof d&amp;&amp;(e=n.filter(d,e)),this.length&gt;1&amp;&amp;(E[a]||(e=n.uniqueSort(e)),D.test(a)&amp;&amp;(e=e.reverse())),this.pushStack(e)}});var G=/\\S+/g;function H(a){var b={};return n.each(a.match(G)||[],function(a,c){b[c]=!0}),b}n.Callbacks=function(a){a=&quot;string&quot;==typeof a?H(a):n.extend({},a);var b,c,d,e,f=[],g=[],h=-1,i=function(){for(e=a.once,d=b=!0;g.length;h=-1){c=g.shift();while(++h&lt;f.length)f[h].apply(c[0],c[1])===!1&amp;&amp;a.stopOnFalse&amp;&amp;(h=f.length,c=!1)}a.memory||(c=!1),b=!1,e&amp;&amp;(f=c?[]:&quot;&quot;)},j={add:function(){return f&amp;&amp;(c&amp;&amp;!b&amp;&amp;(h=f.length-1,g.push(c)),function d(b){n.each(b,function(b,c){n.isFunction(c)?a.unique&amp;&amp;j.has(c)||f.push(c):c&amp;&amp;c.length&amp;&amp;&quot;string&quot;!==n.type(c)&amp;&amp;d(c)})}(arguments),c&amp;&amp;!b&amp;&amp;i()),this},remove:function(){return n.each(arguments,function(a,b){var c;while((c=n.inArray(b,f,c))&gt;-1)f.splice(c,1),h&gt;=c&amp;&amp;h--}),this},has:function(a){return a?n.inArray(a,f)&gt;-1:f.length&gt;0},empty:function(){return f&amp;&amp;(f=[]),this},disable:function(){return e=g=[],f=c=&quot;&quot;,this},disabled:function(){return!f},lock:function(){return e=!0,c||j.disable(),this},locked:function(){return!!e},fireWith:function(a,c){return e||(c=c||[],c=[a,c.slice?c.slice():c],g.push(c),b||i()),this},fire:function(){return j.fireWith(this,arguments),this},fired:function(){return!!d}};return j},n.extend({Deferred:function(a){var b=[[&quot;resolve&quot;,&quot;done&quot;,n.Callbacks(&quot;once memory&quot;),&quot;resolved&quot;],[&quot;reject&quot;,&quot;fail&quot;,n.Callbacks(&quot;once memory&quot;),&quot;rejected&quot;],[&quot;notify&quot;,&quot;progress&quot;,n.Callbacks(&quot;memory&quot;)]],c=&quot;pending&quot;,d={state:function(){return c},always:function(){return e.done(arguments).fail(arguments),this},then:function(){var a=arguments;return n.Deferred(function(c){n.each(b,function(b,f){var g=n.isFunction(a[b])&amp;&amp;a[b];e[f[1]](function(){var a=g&amp;&amp;g.apply(this,arguments);a&amp;&amp;n.isFunction(a.promise)?a.promise().progress(c.notify).done(c.resolve).fail(c.reject):c[f[0]+&quot;With&quot;](this===d?c.promise():this,g?[a]:arguments)})}),a=null}).promise()},promise:function(a){return null!=a?n.extend(a,d):d}},e={};return d.pipe=d.then,n.each(b,function(a,f){var g=f[2],h=f[3];d[f[1]]=g.add,h&amp;&amp;g.add(function(){c=h},b[1^a][2].disable,b[2][2].lock),e[f[0]]=function(){return e[f[0]+&quot;With&quot;](this===e?d:this,arguments),this},e[f[0]+&quot;With&quot;]=g.fireWith}),d.promise(e),a&amp;&amp;a.call(e,e),e},when:function(a){var b=0,c=e.call(arguments),d=c.length,f=1!==d||a&amp;&amp;n.isFunction(a.promise)?d:0,g=1===f?a:n.Deferred(),h=function(a,b,c){return function(d){b[a]=this,c[a]=arguments.length&gt;1?e.call(arguments):d,c===i?g.notifyWith(b,c):--f||g.resolveWith(b,c)}},i,j,k;if(d&gt;1)for(i=new Array(d),j=new Array(d),k=new Array(d);d&gt;b;b++)c[b]&amp;&amp;n.isFunction(c[b].promise)?c[b].promise().progress(h(b,j,i)).done(h(b,k,c)).fail(g.reject):--f;return f||g.resolveWith(k,c),g.promise()}});var I;n.fn.ready=function(a){return n.ready.promise().done(a),this},n.extend({isReady:!1,readyWait:1,holdReady:function(a){a?n.readyWait++:n.ready(!0)},ready:function(a){(a===!0?--n.readyWait:n.isReady)||(n.isReady=!0,a!==!0&amp;&amp;--n.readyWait&gt;0||(I.resolveWith(d,[n]),n.fn.triggerHandler&amp;&amp;(n(d).triggerHandler(&quot;ready&quot;),n(d).off(&quot;ready&quot;))))}});function J(){d.addEventListener?(d.removeEventListener(&quot;DOMContentLoaded&quot;,K),a.removeEventListener(&quot;load&quot;,K)):(d.detachEvent(&quot;onreadystatechange&quot;,K),a.detachEvent(&quot;onload&quot;,K))}function K(){(d.addEventListener||&quot;load&quot;===a.event.type||&quot;complete&quot;===d.readyState)&amp;&amp;(J(),n.ready())}n.ready.promise=function(b){if(!I)if(I=n.Deferred(),&quot;complete&quot;===d.readyState||&quot;loading&quot;!==d.readyState&amp;&amp;!d.documentElement.doScroll)a.setTimeout(n.ready);else if(d.addEventListener)d.addEventListener(&quot;DOMContentLoaded&quot;,K),a.addEventListener(&quot;load&quot;,K);else{d.attachEvent(&quot;onreadystatechange&quot;,K),a.attachEvent(&quot;onload&quot;,K);var c=!1;try{c=null==a.frameElement&amp;&amp;d.documentElement}catch(e){}c&amp;&amp;c.doScroll&amp;&amp;!function f(){if(!n.isReady){try{c.doScroll(&quot;left&quot;)}catch(b){return a.setTimeout(f,50)}J(),n.ready()}}()}return I.promise(b)},n.ready.promise();var L;for(L in n(l))break;l.ownFirst=&quot;0&quot;===L,l.inlineBlockNeedsLayout=!1,n(function(){var a,b,c,e;c=d.getElementsByTagName(&quot;body&quot;)[0],c&amp;&amp;c.style&amp;&amp;(b=d.createElement(&quot;div&quot;),e=d.createElement(&quot;div&quot;),e.style.cssText=&quot;position:absolute;border:0;width:0;height:0;top:0;left:-9999px&quot;,c.appendChild(e).appendChild(b),&quot;undefined&quot;!=typeof b.style.zoom&amp;&amp;(b.style.cssText=&quot;display:inline;margin:0;border:0;padding:1px;width:1px;zoom:1&quot;,l.inlineBlockNeedsLayout=a=3===b.offsetWidth,a&amp;&amp;(c.style.zoom=1)),c.removeChild(e))}),function(){var a=d.createElement(&quot;div&quot;);l.deleteExpando=!0;try{delete a.test}catch(b){l.deleteExpando=!1}a=null}();var M=function(a){var b=n.noData[(a.nodeName+&quot; &quot;).toLowerCase()],c=+a.nodeType||1;return 1!==c&amp;&amp;9!==c?!1:!b||b!==!0&amp;&amp;a.getAttribute(&quot;classid&quot;)===b},N=/^(?:\\{[\\w\\W]*\\}|\\[[\\w\\W]*\\])$/,O=/([A-Z])/g;function P(a,b,c){if(void 0===c&amp;&amp;1===a.nodeType){var d=&quot;data-&quot;+b.replace(O,&quot;-$1&quot;).toLowerCase();if(c=a.getAttribute(d),&quot;string&quot;==typeof c){try{c=&quot;true&quot;===c?!0:&quot;false&quot;===c?!1:&quot;null&quot;===c?null:+c+&quot;&quot;===c?+c:N.test(c)?n.parseJSON(c):c}catch(e){}n.data(a,b,c)}else c=void 0;\n",
       "}return c}function Q(a){var b;for(b in a)if((&quot;data&quot;!==b||!n.isEmptyObject(a[b]))&amp;&amp;&quot;toJSON&quot;!==b)return!1;return!0}function R(a,b,d,e){if(M(a)){var f,g,h=n.expando,i=a.nodeType,j=i?n.cache:a,k=i?a[h]:a[h]&amp;&amp;h;if(k&amp;&amp;j[k]&amp;&amp;(e||j[k].data)||void 0!==d||&quot;string&quot;!=typeof b)return k||(k=i?a[h]=c.pop()||n.guid++:h),j[k]||(j[k]=i?{}:{toJSON:n.noop}),&quot;object&quot;!=typeof b&amp;&amp;&quot;function&quot;!=typeof b||(e?j[k]=n.extend(j[k],b):j[k].data=n.extend(j[k].data,b)),g=j[k],e||(g.data||(g.data={}),g=g.data),void 0!==d&amp;&amp;(g[n.camelCase(b)]=d),&quot;string&quot;==typeof b?(f=g[b],null==f&amp;&amp;(f=g[n.camelCase(b)])):f=g,f}}function S(a,b,c){if(M(a)){var d,e,f=a.nodeType,g=f?n.cache:a,h=f?a[n.expando]:n.expando;if(g[h]){if(b&amp;&amp;(d=c?g[h]:g[h].data)){n.isArray(b)?b=b.concat(n.map(b,n.camelCase)):b in d?b=[b]:(b=n.camelCase(b),b=b in d?[b]:b.split(&quot; &quot;)),e=b.length;while(e--)delete d[b[e]];if(c?!Q(d):!n.isEmptyObject(d))return}(c||(delete g[h].data,Q(g[h])))&amp;&amp;(f?n.cleanData([a],!0):l.deleteExpando||g!=g.window?delete g[h]:g[h]=void 0)}}}n.extend({cache:{},noData:{&quot;applet &quot;:!0,&quot;embed &quot;:!0,&quot;object &quot;:&quot;clsid:D27CDB6E-AE6D-11cf-96B8-444553540000&quot;},hasData:function(a){return a=a.nodeType?n.cache[a[n.expando]]:a[n.expando],!!a&amp;&amp;!Q(a)},data:function(a,b,c){return R(a,b,c)},removeData:function(a,b){return S(a,b)},_data:function(a,b,c){return R(a,b,c,!0)},_removeData:function(a,b){return S(a,b,!0)}}),n.fn.extend({data:function(a,b){var c,d,e,f=this[0],g=f&amp;&amp;f.attributes;if(void 0===a){if(this.length&amp;&amp;(e=n.data(f),1===f.nodeType&amp;&amp;!n._data(f,&quot;parsedAttrs&quot;))){c=g.length;while(c--)g[c]&amp;&amp;(d=g[c].name,0===d.indexOf(&quot;data-&quot;)&amp;&amp;(d=n.camelCase(d.slice(5)),P(f,d,e[d])));n._data(f,&quot;parsedAttrs&quot;,!0)}return e}return&quot;object&quot;==typeof a?this.each(function(){n.data(this,a)}):arguments.length&gt;1?this.each(function(){n.data(this,a,b)}):f?P(f,a,n.data(f,a)):void 0},removeData:function(a){return this.each(function(){n.removeData(this,a)})}}),n.extend({queue:function(a,b,c){var d;return a?(b=(b||&quot;fx&quot;)+&quot;queue&quot;,d=n._data(a,b),c&amp;&amp;(!d||n.isArray(c)?d=n._data(a,b,n.makeArray(c)):d.push(c)),d||[]):void 0},dequeue:function(a,b){b=b||&quot;fx&quot;;var c=n.queue(a,b),d=c.length,e=c.shift(),f=n._queueHooks(a,b),g=function(){n.dequeue(a,b)};&quot;inprogress&quot;===e&amp;&amp;(e=c.shift(),d--),e&amp;&amp;(&quot;fx&quot;===b&amp;&amp;c.unshift(&quot;inprogress&quot;),delete f.stop,e.call(a,g,f)),!d&amp;&amp;f&amp;&amp;f.empty.fire()},_queueHooks:function(a,b){var c=b+&quot;queueHooks&quot;;return n._data(a,c)||n._data(a,c,{empty:n.Callbacks(&quot;once memory&quot;).add(function(){n._removeData(a,b+&quot;queue&quot;),n._removeData(a,c)})})}}),n.fn.extend({queue:function(a,b){var c=2;return&quot;string&quot;!=typeof a&amp;&amp;(b=a,a=&quot;fx&quot;,c--),arguments.length&lt;c?n.queue(this[0],a):void 0===b?this:this.each(function(){var c=n.queue(this,a,b);n._queueHooks(this,a),&quot;fx&quot;===a&amp;&amp;&quot;inprogress&quot;!==c[0]&amp;&amp;n.dequeue(this,a)})},dequeue:function(a){return this.each(function(){n.dequeue(this,a)})},clearQueue:function(a){return this.queue(a||&quot;fx&quot;,[])},promise:function(a,b){var c,d=1,e=n.Deferred(),f=this,g=this.length,h=function(){--d||e.resolveWith(f,[f])};&quot;string&quot;!=typeof a&amp;&amp;(b=a,a=void 0),a=a||&quot;fx&quot;;while(g--)c=n._data(f[g],a+&quot;queueHooks&quot;),c&amp;&amp;c.empty&amp;&amp;(d++,c.empty.add(h));return h(),e.promise(b)}}),function(){var a;l.shrinkWrapBlocks=function(){if(null!=a)return a;a=!1;var b,c,e;return c=d.getElementsByTagName(&quot;body&quot;)[0],c&amp;&amp;c.style?(b=d.createElement(&quot;div&quot;),e=d.createElement(&quot;div&quot;),e.style.cssText=&quot;position:absolute;border:0;width:0;height:0;top:0;left:-9999px&quot;,c.appendChild(e).appendChild(b),&quot;undefined&quot;!=typeof b.style.zoom&amp;&amp;(b.style.cssText=&quot;-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;display:block;margin:0;border:0;padding:1px;width:1px;zoom:1&quot;,b.appendChild(d.createElement(&quot;div&quot;)).style.width=&quot;5px&quot;,a=3!==b.offsetWidth),c.removeChild(e),a):void 0}}();var T=/[+-]?(?:\\d*\\.|)\\d+(?:[eE][+-]?\\d+|)/.source,U=new RegExp(&quot;^(?:([+-])=|)(&quot;+T+&quot;)([a-z%]*)$&quot;,&quot;i&quot;),V=[&quot;Top&quot;,&quot;Right&quot;,&quot;Bottom&quot;,&quot;Left&quot;],W=function(a,b){return a=b||a,&quot;none&quot;===n.css(a,&quot;display&quot;)||!n.contains(a.ownerDocument,a)};function X(a,b,c,d){var e,f=1,g=20,h=d?function(){return d.cur()}:function(){return n.css(a,b,&quot;&quot;)},i=h(),j=c&amp;&amp;c[3]||(n.cssNumber[b]?&quot;&quot;:&quot;px&quot;),k=(n.cssNumber[b]||&quot;px&quot;!==j&amp;&amp;+i)&amp;&amp;U.exec(n.css(a,b));if(k&amp;&amp;k[3]!==j){j=j||k[3],c=c||[],k=+i||1;do f=f||&quot;.5&quot;,k/=f,n.style(a,b,k+j);while(f!==(f=h()/i)&amp;&amp;1!==f&amp;&amp;--g)}return c&amp;&amp;(k=+k||+i||0,e=c[1]?k+(c[1]+1)*c[2]:+c[2],d&amp;&amp;(d.unit=j,d.start=k,d.end=e)),e}var Y=function(a,b,c,d,e,f,g){var h=0,i=a.length,j=null==c;if(&quot;object&quot;===n.type(c)){e=!0;for(h in c)Y(a,b,h,c[h],!0,f,g)}else if(void 0!==d&amp;&amp;(e=!0,n.isFunction(d)||(g=!0),j&amp;&amp;(g?(b.call(a,d),b=null):(j=b,b=function(a,b,c){return j.call(n(a),c)})),b))for(;i&gt;h;h++)b(a[h],c,g?d:d.call(a[h],h,b(a[h],c)));return e?a:j?b.call(a):i?b(a[0],c):f},Z=/^(?:checkbox|radio)$/i,$=/&lt;([\\w:-]+)/,_=/^$|\\/(?:java|ecma)script/i,aa=/^\\s+/,ba=&quot;abbr|article|aside|audio|bdi|canvas|data|datalist|details|dialog|figcaption|figure|footer|header|hgroup|main|mark|meter|nav|output|picture|progress|section|summary|template|time|video&quot;;function ca(a){var b=ba.split(&quot;|&quot;),c=a.createDocumentFragment();if(c.createElement)while(b.length)c.createElement(b.pop());return c}!function(){var a=d.createElement(&quot;div&quot;),b=d.createDocumentFragment(),c=d.createElement(&quot;input&quot;);a.innerHTML=&quot;  &lt;link/&gt;&lt;table&gt;&lt;/table&gt;&lt;a href=&#x27;/a&#x27;&gt;a&lt;/a&gt;&lt;input type=&#x27;checkbox&#x27;/&gt;&quot;,l.leadingWhitespace=3===a.firstChild.nodeType,l.tbody=!a.getElementsByTagName(&quot;tbody&quot;).length,l.htmlSerialize=!!a.getElementsByTagName(&quot;link&quot;).length,l.html5Clone=&quot;&lt;:nav&gt;&lt;/:nav&gt;&quot;!==d.createElement(&quot;nav&quot;).cloneNode(!0).outerHTML,c.type=&quot;checkbox&quot;,c.checked=!0,b.appendChild(c),l.appendChecked=c.checked,a.innerHTML=&quot;&lt;textarea&gt;x&lt;/textarea&gt;&quot;,l.noCloneChecked=!!a.cloneNode(!0).lastChild.defaultValue,b.appendChild(a),c=d.createElement(&quot;input&quot;),c.setAttribute(&quot;type&quot;,&quot;radio&quot;),c.setAttribute(&quot;checked&quot;,&quot;checked&quot;),c.setAttribute(&quot;name&quot;,&quot;t&quot;),a.appendChild(c),l.checkClone=a.cloneNode(!0).cloneNode(!0).lastChild.checked,l.noCloneEvent=!!a.addEventListener,a[n.expando]=1,l.attributes=!a.getAttribute(n.expando)}();var da={option:[1,&quot;&lt;select multiple=&#x27;multiple&#x27;&gt;&quot;,&quot;&lt;/select&gt;&quot;],legend:[1,&quot;&lt;fieldset&gt;&quot;,&quot;&lt;/fieldset&gt;&quot;],area:[1,&quot;&lt;map&gt;&quot;,&quot;&lt;/map&gt;&quot;],param:[1,&quot;&lt;object&gt;&quot;,&quot;&lt;/object&gt;&quot;],thead:[1,&quot;&lt;table&gt;&quot;,&quot;&lt;/table&gt;&quot;],tr:[2,&quot;&lt;table&gt;&lt;tbody&gt;&quot;,&quot;&lt;/tbody&gt;&lt;/table&gt;&quot;],col:[2,&quot;&lt;table&gt;&lt;tbody&gt;&lt;/tbody&gt;&lt;colgroup&gt;&quot;,&quot;&lt;/colgroup&gt;&lt;/table&gt;&quot;],td:[3,&quot;&lt;table&gt;&lt;tbody&gt;&lt;tr&gt;&quot;,&quot;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&quot;],_default:l.htmlSerialize?[0,&quot;&quot;,&quot;&quot;]:[1,&quot;X&lt;div&gt;&quot;,&quot;&lt;/div&gt;&quot;]};da.optgroup=da.option,da.tbody=da.tfoot=da.colgroup=da.caption=da.thead,da.th=da.td;function ea(a,b){var c,d,e=0,f=&quot;undefined&quot;!=typeof a.getElementsByTagName?a.getElementsByTagName(b||&quot;*&quot;):&quot;undefined&quot;!=typeof a.querySelectorAll?a.querySelectorAll(b||&quot;*&quot;):void 0;if(!f)for(f=[],c=a.childNodes||a;null!=(d=c[e]);e++)!b||n.nodeName(d,b)?f.push(d):n.merge(f,ea(d,b));return void 0===b||b&amp;&amp;n.nodeName(a,b)?n.merge([a],f):f}function fa(a,b){for(var c,d=0;null!=(c=a[d]);d++)n._data(c,&quot;globalEval&quot;,!b||n._data(b[d],&quot;globalEval&quot;))}var ga=/&lt;|&amp;#?\\w+;/,ha=/&lt;tbody/i;function ia(a){Z.test(a.type)&amp;&amp;(a.defaultChecked=a.checked)}function ja(a,b,c,d,e){for(var f,g,h,i,j,k,m,o=a.length,p=ca(b),q=[],r=0;o&gt;r;r++)if(g=a[r],g||0===g)if(&quot;object&quot;===n.type(g))n.merge(q,g.nodeType?[g]:g);else if(ga.test(g)){i=i||p.appendChild(b.createElement(&quot;div&quot;)),j=($.exec(g)||[&quot;&quot;,&quot;&quot;])[1].toLowerCase(),m=da[j]||da._default,i.innerHTML=m[1]+n.htmlPrefilter(g)+m[2],f=m[0];while(f--)i=i.lastChild;if(!l.leadingWhitespace&amp;&amp;aa.test(g)&amp;&amp;q.push(b.createTextNode(aa.exec(g)[0])),!l.tbody){g=&quot;table&quot;!==j||ha.test(g)?&quot;&lt;table&gt;&quot;!==m[1]||ha.test(g)?0:i:i.firstChild,f=g&amp;&amp;g.childNodes.length;while(f--)n.nodeName(k=g.childNodes[f],&quot;tbody&quot;)&amp;&amp;!k.childNodes.length&amp;&amp;g.removeChild(k)}n.merge(q,i.childNodes),i.textContent=&quot;&quot;;while(i.firstChild)i.removeChild(i.firstChild);i=p.lastChild}else q.push(b.createTextNode(g));i&amp;&amp;p.removeChild(i),l.appendChecked||n.grep(ea(q,&quot;input&quot;),ia),r=0;while(g=q[r++])if(d&amp;&amp;n.inArray(g,d)&gt;-1)e&amp;&amp;e.push(g);else if(h=n.contains(g.ownerDocument,g),i=ea(p.appendChild(g),&quot;script&quot;),h&amp;&amp;fa(i),c){f=0;while(g=i[f++])_.test(g.type||&quot;&quot;)&amp;&amp;c.push(g)}return i=null,p}!function(){var b,c,e=d.createElement(&quot;div&quot;);for(b in{submit:!0,change:!0,focusin:!0})c=&quot;on&quot;+b,(l[b]=c in a)||(e.setAttribute(c,&quot;t&quot;),l[b]=e.attributes[c].expando===!1);e=null}();var ka=/^(?:input|select|textarea)$/i,la=/^key/,ma=/^(?:mouse|pointer|contextmenu|drag|drop)|click/,na=/^(?:focusinfocus|focusoutblur)$/,oa=/^([^.]*)(?:\\.(.+)|)/;function pa(){return!0}function qa(){return!1}function ra(){try{return d.activeElement}catch(a){}}function sa(a,b,c,d,e,f){var g,h;if(&quot;object&quot;==typeof b){&quot;string&quot;!=typeof c&amp;&amp;(d=d||c,c=void 0);for(h in b)sa(a,h,c,d,b[h],f);return a}if(null==d&amp;&amp;null==e?(e=c,d=c=void 0):null==e&amp;&amp;(&quot;string&quot;==typeof c?(e=d,d=void 0):(e=d,d=c,c=void 0)),e===!1)e=qa;else if(!e)return a;return 1===f&amp;&amp;(g=e,e=function(a){return n().off(a),g.apply(this,arguments)},e.guid=g.guid||(g.guid=n.guid++)),a.each(function(){n.event.add(this,b,e,d,c)})}n.event={global:{},add:function(a,b,c,d,e){var f,g,h,i,j,k,l,m,o,p,q,r=n._data(a);if(r){c.handler&amp;&amp;(i=c,c=i.handler,e=i.selector),c.guid||(c.guid=n.guid++),(g=r.events)||(g=r.events={}),(k=r.handle)||(k=r.handle=function(a){return&quot;undefined&quot;==typeof n||a&amp;&amp;n.event.triggered===a.type?void 0:n.event.dispatch.apply(k.elem,arguments)},k.elem=a),b=(b||&quot;&quot;).match(G)||[&quot;&quot;],h=b.length;while(h--)f=oa.exec(b[h])||[],o=q=f[1],p=(f[2]||&quot;&quot;).split(&quot;.&quot;).sort(),o&amp;&amp;(j=n.event.special[o]||{},o=(e?j.delegateType:j.bindType)||o,j=n.event.special[o]||{},l=n.extend({type:o,origType:q,data:d,handler:c,guid:c.guid,selector:e,needsContext:e&amp;&amp;n.expr.match.needsContext.test(e),namespace:p.join(&quot;.&quot;)},i),(m=g[o])||(m=g[o]=[],m.delegateCount=0,j.setup&amp;&amp;j.setup.call(a,d,p,k)!==!1||(a.addEventListener?a.addEventListener(o,k,!1):a.attachEvent&amp;&amp;a.attachEvent(&quot;on&quot;+o,k))),j.add&amp;&amp;(j.add.call(a,l),l.handler.guid||(l.handler.guid=c.guid)),e?m.splice(m.delegateCount++,0,l):m.push(l),n.event.global[o]=!0);a=null}},remove:function(a,b,c,d,e){var f,g,h,i,j,k,l,m,o,p,q,r=n.hasData(a)&amp;&amp;n._data(a);if(r&amp;&amp;(k=r.events)){b=(b||&quot;&quot;).match(G)||[&quot;&quot;],j=b.length;while(j--)if(h=oa.exec(b[j])||[],o=q=h[1],p=(h[2]||&quot;&quot;).split(&quot;.&quot;).sort(),o){l=n.event.special[o]||{},o=(d?l.delegateType:l.bindType)||o,m=k[o]||[],h=h[2]&amp;&amp;new RegExp(&quot;(^|\\\\.)&quot;+p.join(&quot;\\\\.(?:.*\\\\.|)&quot;)+&quot;(\\\\.|$)&quot;),i=f=m.length;while(f--)g=m[f],!e&amp;&amp;q!==g.origType||c&amp;&amp;c.guid!==g.guid||h&amp;&amp;!h.test(g.namespace)||d&amp;&amp;d!==g.selector&amp;&amp;(&quot;**&quot;!==d||!g.selector)||(m.splice(f,1),g.selector&amp;&amp;m.delegateCount--,l.remove&amp;&amp;l.remove.call(a,g));i&amp;&amp;!m.length&amp;&amp;(l.teardown&amp;&amp;l.teardown.call(a,p,r.handle)!==!1||n.removeEvent(a,o,r.handle),delete k[o])}else for(o in k)n.event.remove(a,o+b[j],c,d,!0);n.isEmptyObject(k)&amp;&amp;(delete r.handle,n._removeData(a,&quot;events&quot;))}},trigger:function(b,c,e,f){var g,h,i,j,l,m,o,p=[e||d],q=k.call(b,&quot;type&quot;)?b.type:b,r=k.call(b,&quot;namespace&quot;)?b.namespace.split(&quot;.&quot;):[];if(i=m=e=e||d,3!==e.nodeType&amp;&amp;8!==e.nodeType&amp;&amp;!na.test(q+n.event.triggered)&amp;&amp;(q.indexOf(&quot;.&quot;)&gt;-1&amp;&amp;(r=q.split(&quot;.&quot;),q=r.shift(),r.sort()),h=q.indexOf(&quot;:&quot;)&lt;0&amp;&amp;&quot;on&quot;+q,b=b[n.expando]?b:new n.Event(q,&quot;object&quot;==typeof b&amp;&amp;b),b.isTrigger=f?2:3,b.namespace=r.join(&quot;.&quot;),b.rnamespace=b.namespace?new RegExp(&quot;(^|\\\\.)&quot;+r.join(&quot;\\\\.(?:.*\\\\.|)&quot;)+&quot;(\\\\.|$)&quot;):null,b.result=void 0,b.target||(b.target=e),c=null==c?[b]:n.makeArray(c,[b]),l=n.event.special[q]||{},f||!l.trigger||l.trigger.apply(e,c)!==!1)){if(!f&amp;&amp;!l.noBubble&amp;&amp;!n.isWindow(e)){for(j=l.delegateType||q,na.test(j+q)||(i=i.parentNode);i;i=i.parentNode)p.push(i),m=i;m===(e.ownerDocument||d)&amp;&amp;p.push(m.defaultView||m.parentWindow||a)}o=0;while((i=p[o++])&amp;&amp;!b.isPropagationStopped())b.type=o&gt;1?j:l.bindType||q,g=(n._data(i,&quot;events&quot;)||{})[b.type]&amp;&amp;n._data(i,&quot;handle&quot;),g&amp;&amp;g.apply(i,c),g=h&amp;&amp;i[h],g&amp;&amp;g.apply&amp;&amp;M(i)&amp;&amp;(b.result=g.apply(i,c),b.result===!1&amp;&amp;b.preventDefault());if(b.type=q,!f&amp;&amp;!b.isDefaultPrevented()&amp;&amp;(!l._default||l._default.apply(p.pop(),c)===!1)&amp;&amp;M(e)&amp;&amp;h&amp;&amp;e[q]&amp;&amp;!n.isWindow(e)){m=e[h],m&amp;&amp;(e[h]=null),n.event.triggered=q;try{e[q]()}catch(s){}n.event.triggered=void 0,m&amp;&amp;(e[h]=m)}return b.result}},dispatch:function(a){a=n.event.fix(a);var b,c,d,f,g,h=[],i=e.call(arguments),j=(n._data(this,&quot;events&quot;)||{})[a.type]||[],k=n.event.special[a.type]||{};if(i[0]=a,a.delegateTarget=this,!k.preDispatch||k.preDispatch.call(this,a)!==!1){h=n.event.handlers.call(this,a,j),b=0;while((f=h[b++])&amp;&amp;!a.isPropagationStopped()){a.currentTarget=f.elem,c=0;while((g=f.handlers[c++])&amp;&amp;!a.isImmediatePropagationStopped())a.rnamespace&amp;&amp;!a.rnamespace.test(g.namespace)||(a.handleObj=g,a.data=g.data,d=((n.event.special[g.origType]||{}).handle||g.handler).apply(f.elem,i),void 0!==d&amp;&amp;(a.result=d)===!1&amp;&amp;(a.preventDefault(),a.stopPropagation()))}return k.postDispatch&amp;&amp;k.postDispatch.call(this,a),a.result}},handlers:function(a,b){var c,d,e,f,g=[],h=b.delegateCount,i=a.target;if(h&amp;&amp;i.nodeType&amp;&amp;(&quot;click&quot;!==a.type||isNaN(a.button)||a.button&lt;1))for(;i!=this;i=i.parentNode||this)if(1===i.nodeType&amp;&amp;(i.disabled!==!0||&quot;click&quot;!==a.type)){for(d=[],c=0;h&gt;c;c++)f=b[c],e=f.selector+&quot; &quot;,void 0===d[e]&amp;&amp;(d[e]=f.needsContext?n(e,this).index(i)&gt;-1:n.find(e,this,null,[i]).length),d[e]&amp;&amp;d.push(f);d.length&amp;&amp;g.push({elem:i,handlers:d})}return h&lt;b.length&amp;&amp;g.push({elem:this,handlers:b.slice(h)}),g},fix:function(a){if(a[n.expando])return a;var b,c,e,f=a.type,g=a,h=this.fixHooks[f];h||(this.fixHooks[f]=h=ma.test(f)?this.mouseHooks:la.test(f)?this.keyHooks:{}),e=h.props?this.props.concat(h.props):this.props,a=new n.Event(g),b=e.length;while(b--)c=e[b],a[c]=g[c];return a.target||(a.target=g.srcElement||d),3===a.target.nodeType&amp;&amp;(a.target=a.target.parentNode),a.metaKey=!!a.metaKey,h.filter?h.filter(a,g):a},props:&quot;altKey bubbles cancelable ctrlKey currentTarget detail eventPhase metaKey relatedTarget shiftKey target timeStamp view which&quot;.split(&quot; &quot;),fixHooks:{},keyHooks:{props:&quot;char charCode key keyCode&quot;.split(&quot; &quot;),filter:function(a,b){return null==a.which&amp;&amp;(a.which=null!=b.charCode?b.charCode:b.keyCode),a}},mouseHooks:{props:&quot;button buttons clientX clientY fromElement offsetX offsetY pageX pageY screenX screenY toElement&quot;.split(&quot; &quot;),filter:function(a,b){var c,e,f,g=b.button,h=b.fromElement;return null==a.pageX&amp;&amp;null!=b.clientX&amp;&amp;(e=a.target.ownerDocument||d,f=e.documentElement,c=e.body,a.pageX=b.clientX+(f&amp;&amp;f.scrollLeft||c&amp;&amp;c.scrollLeft||0)-(f&amp;&amp;f.clientLeft||c&amp;&amp;c.clientLeft||0),a.pageY=b.clientY+(f&amp;&amp;f.scrollTop||c&amp;&amp;c.scrollTop||0)-(f&amp;&amp;f.clientTop||c&amp;&amp;c.clientTop||0)),!a.relatedTarget&amp;&amp;h&amp;&amp;(a.relatedTarget=h===a.target?b.toElement:h),a.which||void 0===g||(a.which=1&amp;g?1:2&amp;g?3:4&amp;g?2:0),a}},special:{load:{noBubble:!0},focus:{trigger:function(){if(this!==ra()&amp;&amp;this.focus)try{return this.focus(),!1}catch(a){}},delegateType:&quot;focusin&quot;},blur:{trigger:function(){return this===ra()&amp;&amp;this.blur?(this.blur(),!1):void 0},delegateType:&quot;focusout&quot;},click:{trigger:function(){return n.nodeName(this,&quot;input&quot;)&amp;&amp;&quot;checkbox&quot;===this.type&amp;&amp;this.click?(this.click(),!1):void 0},_default:function(a){return n.nodeName(a.target,&quot;a&quot;)}},beforeunload:{postDispatch:function(a){void 0!==a.result&amp;&amp;a.originalEvent&amp;&amp;(a.originalEvent.returnValue=a.result)}}},simulate:function(a,b,c){var d=n.extend(new n.Event,c,{type:a,isSimulated:!0});n.event.trigger(d,null,b),d.isDefaultPrevented()&amp;&amp;c.preventDefault()}},n.removeEvent=d.removeEventListener?function(a,b,c){a.removeEventListener&amp;&amp;a.removeEventListener(b,c)}:function(a,b,c){var d=&quot;on&quot;+b;a.detachEvent&amp;&amp;(&quot;undefined&quot;==typeof a[d]&amp;&amp;(a[d]=null),a.detachEvent(d,c))},n.Event=function(a,b){return this instanceof n.Event?(a&amp;&amp;a.type?(this.originalEvent=a,this.type=a.type,this.isDefaultPrevented=a.defaultPrevented||void 0===a.defaultPrevented&amp;&amp;a.returnValue===!1?pa:qa):this.type=a,b&amp;&amp;n.extend(this,b),this.timeStamp=a&amp;&amp;a.timeStamp||n.now(),void(this[n.expando]=!0)):new n.Event(a,b)},n.Event.prototype={constructor:n.Event,isDefaultPrevented:qa,isPropagationStopped:qa,isImmediatePropagationStopped:qa,preventDefault:function(){var a=this.originalEvent;this.isDefaultPrevented=pa,a&amp;&amp;(a.preventDefault?a.preventDefault():a.returnValue=!1)},stopPropagation:function(){var a=this.originalEvent;this.isPropagationStopped=pa,a&amp;&amp;!this.isSimulated&amp;&amp;(a.stopPropagation&amp;&amp;a.stopPropagation(),a.cancelBubble=!0)},stopImmediatePropagation:function(){var a=this.originalEvent;this.isImmediatePropagationStopped=pa,a&amp;&amp;a.stopImmediatePropagation&amp;&amp;a.stopImmediatePropagation(),this.stopPropagation()}},n.each({mouseenter:&quot;mouseover&quot;,mouseleave:&quot;mouseout&quot;,pointerenter:&quot;pointerover&quot;,pointerleave:&quot;pointerout&quot;},function(a,b){n.event.special[a]={delegateType:b,bindType:b,handle:function(a){var c,d=this,e=a.relatedTarget,f=a.handleObj;return e&amp;&amp;(e===d||n.contains(d,e))||(a.type=f.origType,c=f.handler.apply(this,arguments),a.type=b),c}}}),l.submit||(n.event.special.submit={setup:function(){return n.nodeName(this,&quot;form&quot;)?!1:void n.event.add(this,&quot;click._submit keypress._submit&quot;,function(a){var b=a.target,c=n.nodeName(b,&quot;input&quot;)||n.nodeName(b,&quot;button&quot;)?n.prop(b,&quot;form&quot;):void 0;c&amp;&amp;!n._data(c,&quot;submit&quot;)&amp;&amp;(n.event.add(c,&quot;submit._submit&quot;,function(a){a._submitBubble=!0}),n._data(c,&quot;submit&quot;,!0))})},postDispatch:function(a){a._submitBubble&amp;&amp;(delete a._submitBubble,this.parentNode&amp;&amp;!a.isTrigger&amp;&amp;n.event.simulate(&quot;submit&quot;,this.parentNode,a))},teardown:function(){return n.nodeName(this,&quot;form&quot;)?!1:void n.event.remove(this,&quot;._submit&quot;)}}),l.change||(n.event.special.change={setup:function(){return ka.test(this.nodeName)?(&quot;checkbox&quot;!==this.type&amp;&amp;&quot;radio&quot;!==this.type||(n.event.add(this,&quot;propertychange._change&quot;,function(a){&quot;checked&quot;===a.originalEvent.propertyName&amp;&amp;(this._justChanged=!0)}),n.event.add(this,&quot;click._change&quot;,function(a){this._justChanged&amp;&amp;!a.isTrigger&amp;&amp;(this._justChanged=!1),n.event.simulate(&quot;change&quot;,this,a)})),!1):void n.event.add(this,&quot;beforeactivate._change&quot;,function(a){var b=a.target;ka.test(b.nodeName)&amp;&amp;!n._data(b,&quot;change&quot;)&amp;&amp;(n.event.add(b,&quot;change._change&quot;,function(a){!this.parentNode||a.isSimulated||a.isTrigger||n.event.simulate(&quot;change&quot;,this.parentNode,a)}),n._data(b,&quot;change&quot;,!0))})},handle:function(a){var b=a.target;return this!==b||a.isSimulated||a.isTrigger||&quot;radio&quot;!==b.type&amp;&amp;&quot;checkbox&quot;!==b.type?a.handleObj.handler.apply(this,arguments):void 0},teardown:function(){return n.event.remove(this,&quot;._change&quot;),!ka.test(this.nodeName)}}),l.focusin||n.each({focus:&quot;focusin&quot;,blur:&quot;focusout&quot;},function(a,b){var c=function(a){n.event.simulate(b,a.target,n.event.fix(a))};n.event.special[b]={setup:function(){var d=this.ownerDocument||this,e=n._data(d,b);e||d.addEventListener(a,c,!0),n._data(d,b,(e||0)+1)},teardown:function(){var d=this.ownerDocument||this,e=n._data(d,b)-1;e?n._data(d,b,e):(d.removeEventListener(a,c,!0),n._removeData(d,b))}}}),n.fn.extend({on:function(a,b,c,d){return sa(this,a,b,c,d)},one:function(a,b,c,d){return sa(this,a,b,c,d,1)},off:function(a,b,c){var d,e;if(a&amp;&amp;a.preventDefault&amp;&amp;a.handleObj)return d=a.handleObj,n(a.delegateTarget).off(d.namespace?d.origType+&quot;.&quot;+d.namespace:d.origType,d.selector,d.handler),this;if(&quot;object&quot;==typeof a){for(e in a)this.off(e,b,a[e]);return this}return b!==!1&amp;&amp;&quot;function&quot;!=typeof b||(c=b,b=void 0),c===!1&amp;&amp;(c=qa),this.each(function(){n.event.remove(this,a,c,b)})},trigger:function(a,b){return this.each(function(){n.event.trigger(a,b,this)})},triggerHandler:function(a,b){var c=this[0];return c?n.event.trigger(a,b,c,!0):void 0}});var ta=/ jQuery\\d+=&quot;(?:null|\\d+)&quot;/g,ua=new RegExp(&quot;&lt;(?:&quot;+ba+&quot;)[\\\\s/&gt;]&quot;,&quot;i&quot;),va=/&lt;(?!area|br|col|embed|hr|img|input|link|meta|param)(([\\w:-]+)[^&gt;]*)\\/&gt;/gi,wa=/&lt;script|&lt;style|&lt;link/i,xa=/checked\\s*(?:[^=]|=\\s*.checked.)/i,ya=/^true\\/(.*)/,za=/^\\s*&lt;!(?:\\[CDATA\\[|--)|(?:\\]\\]|--)&gt;\\s*$/g,Aa=ca(d),Ba=Aa.appendChild(d.createElement(&quot;div&quot;));function Ca(a,b){return n.nodeName(a,&quot;table&quot;)&amp;&amp;n.nodeName(11!==b.nodeType?b:b.firstChild,&quot;tr&quot;)?a.getElementsByTagName(&quot;tbody&quot;)[0]||a.appendChild(a.ownerDocument.createElement(&quot;tbody&quot;)):a}function Da(a){return a.type=(null!==n.find.attr(a,&quot;type&quot;))+&quot;/&quot;+a.type,a}function Ea(a){var b=ya.exec(a.type);return b?a.type=b[1]:a.removeAttribute(&quot;type&quot;),a}function Fa(a,b){if(1===b.nodeType&amp;&amp;n.hasData(a)){var c,d,e,f=n._data(a),g=n._data(b,f),h=f.events;if(h){delete g.handle,g.events={};for(c in h)for(d=0,e=h[c].length;e&gt;d;d++)n.event.add(b,c,h[c][d])}g.data&amp;&amp;(g.data=n.extend({},g.data))}}function Ga(a,b){var c,d,e;if(1===b.nodeType){if(c=b.nodeName.toLowerCase(),!l.noCloneEvent&amp;&amp;b[n.expando]){e=n._data(b);for(d in e.events)n.removeEvent(b,d,e.handle);b.removeAttribute(n.expando)}&quot;script&quot;===c&amp;&amp;b.text!==a.text?(Da(b).text=a.text,Ea(b)):&quot;object&quot;===c?(b.parentNode&amp;&amp;(b.outerHTML=a.outerHTML),l.html5Clone&amp;&amp;a.innerHTML&amp;&amp;!n.trim(b.innerHTML)&amp;&amp;(b.innerHTML=a.innerHTML)):&quot;input&quot;===c&amp;&amp;Z.test(a.type)?(b.defaultChecked=b.checked=a.checked,b.value!==a.value&amp;&amp;(b.value=a.value)):&quot;option&quot;===c?b.defaultSelected=b.selected=a.defaultSelected:&quot;input&quot;!==c&amp;&amp;&quot;textarea&quot;!==c||(b.defaultValue=a.defaultValue)}}function Ha(a,b,c,d){b=f.apply([],b);var e,g,h,i,j,k,m=0,o=a.length,p=o-1,q=b[0],r=n.isFunction(q);if(r||o&gt;1&amp;&amp;&quot;string&quot;==typeof q&amp;&amp;!l.checkClone&amp;&amp;xa.test(q))return a.each(function(e){var f=a.eq(e);r&amp;&amp;(b[0]=q.call(this,e,f.html())),Ha(f,b,c,d)});if(o&amp;&amp;(k=ja(b,a[0].ownerDocument,!1,a,d),e=k.firstChild,1===k.childNodes.length&amp;&amp;(k=e),e||d)){for(i=n.map(ea(k,&quot;script&quot;),Da),h=i.length;o&gt;m;m++)g=k,m!==p&amp;&amp;(g=n.clone(g,!0,!0),h&amp;&amp;n.merge(i,ea(g,&quot;script&quot;))),c.call(a[m],g,m);if(h)for(j=i[i.length-1].ownerDocument,n.map(i,Ea),m=0;h&gt;m;m++)g=i[m],_.test(g.type||&quot;&quot;)&amp;&amp;!n._data(g,&quot;globalEval&quot;)&amp;&amp;n.contains(j,g)&amp;&amp;(g.src?n._evalUrl&amp;&amp;n._evalUrl(g.src):n.globalEval((g.text||g.textContent||g.innerHTML||&quot;&quot;).replace(za,&quot;&quot;)));k=e=null}return a}function Ia(a,b,c){for(var d,e=b?n.filter(b,a):a,f=0;null!=(d=e[f]);f++)c||1!==d.nodeType||n.cleanData(ea(d)),d.parentNode&amp;&amp;(c&amp;&amp;n.contains(d.ownerDocument,d)&amp;&amp;fa(ea(d,&quot;script&quot;)),d.parentNode.removeChild(d));return a}n.extend({htmlPrefilter:function(a){return a.replace(va,&quot;&lt;$1&gt;&lt;/$2&gt;&quot;)},clone:function(a,b,c){var d,e,f,g,h,i=n.contains(a.ownerDocument,a);if(l.html5Clone||n.isXMLDoc(a)||!ua.test(&quot;&lt;&quot;+a.nodeName+&quot;&gt;&quot;)?f=a.cloneNode(!0):(Ba.innerHTML=a.outerHTML,Ba.removeChild(f=Ba.firstChild)),!(l.noCloneEvent&amp;&amp;l.noCloneChecked||1!==a.nodeType&amp;&amp;11!==a.nodeType||n.isXMLDoc(a)))for(d=ea(f),h=ea(a),g=0;null!=(e=h[g]);++g)d[g]&amp;&amp;Ga(e,d[g]);if(b)if(c)for(h=h||ea(a),d=d||ea(f),g=0;null!=(e=h[g]);g++)Fa(e,d[g]);else Fa(a,f);return d=ea(f,&quot;script&quot;),d.length&gt;0&amp;&amp;fa(d,!i&amp;&amp;ea(a,&quot;script&quot;)),d=h=e=null,f},cleanData:function(a,b){for(var d,e,f,g,h=0,i=n.expando,j=n.cache,k=l.attributes,m=n.event.special;null!=(d=a[h]);h++)if((b||M(d))&amp;&amp;(f=d[i],g=f&amp;&amp;j[f])){if(g.events)for(e in g.events)m[e]?n.event.remove(d,e):n.removeEvent(d,e,g.handle);j[f]&amp;&amp;(delete j[f],k||&quot;undefined&quot;==typeof d.removeAttribute?d[i]=void 0:d.removeAttribute(i),c.push(f))}}}),n.fn.extend({domManip:Ha,detach:function(a){return Ia(this,a,!0)},remove:function(a){return Ia(this,a)},text:function(a){return Y(this,function(a){return void 0===a?n.text(this):this.empty().append((this[0]&amp;&amp;this[0].ownerDocument||d).createTextNode(a))},null,a,arguments.length)},append:function(){return Ha(this,arguments,function(a){if(1===this.nodeType||11===this.nodeType||9===this.nodeType){var b=Ca(this,a);b.appendChild(a)}})},prepend:function(){return Ha(this,arguments,function(a){if(1===this.nodeType||11===this.nodeType||9===this.nodeType){var b=Ca(this,a);b.insertBefore(a,b.firstChild)}})},before:function(){return Ha(this,arguments,function(a){this.parentNode&amp;&amp;this.parentNode.insertBefore(a,this)})},after:function(){return Ha(this,arguments,function(a){this.parentNode&amp;&amp;this.parentNode.insertBefore(a,this.nextSibling)})},empty:function(){for(var a,b=0;null!=(a=this[b]);b++){1===a.nodeType&amp;&amp;n.cleanData(ea(a,!1));while(a.firstChild)a.removeChild(a.firstChild);a.options&amp;&amp;n.nodeName(a,&quot;select&quot;)&amp;&amp;(a.options.length=0)}return this},clone:function(a,b){return a=null==a?!1:a,b=null==b?a:b,this.map(function(){return n.clone(this,a,b)})},html:function(a){return Y(this,function(a){var b=this[0]||{},c=0,d=this.length;if(void 0===a)return 1===b.nodeType?b.innerHTML.replace(ta,&quot;&quot;):void 0;if(&quot;string&quot;==typeof a&amp;&amp;!wa.test(a)&amp;&amp;(l.htmlSerialize||!ua.test(a))&amp;&amp;(l.leadingWhitespace||!aa.test(a))&amp;&amp;!da[($.exec(a)||[&quot;&quot;,&quot;&quot;])[1].toLowerCase()]){a=n.htmlPrefilter(a);try{for(;d&gt;c;c++)b=this[c]||{},1===b.nodeType&amp;&amp;(n.cleanData(ea(b,!1)),b.innerHTML=a);b=0}catch(e){}}b&amp;&amp;this.empty().append(a)},null,a,arguments.length)},replaceWith:function(){var a=[];return Ha(this,arguments,function(b){var c=this.parentNode;n.inArray(this,a)&lt;0&amp;&amp;(n.cleanData(ea(this)),c&amp;&amp;c.replaceChild(b,this))},a)}}),n.each({appendTo:&quot;append&quot;,prependTo:&quot;prepend&quot;,insertBefore:&quot;before&quot;,insertAfter:&quot;after&quot;,replaceAll:&quot;replaceWith&quot;},function(a,b){n.fn[a]=function(a){for(var c,d=0,e=[],f=n(a),h=f.length-1;h&gt;=d;d++)c=d===h?this:this.clone(!0),n(f[d])[b](c),g.apply(e,c.get());return this.pushStack(e)}});var Ja,Ka={HTML:&quot;block&quot;,BODY:&quot;block&quot;};function La(a,b){var c=n(b.createElement(a)).appendTo(b.body),d=n.css(c[0],&quot;display&quot;);return c.detach(),d}function Ma(a){var b=d,c=Ka[a];return c||(c=La(a,b),&quot;none&quot;!==c&amp;&amp;c||(Ja=(Ja||n(&quot;&lt;iframe frameborder=&#x27;0&#x27; width=&#x27;0&#x27; height=&#x27;0&#x27;/&gt;&quot;)).appendTo(b.documentElement),b=(Ja[0].contentWindow||Ja[0].contentDocument).document,b.write(),b.close(),c=La(a,b),Ja.detach()),Ka[a]=c),c}var Na=/^margin/,Oa=new RegExp(&quot;^(&quot;+T+&quot;)(?!px)[a-z%]+$&quot;,&quot;i&quot;),Pa=function(a,b,c,d){var e,f,g={};for(f in b)g[f]=a.style[f],a.style[f]=b[f];e=c.apply(a,d||[]);for(f in b)a.style[f]=g[f];return e},Qa=d.documentElement;!function(){var b,c,e,f,g,h,i=d.createElement(&quot;div&quot;),j=d.createElement(&quot;div&quot;);if(j.style){j.style.cssText=&quot;float:left;opacity:.5&quot;,l.opacity=&quot;0.5&quot;===j.style.opacity,l.cssFloat=!!j.style.cssFloat,j.style.backgroundClip=&quot;content-box&quot;,j.cloneNode(!0).style.backgroundClip=&quot;&quot;,l.clearCloneStyle=&quot;content-box&quot;===j.style.backgroundClip,i=d.createElement(&quot;div&quot;),i.style.cssText=&quot;border:0;width:8px;height:0;top:0;left:-9999px;padding:0;margin-top:1px;position:absolute&quot;,j.innerHTML=&quot;&quot;,i.appendChild(j),l.boxSizing=&quot;&quot;===j.style.boxSizing||&quot;&quot;===j.style.MozBoxSizing||&quot;&quot;===j.style.WebkitBoxSizing,n.extend(l,{reliableHiddenOffsets:function(){return null==b&amp;&amp;k(),f},boxSizingReliable:function(){return null==b&amp;&amp;k(),e},pixelMarginRight:function(){return null==b&amp;&amp;k(),c},pixelPosition:function(){return null==b&amp;&amp;k(),b},reliableMarginRight:function(){return null==b&amp;&amp;k(),g},reliableMarginLeft:function(){return null==b&amp;&amp;k(),h}});function k(){var k,l,m=d.documentElement;m.appendChild(i),j.style.cssText=&quot;-webkit-box-sizing:border-box;box-sizing:border-box;position:relative;display:block;margin:auto;border:1px;padding:1px;top:1%;width:50%&quot;,b=e=h=!1,c=g=!0,a.getComputedStyle&amp;&amp;(l=a.getComputedStyle(j),b=&quot;1%&quot;!==(l||{}).top,h=&quot;2px&quot;===(l||{}).marginLeft,e=&quot;4px&quot;===(l||{width:&quot;4px&quot;}).width,j.style.marginRight=&quot;50%&quot;,c=&quot;4px&quot;===(l||{marginRight:&quot;4px&quot;}).marginRight,k=j.appendChild(d.createElement(&quot;div&quot;)),k.style.cssText=j.style.cssText=&quot;-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;display:block;margin:0;border:0;padding:0&quot;,k.style.marginRight=k.style.width=&quot;0&quot;,j.style.width=&quot;1px&quot;,g=!parseFloat((a.getComputedStyle(k)||{}).marginRight),j.removeChild(k)),j.style.display=&quot;none&quot;,f=0===j.getClientRects().length,f&amp;&amp;(j.style.display=&quot;&quot;,j.innerHTML=&quot;&lt;table&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;t&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&quot;,j.childNodes[0].style.borderCollapse=&quot;separate&quot;,k=j.getElementsByTagName(&quot;td&quot;),k[0].style.cssText=&quot;margin:0;border:0;padding:0;display:none&quot;,f=0===k[0].offsetHeight,f&amp;&amp;(k[0].style.display=&quot;&quot;,k[1].style.display=&quot;none&quot;,f=0===k[0].offsetHeight)),m.removeChild(i)}}}();var Ra,Sa,Ta=/^(top|right|bottom|left)$/;a.getComputedStyle?(Ra=function(b){var c=b.ownerDocument.defaultView;return c&amp;&amp;c.opener||(c=a),c.getComputedStyle(b)},Sa=function(a,b,c){var d,e,f,g,h=a.style;return c=c||Ra(a),g=c?c.getPropertyValue(b)||c[b]:void 0,&quot;&quot;!==g&amp;&amp;void 0!==g||n.contains(a.ownerDocument,a)||(g=n.style(a,b)),c&amp;&amp;!l.pixelMarginRight()&amp;&amp;Oa.test(g)&amp;&amp;Na.test(b)&amp;&amp;(d=h.width,e=h.minWidth,f=h.maxWidth,h.minWidth=h.maxWidth=h.width=g,g=c.width,h.width=d,h.minWidth=e,h.maxWidth=f),void 0===g?g:g+&quot;&quot;}):Qa.currentStyle&amp;&amp;(Ra=function(a){return a.currentStyle},Sa=function(a,b,c){var d,e,f,g,h=a.style;return c=c||Ra(a),g=c?c[b]:void 0,null==g&amp;&amp;h&amp;&amp;h[b]&amp;&amp;(g=h[b]),Oa.test(g)&amp;&amp;!Ta.test(b)&amp;&amp;(d=h.left,e=a.runtimeStyle,f=e&amp;&amp;e.left,f&amp;&amp;(e.left=a.currentStyle.left),h.left=&quot;fontSize&quot;===b?&quot;1em&quot;:g,g=h.pixelLeft+&quot;px&quot;,h.left=d,f&amp;&amp;(e.left=f)),void 0===g?g:g+&quot;&quot;||&quot;auto&quot;});function Ua(a,b){return{get:function(){return a()?void delete this.get:(this.get=b).apply(this,arguments)}}}var Va=/alpha\\([^)]*\\)/i,Wa=/opacity\\s*=\\s*([^)]*)/i,Xa=/^(none|table(?!-c[ea]).+)/,Ya=new RegExp(&quot;^(&quot;+T+&quot;)(.*)$&quot;,&quot;i&quot;),Za={position:&quot;absolute&quot;,visibility:&quot;hidden&quot;,display:&quot;block&quot;},$a={letterSpacing:&quot;0&quot;,fontWeight:&quot;400&quot;},_a=[&quot;Webkit&quot;,&quot;O&quot;,&quot;Moz&quot;,&quot;ms&quot;],ab=d.createElement(&quot;div&quot;).style;function bb(a){if(a in ab)return a;var b=a.charAt(0).toUpperCase()+a.slice(1),c=_a.length;while(c--)if(a=_a[c]+b,a in ab)return a}function cb(a,b){for(var c,d,e,f=[],g=0,h=a.length;h&gt;g;g++)d=a[g],d.style&amp;&amp;(f[g]=n._data(d,&quot;olddisplay&quot;),c=d.style.display,b?(f[g]||&quot;none&quot;!==c||(d.style.display=&quot;&quot;),&quot;&quot;===d.style.display&amp;&amp;W(d)&amp;&amp;(f[g]=n._data(d,&quot;olddisplay&quot;,Ma(d.nodeName)))):(e=W(d),(c&amp;&amp;&quot;none&quot;!==c||!e)&amp;&amp;n._data(d,&quot;olddisplay&quot;,e?c:n.css(d,&quot;display&quot;))));for(g=0;h&gt;g;g++)d=a[g],d.style&amp;&amp;(b&amp;&amp;&quot;none&quot;!==d.style.display&amp;&amp;&quot;&quot;!==d.style.display||(d.style.display=b?f[g]||&quot;&quot;:&quot;none&quot;));return a}function db(a,b,c){var d=Ya.exec(b);return d?Math.max(0,d[1]-(c||0))+(d[2]||&quot;px&quot;):b}function eb(a,b,c,d,e){for(var f=c===(d?&quot;border&quot;:&quot;content&quot;)?4:&quot;width&quot;===b?1:0,g=0;4&gt;f;f+=2)&quot;margin&quot;===c&amp;&amp;(g+=n.css(a,c+V[f],!0,e)),d?(&quot;content&quot;===c&amp;&amp;(g-=n.css(a,&quot;padding&quot;+V[f],!0,e)),&quot;margin&quot;!==c&amp;&amp;(g-=n.css(a,&quot;border&quot;+V[f]+&quot;Width&quot;,!0,e))):(g+=n.css(a,&quot;padding&quot;+V[f],!0,e),&quot;padding&quot;!==c&amp;&amp;(g+=n.css(a,&quot;border&quot;+V[f]+&quot;Width&quot;,!0,e)));return g}function fb(a,b,c){var d=!0,e=&quot;width&quot;===b?a.offsetWidth:a.offsetHeight,f=Ra(a),g=l.boxSizing&amp;&amp;&quot;border-box&quot;===n.css(a,&quot;boxSizing&quot;,!1,f);if(0&gt;=e||null==e){if(e=Sa(a,b,f),(0&gt;e||null==e)&amp;&amp;(e=a.style[b]),Oa.test(e))return e;d=g&amp;&amp;(l.boxSizingReliable()||e===a.style[b]),e=parseFloat(e)||0}return e+eb(a,b,c||(g?&quot;border&quot;:&quot;content&quot;),d,f)+&quot;px&quot;}n.extend({cssHooks:{opacity:{get:function(a,b){if(b){var c=Sa(a,&quot;opacity&quot;);return&quot;&quot;===c?&quot;1&quot;:c}}}},cssNumber:{animationIterationCount:!0,columnCount:!0,fillOpacity:!0,flexGrow:!0,flexShrink:!0,fontWeight:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,widows:!0,zIndex:!0,zoom:!0},cssProps:{&quot;float&quot;:l.cssFloat?&quot;cssFloat&quot;:&quot;styleFloat&quot;},style:function(a,b,c,d){if(a&amp;&amp;3!==a.nodeType&amp;&amp;8!==a.nodeType&amp;&amp;a.style){var e,f,g,h=n.camelCase(b),i=a.style;if(b=n.cssProps[h]||(n.cssProps[h]=bb(h)||h),g=n.cssHooks[b]||n.cssHooks[h],void 0===c)return g&amp;&amp;&quot;get&quot;in g&amp;&amp;void 0!==(e=g.get(a,!1,d))?e:i[b];if(f=typeof c,&quot;string&quot;===f&amp;&amp;(e=U.exec(c))&amp;&amp;e[1]&amp;&amp;(c=X(a,b,e),f=&quot;number&quot;),null!=c&amp;&amp;c===c&amp;&amp;(&quot;number&quot;===f&amp;&amp;(c+=e&amp;&amp;e[3]||(n.cssNumber[h]?&quot;&quot;:&quot;px&quot;)),l.clearCloneStyle||&quot;&quot;!==c||0!==b.indexOf(&quot;background&quot;)||(i[b]=&quot;inherit&quot;),!(g&amp;&amp;&quot;set&quot;in g&amp;&amp;void 0===(c=g.set(a,c,d)))))try{i[b]=c}catch(j){}}},css:function(a,b,c,d){var e,f,g,h=n.camelCase(b);return b=n.cssProps[h]||(n.cssProps[h]=bb(h)||h),g=n.cssHooks[b]||n.cssHooks[h],g&amp;&amp;&quot;get&quot;in g&amp;&amp;(f=g.get(a,!0,c)),void 0===f&amp;&amp;(f=Sa(a,b,d)),&quot;normal&quot;===f&amp;&amp;b in $a&amp;&amp;(f=$a[b]),&quot;&quot;===c||c?(e=parseFloat(f),c===!0||isFinite(e)?e||0:f):f}}),n.each([&quot;height&quot;,&quot;width&quot;],function(a,b){n.cssHooks[b]={get:function(a,c,d){return c?Xa.test(n.css(a,&quot;display&quot;))&amp;&amp;0===a.offsetWidth?Pa(a,Za,function(){return fb(a,b,d)}):fb(a,b,d):void 0},set:function(a,c,d){var e=d&amp;&amp;Ra(a);return db(a,c,d?eb(a,b,d,l.boxSizing&amp;&amp;&quot;border-box&quot;===n.css(a,&quot;boxSizing&quot;,!1,e),e):0)}}}),l.opacity||(n.cssHooks.opacity={get:function(a,b){return Wa.test((b&amp;&amp;a.currentStyle?a.currentStyle.filter:a.style.filter)||&quot;&quot;)?.01*parseFloat(RegExp.$1)+&quot;&quot;:b?&quot;1&quot;:&quot;&quot;},set:function(a,b){var c=a.style,d=a.currentStyle,e=n.isNumeric(b)?&quot;alpha(opacity=&quot;+100*b+&quot;)&quot;:&quot;&quot;,f=d&amp;&amp;d.filter||c.filter||&quot;&quot;;c.zoom=1,(b&gt;=1||&quot;&quot;===b)&amp;&amp;&quot;&quot;===n.trim(f.replace(Va,&quot;&quot;))&amp;&amp;c.removeAttribute&amp;&amp;(c.removeAttribute(&quot;filter&quot;),&quot;&quot;===b||d&amp;&amp;!d.filter)||(c.filter=Va.test(f)?f.replace(Va,e):f+&quot; &quot;+e)}}),n.cssHooks.marginRight=Ua(l.reliableMarginRight,function(a,b){return b?Pa(a,{display:&quot;inline-block&quot;},Sa,[a,&quot;marginRight&quot;]):void 0}),n.cssHooks.marginLeft=Ua(l.reliableMarginLeft,function(a,b){return b?(parseFloat(Sa(a,&quot;marginLeft&quot;))||(n.contains(a.ownerDocument,a)?a.getBoundingClientRect().left-Pa(a,{\n",
       "marginLeft:0},function(){return a.getBoundingClientRect().left}):0))+&quot;px&quot;:void 0}),n.each({margin:&quot;&quot;,padding:&quot;&quot;,border:&quot;Width&quot;},function(a,b){n.cssHooks[a+b]={expand:function(c){for(var d=0,e={},f=&quot;string&quot;==typeof c?c.split(&quot; &quot;):[c];4&gt;d;d++)e[a+V[d]+b]=f[d]||f[d-2]||f[0];return e}},Na.test(a)||(n.cssHooks[a+b].set=db)}),n.fn.extend({css:function(a,b){return Y(this,function(a,b,c){var d,e,f={},g=0;if(n.isArray(b)){for(d=Ra(a),e=b.length;e&gt;g;g++)f[b[g]]=n.css(a,b[g],!1,d);return f}return void 0!==c?n.style(a,b,c):n.css(a,b)},a,b,arguments.length&gt;1)},show:function(){return cb(this,!0)},hide:function(){return cb(this)},toggle:function(a){return&quot;boolean&quot;==typeof a?a?this.show():this.hide():this.each(function(){W(this)?n(this).show():n(this).hide()})}});function gb(a,b,c,d,e){return new gb.prototype.init(a,b,c,d,e)}n.Tween=gb,gb.prototype={constructor:gb,init:function(a,b,c,d,e,f){this.elem=a,this.prop=c,this.easing=e||n.easing._default,this.options=b,this.start=this.now=this.cur(),this.end=d,this.unit=f||(n.cssNumber[c]?&quot;&quot;:&quot;px&quot;)},cur:function(){var a=gb.propHooks[this.prop];return a&amp;&amp;a.get?a.get(this):gb.propHooks._default.get(this)},run:function(a){var b,c=gb.propHooks[this.prop];return this.options.duration?this.pos=b=n.easing[this.easing](a,this.options.duration*a,0,1,this.options.duration):this.pos=b=a,this.now=(this.end-this.start)*b+this.start,this.options.step&amp;&amp;this.options.step.call(this.elem,this.now,this),c&amp;&amp;c.set?c.set(this):gb.propHooks._default.set(this),this}},gb.prototype.init.prototype=gb.prototype,gb.propHooks={_default:{get:function(a){var b;return 1!==a.elem.nodeType||null!=a.elem[a.prop]&amp;&amp;null==a.elem.style[a.prop]?a.elem[a.prop]:(b=n.css(a.elem,a.prop,&quot;&quot;),b&amp;&amp;&quot;auto&quot;!==b?b:0)},set:function(a){n.fx.step[a.prop]?n.fx.step[a.prop](a):1!==a.elem.nodeType||null==a.elem.style[n.cssProps[a.prop]]&amp;&amp;!n.cssHooks[a.prop]?a.elem[a.prop]=a.now:n.style(a.elem,a.prop,a.now+a.unit)}}},gb.propHooks.scrollTop=gb.propHooks.scrollLeft={set:function(a){a.elem.nodeType&amp;&amp;a.elem.parentNode&amp;&amp;(a.elem[a.prop]=a.now)}},n.easing={linear:function(a){return a},swing:function(a){return.5-Math.cos(a*Math.PI)/2},_default:&quot;swing&quot;},n.fx=gb.prototype.init,n.fx.step={};var hb,ib,jb=/^(?:toggle|show|hide)$/,kb=/queueHooks$/;function lb(){return a.setTimeout(function(){hb=void 0}),hb=n.now()}function mb(a,b){var c,d={height:a},e=0;for(b=b?1:0;4&gt;e;e+=2-b)c=V[e],d[&quot;margin&quot;+c]=d[&quot;padding&quot;+c]=a;return b&amp;&amp;(d.opacity=d.width=a),d}function nb(a,b,c){for(var d,e=(qb.tweeners[b]||[]).concat(qb.tweeners[&quot;*&quot;]),f=0,g=e.length;g&gt;f;f++)if(d=e[f].call(c,b,a))return d}function ob(a,b,c){var d,e,f,g,h,i,j,k,m=this,o={},p=a.style,q=a.nodeType&amp;&amp;W(a),r=n._data(a,&quot;fxshow&quot;);c.queue||(h=n._queueHooks(a,&quot;fx&quot;),null==h.unqueued&amp;&amp;(h.unqueued=0,i=h.empty.fire,h.empty.fire=function(){h.unqueued||i()}),h.unqueued++,m.always(function(){m.always(function(){h.unqueued--,n.queue(a,&quot;fx&quot;).length||h.empty.fire()})})),1===a.nodeType&amp;&amp;(&quot;height&quot;in b||&quot;width&quot;in b)&amp;&amp;(c.overflow=[p.overflow,p.overflowX,p.overflowY],j=n.css(a,&quot;display&quot;),k=&quot;none&quot;===j?n._data(a,&quot;olddisplay&quot;)||Ma(a.nodeName):j,&quot;inline&quot;===k&amp;&amp;&quot;none&quot;===n.css(a,&quot;float&quot;)&amp;&amp;(l.inlineBlockNeedsLayout&amp;&amp;&quot;inline&quot;!==Ma(a.nodeName)?p.zoom=1:p.display=&quot;inline-block&quot;)),c.overflow&amp;&amp;(p.overflow=&quot;hidden&quot;,l.shrinkWrapBlocks()||m.always(function(){p.overflow=c.overflow[0],p.overflowX=c.overflow[1],p.overflowY=c.overflow[2]}));for(d in b)if(e=b[d],jb.exec(e)){if(delete b[d],f=f||&quot;toggle&quot;===e,e===(q?&quot;hide&quot;:&quot;show&quot;)){if(&quot;show&quot;!==e||!r||void 0===r[d])continue;q=!0}o[d]=r&amp;&amp;r[d]||n.style(a,d)}else j=void 0;if(n.isEmptyObject(o))&quot;inline&quot;===(&quot;none&quot;===j?Ma(a.nodeName):j)&amp;&amp;(p.display=j);else{r?&quot;hidden&quot;in r&amp;&amp;(q=r.hidden):r=n._data(a,&quot;fxshow&quot;,{}),f&amp;&amp;(r.hidden=!q),q?n(a).show():m.done(function(){n(a).hide()}),m.done(function(){var b;n._removeData(a,&quot;fxshow&quot;);for(b in o)n.style(a,b,o[b])});for(d in o)g=nb(q?r[d]:0,d,m),d in r||(r[d]=g.start,q&amp;&amp;(g.end=g.start,g.start=&quot;width&quot;===d||&quot;height&quot;===d?1:0))}}function pb(a,b){var c,d,e,f,g;for(c in a)if(d=n.camelCase(c),e=b[d],f=a[c],n.isArray(f)&amp;&amp;(e=f[1],f=a[c]=f[0]),c!==d&amp;&amp;(a[d]=f,delete a[c]),g=n.cssHooks[d],g&amp;&amp;&quot;expand&quot;in g){f=g.expand(f),delete a[d];for(c in f)c in a||(a[c]=f[c],b[c]=e)}else b[d]=e}function qb(a,b,c){var d,e,f=0,g=qb.prefilters.length,h=n.Deferred().always(function(){delete i.elem}),i=function(){if(e)return!1;for(var b=hb||lb(),c=Math.max(0,j.startTime+j.duration-b),d=c/j.duration||0,f=1-d,g=0,i=j.tweens.length;i&gt;g;g++)j.tweens[g].run(f);return h.notifyWith(a,[j,f,c]),1&gt;f&amp;&amp;i?c:(h.resolveWith(a,[j]),!1)},j=h.promise({elem:a,props:n.extend({},b),opts:n.extend(!0,{specialEasing:{},easing:n.easing._default},c),originalProperties:b,originalOptions:c,startTime:hb||lb(),duration:c.duration,tweens:[],createTween:function(b,c){var d=n.Tween(a,j.opts,b,c,j.opts.specialEasing[b]||j.opts.easing);return j.tweens.push(d),d},stop:function(b){var c=0,d=b?j.tweens.length:0;if(e)return this;for(e=!0;d&gt;c;c++)j.tweens[c].run(1);return b?(h.notifyWith(a,[j,1,0]),h.resolveWith(a,[j,b])):h.rejectWith(a,[j,b]),this}}),k=j.props;for(pb(k,j.opts.specialEasing);g&gt;f;f++)if(d=qb.prefilters[f].call(j,a,k,j.opts))return n.isFunction(d.stop)&amp;&amp;(n._queueHooks(j.elem,j.opts.queue).stop=n.proxy(d.stop,d)),d;return n.map(k,nb,j),n.isFunction(j.opts.start)&amp;&amp;j.opts.start.call(a,j),n.fx.timer(n.extend(i,{elem:a,anim:j,queue:j.opts.queue})),j.progress(j.opts.progress).done(j.opts.done,j.opts.complete).fail(j.opts.fail).always(j.opts.always)}n.Animation=n.extend(qb,{tweeners:{&quot;*&quot;:[function(a,b){var c=this.createTween(a,b);return X(c.elem,a,U.exec(b),c),c}]},tweener:function(a,b){n.isFunction(a)?(b=a,a=[&quot;*&quot;]):a=a.match(G);for(var c,d=0,e=a.length;e&gt;d;d++)c=a[d],qb.tweeners[c]=qb.tweeners[c]||[],qb.tweeners[c].unshift(b)},prefilters:[ob],prefilter:function(a,b){b?qb.prefilters.unshift(a):qb.prefilters.push(a)}}),n.speed=function(a,b,c){var d=a&amp;&amp;&quot;object&quot;==typeof a?n.extend({},a):{complete:c||!c&amp;&amp;b||n.isFunction(a)&amp;&amp;a,duration:a,easing:c&amp;&amp;b||b&amp;&amp;!n.isFunction(b)&amp;&amp;b};return d.duration=n.fx.off?0:&quot;number&quot;==typeof d.duration?d.duration:d.duration in n.fx.speeds?n.fx.speeds[d.duration]:n.fx.speeds._default,null!=d.queue&amp;&amp;d.queue!==!0||(d.queue=&quot;fx&quot;),d.old=d.complete,d.complete=function(){n.isFunction(d.old)&amp;&amp;d.old.call(this),d.queue&amp;&amp;n.dequeue(this,d.queue)},d},n.fn.extend({fadeTo:function(a,b,c,d){return this.filter(W).css(&quot;opacity&quot;,0).show().end().animate({opacity:b},a,c,d)},animate:function(a,b,c,d){var e=n.isEmptyObject(a),f=n.speed(b,c,d),g=function(){var b=qb(this,n.extend({},a),f);(e||n._data(this,&quot;finish&quot;))&amp;&amp;b.stop(!0)};return g.finish=g,e||f.queue===!1?this.each(g):this.queue(f.queue,g)},stop:function(a,b,c){var d=function(a){var b=a.stop;delete a.stop,b(c)};return&quot;string&quot;!=typeof a&amp;&amp;(c=b,b=a,a=void 0),b&amp;&amp;a!==!1&amp;&amp;this.queue(a||&quot;fx&quot;,[]),this.each(function(){var b=!0,e=null!=a&amp;&amp;a+&quot;queueHooks&quot;,f=n.timers,g=n._data(this);if(e)g[e]&amp;&amp;g[e].stop&amp;&amp;d(g[e]);else for(e in g)g[e]&amp;&amp;g[e].stop&amp;&amp;kb.test(e)&amp;&amp;d(g[e]);for(e=f.length;e--;)f[e].elem!==this||null!=a&amp;&amp;f[e].queue!==a||(f[e].anim.stop(c),b=!1,f.splice(e,1));!b&amp;&amp;c||n.dequeue(this,a)})},finish:function(a){return a!==!1&amp;&amp;(a=a||&quot;fx&quot;),this.each(function(){var b,c=n._data(this),d=c[a+&quot;queue&quot;],e=c[a+&quot;queueHooks&quot;],f=n.timers,g=d?d.length:0;for(c.finish=!0,n.queue(this,a,[]),e&amp;&amp;e.stop&amp;&amp;e.stop.call(this,!0),b=f.length;b--;)f[b].elem===this&amp;&amp;f[b].queue===a&amp;&amp;(f[b].anim.stop(!0),f.splice(b,1));for(b=0;g&gt;b;b++)d[b]&amp;&amp;d[b].finish&amp;&amp;d[b].finish.call(this);delete c.finish})}}),n.each([&quot;toggle&quot;,&quot;show&quot;,&quot;hide&quot;],function(a,b){var c=n.fn[b];n.fn[b]=function(a,d,e){return null==a||&quot;boolean&quot;==typeof a?c.apply(this,arguments):this.animate(mb(b,!0),a,d,e)}}),n.each({slideDown:mb(&quot;show&quot;),slideUp:mb(&quot;hide&quot;),slideToggle:mb(&quot;toggle&quot;),fadeIn:{opacity:&quot;show&quot;},fadeOut:{opacity:&quot;hide&quot;},fadeToggle:{opacity:&quot;toggle&quot;}},function(a,b){n.fn[a]=function(a,c,d){return this.animate(b,a,c,d)}}),n.timers=[],n.fx.tick=function(){var a,b=n.timers,c=0;for(hb=n.now();c&lt;b.length;c++)a=b[c],a()||b[c]!==a||b.splice(c--,1);b.length||n.fx.stop(),hb=void 0},n.fx.timer=function(a){n.timers.push(a),a()?n.fx.start():n.timers.pop()},n.fx.interval=13,n.fx.start=function(){ib||(ib=a.setInterval(n.fx.tick,n.fx.interval))},n.fx.stop=function(){a.clearInterval(ib),ib=null},n.fx.speeds={slow:600,fast:200,_default:400},n.fn.delay=function(b,c){return b=n.fx?n.fx.speeds[b]||b:b,c=c||&quot;fx&quot;,this.queue(c,function(c,d){var e=a.setTimeout(c,b);d.stop=function(){a.clearTimeout(e)}})},function(){var a,b=d.createElement(&quot;input&quot;),c=d.createElement(&quot;div&quot;),e=d.createElement(&quot;select&quot;),f=e.appendChild(d.createElement(&quot;option&quot;));c=d.createElement(&quot;div&quot;),c.setAttribute(&quot;className&quot;,&quot;t&quot;),c.innerHTML=&quot;  &lt;link/&gt;&lt;table&gt;&lt;/table&gt;&lt;a href=&#x27;/a&#x27;&gt;a&lt;/a&gt;&lt;input type=&#x27;checkbox&#x27;/&gt;&quot;,a=c.getElementsByTagName(&quot;a&quot;)[0],b.setAttribute(&quot;type&quot;,&quot;checkbox&quot;),c.appendChild(b),a=c.getElementsByTagName(&quot;a&quot;)[0],a.style.cssText=&quot;top:1px&quot;,l.getSetAttribute=&quot;t&quot;!==c.className,l.style=/top/.test(a.getAttribute(&quot;style&quot;)),l.hrefNormalized=&quot;/a&quot;===a.getAttribute(&quot;href&quot;),l.checkOn=!!b.value,l.optSelected=f.selected,l.enctype=!!d.createElement(&quot;form&quot;).enctype,e.disabled=!0,l.optDisabled=!f.disabled,b=d.createElement(&quot;input&quot;),b.setAttribute(&quot;value&quot;,&quot;&quot;),l.input=&quot;&quot;===b.getAttribute(&quot;value&quot;),b.value=&quot;t&quot;,b.setAttribute(&quot;type&quot;,&quot;radio&quot;),l.radioValue=&quot;t&quot;===b.value}();var rb=/\\r/g,sb=/[\\x20\\t\\r\\n\\f]+/g;n.fn.extend({val:function(a){var b,c,d,e=this[0];{if(arguments.length)return d=n.isFunction(a),this.each(function(c){var e;1===this.nodeType&amp;&amp;(e=d?a.call(this,c,n(this).val()):a,null==e?e=&quot;&quot;:&quot;number&quot;==typeof e?e+=&quot;&quot;:n.isArray(e)&amp;&amp;(e=n.map(e,function(a){return null==a?&quot;&quot;:a+&quot;&quot;})),b=n.valHooks[this.type]||n.valHooks[this.nodeName.toLowerCase()],b&amp;&amp;&quot;set&quot;in b&amp;&amp;void 0!==b.set(this,e,&quot;value&quot;)||(this.value=e))});if(e)return b=n.valHooks[e.type]||n.valHooks[e.nodeName.toLowerCase()],b&amp;&amp;&quot;get&quot;in b&amp;&amp;void 0!==(c=b.get(e,&quot;value&quot;))?c:(c=e.value,&quot;string&quot;==typeof c?c.replace(rb,&quot;&quot;):null==c?&quot;&quot;:c)}}}),n.extend({valHooks:{option:{get:function(a){var b=n.find.attr(a,&quot;value&quot;);return null!=b?b:n.trim(n.text(a)).replace(sb,&quot; &quot;)}},select:{get:function(a){for(var b,c,d=a.options,e=a.selectedIndex,f=&quot;select-one&quot;===a.type||0&gt;e,g=f?null:[],h=f?e+1:d.length,i=0&gt;e?h:f?e:0;h&gt;i;i++)if(c=d[i],(c.selected||i===e)&amp;&amp;(l.optDisabled?!c.disabled:null===c.getAttribute(&quot;disabled&quot;))&amp;&amp;(!c.parentNode.disabled||!n.nodeName(c.parentNode,&quot;optgroup&quot;))){if(b=n(c).val(),f)return b;g.push(b)}return g},set:function(a,b){var c,d,e=a.options,f=n.makeArray(b),g=e.length;while(g--)if(d=e[g],n.inArray(n.valHooks.option.get(d),f)&gt;-1)try{d.selected=c=!0}catch(h){d.scrollHeight}else d.selected=!1;return c||(a.selectedIndex=-1),e}}}}),n.each([&quot;radio&quot;,&quot;checkbox&quot;],function(){n.valHooks[this]={set:function(a,b){return n.isArray(b)?a.checked=n.inArray(n(a).val(),b)&gt;-1:void 0}},l.checkOn||(n.valHooks[this].get=function(a){return null===a.getAttribute(&quot;value&quot;)?&quot;on&quot;:a.value})});var tb,ub,vb=n.expr.attrHandle,wb=/^(?:checked|selected)$/i,xb=l.getSetAttribute,yb=l.input;n.fn.extend({attr:function(a,b){return Y(this,n.attr,a,b,arguments.length&gt;1)},removeAttr:function(a){return this.each(function(){n.removeAttr(this,a)})}}),n.extend({attr:function(a,b,c){var d,e,f=a.nodeType;if(3!==f&amp;&amp;8!==f&amp;&amp;2!==f)return&quot;undefined&quot;==typeof a.getAttribute?n.prop(a,b,c):(1===f&amp;&amp;n.isXMLDoc(a)||(b=b.toLowerCase(),e=n.attrHooks[b]||(n.expr.match.bool.test(b)?ub:tb)),void 0!==c?null===c?void n.removeAttr(a,b):e&amp;&amp;&quot;set&quot;in e&amp;&amp;void 0!==(d=e.set(a,c,b))?d:(a.setAttribute(b,c+&quot;&quot;),c):e&amp;&amp;&quot;get&quot;in e&amp;&amp;null!==(d=e.get(a,b))?d:(d=n.find.attr(a,b),null==d?void 0:d))},attrHooks:{type:{set:function(a,b){if(!l.radioValue&amp;&amp;&quot;radio&quot;===b&amp;&amp;n.nodeName(a,&quot;input&quot;)){var c=a.value;return a.setAttribute(&quot;type&quot;,b),c&amp;&amp;(a.value=c),b}}}},removeAttr:function(a,b){var c,d,e=0,f=b&amp;&amp;b.match(G);if(f&amp;&amp;1===a.nodeType)while(c=f[e++])d=n.propFix[c]||c,n.expr.match.bool.test(c)?yb&amp;&amp;xb||!wb.test(c)?a[d]=!1:a[n.camelCase(&quot;default-&quot;+c)]=a[d]=!1:n.attr(a,c,&quot;&quot;),a.removeAttribute(xb?c:d)}}),ub={set:function(a,b,c){return b===!1?n.removeAttr(a,c):yb&amp;&amp;xb||!wb.test(c)?a.setAttribute(!xb&amp;&amp;n.propFix[c]||c,c):a[n.camelCase(&quot;default-&quot;+c)]=a[c]=!0,c}},n.each(n.expr.match.bool.source.match(/\\w+/g),function(a,b){var c=vb[b]||n.find.attr;yb&amp;&amp;xb||!wb.test(b)?vb[b]=function(a,b,d){var e,f;return d||(f=vb[b],vb[b]=e,e=null!=c(a,b,d)?b.toLowerCase():null,vb[b]=f),e}:vb[b]=function(a,b,c){return c?void 0:a[n.camelCase(&quot;default-&quot;+b)]?b.toLowerCase():null}}),yb&amp;&amp;xb||(n.attrHooks.value={set:function(a,b,c){return n.nodeName(a,&quot;input&quot;)?void(a.defaultValue=b):tb&amp;&amp;tb.set(a,b,c)}}),xb||(tb={set:function(a,b,c){var d=a.getAttributeNode(c);return d||a.setAttributeNode(d=a.ownerDocument.createAttribute(c)),d.value=b+=&quot;&quot;,&quot;value&quot;===c||b===a.getAttribute(c)?b:void 0}},vb.id=vb.name=vb.coords=function(a,b,c){var d;return c?void 0:(d=a.getAttributeNode(b))&amp;&amp;&quot;&quot;!==d.value?d.value:null},n.valHooks.button={get:function(a,b){var c=a.getAttributeNode(b);return c&amp;&amp;c.specified?c.value:void 0},set:tb.set},n.attrHooks.contenteditable={set:function(a,b,c){tb.set(a,&quot;&quot;===b?!1:b,c)}},n.each([&quot;width&quot;,&quot;height&quot;],function(a,b){n.attrHooks[b]={set:function(a,c){return&quot;&quot;===c?(a.setAttribute(b,&quot;auto&quot;),c):void 0}}})),l.style||(n.attrHooks.style={get:function(a){return a.style.cssText||void 0},set:function(a,b){return a.style.cssText=b+&quot;&quot;}});var zb=/^(?:input|select|textarea|button|object)$/i,Ab=/^(?:a|area)$/i;n.fn.extend({prop:function(a,b){return Y(this,n.prop,a,b,arguments.length&gt;1)},removeProp:function(a){return a=n.propFix[a]||a,this.each(function(){try{this[a]=void 0,delete this[a]}catch(b){}})}}),n.extend({prop:function(a,b,c){var d,e,f=a.nodeType;if(3!==f&amp;&amp;8!==f&amp;&amp;2!==f)return 1===f&amp;&amp;n.isXMLDoc(a)||(b=n.propFix[b]||b,e=n.propHooks[b]),void 0!==c?e&amp;&amp;&quot;set&quot;in e&amp;&amp;void 0!==(d=e.set(a,c,b))?d:a[b]=c:e&amp;&amp;&quot;get&quot;in e&amp;&amp;null!==(d=e.get(a,b))?d:a[b]},propHooks:{tabIndex:{get:function(a){var b=n.find.attr(a,&quot;tabindex&quot;);return b?parseInt(b,10):zb.test(a.nodeName)||Ab.test(a.nodeName)&amp;&amp;a.href?0:-1}}},propFix:{&quot;for&quot;:&quot;htmlFor&quot;,&quot;class&quot;:&quot;className&quot;}}),l.hrefNormalized||n.each([&quot;href&quot;,&quot;src&quot;],function(a,b){n.propHooks[b]={get:function(a){return a.getAttribute(b,4)}}}),l.optSelected||(n.propHooks.selected={get:function(a){var b=a.parentNode;return b&amp;&amp;(b.selectedIndex,b.parentNode&amp;&amp;b.parentNode.selectedIndex),null},set:function(a){var b=a.parentNode;b&amp;&amp;(b.selectedIndex,b.parentNode&amp;&amp;b.parentNode.selectedIndex)}}),n.each([&quot;tabIndex&quot;,&quot;readOnly&quot;,&quot;maxLength&quot;,&quot;cellSpacing&quot;,&quot;cellPadding&quot;,&quot;rowSpan&quot;,&quot;colSpan&quot;,&quot;useMap&quot;,&quot;frameBorder&quot;,&quot;contentEditable&quot;],function(){n.propFix[this.toLowerCase()]=this}),l.enctype||(n.propFix.enctype=&quot;encoding&quot;);var Bb=/[\\t\\r\\n\\f]/g;function Cb(a){return n.attr(a,&quot;class&quot;)||&quot;&quot;}n.fn.extend({addClass:function(a){var b,c,d,e,f,g,h,i=0;if(n.isFunction(a))return this.each(function(b){n(this).addClass(a.call(this,b,Cb(this)))});if(&quot;string&quot;==typeof a&amp;&amp;a){b=a.match(G)||[];while(c=this[i++])if(e=Cb(c),d=1===c.nodeType&amp;&amp;(&quot; &quot;+e+&quot; &quot;).replace(Bb,&quot; &quot;)){g=0;while(f=b[g++])d.indexOf(&quot; &quot;+f+&quot; &quot;)&lt;0&amp;&amp;(d+=f+&quot; &quot;);h=n.trim(d),e!==h&amp;&amp;n.attr(c,&quot;class&quot;,h)}}return this},removeClass:function(a){var b,c,d,e,f,g,h,i=0;if(n.isFunction(a))return this.each(function(b){n(this).removeClass(a.call(this,b,Cb(this)))});if(!arguments.length)return this.attr(&quot;class&quot;,&quot;&quot;);if(&quot;string&quot;==typeof a&amp;&amp;a){b=a.match(G)||[];while(c=this[i++])if(e=Cb(c),d=1===c.nodeType&amp;&amp;(&quot; &quot;+e+&quot; &quot;).replace(Bb,&quot; &quot;)){g=0;while(f=b[g++])while(d.indexOf(&quot; &quot;+f+&quot; &quot;)&gt;-1)d=d.replace(&quot; &quot;+f+&quot; &quot;,&quot; &quot;);h=n.trim(d),e!==h&amp;&amp;n.attr(c,&quot;class&quot;,h)}}return this},toggleClass:function(a,b){var c=typeof a;return&quot;boolean&quot;==typeof b&amp;&amp;&quot;string&quot;===c?b?this.addClass(a):this.removeClass(a):n.isFunction(a)?this.each(function(c){n(this).toggleClass(a.call(this,c,Cb(this),b),b)}):this.each(function(){var b,d,e,f;if(&quot;string&quot;===c){d=0,e=n(this),f=a.match(G)||[];while(b=f[d++])e.hasClass(b)?e.removeClass(b):e.addClass(b)}else void 0!==a&amp;&amp;&quot;boolean&quot;!==c||(b=Cb(this),b&amp;&amp;n._data(this,&quot;__className__&quot;,b),n.attr(this,&quot;class&quot;,b||a===!1?&quot;&quot;:n._data(this,&quot;__className__&quot;)||&quot;&quot;))})},hasClass:function(a){var b,c,d=0;b=&quot; &quot;+a+&quot; &quot;;while(c=this[d++])if(1===c.nodeType&amp;&amp;(&quot; &quot;+Cb(c)+&quot; &quot;).replace(Bb,&quot; &quot;).indexOf(b)&gt;-1)return!0;return!1}}),n.each(&quot;blur focus focusin focusout load resize scroll unload click dblclick mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave change select submit keydown keypress keyup error contextmenu&quot;.split(&quot; &quot;),function(a,b){n.fn[b]=function(a,c){return arguments.length&gt;0?this.on(b,null,a,c):this.trigger(b)}}),n.fn.extend({hover:function(a,b){return this.mouseenter(a).mouseleave(b||a)}});var Db=a.location,Eb=n.now(),Fb=/\\?/,Gb=/(,)|(\\[|{)|(}|])|&quot;(?:[^&quot;\\\\\\r\\n]|\\\\[&quot;\\\\\\/bfnrt]|\\\\u[\\da-fA-F]{4})*&quot;\\s*:?|true|false|null|-?(?!0\\d)\\d+(?:\\.\\d+|)(?:[eE][+-]?\\d+|)/g;n.parseJSON=function(b){if(a.JSON&amp;&amp;a.JSON.parse)return a.JSON.parse(b+&quot;&quot;);var c,d=null,e=n.trim(b+&quot;&quot;);return e&amp;&amp;!n.trim(e.replace(Gb,function(a,b,e,f){return c&amp;&amp;b&amp;&amp;(d=0),0===d?a:(c=e||b,d+=!f-!e,&quot;&quot;)}))?Function(&quot;return &quot;+e)():n.error(&quot;Invalid JSON: &quot;+b)},n.parseXML=function(b){var c,d;if(!b||&quot;string&quot;!=typeof b)return null;try{a.DOMParser?(d=new a.DOMParser,c=d.parseFromString(b,&quot;text/xml&quot;)):(c=new a.ActiveXObject(&quot;Microsoft.XMLDOM&quot;),c.async=&quot;false&quot;,c.loadXML(b))}catch(e){c=void 0}return c&amp;&amp;c.documentElement&amp;&amp;!c.getElementsByTagName(&quot;parsererror&quot;).length||n.error(&quot;Invalid XML: &quot;+b),c};var Hb=/#.*$/,Ib=/([?&amp;])_=[^&amp;]*/,Jb=/^(.*?):[ \\t]*([^\\r\\n]*)\\r?$/gm,Kb=/^(?:about|app|app-storage|.+-extension|file|res|widget):$/,Lb=/^(?:GET|HEAD)$/,Mb=/^\\/\\//,Nb=/^([\\w.+-]+:)(?:\\/\\/(?:[^\\/?#]*@|)([^\\/?#:]*)(?::(\\d+)|)|)/,Ob={},Pb={},Qb=&quot;*/&quot;.concat(&quot;*&quot;),Rb=Db.href,Sb=Nb.exec(Rb.toLowerCase())||[];function Tb(a){return function(b,c){&quot;string&quot;!=typeof b&amp;&amp;(c=b,b=&quot;*&quot;);var d,e=0,f=b.toLowerCase().match(G)||[];if(n.isFunction(c))while(d=f[e++])&quot;+&quot;===d.charAt(0)?(d=d.slice(1)||&quot;*&quot;,(a[d]=a[d]||[]).unshift(c)):(a[d]=a[d]||[]).push(c)}}function Ub(a,b,c,d){var e={},f=a===Pb;function g(h){var i;return e[h]=!0,n.each(a[h]||[],function(a,h){var j=h(b,c,d);return&quot;string&quot;!=typeof j||f||e[j]?f?!(i=j):void 0:(b.dataTypes.unshift(j),g(j),!1)}),i}return g(b.dataTypes[0])||!e[&quot;*&quot;]&amp;&amp;g(&quot;*&quot;)}function Vb(a,b){var c,d,e=n.ajaxSettings.flatOptions||{};for(d in b)void 0!==b[d]&amp;&amp;((e[d]?a:c||(c={}))[d]=b[d]);return c&amp;&amp;n.extend(!0,a,c),a}function Wb(a,b,c){var d,e,f,g,h=a.contents,i=a.dataTypes;while(&quot;*&quot;===i[0])i.shift(),void 0===e&amp;&amp;(e=a.mimeType||b.getResponseHeader(&quot;Content-Type&quot;));if(e)for(g in h)if(h[g]&amp;&amp;h[g].test(e)){i.unshift(g);break}if(i[0]in c)f=i[0];else{for(g in c){if(!i[0]||a.converters[g+&quot; &quot;+i[0]]){f=g;break}d||(d=g)}f=f||d}return f?(f!==i[0]&amp;&amp;i.unshift(f),c[f]):void 0}function Xb(a,b,c,d){var e,f,g,h,i,j={},k=a.dataTypes.slice();if(k[1])for(g in a.converters)j[g.toLowerCase()]=a.converters[g];f=k.shift();while(f)if(a.responseFields[f]&amp;&amp;(c[a.responseFields[f]]=b),!i&amp;&amp;d&amp;&amp;a.dataFilter&amp;&amp;(b=a.dataFilter(b,a.dataType)),i=f,f=k.shift())if(&quot;*&quot;===f)f=i;else if(&quot;*&quot;!==i&amp;&amp;i!==f){if(g=j[i+&quot; &quot;+f]||j[&quot;* &quot;+f],!g)for(e in j)if(h=e.split(&quot; &quot;),h[1]===f&amp;&amp;(g=j[i+&quot; &quot;+h[0]]||j[&quot;* &quot;+h[0]])){g===!0?g=j[e]:j[e]!==!0&amp;&amp;(f=h[0],k.unshift(h[1]));break}if(g!==!0)if(g&amp;&amp;a[&quot;throws&quot;])b=g(b);else try{b=g(b)}catch(l){return{state:&quot;parsererror&quot;,error:g?l:&quot;No conversion from &quot;+i+&quot; to &quot;+f}}}return{state:&quot;success&quot;,data:b}}n.extend({active:0,lastModified:{},etag:{},ajaxSettings:{url:Rb,type:&quot;GET&quot;,isLocal:Kb.test(Sb[1]),global:!0,processData:!0,async:!0,contentType:&quot;application/x-www-form-urlencoded; charset=UTF-8&quot;,accepts:{&quot;*&quot;:Qb,text:&quot;text/plain&quot;,html:&quot;text/html&quot;,xml:&quot;application/xml, text/xml&quot;,json:&quot;application/json, text/javascript&quot;},contents:{xml:/\\bxml\\b/,html:/\\bhtml/,json:/\\bjson\\b/},responseFields:{xml:&quot;responseXML&quot;,text:&quot;responseText&quot;,json:&quot;responseJSON&quot;},converters:{&quot;* text&quot;:String,&quot;text html&quot;:!0,&quot;text json&quot;:n.parseJSON,&quot;text xml&quot;:n.parseXML},flatOptions:{url:!0,context:!0}},ajaxSetup:function(a,b){return b?Vb(Vb(a,n.ajaxSettings),b):Vb(n.ajaxSettings,a)},ajaxPrefilter:Tb(Ob),ajaxTransport:Tb(Pb),ajax:function(b,c){&quot;object&quot;==typeof b&amp;&amp;(c=b,b=void 0),c=c||{};var d,e,f,g,h,i,j,k,l=n.ajaxSetup({},c),m=l.context||l,o=l.context&amp;&amp;(m.nodeType||m.jquery)?n(m):n.event,p=n.Deferred(),q=n.Callbacks(&quot;once memory&quot;),r=l.statusCode||{},s={},t={},u=0,v=&quot;canceled&quot;,w={readyState:0,getResponseHeader:function(a){var b;if(2===u){if(!k){k={};while(b=Jb.exec(g))k[b[1].toLowerCase()]=b[2]}b=k[a.toLowerCase()]}return null==b?null:b},getAllResponseHeaders:function(){return 2===u?g:null},setRequestHeader:function(a,b){var c=a.toLowerCase();return u||(a=t[c]=t[c]||a,s[a]=b),this},overrideMimeType:function(a){return u||(l.mimeType=a),this},statusCode:function(a){var b;if(a)if(2&gt;u)for(b in a)r[b]=[r[b],a[b]];else w.always(a[w.status]);return this},abort:function(a){var b=a||v;return j&amp;&amp;j.abort(b),y(0,b),this}};if(p.promise(w).complete=q.add,w.success=w.done,w.error=w.fail,l.url=((b||l.url||Rb)+&quot;&quot;).replace(Hb,&quot;&quot;).replace(Mb,Sb[1]+&quot;//&quot;),l.type=c.method||c.type||l.method||l.type,l.dataTypes=n.trim(l.dataType||&quot;*&quot;).toLowerCase().match(G)||[&quot;&quot;],null==l.crossDomain&amp;&amp;(d=Nb.exec(l.url.toLowerCase()),l.crossDomain=!(!d||d[1]===Sb[1]&amp;&amp;d[2]===Sb[2]&amp;&amp;(d[3]||(&quot;http:&quot;===d[1]?&quot;80&quot;:&quot;443&quot;))===(Sb[3]||(&quot;http:&quot;===Sb[1]?&quot;80&quot;:&quot;443&quot;)))),l.data&amp;&amp;l.processData&amp;&amp;&quot;string&quot;!=typeof l.data&amp;&amp;(l.data=n.param(l.data,l.traditional)),Ub(Ob,l,c,w),2===u)return w;i=n.event&amp;&amp;l.global,i&amp;&amp;0===n.active++&amp;&amp;n.event.trigger(&quot;ajaxStart&quot;),l.type=l.type.toUpperCase(),l.hasContent=!Lb.test(l.type),f=l.url,l.hasContent||(l.data&amp;&amp;(f=l.url+=(Fb.test(f)?&quot;&amp;&quot;:&quot;?&quot;)+l.data,delete l.data),l.cache===!1&amp;&amp;(l.url=Ib.test(f)?f.replace(Ib,&quot;$1_=&quot;+Eb++):f+(Fb.test(f)?&quot;&amp;&quot;:&quot;?&quot;)+&quot;_=&quot;+Eb++)),l.ifModified&amp;&amp;(n.lastModified[f]&amp;&amp;w.setRequestHeader(&quot;If-Modified-Since&quot;,n.lastModified[f]),n.etag[f]&amp;&amp;w.setRequestHeader(&quot;If-None-Match&quot;,n.etag[f])),(l.data&amp;&amp;l.hasContent&amp;&amp;l.contentType!==!1||c.contentType)&amp;&amp;w.setRequestHeader(&quot;Content-Type&quot;,l.contentType),w.setRequestHeader(&quot;Accept&quot;,l.dataTypes[0]&amp;&amp;l.accepts[l.dataTypes[0]]?l.accepts[l.dataTypes[0]]+(&quot;*&quot;!==l.dataTypes[0]?&quot;, &quot;+Qb+&quot;; q=0.01&quot;:&quot;&quot;):l.accepts[&quot;*&quot;]);for(e in l.headers)w.setRequestHeader(e,l.headers[e]);if(l.beforeSend&amp;&amp;(l.beforeSend.call(m,w,l)===!1||2===u))return w.abort();v=&quot;abort&quot;;for(e in{success:1,error:1,complete:1})w[e](l[e]);if(j=Ub(Pb,l,c,w)){if(w.readyState=1,i&amp;&amp;o.trigger(&quot;ajaxSend&quot;,[w,l]),2===u)return w;l.async&amp;&amp;l.timeout&gt;0&amp;&amp;(h=a.setTimeout(function(){w.abort(&quot;timeout&quot;)},l.timeout));try{u=1,j.send(s,y)}catch(x){if(!(2&gt;u))throw x;y(-1,x)}}else y(-1,&quot;No Transport&quot;);function y(b,c,d,e){var k,s,t,v,x,y=c;2!==u&amp;&amp;(u=2,h&amp;&amp;a.clearTimeout(h),j=void 0,g=e||&quot;&quot;,w.readyState=b&gt;0?4:0,k=b&gt;=200&amp;&amp;300&gt;b||304===b,d&amp;&amp;(v=Wb(l,w,d)),v=Xb(l,v,w,k),k?(l.ifModified&amp;&amp;(x=w.getResponseHeader(&quot;Last-Modified&quot;),x&amp;&amp;(n.lastModified[f]=x),x=w.getResponseHeader(&quot;etag&quot;),x&amp;&amp;(n.etag[f]=x)),204===b||&quot;HEAD&quot;===l.type?y=&quot;nocontent&quot;:304===b?y=&quot;notmodified&quot;:(y=v.state,s=v.data,t=v.error,k=!t)):(t=y,!b&amp;&amp;y||(y=&quot;error&quot;,0&gt;b&amp;&amp;(b=0))),w.status=b,w.statusText=(c||y)+&quot;&quot;,k?p.resolveWith(m,[s,y,w]):p.rejectWith(m,[w,y,t]),w.statusCode(r),r=void 0,i&amp;&amp;o.trigger(k?&quot;ajaxSuccess&quot;:&quot;ajaxError&quot;,[w,l,k?s:t]),q.fireWith(m,[w,y]),i&amp;&amp;(o.trigger(&quot;ajaxComplete&quot;,[w,l]),--n.active||n.event.trigger(&quot;ajaxStop&quot;)))}return w},getJSON:function(a,b,c){return n.get(a,b,c,&quot;json&quot;)},getScript:function(a,b){return n.get(a,void 0,b,&quot;script&quot;)}}),n.each([&quot;get&quot;,&quot;post&quot;],function(a,b){n[b]=function(a,c,d,e){return n.isFunction(c)&amp;&amp;(e=e||d,d=c,c=void 0),n.ajax(n.extend({url:a,type:b,dataType:e,data:c,success:d},n.isPlainObject(a)&amp;&amp;a))}}),n._evalUrl=function(a){return n.ajax({url:a,type:&quot;GET&quot;,dataType:&quot;script&quot;,cache:!0,async:!1,global:!1,&quot;throws&quot;:!0})},n.fn.extend({wrapAll:function(a){if(n.isFunction(a))return this.each(function(b){n(this).wrapAll(a.call(this,b))});if(this[0]){var b=n(a,this[0].ownerDocument).eq(0).clone(!0);this[0].parentNode&amp;&amp;b.insertBefore(this[0]),b.map(function(){var a=this;while(a.firstChild&amp;&amp;1===a.firstChild.nodeType)a=a.firstChild;return a}).append(this)}return this},wrapInner:function(a){return n.isFunction(a)?this.each(function(b){n(this).wrapInner(a.call(this,b))}):this.each(function(){var b=n(this),c=b.contents();c.length?c.wrapAll(a):b.append(a)})},wrap:function(a){var b=n.isFunction(a);return this.each(function(c){n(this).wrapAll(b?a.call(this,c):a)})},unwrap:function(){return this.parent().each(function(){n.nodeName(this,&quot;body&quot;)||n(this).replaceWith(this.childNodes)}).end()}});function Yb(a){return a.style&amp;&amp;a.style.display||n.css(a,&quot;display&quot;)}function Zb(a){if(!n.contains(a.ownerDocument||d,a))return!0;while(a&amp;&amp;1===a.nodeType){if(&quot;none&quot;===Yb(a)||&quot;hidden&quot;===a.type)return!0;a=a.parentNode}return!1}n.expr.filters.hidden=function(a){return l.reliableHiddenOffsets()?a.offsetWidth&lt;=0&amp;&amp;a.offsetHeight&lt;=0&amp;&amp;!a.getClientRects().length:Zb(a)},n.expr.filters.visible=function(a){return!n.expr.filters.hidden(a)};var $b=/%20/g,_b=/\\[\\]$/,ac=/\\r?\\n/g,bc=/^(?:submit|button|image|reset|file)$/i,cc=/^(?:input|select|textarea|keygen)/i;function dc(a,b,c,d){var e;if(n.isArray(b))n.each(b,function(b,e){c||_b.test(a)?d(a,e):dc(a+&quot;[&quot;+(&quot;object&quot;==typeof e&amp;&amp;null!=e?b:&quot;&quot;)+&quot;]&quot;,e,c,d)});else if(c||&quot;object&quot;!==n.type(b))d(a,b);else for(e in b)dc(a+&quot;[&quot;+e+&quot;]&quot;,b[e],c,d)}n.param=function(a,b){var c,d=[],e=function(a,b){b=n.isFunction(b)?b():null==b?&quot;&quot;:b,d[d.length]=encodeURIComponent(a)+&quot;=&quot;+encodeURIComponent(b)};if(void 0===b&amp;&amp;(b=n.ajaxSettings&amp;&amp;n.ajaxSettings.traditional),n.isArray(a)||a.jquery&amp;&amp;!n.isPlainObject(a))n.each(a,function(){e(this.name,this.value)});else for(c in a)dc(c,a[c],b,e);return d.join(&quot;&amp;&quot;).replace($b,&quot;+&quot;)},n.fn.extend({serialize:function(){return n.param(this.serializeArray())},serializeArray:function(){return this.map(function(){var a=n.prop(this,&quot;elements&quot;);return a?n.makeArray(a):this}).filter(function(){var a=this.type;return this.name&amp;&amp;!n(this).is(&quot;:disabled&quot;)&amp;&amp;cc.test(this.nodeName)&amp;&amp;!bc.test(a)&amp;&amp;(this.checked||!Z.test(a))}).map(function(a,b){var c=n(this).val();return null==c?null:n.isArray(c)?n.map(c,function(a){return{name:b.name,value:a.replace(ac,&quot;\\r\\n&quot;)}}):{name:b.name,value:c.replace(ac,&quot;\\r\\n&quot;)}}).get()}}),n.ajaxSettings.xhr=void 0!==a.ActiveXObject?function(){return this.isLocal?ic():d.documentMode&gt;8?hc():/^(get|post|head|put|delete|options)$/i.test(this.type)&amp;&amp;hc()||ic()}:hc;var ec=0,fc={},gc=n.ajaxSettings.xhr();a.attachEvent&amp;&amp;a.attachEvent(&quot;onunload&quot;,function(){for(var a in fc)fc[a](void 0,!0)}),l.cors=!!gc&amp;&amp;&quot;withCredentials&quot;in gc,gc=l.ajax=!!gc,gc&amp;&amp;n.ajaxTransport(function(b){if(!b.crossDomain||l.cors){var c;return{send:function(d,e){var f,g=b.xhr(),h=++ec;if(g.open(b.type,b.url,b.async,b.username,b.password),b.xhrFields)for(f in b.xhrFields)g[f]=b.xhrFields[f];b.mimeType&amp;&amp;g.overrideMimeType&amp;&amp;g.overrideMimeType(b.mimeType),b.crossDomain||d[&quot;X-Requested-With&quot;]||(d[&quot;X-Requested-With&quot;]=&quot;XMLHttpRequest&quot;);for(f in d)void 0!==d[f]&amp;&amp;g.setRequestHeader(f,d[f]+&quot;&quot;);g.send(b.hasContent&amp;&amp;b.data||null),c=function(a,d){var f,i,j;if(c&amp;&amp;(d||4===g.readyState))if(delete fc[h],c=void 0,g.onreadystatechange=n.noop,d)4!==g.readyState&amp;&amp;g.abort();else{j={},f=g.status,&quot;string&quot;==typeof g.responseText&amp;&amp;(j.text=g.responseText);try{i=g.statusText}catch(k){i=&quot;&quot;}f||!b.isLocal||b.crossDomain?1223===f&amp;&amp;(f=204):f=j.text?200:404}j&amp;&amp;e(f,i,j,g.getAllResponseHeaders())},b.async?4===g.readyState?a.setTimeout(c):g.onreadystatechange=fc[h]=c:c()},abort:function(){c&amp;&amp;c(void 0,!0)}}}});function hc(){try{return new a.XMLHttpRequest}catch(b){}}function ic(){try{return new a.ActiveXObject(&quot;Microsoft.XMLHTTP&quot;)}catch(b){}}n.ajaxSetup({accepts:{script:&quot;text/javascript, application/javascript, application/ecmascript, application/x-ecmascript&quot;},contents:{script:/\\b(?:java|ecma)script\\b/},converters:{&quot;text script&quot;:function(a){return n.globalEval(a),a}}}),n.ajaxPrefilter(&quot;script&quot;,function(a){void 0===a.cache&amp;&amp;(a.cache=!1),a.crossDomain&amp;&amp;(a.type=&quot;GET&quot;,a.global=!1)}),n.ajaxTransport(&quot;script&quot;,function(a){if(a.crossDomain){var b,c=d.head||n(&quot;head&quot;)[0]||d.documentElement;return{send:function(e,f){b=d.createElement(&quot;script&quot;),b.async=!0,a.scriptCharset&amp;&amp;(b.charset=a.scriptCharset),b.src=a.url,b.onload=b.onreadystatechange=function(a,c){(c||!b.readyState||/loaded|complete/.test(b.readyState))&amp;&amp;(b.onload=b.onreadystatechange=null,b.parentNode&amp;&amp;b.parentNode.removeChild(b),b=null,c||f(200,&quot;success&quot;))},c.insertBefore(b,c.firstChild)},abort:function(){b&amp;&amp;b.onload(void 0,!0)}}}});var jc=[],kc=/(=)\\?(?=&amp;|$)|\\?\\?/;n.ajaxSetup({jsonp:&quot;callback&quot;,jsonpCallback:function(){var a=jc.pop()||n.expando+&quot;_&quot;+Eb++;return this[a]=!0,a}}),n.ajaxPrefilter(&quot;json jsonp&quot;,function(b,c,d){var e,f,g,h=b.jsonp!==!1&amp;&amp;(kc.test(b.url)?&quot;url&quot;:&quot;string&quot;==typeof b.data&amp;&amp;0===(b.contentType||&quot;&quot;).indexOf(&quot;application/x-www-form-urlencoded&quot;)&amp;&amp;kc.test(b.data)&amp;&amp;&quot;data&quot;);return h||&quot;jsonp&quot;===b.dataTypes[0]?(e=b.jsonpCallback=n.isFunction(b.jsonpCallback)?b.jsonpCallback():b.jsonpCallback,h?b[h]=b[h].replace(kc,&quot;$1&quot;+e):b.jsonp!==!1&amp;&amp;(b.url+=(Fb.test(b.url)?&quot;&amp;&quot;:&quot;?&quot;)+b.jsonp+&quot;=&quot;+e),b.converters[&quot;script json&quot;]=function(){return g||n.error(e+&quot; was not called&quot;),g[0]},b.dataTypes[0]=&quot;json&quot;,f=a[e],a[e]=function(){g=arguments},d.always(function(){void 0===f?n(a).removeProp(e):a[e]=f,b[e]&amp;&amp;(b.jsonpCallback=c.jsonpCallback,jc.push(e)),g&amp;&amp;n.isFunction(f)&amp;&amp;f(g[0]),g=f=void 0}),&quot;script&quot;):void 0}),n.parseHTML=function(a,b,c){if(!a||&quot;string&quot;!=typeof a)return null;&quot;boolean&quot;==typeof b&amp;&amp;(c=b,b=!1),b=b||d;var e=x.exec(a),f=!c&amp;&amp;[];return e?[b.createElement(e[1])]:(e=ja([a],b,f),f&amp;&amp;f.length&amp;&amp;n(f).remove(),n.merge([],e.childNodes))};var lc=n.fn.load;n.fn.load=function(a,b,c){if(&quot;string&quot;!=typeof a&amp;&amp;lc)return lc.apply(this,arguments);var d,e,f,g=this,h=a.indexOf(&quot; &quot;);return h&gt;-1&amp;&amp;(d=n.trim(a.slice(h,a.length)),a=a.slice(0,h)),n.isFunction(b)?(c=b,b=void 0):b&amp;&amp;&quot;object&quot;==typeof b&amp;&amp;(e=&quot;POST&quot;),g.length&gt;0&amp;&amp;n.ajax({url:a,type:e||&quot;GET&quot;,dataType:&quot;html&quot;,data:b}).done(function(a){f=arguments,g.html(d?n(&quot;&lt;div&gt;&quot;).append(n.parseHTML(a)).find(d):a)}).always(c&amp;&amp;function(a,b){g.each(function(){c.apply(this,f||[a.responseText,b,a])})}),this},n.each([&quot;ajaxStart&quot;,&quot;ajaxStop&quot;,&quot;ajaxComplete&quot;,&quot;ajaxError&quot;,&quot;ajaxSuccess&quot;,&quot;ajaxSend&quot;],function(a,b){n.fn[b]=function(a){return this.on(b,a)}}),n.expr.filters.animated=function(a){return n.grep(n.timers,function(b){return a===b.elem}).length};function mc(a){return n.isWindow(a)?a:9===a.nodeType?a.defaultView||a.parentWindow:!1}n.offset={setOffset:function(a,b,c){var d,e,f,g,h,i,j,k=n.css(a,&quot;position&quot;),l=n(a),m={};&quot;static&quot;===k&amp;&amp;(a.style.position=&quot;relative&quot;),h=l.offset(),f=n.css(a,&quot;top&quot;),i=n.css(a,&quot;left&quot;),j=(&quot;absolute&quot;===k||&quot;fixed&quot;===k)&amp;&amp;n.inArray(&quot;auto&quot;,[f,i])&gt;-1,j?(d=l.position(),g=d.top,e=d.left):(g=parseFloat(f)||0,e=parseFloat(i)||0),n.isFunction(b)&amp;&amp;(b=b.call(a,c,n.extend({},h))),null!=b.top&amp;&amp;(m.top=b.top-h.top+g),null!=b.left&amp;&amp;(m.left=b.left-h.left+e),&quot;using&quot;in b?b.using.call(a,m):l.css(m)}},n.fn.extend({offset:function(a){if(arguments.length)return void 0===a?this:this.each(function(b){n.offset.setOffset(this,a,b)});var b,c,d={top:0,left:0},e=this[0],f=e&amp;&amp;e.ownerDocument;if(f)return b=f.documentElement,n.contains(b,e)?(&quot;undefined&quot;!=typeof e.getBoundingClientRect&amp;&amp;(d=e.getBoundingClientRect()),c=mc(f),{top:d.top+(c.pageYOffset||b.scrollTop)-(b.clientTop||0),left:d.left+(c.pageXOffset||b.scrollLeft)-(b.clientLeft||0)}):d},position:function(){if(this[0]){var a,b,c={top:0,left:0},d=this[0];return&quot;fixed&quot;===n.css(d,&quot;position&quot;)?b=d.getBoundingClientRect():(a=this.offsetParent(),b=this.offset(),n.nodeName(a[0],&quot;html&quot;)||(c=a.offset()),c.top+=n.css(a[0],&quot;borderTopWidth&quot;,!0),c.left+=n.css(a[0],&quot;borderLeftWidth&quot;,!0)),{top:b.top-c.top-n.css(d,&quot;marginTop&quot;,!0),left:b.left-c.left-n.css(d,&quot;marginLeft&quot;,!0)}}},offsetParent:function(){return this.map(function(){var a=this.offsetParent;while(a&amp;&amp;!n.nodeName(a,&quot;html&quot;)&amp;&amp;&quot;static&quot;===n.css(a,&quot;position&quot;))a=a.offsetParent;return a||Qa})}}),n.each({scrollLeft:&quot;pageXOffset&quot;,scrollTop:&quot;pageYOffset&quot;},function(a,b){var c=/Y/.test(b);n.fn[a]=function(d){return Y(this,function(a,d,e){var f=mc(a);return void 0===e?f?b in f?f[b]:f.document.documentElement[d]:a[d]:void(f?f.scrollTo(c?n(f).scrollLeft():e,c?e:n(f).scrollTop()):a[d]=e)},a,d,arguments.length,null)}}),n.each([&quot;top&quot;,&quot;left&quot;],function(a,b){n.cssHooks[b]=Ua(l.pixelPosition,function(a,c){return c?(c=Sa(a,b),Oa.test(c)?n(a).position()[b]+&quot;px&quot;:c):void 0})}),n.each({Height:&quot;height&quot;,Width:&quot;width&quot;},function(a,b){n.each({\n",
       "padding:&quot;inner&quot;+a,content:b,&quot;&quot;:&quot;outer&quot;+a},function(c,d){n.fn[d]=function(d,e){var f=arguments.length&amp;&amp;(c||&quot;boolean&quot;!=typeof d),g=c||(d===!0||e===!0?&quot;margin&quot;:&quot;border&quot;);return Y(this,function(b,c,d){var e;return n.isWindow(b)?b.document.documentElement[&quot;client&quot;+a]:9===b.nodeType?(e=b.documentElement,Math.max(b.body[&quot;scroll&quot;+a],e[&quot;scroll&quot;+a],b.body[&quot;offset&quot;+a],e[&quot;offset&quot;+a],e[&quot;client&quot;+a])):void 0===d?n.css(b,c,g):n.style(b,c,d,g)},b,f?d:void 0,f,null)}})}),n.fn.extend({bind:function(a,b,c){return this.on(a,null,b,c)},unbind:function(a,b){return this.off(a,null,b)},delegate:function(a,b,c,d){return this.on(b,a,c,d)},undelegate:function(a,b,c){return 1===arguments.length?this.off(a,&quot;**&quot;):this.off(b,a||&quot;**&quot;,c)}}),n.fn.size=function(){return this.length},n.fn.andSelf=n.fn.addBack,&quot;function&quot;==typeof define&amp;&amp;define.amd&amp;&amp;define(&quot;jquery&quot;,[],function(){return n});var nc=a.jQuery,oc=a.$;return n.noConflict=function(b){return a.$===n&amp;&amp;(a.$=oc),b&amp;&amp;a.jQuery===n&amp;&amp;(a.jQuery=nc),n},b||(a.jQuery=a.$=n),n});/*!\n",
       " * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
       " * Copyright 2011-2016 Twitter, Inc.\n",
       " * Licensed under the MIT license\n",
       " */\n",
       "if(&quot;undefined&quot;==typeof jQuery)throw new Error(&quot;Bootstrap&#x27;s JavaScript requires jQuery&quot;);+function(a){&quot;use strict&quot;;var b=a.fn.jquery.split(&quot; &quot;)[0].split(&quot;.&quot;);if(b[0]&lt;2&amp;&amp;b[1]&lt;9||1==b[0]&amp;&amp;9==b[1]&amp;&amp;b[2]&lt;1||b[0]&gt;3)throw new Error(&quot;Bootstrap&#x27;s JavaScript requires jQuery version 1.9.1 or higher, but lower than version 4&quot;)}(jQuery),+function(a){&quot;use strict&quot;;function b(){var a=document.createElement(&quot;bootstrap&quot;),b={WebkitTransition:&quot;webkitTransitionEnd&quot;,MozTransition:&quot;transitionend&quot;,OTransition:&quot;oTransitionEnd otransitionend&quot;,transition:&quot;transitionend&quot;};for(var c in b)if(void 0!==a.style[c])return{end:b[c]};return!1}a.fn.emulateTransitionEnd=function(b){var c=!1,d=this;a(this).one(&quot;bsTransitionEnd&quot;,function(){c=!0});var e=function(){c||a(d).trigger(a.support.transition.end)};return setTimeout(e,b),this},a(function(){a.support.transition=b(),a.support.transition&amp;&amp;(a.event.special.bsTransitionEnd={bindType:a.support.transition.end,delegateType:a.support.transition.end,handle:function(b){if(a(b.target).is(this))return b.handleObj.handler.apply(this,arguments)}})})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var c=a(this),e=c.data(&quot;bs.alert&quot;);e||c.data(&quot;bs.alert&quot;,e=new d(this)),&quot;string&quot;==typeof b&amp;&amp;e[b].call(c)})}var c=&#x27;[data-dismiss=&quot;alert&quot;]&#x27;,d=function(b){a(b).on(&quot;click&quot;,c,this.close)};d.VERSION=&quot;3.3.7&quot;,d.TRANSITION_DURATION=150,d.prototype.close=function(b){function c(){g.detach().trigger(&quot;closed.bs.alert&quot;).remove()}var e=a(this),f=e.attr(&quot;data-target&quot;);f||(f=e.attr(&quot;href&quot;),f=f&amp;&amp;f.replace(/.*(?=#[^\\s]*$)/,&quot;&quot;));var g=a(&quot;#&quot;===f?[]:f);b&amp;&amp;b.preventDefault(),g.length||(g=e.closest(&quot;.alert&quot;)),g.trigger(b=a.Event(&quot;close.bs.alert&quot;)),b.isDefaultPrevented()||(g.removeClass(&quot;in&quot;),a.support.transition&amp;&amp;g.hasClass(&quot;fade&quot;)?g.one(&quot;bsTransitionEnd&quot;,c).emulateTransitionEnd(d.TRANSITION_DURATION):c())};var e=a.fn.alert;a.fn.alert=b,a.fn.alert.Constructor=d,a.fn.alert.noConflict=function(){return a.fn.alert=e,this},a(document).on(&quot;click.bs.alert.data-api&quot;,c,d.prototype.close)}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.button&quot;),f=&quot;object&quot;==typeof b&amp;&amp;b;e||d.data(&quot;bs.button&quot;,e=new c(this,f)),&quot;toggle&quot;==b?e.toggle():b&amp;&amp;e.setState(b)})}var c=function(b,d){this.$element=a(b),this.options=a.extend({},c.DEFAULTS,d),this.isLoading=!1};c.VERSION=&quot;3.3.7&quot;,c.DEFAULTS={loadingText:&quot;loading...&quot;},c.prototype.setState=function(b){var c=&quot;disabled&quot;,d=this.$element,e=d.is(&quot;input&quot;)?&quot;val&quot;:&quot;html&quot;,f=d.data();b+=&quot;Text&quot;,null==f.resetText&amp;&amp;d.data(&quot;resetText&quot;,d[e]()),setTimeout(a.proxy(function(){d[e](null==f[b]?this.options[b]:f[b]),&quot;loadingText&quot;==b?(this.isLoading=!0,d.addClass(c).attr(c,c).prop(c,!0)):this.isLoading&amp;&amp;(this.isLoading=!1,d.removeClass(c).removeAttr(c).prop(c,!1))},this),0)},c.prototype.toggle=function(){var a=!0,b=this.$element.closest(&#x27;[data-toggle=&quot;buttons&quot;]&#x27;);if(b.length){var c=this.$element.find(&quot;input&quot;);&quot;radio&quot;==c.prop(&quot;type&quot;)?(c.prop(&quot;checked&quot;)&amp;&amp;(a=!1),b.find(&quot;.active&quot;).removeClass(&quot;active&quot;),this.$element.addClass(&quot;active&quot;)):&quot;checkbox&quot;==c.prop(&quot;type&quot;)&amp;&amp;(c.prop(&quot;checked&quot;)!==this.$element.hasClass(&quot;active&quot;)&amp;&amp;(a=!1),this.$element.toggleClass(&quot;active&quot;)),c.prop(&quot;checked&quot;,this.$element.hasClass(&quot;active&quot;)),a&amp;&amp;c.trigger(&quot;change&quot;)}else this.$element.attr(&quot;aria-pressed&quot;,!this.$element.hasClass(&quot;active&quot;)),this.$element.toggleClass(&quot;active&quot;)};var d=a.fn.button;a.fn.button=b,a.fn.button.Constructor=c,a.fn.button.noConflict=function(){return a.fn.button=d,this},a(document).on(&quot;click.bs.button.data-api&quot;,&#x27;[data-toggle^=&quot;button&quot;]&#x27;,function(c){var d=a(c.target).closest(&quot;.btn&quot;);b.call(d,&quot;toggle&quot;),a(c.target).is(&#x27;input[type=&quot;radio&quot;], input[type=&quot;checkbox&quot;]&#x27;)||(c.preventDefault(),d.is(&quot;input,button&quot;)?d.trigger(&quot;focus&quot;):d.find(&quot;input:visible,button:visible&quot;).first().trigger(&quot;focus&quot;))}).on(&quot;focus.bs.button.data-api blur.bs.button.data-api&quot;,&#x27;[data-toggle^=&quot;button&quot;]&#x27;,function(b){a(b.target).closest(&quot;.btn&quot;).toggleClass(&quot;focus&quot;,/^focus(in)?$/.test(b.type))})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.carousel&quot;),f=a.extend({},c.DEFAULTS,d.data(),&quot;object&quot;==typeof b&amp;&amp;b),g=&quot;string&quot;==typeof b?b:f.slide;e||d.data(&quot;bs.carousel&quot;,e=new c(this,f)),&quot;number&quot;==typeof b?e.to(b):g?e[g]():f.interval&amp;&amp;e.pause().cycle()})}var c=function(b,c){this.$element=a(b),this.$indicators=this.$element.find(&quot;.carousel-indicators&quot;),this.options=c,this.paused=null,this.sliding=null,this.interval=null,this.$active=null,this.$items=null,this.options.keyboard&amp;&amp;this.$element.on(&quot;keydown.bs.carousel&quot;,a.proxy(this.keydown,this)),&quot;hover&quot;==this.options.pause&amp;&amp;!(&quot;ontouchstart&quot;in document.documentElement)&amp;&amp;this.$element.on(&quot;mouseenter.bs.carousel&quot;,a.proxy(this.pause,this)).on(&quot;mouseleave.bs.carousel&quot;,a.proxy(this.cycle,this))};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=600,c.DEFAULTS={interval:5e3,pause:&quot;hover&quot;,wrap:!0,keyboard:!0},c.prototype.keydown=function(a){if(!/input|textarea/i.test(a.target.tagName)){switch(a.which){case 37:this.prev();break;case 39:this.next();break;default:return}a.preventDefault()}},c.prototype.cycle=function(b){return b||(this.paused=!1),this.interval&amp;&amp;clearInterval(this.interval),this.options.interval&amp;&amp;!this.paused&amp;&amp;(this.interval=setInterval(a.proxy(this.next,this),this.options.interval)),this},c.prototype.getItemIndex=function(a){return this.$items=a.parent().children(&quot;.item&quot;),this.$items.index(a||this.$active)},c.prototype.getItemForDirection=function(a,b){var c=this.getItemIndex(b),d=&quot;prev&quot;==a&amp;&amp;0===c||&quot;next&quot;==a&amp;&amp;c==this.$items.length-1;if(d&amp;&amp;!this.options.wrap)return b;var e=&quot;prev&quot;==a?-1:1,f=(c+e)%this.$items.length;return this.$items.eq(f)},c.prototype.to=function(a){var b=this,c=this.getItemIndex(this.$active=this.$element.find(&quot;.item.active&quot;));if(!(a&gt;this.$items.length-1||a&lt;0))return this.sliding?this.$element.one(&quot;slid.bs.carousel&quot;,function(){b.to(a)}):c==a?this.pause().cycle():this.slide(a&gt;c?&quot;next&quot;:&quot;prev&quot;,this.$items.eq(a))},c.prototype.pause=function(b){return b||(this.paused=!0),this.$element.find(&quot;.next, .prev&quot;).length&amp;&amp;a.support.transition&amp;&amp;(this.$element.trigger(a.support.transition.end),this.cycle(!0)),this.interval=clearInterval(this.interval),this},c.prototype.next=function(){if(!this.sliding)return this.slide(&quot;next&quot;)},c.prototype.prev=function(){if(!this.sliding)return this.slide(&quot;prev&quot;)},c.prototype.slide=function(b,d){var e=this.$element.find(&quot;.item.active&quot;),f=d||this.getItemForDirection(b,e),g=this.interval,h=&quot;next&quot;==b?&quot;left&quot;:&quot;right&quot;,i=this;if(f.hasClass(&quot;active&quot;))return this.sliding=!1;var j=f[0],k=a.Event(&quot;slide.bs.carousel&quot;,{relatedTarget:j,direction:h});if(this.$element.trigger(k),!k.isDefaultPrevented()){if(this.sliding=!0,g&amp;&amp;this.pause(),this.$indicators.length){this.$indicators.find(&quot;.active&quot;).removeClass(&quot;active&quot;);var l=a(this.$indicators.children()[this.getItemIndex(f)]);l&amp;&amp;l.addClass(&quot;active&quot;)}var m=a.Event(&quot;slid.bs.carousel&quot;,{relatedTarget:j,direction:h});return a.support.transition&amp;&amp;this.$element.hasClass(&quot;slide&quot;)?(f.addClass(b),f[0].offsetWidth,e.addClass(h),f.addClass(h),e.one(&quot;bsTransitionEnd&quot;,function(){f.removeClass([b,h].join(&quot; &quot;)).addClass(&quot;active&quot;),e.removeClass([&quot;active&quot;,h].join(&quot; &quot;)),i.sliding=!1,setTimeout(function(){i.$element.trigger(m)},0)}).emulateTransitionEnd(c.TRANSITION_DURATION)):(e.removeClass(&quot;active&quot;),f.addClass(&quot;active&quot;),this.sliding=!1,this.$element.trigger(m)),g&amp;&amp;this.cycle(),this}};var d=a.fn.carousel;a.fn.carousel=b,a.fn.carousel.Constructor=c,a.fn.carousel.noConflict=function(){return a.fn.carousel=d,this};var e=function(c){var d,e=a(this),f=a(e.attr(&quot;data-target&quot;)||(d=e.attr(&quot;href&quot;))&amp;&amp;d.replace(/.*(?=#[^\\s]+$)/,&quot;&quot;));if(f.hasClass(&quot;carousel&quot;)){var g=a.extend({},f.data(),e.data()),h=e.attr(&quot;data-slide-to&quot;);h&amp;&amp;(g.interval=!1),b.call(f,g),h&amp;&amp;f.data(&quot;bs.carousel&quot;).to(h),c.preventDefault()}};a(document).on(&quot;click.bs.carousel.data-api&quot;,&quot;[data-slide]&quot;,e).on(&quot;click.bs.carousel.data-api&quot;,&quot;[data-slide-to]&quot;,e),a(window).on(&quot;load&quot;,function(){a(&#x27;[data-ride=&quot;carousel&quot;]&#x27;).each(function(){var c=a(this);b.call(c,c.data())})})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){var c,d=b.attr(&quot;data-target&quot;)||(c=b.attr(&quot;href&quot;))&amp;&amp;c.replace(/.*(?=#[^\\s]+$)/,&quot;&quot;);return a(d)}function c(b){return this.each(function(){var c=a(this),e=c.data(&quot;bs.collapse&quot;),f=a.extend({},d.DEFAULTS,c.data(),&quot;object&quot;==typeof b&amp;&amp;b);!e&amp;&amp;f.toggle&amp;&amp;/show|hide/.test(b)&amp;&amp;(f.toggle=!1),e||c.data(&quot;bs.collapse&quot;,e=new d(this,f)),&quot;string&quot;==typeof b&amp;&amp;e[b]()})}var d=function(b,c){this.$element=a(b),this.options=a.extend({},d.DEFAULTS,c),this.$trigger=a(&#x27;[data-toggle=&quot;collapse&quot;][href=&quot;#&#x27;+b.id+&#x27;&quot;],[data-toggle=&quot;collapse&quot;][data-target=&quot;#&#x27;+b.id+&#x27;&quot;]&#x27;),this.transitioning=null,this.options.parent?this.$parent=this.getParent():this.addAriaAndCollapsedClass(this.$element,this.$trigger),this.options.toggle&amp;&amp;this.toggle()};d.VERSION=&quot;3.3.7&quot;,d.TRANSITION_DURATION=350,d.DEFAULTS={toggle:!0},d.prototype.dimension=function(){var a=this.$element.hasClass(&quot;width&quot;);return a?&quot;width&quot;:&quot;height&quot;},d.prototype.show=function(){if(!this.transitioning&amp;&amp;!this.$element.hasClass(&quot;in&quot;)){var b,e=this.$parent&amp;&amp;this.$parent.children(&quot;.panel&quot;).children(&quot;.in, .collapsing&quot;);if(!(e&amp;&amp;e.length&amp;&amp;(b=e.data(&quot;bs.collapse&quot;),b&amp;&amp;b.transitioning))){var f=a.Event(&quot;show.bs.collapse&quot;);if(this.$element.trigger(f),!f.isDefaultPrevented()){e&amp;&amp;e.length&amp;&amp;(c.call(e,&quot;hide&quot;),b||e.data(&quot;bs.collapse&quot;,null));var g=this.dimension();this.$element.removeClass(&quot;collapse&quot;).addClass(&quot;collapsing&quot;)[g](0).attr(&quot;aria-expanded&quot;,!0),this.$trigger.removeClass(&quot;collapsed&quot;).attr(&quot;aria-expanded&quot;,!0),this.transitioning=1;var h=function(){this.$element.removeClass(&quot;collapsing&quot;).addClass(&quot;collapse in&quot;)[g](&quot;&quot;),this.transitioning=0,this.$element.trigger(&quot;shown.bs.collapse&quot;)};if(!a.support.transition)return h.call(this);var i=a.camelCase([&quot;scroll&quot;,g].join(&quot;-&quot;));this.$element.one(&quot;bsTransitionEnd&quot;,a.proxy(h,this)).emulateTransitionEnd(d.TRANSITION_DURATION)[g](this.$element[0][i])}}}},d.prototype.hide=function(){if(!this.transitioning&amp;&amp;this.$element.hasClass(&quot;in&quot;)){var b=a.Event(&quot;hide.bs.collapse&quot;);if(this.$element.trigger(b),!b.isDefaultPrevented()){var c=this.dimension();this.$element[c](this.$element[c]())[0].offsetHeight,this.$element.addClass(&quot;collapsing&quot;).removeClass(&quot;collapse in&quot;).attr(&quot;aria-expanded&quot;,!1),this.$trigger.addClass(&quot;collapsed&quot;).attr(&quot;aria-expanded&quot;,!1),this.transitioning=1;var e=function(){this.transitioning=0,this.$element.removeClass(&quot;collapsing&quot;).addClass(&quot;collapse&quot;).trigger(&quot;hidden.bs.collapse&quot;)};return a.support.transition?void this.$element[c](0).one(&quot;bsTransitionEnd&quot;,a.proxy(e,this)).emulateTransitionEnd(d.TRANSITION_DURATION):e.call(this)}}},d.prototype.toggle=function(){this[this.$element.hasClass(&quot;in&quot;)?&quot;hide&quot;:&quot;show&quot;]()},d.prototype.getParent=function(){return a(this.options.parent).find(&#x27;[data-toggle=&quot;collapse&quot;][data-parent=&quot;&#x27;+this.options.parent+&#x27;&quot;]&#x27;).each(a.proxy(function(c,d){var e=a(d);this.addAriaAndCollapsedClass(b(e),e)},this)).end()},d.prototype.addAriaAndCollapsedClass=function(a,b){var c=a.hasClass(&quot;in&quot;);a.attr(&quot;aria-expanded&quot;,c),b.toggleClass(&quot;collapsed&quot;,!c).attr(&quot;aria-expanded&quot;,c)};var e=a.fn.collapse;a.fn.collapse=c,a.fn.collapse.Constructor=d,a.fn.collapse.noConflict=function(){return a.fn.collapse=e,this},a(document).on(&quot;click.bs.collapse.data-api&quot;,&#x27;[data-toggle=&quot;collapse&quot;]&#x27;,function(d){var e=a(this);e.attr(&quot;data-target&quot;)||d.preventDefault();var f=b(e),g=f.data(&quot;bs.collapse&quot;),h=g?&quot;toggle&quot;:e.data();c.call(f,h)})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){var c=b.attr(&quot;data-target&quot;);c||(c=b.attr(&quot;href&quot;),c=c&amp;&amp;/#[A-Za-z]/.test(c)&amp;&amp;c.replace(/.*(?=#[^\\s]*$)/,&quot;&quot;));var d=c&amp;&amp;a(c);return d&amp;&amp;d.length?d:b.parent()}function c(c){c&amp;&amp;3===c.which||(a(e).remove(),a(f).each(function(){var d=a(this),e=b(d),f={relatedTarget:this};e.hasClass(&quot;open&quot;)&amp;&amp;(c&amp;&amp;&quot;click&quot;==c.type&amp;&amp;/input|textarea/i.test(c.target.tagName)&amp;&amp;a.contains(e[0],c.target)||(e.trigger(c=a.Event(&quot;hide.bs.dropdown&quot;,f)),c.isDefaultPrevented()||(d.attr(&quot;aria-expanded&quot;,&quot;false&quot;),e.removeClass(&quot;open&quot;).trigger(a.Event(&quot;hidden.bs.dropdown&quot;,f)))))}))}function d(b){return this.each(function(){var c=a(this),d=c.data(&quot;bs.dropdown&quot;);d||c.data(&quot;bs.dropdown&quot;,d=new g(this)),&quot;string&quot;==typeof b&amp;&amp;d[b].call(c)})}var e=&quot;.dropdown-backdrop&quot;,f=&#x27;[data-toggle=&quot;dropdown&quot;]&#x27;,g=function(b){a(b).on(&quot;click.bs.dropdown&quot;,this.toggle)};g.VERSION=&quot;3.3.7&quot;,g.prototype.toggle=function(d){var e=a(this);if(!e.is(&quot;.disabled, :disabled&quot;)){var f=b(e),g=f.hasClass(&quot;open&quot;);if(c(),!g){&quot;ontouchstart&quot;in document.documentElement&amp;&amp;!f.closest(&quot;.navbar-nav&quot;).length&amp;&amp;a(document.createElement(&quot;div&quot;)).addClass(&quot;dropdown-backdrop&quot;).insertAfter(a(this)).on(&quot;click&quot;,c);var h={relatedTarget:this};if(f.trigger(d=a.Event(&quot;show.bs.dropdown&quot;,h)),d.isDefaultPrevented())return;e.trigger(&quot;focus&quot;).attr(&quot;aria-expanded&quot;,&quot;true&quot;),f.toggleClass(&quot;open&quot;).trigger(a.Event(&quot;shown.bs.dropdown&quot;,h))}return!1}},g.prototype.keydown=function(c){if(/(38|40|27|32)/.test(c.which)&amp;&amp;!/input|textarea/i.test(c.target.tagName)){var d=a(this);if(c.preventDefault(),c.stopPropagation(),!d.is(&quot;.disabled, :disabled&quot;)){var e=b(d),g=e.hasClass(&quot;open&quot;);if(!g&amp;&amp;27!=c.which||g&amp;&amp;27==c.which)return 27==c.which&amp;&amp;e.find(f).trigger(&quot;focus&quot;),d.trigger(&quot;click&quot;);var h=&quot; li:not(.disabled):visible a&quot;,i=e.find(&quot;.dropdown-menu&quot;+h);if(i.length){var j=i.index(c.target);38==c.which&amp;&amp;j&gt;0&amp;&amp;j--,40==c.which&amp;&amp;j&lt;i.length-1&amp;&amp;j++,~j||(j=0),i.eq(j).trigger(&quot;focus&quot;)}}}};var h=a.fn.dropdown;a.fn.dropdown=d,a.fn.dropdown.Constructor=g,a.fn.dropdown.noConflict=function(){return a.fn.dropdown=h,this},a(document).on(&quot;click.bs.dropdown.data-api&quot;,c).on(&quot;click.bs.dropdown.data-api&quot;,&quot;.dropdown form&quot;,function(a){a.stopPropagation()}).on(&quot;click.bs.dropdown.data-api&quot;,f,g.prototype.toggle).on(&quot;keydown.bs.dropdown.data-api&quot;,f,g.prototype.keydown).on(&quot;keydown.bs.dropdown.data-api&quot;,&quot;.dropdown-menu&quot;,g.prototype.keydown)}(jQuery),+function(a){&quot;use strict&quot;;function b(b,d){return this.each(function(){var e=a(this),f=e.data(&quot;bs.modal&quot;),g=a.extend({},c.DEFAULTS,e.data(),&quot;object&quot;==typeof b&amp;&amp;b);f||e.data(&quot;bs.modal&quot;,f=new c(this,g)),&quot;string&quot;==typeof b?f[b](d):g.show&amp;&amp;f.show(d)})}var c=function(b,c){this.options=c,this.$body=a(document.body),this.$element=a(b),this.$dialog=this.$element.find(&quot;.modal-dialog&quot;),this.$backdrop=null,this.isShown=null,this.originalBodyPad=null,this.scrollbarWidth=0,this.ignoreBackdropClick=!1,this.options.remote&amp;&amp;this.$element.find(&quot;.modal-content&quot;).load(this.options.remote,a.proxy(function(){this.$element.trigger(&quot;loaded.bs.modal&quot;)},this))};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=300,c.BACKDROP_TRANSITION_DURATION=150,c.DEFAULTS={backdrop:!0,keyboard:!0,show:!0},c.prototype.toggle=function(a){return this.isShown?this.hide():this.show(a)},c.prototype.show=function(b){var d=this,e=a.Event(&quot;show.bs.modal&quot;,{relatedTarget:b});this.$element.trigger(e),this.isShown||e.isDefaultPrevented()||(this.isShown=!0,this.checkScrollbar(),this.setScrollbar(),this.$body.addClass(&quot;modal-open&quot;),this.escape(),this.resize(),this.$element.on(&quot;click.dismiss.bs.modal&quot;,&#x27;[data-dismiss=&quot;modal&quot;]&#x27;,a.proxy(this.hide,this)),this.$dialog.on(&quot;mousedown.dismiss.bs.modal&quot;,function(){d.$element.one(&quot;mouseup.dismiss.bs.modal&quot;,function(b){a(b.target).is(d.$element)&amp;&amp;(d.ignoreBackdropClick=!0)})}),this.backdrop(function(){var e=a.support.transition&amp;&amp;d.$element.hasClass(&quot;fade&quot;);d.$element.parent().length||d.$element.appendTo(d.$body),d.$element.show().scrollTop(0),d.adjustDialog(),e&amp;&amp;d.$element[0].offsetWidth,d.$element.addClass(&quot;in&quot;),d.enforceFocus();var f=a.Event(&quot;shown.bs.modal&quot;,{relatedTarget:b});e?d.$dialog.one(&quot;bsTransitionEnd&quot;,function(){d.$element.trigger(&quot;focus&quot;).trigger(f)}).emulateTransitionEnd(c.TRANSITION_DURATION):d.$element.trigger(&quot;focus&quot;).trigger(f)}))},c.prototype.hide=function(b){b&amp;&amp;b.preventDefault(),b=a.Event(&quot;hide.bs.modal&quot;),this.$element.trigger(b),this.isShown&amp;&amp;!b.isDefaultPrevented()&amp;&amp;(this.isShown=!1,this.escape(),this.resize(),a(document).off(&quot;focusin.bs.modal&quot;),this.$element.removeClass(&quot;in&quot;).off(&quot;click.dismiss.bs.modal&quot;).off(&quot;mouseup.dismiss.bs.modal&quot;),this.$dialog.off(&quot;mousedown.dismiss.bs.modal&quot;),a.support.transition&amp;&amp;this.$element.hasClass(&quot;fade&quot;)?this.$element.one(&quot;bsTransitionEnd&quot;,a.proxy(this.hideModal,this)).emulateTransitionEnd(c.TRANSITION_DURATION):this.hideModal())},c.prototype.enforceFocus=function(){a(document).off(&quot;focusin.bs.modal&quot;).on(&quot;focusin.bs.modal&quot;,a.proxy(function(a){document===a.target||this.$element[0]===a.target||this.$element.has(a.target).length||this.$element.trigger(&quot;focus&quot;)},this))},c.prototype.escape=function(){this.isShown&amp;&amp;this.options.keyboard?this.$element.on(&quot;keydown.dismiss.bs.modal&quot;,a.proxy(function(a){27==a.which&amp;&amp;this.hide()},this)):this.isShown||this.$element.off(&quot;keydown.dismiss.bs.modal&quot;)},c.prototype.resize=function(){this.isShown?a(window).on(&quot;resize.bs.modal&quot;,a.proxy(this.handleUpdate,this)):a(window).off(&quot;resize.bs.modal&quot;)},c.prototype.hideModal=function(){var a=this;this.$element.hide(),this.backdrop(function(){a.$body.removeClass(&quot;modal-open&quot;),a.resetAdjustments(),a.resetScrollbar(),a.$element.trigger(&quot;hidden.bs.modal&quot;)})},c.prototype.removeBackdrop=function(){this.$backdrop&amp;&amp;this.$backdrop.remove(),this.$backdrop=null},c.prototype.backdrop=function(b){var d=this,e=this.$element.hasClass(&quot;fade&quot;)?&quot;fade&quot;:&quot;&quot;;if(this.isShown&amp;&amp;this.options.backdrop){var f=a.support.transition&amp;&amp;e;if(this.$backdrop=a(document.createElement(&quot;div&quot;)).addClass(&quot;modal-backdrop &quot;+e).appendTo(this.$body),this.$element.on(&quot;click.dismiss.bs.modal&quot;,a.proxy(function(a){return this.ignoreBackdropClick?void(this.ignoreBackdropClick=!1):void(a.target===a.currentTarget&amp;&amp;(&quot;static&quot;==this.options.backdrop?this.$element[0].focus():this.hide()))},this)),f&amp;&amp;this.$backdrop[0].offsetWidth,this.$backdrop.addClass(&quot;in&quot;),!b)return;f?this.$backdrop.one(&quot;bsTransitionEnd&quot;,b).emulateTransitionEnd(c.BACKDROP_TRANSITION_DURATION):b()}else if(!this.isShown&amp;&amp;this.$backdrop){this.$backdrop.removeClass(&quot;in&quot;);var g=function(){d.removeBackdrop(),b&amp;&amp;b()};a.support.transition&amp;&amp;this.$element.hasClass(&quot;fade&quot;)?this.$backdrop.one(&quot;bsTransitionEnd&quot;,g).emulateTransitionEnd(c.BACKDROP_TRANSITION_DURATION):g()}else b&amp;&amp;b()},c.prototype.handleUpdate=function(){this.adjustDialog()},c.prototype.adjustDialog=function(){var a=this.$element[0].scrollHeight&gt;document.documentElement.clientHeight;this.$element.css({paddingLeft:!this.bodyIsOverflowing&amp;&amp;a?this.scrollbarWidth:&quot;&quot;,paddingRight:this.bodyIsOverflowing&amp;&amp;!a?this.scrollbarWidth:&quot;&quot;})},c.prototype.resetAdjustments=function(){this.$element.css({paddingLeft:&quot;&quot;,paddingRight:&quot;&quot;})},c.prototype.checkScrollbar=function(){var a=window.innerWidth;if(!a){var b=document.documentElement.getBoundingClientRect();a=b.right-Math.abs(b.left)}this.bodyIsOverflowing=document.body.clientWidth&lt;a,this.scrollbarWidth=this.measureScrollbar()},c.prototype.setScrollbar=function(){var a=parseInt(this.$body.css(&quot;padding-right&quot;)||0,10);this.originalBodyPad=document.body.style.paddingRight||&quot;&quot;,this.bodyIsOverflowing&amp;&amp;this.$body.css(&quot;padding-right&quot;,a+this.scrollbarWidth)},c.prototype.resetScrollbar=function(){this.$body.css(&quot;padding-right&quot;,this.originalBodyPad)},c.prototype.measureScrollbar=function(){var a=document.createElement(&quot;div&quot;);a.className=&quot;modal-scrollbar-measure&quot;,this.$body.append(a);var b=a.offsetWidth-a.clientWidth;return this.$body[0].removeChild(a),b};var d=a.fn.modal;a.fn.modal=b,a.fn.modal.Constructor=c,a.fn.modal.noConflict=function(){return a.fn.modal=d,this},a(document).on(&quot;click.bs.modal.data-api&quot;,&#x27;[data-toggle=&quot;modal&quot;]&#x27;,function(c){var d=a(this),e=d.attr(&quot;href&quot;),f=a(d.attr(&quot;data-target&quot;)||e&amp;&amp;e.replace(/.*(?=#[^\\s]+$)/,&quot;&quot;)),g=f.data(&quot;bs.modal&quot;)?&quot;toggle&quot;:a.extend({remote:!/#/.test(e)&amp;&amp;e},f.data(),d.data());d.is(&quot;a&quot;)&amp;&amp;c.preventDefault(),f.one(&quot;show.bs.modal&quot;,function(a){a.isDefaultPrevented()||f.one(&quot;hidden.bs.modal&quot;,function(){d.is(&quot;:visible&quot;)&amp;&amp;d.trigger(&quot;focus&quot;)})}),b.call(f,g,this)})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.tooltip&quot;),f=&quot;object&quot;==typeof b&amp;&amp;b;!e&amp;&amp;/destroy|hide/.test(b)||(e||d.data(&quot;bs.tooltip&quot;,e=new c(this,f)),&quot;string&quot;==typeof b&amp;&amp;e[b]())})}var c=function(a,b){this.type=null,this.options=null,this.enabled=null,this.timeout=null,this.hoverState=null,this.$element=null,this.inState=null,this.init(&quot;tooltip&quot;,a,b)};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=150,c.DEFAULTS={animation:!0,placement:&quot;top&quot;,selector:!1,template:&#x27;&lt;div class=&quot;tooltip&quot; role=&quot;tooltip&quot;&gt;&lt;div class=&quot;tooltip-arrow&quot;&gt;&lt;/div&gt;&lt;div class=&quot;tooltip-inner&quot;&gt;&lt;/div&gt;&lt;/div&gt;&#x27;,trigger:&quot;hover focus&quot;,title:&quot;&quot;,delay:0,html:!1,container:!1,viewport:{selector:&quot;body&quot;,padding:0}},c.prototype.init=function(b,c,d){if(this.enabled=!0,this.type=b,this.$element=a(c),this.options=this.getOptions(d),this.$viewport=this.options.viewport&amp;&amp;a(a.isFunction(this.options.viewport)?this.options.viewport.call(this,this.$element):this.options.viewport.selector||this.options.viewport),this.inState={click:!1,hover:!1,focus:!1},this.$element[0]instanceof document.constructor&amp;&amp;!this.options.selector)throw new Error(&quot;`selector` option must be specified when initializing &quot;+this.type+&quot; on the window.document object!&quot;);for(var e=this.options.trigger.split(&quot; &quot;),f=e.length;f--;){var g=e[f];if(&quot;click&quot;==g)this.$element.on(&quot;click.&quot;+this.type,this.options.selector,a.proxy(this.toggle,this));else if(&quot;manual&quot;!=g){var h=&quot;hover&quot;==g?&quot;mouseenter&quot;:&quot;focusin&quot;,i=&quot;hover&quot;==g?&quot;mouseleave&quot;:&quot;focusout&quot;;this.$element.on(h+&quot;.&quot;+this.type,this.options.selector,a.proxy(this.enter,this)),this.$element.on(i+&quot;.&quot;+this.type,this.options.selector,a.proxy(this.leave,this))}}this.options.selector?this._options=a.extend({},this.options,{trigger:&quot;manual&quot;,selector:&quot;&quot;}):this.fixTitle()},c.prototype.getDefaults=function(){return c.DEFAULTS},c.prototype.getOptions=function(b){return b=a.extend({},this.getDefaults(),this.$element.data(),b),b.delay&amp;&amp;&quot;number&quot;==typeof b.delay&amp;&amp;(b.delay={show:b.delay,hide:b.delay}),b},c.prototype.getDelegateOptions=function(){var b={},c=this.getDefaults();return this._options&amp;&amp;a.each(this._options,function(a,d){c[a]!=d&amp;&amp;(b[a]=d)}),b},c.prototype.enter=function(b){var c=b instanceof this.constructor?b:a(b.currentTarget).data(&quot;bs.&quot;+this.type);return c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data(&quot;bs.&quot;+this.type,c)),b instanceof a.Event&amp;&amp;(c.inState[&quot;focusin&quot;==b.type?&quot;focus&quot;:&quot;hover&quot;]=!0),c.tip().hasClass(&quot;in&quot;)||&quot;in&quot;==c.hoverState?void(c.hoverState=&quot;in&quot;):(clearTimeout(c.timeout),c.hoverState=&quot;in&quot;,c.options.delay&amp;&amp;c.options.delay.show?void(c.timeout=setTimeout(function(){&quot;in&quot;==c.hoverState&amp;&amp;c.show()},c.options.delay.show)):c.show())},c.prototype.isInStateTrue=function(){for(var a in this.inState)if(this.inState[a])return!0;return!1},c.prototype.leave=function(b){var c=b instanceof this.constructor?b:a(b.currentTarget).data(&quot;bs.&quot;+this.type);if(c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data(&quot;bs.&quot;+this.type,c)),b instanceof a.Event&amp;&amp;(c.inState[&quot;focusout&quot;==b.type?&quot;focus&quot;:&quot;hover&quot;]=!1),!c.isInStateTrue())return clearTimeout(c.timeout),c.hoverState=&quot;out&quot;,c.options.delay&amp;&amp;c.options.delay.hide?void(c.timeout=setTimeout(function(){&quot;out&quot;==c.hoverState&amp;&amp;c.hide()},c.options.delay.hide)):c.hide()},c.prototype.show=function(){var b=a.Event(&quot;show.bs.&quot;+this.type);if(this.hasContent()&amp;&amp;this.enabled){this.$element.trigger(b);var d=a.contains(this.$element[0].ownerDocument.documentElement,this.$element[0]);if(b.isDefaultPrevented()||!d)return;var e=this,f=this.tip(),g=this.getUID(this.type);this.setContent(),f.attr(&quot;id&quot;,g),this.$element.attr(&quot;aria-describedby&quot;,g),this.options.animation&amp;&amp;f.addClass(&quot;fade&quot;);var h=&quot;function&quot;==typeof this.options.placement?this.options.placement.call(this,f[0],this.$element[0]):this.options.placement,i=/\\s?auto?\\s?/i,j=i.test(h);j&amp;&amp;(h=h.replace(i,&quot;&quot;)||&quot;top&quot;),f.detach().css({top:0,left:0,display:&quot;block&quot;}).addClass(h).data(&quot;bs.&quot;+this.type,this),this.options.container?f.appendTo(this.options.container):f.insertAfter(this.$element),this.$element.trigger(&quot;inserted.bs.&quot;+this.type);var k=this.getPosition(),l=f[0].offsetWidth,m=f[0].offsetHeight;if(j){var n=h,o=this.getPosition(this.$viewport);h=&quot;bottom&quot;==h&amp;&amp;k.bottom+m&gt;o.bottom?&quot;top&quot;:&quot;top&quot;==h&amp;&amp;k.top-m&lt;o.top?&quot;bottom&quot;:&quot;right&quot;==h&amp;&amp;k.right+l&gt;o.width?&quot;left&quot;:&quot;left&quot;==h&amp;&amp;k.left-l&lt;o.left?&quot;right&quot;:h,f.removeClass(n).addClass(h)}var p=this.getCalculatedOffset(h,k,l,m);this.applyPlacement(p,h);var q=function(){var a=e.hoverState;e.$element.trigger(&quot;shown.bs.&quot;+e.type),e.hoverState=null,&quot;out&quot;==a&amp;&amp;e.leave(e)};a.support.transition&amp;&amp;this.$tip.hasClass(&quot;fade&quot;)?f.one(&quot;bsTransitionEnd&quot;,q).emulateTransitionEnd(c.TRANSITION_DURATION):q()}},c.prototype.applyPlacement=function(b,c){var d=this.tip(),e=d[0].offsetWidth,f=d[0].offsetHeight,g=parseInt(d.css(&quot;margin-top&quot;),10),h=parseInt(d.css(&quot;margin-left&quot;),10);isNaN(g)&amp;&amp;(g=0),isNaN(h)&amp;&amp;(h=0),b.top+=g,b.left+=h,a.offset.setOffset(d[0],a.extend({using:function(a){d.css({top:Math.round(a.top),left:Math.round(a.left)})}},b),0),d.addClass(&quot;in&quot;);var i=d[0].offsetWidth,j=d[0].offsetHeight;&quot;top&quot;==c&amp;&amp;j!=f&amp;&amp;(b.top=b.top+f-j);var k=this.getViewportAdjustedDelta(c,b,i,j);k.left?b.left+=k.left:b.top+=k.top;var l=/top|bottom/.test(c),m=l?2*k.left-e+i:2*k.top-f+j,n=l?&quot;offsetWidth&quot;:&quot;offsetHeight&quot;;d.offset(b),this.replaceArrow(m,d[0][n],l)},c.prototype.replaceArrow=function(a,b,c){this.arrow().css(c?&quot;left&quot;:&quot;top&quot;,50*(1-a/b)+&quot;%&quot;).css(c?&quot;top&quot;:&quot;left&quot;,&quot;&quot;)},c.prototype.setContent=function(){var a=this.tip(),b=this.getTitle();a.find(&quot;.tooltip-inner&quot;)[this.options.html?&quot;html&quot;:&quot;text&quot;](b),a.removeClass(&quot;fade in top bottom left right&quot;)},c.prototype.hide=function(b){function d(){&quot;in&quot;!=e.hoverState&amp;&amp;f.detach(),e.$element&amp;&amp;e.$element.removeAttr(&quot;aria-describedby&quot;).trigger(&quot;hidden.bs.&quot;+e.type),b&amp;&amp;b()}var e=this,f=a(this.$tip),g=a.Event(&quot;hide.bs.&quot;+this.type);if(this.$element.trigger(g),!g.isDefaultPrevented())return f.removeClass(&quot;in&quot;),a.support.transition&amp;&amp;f.hasClass(&quot;fade&quot;)?f.one(&quot;bsTransitionEnd&quot;,d).emulateTransitionEnd(c.TRANSITION_DURATION):d(),this.hoverState=null,this},c.prototype.fixTitle=function(){var a=this.$element;(a.attr(&quot;title&quot;)||&quot;string&quot;!=typeof a.attr(&quot;data-original-title&quot;))&amp;&amp;a.attr(&quot;data-original-title&quot;,a.attr(&quot;title&quot;)||&quot;&quot;).attr(&quot;title&quot;,&quot;&quot;)},c.prototype.hasContent=function(){return this.getTitle()},c.prototype.getPosition=function(b){b=b||this.$element;var c=b[0],d=&quot;BODY&quot;==c.tagName,e=c.getBoundingClientRect();null==e.width&amp;&amp;(e=a.extend({},e,{width:e.right-e.left,height:e.bottom-e.top}));var f=window.SVGElement&amp;&amp;c instanceof window.SVGElement,g=d?{top:0,left:0}:f?null:b.offset(),h={scroll:d?document.documentElement.scrollTop||document.body.scrollTop:b.scrollTop()},i=d?{width:a(window).width(),height:a(window).height()}:null;return a.extend({},e,h,i,g)},c.prototype.getCalculatedOffset=function(a,b,c,d){return&quot;bottom&quot;==a?{top:b.top+b.height,left:b.left+b.width/2-c/2}:&quot;top&quot;==a?{top:b.top-d,left:b.left+b.width/2-c/2}:&quot;left&quot;==a?{top:b.top+b.height/2-d/2,left:b.left-c}:{top:b.top+b.height/2-d/2,left:b.left+b.width}},c.prototype.getViewportAdjustedDelta=function(a,b,c,d){var e={top:0,left:0};if(!this.$viewport)return e;var f=this.options.viewport&amp;&amp;this.options.viewport.padding||0,g=this.getPosition(this.$viewport);if(/right|left/.test(a)){var h=b.top-f-g.scroll,i=b.top+f-g.scroll+d;h&lt;g.top?e.top=g.top-h:i&gt;g.top+g.height&amp;&amp;(e.top=g.top+g.height-i)}else{var j=b.left-f,k=b.left+f+c;j&lt;g.left?e.left=g.left-j:k&gt;g.right&amp;&amp;(e.left=g.left+g.width-k)}return e},c.prototype.getTitle=function(){var a,b=this.$element,c=this.options;return a=b.attr(&quot;data-original-title&quot;)||(&quot;function&quot;==typeof c.title?c.title.call(b[0]):c.title)},c.prototype.getUID=function(a){do a+=~~(1e6*Math.random());while(document.getElementById(a));return a},c.prototype.tip=function(){if(!this.$tip&amp;&amp;(this.$tip=a(this.options.template),1!=this.$tip.length))throw new Error(this.type+&quot; `template` option must consist of exactly 1 top-level element!&quot;);return this.$tip},c.prototype.arrow=function(){return this.$arrow=this.$arrow||this.tip().find(&quot;.tooltip-arrow&quot;)},c.prototype.enable=function(){this.enabled=!0},c.prototype.disable=function(){this.enabled=!1},c.prototype.toggleEnabled=function(){this.enabled=!this.enabled},c.prototype.toggle=function(b){var c=this;b&amp;&amp;(c=a(b.currentTarget).data(&quot;bs.&quot;+this.type),c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data(&quot;bs.&quot;+this.type,c))),b?(c.inState.click=!c.inState.click,c.isInStateTrue()?c.enter(c):c.leave(c)):c.tip().hasClass(&quot;in&quot;)?c.leave(c):c.enter(c)},c.prototype.destroy=function(){var a=this;clearTimeout(this.timeout),this.hide(function(){a.$element.off(&quot;.&quot;+a.type).removeData(&quot;bs.&quot;+a.type),a.$tip&amp;&amp;a.$tip.detach(),a.$tip=null,a.$arrow=null,a.$viewport=null,a.$element=null})};var d=a.fn.tooltip;a.fn.tooltip=b,a.fn.tooltip.Constructor=c,a.fn.tooltip.noConflict=function(){return a.fn.tooltip=d,this}}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.popover&quot;),f=&quot;object&quot;==typeof b&amp;&amp;b;!e&amp;&amp;/destroy|hide/.test(b)||(e||d.data(&quot;bs.popover&quot;,e=new c(this,f)),&quot;string&quot;==typeof b&amp;&amp;e[b]())})}var c=function(a,b){this.init(&quot;popover&quot;,a,b)};if(!a.fn.tooltip)throw new Error(&quot;Popover requires tooltip.js&quot;);c.VERSION=&quot;3.3.7&quot;,c.DEFAULTS=a.extend({},a.fn.tooltip.Constructor.DEFAULTS,{placement:&quot;right&quot;,trigger:&quot;click&quot;,content:&quot;&quot;,template:&#x27;&lt;div class=&quot;popover&quot; role=&quot;tooltip&quot;&gt;&lt;div class=&quot;arrow&quot;&gt;&lt;/div&gt;&lt;h3 class=&quot;popover-title&quot;&gt;&lt;/h3&gt;&lt;div class=&quot;popover-content&quot;&gt;&lt;/div&gt;&lt;/div&gt;&#x27;}),c.prototype=a.extend({},a.fn.tooltip.Constructor.prototype),c.prototype.constructor=c,c.prototype.getDefaults=function(){return c.DEFAULTS},c.prototype.setContent=function(){var a=this.tip(),b=this.getTitle(),c=this.getContent();a.find(&quot;.popover-title&quot;)[this.options.html?&quot;html&quot;:&quot;text&quot;](b),a.find(&quot;.popover-content&quot;).children().detach().end()[this.options.html?&quot;string&quot;==typeof c?&quot;html&quot;:&quot;append&quot;:&quot;text&quot;](c),a.removeClass(&quot;fade top bottom left right in&quot;),a.find(&quot;.popover-title&quot;).html()||a.find(&quot;.popover-title&quot;).hide()},c.prototype.hasContent=function(){return this.getTitle()||this.getContent()},c.prototype.getContent=function(){var a=this.$element,b=this.options;return a.attr(&quot;data-content&quot;)||(&quot;function&quot;==typeof b.content?b.content.call(a[0]):b.content)},c.prototype.arrow=function(){return this.$arrow=this.$arrow||this.tip().find(&quot;.arrow&quot;)};var d=a.fn.popover;a.fn.popover=b,a.fn.popover.Constructor=c,a.fn.popover.noConflict=function(){return a.fn.popover=d,this}}(jQuery),+function(a){&quot;use strict&quot;;function b(c,d){this.$body=a(document.body),this.$scrollElement=a(a(c).is(document.body)?window:c),this.options=a.extend({},b.DEFAULTS,d),this.selector=(this.options.target||&quot;&quot;)+&quot; .nav li &gt; a&quot;,this.offsets=[],this.targets=[],this.activeTarget=null,this.scrollHeight=0,this.$scrollElement.on(&quot;scroll.bs.scrollspy&quot;,a.proxy(this.process,this)),this.refresh(),this.process()}function c(c){return this.each(function(){var d=a(this),e=d.data(&quot;bs.scrollspy&quot;),f=&quot;object&quot;==typeof c&amp;&amp;c;e||d.data(&quot;bs.scrollspy&quot;,e=new b(this,f)),&quot;string&quot;==typeof c&amp;&amp;e[c]()})}b.VERSION=&quot;3.3.7&quot;,b.DEFAULTS={offset:10},b.prototype.getScrollHeight=function(){return this.$scrollElement[0].scrollHeight||Math.max(this.$body[0].scrollHeight,document.documentElement.scrollHeight)},b.prototype.refresh=function(){var b=this,c=&quot;offset&quot;,d=0;this.offsets=[],this.targets=[],this.scrollHeight=this.getScrollHeight(),a.isWindow(this.$scrollElement[0])||(c=&quot;position&quot;,d=this.$scrollElement.scrollTop()),this.$body.find(this.selector).map(function(){var b=a(this),e=b.data(&quot;target&quot;)||b.attr(&quot;href&quot;),f=/^#./.test(e)&amp;&amp;a(e);return f&amp;&amp;f.length&amp;&amp;f.is(&quot;:visible&quot;)&amp;&amp;[[f[c]().top+d,e]]||null}).sort(function(a,b){return a[0]-b[0]}).each(function(){b.offsets.push(this[0]),b.targets.push(this[1])})},b.prototype.process=function(){var a,b=this.$scrollElement.scrollTop()+this.options.offset,c=this.getScrollHeight(),d=this.options.offset+c-this.$scrollElement.height(),e=this.offsets,f=this.targets,g=this.activeTarget;if(this.scrollHeight!=c&amp;&amp;this.refresh(),b&gt;=d)return g!=(a=f[f.length-1])&amp;&amp;this.activate(a);if(g&amp;&amp;b&lt;e[0])return this.activeTarget=null,this.clear();for(a=e.length;a--;)g!=f[a]&amp;&amp;b&gt;=e[a]&amp;&amp;(void 0===e[a+1]||b&lt;e[a+1])&amp;&amp;this.activate(f[a])},b.prototype.activate=function(b){\n",
       "this.activeTarget=b,this.clear();var c=this.selector+&#x27;[data-target=&quot;&#x27;+b+&#x27;&quot;],&#x27;+this.selector+&#x27;[href=&quot;&#x27;+b+&#x27;&quot;]&#x27;,d=a(c).parents(&quot;li&quot;).addClass(&quot;active&quot;);d.parent(&quot;.dropdown-menu&quot;).length&amp;&amp;(d=d.closest(&quot;li.dropdown&quot;).addClass(&quot;active&quot;)),d.trigger(&quot;activate.bs.scrollspy&quot;)},b.prototype.clear=function(){a(this.selector).parentsUntil(this.options.target,&quot;.active&quot;).removeClass(&quot;active&quot;)};var d=a.fn.scrollspy;a.fn.scrollspy=c,a.fn.scrollspy.Constructor=b,a.fn.scrollspy.noConflict=function(){return a.fn.scrollspy=d,this},a(window).on(&quot;load.bs.scrollspy.data-api&quot;,function(){a(&#x27;[data-spy=&quot;scroll&quot;]&#x27;).each(function(){var b=a(this);c.call(b,b.data())})})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.tab&quot;);e||d.data(&quot;bs.tab&quot;,e=new c(this)),&quot;string&quot;==typeof b&amp;&amp;e[b]()})}var c=function(b){this.element=a(b)};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=150,c.prototype.show=function(){var b=this.element,c=b.closest(&quot;ul:not(.dropdown-menu)&quot;),d=b.data(&quot;target&quot;);if(d||(d=b.attr(&quot;href&quot;),d=d&amp;&amp;d.replace(/.*(?=#[^\\s]*$)/,&quot;&quot;)),!b.parent(&quot;li&quot;).hasClass(&quot;active&quot;)){var e=c.find(&quot;.active:last a&quot;),f=a.Event(&quot;hide.bs.tab&quot;,{relatedTarget:b[0]}),g=a.Event(&quot;show.bs.tab&quot;,{relatedTarget:e[0]});if(e.trigger(f),b.trigger(g),!g.isDefaultPrevented()&amp;&amp;!f.isDefaultPrevented()){var h=a(d);this.activate(b.closest(&quot;li&quot;),c),this.activate(h,h.parent(),function(){e.trigger({type:&quot;hidden.bs.tab&quot;,relatedTarget:b[0]}),b.trigger({type:&quot;shown.bs.tab&quot;,relatedTarget:e[0]})})}}},c.prototype.activate=function(b,d,e){function f(){g.removeClass(&quot;active&quot;).find(&quot;&gt; .dropdown-menu &gt; .active&quot;).removeClass(&quot;active&quot;).end().find(&#x27;[data-toggle=&quot;tab&quot;]&#x27;).attr(&quot;aria-expanded&quot;,!1),b.addClass(&quot;active&quot;).find(&#x27;[data-toggle=&quot;tab&quot;]&#x27;).attr(&quot;aria-expanded&quot;,!0),h?(b[0].offsetWidth,b.addClass(&quot;in&quot;)):b.removeClass(&quot;fade&quot;),b.parent(&quot;.dropdown-menu&quot;).length&amp;&amp;b.closest(&quot;li.dropdown&quot;).addClass(&quot;active&quot;).end().find(&#x27;[data-toggle=&quot;tab&quot;]&#x27;).attr(&quot;aria-expanded&quot;,!0),e&amp;&amp;e()}var g=d.find(&quot;&gt; .active&quot;),h=e&amp;&amp;a.support.transition&amp;&amp;(g.length&amp;&amp;g.hasClass(&quot;fade&quot;)||!!d.find(&quot;&gt; .fade&quot;).length);g.length&amp;&amp;h?g.one(&quot;bsTransitionEnd&quot;,f).emulateTransitionEnd(c.TRANSITION_DURATION):f(),g.removeClass(&quot;in&quot;)};var d=a.fn.tab;a.fn.tab=b,a.fn.tab.Constructor=c,a.fn.tab.noConflict=function(){return a.fn.tab=d,this};var e=function(c){c.preventDefault(),b.call(a(this),&quot;show&quot;)};a(document).on(&quot;click.bs.tab.data-api&quot;,&#x27;[data-toggle=&quot;tab&quot;]&#x27;,e).on(&quot;click.bs.tab.data-api&quot;,&#x27;[data-toggle=&quot;pill&quot;]&#x27;,e)}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.affix&quot;),f=&quot;object&quot;==typeof b&amp;&amp;b;e||d.data(&quot;bs.affix&quot;,e=new c(this,f)),&quot;string&quot;==typeof b&amp;&amp;e[b]()})}var c=function(b,d){this.options=a.extend({},c.DEFAULTS,d),this.$target=a(this.options.target).on(&quot;scroll.bs.affix.data-api&quot;,a.proxy(this.checkPosition,this)).on(&quot;click.bs.affix.data-api&quot;,a.proxy(this.checkPositionWithEventLoop,this)),this.$element=a(b),this.affixed=null,this.unpin=null,this.pinnedOffset=null,this.checkPosition()};c.VERSION=&quot;3.3.7&quot;,c.RESET=&quot;affix affix-top affix-bottom&quot;,c.DEFAULTS={offset:0,target:window},c.prototype.getState=function(a,b,c,d){var e=this.$target.scrollTop(),f=this.$element.offset(),g=this.$target.height();if(null!=c&amp;&amp;&quot;top&quot;==this.affixed)return e&lt;c&amp;&amp;&quot;top&quot;;if(&quot;bottom&quot;==this.affixed)return null!=c?!(e+this.unpin&lt;=f.top)&amp;&amp;&quot;bottom&quot;:!(e+g&lt;=a-d)&amp;&amp;&quot;bottom&quot;;var h=null==this.affixed,i=h?e:f.top,j=h?g:b;return null!=c&amp;&amp;e&lt;=c?&quot;top&quot;:null!=d&amp;&amp;i+j&gt;=a-d&amp;&amp;&quot;bottom&quot;},c.prototype.getPinnedOffset=function(){if(this.pinnedOffset)return this.pinnedOffset;this.$element.removeClass(c.RESET).addClass(&quot;affix&quot;);var a=this.$target.scrollTop(),b=this.$element.offset();return this.pinnedOffset=b.top-a},c.prototype.checkPositionWithEventLoop=function(){setTimeout(a.proxy(this.checkPosition,this),1)},c.prototype.checkPosition=function(){if(this.$element.is(&quot;:visible&quot;)){var b=this.$element.height(),d=this.options.offset,e=d.top,f=d.bottom,g=Math.max(a(document).height(),a(document.body).height());&quot;object&quot;!=typeof d&amp;&amp;(f=e=d),&quot;function&quot;==typeof e&amp;&amp;(e=d.top(this.$element)),&quot;function&quot;==typeof f&amp;&amp;(f=d.bottom(this.$element));var h=this.getState(g,b,e,f);if(this.affixed!=h){null!=this.unpin&amp;&amp;this.$element.css(&quot;top&quot;,&quot;&quot;);var i=&quot;affix&quot;+(h?&quot;-&quot;+h:&quot;&quot;),j=a.Event(i+&quot;.bs.affix&quot;);if(this.$element.trigger(j),j.isDefaultPrevented())return;this.affixed=h,this.unpin=&quot;bottom&quot;==h?this.getPinnedOffset():null,this.$element.removeClass(c.RESET).addClass(i).trigger(i.replace(&quot;affix&quot;,&quot;affixed&quot;)+&quot;.bs.affix&quot;)}&quot;bottom&quot;==h&amp;&amp;this.$element.offset({top:g-b-f})}};var d=a.fn.affix;a.fn.affix=b,a.fn.affix.Constructor=c,a.fn.affix.noConflict=function(){return a.fn.affix=d,this},a(window).on(&quot;load&quot;,function(){a(&#x27;[data-spy=&quot;affix&quot;]&#x27;).each(function(){var c=a(this),d=c.data();d.offset=d.offset||{},null!=d.offsetBottom&amp;&amp;(d.offset.bottom=d.offsetBottom),null!=d.offsetTop&amp;&amp;(d.offset.top=d.offsetTop),b.call(c,d)})})}(jQuery);&lt;/script&gt;&lt;script&gt;\n",
       "    $(function () {\n",
       "        $(&#x27;[data-toggle=&quot;tooltip&quot;]&#x27;).tooltip();\n",
       "    });\n",
       "\n",
       "    $(&quot;a[href^=&#x27;#&#x27;].anchor&quot;).on(&#x27;click&#x27;, function (e) {\n",
       "\n",
       "        // prevent default anchor click behavior\n",
       "        e.preventDefault();\n",
       "\n",
       "        // store hash\n",
       "        var hash = this.hash;\n",
       "\n",
       "        // animate\n",
       "        $(&#x27;html, body&#x27;).animate({\n",
       "            scrollTop: $(hash).offset().top\n",
       "        }, 300, function () {\n",
       "\n",
       "            // when done, add hash to url\n",
       "            // (default click behaviour)\n",
       "            window.location.hash = hash;\n",
       "        });\n",
       "\n",
       "    });\n",
       "&lt;/script&gt;&lt;/body&gt;&lt;/html&gt;\" frameborder=\"0\" allowfullscreen></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame('http://stackoverflow.org', width=700, height=350)\n",
    "from pandas_profiling import ProfileReport \n",
    "profile = ProfileReport(df, minimal=True).to_notebook_iframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "greek_council=None<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>",
         "lat": [
          38.667617,
          35.941248,
          25.509129,
          37.609029,
          35.084103000000006,
          35.084103000000006,
          35.084103000000006,
          38.80511,
          33.103173999999996,
          33.103173999999996,
          34.070958000000005,
          34.070958000000005,
          34.070958000000005,
          48.502012,
          61.216313,
          42.65717,
          39.922073,
          39.922073,
          39.922073,
          38.83031,
          33.695381,
          37.393853,
          34.136208,
          32.735582,
          38.890396,
          39.802764,
          39.043719,
          35.60095,
          39.329240000000006,
          34.744741,
          33.749099,
          33.749099,
          33.749099,
          33.749099,
          33.749099,
          33.749099,
          33.749099,
          30.342165,
          38.894594,
          33.470971,
          41.317555,
          39.729432,
          39.729432,
          41.760585,
          30.271129,
          30.271129,
          30.271129,
          25.953257,
          41.809821,
          40.392514,
          40.656490999999995,
          54.11666700000001,
          39.290861,
          12.97912,
          12.97912,
          12.97912,
          13.585922,
          42.153914,
          40.706409,
          50.917771,
          50.917771,
          40.725099,
          40.668714,
          39.629279,
          34.657556,
          30.086046000000003,
          30.308537,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          39.905963,
          33.895920000000004,
          33.895920000000004,
          33.895920000000004,
          39.535506,
          29.705786,
          29.705786,
          40.466771,
          47.614422,
          47.614422,
          47.614422,
          35.242917999999996,
          42.39593,
          42.39593,
          40.104555,
          42.503091,
          40.561173,
          40.718681,
          40.718681,
          40.718681,
          38.984827,
          38.984827,
          38.984827,
          45.787496000000004,
          43.628033,
          33.520682,
          33.520682,
          -37.821701000000004,
          37.229572999999995,
          41.826488,
          41.826488,
          41.826488,
          40.806767,
          42.583645000000004,
          42.583645000000004,
          42.583645000000004,
          42.583645000000004,
          42.583645000000004,
          40.473107,
          32.237147,
          26.358689000000002,
          26.358689000000002,
          26.358689000000002,
          26.358689000000002,
          26.358689000000002,
          26.358689000000002,
          4.598048,
          43.61656,
          36.216795,
          42.360482,
          36.990320000000004,
          39.184089,
          27.498928000000003,
          43.714575,
          27.937801,
          36.032569,
          36.032569,
          39.864557,
          38.723326,
          38.723326,
          38.723326,
          39.023252,
          41.313943,
          40.852786,
          43.060567,
          43.060567,
          42.331764,
          40.650104,
          40.650104,
          40.650104,
          40.650104,
          40.650104,
          30.074571000000002,
          47.498382,
          40.87121,
          42.167583,
          37.375693,
          38.777132,
          37.584103000000006,
          36.095692,
          41.74892,
          40.182706,
          35.185317,
          42.377274,
          35.115671,
          38.755113,
          39.978371,
          35.910144,
          35.910144,
          33.58011,
          32.953734999999995,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          35.788297,
          32.879382,
          39.372659000000006,
          54.034975,
          39.579155,
          39.579155,
          39.579155,
          41.436164,
          41.436164,
          33.306674,
          33.306674,
          33.306674,
          38.894379,
          38.894379,
          23.339305,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          32.787601,
          38.350599,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          38.029306,
          40.740934,
          30.676555,
          30.676555,
          39.934835,
          36.718371000000005,
          40.61312,
          40.095104,
          38.656057000000004,
          41.875555,
          41.875555,
          41.875555,
          41.875555,
          13.365843,
          37.881468,
          39.101454,
          39.238716,
          39.206545,
          34.685075,
          41.505161,
          38.780590999999994,
          42.865633,
          38.765115,
          36.825228,
          39.484566,
          39.484566,
          26.271463,
          35.042035999999996,
          38.833958,
          39.215621,
          39.96226,
          39.96226,
          35.408752,
          35.408752,
          43.207106,
          39.523342,
          -32.115080999999996,
          40.684053999999996,
          32.958352000000005,
          49.283599,
          25.690552,
          26.264855999999998,
          26.264855999999998,
          35.155645,
          35.155645,
          35.016791999999995,
          40.31622,
          40.941487,
          39.001777000000004,
          42.605554999999995,
          37.323011,
          37.323011,
          33.824824,
          9.2266,
          36.332633,
          36.332633,
          38.920716,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          41.078708,
          null,
          26.075729,
          26.075729,
          26.075729,
          26.075729,
          29.210815000000004,
          13.519054,
          42.171137,
          26.318341999999998,
          26.461463000000002,
          40.957321,
          39.739154,
          39.739154,
          39.739154,
          42.348664,
          40.804821000000004,
          40.804821000000004,
          44.680347,
          42.245931,
          25.268352,
          34.002857,
          34.002857,
          34.002857,
          34.002857,
          34.002857,
          38.56762,
          38.721784,
          35.994033,
          35.994033,
          35.994033,
          35.994033,
          35.994033,
          35.994033,
          38.157634,
          34.826928,
          40.761212,
          40.941843,
          6.486255,
          44.889703000000004,
          41.874223,
          26.301398,
          40.538238,
          40.538238,
          35.657137,
          30.763521,
          31.811131,
          30.349351000000002,
          38.408799,
          39.212834,
          39.212834,
          39.267328000000006,
          34.159132,
          41.976208,
          39.648206,
          9.917358,
          44.490605,
          44.101181,
          38.502553999999996,
          42.044739,
          44.903296000000005,
          39.378498,
          38.846224,
          38.846224,
          38.846224,
          38.846224,
          41.294307,
          38.249358,
          41.294307,
          31.422056,
          46.877229,
          41.719822,
          36.730429,
          35.052993,
          35.052993,
          35.052993,
          35.052993,
          35.052993,
          33.448726,
          35.052993,
          34.034116,
          43.017177000000004,
          34.1987,
          34.1987,
          34.1987,
          38.789217,
          33.014567,
          45.519745,
          38.710739000000004,
          38.710739000000004,
          40.550853000000004,
          40.550853000000004,
          26.122308,
          35.00737,
          35.00737,
          35.00737,
          26.640628000000003,
          32.753177,
          32.753177,
          35.924864,
          40.438994,
          38.303184,
          38.303184,
          37.54827,
          37.54827,
          37.54827,
          37.54827,
          36.748793,
          33.150674,
          36.739168,
          33.870822,
          33.870822,
          39.150940999999996,
          35.743225,
          38.79515,
          29.651907,
          34.297878999999995,
          29.651907,
          39.143440999999996,
          39.143440999999996,
          40.726648,
          40.726648,
          39.173162,
          32.728747,
          41.712322,
          39.755542999999996,
          35.384884,
          42.207039,
          36.069026,
          34.264725,
          39.063956,
          41.752274,
          42.343352,
          33.894273,
          38.998165,
          36.072635999999996,
          36.072635999999996,
          36.072635999999996,
          36.072635999999996,
          35.612660999999996,
          41.026486,
          41.026486,
          41.026486,
          33.516232,
          39.61721,
          39.61721,
          23.130004,
          23.22589,
          41.288987,
          37.428903999999996,
          37.270046,
          37.270046,
          33.993068,
          45.367523,
          40.045854,
          40.045854,
          42.72435,
          29.883305,
          20.974901000000003,
          20.974901000000003,
          22.268464,
          40.983709000000005,
          42.216969,
          37.545519,
          37.545519,
          37.545519,
          33.86428,
          38.969532,
          31.462390000000003,
          25.857596,
          25.857596,
          40.768433,
          35.955692,
          35.955692,
          40.033814,
          40.033814,
          37.574103,
          36.075418,
          40.477604,
          37.574103,
          37.574103,
          10.77548,
          40.743307,
          39.787611,
          39.787611,
          43.605081,
          40.34511,
          40.34511,
          40.34511,
          22.279328,
          21.304547,
          41.583982,
          42.167019,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          41.240056,
          29.998831,
          22.305747,
          35.410714,
          38.432590000000005,
          39.483996000000005,
          37.280882,
          42.679272999999995,
          34.085736,
          33.685697,
          33.685697,
          33.685697,
          41.009633,
          41.009633,
          41.009633,
          41.009633,
          41.009633,
          42.439603999999996,
          38.415341999999995,
          30.332184,
          59.923902000000005,
          40.792044,
          40.792044,
          40.792044,
          30.748216999999997,
          29.102471,
          -26.205,
          -26.205,
          34.070958000000005,
          21.393009,
          21.393009,
          53.184953,
          0.9833,
          27.707676,
          29.785784999999997,
          29.785784999999997,
          29.785784999999997,
          39.367779999999996,
          32.934771000000005,
          34.023434,
          34.023434,
          46.211246,
          37.951996,
          36.119859000000005,
          43.680741,
          15.593325,
          -1.92982,
          42.170581,
          36.030722999999995,
          38.278631,
          36.548434,
          35.960395,
          3.157098,
          31.386108,
          34.586183,
          33.389927,
          33.906096999999995,
          31.562192,
          31.562192,
          42.258634,
          28.756633,
          45.420675,
          26.621213,
          26.621213,
          28.039465000000003,
          44.650051,
          39.624609,
          27.458781,
          28.218899,
          40.927877,
          40.927877,
          36.166286,
          36.166286,
          36.166286,
          36.166286,
          39.099275,
          33.956215,
          33.956215,
          33.956215,
          39.311091999999995,
          38.910841,
          39.11545,
          39.11545,
          35.91402,
          40.198396,
          33.046233,
          42.447318,
          38.046407,
          38.046407,
          38.046407,
          35.824027,
          38.046407,
          39.24635,
          39.33984,
          41.801140999999994,
          33.162619,
          34.746481,
          40.795934,
          34.075493,
          51.507321999999995,
          51.507321999999995,
          51.507321999999995,
          51.507321999999995,
          33.938505,
          32.500704,
          28.700722999999996,
          38.704282,
          37.379063,
          37.379063,
          37.379063,
          34.054394,
          34.054394,
          37.226611,
          37.226611,
          39.272431,
          42.933643,
          26.943386,
          26.943386,
          33.577863,
          30.791971000000004,
          31.338624,
          31.338624,
          28.151124,
          28.151124,
          28.151124,
          22.855101,
          31.678307,
          32.840695000000004,
          32.630868,
          34.773680999999996,
          43.074760999999995,
          42.485869,
          40.416705,
          38.784003999999996,
          30.387860999999997,
          40.797878999999995,
          40.797878999999995,
          38.858578,
          43.002010999999996,
          43.833803,
          45.07598,
          40.731212,
          40.731212,
          37.5588,
          42.500096,
          48.882323,
          33.952847,
          40.558374,
          34.178216,
          37.570147999999996,
          39.360059,
          39.360059,
          40.680378999999995,
          35.116813,
          35.116813,
          26.204369,
          38.934289,
          38.934289,
          39.916778,
          39.916778,
          25.840653,
          35.149021999999995,
          35.149021999999995,
          40.775933,
          43.221909000000004,
          43.221909000000004,
          47.576632000000004,
          28.266278000000003,
          33.415314,
          19.43253,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.774266,
          25.788144,
          54.576042,
          35.790156,
          37.506267,
          47.857746,
          40.724444,
          40.959821000000005,
          44.9773,
          44.9773,
          44.9773,
          25.975911,
          40.330388,
          40.825933,
          32.366966,
          40.914821,
          35.570746,
          34.285558,
          37.834711,
          39.629526,
          39.629526,
          40.376498,
          40.797021,
          -3.3554739999999996,
          39.934002,
          39.934002,
          32.794065,
          32.794065,
          40.947043,
          33.500938,
          40.894821,
          36.524597,
          18.952379999999998,
          18.952379999999998,
          42.263079,
          41.564479999999996,
          35.915517,
          32.060916,
          32.060916,
          41.772911,
          41.772911,
          26.142035999999997,
          26.142035999999997,
          36.16223,
          36.16223,
          36.16223,
          36.16223,
          37.474857,
          42.293439,
          35.108493,
          35.108493,
          28.613896999999998,
          28.613896999999998,
          28.613896999999998,
          28.613896999999998,
          41.308214,
          40.364273,
          40.735102000000005,
          29.949932,
          40.745378,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.735657,
          34.184172,
          33.617009,
          33.631215000000005,
          37.016827,
          39.986812,
          30.522651,
          47.491518,
          35.952284999999996,
          33.941213,
          40.121497,
          39.082886,
          49.320037,
          43.754326,
          36.933693,
          41.885032,
          38.881384999999995,
          38.881384999999995,
          43.447410999999995,
          28.183221999999997,
          41.223005,
          42.721839,
          40.762599,
          41.010653000000005,
          41.258732,
          33.750038,
          42.925965999999995,
          40.297519,
          37.877148,
          28.542118,
          28.542118,
          41.664217,
          38.982228000000006,
          38.982228000000006,
          38.982228000000006,
          44.083994,
          39.401075,
          51.752225,
          51.833333,
          40.865819,
          41.724489,
          42.110304,
          25.622042,
          37.442156,
          37.442156,
          33.542801000000004,
          33.542801000000004,
          33.542801000000004,
          33.542801000000004,
          33.542801000000004,
          48.856609999999996,
          48.856609999999996,
          48.856609999999996,
          41.037597,
          26.310078999999998,
          39.110638,
          29.563976,
          34.426297999999996,
          39.952399,
          33.446768,
          40.130382,
          40.441694,
          40.441694,
          40.441694,
          43.090959000000005,
          40.333441,
          33.013676000000004,
          33.013676000000004,
          33.013676000000004,
          33.013676000000004,
          26.126526000000002,
          26.126526000000002,
          37.662431,
          37.662431,
          37.662431,
          55.377669999999995,
          26.237859999999998,
          30.239687,
          40.925376,
          34.287561,
          34.287561,
          45.520247,
          45.520247,
          45.520247,
          45.520247,
          45.520247,
          45.520247,
          39.018045,
          41.706578,
          32.962823,
          32.962823,
          30.302971999999997,
          46.681153,
          40.349274,
          40.349274,
          40.349274,
          40.349274,
          40.349274,
          41.823989000000005,
          36.308428,
          38.254447,
          18.643957999999998,
          40.441767999999996,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          40.569547,
          41.302596,
          47.669414,
          38.958402,
          32.948178999999996,
          37.538509000000005,
          40.564571,
          41.281484000000006,
          41.281484000000006,
          41.281484000000006,
          41.033708000000004,
          40.222621999999994,
          43.157284999999995,
          44.023327,
          44.023327,
          44.023327,
          34.924867,
          39.084005,
          40.658714,
          36.33202,
          44.739187,
          40.788712,
          40.788712,
          34.02332,
          -38.138149,
          36.218475,
          30.572581,
          30.572581,
          30.572581,
          42.48948,
          26.701755,
          26.701755,
          40.980821,
          41.019264,
          43.500918,
          29.894690999999998,
          38.783194,
          28.249853,
          29.903228000000002,
          38.627272999999995,
          44.950404,
          44.950404,
          27.770861,
          27.770861,
          40.767013,
          40.767013,
          40.767013,
          31.431993,
          29.4246,
          37.498207,
          32.717421,
          32.717421,
          32.717421,
          32.717421,
          37.779277,
          37.779277,
          -27.436415000000004,
          -27.436415000000004,
          37.336191,
          37.336191,
          29.882644,
          37.496904,
          25.665105,
          37.973535,
          37.779927,
          37.779927,
          40.572851,
          34.409811,
          35.687,
          34.01956,
          34.01956,
          38.440468,
          30.396032,
          -23.550651000000002,
          -23.550651000000002,
          -23.550651000000002,
          37.263832,
          37.263832,
          41.50788,
          32.083541,
          32.083541,
          32.083541,
          40.96908,
          40.96908,
          40.96908,
          40.65538,
          33.509122,
          33.509122,
          33.509122,
          33.509122,
          33.509122,
          47.603832000000004,
          -21.978571,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          37.566679,
          41.473942,
          31.225344,
          31.225344,
          31.225344,
          31.225344,
          31.225344,
          31.225344,
          31.225344,
          31.225344,
          25.229720999999998,
          42.123709999999996,
          42.123709999999996,
          22.544267,
          22.544267,
          22.544267,
          22.544267,
          42.238986,
          40.747879,
          38.990666,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          1.290453,
          42.088522,
          41.683381,
          42.30565,
          41.136486,
          39.798976,
          38.789052000000005,
          33.459362,
          40.583456,
          35.782636,
          38.980596000000006,
          45.056404,
          36.115631,
          33.806217,
          33.806217,
          29.619678999999998,
          29.619678999999998,
          29.619678999999998,
          29.619678999999998,
          35.568217,
          33.920435,
          34.05149,
          34.687661999999996,
          35.91537,
          25.037517,
          25.037517,
          25.037517,
          25.037517,
          25.037517,
          30.438083000000002,
          27.94776,
          27.94776,
          27.94776,
          36.407249,
          28.147789000000003,
          34.172796999999996,
          41.312336,
          33.494634999999995,
          40.925377000000005,
          39.123564,
          39.123564,
          41.114499,
          35.690041,
          41.678675,
          43.652921,
          33.835848999999996,
          39.396438,
          34.967617,
          33.854372,
          32.221742,
          32.221742,
          32.221742,
          36.155681,
          33.745851,
          33.745851,
          30.832702,
          34.146677000000004,
          34.146677000000004,
          45.630695,
          45.630695,
          35.256268,
          42.219469000000004,
          27.638716,
          33.417699,
          42.982563,
          38.901301000000004,
          48.208354,
          38.901301000000004,
          41.889132000000004,
          40.037332,
          36.718371000000005,
          36.718371000000005,
          36.718371000000005,
          35.980309999999996,
          38.626388,
          39.486213,
          36.295415000000006,
          38.71355,
          41.256483,
          38.894954999999996,
          40.905934,
          39.188317,
          41.546069,
          34.924594,
          42.363206,
          40.044015,
          26.658678000000002,
          39.959721,
          26.715343,
          41.809753,
          40.658991,
          42.579258,
          45.485733,
          42.366763,
          26.103632,
          26.103632,
          42.366763,
          41.141486,
          41.141486,
          41.141486,
          40.626456,
          40.626456,
          39.766098,
          40.763709999999996,
          40.824544,
          41.033986,
          41.875097,
          41.598382,
          34.225728000000004,
          39.745946999999994,
          39.745946999999994,
          28.49447,
          38.519758,
          36.099817,
          36.099817,
          28.693322,
          41.364538,
          38.678611,
          31.506,
          31.506,
          42.262593,
          31.575635,
          32.392697,
          32.392697,
          32.855133,
          35.455591999999996,
          37.240856,
          33.890107,
          39.140448,
          32.665167,
          21.202192,
          21.202192,
          39.950873
         ],
         "legendgroup": "None",
         "lon": [
          -77.028309,
          -80.409222,
          55.361906999999995,
          -121.899142,
          -106.650985,
          -106.650985,
          -106.650985,
          -77.047023,
          -96.67055,
          -96.67055,
          -84.274733,
          -84.274733,
          -84.274733,
          -122.62373600000001,
          -149.89485200000001,
          -71.140878,
          32.853758,
          32.853758,
          32.853758,
          -77.196497,
          -85.839842,
          126.95706100000001,
          -118.04015,
          -97.107119,
          -77.084158,
          -105.087484,
          -77.48749000000001,
          -82.554016,
          -82.10125500000001,
          -86.97614499999999,
          -84.390185,
          -84.390185,
          -84.390185,
          -84.390185,
          -84.390185,
          -84.390185,
          -84.390185,
          -81.37037,
          -121.07399,
          -81.974843,
          -81.345386,
          -104.83192,
          -104.83192,
          -88.320071,
          -97.74369899999999,
          -97.74369899999999,
          -97.74369899999999,
          -80.136646,
          -72.83065400000001,
          49.846678999999995,
          -73.60929499999999,
          -7.5833330000000005,
          -76.610807,
          77.5913,
          77.5913,
          77.5913,
          100.416087,
          -88.136189,
          -74.549272,
          0.483654,
          0.483654,
          -73.245395,
          -74.11430899999999,
          -75.658263,
          -77.253685,
          -94.101846,
          -97.94501,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          116.391248,
          35.478429999999996,
          35.478429999999996,
          35.478429999999996,
          -76.34904,
          -95.45883,
          -95.45883,
          -74.660714,
          -122.19233700000001,
          -122.19233700000001,
          -122.19233700000001,
          -81.037297,
          -71.17866500000001,
          -71.17866500000001,
          -74.951279,
          -83.183539,
          -81.7943,
          -74.569227,
          -74.569227,
          -74.569227,
          -77.094646,
          -77.094646,
          -77.094646,
          -108.49606999999999,
          7.096645,
          -86.802433,
          -86.802433,
          145.152276,
          -80.413939,
          -72.730094,
          -72.730094,
          -72.730094,
          -74.185423,
          -83.245488,
          -83.245488,
          -83.245488,
          -83.245488,
          -83.245488,
          -88.99414,
          -80.860387,
          -80.08309799999999,
          -80.08309799999999,
          -80.08309799999999,
          -80.08309799999999,
          -80.08309799999999,
          -80.08309799999999,
          -74.076087,
          -116.20083500000001,
          -81.674552,
          -71.059568,
          -86.443602,
          -77.312232,
          -82.57481899999999,
          -79.752387,
          -82.285925,
          -86.782523,
          -86.782523,
          -75.397971,
          -77.536567,
          -77.536567,
          -77.536567,
          -77.513323,
          -81.68512700000001,
          -73.839054,
          -88.10647900000001,
          -88.10647900000001,
          -71.121163,
          -73.94958199999999,
          -73.94958199999999,
          -73.94958199999999,
          -73.94958199999999,
          -73.94958199999999,
          -97.841414,
          19.040471,
          -74.734052,
          -87.95564,
          127.094125,
          -77.275469,
          -122.366082,
          -79.437799,
          -87.918392,
          29.066764000000003,
          129.06259,
          -71.130574,
          -82.150111,
          -121.35330900000001,
          -86.118043,
          -79.075289,
          -79.075289,
          -85.076611,
          -96.890282,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -78.781192,
          -111.75756100000001,
          -104.858426,
          -7.293702000000001,
          -104.876923,
          -104.876923,
          -104.876923,
          -81.386501,
          -81.386501,
          -111.84086,
          -111.84086,
          -111.84086,
          -77.430512,
          -77.430512,
          116.45711999999999,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.940273,
          -81.63328100000001,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -78.476678,
          -74.383762,
          104.061278,
          104.061278,
          -75.030726,
          -76.24668,
          -80.562848,
          -75.61686800000001,
          -90.574203,
          -87.624421,
          -87.624421,
          -87.624421,
          -87.624421,
          100.988962,
          127.730465,
          -84.51246,
          -77.27942900000001,
          -76.942918,
          -82.836411,
          -81.693445,
          -77.38683499999999,
          -73.770953,
          -76.898306,
          -119.702919,
          -76.650284,
          -76.650284,
          -80.18180799999999,
          -89.664527,
          -104.82534799999999,
          -76.858205,
          -83.00070600000001,
          -83.00070600000001,
          -80.579511,
          -80.579511,
          -71.537022,
          -105.305499,
          115.771746,
          -73.40080999999999,
          -96.98818299999999,
          -122.794331,
          -80.23500899999999,
          -80.265342,
          -80.265342,
          -89.776195,
          -89.776195,
          -81.80399200000001,
          -74.513764,
          -73.959304,
          -76.687467,
          -90.42985,
          -122.032252,
          -122.032252,
          -118.03993700000001,
          13.043,
          127.384576,
          127.384576,
          121.63886799999999,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -73.469287,
          null,
          -80.284109,
          -80.284109,
          -80.284109,
          -80.284109,
          -81.02283299999999,
          144.837839,
          -87.844512,
          -80.099631,
          -80.07282,
          -73.963471,
          -104.984703,
          -104.984703,
          -104.984703,
          -83.056737,
          -73.33623,
          -73.33623,
          -69.16282199999999,
          -71.282834,
          55.296195999999995,
          -84.14410500000001,
          -84.14410500000001,
          -84.14410500000001,
          -84.14410500000001,
          -84.14410500000001,
          -77.328038,
          -76.660519,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.48279000000001,
          -82.581705,
          -73.86513599999999,
          -73.105856,
          3.385612,
          -93.350122,
          -80.131724,
          -98.16245,
          -74.39451700000001,
          -74.39451700000001,
          -97.464904,
          -88.12694599999999,
          -106.501349,
          -97.370576,
          -121.371618,
          -76.71371500000001,
          -76.71371500000001,
          -76.798307,
          -118.501617,
          -72.591755,
          -104.98796399999999,
          -84.141072,
          -73.11095999999999,
          -123.15238400000001,
          -90.627904,
          -87.693046,
          -93.566345,
          -123.341398,
          -77.306373,
          -77.306373,
          -77.306373,
          -77.306373,
          -73.37486,
          -122.03996599999999,
          -73.37486,
          73.092325,
          -96.78982099999999,
          -72.832043,
          -108.208919,
          -78.87870600000001,
          -78.87870600000001,
          -78.87870600000001,
          -78.87870600000001,
          -78.87870600000001,
          -84.454926,
          -78.87870600000001,
          -5.013348000000001,
          -83.723602,
          -79.7677,
          -79.7677,
          -79.7677,
          -90.322614,
          -97.09695500000001,
          -123.11143999999999,
          -77.143676,
          -77.143676,
          -105.06680800000001,
          -105.06680800000001,
          -80.14337900000001,
          -80.945076,
          -80.945076,
          -80.945076,
          -81.87230799999999,
          -97.332746,
          -97.332746,
          -86.86769100000001,
          -74.535155,
          -77.46054000000001,
          -77.46054000000001,
          -121.98857199999999,
          -121.98857199999999,
          -121.98857199999999,
          -121.98857199999999,
          -119.71484,
          -96.823612,
          -108.39563500000001,
          -117.92941599999999,
          -117.92941599999999,
          -76.92303100000001,
          139.325183,
          -77.61414,
          -82.324798,
          -83.824066,
          -82.324798,
          -77.20137,
          -77.20137,
          -73.634305,
          -73.634305,
          -77.27165,
          -94.942438,
          -72.60814599999999,
          -105.2211,
          -77.992765,
          -71.685624,
          -79.400576,
          -118.523141,
          -108.55073200000001,
          -86.1142,
          -88.041219,
          -83.95574,
          -77.28831600000001,
          -79.791975,
          -79.791975,
          -79.791975,
          -79.791975,
          -77.366354,
          -73.62846,
          -73.62846,
          -73.62846,
          -90.179528,
          -104.950814,
          -104.950814,
          113.259001,
          113.533051,
          -72.681762,
          126.98816599999999,
          127.103348,
          127.103348,
          -117.968675,
          127.40598999999999,
          116.199546,
          116.199546,
          -78.828078,
          119.479685,
          105.67556299999998,
          105.67556299999998,
          114.186029,
          -73.97986,
          -88.049521,
          -77.423412,
          -77.423412,
          -77.423412,
          -118.39591000000001,
          -77.385948,
          -97.195838,
          -80.27810600000001,
          -80.27810600000001,
          -73.525125,
          -80.005318,
          -80.005318,
          -83.159611,
          -83.159611,
          -122.37941599999999,
          -79.099735,
          -74.626824,
          -122.37941599999999,
          -122.37941599999999,
          106.702145,
          -74.032375,
          -75.6966,
          -75.6966,
          -70.59311,
          -74.184032,
          -74.184032,
          -74.184032,
          114.16281299999999,
          -157.855676,
          -73.80874399999999,
          -76.820512,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -81.440667,
          -95.262155,
          114.185267,
          -80.842848,
          -82.020137,
          -76.493298,
          127.44291299999999,
          -70.841158,
          -81.18249,
          -117.82598200000001,
          -117.82598200000001,
          -117.82598200000001,
          28.965165000000002,
          28.965165000000002,
          28.965165000000002,
          28.965165000000002,
          28.965165000000002,
          -76.496802,
          27.144474,
          -81.655651,
          10.617902,
          -73.53984799999999,
          -73.53984799999999,
          -73.53984799999999,
          120.75120600000001,
          120.01094499999999,
          28.049721999999996,
          28.049721999999996,
          -84.274733,
          -157.743326,
          -157.743326,
          44.052896000000004,
          35.5666,
          85.314888,
          -95.824396,
          -95.824396,
          -95.824396,
          -94.36216999999999,
          -97.251857,
          -84.61549000000001,
          -84.61549000000001,
          -119.137234,
          -122.557212,
          -80.07365300000001,
          -114.363662,
          32.53565,
          30.134538,
          -88.047853,
          -75.67600999999999,
          -77.17535600000001,
          -82.561819,
          -83.921026,
          101.700953,
          120.94823000000001,
          133.776957,
          -84.49537600000001,
          -118.010709,
          74.322852,
          74.322852,
          -87.840625,
          -81.338881,
          -122.67065,
          -80.062673,
          -80.062673,
          -81.949804,
          -93.243279,
          -105.084204,
          -82.432342,
          -82.457594,
          -73.751798,
          -73.751798,
          -115.149225,
          -115.149225,
          -115.149225,
          -115.149225,
          -76.84830600000001,
          -83.987962,
          -83.987962,
          -83.987962,
          -94.9228,
          -94.382172,
          -77.564545,
          -77.564545,
          -81.538985,
          -83.010184,
          -96.994174,
          -71.2245,
          -84.497039,
          -84.497039,
          -84.497039,
          -80.253384,
          -84.497039,
          -94.418937,
          -74.575148,
          -88.074787,
          -96.937505,
          -92.28959499999999,
          -74.314871,
          -117.24586000000001,
          -0.127647,
          -0.127647,
          -0.127647,
          -0.127647,
          -78.733074,
          -94.740489,
          -81.349278,
          -77.22776,
          -122.116578,
          -122.116578,
          -122.116578,
          -118.24394099999999,
          -118.24394099999999,
          -121.97468,
          -121.97468,
          -77.63634300000001,
          -85.341961,
          -80.122201,
          -80.122201,
          -101.855166,
          75.89291999999999,
          -94.72885600000001,
          -94.72885600000001,
          -82.461483,
          -82.461483,
          -82.461483,
          120.259367,
          118.285941,
          -83.632402,
          -90.004082,
          -86.567509,
          -89.38376099999999,
          -83.105203,
          -3.703582,
          -77.469711,
          -90.091894,
          -73.699575,
          -73.699575,
          -104.917873,
          -75.976863,
          5.782666000000001,
          -93.45610500000001,
          -74.273481,
          -74.273481,
          126.91275900000001,
          -70.857825,
          2.076452,
          -84.549615,
          -85.659144,
          -79.400607,
          -119.903659,
          -84.309939,
          -84.309939,
          -73.455124,
          -80.72368,
          -80.72368,
          -98.230082,
          -77.177633,
          -77.177633,
          -75.387693,
          -75.387693,
          -80.32644,
          -90.05162800000001,
          -90.05162800000001,
          -74.600714,
          -87.982297,
          -87.982297,
          -122.22763799999998,
          -80.663698,
          -111.83126399999999,
          -99.13320999999999,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.193659,
          -80.12727,
          -1.234405,
          -78.203884,
          -77.649268,
          -122.22106299999999,
          -74.306907,
          -72.996215,
          -93.265469,
          -93.265469,
          -93.265469,
          -80.334721,
          -73.981526,
          -74.209034,
          -86.300648,
          -74.383763,
          -80.818299,
          -118.88204099999999,
          -122.12956000000001,
          -79.955897,
          -79.955897,
          -74.244312,
          -74.481011,
          37.342603999999994,
          -74.890999,
          -74.890999,
          -79.862585,
          -79.862585,
          -73.029549,
          -86.752211,
          -74.43293100000001,
          -76.178268,
          72.832711,
          72.832711,
          -88.00396500000001,
          -87.512541,
          -86.444693,
          118.79160700000001,
          118.79160700000001,
          -88.147867,
          -88.147867,
          -81.79481,
          -81.79481,
          -86.774353,
          -86.774353,
          -86.774353,
          -86.774353,
          -75.858264,
          -71.23599,
          -77.04411400000001,
          -77.04411400000001,
          77.215956,
          77.215956,
          77.215956,
          77.215956,
          -72.92505200000001,
          -74.951278,
          -73.687908,
          -90.070116,
          -74.497377,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -74.17236700000001,
          -118.910652,
          -117.92943999999999,
          -117.835158,
          -76.45052,
          -75.400763,
          -86.491453,
          8.503144,
          -86.669441,
          -84.213531,
          -75.339905,
          -77.26498199999999,
          -123.07234299999999,
          -79.449117,
          -82.629896,
          -87.784502,
          -77.300647,
          -77.300647,
          -79.66654799999999,
          -82.554028,
          -111.97384299999999,
          -84.42818299999999,
          -73.453179,
          -73.991249,
          -95.937873,
          -117.870493,
          -89.38427800000001,
          -111.694468,
          -122.179689,
          -81.379046,
          -81.379046,
          -83.64326899999999,
          -94.670792,
          -94.670792,
          -94.670792,
          -93.226108,
          -76.796299,
          -1.2583030000000002,
          -1.25,
          -73.53203,
          -81.245657,
          -88.03424,
          -80.320996,
          -122.16344699999999,
          -122.16344699999999,
          -111.9556,
          -111.9556,
          -111.9556,
          -111.9556,
          -111.9556,
          2.351499,
          2.351499,
          2.351499,
          -74.040696,
          -80.23727,
          -76.550697,
          -95.28643000000001,
          -117.572503,
          -75.16359,
          -112.075672,
          -75.514913,
          -79.990086,
          -79.990086,
          -79.990086,
          -77.515298,
          -74.60043399999999,
          -96.69251,
          -96.69251,
          -96.69251,
          -96.69251,
          -80.257861,
          -80.257861,
          -121.874679,
          -121.874679,
          -121.874679,
          37.772693,
          -80.124767,
          -81.385638,
          -73.04732800000001,
          -118.552838,
          -118.552838,
          -122.674195,
          -122.674195,
          -122.674195,
          -122.674195,
          -122.674195,
          -122.674195,
          -77.208905,
          -73.92841,
          -117.03586499999999,
          -117.03586499999999,
          -90.972045,
          -68.015862,
          -74.659296,
          -74.659296,
          -74.659296,
          -74.659296,
          -74.659296,
          -71.412834,
          -95.316914,
          -104.60914100000001,
          73.932568,
          -75.341567,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -74.632936,
          -73.383453,
          -122.12387700000001,
          -77.357974,
          -96.729721,
          -77.43428,
          -74.147961,
          -73.49817900000001,
          -73.49817900000001,
          -73.49817900000001,
          -73.57818,
          -74.589591,
          -77.615214,
          -92.463021,
          -92.463021,
          -92.463021,
          -81.02507800000001,
          -77.152757,
          -73.64124100000001,
          -94.118537,
          -93.12611,
          -73.647351,
          -73.647351,
          -84.360022,
          176.25292199999998,
          -78.926397,
          -97.64840699999999,
          -97.64840699999999,
          -97.64840699999999,
          -83.144648,
          -80.223384,
          -80.223384,
          -73.684294,
          -73.683462,
          -70.442829,
          -81.31451700000001,
          -90.48236800000001,
          -81.283904,
          -81.414547,
          -90.197889,
          -93.10150300000001,
          -93.10150300000001,
          -82.679266,
          -82.679266,
          -111.890431,
          -111.890431,
          -111.890431,
          -100.45458,
          -98.49514,
          -122.26615,
          -117.16277099999999,
          -117.16277099999999,
          -117.16277099999999,
          -117.16277099999999,
          -122.41927,
          -122.41927,
          -55.938933999999996,
          -55.938933999999996,
          -121.890583,
          -121.890583,
          -97.94058299999999,
          -122.33305700000001,
          -100.402271,
          -122.53108700000001,
          -121.97801499999998,
          -121.97801499999998,
          -111.83345,
          -119.697024,
          -105.9378,
          -118.486974,
          -118.486974,
          -122.714431,
          -86.228832,
          -46.633382,
          -46.633382,
          -46.633382,
          -122.02301499999999,
          -122.02301499999999,
          -71.4245,
          -81.099834,
          -81.099834,
          -81.099834,
          -73.763532,
          -73.763532,
          -73.763532,
          -74.389873,
          -111.89923600000002,
          -111.89923600000002,
          -111.89923600000002,
          -111.89923600000002,
          -111.89923600000002,
          -122.33006200000001,
          27.837353000000004,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          126.978291,
          -81.53706700000001,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          121.48889199999999,
          55.782251,
          -71.178663,
          -71.178663,
          114.054533,
          114.054533,
          114.054533,
          114.054533,
          -71.369781,
          -74.325427,
          -77.026088,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          103.85203800000001,
          -88.148404,
          -86.250007,
          -71.524509,
          -73.283449,
          -89.644369,
          -77.187037,
          -88.829854,
          -74.14960500000001,
          -80.88729599999999,
          -76.314441,
          -92.813498,
          -97.058572,
          -84.14575,
          -84.14575,
          -95.634946,
          -95.634946,
          -95.634946,
          -95.634946,
          -77.402743,
          -80.34146899999999,
          -84.0713,
          -77.119117,
          -94.96995600000001,
          121.5637,
          121.5637,
          121.5637,
          121.5637,
          121.5637,
          -84.28093299999999,
          -82.458444,
          -82.458444,
          -82.458444,
          -105.573066,
          -82.77740899999999,
          -118.55336899999999,
          69.278708,
          -117.14736599999999,
          -73.962915,
          117.198079,
          117.198079,
          -83.177975,
          139.510395,
          -83.51272800000001,
          -79.384901,
          -118.340629,
          -76.614734,
          -82.443455,
          -84.216813,
          -110.926476,
          -110.926476,
          -110.926476,
          -95.99291099999999,
          -117.82616599999999,
          -117.82616599999999,
          -83.278485,
          -117.272543,
          -117.272543,
          -122.674456,
          -122.674456,
          -79.282249,
          -87.979519,
          -80.39754,
          -86.750381,
          -77.408879,
          -77.265158,
          16.372504,
          -77.265158,
          -87.977485,
          -75.34907700000001,
          -76.24668,
          -76.24668,
          -76.24668,
          -78.510343,
          -76.910658,
          -77.351928,
          -80.141712,
          -77.795367,
          -74.359875,
          -77.03664599999999,
          -72.362029,
          -77.61154,
          -84.136205,
          -80.743402,
          -71.360672,
          -75.387862,
          -80.241436,
          -75.605964,
          -80.053375,
          -87.900615,
          -74.347372,
          -71.437841,
          -73.596395,
          -71.303113,
          -80.403102,
          -80.403102,
          -71.303113,
          -73.357895,
          -73.357895,
          -73.357895,
          -80.055891,
          -80.055891,
          -105.077206,
          -73.369843,
          -74.417097,
          -73.76290999999999,
          -72.263968,
          -81.418447,
          -77.944711,
          -75.546589,
          -75.546589,
          -81.53455500000001,
          -122.804427,
          -80.24414399999999,
          -80.24414399999999,
          -81.28850899999999,
          -74.105977,
          -121.773328,
          -97.205005,
          -97.205005,
          -71.802293,
          120.29545300000001,
          119.436576,
          119.436576,
          -90.405647,
          139.572196,
          127.17760200000001,
          -117.825594,
          -121.61691100000002,
          -114.47590500000001,
          110.404598,
          110.404598,
          -86.261937
         ],
         "marker": {
          "color": "#636efa",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "None",
         "showlegend": true,
         "subplot": "mapbox",
         "type": "scattermapbox"
        },
        {
         "hovertemplate": "greek_council=Fraternity<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>",
         "lat": [
          35.084103000000006,
          40.602206,
          34.070958000000005,
          41.126484999999995,
          35.60095,
          33.749099,
          33.749099,
          30.271129,
          47.65526,
          47.65526,
          39.290861,
          40.706409,
          40.466771,
          40.654081,
          37.872704,
          42.558426000000004,
          26.358689000000002,
          26.358689000000002,
          4.598048,
          43.61656,
          40.014986,
          40.852786,
          43.060567,
          40.303959000000006,
          37.584103000000006,
          34.144664,
          35.788297,
          35.788297,
          35.788297,
          39.579155,
          35.9132,
          35.9132,
          35.9132,
          35.9132,
          32.787601,
          35.227087,
          35.227087,
          35.227087,
          35.227087,
          38.029306,
          40.740934,
          42.330653000000005,
          38.993207,
          32.880959999999995,
          35.486803,
          32.4979,
          41.282198,
          41.033431,
          18.040362,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          32.776272,
          26.075729,
          30.325565,
          52.074946000000004,
          39.739154,
          42.245931,
          34.002857,
          34.002857,
          34.002857,
          35.994033,
          35.994033,
          35.994033,
          35.994033,
          40.876765,
          44.854686,
          44.854686,
          38.502553999999996,
          41.165287,
          40.88371,
          40.731786,
          35.052993,
          35.052993,
          40.512326,
          40.550853000000004,
          41.07999,
          41.07999,
          32.753177,
          32.753177,
          -10.456657,
          41.85371,
          33.150674,
          59.907256000000004,
          40.040667,
          42.207039,
          36.072635999999996,
          35.612660999999996,
          34.851354,
          35.612660999999996,
          41.026486,
          41.026486,
          41.026486,
          41.026486,
          39.61721,
          40.968987,
          42.500091999999995,
          40.013166999999996,
          38.603921,
          35.439826000000004,
          42.241766999999996,
          22.279328,
          33.350653,
          29.758938,
          29.758938,
          29.758938,
          29.758938,
          35.410714,
          34.677972,
          34.085736,
          40.792044,
          26.926705,
          26.926705,
          34.023434,
          39.844077,
          24.562557,
          34.19983,
          33.594876,
          33.594876,
          36.166286,
          36.166286,
          33.027619,
          33.956215,
          33.956215,
          54.653113,
          40.868988,
          34.56178,
          40.336777000000005,
          40.795934,
          40.875932,
          51.507321999999995,
          51.507321999999995,
          42.988096999999996,
          39.536644,
          34.054394,
          34.054394,
          39.439552,
          40.797878999999995,
          33.895084000000004,
          40.315388,
          39.891225,
          40.680656,
          25.788144,
          39.449556,
          39.449556,
          42.249544,
          40.825933,
          40.797021,
          41.204262,
          35.561825,
          32.794065,
          26.142035999999997,
          59.869577,
          28.613896999999998,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          33.617009,
          37.016827,
          40.229068,
          26.672867,
          41.117596999999996,
          43.447410999999995,
          27.171393,
          25.622042,
          37.442156,
          37.442156,
          33.542801000000004,
          36.302002,
          39.266742,
          29.563976,
          30.421309,
          33.446768,
          39.374503999999995,
          40.441694,
          40.441694,
          43.090959000000005,
          40.633714000000005,
          40.633714000000005,
          33.013676000000004,
          37.662431,
          26.237859999999998,
          41.001764,
          40.825656,
          39.018045,
          39.018045,
          40.15784,
          40.31733,
          41.040931,
          42.252877000000005,
          35.780398,
          35.780398,
          33.748922,
          42.52565,
          38.958402,
          41.281484000000006,
          41.033708000000004,
          39.084005,
          34.257038,
          40.788712,
          40.980821,
          40.980821,
          40.980821,
          38.627272999999995,
          38.627272999999995,
          29.4246,
          29.4246,
          29.4246,
          37.336191,
          37.973535,
          37.354113,
          34.01956,
          40.96908,
          31.225344,
          40.747879,
          40.747879,
          40.747879,
          41.061671999999994,
          40.384924,
          40.747496999999996,
          45.931478000000006,
          41.600544,
          38.188094,
          39.924227,
          40.583456,
          36.115631,
          34.148399,
          41.115137,
          51.399774,
          37.368829999999996,
          26.148245000000003,
          34.05149,
          39.902057,
          27.94776,
          28.147789000000003,
          28.147789000000003,
          40.289072999999995,
          27.638716,
          17.964098999999997,
          40.037332,
          40.248315000000005,
          38.894954999999996,
          38.065228999999995,
          -41.288764,
          39.959721,
          41.762045,
          40.798711,
          26.715343,
          40.658991,
          26.103632,
          26.103632,
          26.103632,
          41.141486,
          41.141486,
          37.692236,
          34.225728000000004,
          34.225728000000004,
          28.49447,
          42.108083,
          36.099817,
          40.226467,
          40.002851
         ],
         "legendgroup": "Fraternity",
         "lon": [
          -106.650985,
          -75.47127900000001,
          -84.274733,
          -73.714019,
          -82.554016,
          -84.390185,
          -84.390185,
          -97.74369899999999,
          -122.535086,
          -122.535086,
          -76.610807,
          -74.549272,
          -74.660714,
          -73.528588,
          -122.464417,
          -71.268947,
          -80.08309799999999,
          -80.08309799999999,
          -74.076087,
          -116.20083500000001,
          -105.270546,
          -73.839054,
          -88.10647900000001,
          -80.086721,
          -122.366082,
          -118.644097,
          -78.781192,
          -78.781192,
          -78.781192,
          -104.876923,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.055844,
          -79.940273,
          -80.843127,
          -80.843127,
          -80.843127,
          -80.843127,
          -78.476678,
          -74.383762,
          -71.162276,
          -77.074383,
          -97.155012,
          -80.860074,
          -117.10338999999999,
          -73.71417,
          -73.59957,
          -66.547664,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -96.796856,
          -80.284109,
          78.043681,
          4.26968,
          -104.984703,
          -71.282834,
          -84.14410500000001,
          -84.14410500000001,
          -84.14410500000001,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.898619,
          -73.324561,
          -93.470786,
          -93.470786,
          -90.627904,
          28.883045000000003,
          -74.305982,
          -73.44815799999999,
          -78.87870600000001,
          -78.87870600000001,
          -74.859332,
          -105.06680800000001,
          -85.138601,
          -85.138601,
          -97.332746,
          -97.332746,
          -67.25622,
          -71.758125,
          -96.823612,
          10.528389,
          -75.279071,
          -71.685624,
          -79.791975,
          -77.366354,
          -82.398488,
          -77.366354,
          -73.62846,
          -73.62846,
          -73.62846,
          -73.62846,
          -104.950814,
          -73.71263,
          -71.582844,
          -75.294352,
          -122.88043600000002,
          -95.981943,
          -70.889768,
          114.16281299999999,
          -86.883367,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -95.36769699999999,
          -80.842848,
          -86.455462,
          -81.18249,
          -73.53984799999999,
          -80.122091,
          -80.122091,
          -84.61549000000001,
          -75.711221,
          -81.772437,
          -118.200524,
          -117.688207,
          -117.688207,
          -115.149225,
          -115.149225,
          -96.434152,
          -83.987962,
          -83.987962,
          -2.697959,
          -74.208201,
          -82.075292,
          -74.047084,
          -74.314871,
          -73.597071,
          -0.127647,
          -0.127647,
          -81.24602900000001,
          -104.885521,
          -118.24394099999999,
          -118.24394099999999,
          -76.615548,
          -73.699575,
          -118.400015,
          -74.246256,
          -74.921832,
          -73.47429100000001,
          -80.12727,
          -75.716321,
          -75.716321,
          -71.066161,
          -74.209034,
          -74.481011,
          -73.727076,
          -78.678622,
          -79.862585,
          -81.79481,
          10.528392,
          77.215956,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -117.92943999999999,
          -76.45052,
          -74.932295,
          -81.884085,
          -73.40789699999999,
          -79.66654799999999,
          -80.284222,
          -80.320996,
          -122.16344699999999,
          -122.16344699999999,
          -111.9556,
          -88.326711,
          -81.561513,
          -95.28643000000001,
          -87.216915,
          -112.075672,
          -76.722729,
          -79.990086,
          -79.990086,
          -77.515298,
          -74.407374,
          -74.407374,
          -96.69251,
          -121.874679,
          -80.124767,
          -73.665683,
          -73.69818599999999,
          -77.208905,
          -77.208905,
          -83.075187,
          -74.619879,
          -73.714575,
          -71.00227,
          -78.639099,
          -78.639099,
          -118.367911,
          -71.095331,
          -77.357974,
          -73.49817900000001,
          -73.57818,
          -77.152757,
          -85.164673,
          -73.647351,
          -73.684294,
          -73.684294,
          -73.684294,
          -90.197889,
          -90.197889,
          -98.49514,
          -98.49514,
          -98.49514,
          -121.890583,
          -122.53108700000001,
          -121.955174,
          -118.486974,
          -73.763532,
          121.48889199999999,
          -74.325427,
          -74.325427,
          -74.325427,
          28.984261,
          -74.520475,
          -74.263538,
          -66.646736,
          -72.878294,
          -77.674175,
          -83.808817,
          -74.14960500000001,
          -97.058572,
          -118.396188,
          -74.149395,
          -0.631818,
          -122.03635,
          -80.328886,
          -84.0713,
          -75.349912,
          -82.458444,
          -82.77740899999999,
          -82.77740899999999,
          -74.09279699999999,
          -80.39754,
          102.613371,
          -75.34907700000001,
          -75.159002,
          -77.03664599999999,
          -78.905888,
          174.777224,
          -75.605964,
          -72.74204,
          -74.239035,
          -80.053375,
          -74.347372,
          -80.403102,
          -80.403102,
          -80.403102,
          -73.357895,
          -73.357895,
          -97.33754499999999,
          -77.944711,
          -77.944711,
          -81.53455500000001,
          -87.735895,
          -80.24414399999999,
          -78.36668,
          -75.270747
         ],
         "marker": {
          "color": "#EF553B",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "Fraternity",
         "showlegend": true,
         "subplot": "mapbox",
         "type": "scattermapbox"
        },
        {
         "hovertemplate": "greek_council=Sorority<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>",
         "lat": [
          33.103173999999996,
          34.070958000000005,
          34.070958000000005,
          40.589234000000005,
          42.268157,
          42.081268,
          40.593416999999995,
          37.461327000000004,
          33.749099,
          33.749099,
          33.749099,
          39.729432,
          30.271129,
          30.271129,
          30.271129,
          42.153914,
          25.887595,
          39.905963,
          47.614422,
          37.872704,
          40.044831,
          40.044831,
          38.984827,
          38.984827,
          38.984827,
          34.07362,
          39.802336,
          42.583645000000004,
          39.232007,
          26.358689000000002,
          29.794664,
          40.014986,
          27.498928000000003,
          36.032569,
          41.145651,
          42.350097,
          43.060567,
          40.650104,
          40.650104,
          42.886717,
          -43.494176,
          43.563696,
          33.158093,
          35.788297,
          35.788297,
          33.306674,
          35.9132,
          41.15954,
          41.15954,
          41.15954,
          41.15954,
          32.787601,
          35.227087,
          35.227087,
          35.227087,
          38.029306,
          42.976973,
          35.650711,
          36.021526,
          40.871487,
          39.96226,
          32.460976,
          35.408752,
          35.088696,
          25.690552,
          27.800254,
          37.925481,
          37.925481,
          33.988717,
          32.776272,
          32.776272,
          32.776272,
          41.078708,
          41.078708,
          35.633471,
          40.310004,
          40.310004,
          40.310004,
          35.994033,
          35.994033,
          35.994033,
          35.994033,
          43.018390999999994,
          40.427884000000006,
          41.660379,
          40.642047999999996,
          38.774283000000004,
          44.854686,
          55.949563,
          35.806546000000004,
          41.899475,
          33.036986999999996,
          40.360665000000004,
          38.846224,
          41.294307,
          39.788610999999996,
          38.882334,
          26.640628000000003,
          35.924864,
          33.870822,
          35.262082,
          35.714259000000006,
          39.173162,
          37.665978,
          43.319727,
          40.068119,
          47.504884999999994,
          40.800657,
          36.072635999999996,
          36.072635999999996,
          34.851354,
          34.851354,
          35.612660999999996,
          35.612660999999996,
          35.612660999999996,
          41.026486,
          41.026486,
          39.61721,
          18.366920999999998,
          40.184275,
          41.999472,
          37.545519,
          35.73319,
          35.955692,
          36.075418,
          39.768333,
          33.685697,
          41.009633,
          40.792044,
          40.792044,
          40.792044,
          41.25877,
          25.696835,
          43.677568,
          34.19983,
          33.522526,
          49.250004,
          42.447318,
          33.981537,
          33.890104,
          34.746481,
          37.538509000000005,
          51.507321999999995,
          51.507321999999995,
          51.507321999999995,
          51.507321999999995,
          51.507321999999995,
          40.588512,
          40.785933,
          37.379063,
          34.054394,
          34.054394,
          34.054394,
          39.439552,
          39.439552,
          33.895084000000004,
          42.033433,
          40.731212,
          33.952847,
          38.934289,
          28.083627000000003,
          40.793432,
          35.149021999999995,
          37.453827000000004,
          25.774266,
          25.774266,
          25.774266,
          37.506267,
          42.249544,
          43.034993,
          35.643053,
          44.9773,
          40.825933,
          37.236333,
          37.834711,
          33.500938,
          18.952379999999998,
          36.16223,
          41.146763,
          41.146763,
          29.949932,
          40.745378,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          40.730599,
          41.489983,
          30.522651,
          35.550886,
          33.941213,
          33.941213,
          25.933149,
          42.129688,
          40.638714,
          42.721839,
          28.542118,
          38.982228000000006,
          39.401075,
          26.627979999999997,
          37.442156,
          33.542801000000004,
          48.856609999999996,
          48.856609999999996,
          48.856609999999996,
          37.854217999999996,
          34.147645000000004,
          39.995619,
          39.995619,
          40.32844,
          43.080565,
          40.441694,
          33.013676000000004,
          26.126526000000002,
          37.662431,
          47.690529999999995,
          30.239687,
          40.825656,
          39.018045,
          39.018045,
          41.208707000000004,
          40.349274,
          40.349274,
          40.349274,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          35.780398,
          33.640855,
          40.586356,
          44.859511,
          44.023327,
          42.084194000000004,
          40.788712,
          40.980821,
          40.980821,
          38.581571999999994,
          38.627272999999995,
          44.950404,
          44.950404,
          35.670973,
          37.498207,
          32.717421,
          35.399327,
          -27.436415000000004,
          37.336191,
          37.973535,
          37.779927,
          33.749495,
          34.409811,
          34.01956,
          43.049876,
          27.336434999999998,
          40.96908,
          40.96908,
          35.292351000000004,
          41.316486,
          35.121462,
          1.290453,
          40.567508000000004,
          42.30565,
          40.153513000000004,
          51.434012,
          41.05343,
          41.05343,
          40.71819,
          30.438083000000002,
          27.94776,
          27.94776,
          43.652921,
          44.760644,
          35.082104,
          33.745851,
          40.779546,
          40.66427,
          45.630695,
          49.260894,
          49.260894,
          34.536107,
          38.901301000000004,
          42.326914,
          42.506484,
          40.683712,
          40.860222,
          40.248315000000005,
          40.637879999999996,
          42.007595,
          45.365676,
          40.788009,
          26.715343,
          42.366763,
          42.366763,
          26.103632,
          41.201156,
          41.141486,
          40.626456,
          33.974893,
          34.225728000000004,
          34.225728000000004,
          39.745946999999994,
          41.195374,
          40.477482,
          36.099817,
          28.600063000000002,
          41.364538,
          37.429939000000005,
          37.429939000000005,
          27.493371999999997
         ],
         "legendgroup": "Sorority",
         "lon": [
          -96.67055,
          -84.274733,
          -84.274733,
          -80.22506,
          -83.731229,
          -87.98006600000001,
          -73.789546,
          -122.19774299999999,
          -84.390185,
          -84.390185,
          -84.390185,
          -104.83192,
          -97.74369899999999,
          -97.74369899999999,
          -97.74369899999999,
          -88.136189,
          -80.131156,
          116.391248,
          -122.19233700000001,
          -122.464417,
          -75.438805,
          -75.438805,
          -77.094646,
          -77.094646,
          -77.094646,
          -118.400356,
          -75.06406,
          -83.245488,
          -84.378282,
          -80.08309799999999,
          -98.73196999999999,
          -105.270546,
          -82.57481899999999,
          -86.782523,
          -73.823746,
          -71.156442,
          -88.10647900000001,
          -73.94958199999999,
          -73.94958199999999,
          -78.878392,
          171.809845,
          -70.200047,
          -117.350594,
          -78.781192,
          -78.781192,
          -111.84086,
          -79.055844,
          -73.76485500000001,
          -73.76485500000001,
          -73.76485500000001,
          -73.76485500000001,
          -79.940273,
          -80.843127,
          -80.843127,
          -80.843127,
          -78.476678,
          -78.592038,
          -78.456391,
          -80.381998,
          -73.456788,
          -83.00070600000001,
          -84.987709,
          -80.579511,
          -92.442101,
          -80.23500899999999,
          -97.395574,
          -122.527475,
          -122.527475,
          -83.89795699999999,
          -96.796856,
          -96.796856,
          -96.796856,
          -73.469287,
          -73.469287,
          -80.115881,
          -75.130484,
          -75.130484,
          -75.130484,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.898619,
          -78.696697,
          -74.415984,
          -71.45589100000001,
          -73.669575,
          -76.07633,
          -93.470786,
          -3.191497,
          -77.863315,
          -87.940342,
          -117.291982,
          -74.038195,
          -77.306373,
          -73.37486,
          -82.641888,
          -77.171091,
          -81.87230799999999,
          -86.86769100000001,
          -117.92941599999999,
          -81.1873,
          -83.510164,
          -77.27165,
          -77.506374,
          -87.953423,
          -82.519604,
          -111.29189099999999,
          -73.728465,
          -79.791975,
          -79.791975,
          -82.398488,
          -82.398488,
          -77.366354,
          -77.366354,
          -77.366354,
          -73.62846,
          -73.62846,
          -104.950814,
          -66.11395,
          -75.256288,
          -88.145073,
          -77.423412,
          -81.341201,
          -80.005318,
          -79.099735,
          -86.15835,
          -117.82598200000001,
          28.965165000000002,
          -73.53984799999999,
          -73.53984799999999,
          -73.53984799999999,
          -73.685385,
          -80.163526,
          -72.779825,
          -118.200524,
          -117.707553,
          -124.07161299999999,
          -71.2245,
          -81.236211,
          -84.142972,
          -92.28959499999999,
          -77.43428,
          -0.127647,
          -0.127647,
          -0.127647,
          -0.127647,
          -0.127647,
          -73.657861,
          -74.780164,
          -122.116578,
          -118.24394099999999,
          -118.24394099999999,
          -118.24394099999999,
          -76.615548,
          -76.615548,
          -118.400015,
          -71.21894,
          -74.273481,
          -84.549615,
          -77.177633,
          -80.608109,
          -73.415121,
          -90.05162800000001,
          -122.18218700000001,
          -80.193659,
          -80.193659,
          -80.193659,
          -77.649268,
          -71.066161,
          -87.92249699999999,
          139.739881,
          -93.265469,
          -74.209034,
          -121.99245800000001,
          -122.12956000000001,
          -86.752211,
          72.832711,
          -86.774353,
          -73.494845,
          -73.494845,
          -90.070116,
          -74.497377,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -73.986581,
          -71.313771,
          -86.491453,
          -97.548932,
          -84.213531,
          -84.213531,
          -80.16254599999999,
          -87.83054200000001,
          -73.64013,
          -84.42818299999999,
          -81.379046,
          -94.670792,
          -76.796299,
          -80.44941700000001,
          -122.16344699999999,
          -111.9556,
          2.351499,
          2.351499,
          2.351499,
          -90.51818,
          -118.144478,
          -82.674334,
          -82.674334,
          -74.790718,
          -88.261204,
          -79.990086,
          -96.69251,
          -80.257861,
          -121.874679,
          -114.16376100000001,
          -81.385638,
          -73.69818599999999,
          -77.208905,
          -77.208905,
          -73.574848,
          -74.659296,
          -74.659296,
          -74.659296,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -78.639099,
          -117.603104,
          -122.391675,
          -92.62659000000001,
          -92.463021,
          -88.013127,
          -73.647351,
          -73.684294,
          -73.684294,
          -121.4944,
          -90.197889,
          -93.10150300000001,
          -93.10150300000001,
          -80.474226,
          -122.26615,
          -117.16277099999999,
          -78.815853,
          -55.938933999999996,
          -121.890583,
          -122.53108700000001,
          -121.97801499999998,
          -117.873221,
          -119.697024,
          -118.486974,
          141.334297,
          -82.530653,
          -73.763532,
          -73.763532,
          -81.535646,
          -73.093164,
          -85.374961,
          103.85203800000001,
          -74.61895600000001,
          -71.524509,
          -74.029394,
          -0.5110439999999999,
          -73.53873399999999,
          -73.53873399999999,
          -74.359216,
          -84.28093299999999,
          -82.458444,
          -82.458444,
          -79.384901,
          -85.61653000000001,
          -77.086338,
          -117.82616599999999,
          -74.023751,
          -73.708464,
          -122.674456,
          -123.11393799999999,
          -123.11393799999999,
          -117.291156,
          -77.265158,
          -71.23022399999999,
          -71.07283100000001,
          -73.510126,
          -74.972049,
          -75.159002,
          -74.450986,
          -72.970659,
          -122.61231399999998,
          -74.014276,
          -80.053375,
          -71.303113,
          -71.303113,
          -80.403102,
          -73.38052900000001,
          -73.357895,
          -80.055891,
          -118.033697,
          -77.944711,
          -77.944711,
          -75.546589,
          -73.437899,
          -104.901362,
          -80.24414399999999,
          -81.342744,
          -74.105977,
          -122.253856,
          -122.253856,
          -81.79591500000001
         ],
         "marker": {
          "color": "#00cc96",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "Sorority",
         "showlegend": true,
         "subplot": "mapbox",
         "type": "scattermapbox"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "greek_council"
         },
         "tracegroupgap": 0
        },
        "mapbox": {
         "center": {
          "lat": 35.878083617951674,
          "lon": -67.23469565189873
         },
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "style": "open-street-map",
         "zoom": 8
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"8d6f9cd9-2396-4d71-b7e9-9a019ec1df38\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"8d6f9cd9-2396-4d71-b7e9-9a019ec1df38\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '8d6f9cd9-2396-4d71-b7e9-9a019ec1df38',\n",
       "                        [{\"hovertemplate\": \"greek_council=None<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>\", \"lat\": [38.667617, 35.941248, 25.509129, 37.609029, 35.084103000000006, 35.084103000000006, 35.084103000000006, 38.80511, 33.103173999999996, 33.103173999999996, 34.070958000000005, 34.070958000000005, 34.070958000000005, 48.502012, 61.216313, 42.65717, 39.922073, 39.922073, 39.922073, 38.83031, 33.695381, 37.393853, 34.136208, 32.735582, 38.890396, 39.802764, 39.043719, 35.60095, 39.329240000000006, 34.744741, 33.749099, 33.749099, 33.749099, 33.749099, 33.749099, 33.749099, 33.749099, 30.342165, 38.894594, 33.470971, 41.317555, 39.729432, 39.729432, 41.760585, 30.271129, 30.271129, 30.271129, 25.953257, 41.809821, 40.392514, 40.656490999999995, 54.11666700000001, 39.290861, 12.97912, 12.97912, 12.97912, 13.585922, 42.153914, 40.706409, 50.917771, 50.917771, 40.725099, 40.668714, 39.629279, 34.657556, 30.086046000000003, 30.308537, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 39.905963, 33.895920000000004, 33.895920000000004, 33.895920000000004, 39.535506, 29.705786, 29.705786, 40.466771, 47.614422, 47.614422, 47.614422, 35.242917999999996, 42.39593, 42.39593, 40.104555, 42.503091, 40.561173, 40.718681, 40.718681, 40.718681, 38.984827, 38.984827, 38.984827, 45.787496000000004, 43.628033, 33.520682, 33.520682, -37.821701000000004, 37.229572999999995, 41.826488, 41.826488, 41.826488, 40.806767, 42.583645000000004, 42.583645000000004, 42.583645000000004, 42.583645000000004, 42.583645000000004, 40.473107, 32.237147, 26.358689000000002, 26.358689000000002, 26.358689000000002, 26.358689000000002, 26.358689000000002, 26.358689000000002, 4.598048, 43.61656, 36.216795, 42.360482, 36.990320000000004, 39.184089, 27.498928000000003, 43.714575, 27.937801, 36.032569, 36.032569, 39.864557, 38.723326, 38.723326, 38.723326, 39.023252, 41.313943, 40.852786, 43.060567, 43.060567, 42.331764, 40.650104, 40.650104, 40.650104, 40.650104, 40.650104, 30.074571000000002, 47.498382, 40.87121, 42.167583, 37.375693, 38.777132, 37.584103000000006, 36.095692, 41.74892, 40.182706, 35.185317, 42.377274, 35.115671, 38.755113, 39.978371, 35.910144, 35.910144, 33.58011, 32.953734999999995, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 35.788297, 32.879382, 39.372659000000006, 54.034975, 39.579155, 39.579155, 39.579155, 41.436164, 41.436164, 33.306674, 33.306674, 33.306674, 38.894379, 38.894379, 23.339305, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 35.9132, 32.787601, 38.350599, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 35.227087, 38.029306, 40.740934, 30.676555, 30.676555, 39.934835, 36.718371000000005, 40.61312, 40.095104, 38.656057000000004, 41.875555, 41.875555, 41.875555, 41.875555, 13.365843, 37.881468, 39.101454, 39.238716, 39.206545, 34.685075, 41.505161, 38.780590999999994, 42.865633, 38.765115, 36.825228, 39.484566, 39.484566, 26.271463, 35.042035999999996, 38.833958, 39.215621, 39.96226, 39.96226, 35.408752, 35.408752, 43.207106, 39.523342, -32.115080999999996, 40.684053999999996, 32.958352000000005, 49.283599, 25.690552, 26.264855999999998, 26.264855999999998, 35.155645, 35.155645, 35.016791999999995, 40.31622, 40.941487, 39.001777000000004, 42.605554999999995, 37.323011, 37.323011, 33.824824, 9.2266, 36.332633, 36.332633, 38.920716, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 41.078708, null, 26.075729, 26.075729, 26.075729, 26.075729, 29.210815000000004, 13.519054, 42.171137, 26.318341999999998, 26.461463000000002, 40.957321, 39.739154, 39.739154, 39.739154, 42.348664, 40.804821000000004, 40.804821000000004, 44.680347, 42.245931, 25.268352, 34.002857, 34.002857, 34.002857, 34.002857, 34.002857, 38.56762, 38.721784, 35.994033, 35.994033, 35.994033, 35.994033, 35.994033, 35.994033, 38.157634, 34.826928, 40.761212, 40.941843, 6.486255, 44.889703000000004, 41.874223, 26.301398, 40.538238, 40.538238, 35.657137, 30.763521, 31.811131, 30.349351000000002, 38.408799, 39.212834, 39.212834, 39.267328000000006, 34.159132, 41.976208, 39.648206, 9.917358, 44.490605, 44.101181, 38.502553999999996, 42.044739, 44.903296000000005, 39.378498, 38.846224, 38.846224, 38.846224, 38.846224, 41.294307, 38.249358, 41.294307, 31.422056, 46.877229, 41.719822, 36.730429, 35.052993, 35.052993, 35.052993, 35.052993, 35.052993, 33.448726, 35.052993, 34.034116, 43.017177000000004, 34.1987, 34.1987, 34.1987, 38.789217, 33.014567, 45.519745, 38.710739000000004, 38.710739000000004, 40.550853000000004, 40.550853000000004, 26.122308, 35.00737, 35.00737, 35.00737, 26.640628000000003, 32.753177, 32.753177, 35.924864, 40.438994, 38.303184, 38.303184, 37.54827, 37.54827, 37.54827, 37.54827, 36.748793, 33.150674, 36.739168, 33.870822, 33.870822, 39.150940999999996, 35.743225, 38.79515, 29.651907, 34.297878999999995, 29.651907, 39.143440999999996, 39.143440999999996, 40.726648, 40.726648, 39.173162, 32.728747, 41.712322, 39.755542999999996, 35.384884, 42.207039, 36.069026, 34.264725, 39.063956, 41.752274, 42.343352, 33.894273, 38.998165, 36.072635999999996, 36.072635999999996, 36.072635999999996, 36.072635999999996, 35.612660999999996, 41.026486, 41.026486, 41.026486, 33.516232, 39.61721, 39.61721, 23.130004, 23.22589, 41.288987, 37.428903999999996, 37.270046, 37.270046, 33.993068, 45.367523, 40.045854, 40.045854, 42.72435, 29.883305, 20.974901000000003, 20.974901000000003, 22.268464, 40.983709000000005, 42.216969, 37.545519, 37.545519, 37.545519, 33.86428, 38.969532, 31.462390000000003, 25.857596, 25.857596, 40.768433, 35.955692, 35.955692, 40.033814, 40.033814, 37.574103, 36.075418, 40.477604, 37.574103, 37.574103, 10.77548, 40.743307, 39.787611, 39.787611, 43.605081, 40.34511, 40.34511, 40.34511, 22.279328, 21.304547, 41.583982, 42.167019, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 29.758938, 41.240056, 29.998831, 22.305747, 35.410714, 38.432590000000005, 39.483996000000005, 37.280882, 42.679272999999995, 34.085736, 33.685697, 33.685697, 33.685697, 41.009633, 41.009633, 41.009633, 41.009633, 41.009633, 42.439603999999996, 38.415341999999995, 30.332184, 59.923902000000005, 40.792044, 40.792044, 40.792044, 30.748216999999997, 29.102471, -26.205, -26.205, 34.070958000000005, 21.393009, 21.393009, 53.184953, 0.9833, 27.707676, 29.785784999999997, 29.785784999999997, 29.785784999999997, 39.367779999999996, 32.934771000000005, 34.023434, 34.023434, 46.211246, 37.951996, 36.119859000000005, 43.680741, 15.593325, -1.92982, 42.170581, 36.030722999999995, 38.278631, 36.548434, 35.960395, 3.157098, 31.386108, 34.586183, 33.389927, 33.906096999999995, 31.562192, 31.562192, 42.258634, 28.756633, 45.420675, 26.621213, 26.621213, 28.039465000000003, 44.650051, 39.624609, 27.458781, 28.218899, 40.927877, 40.927877, 36.166286, 36.166286, 36.166286, 36.166286, 39.099275, 33.956215, 33.956215, 33.956215, 39.311091999999995, 38.910841, 39.11545, 39.11545, 35.91402, 40.198396, 33.046233, 42.447318, 38.046407, 38.046407, 38.046407, 35.824027, 38.046407, 39.24635, 39.33984, 41.801140999999994, 33.162619, 34.746481, 40.795934, 34.075493, 51.507321999999995, 51.507321999999995, 51.507321999999995, 51.507321999999995, 33.938505, 32.500704, 28.700722999999996, 38.704282, 37.379063, 37.379063, 37.379063, 34.054394, 34.054394, 37.226611, 37.226611, 39.272431, 42.933643, 26.943386, 26.943386, 33.577863, 30.791971000000004, 31.338624, 31.338624, 28.151124, 28.151124, 28.151124, 22.855101, 31.678307, 32.840695000000004, 32.630868, 34.773680999999996, 43.074760999999995, 42.485869, 40.416705, 38.784003999999996, 30.387860999999997, 40.797878999999995, 40.797878999999995, 38.858578, 43.002010999999996, 43.833803, 45.07598, 40.731212, 40.731212, 37.5588, 42.500096, 48.882323, 33.952847, 40.558374, 34.178216, 37.570147999999996, 39.360059, 39.360059, 40.680378999999995, 35.116813, 35.116813, 26.204369, 38.934289, 38.934289, 39.916778, 39.916778, 25.840653, 35.149021999999995, 35.149021999999995, 40.775933, 43.221909000000004, 43.221909000000004, 47.576632000000004, 28.266278000000003, 33.415314, 19.43253, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.774266, 25.788144, 54.576042, 35.790156, 37.506267, 47.857746, 40.724444, 40.959821000000005, 44.9773, 44.9773, 44.9773, 25.975911, 40.330388, 40.825933, 32.366966, 40.914821, 35.570746, 34.285558, 37.834711, 39.629526, 39.629526, 40.376498, 40.797021, -3.3554739999999996, 39.934002, 39.934002, 32.794065, 32.794065, 40.947043, 33.500938, 40.894821, 36.524597, 18.952379999999998, 18.952379999999998, 42.263079, 41.564479999999996, 35.915517, 32.060916, 32.060916, 41.772911, 41.772911, 26.142035999999997, 26.142035999999997, 36.16223, 36.16223, 36.16223, 36.16223, 37.474857, 42.293439, 35.108493, 35.108493, 28.613896999999998, 28.613896999999998, 28.613896999999998, 28.613896999999998, 41.308214, 40.364273, 40.735102000000005, 29.949932, 40.745378, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.735657, 34.184172, 33.617009, 33.631215000000005, 37.016827, 39.986812, 30.522651, 47.491518, 35.952284999999996, 33.941213, 40.121497, 39.082886, 49.320037, 43.754326, 36.933693, 41.885032, 38.881384999999995, 38.881384999999995, 43.447410999999995, 28.183221999999997, 41.223005, 42.721839, 40.762599, 41.010653000000005, 41.258732, 33.750038, 42.925965999999995, 40.297519, 37.877148, 28.542118, 28.542118, 41.664217, 38.982228000000006, 38.982228000000006, 38.982228000000006, 44.083994, 39.401075, 51.752225, 51.833333, 40.865819, 41.724489, 42.110304, 25.622042, 37.442156, 37.442156, 33.542801000000004, 33.542801000000004, 33.542801000000004, 33.542801000000004, 33.542801000000004, 48.856609999999996, 48.856609999999996, 48.856609999999996, 41.037597, 26.310078999999998, 39.110638, 29.563976, 34.426297999999996, 39.952399, 33.446768, 40.130382, 40.441694, 40.441694, 40.441694, 43.090959000000005, 40.333441, 33.013676000000004, 33.013676000000004, 33.013676000000004, 33.013676000000004, 26.126526000000002, 26.126526000000002, 37.662431, 37.662431, 37.662431, 55.377669999999995, 26.237859999999998, 30.239687, 40.925376, 34.287561, 34.287561, 45.520247, 45.520247, 45.520247, 45.520247, 45.520247, 45.520247, 39.018045, 41.706578, 32.962823, 32.962823, 30.302971999999997, 46.681153, 40.349274, 40.349274, 40.349274, 40.349274, 40.349274, 41.823989000000005, 36.308428, 38.254447, 18.643957999999998, 40.441767999999996, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 40.569547, 41.302596, 47.669414, 38.958402, 32.948178999999996, 37.538509000000005, 40.564571, 41.281484000000006, 41.281484000000006, 41.281484000000006, 41.033708000000004, 40.222621999999994, 43.157284999999995, 44.023327, 44.023327, 44.023327, 34.924867, 39.084005, 40.658714, 36.33202, 44.739187, 40.788712, 40.788712, 34.02332, -38.138149, 36.218475, 30.572581, 30.572581, 30.572581, 42.48948, 26.701755, 26.701755, 40.980821, 41.019264, 43.500918, 29.894690999999998, 38.783194, 28.249853, 29.903228000000002, 38.627272999999995, 44.950404, 44.950404, 27.770861, 27.770861, 40.767013, 40.767013, 40.767013, 31.431993, 29.4246, 37.498207, 32.717421, 32.717421, 32.717421, 32.717421, 37.779277, 37.779277, -27.436415000000004, -27.436415000000004, 37.336191, 37.336191, 29.882644, 37.496904, 25.665105, 37.973535, 37.779927, 37.779927, 40.572851, 34.409811, 35.687, 34.01956, 34.01956, 38.440468, 30.396032, -23.550651000000002, -23.550651000000002, -23.550651000000002, 37.263832, 37.263832, 41.50788, 32.083541, 32.083541, 32.083541, 40.96908, 40.96908, 40.96908, 40.65538, 33.509122, 33.509122, 33.509122, 33.509122, 33.509122, 47.603832000000004, -21.978571, 37.566679, 37.566679, 37.566679, 37.566679, 37.566679, 37.566679, 37.566679, 37.566679, 37.566679, 41.473942, 31.225344, 31.225344, 31.225344, 31.225344, 31.225344, 31.225344, 31.225344, 31.225344, 25.229720999999998, 42.123709999999996, 42.123709999999996, 22.544267, 22.544267, 22.544267, 22.544267, 42.238986, 40.747879, 38.990666, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 1.290453, 42.088522, 41.683381, 42.30565, 41.136486, 39.798976, 38.789052000000005, 33.459362, 40.583456, 35.782636, 38.980596000000006, 45.056404, 36.115631, 33.806217, 33.806217, 29.619678999999998, 29.619678999999998, 29.619678999999998, 29.619678999999998, 35.568217, 33.920435, 34.05149, 34.687661999999996, 35.91537, 25.037517, 25.037517, 25.037517, 25.037517, 25.037517, 30.438083000000002, 27.94776, 27.94776, 27.94776, 36.407249, 28.147789000000003, 34.172796999999996, 41.312336, 33.494634999999995, 40.925377000000005, 39.123564, 39.123564, 41.114499, 35.690041, 41.678675, 43.652921, 33.835848999999996, 39.396438, 34.967617, 33.854372, 32.221742, 32.221742, 32.221742, 36.155681, 33.745851, 33.745851, 30.832702, 34.146677000000004, 34.146677000000004, 45.630695, 45.630695, 35.256268, 42.219469000000004, 27.638716, 33.417699, 42.982563, 38.901301000000004, 48.208354, 38.901301000000004, 41.889132000000004, 40.037332, 36.718371000000005, 36.718371000000005, 36.718371000000005, 35.980309999999996, 38.626388, 39.486213, 36.295415000000006, 38.71355, 41.256483, 38.894954999999996, 40.905934, 39.188317, 41.546069, 34.924594, 42.363206, 40.044015, 26.658678000000002, 39.959721, 26.715343, 41.809753, 40.658991, 42.579258, 45.485733, 42.366763, 26.103632, 26.103632, 42.366763, 41.141486, 41.141486, 41.141486, 40.626456, 40.626456, 39.766098, 40.763709999999996, 40.824544, 41.033986, 41.875097, 41.598382, 34.225728000000004, 39.745946999999994, 39.745946999999994, 28.49447, 38.519758, 36.099817, 36.099817, 28.693322, 41.364538, 38.678611, 31.506, 31.506, 42.262593, 31.575635, 32.392697, 32.392697, 32.855133, 35.455591999999996, 37.240856, 33.890107, 39.140448, 32.665167, 21.202192, 21.202192, 39.950873], \"legendgroup\": \"None\", \"lon\": [-77.028309, -80.409222, 55.361906999999995, -121.899142, -106.650985, -106.650985, -106.650985, -77.047023, -96.67055, -96.67055, -84.274733, -84.274733, -84.274733, -122.62373600000001, -149.89485200000001, -71.140878, 32.853758, 32.853758, 32.853758, -77.196497, -85.839842, 126.95706100000001, -118.04015, -97.107119, -77.084158, -105.087484, -77.48749000000001, -82.554016, -82.10125500000001, -86.97614499999999, -84.390185, -84.390185, -84.390185, -84.390185, -84.390185, -84.390185, -84.390185, -81.37037, -121.07399, -81.974843, -81.345386, -104.83192, -104.83192, -88.320071, -97.74369899999999, -97.74369899999999, -97.74369899999999, -80.136646, -72.83065400000001, 49.846678999999995, -73.60929499999999, -7.5833330000000005, -76.610807, 77.5913, 77.5913, 77.5913, 100.416087, -88.136189, -74.549272, 0.483654, 0.483654, -73.245395, -74.11430899999999, -75.658263, -77.253685, -94.101846, -97.94501, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 116.391248, 35.478429999999996, 35.478429999999996, 35.478429999999996, -76.34904, -95.45883, -95.45883, -74.660714, -122.19233700000001, -122.19233700000001, -122.19233700000001, -81.037297, -71.17866500000001, -71.17866500000001, -74.951279, -83.183539, -81.7943, -74.569227, -74.569227, -74.569227, -77.094646, -77.094646, -77.094646, -108.49606999999999, 7.096645, -86.802433, -86.802433, 145.152276, -80.413939, -72.730094, -72.730094, -72.730094, -74.185423, -83.245488, -83.245488, -83.245488, -83.245488, -83.245488, -88.99414, -80.860387, -80.08309799999999, -80.08309799999999, -80.08309799999999, -80.08309799999999, -80.08309799999999, -80.08309799999999, -74.076087, -116.20083500000001, -81.674552, -71.059568, -86.443602, -77.312232, -82.57481899999999, -79.752387, -82.285925, -86.782523, -86.782523, -75.397971, -77.536567, -77.536567, -77.536567, -77.513323, -81.68512700000001, -73.839054, -88.10647900000001, -88.10647900000001, -71.121163, -73.94958199999999, -73.94958199999999, -73.94958199999999, -73.94958199999999, -73.94958199999999, -97.841414, 19.040471, -74.734052, -87.95564, 127.094125, -77.275469, -122.366082, -79.437799, -87.918392, 29.066764000000003, 129.06259, -71.130574, -82.150111, -121.35330900000001, -86.118043, -79.075289, -79.075289, -85.076611, -96.890282, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -78.781192, -111.75756100000001, -104.858426, -7.293702000000001, -104.876923, -104.876923, -104.876923, -81.386501, -81.386501, -111.84086, -111.84086, -111.84086, -77.430512, -77.430512, 116.45711999999999, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.055844, -79.940273, -81.63328100000001, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -80.843127, -78.476678, -74.383762, 104.061278, 104.061278, -75.030726, -76.24668, -80.562848, -75.61686800000001, -90.574203, -87.624421, -87.624421, -87.624421, -87.624421, 100.988962, 127.730465, -84.51246, -77.27942900000001, -76.942918, -82.836411, -81.693445, -77.38683499999999, -73.770953, -76.898306, -119.702919, -76.650284, -76.650284, -80.18180799999999, -89.664527, -104.82534799999999, -76.858205, -83.00070600000001, -83.00070600000001, -80.579511, -80.579511, -71.537022, -105.305499, 115.771746, -73.40080999999999, -96.98818299999999, -122.794331, -80.23500899999999, -80.265342, -80.265342, -89.776195, -89.776195, -81.80399200000001, -74.513764, -73.959304, -76.687467, -90.42985, -122.032252, -122.032252, -118.03993700000001, 13.043, 127.384576, 127.384576, 121.63886799999999, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -73.469287, null, -80.284109, -80.284109, -80.284109, -80.284109, -81.02283299999999, 144.837839, -87.844512, -80.099631, -80.07282, -73.963471, -104.984703, -104.984703, -104.984703, -83.056737, -73.33623, -73.33623, -69.16282199999999, -71.282834, 55.296195999999995, -84.14410500000001, -84.14410500000001, -84.14410500000001, -84.14410500000001, -84.14410500000001, -77.328038, -76.660519, -78.898619, -78.898619, -78.898619, -78.898619, -78.898619, -78.898619, -78.48279000000001, -82.581705, -73.86513599999999, -73.105856, 3.385612, -93.350122, -80.131724, -98.16245, -74.39451700000001, -74.39451700000001, -97.464904, -88.12694599999999, -106.501349, -97.370576, -121.371618, -76.71371500000001, -76.71371500000001, -76.798307, -118.501617, -72.591755, -104.98796399999999, -84.141072, -73.11095999999999, -123.15238400000001, -90.627904, -87.693046, -93.566345, -123.341398, -77.306373, -77.306373, -77.306373, -77.306373, -73.37486, -122.03996599999999, -73.37486, 73.092325, -96.78982099999999, -72.832043, -108.208919, -78.87870600000001, -78.87870600000001, -78.87870600000001, -78.87870600000001, -78.87870600000001, -84.454926, -78.87870600000001, -5.013348000000001, -83.723602, -79.7677, -79.7677, -79.7677, -90.322614, -97.09695500000001, -123.11143999999999, -77.143676, -77.143676, -105.06680800000001, -105.06680800000001, -80.14337900000001, -80.945076, -80.945076, -80.945076, -81.87230799999999, -97.332746, -97.332746, -86.86769100000001, -74.535155, -77.46054000000001, -77.46054000000001, -121.98857199999999, -121.98857199999999, -121.98857199999999, -121.98857199999999, -119.71484, -96.823612, -108.39563500000001, -117.92941599999999, -117.92941599999999, -76.92303100000001, 139.325183, -77.61414, -82.324798, -83.824066, -82.324798, -77.20137, -77.20137, -73.634305, -73.634305, -77.27165, -94.942438, -72.60814599999999, -105.2211, -77.992765, -71.685624, -79.400576, -118.523141, -108.55073200000001, -86.1142, -88.041219, -83.95574, -77.28831600000001, -79.791975, -79.791975, -79.791975, -79.791975, -77.366354, -73.62846, -73.62846, -73.62846, -90.179528, -104.950814, -104.950814, 113.259001, 113.533051, -72.681762, 126.98816599999999, 127.103348, 127.103348, -117.968675, 127.40598999999999, 116.199546, 116.199546, -78.828078, 119.479685, 105.67556299999998, 105.67556299999998, 114.186029, -73.97986, -88.049521, -77.423412, -77.423412, -77.423412, -118.39591000000001, -77.385948, -97.195838, -80.27810600000001, -80.27810600000001, -73.525125, -80.005318, -80.005318, -83.159611, -83.159611, -122.37941599999999, -79.099735, -74.626824, -122.37941599999999, -122.37941599999999, 106.702145, -74.032375, -75.6966, -75.6966, -70.59311, -74.184032, -74.184032, -74.184032, 114.16281299999999, -157.855676, -73.80874399999999, -76.820512, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -81.440667, -95.262155, 114.185267, -80.842848, -82.020137, -76.493298, 127.44291299999999, -70.841158, -81.18249, -117.82598200000001, -117.82598200000001, -117.82598200000001, 28.965165000000002, 28.965165000000002, 28.965165000000002, 28.965165000000002, 28.965165000000002, -76.496802, 27.144474, -81.655651, 10.617902, -73.53984799999999, -73.53984799999999, -73.53984799999999, 120.75120600000001, 120.01094499999999, 28.049721999999996, 28.049721999999996, -84.274733, -157.743326, -157.743326, 44.052896000000004, 35.5666, 85.314888, -95.824396, -95.824396, -95.824396, -94.36216999999999, -97.251857, -84.61549000000001, -84.61549000000001, -119.137234, -122.557212, -80.07365300000001, -114.363662, 32.53565, 30.134538, -88.047853, -75.67600999999999, -77.17535600000001, -82.561819, -83.921026, 101.700953, 120.94823000000001, 133.776957, -84.49537600000001, -118.010709, 74.322852, 74.322852, -87.840625, -81.338881, -122.67065, -80.062673, -80.062673, -81.949804, -93.243279, -105.084204, -82.432342, -82.457594, -73.751798, -73.751798, -115.149225, -115.149225, -115.149225, -115.149225, -76.84830600000001, -83.987962, -83.987962, -83.987962, -94.9228, -94.382172, -77.564545, -77.564545, -81.538985, -83.010184, -96.994174, -71.2245, -84.497039, -84.497039, -84.497039, -80.253384, -84.497039, -94.418937, -74.575148, -88.074787, -96.937505, -92.28959499999999, -74.314871, -117.24586000000001, -0.127647, -0.127647, -0.127647, -0.127647, -78.733074, -94.740489, -81.349278, -77.22776, -122.116578, -122.116578, -122.116578, -118.24394099999999, -118.24394099999999, -121.97468, -121.97468, -77.63634300000001, -85.341961, -80.122201, -80.122201, -101.855166, 75.89291999999999, -94.72885600000001, -94.72885600000001, -82.461483, -82.461483, -82.461483, 120.259367, 118.285941, -83.632402, -90.004082, -86.567509, -89.38376099999999, -83.105203, -3.703582, -77.469711, -90.091894, -73.699575, -73.699575, -104.917873, -75.976863, 5.782666000000001, -93.45610500000001, -74.273481, -74.273481, 126.91275900000001, -70.857825, 2.076452, -84.549615, -85.659144, -79.400607, -119.903659, -84.309939, -84.309939, -73.455124, -80.72368, -80.72368, -98.230082, -77.177633, -77.177633, -75.387693, -75.387693, -80.32644, -90.05162800000001, -90.05162800000001, -74.600714, -87.982297, -87.982297, -122.22763799999998, -80.663698, -111.83126399999999, -99.13320999999999, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.193659, -80.12727, -1.234405, -78.203884, -77.649268, -122.22106299999999, -74.306907, -72.996215, -93.265469, -93.265469, -93.265469, -80.334721, -73.981526, -74.209034, -86.300648, -74.383763, -80.818299, -118.88204099999999, -122.12956000000001, -79.955897, -79.955897, -74.244312, -74.481011, 37.342603999999994, -74.890999, -74.890999, -79.862585, -79.862585, -73.029549, -86.752211, -74.43293100000001, -76.178268, 72.832711, 72.832711, -88.00396500000001, -87.512541, -86.444693, 118.79160700000001, 118.79160700000001, -88.147867, -88.147867, -81.79481, -81.79481, -86.774353, -86.774353, -86.774353, -86.774353, -75.858264, -71.23599, -77.04411400000001, -77.04411400000001, 77.215956, 77.215956, 77.215956, 77.215956, -72.92505200000001, -74.951278, -73.687908, -90.070116, -74.497377, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -74.17236700000001, -118.910652, -117.92943999999999, -117.835158, -76.45052, -75.400763, -86.491453, 8.503144, -86.669441, -84.213531, -75.339905, -77.26498199999999, -123.07234299999999, -79.449117, -82.629896, -87.784502, -77.300647, -77.300647, -79.66654799999999, -82.554028, -111.97384299999999, -84.42818299999999, -73.453179, -73.991249, -95.937873, -117.870493, -89.38427800000001, -111.694468, -122.179689, -81.379046, -81.379046, -83.64326899999999, -94.670792, -94.670792, -94.670792, -93.226108, -76.796299, -1.2583030000000002, -1.25, -73.53203, -81.245657, -88.03424, -80.320996, -122.16344699999999, -122.16344699999999, -111.9556, -111.9556, -111.9556, -111.9556, -111.9556, 2.351499, 2.351499, 2.351499, -74.040696, -80.23727, -76.550697, -95.28643000000001, -117.572503, -75.16359, -112.075672, -75.514913, -79.990086, -79.990086, -79.990086, -77.515298, -74.60043399999999, -96.69251, -96.69251, -96.69251, -96.69251, -80.257861, -80.257861, -121.874679, -121.874679, -121.874679, 37.772693, -80.124767, -81.385638, -73.04732800000001, -118.552838, -118.552838, -122.674195, -122.674195, -122.674195, -122.674195, -122.674195, -122.674195, -77.208905, -73.92841, -117.03586499999999, -117.03586499999999, -90.972045, -68.015862, -74.659296, -74.659296, -74.659296, -74.659296, -74.659296, -71.412834, -95.316914, -104.60914100000001, 73.932568, -75.341567, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -74.632936, -73.383453, -122.12387700000001, -77.357974, -96.729721, -77.43428, -74.147961, -73.49817900000001, -73.49817900000001, -73.49817900000001, -73.57818, -74.589591, -77.615214, -92.463021, -92.463021, -92.463021, -81.02507800000001, -77.152757, -73.64124100000001, -94.118537, -93.12611, -73.647351, -73.647351, -84.360022, 176.25292199999998, -78.926397, -97.64840699999999, -97.64840699999999, -97.64840699999999, -83.144648, -80.223384, -80.223384, -73.684294, -73.683462, -70.442829, -81.31451700000001, -90.48236800000001, -81.283904, -81.414547, -90.197889, -93.10150300000001, -93.10150300000001, -82.679266, -82.679266, -111.890431, -111.890431, -111.890431, -100.45458, -98.49514, -122.26615, -117.16277099999999, -117.16277099999999, -117.16277099999999, -117.16277099999999, -122.41927, -122.41927, -55.938933999999996, -55.938933999999996, -121.890583, -121.890583, -97.94058299999999, -122.33305700000001, -100.402271, -122.53108700000001, -121.97801499999998, -121.97801499999998, -111.83345, -119.697024, -105.9378, -118.486974, -118.486974, -122.714431, -86.228832, -46.633382, -46.633382, -46.633382, -122.02301499999999, -122.02301499999999, -71.4245, -81.099834, -81.099834, -81.099834, -73.763532, -73.763532, -73.763532, -74.389873, -111.89923600000002, -111.89923600000002, -111.89923600000002, -111.89923600000002, -111.89923600000002, -122.33006200000001, 27.837353000000004, 126.978291, 126.978291, 126.978291, 126.978291, 126.978291, 126.978291, 126.978291, 126.978291, 126.978291, -81.53706700000001, 121.48889199999999, 121.48889199999999, 121.48889199999999, 121.48889199999999, 121.48889199999999, 121.48889199999999, 121.48889199999999, 121.48889199999999, 55.782251, -71.178663, -71.178663, 114.054533, 114.054533, 114.054533, 114.054533, -71.369781, -74.325427, -77.026088, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, 103.85203800000001, -88.148404, -86.250007, -71.524509, -73.283449, -89.644369, -77.187037, -88.829854, -74.14960500000001, -80.88729599999999, -76.314441, -92.813498, -97.058572, -84.14575, -84.14575, -95.634946, -95.634946, -95.634946, -95.634946, -77.402743, -80.34146899999999, -84.0713, -77.119117, -94.96995600000001, 121.5637, 121.5637, 121.5637, 121.5637, 121.5637, -84.28093299999999, -82.458444, -82.458444, -82.458444, -105.573066, -82.77740899999999, -118.55336899999999, 69.278708, -117.14736599999999, -73.962915, 117.198079, 117.198079, -83.177975, 139.510395, -83.51272800000001, -79.384901, -118.340629, -76.614734, -82.443455, -84.216813, -110.926476, -110.926476, -110.926476, -95.99291099999999, -117.82616599999999, -117.82616599999999, -83.278485, -117.272543, -117.272543, -122.674456, -122.674456, -79.282249, -87.979519, -80.39754, -86.750381, -77.408879, -77.265158, 16.372504, -77.265158, -87.977485, -75.34907700000001, -76.24668, -76.24668, -76.24668, -78.510343, -76.910658, -77.351928, -80.141712, -77.795367, -74.359875, -77.03664599999999, -72.362029, -77.61154, -84.136205, -80.743402, -71.360672, -75.387862, -80.241436, -75.605964, -80.053375, -87.900615, -74.347372, -71.437841, -73.596395, -71.303113, -80.403102, -80.403102, -71.303113, -73.357895, -73.357895, -73.357895, -80.055891, -80.055891, -105.077206, -73.369843, -74.417097, -73.76290999999999, -72.263968, -81.418447, -77.944711, -75.546589, -75.546589, -81.53455500000001, -122.804427, -80.24414399999999, -80.24414399999999, -81.28850899999999, -74.105977, -121.773328, -97.205005, -97.205005, -71.802293, 120.29545300000001, 119.436576, 119.436576, -90.405647, 139.572196, 127.17760200000001, -117.825594, -121.61691100000002, -114.47590500000001, 110.404598, 110.404598, -86.261937], \"marker\": {\"color\": \"#636efa\", \"opacity\": 0.8}, \"mode\": \"markers\", \"name\": \"None\", \"showlegend\": true, \"subplot\": \"mapbox\", \"type\": \"scattermapbox\"}, {\"hovertemplate\": \"greek_council=Fraternity<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>\", \"lat\": [35.084103000000006, 40.602206, 34.070958000000005, 41.126484999999995, 35.60095, 33.749099, 33.749099, 30.271129, 47.65526, 47.65526, 39.290861, 40.706409, 40.466771, 40.654081, 37.872704, 42.558426000000004, 26.358689000000002, 26.358689000000002, 4.598048, 43.61656, 40.014986, 40.852786, 43.060567, 40.303959000000006, 37.584103000000006, 34.144664, 35.788297, 35.788297, 35.788297, 39.579155, 35.9132, 35.9132, 35.9132, 35.9132, 32.787601, 35.227087, 35.227087, 35.227087, 35.227087, 38.029306, 40.740934, 42.330653000000005, 38.993207, 32.880959999999995, 35.486803, 32.4979, 41.282198, 41.033431, 18.040362, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 32.776272, 26.075729, 30.325565, 52.074946000000004, 39.739154, 42.245931, 34.002857, 34.002857, 34.002857, 35.994033, 35.994033, 35.994033, 35.994033, 40.876765, 44.854686, 44.854686, 38.502553999999996, 41.165287, 40.88371, 40.731786, 35.052993, 35.052993, 40.512326, 40.550853000000004, 41.07999, 41.07999, 32.753177, 32.753177, -10.456657, 41.85371, 33.150674, 59.907256000000004, 40.040667, 42.207039, 36.072635999999996, 35.612660999999996, 34.851354, 35.612660999999996, 41.026486, 41.026486, 41.026486, 41.026486, 39.61721, 40.968987, 42.500091999999995, 40.013166999999996, 38.603921, 35.439826000000004, 42.241766999999996, 22.279328, 33.350653, 29.758938, 29.758938, 29.758938, 29.758938, 35.410714, 34.677972, 34.085736, 40.792044, 26.926705, 26.926705, 34.023434, 39.844077, 24.562557, 34.19983, 33.594876, 33.594876, 36.166286, 36.166286, 33.027619, 33.956215, 33.956215, 54.653113, 40.868988, 34.56178, 40.336777000000005, 40.795934, 40.875932, 51.507321999999995, 51.507321999999995, 42.988096999999996, 39.536644, 34.054394, 34.054394, 39.439552, 40.797878999999995, 33.895084000000004, 40.315388, 39.891225, 40.680656, 25.788144, 39.449556, 39.449556, 42.249544, 40.825933, 40.797021, 41.204262, 35.561825, 32.794065, 26.142035999999997, 59.869577, 28.613896999999998, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 33.617009, 37.016827, 40.229068, 26.672867, 41.117596999999996, 43.447410999999995, 27.171393, 25.622042, 37.442156, 37.442156, 33.542801000000004, 36.302002, 39.266742, 29.563976, 30.421309, 33.446768, 39.374503999999995, 40.441694, 40.441694, 43.090959000000005, 40.633714000000005, 40.633714000000005, 33.013676000000004, 37.662431, 26.237859999999998, 41.001764, 40.825656, 39.018045, 39.018045, 40.15784, 40.31733, 41.040931, 42.252877000000005, 35.780398, 35.780398, 33.748922, 42.52565, 38.958402, 41.281484000000006, 41.033708000000004, 39.084005, 34.257038, 40.788712, 40.980821, 40.980821, 40.980821, 38.627272999999995, 38.627272999999995, 29.4246, 29.4246, 29.4246, 37.336191, 37.973535, 37.354113, 34.01956, 40.96908, 31.225344, 40.747879, 40.747879, 40.747879, 41.061671999999994, 40.384924, 40.747496999999996, 45.931478000000006, 41.600544, 38.188094, 39.924227, 40.583456, 36.115631, 34.148399, 41.115137, 51.399774, 37.368829999999996, 26.148245000000003, 34.05149, 39.902057, 27.94776, 28.147789000000003, 28.147789000000003, 40.289072999999995, 27.638716, 17.964098999999997, 40.037332, 40.248315000000005, 38.894954999999996, 38.065228999999995, -41.288764, 39.959721, 41.762045, 40.798711, 26.715343, 40.658991, 26.103632, 26.103632, 26.103632, 41.141486, 41.141486, 37.692236, 34.225728000000004, 34.225728000000004, 28.49447, 42.108083, 36.099817, 40.226467, 40.002851], \"legendgroup\": \"Fraternity\", \"lon\": [-106.650985, -75.47127900000001, -84.274733, -73.714019, -82.554016, -84.390185, -84.390185, -97.74369899999999, -122.535086, -122.535086, -76.610807, -74.549272, -74.660714, -73.528588, -122.464417, -71.268947, -80.08309799999999, -80.08309799999999, -74.076087, -116.20083500000001, -105.270546, -73.839054, -88.10647900000001, -80.086721, -122.366082, -118.644097, -78.781192, -78.781192, -78.781192, -104.876923, -79.055844, -79.055844, -79.055844, -79.055844, -79.940273, -80.843127, -80.843127, -80.843127, -80.843127, -78.476678, -74.383762, -71.162276, -77.074383, -97.155012, -80.860074, -117.10338999999999, -73.71417, -73.59957, -66.547664, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -96.796856, -80.284109, 78.043681, 4.26968, -104.984703, -71.282834, -84.14410500000001, -84.14410500000001, -84.14410500000001, -78.898619, -78.898619, -78.898619, -78.898619, -73.324561, -93.470786, -93.470786, -90.627904, 28.883045000000003, -74.305982, -73.44815799999999, -78.87870600000001, -78.87870600000001, -74.859332, -105.06680800000001, -85.138601, -85.138601, -97.332746, -97.332746, -67.25622, -71.758125, -96.823612, 10.528389, -75.279071, -71.685624, -79.791975, -77.366354, -82.398488, -77.366354, -73.62846, -73.62846, -73.62846, -73.62846, -104.950814, -73.71263, -71.582844, -75.294352, -122.88043600000002, -95.981943, -70.889768, 114.16281299999999, -86.883367, -95.36769699999999, -95.36769699999999, -95.36769699999999, -95.36769699999999, -80.842848, -86.455462, -81.18249, -73.53984799999999, -80.122091, -80.122091, -84.61549000000001, -75.711221, -81.772437, -118.200524, -117.688207, -117.688207, -115.149225, -115.149225, -96.434152, -83.987962, -83.987962, -2.697959, -74.208201, -82.075292, -74.047084, -74.314871, -73.597071, -0.127647, -0.127647, -81.24602900000001, -104.885521, -118.24394099999999, -118.24394099999999, -76.615548, -73.699575, -118.400015, -74.246256, -74.921832, -73.47429100000001, -80.12727, -75.716321, -75.716321, -71.066161, -74.209034, -74.481011, -73.727076, -78.678622, -79.862585, -81.79481, 10.528392, 77.215956, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -117.92943999999999, -76.45052, -74.932295, -81.884085, -73.40789699999999, -79.66654799999999, -80.284222, -80.320996, -122.16344699999999, -122.16344699999999, -111.9556, -88.326711, -81.561513, -95.28643000000001, -87.216915, -112.075672, -76.722729, -79.990086, -79.990086, -77.515298, -74.407374, -74.407374, -96.69251, -121.874679, -80.124767, -73.665683, -73.69818599999999, -77.208905, -77.208905, -83.075187, -74.619879, -73.714575, -71.00227, -78.639099, -78.639099, -118.367911, -71.095331, -77.357974, -73.49817900000001, -73.57818, -77.152757, -85.164673, -73.647351, -73.684294, -73.684294, -73.684294, -90.197889, -90.197889, -98.49514, -98.49514, -98.49514, -121.890583, -122.53108700000001, -121.955174, -118.486974, -73.763532, 121.48889199999999, -74.325427, -74.325427, -74.325427, 28.984261, -74.520475, -74.263538, -66.646736, -72.878294, -77.674175, -83.808817, -74.14960500000001, -97.058572, -118.396188, -74.149395, -0.631818, -122.03635, -80.328886, -84.0713, -75.349912, -82.458444, -82.77740899999999, -82.77740899999999, -74.09279699999999, -80.39754, 102.613371, -75.34907700000001, -75.159002, -77.03664599999999, -78.905888, 174.777224, -75.605964, -72.74204, -74.239035, -80.053375, -74.347372, -80.403102, -80.403102, -80.403102, -73.357895, -73.357895, -97.33754499999999, -77.944711, -77.944711, -81.53455500000001, -87.735895, -80.24414399999999, -78.36668, -75.270747], \"marker\": {\"color\": \"#EF553B\", \"opacity\": 0.8}, \"mode\": \"markers\", \"name\": \"Fraternity\", \"showlegend\": true, \"subplot\": \"mapbox\", \"type\": \"scattermapbox\"}, {\"hovertemplate\": \"greek_council=Sorority<br>latitude=%{lat}<br>longitude=%{lon}<extra></extra>\", \"lat\": [33.103173999999996, 34.070958000000005, 34.070958000000005, 40.589234000000005, 42.268157, 42.081268, 40.593416999999995, 37.461327000000004, 33.749099, 33.749099, 33.749099, 39.729432, 30.271129, 30.271129, 30.271129, 42.153914, 25.887595, 39.905963, 47.614422, 37.872704, 40.044831, 40.044831, 38.984827, 38.984827, 38.984827, 34.07362, 39.802336, 42.583645000000004, 39.232007, 26.358689000000002, 29.794664, 40.014986, 27.498928000000003, 36.032569, 41.145651, 42.350097, 43.060567, 40.650104, 40.650104, 42.886717, -43.494176, 43.563696, 33.158093, 35.788297, 35.788297, 33.306674, 35.9132, 41.15954, 41.15954, 41.15954, 41.15954, 32.787601, 35.227087, 35.227087, 35.227087, 38.029306, 42.976973, 35.650711, 36.021526, 40.871487, 39.96226, 32.460976, 35.408752, 35.088696, 25.690552, 27.800254, 37.925481, 37.925481, 33.988717, 32.776272, 32.776272, 32.776272, 41.078708, 41.078708, 35.633471, 40.310004, 40.310004, 40.310004, 35.994033, 35.994033, 35.994033, 35.994033, 43.018390999999994, 40.427884000000006, 41.660379, 40.642047999999996, 38.774283000000004, 44.854686, 55.949563, 35.806546000000004, 41.899475, 33.036986999999996, 40.360665000000004, 38.846224, 41.294307, 39.788610999999996, 38.882334, 26.640628000000003, 35.924864, 33.870822, 35.262082, 35.714259000000006, 39.173162, 37.665978, 43.319727, 40.068119, 47.504884999999994, 40.800657, 36.072635999999996, 36.072635999999996, 34.851354, 34.851354, 35.612660999999996, 35.612660999999996, 35.612660999999996, 41.026486, 41.026486, 39.61721, 18.366920999999998, 40.184275, 41.999472, 37.545519, 35.73319, 35.955692, 36.075418, 39.768333, 33.685697, 41.009633, 40.792044, 40.792044, 40.792044, 41.25877, 25.696835, 43.677568, 34.19983, 33.522526, 49.250004, 42.447318, 33.981537, 33.890104, 34.746481, 37.538509000000005, 51.507321999999995, 51.507321999999995, 51.507321999999995, 51.507321999999995, 51.507321999999995, 40.588512, 40.785933, 37.379063, 34.054394, 34.054394, 34.054394, 39.439552, 39.439552, 33.895084000000004, 42.033433, 40.731212, 33.952847, 38.934289, 28.083627000000003, 40.793432, 35.149021999999995, 37.453827000000004, 25.774266, 25.774266, 25.774266, 37.506267, 42.249544, 43.034993, 35.643053, 44.9773, 40.825933, 37.236333, 37.834711, 33.500938, 18.952379999999998, 36.16223, 41.146763, 41.146763, 29.949932, 40.745378, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 40.730599, 41.489983, 30.522651, 35.550886, 33.941213, 33.941213, 25.933149, 42.129688, 40.638714, 42.721839, 28.542118, 38.982228000000006, 39.401075, 26.627979999999997, 37.442156, 33.542801000000004, 48.856609999999996, 48.856609999999996, 48.856609999999996, 37.854217999999996, 34.147645000000004, 39.995619, 39.995619, 40.32844, 43.080565, 40.441694, 33.013676000000004, 26.126526000000002, 37.662431, 47.690529999999995, 30.239687, 40.825656, 39.018045, 39.018045, 41.208707000000004, 40.349274, 40.349274, 40.349274, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 35.780398, 33.640855, 40.586356, 44.859511, 44.023327, 42.084194000000004, 40.788712, 40.980821, 40.980821, 38.581571999999994, 38.627272999999995, 44.950404, 44.950404, 35.670973, 37.498207, 32.717421, 35.399327, -27.436415000000004, 37.336191, 37.973535, 37.779927, 33.749495, 34.409811, 34.01956, 43.049876, 27.336434999999998, 40.96908, 40.96908, 35.292351000000004, 41.316486, 35.121462, 1.290453, 40.567508000000004, 42.30565, 40.153513000000004, 51.434012, 41.05343, 41.05343, 40.71819, 30.438083000000002, 27.94776, 27.94776, 43.652921, 44.760644, 35.082104, 33.745851, 40.779546, 40.66427, 45.630695, 49.260894, 49.260894, 34.536107, 38.901301000000004, 42.326914, 42.506484, 40.683712, 40.860222, 40.248315000000005, 40.637879999999996, 42.007595, 45.365676, 40.788009, 26.715343, 42.366763, 42.366763, 26.103632, 41.201156, 41.141486, 40.626456, 33.974893, 34.225728000000004, 34.225728000000004, 39.745946999999994, 41.195374, 40.477482, 36.099817, 28.600063000000002, 41.364538, 37.429939000000005, 37.429939000000005, 27.493371999999997], \"legendgroup\": \"Sorority\", \"lon\": [-96.67055, -84.274733, -84.274733, -80.22506, -83.731229, -87.98006600000001, -73.789546, -122.19774299999999, -84.390185, -84.390185, -84.390185, -104.83192, -97.74369899999999, -97.74369899999999, -97.74369899999999, -88.136189, -80.131156, 116.391248, -122.19233700000001, -122.464417, -75.438805, -75.438805, -77.094646, -77.094646, -77.094646, -118.400356, -75.06406, -83.245488, -84.378282, -80.08309799999999, -98.73196999999999, -105.270546, -82.57481899999999, -86.782523, -73.823746, -71.156442, -88.10647900000001, -73.94958199999999, -73.94958199999999, -78.878392, 171.809845, -70.200047, -117.350594, -78.781192, -78.781192, -111.84086, -79.055844, -73.76485500000001, -73.76485500000001, -73.76485500000001, -73.76485500000001, -79.940273, -80.843127, -80.843127, -80.843127, -78.476678, -78.592038, -78.456391, -80.381998, -73.456788, -83.00070600000001, -84.987709, -80.579511, -92.442101, -80.23500899999999, -97.395574, -122.527475, -122.527475, -83.89795699999999, -96.796856, -96.796856, -96.796856, -73.469287, -73.469287, -80.115881, -75.130484, -75.130484, -75.130484, -78.898619, -78.898619, -78.898619, -78.898619, -78.696697, -74.415984, -71.45589100000001, -73.669575, -76.07633, -93.470786, -3.191497, -77.863315, -87.940342, -117.291982, -74.038195, -77.306373, -73.37486, -82.641888, -77.171091, -81.87230799999999, -86.86769100000001, -117.92941599999999, -81.1873, -83.510164, -77.27165, -77.506374, -87.953423, -82.519604, -111.29189099999999, -73.728465, -79.791975, -79.791975, -82.398488, -82.398488, -77.366354, -77.366354, -77.366354, -73.62846, -73.62846, -104.950814, -66.11395, -75.256288, -88.145073, -77.423412, -81.341201, -80.005318, -79.099735, -86.15835, -117.82598200000001, 28.965165000000002, -73.53984799999999, -73.53984799999999, -73.53984799999999, -73.685385, -80.163526, -72.779825, -118.200524, -117.707553, -124.07161299999999, -71.2245, -81.236211, -84.142972, -92.28959499999999, -77.43428, -0.127647, -0.127647, -0.127647, -0.127647, -0.127647, -73.657861, -74.780164, -122.116578, -118.24394099999999, -118.24394099999999, -118.24394099999999, -76.615548, -76.615548, -118.400015, -71.21894, -74.273481, -84.549615, -77.177633, -80.608109, -73.415121, -90.05162800000001, -122.18218700000001, -80.193659, -80.193659, -80.193659, -77.649268, -71.066161, -87.92249699999999, 139.739881, -93.265469, -74.209034, -121.99245800000001, -122.12956000000001, -86.752211, 72.832711, -86.774353, -73.494845, -73.494845, -90.070116, -74.497377, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -73.986581, -71.313771, -86.491453, -97.548932, -84.213531, -84.213531, -80.16254599999999, -87.83054200000001, -73.64013, -84.42818299999999, -81.379046, -94.670792, -76.796299, -80.44941700000001, -122.16344699999999, -111.9556, 2.351499, 2.351499, 2.351499, -90.51818, -118.144478, -82.674334, -82.674334, -74.790718, -88.261204, -79.990086, -96.69251, -80.257861, -121.874679, -114.16376100000001, -81.385638, -73.69818599999999, -77.208905, -77.208905, -73.574848, -74.659296, -74.659296, -74.659296, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -78.639099, -117.603104, -122.391675, -92.62659000000001, -92.463021, -88.013127, -73.647351, -73.684294, -73.684294, -121.4944, -90.197889, -93.10150300000001, -93.10150300000001, -80.474226, -122.26615, -117.16277099999999, -78.815853, -55.938933999999996, -121.890583, -122.53108700000001, -121.97801499999998, -117.873221, -119.697024, -118.486974, 141.334297, -82.530653, -73.763532, -73.763532, -81.535646, -73.093164, -85.374961, 103.85203800000001, -74.61895600000001, -71.524509, -74.029394, -0.5110439999999999, -73.53873399999999, -73.53873399999999, -74.359216, -84.28093299999999, -82.458444, -82.458444, -79.384901, -85.61653000000001, -77.086338, -117.82616599999999, -74.023751, -73.708464, -122.674456, -123.11393799999999, -123.11393799999999, -117.291156, -77.265158, -71.23022399999999, -71.07283100000001, -73.510126, -74.972049, -75.159002, -74.450986, -72.970659, -122.61231399999998, -74.014276, -80.053375, -71.303113, -71.303113, -80.403102, -73.38052900000001, -73.357895, -80.055891, -118.033697, -77.944711, -77.944711, -75.546589, -73.437899, -104.901362, -80.24414399999999, -81.342744, -74.105977, -122.253856, -122.253856, -81.79591500000001], \"marker\": {\"color\": \"#00cc96\", \"opacity\": 0.8}, \"mode\": \"markers\", \"name\": \"Sorority\", \"showlegend\": true, \"subplot\": \"mapbox\", \"type\": \"scattermapbox\"}],\n",
       "                        {\"legend\": {\"title\": {\"text\": \"greek_council\"}, \"tracegroupgap\": 0}, \"mapbox\": {\"center\": {\"lat\": 35.878083617951674, \"lon\": -67.23469565189873}, \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"style\": \"open-street-map\", \"zoom\": 8}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('8d6f9cd9-2396-4d71-b7e9-9a019ec1df38');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a map to view geographical distribution of students, colored by council involvement\n",
    "import plotly.express as px\n",
    "\n",
    "fig = px.scatter_mapbox(\n",
    "    df, \n",
    "    lat='latitude', \n",
    "    lon='longitude', \n",
    "    color='greek_council', \n",
    "    opacity=0.8)\n",
    "fig.update_layout(mapbox_style='open-street-map')\n",
    "fig.show()\n",
    "\n",
    "# Map is zoomed in by default, zoom out to view countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Null Value Resolution**  \n",
    "Data regarding high school financials or other statistics is frequently omitted in the case of international and private high schools due to lack of information accessibility or relevance. In these specific cases, the original authors of the dataset use the phrase \"Data not available\" to signal this in conjunction with `np.NaN` for other missing values.   \n",
    "\n",
    "The presence of this string prevents casting columns to the float datatype, so it must be reconciled before feature engineering and imputation. \"Data not available\" will be globally replaced with `np.NaN` and treated as such. These values will be imputed like all other missing values in the modeling pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_engineering(X):\n",
    "    \n",
    "    # Avoid warnings from changes to original data structure\n",
    "    df = X.copy()\n",
    "    \n",
    "    # Replace \"Data not available\" with np.Nan\n",
    "    df = df.replace({\"Data not available\" : np.NaN})\n",
    "        \n",
    "    # Convert 'tuition' to float\n",
    "    df['tuition'] = df['tuition'].str.replace(\",\",\"\").astype(float)\n",
    "        \n",
    "    # Convert 'free_lunch_percent' to float\n",
    "    df['free_lunch_percent'] = df['free_lunch_percent'].astype(float)\n",
    "        \n",
    "    # Consolidate Sorority/Fraternity and map to binary classification\n",
    "    df['greek'] = df['greek_council'].map({'None':'No', 'Sorority':'Yes', 'Fraternity':'Yes'})\n",
    "    \n",
    "    # Fix errors in 'Sports Team', Reengineer to genderless\n",
    "    df['sports_team'] = df['sports_team'].str.replace('Fooball', 'Football')\n",
    "    df['sports'] = df['sports_team']\n",
    "    df['sports'] = df['sports'].str.lstrip(\"Men's \")\n",
    "    df['sports'] = df['sports'].str.lstrip(\"Women's \")\n",
    "    df['sports'] = df['sports'].str.replace('restling', 'Wrestling')\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "greek_council          object\n",
       "greek_organization     object\n",
       "city                   object\n",
       "state                  object\n",
       "country                object\n",
       "latitude              float64\n",
       "longitude             float64\n",
       "free_lunch_percent    float64\n",
       "public_private         object\n",
       "domestic_school        object\n",
       "boarding               object\n",
       "religion               object\n",
       "school_gender          object\n",
       "tuition               float64\n",
       "sports_team            object\n",
       "scholarship            object\n",
       "greek                  object\n",
       "sports                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Execute feature engineering function\n",
    "df = feature_engineering(df)\n",
    "\n",
    "# Ensure proper dtypes were cast\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None            1561\n",
       "Football          24\n",
       "Track             23\n",
       "Soccer            20\n",
       "Lacrosse          20\n",
       "Fencing           16\n",
       "Swimming          14\n",
       "Baseball          13\n",
       "Rowing            13\n",
       "Wrestling          8\n",
       "Basketball         7\n",
       "Field Hockey       7\n",
       "Golf               5\n",
       "Tennis             4\n",
       "Volleyball         4\n",
       "Name: sports, dtype: int64"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ensure proper string edits occurred\n",
    "df['sports'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No     1151\n",
       "Yes     588\n",
       "Name: greek, dtype: int64"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check new target feature mapping\n",
    "df['greek'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Subsetting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create train, validation, and test subsets of data for modeling by using train_test_split() twice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1391, 18), (348, 18))"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split df into train and test sets\n",
    "train, test = train_test_split(df, test_size=0.20, random_state=20)\n",
    "train.shape, test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1043, 18), (348, 18))"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split train into train and validation sets\n",
    "train, val = train_test_split(train, random_state=20)\n",
    "train.shape, val.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Feature Exclusions**:  \n",
    "`greek`: Classification target  \n",
    "`greek_council`: Re-engineered to binary classification, `greek` is used instead as target   \n",
    "`greek_organization`: Would introduce data leakage  \n",
    "`city`: Redundant with latitude and longitude  \n",
    "`state`: Redundant with latitude and longitude  \n",
    "`country`: Redundant with latitude and longitude  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Redundancy**  \n",
    "Not only do the features `city`, `state`, and `country` contain the same information as `latitude` and `longitude`, but they also hold the information in a format that is not numerical or in a geographically consistent system. All city, state, and country location information is inherently held in the corresponding latitude and longitude coordinates. Attempting to encode these columns would only result in a worse latitude/longitude coordinate system that is not geographically consistent.\n",
    "\n",
    "**Data Leakage**  \n",
    "The data in the `greek_organization` feature can not be used for modeling purposes. The values in this column are specific subdivisons of the original values in `greek_council`. Including this information would directly inform the model of the student classification, introducing data leakage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Organize data into feature matrices and target vectors\n",
    "\n",
    "# Feature matrix exclusions\n",
    "drop = ['greek', 'greek_council', 'greek_organization', \n",
    "        'city', 'state', 'country']\n",
    "\n",
    "# Target\n",
    "target = 'greek'\n",
    "\n",
    "# Train set\n",
    "X_train = train.drop(columns=drop)\n",
    "y_train = train[target]\n",
    "\n",
    "# Validation set\n",
    "X_val = val.drop(columns=drop)\n",
    "y_val = val[target]\n",
    "\n",
    "# Test set\n",
    "X_test = test.drop(columns=drop)\n",
    "y_test = test[target]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Majority Class Baseline Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No     0.656759\n",
       "Yes    0.343241\n",
       "Name: greek, dtype: float64"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get normalized values for each class entry\n",
    "train['greek'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "import category_encoders as ce\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy.stats import randint"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Model in pipeline**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create tree based model sklearn pipeline\n",
    "tree_pipeline = make_pipeline(\n",
    "    # Encode objects/categoricals\n",
    "    ce.OrdinalEncoder(),\n",
    "    # Impute null values\n",
    "    SimpleImputer(strategy='median'),\n",
    "    # Model using RandomForest\n",
    "    RandomForestClassifier(random_state=20, n_jobs=-1)\n",
    ")\n",
    "\n",
    "# Create hyperparameter dictionary for RandomizedSearchCV()\n",
    "param_distributions = {\n",
    "    'simpleimputer__strategy': ['mean', 'median'],\n",
    "    'randomforestclassifier__n_estimators': randint(50, 500),\n",
    "    'randomforestclassifier__max_depth': [15, 20, 25, 30, None],\n",
    "}\n",
    "\n",
    "# Use RandomizedSearchCV() to optimize hyperparameters\n",
    "# Instantiate the search object\n",
    "search = RandomizedSearchCV(\n",
    "    tree_pipeline,\n",
    "    param_distributions=param_distributions,\n",
    "    n_iter=20,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    verbose=0,\n",
    "    return_train_score=True,\n",
    "    n_jobs=-1,\n",
    "    random_state=20\n",
    ")\n",
    "\n",
    "# Perform tuning\n",
    "search.fit(X_train, y_train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best hyperparameters {'randomforestclassifier__max_depth': 15, 'randomforestclassifier__n_estimators': 155, 'simpleimputer__strategy': 'median'}\n",
      "Cross-validation Accuracy 0.6624907986750092\n"
     ]
    }
   ],
   "source": [
    "# Get optimized parameters\n",
    "print('Best hyperparameters', search.best_params_)\n",
    "print('Cross-validation Accuracy', search.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save optimized pipeline\n",
    "tree_pipeline = search.best_estimator_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Model outside of pipeline**\n",
    "\n",
    "Many visualization libraries do not yet support scikit-learn's pipeline, requiring the model be reconstructed outside of the pipeline. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
       "                       criterion='gini', max_depth=15, max_features='auto',\n",
       "                       max_leaf_nodes=None, max_samples=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, n_estimators=155,\n",
       "                       n_jobs=-1, oob_score=False, random_state=20, verbose=0,\n",
       "                       warm_start=False)"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate encoder and fit\n",
    "encoder = ce.OrdinalEncoder()\n",
    "X_train_encoded = encoder.fit_transform(X_train)\n",
    "X_val_encoded = encoder.transform(X_val)\n",
    "\n",
    "# Instantiate imputer and fit\n",
    "imputer = SimpleImputer(strategy='median')\n",
    "X_train_imputed = imputer.fit_transform(X_train_encoded)\n",
    "X_val_imputed = imputer.transform(X_val_encoded)\n",
    "\n",
    "\n",
    "# Instantiate Model using params from tuning\n",
    "model = tree_pipeline['randomforestclassifier']\n",
    "\n",
    "# Model Fit\n",
    "model.fit(X_train_imputed, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although not used to evaluate the model's performance, train accuracy is included to function as a rudimentary overfitting signal. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy: 0.9309683604985618\n"
     ]
    }
   ],
   "source": [
    "# Train accuracy score\n",
    "print('Train Accuracy:', tree_pipeline.score(X_train, y_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import roc_auc_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create function to return validation metrics\n",
    "def val_metrics(pipeline, X_val, y_val):\n",
    "    \"\"\"Calculates accuracy and roc auc scores, then prints\"\"\"\n",
    "    \n",
    "    # Get validation accuracy\n",
    "    val_accuracy = pipeline.score(X_val, y_val)\n",
    "    # Get list of predicted probabilities\n",
    "    y_pred_proba = pipeline.predict_proba(X_val)[:,-1]\n",
    "    # Calculate ROC AUC Score\n",
    "    val_roc = roc_auc_score(y_val, y_pred_proba)\n",
    "    \n",
    "    # Print\n",
    "    print('Validation Accuracy Score: ', val_accuracy)\n",
    "    print('Validation ROC AUC: ', val_roc) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Accuracy Score:  0.6637931034482759\n",
      "Validation ROC AUC:  0.6572033898305084\n"
     ]
    }
   ],
   "source": [
    "# Execute val_metrics to get accuracy and ROC AUC for validation set\n",
    "val_metrics(tree_pipeline, X_val, y_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Model Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import plot_confusion_matrix\n",
    "# Matplotlib settings\n",
    "plt.rcParams['figure.dpi'] = 150\n",
    "plt.style.use('default')\n",
    "\n",
    "# Plot confusion matrix\n",
    "plot_confusion_matrix(\n",
    "    tree_pipeline, \n",
    "    X_val, \n",
    "    y_val, \n",
    "    values_format='.0f', \n",
    "    xticks_rotation='vertical'\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Permutation Importances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Permutation importances\n",
    "import eli5\n",
    "from eli5.sklearn import PermutationImportance\n",
    "\n",
    "# Instantiate\n",
    "permuter = PermutationImportance(\n",
    "    model,\n",
    "    scoring='accuracy',\n",
    "    n_iter=5,\n",
    "    random_state=20\n",
    ")\n",
    "\n",
    "permuter.fit(X_val_imputed, y_val);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
       "    <thead>\n",
       "    <tr style=\"border: none;\">\n",
       "        <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
       "        <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0161\n",
       "                \n",
       "                    &plusmn; 0.0059\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                religion\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 81.01%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0149\n",
       "                \n",
       "                    &plusmn; 0.0271\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                tuition\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 90.96%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0052\n",
       "                \n",
       "                    &plusmn; 0.0285\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                longitude\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 90.96%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0052\n",
       "                \n",
       "                    &plusmn; 0.0340\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                latitude\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 94.88%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0023\n",
       "                \n",
       "                    &plusmn; 0.0228\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                free_lunch_percent\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 95.81%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0017\n",
       "                \n",
       "                    &plusmn; 0.0107\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                sports\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0000\n",
       "                \n",
       "                    &plusmn; 0.0081\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                school_gender\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(0, 100.00%, 98.06%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                -0.0006\n",
       "                \n",
       "                    &plusmn; 0.0023\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                scholarship\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(0, 100.00%, 98.06%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                -0.0006\n",
       "                \n",
       "                    &plusmn; 0.0056\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                sports_team\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(0, 100.00%, 92.42%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                -0.0040\n",
       "                \n",
       "                    &plusmn; 0.0107\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                domestic_school\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(0, 100.00%, 86.48%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                -0.0092\n",
       "                \n",
       "                    &plusmn; 0.0023\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                boarding\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(0, 100.00%, 82.57%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                -0.0132\n",
       "                \n",
       "                    &plusmn; 0.0139\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                public_private\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set column names to list\n",
    "feature_names = X_val.columns.tolist()\n",
    "\n",
    "#Print Permutation Importances\n",
    "eli5.show_weights(\n",
    "    permuter,\n",
    "    top=None,\n",
    "    feature_names=feature_names\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 Feature PDP - Tuition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "# PDP can't handle NaN values, so X_val must be encoded then imputed\n",
    "# PDP also requires a DataFrame, so the imputed X_val array is recast to a DataFrame\n",
    "X_val_encoded_df = pd.DataFrame(data=X_val_imputed, columns=X_val.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# 1 feature partial dependence plot\n",
    "from pdpbox.pdp import pdp_isolate, pdp_plot\n",
    "from pdpbox import pdp\n",
    "\n",
    "# Set feature to analyze partial dependence\n",
    "feature = 'tuition'\n",
    "\n",
    "# Create isolated object with attributes\n",
    "pdp_dist = pdp_isolate(\n",
    "    # Regressor used\n",
    "    model=model,\n",
    "    # Current trend is using validate set here\n",
    "    dataset=X_val_encoded_df,\n",
    "    # List of other features to freeze\n",
    "    model_features=X_val.columns,\n",
    "    # Analyzed feature from abovev\n",
    "    feature=feature\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x950 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create Partial Dependency Plot\n",
    "pdp_plot(pdp_dist, feature);\n",
    "plt.xlim(0,40000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This Partial Dependency Plot for `tuition` shows that as the tuition of high school increases, the RandomForestClassifier model increases its predicition probability for the student to be involved in Greek Life.  \n",
    "\n",
    "Although the graph begins to decline near the 40,000 dollar tuition threshold, this is not relevant because there are only a handful of students who make up the population with tuition that high, and the model is not trained on that range."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "         steps=[('ordinalencoder',\n",
       "                 OrdinalEncoder(cols=['public_private', 'domestic_school',\n",
       "                                      'boarding', 'religion', 'school_gender',\n",
       "                                      'sports_team', 'scholarship', 'sports'],\n",
       "                                drop_invariant=False, handle_missing='value',\n",
       "                                handle_unknown='value',\n",
       "                                mapping=[{'col': 'public_private',\n",
       "                                          'data_type': dtype('O'),\n",
       "                                          'mapping': public         1\n",
       "private        2\n",
       "NaN            3\n",
       "Home School    4\n",
       "dtype: int...\n",
       "                               verbose=0)),\n",
       "                ('standardscaler',\n",
       "                 StandardScaler(copy=True, with_mean=True, with_std=True)),\n",
       "                ('logisticregression',\n",
       "                 LogisticRegression(C=1.0, class_weight=None, dual=False,\n",
       "                                    fit_intercept=True, intercept_scaling=1,\n",
       "                                    l1_ratio=None, max_iter=100,\n",
       "                                    multi_class='ovr', n_jobs=-1, penalty='l2',\n",
       "                                    random_state=None, solver='lbfgs',\n",
       "                                    tol=0.0001, verbose=0, warm_start=False))],\n",
       "         verbose=False)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create pipeline\n",
    "log_pipeline = make_pipeline(\n",
    "    # Encode object/categoricals\n",
    "    ce.OrdinalEncoder(),\n",
    "    # Impute null values\n",
    "    SimpleImputer(strategy='median'),\n",
    "    # Scale Data\n",
    "    StandardScaler(),\n",
    "    # Model using LogisticRegression\n",
    "    LogisticRegression(solver='lbfgs',n_jobs=-1, multi_class='ovr')\n",
    ")\n",
    "\n",
    "# Fit the pipeline\n",
    "log_pipeline.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Model Coefficients**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract fitted model from pipeline\n",
    "model = log_pipeline['logisticregression']\n",
    "\n",
    "# Get array of coefficients\n",
    "coef = np.squeeze(model.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "latitude              0.045396\n",
      "longitude            -0.269428\n",
      "free_lunch_percent   -0.176098\n",
      "public_private       -0.150409\n",
      "domestic_school      -0.043948\n",
      "boarding             -0.209709\n",
      "religion             -0.040762\n",
      "school_gender         0.118768\n",
      "tuition               0.514805\n",
      "sports_team          -0.500026\n",
      "scholarship          -0.163407\n",
      "sports                0.356863\n"
     ]
    }
   ],
   "source": [
    "# Print coefficients with corresponding features\n",
    "features = X_train.columns.tolist()\n",
    "log_coefficients = pd.Series(coef, features)\n",
    "print(log_coefficients.to_string())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Model Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy: 0.6692233940556088\n"
     ]
    }
   ],
   "source": [
    "# Train accuracy score\n",
    "print('Train Accuracy:', log_pipeline.score(X_train, y_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Accuracy Score:  0.6810344827586207\n",
      "Validation ROC AUC:  0.6624539425202652\n"
     ]
    }
   ],
   "source": [
    "# Validation Metrics\n",
    "val_metrics(log_pipeline, X_val, y_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Model Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Confusion Matrix\n",
    "plt.style.use('default')\n",
    "plot_confusion_matrix(\n",
    "    log_pipeline,\n",
    "    X_val,\n",
    "    y_val,\n",
    "    values_format='.0f',\n",
    "    xticks_rotation='vertical'\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAugAAAHHCAYAAADtSK3uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeVxUZfs/8A+riArDvoOKEi6gKWouWOCChluaIeKW9i3X9HmCFDVXFFFTH/etNBPR0kRRQ0FUELdc08jCJURREHDChWEU+f3BjxPTsBwQnQN83q+XLw5z7nPf17lmwGvuuc9BSy6XF4CIiIiIiCRBW9MBEBERERHRP1igExERERFJCAt0IiIiIiIJYYFORERERCQhLNCJiIiIiCSEBToRERERkYSwQCciIiIikhAW6EREREREEsICnYiIiIhIQligExG9RgkJCZDJZAgNDdV0KLVCaGgoZDIZEhISKt1HSkoKZDIZxo0bV4WRaUZcXBx8fHzg5OQEmUyGoUOHlrvP19cXMpms0mNWxXNAVNvpajoAIqLqJiUlBa1atUK3bt2wZ88eTYejUQkJCejbty8AoHXr1jh+/HiJ7WJiYjB48GAAQOfOnXHw4ME3FeIbU1BQgKioKPzwww+4ePEiMjMzoa+vDycnJ3Tt2hUjR46Eq6vrG4snJSUFQ4cOhbGxMQICAtCgQQO4uLiUu6+6cnNzAwBcvXpVw5EQvToW6EREr1Hbtm1x7tw5mJmZaTqU10pXVxeXL1/GtWvX0LJlS7X933//PXR1dfHixQsNRPf6PXr0CCNHjkR8fDyMjY3h5eWFhg0bQqlU4vr16/jmm2+wYcMG7Nu3D56enm8kphMnTkChUGDVqlXCmyMx+9avX4/c3NxKj/vpp59i0KBBsLe3r3QfRLUdC3QiotfI0NCw2s9MitGtWzfExMRg+/btWLRokcq+rKwsREdHo0ePHvj55581FOHr8+LFCwQEBODUqVP46KOPsHTpUhgZGam0efDgAebPn4+cnJw3Ftf9+/cBANbW1hXa5+Dg8ErjmpmZ1fg3pESvG9egExG9RqWtQXdzc4ObmxuePHmCqVOnwtXVFZaWlujUqRP27dtXYl9KpRKrV69G165dYWtrC3t7e/Tu3RuHDh1Sa3vjxg3MmjULXbt2RaNGjWBlZYW2bdtizpw5ePLkiVr7onXHCoUCISEhaN26NczNzUWvnbe1tYWXlxd+/PFHKJVKlX27du2CUqnEsGHDSj0+KysL06ZNg7u7OywtLdGkSROMGjUKSUlJJba/e/cuxowZg4YNG8LOzg7vv/8+EhMTy4wxMTERfn5+aNy4MSwtLdGmTRuEhITg2bNnos6xNDt37sSpU6fQqVMnrF+/Xq04BwoL4TVr1qB79+4qjyclJWHUqFFo0qQJLC0t4e7ujmnTpiE7O7vEsR4+fIjg4GC8/fbbsLS0ROPGjTF8+HCVPBWtoS967vr27QuZTAaZTIbw8PBS9xWtGS9rDfrBgwfxwQcfCK8pNzc3fPrppyrjl7UG/dq1axg9ejTeeustWFhYoGXLlggKClI73+LXAdy6dQsBAQFwcnKCra0t+vfvr7KMpahtamoqUlNThfP598/dvn378P7776NJkyawsrKCq6sr+vfvX+rPG5EmcQadiEhDXrx4gYEDB0Iul6Nv377Izc3FTz/9hFGjRmHPnj3w9vYW2ubl5WHQoEE4efIk3NzcMGzYMLx48QJHjhzB0KFDsXjxYnz66adC+6ioKHz//ffw9PREly5d8PLlS5w/fx4rVqxAYmIiDh06BD09PbWYRowYgWvXrqFbt24wNjaGk5OT6PMZNmwYjh49ip9//hn9+/cXHt++fTuaNWsGDw+PEo/LzMxEjx49cPv2bXTp0gWDBg1CSkoK9u3bhyNHjmDPnj3o2LGj0P7Bgwfo2bMn0tLS0K1bN7Rq1Qp//PEHPvjgg1KXj3zzzTcIDAyEsbExevXqBQsLC1y6dAlLly5FQkICoqKioK+vL/pci9u+fTsAICgoCNraZc971alTR9g+ffo0Bg0aBKVSif79+8PR0RHnzp3D+vXrcfjwYcTGxqrMRN++fRt9+vTBvXv34O3tDV9fXzx8+BBRUVGIi4vDvn374OHhAWNjY0ydOhUnT55EYmIi/P394ejoCKDwjWFp+4q+lmbGjBlYs2YNTExM4OvrCwsLC9y7dw8nTpxA69at0bx58zKPP3ToED7++GNoa2vj/fffh52dHf744w9s2rQJcXFxOHr0qNobgzt37qB79+5wdXXFsGHDcPv2bRw6dAh9+/bFuXPnYGlpKZzvunXrAEDl4t4uXboAKHz+v/jiC1hbW6NPnz4wNTVFeno6Ll68iIMHD6q8XomkgAU6EZGG3L9/H2+//TYOHDggFIeDBw9G//79sWbNGpUCffHixTh58iSCgoIwffp0aGlpAQAeP36Mfv36YebMmejbty9sbGwAAH5+fpgwYYJa0RkWFobQ0FDs3bsXH330UYkxJSYmwsTEpMLn4+vrC1NTU4SHhwsFz8WLF5GUlISQkJBSj5s9ezZu376N//73v5g1a5bw+JEjR/DRRx9hwoQJOH/+vFD8zp07F2lpaZg5cyYCAwOF9lu3bsWUKVPU+r9+/TqmTp2KFi1aYP/+/TA1NRX2LV++HHPnzsWGDRswadKkCp/zixcvcOHCBejq6qq8iSjPy5cvMX78eDx79gx79uxBt27dhH2zZs3CypUrMXv2bKxevVp4fOzYsXjw4IFa+6CgIHh5eeHzzz/HqVOnIJPJEBwcjNDQUCQmJmLo0KEqb1zc3d1L3Vea6OhorFmzBs2bN8eBAwdUcvjixYtSZ/yLZGdnY+zYsTAzM0N0dLTKm4E9e/ZgzJgxWLBgAZYsWaJyXGJiIubMmaPyvIaEhGDp0qUIDw/Hf/7zH+F8d+zYAQAIDg5WG3/btm3Q19dHQkICLCws1GIjkhoucSEi0qCFCxeqFNHvvvsuHBwccPHiReGxly9f4ptvvkGjRo1UinMAaNCgAb788ksolUpERUUJj9va2pY4I1w0y17a3VaCg4MrVZwDgL6+PgYPHoyjR48Ka5y3b98OPT09DBkypMRjlEol9uzZA1NTU5ViGwB69uwJLy8v3Lp1C2fOnBHa7927FxYWFpg4caJK+xEjRsDZ2VltjC1btuDFixdYvHixSmEJAJMnT4a5uXml78aTnZ2N58+fw8zMDAYGBqKPO3PmDG7fvo0ePXqoFNsA8OWXX8LExAS7d+8WlgtduXIFZ8+ehb+/v1r7Jk2aYMSIEUhKSip1SdCr+uabbwAAixYtUsuhrq4uLC0tyzw+IiICOTk5mDVrltpM/aBBg9CqVSv89NNPasc5OTnh888/V3ls+PDhAKDyMyKGnp5eiZ8a/ft8iKSAM+hERBpibGyMhg0bqj1uZ2eHc+fOCd8nJydDLpfDxsZG7QJMoHD9dlG7IgUFBdi+fTt27NiB33//HTk5OXj58qWw/8GDByXG1LZt28qeDoDCZS4bNmxAREQExo8fjz179sDHxwfm5uZIT09Xa//nn39CoVDA09MThoaGavs9PT1x7NgxXL16FZ06dUJycjIUCgW6du2qVhBra2ujQ4cOuHnzpsrj58+fB1B43+8TJ06ojaGnp6eSuzfh119/BfDPEozi6tevj7fffhtxcXFITk5GixYthHN4+PBhidcFFMWfnJxc7lKTyrhw4QLq1KlTYrxiFMV/4cIF3L59W21/Xl4esrKykJWVpbKsx83NTW3ZkJ2dHQDg77//Fj3+oEGDMGvWLHTs2BEffvghPD098c4775R4vQCRFLBAJyLSkNKKAx0dHZVi+tGjRwCA33//Hb///nup/T19+lTY/vLLL7Fp0ybhQlJra2thRj0sLAx5eXkl9lHeTGh53Nzc0KpVK4SHh8Pe3h5///13mReHPn78GADUlh0UsbKyUmlXdBcUc3PzEtuXFH9R/pYuXSryLMQzNTWFnp4esrOzkZeXp7LGvCwVPe+iczh8+DAOHz5car/FXwNVKScnBzY2NuWusS9NUfybNm0qs93Tp09VCvQGDRqotdHVLSxd8vPzRY8/adIkmJiY4Ntvv8Xq1auxatUq6OrqomfPnli4cGGJb5SJNIkFOhGRxBUVKf369cO2bdvKbf/w4UNs3rwZLVq0QExMjMrMdHp6OsLCwko9tvjymcoaPnw4AgMDMWfOHNjY2KBHjx6lti06t4cPH5a4PyMjQ6Vd0ZuazMzMMtuXNEZqamqJBd+r0NXVRdu2bXHmzBmcOnUKXl5eoo6r6HkXff33xcBvirGxMTIyMvDy5ctKFelF8Z86deq1zPCXR0tLC8OHD8fw4cORnZ2NU6dOYc+ePdi7dy9u3bqFxMRE6OjovPG4iErDNehERBL31ltvwcjICJcuXcLz58/Lbf/XX3+hoKAA7733ntqykdOnT7+uMAUffvghDAwMkJaWhiFDhpRZ+Li4uMDAwAAXL14s8XaHJ0+eBPDPX4ls0qQJDAwMcOnSJSgUCpW2L1++VFkaVKTo7jFFyyyqWtEnBF9//TUKCgrKbFv0yYW7uzuAf86vuKdPn+LSpUuoW7cumjZtCuCfc/jll1+qLO6KaNu2LfLy8kqMV4w3Ef+/P3kqjampKfr06YMtW7aga9euuH79Om7duvXa4iKqDBboREQSp6uri9GjRyM1NRUzZ84ssUhPSkoSZmOL/tDMuXPnVAqWe/fuYe7cua89XplMhj179mD79u0YP358mW319fUxaNAgZGVlYdmyZSr7YmNjcfToUTRu3BjvvPMOgMLbFA4YMAAPHz5UucMJUHinjhs3bqiNMWbMGOjq6uLLL79Eamqq2n65XI4rV65U9DQFQ4YMQceOHXHy5EmMHz9eWJZSXEZGBj7//HPExsYCAN555x00atQIMTExahfsLl26FNnZ2Rg0aJCwLKlt27bw8PDA7t27S7yY8uXLl5UunsX45JNPAADTpk0TlqsUefHiRYmfXBQXEBCABg0aYP78+SUu03r27NkrF+8mJibIyspSe+MGFP49gn+/eXr+/LlwLmKXJhG9KVziQkRUSUlJSSr3XC7OxcUF//nPf6psrODgYFy5cgUbNmzAkSNH0KlTJ1hYWCAtLQ1JSUm4du0aYmJiYGFhAWtra/Tr1w/79+/He++9h3fffRcZGRk4fPgw3n333RIv0qtqnTt3Ft127ty5SExMxNKlS3Hu3Dl4eHjgzp07iIyMhKGhIdasWaOyrGLOnDmIj49HSEgIzpw5A3d3d/zxxx+IiYmBt7c34uLiVPpv3rw5vv76a/z3v/9Fu3bt0KNHDzRq1AhPnjzBX3/9JdxucPny5ZU6V11dXezYsQMjR45EREQEfv75Z3h7e8PJyQlKpRJ//PEHTp48iefPnwu3ttTW1sbatWsxaNAgDB48GAMGDICDgwPOnTuHkydPolGjRpgzZ47KOJs3b0bfvn0xevRorFu3Dq1atYKBgQHu3r2LX375BZmZmSVeiFsVevbsiUmTJmHVqlVo06YN+vTpI7z+4uPjMXHixDLfjJmbm2Pz5s0YNWoUunTpgu7du6Np06bIy8vDnTt3cOrUKbRv377Sd9MBgK5du+LSpUv48MMP0bFjR+jr66NTp07o3LkzAgICYGRkBA8PDzg4OOD58+c4fvw4rl+/LtyDnkhKWKATEVXS/fv3ERERUeK+zp07V2mBXqdOHezevRvff/89du7ciaioKOTl5cHCwgKurq4YPXq0ytretWvXwtHREfv378fGjRthb2+PCRMmYMqUKZL7y4nm5uY4evQoFi9ejEOHDuH06dMwMjKCr68vpk6dqrZm2draGocPH8bs2bNx9OhRnDp1Cq1atcLevXsRHx+vVqADwMiRI+Hm5oY1a9bg1KlTiI6OhpGREezt7TF+/Hj4+/u/0jmYmJhg37592L9/P3744QecPn0aBw4cgK6uLho2bIiRI0cKf0GzSMeOHRETE4PFixcjLi4OOTk5sLa2xtixYxEUFKRysSQANGzYEAkJCVi9ejUOHTqE8PBw6OjowMrKCp06dUK/fv1e6RzKM3/+fLRr1w6bNm3Cvn37kJeXBysrK3h6eopae+/j44P4+HisXLkSx48fx7Fjx2BoaAhbW1sMHToUfn5+rxRfUFAQ5HI5Dh8+jNOnTyM/Px9Tp05F586dMXv2bMTGxuLChQuIjo6GoaEhGjVqhGXLlgm3bSSSEi25XF72gjkiIiIiInpjuAadiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCEs0ImIiIiIJIQFOhERERGRhLBAJyIiIiKSEBboREREREQSwgKdSOIUCgVu3boFhUKh6VAkjXkSh3kSj7kSh3kSh3kSh3kqxAKdqBrIz8/XdAjVAvMkDvMkHnMlDvMkDvMkDvPEAp2IiIiISFJYoBMRERERSQgLdCIiIiIiCWGBTkREREQkIbqaDoCIiEiqXPds03QIklcPgKumg6gGqlue8qfN13QItRpn0ImIiIiIJIQFOhERERGRhLBAJyIiIiKSEBboNdCvv/6K0NBQhIaGIiUlpVJ9hIaGQiaTQSaTqfRR1O+BAwfUjilqP27cuErHTkRERFTb8SLRGujq1asICwsDAHTp0gVOTk5V1ndRv/7+/ujTp0+V9UtEREREhVigU4mCg4MRHBxcoWPkcvlrioaIiIio9uASlxrG19cXEyZMEL7v27evsPQkPDxc2E5ISBDajBs3Tni8yL+XuBQdWyQiIkKlX6D0JS67d+9Gz549YWdnB2tra3Tq1AmrV69Gfn5+ieOdOnUKw4cPh52dHZo3b4558+aptCUiIiKqyTiDTq9VSEgIli5dqvJYUlISZs6cifPnz2Pr1q1qxwwZMgQ5OTkAgKdPn2LZsmVwdHTEqFGjyh1PoVBURdiSolQqVb5SyZgncZgn8ZRKJeppOggiDdHU/6c1+XeUgYGB6LYs0GuYgwcPIjw8XJhFj4qKgqenJwAIM92VERAQgICAAGEW3d/fH+vWrSvzmL/++gvLly8HADg7OyMiIgLGxsYYNWoUTp8+jcjISBw7dgxeXl4qxzk7O2Pbtm3Izs6Gj48PFAoFIiMjRRXoaWlpNXa2PT09XdMhVAvMkzjMkzgmmg6ASENSU1M1On5N+x2lo6ODxo0bi27PAp1em2PHjgnF8tixY+Hi4gIAmDp1KgYMGAAAiI2NVSvQg4OD4eDgAAcHB7Ro0QIXLlzA3bt3RY1pa2tbhWcgDUqlEunp6bCysoK+vr6mw5Es5kkc5km8mjiDRySWg4ODRsbl76hCLNDptc04Z2VlCdt2dnYlbmdmZqod5+zsLGzXqVMHAJCXlydqzIp8fFTd6Ovr1+jzqyrMkzjMExGVRdO/H2r77yheJFoDaWlplfh4UbELqBa8d+7ceS1xmJmZCdtpaWnC9r1790psU0RX95/3jaWdCxEREVFNxQK9Bip+t5Xr16+joKAAgOrMdUxMDADg6NGjOHv2bIX7vn37NnJzc8ts6+XlBW3twpfYhg0bcOPGDaSnp2PJkiVCm+7du4sem4iIiKg2YIFeA7m7uwuz0EFBQTAxMUGvXr3g4eEBe3t7AIUFs729PQYNGoS6deuK7rtNmzYAgDNnzsDGxgYymQy3bt0qsW3Dhg0xZcoUAEBycjI8PDzw1ltvITExEUDhLSC9vb0rfZ5ERERENREL9BrI3t4eK1asQKNGjVSWi+jp6SEiIgIdOnSAoaEhzM3NsWjRIvTv319032FhYejSpQsaNGggqv2sWbOwfv16eHh4wNDQEHXq1BHubb5ly5YKnxsRERFRTacll8sLNB0EEZVOoVAgNTUVDg4OtfqCmfIwT+IwT+IpFArUW7FA02EQaUT+tPkaGZe/owrxLi5ERESluD5oRK0vFMrDgkoc5okqgktciIiIiIgkhAU6EREREZGEsEAnIiIiIpIQFuhERERERBLCAp2IiIiISEJYoBMRERERSQgLdCIiIiIiCWGBTkREREQkISzQiYiIiIgkhAU6EREREZGEsEAnIiIiIpIQFuhERERERBLCAp2IiIiISEJYoBMRERERSQgLdCIiIiIiCdHVdABERERS5bpnm6ZDkLx6AFw1HcQbkj9tvqZDoFqCM+hERERERBLCAp2IiIiISEK4xIU04sCBA7h69SoAIDg4WMPREBEREUkHC3TSiIMHDyIiIgIAC3QiIiKi4rjEhd6o3NxcTYdAREREJGks0GuBy5cvw8/PDy4uLrC0tISLiwv69OmDbdsK707g6+sLmUwGNzc3nD59Gt26dYOVlRVatWqF7777Tq2/3bt3o2fPnrCzs4O1tTU6deqE1atXIz8/X2gTGhoKmUwGmUyG+Ph4+Pn5wc7ODmPGjIFMJhNmzwEI7Xx9fQEAt27dwujRo9GsWTNYWlrC2dkZPXv2xLJly15zpoiIiIg0j0tcarinT59i4MCByM7OFh7LyMhARkYG6tWrhxEjRgiPZ2VlYeDAgcIsd0pKCiZPngxdXV0EBAQAAEJCQrB06VKVMZKSkjBz5kycP38eW7duVYth5MiRePTokeiYhwwZgj///FMlrqysLDx+/Bj//e9/yzxWoVCIHqe6UCqVKl+pZMyTOMyTeEqlEvU0HQRJyqv8H8OfPXFqcp4MDAxEt2WBXsMlJycLxfm2bdvQu3dvPHz4EJcvX0Z6erpK22fPnmHs2LEIDg7GxYsXMWTIEOTl5WHBggXw9/fHnTt3sHz5cgCAs7MzIiIiYGxsjFGjRuH06dOIjIzEsWPH4OXlpdKvTCbD3r174eLignv37mHHjh0YN26cMIsul8uFttnZ2UJxvmDBAvzf//0f5HI5fvvtN/z666/lnm9aWprKTH5N8u/ni0rGPInDPIljoukASFJSU1NfuQ/+7IlT0/Kko6ODxo0bi27PAr2Gs7GxgY6ODvLz87F582bcvn0brq6ueOedd2BqaqrSVk9PD7NmzYKhoSG8vLzQq1cv7Nu3D2lpabh58yZOnjwpFL9jx46Fi4sLAGDq1KkYMGAAACA2NlatQJ85cyZat24NAGjatGmZ8RobG8PIyAg5OTnYvXs3nj17BldXV7Rr106t35LY2tqKS0w1olQqkZ6eDisrK+jr62s6HMlinsRhnsSriTN49GocHBwqfSx/9sRhngqxQK/hrKysEBYWhnnz5iE+Ph7x8fEAAF1dXQQGBmLatGlCW1NTUxgaGgrfFy92i5aZFLGzsytxOzMzUy2Gli1bio5XR0cHq1evRmBgIC5duoRLly4BALS0tDB8+HCsXLmyzOMr8vFRdaOvr1+jz6+qME/iME9EFVcVPzP82ROntueJF4nWAp988glu3ryJuLg4bNq0CT4+Pnjx4gXCwsJw7949oV12drbKXVbS0tKEbTMzM5iZmZW4r3gfxdsUKekHTEtLq9R4+/Xrh+vXryMhIQFbt26Fn58fCgoKsG3bNpw5c0bEGRMRERFVXyzQa7iMjAzMmTMHV65cQcOGDdGvXz+0b98eAFBQUKAyK/78+XPMnz8fOTk5OHbsGKKjowEUzqQ7OzvDy8sL2tqFL5kNGzbgxo0bSE9Px5IlS4Q+unfvLioumUwmbP/2228q+4KCgnDq1ClYW1vj/fffh7e3t7CvpBl6IiIiopqES1xquNzcXKxYsQIrVqxQ22dvbw9XV1fh+/r162Pbtm1Yu3atSrsZM2ZAW1sbDRs2xJQpU7Bs2TIkJyfDw8NDpV3fvn1ViumytGnTRtju3LkzACAwMBAzZ87Epk2bsGnTJrVjjIyM0K5dO1H9ExEREVVXnEGv4UxNTfHZZ5/B3d0dMpkMenp6sLW1xeDBgxEZGalyAYaJiQkiIyPRrl071KlTB46OjlixYoVwi0UAmDVrFtavXw8PDw8YGhqiTp06aN68OebNm4ctW7aIjuuDDz7A2LFjYW1trbZvypQp8PDwgJmZGfT09GBlZYXevXtj3759sLKyerWEEBEREUmcllwuL9B0EKRZvr6+SExMhIODA65evarpcOhfFAoFUlNT4eDgUKsvmCkP8yQO8ySeQqFAvRULNB0GSUj+tPmVPpY/e+IwT4W4xIWIiKgU1weNqPWFQnlYUBFVPS5xISIiIiKSEM6gEw4ePKjpEIiIiIjo/+MMOhERERGRhLBAJyIiIiKSEBboREREREQSwgKdiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCEs0ImIiIiIJIQFOhERERGRhLBAJyIiIiKSEBboREREREQSwgKdiIiIiEhCWKATEREREUmIrqYDICIikirXPds0HUKF5E+br+kQiKgKcAadiIiIiEhCWKATEREREUkIC/QS+Pr6QiaTwc3N7Y2PnZKSAplMBplMhtDQ0Dc+flXSZB6JiIiIqisW6EREREREEsICnaqV3NxcTYdARERE9FrVuAL98uXL8PPzg4uLCywtLeHi4oI+ffpg27Z/rsQ/efIk/Pz80LhxY1hYWKBFixYYM2ZMif1dunQJvXv3ho2NDdq1a4c9e/aotdm9ezd69uwJOzs7WFtbo1OnTli9ejXy8/NV2iUnJ+OTTz6Bi4sLLCws0KxZM0yYMAGpqamvfN7x8fHw9PSElZUVOnXqhJiYmFKXmFy+fBnDhg2Ds7MzLCws4O7ujpkzZ+LJkydCm4SEBGGpzbfffosZM2agadOmcHJywqhRo5Cdna02fpcuXWBlZYWOHTsiOjq61FgrOv7mzZsRFBQEZ2dnuLq6vnKuiIiIiKRMSy6XF2g6iKry9OlTuLm5qRWPAODj44Ndu3YhIiIC48ePR0GB+mnL5XIAhWunExMTUa9ePaHfItra2jhz5gxcXFwAACEhIVi6dGmJ8QwYMABbt24FAFy9ehW9e/dWKUKLmJub4+jRo3ByckJKSgpatWoFAJg6dSqCg4PLPe8bN26gc+fOyMvLEx7T1dWFTCZDZmYmHBwccPXqVQDAsWPH4OfnB6VSqdZP69atER0dDQMDAyQkJKBv374AACMjI+Tk5Ki0/fDDD7F58+Y3Mr6JiQkePXokxHLnzp1Sc3+omvAAACAASURBVKFQKMrNV3WjVCqRnp4OKysr6OvrazocyWKexGGexFMqlTBZu0TTYVTI0ykz3viYfE2JwzyJU5PzZGBgILptjboPenJyslCcb9u2Db1798bDhw9x+fJlpKen4+nTp5g6dSoKCgqgp6eHlStXwtfXF3K5HLt27VLr7+nTpxgxYgTmzZuHyMhITJkyBS9fvsT+/fsRGBiIv/76C8uXLwcAODs7IyIiAsbGxhg1ahROnz6NyMhIHDt2DF5eXpg+fbpQnG/YsAG9e/fGd999h6+++gqZmZkICQnBpk2bKnXeixcvForjuXPn4uOPP0Z4eHiJxf0XX3wBpVKJVq1aYcuWLbCzs0NkZCQ+++wzXL58Gd9//z3+7//+T+UYbW1tREdHo3HjxhgwYACSkpKwf/9+vHz5Etra2liyZIkw/oIFCzB8+HBERERg6tSpVTK+QqHAd999h+7duyMlJaXMXKSlpal9clFTpKenazqEaoF5Eod5EsdE0wFUUFV8IltZfE2JwzyJU9PypKOjg8aNG4tuX6MKdBsbG+jo6CA/Px+bN2/G7du34erqinfeeQempqaIi4sTZoKHDh0Kf39/AIWzskFBQWr96ejoICQkBEZGRvDz88OUKVMAAHfv3gVQOBtcVAyOHTtWmFWfOnUqBgwYAACIjY1Fhw4dcOrUKQDA22+/DT8/PwDAxIkTsX79ety7dw+xsbGVPu9z584BACwtLTFp0iRoa2tj3LhxWLNmjRArUDjTfevWLQDAlStX0KZNG7W+4uPj1QrkESNG4J133gEA9OjRA0lJSVAqlcjIyIC1tTXOnj0LALCyssL48eOhpaWFzz77DKtWraqS8YcMGYL+/fsDAJo3b15mLmxtbcvcXx3V5NmEqsQ8icM8iVfSJ31S5+Dg8MbH5GtKHOZJHOapUI0q0K2srBAWFoZ58+YhPj4e8fHxAAqXWwQGBqq8cykqpstiaWkJIyMjAKofSxTNFmdlZQmP2dnZlbidmZkJuVwuFPLF92lpacHW1hb37t3Do0ePKj3z++DBAwCAtbU1tLX/uazAxsZGpUDOzMwst6+ipSTFOTs7C9t16tQRtovyUDS+lZUVtLS0qnz8li1blntckYp8fFTd6Ovr1+jzqyrMkzjMU82kyeeUrylxmCdxanueatxFop988glu3ryJuLg4bNq0CT4+Pnjx4gXCwsJUCuDk5ORy+9LV/ef9S/HCs4iZmZmwnZaWJmzfu3dPpY1MJoOOjo5au4KCAuH74m0qytraGkDhx0HF19YXHwsoXOte5OOPP4ZcLlf7FxUVpdZ/eXkobfz79+9Xyfi1+QeUiIiIap8aVaBnZGRgzpw5uHLlCho2bIh+/fqhffv2AAqL4UaNGsHY2BgAsGPHDuzatQuPHz/G3bt3S73QsyxeXl7CjPWGDRtw48YNpKenY8mSfy4q6t69OwwNDdGxY0cAwMWLF/Hjjz/i8ePHWLt2rVDMd+/evdLnXbT8JD09HRs2bMDjx4+xbt06lTcKANCkSRM0atQIABAREYGoqCg8e/YMjx49QnR0NIYMGYLExMQKj9+hQwdh/LVr1+Lx48fYuHGjyuz56xyfiIiIqCapUUtccnNzsWLFCqxYsUJtn729Pdq0aYNFixZh/PjxUCqV+Oyzz1TaBAYGVmi8hg0bYsqUKVi2bBmSk5Ph4eGhsr9v377w9vYGUHjx5Pvvv4+nT5+qrbE2MzPDzJkzKzT2v+Peu3cv8vLyMG3aNEybNg26urowMzNDVlaWyqz3smXL8NFHH0GhUGD48OFqfU2YMKHC4wcFBSEyMhJ5eXmYMWMGZsyYAW1tbchkMuHOOK9zfCIiIqKapEbNoJuamuKzzz6Du7s7ZDIZ9PT0YGtri8GDByMyMhL6+vrw9/dHVFQUfHx8YGJiAj09PdjZ2WHgwIGVGnPWrFlYv349PDw8YGhoiDp16qB58+aYN28etmzZIrRr1aoV4uLiMHDgQFhYWEBXVxfW1tbw9/dHXFwcGjZsWOnzbtKkCX788Ue0bNkS+vr6aNasGbZv3w4rKysAhbcpLOLl5YWYmBj07dsX5ubmQo66du2KRYsWCbd4rOj4P/zwgzD+W2+9ha1bt6JFixZqbV/H+EREREQ1SY26D3ptFhsbi65duwpXPP/444/49NNPUVBQgIkTJyIkJETDEVJlKRQKpKamwsHBgevxy8A8icM8iadQKFBvxQJNh1Eh+dPmv/Ex+ZoSh3kSh3kqVKOWuNRmAQEBePnyJSwtLfH48WPhdpKOjo6YPHmyhqMjIqqerg8aUesLBSJ682rUEpeaqPifvC/pX3h4OADA398fDg4OyM7ORl5eHpo2bYoJEybg+PHjsLCw0PBZEBEREZFYnEGvIUq6MJaIiIiIqh8W6BLn6empdicUIiIiIqq5uMSFiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCEs0ImIiIiIJIQFOhERERGRhLBAJyIiIiKSEBboREREREQSwgKdiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCEs0ImIiIiIJERX0wEQERFJleueba90fP60+VUUCRHVJpxBJyIiIiKSEBboREREREQSwgK9GvH19YVMJoObm1uFj127di1CQ0MRHh6uts/NzQ0ymQy+vr7CY7/++itCQ0MRGhqKlJSUV4q7JCWNSURERERcg15rrFu3DqmpqejcuTMCAgLKbX/16lWEhYUBALp06QInJ6fXHSIRERERgQU6obAYJyIiIiJp4BKXaiw2NhYDBw5E8+bNYW1tDSsrK7Rr1w4hISHIzc0FACQkJEAmkyE1NRUAkJiYCJlMBplMhtDQUADqy018fX0xYcIEYZy+ffsKxwBAeHi48H1CQoLQbty4cSrtiuzduxceHh6wsrJCt27d8Msvv5R6TidOnMDAgQPh5OQES0tLeHh4YMmSJXj+/HkVZIyIiIhI+jiDXo398ssviIuLU3ksOTkZS5cuxZ07d7Bx40YNRfaPhIQEjB49GgUFBQCACxcu4IMPPiixbXh4OCZOnCi0BYAbN25gwYIFOH/+PHbu3AktLa0yx1MoFFUXvEQolUqVr1Qy5kkc5kk8pVKJeq/YR038nfRvfE2JwzyJU5PzZGBgILotC/RqzMfHB926dYOzszOMjY2RlZWFSZMm4ciRI/jxxx8RFhYGT09PyOVyuLm5CWvQDx48WGa/Bw8eRHh4uDCLHhUVBU9Pz0rFuHDhQhQUFEBLSwtbtmyBt7c3vv76a/zvf/9TaffkyRMEBwejoKAAPXr0wIoVK2Bqaop169Zh3rx5OHz4MI4cOQIfH58yx0tLS0N+fn6lYpW69PR0TYdQLTBP4jBP4pi84vFFn17WBnxNicM8iVPT8qSjo4PGjRuLbs8CvRqzsbFBSEgITpw4gfT0dJVlIAUFBbh58yY8PDw0Fl9+fj7Onz8PAGjTpg0GDBgAAJg2bRrWrVun8u743LlzyMnJAQDExMSgRYsWav3Fx8eXW6Db2tpWVfiSoVQqkZ6eDisrK+jr62s6HMlinsRhnsSrihk8BweHKohE2viaEod5Eod5KsQCvZp6+fIl/Pz88Ouvv5bapmgd+pvy75nrrKws4U2DjY2N8HjdunVhYmKi8u44MzOz3P4fPXpUbpuKfHxU3ejr69fo86sqzJM4zNObUZtyzNeUOMyTOLU9T7xItJq6deuWUJy/9957SE5Ohlwux8SJE0tsX97a7Yq0r1OnjrCdl5cnbN+5c0elnZmZGfT09AAA9+/fFx5XKBRqxba5ubmwPXv2bMjlcrV/a9asqdA5EBEREVVHLNCrqeKFcZ06dWBgYIBLly5h165dJbYvurPK3bt38ffff5fbf/E7sVy/fl3lwk07OzthOyYmBgBw9OhRnD17VqUPHR0dYYnNxYsXERkZiZycHISGhqp9dNy+fXsYGRkBANasWYP4+Hjk5eXh4cOH2Lt3L3r37q32BoCIiIioJmKBXk25uLgIFxscPnwYDg4O8PLyQv369Uts36ZNGwBASkoKnJycIJPJcPz48VL7d3d3h65u4QqooKAgmJiYoFevXgAADw8P2NvbAwA2bNgAe3t7DBo0CHXr1lXrZ/r06dDS0kJBQQFGjRoFR0dHbNiwAYaGhirt6tevj4ULF0JLSwuZmZno168frKys0LRpU3z88cc4ffp0xRJEREREVE2xQK+m9PT0EBERAU9PT9SrVw/29vYICQnBRx99VGL74OBg9O7dG8bGxqL6t7e3x4oVK9CoUSOhUP/32B06dIChoSHMzc2xaNEi9O/fX60fT09PfPPNN3B2doa+vj5at26NPXv2wMzMTK3tsGHDEBkZiW7dukEmk0FfXx/29vbo2bMnVq5cqbKOnYiIiKim0pLL5QXlNyMiTVEoFEhNTYWDg0OtvmCmPMyTOMyTeAqFAvVWLHilPvKnza+iaKSLrylxmCdxmKdCvIsLERFRKa4PGlHrCwUievO4xIWIiIiISEJYoBMRERERSQgLdCIiIiIiCWGBTkREREQkISzQiYiIiIgkhAU6EREREZGEsEAnIiIiIpIQFuhERERERBLCAp2IiIiISEJYoBMRERERSQgLdCIiIiIiCWGBTkREREQkISzQiYiIiIgkhAU6EREREZGEsEAnIiIiIpIQXU0HQERE9LroLPqq0sfWA4BBI6osFiIisTiDTkREREQkISzQiYiIiIgkhAV6LeXm5gaZTAZfX1/hMV9fX8hkMri5uVVZn0RERERUMSzQiYiIiIgkhBeJ1iC5ubmoW7dupY8/ePDgK41/9erVVzqeiIiIiDiDXi0VX4py4sQJvPvuu7C0tMSWLVuQk5OD2bNno23btrC0tISTkxP8/Pxw+fLlCvVb3MaNG9GyZUvY2Njggw8+wM2bNyGTySCTyTBu3DihXWlLXI4ePYr+/fvD0dERlpaW8PDwQEhICHJzc4U24eHhQp/79+/HhAkT4OTkhCZNmmDKlCl49uzZK2aNiIiIqHrgDHo1lpWVhY8++gh5eXkAgKdPn6JXr15ISkoS2iiVShw+fBjHjx9HZGQkOnbsWKExduzYgS+//FL4/tixY+jTp4/o47dt24bJkyejoKBAeOzGjRtYunQpTp48if3790NfX1/lmIkTJyInJ0f4fuvWrTA1NcWsWbPKHU+hUIiOrbpQKpUqX6lkzJM4tS1P9aqgj9qSq8qqba+pymKexKnJeTIwMBDdlgV6Nfbs2TP4+Phg2bJlMDQ0xKZNm5CUlAQdHR1899136NGjB+7evYvBgwfj1q1bmD59Oo4dOya6/4KCAoSGhgIofFHt3LkTrVu3RmBgIHbv3l3u8Y8fP8bMmTNRUFAAc3Nz7Nq1C40bN8Z//vMfREZG4syZM4iIiMDIkSNVjjMxMcHhw4dRt25d+Pj4ID09HZGRkaIK9LS0NOTn54s+x+okPT1d0yFUC8yTOLUlT65V0EdtydWrYp7EYZ7EqWl50tHRQePGjUW3Z4FejWlpaeF///sfrK2tAQCxsbEAgPz8fAwbNkyt/aVLl5CTkwMjIyNR/d+7dw+pqakAgF69euG9994DAMyYMUNUgX7u3DlhJtzf3x9t27YFAMyaNQuRkZFCzP8u0CdNmoRmzZoBADp16oS9e/fi7t27omK2tbUV1a46USqVSE9Ph5WVldqnDfQP5kkc5qnimKuy8TUlDvMkDvNUiAV6NWZubi4U5wCQmZlZ7jFyuVx0gf7gwQNhu3jhK7YIzsrKErbt7OxK3C4pZmdnZ2G7Tp06AMR/1FWRj4+qG319/Rp9flWFeRKHeRKPuRKHeRKHeRKntueJBXo19u8Xrrm5OW7duoX69evj9u3b0NPTU9lfUFAALS0t0f0XL/6LF+v37t0TdbyZmZmwnZaWVuLxxdsU0dX952VZkXiJiIiIagLexaUG6d69OwDgyZMnCAwMREZGBhQKBa5cuYK5c+di2rRpFerPzs4ODg4OAIDo6GgkJiZCLpdjwYIFoo5v3749GjRoAACIiIjApUuXIJfLERISohYzERERERVigV6DjBs3Ds2bNwcAfPfdd3BxcYG1tTXeffddLF++XOXOKGJoaWlh+vTpAAovSPX19UXDhg2RmJio0qY0DRo0wPz58wEADx8+hJeXFxo2bIiffvoJANCuXTsMHTq0QjERERER1XQs0GuQBg0aIDo6GlOmTEGTJk2gr68PY2NjtGjRAuPHj8eECRMq3Ke/vz/CwsJgb28PAwMDdO3aFVu3bhX2m5iYlHn8qFGj8MMPP8DT0xNGRkbQ09ODs7MzvvjiC+zbt69WXwBCREREVBItuVxeUH4zqq0yMjKQmpoq3IElLy8PX331FTZu3AgA2LlzJ3r16qXJEGs8hUKB1NRUODg41OoLZsrDPIlT2/Kks+irVzr++qARtSZXlVXbXlOVxTyJwzwV4kWiVKaUlBT06NEDhoaGMDU1xcOHD4U/jOTj4wMfHx8NR0hEVLr8afMrfaxCoQD+/61miYjeJC5xoTLZ2tqiT58+MDY2Rnp6OvT09NCmTRuEhoYiPDycd1khIiIiqmKcQacy2dnZYfv27ZoOg4iIiKjW4Aw6EREREZGEsEAnIiIiIpIQFuhERERERBLCAp2IiIiISEJYoBMRERERSQgLdCIiIiIiCWGBTkREREQkISzQiYiIiIgkhAU6EREREZGEsEAnIiIiIpIQFuhERERERBLCAp2IiIiISEJYoBMRERERSYiupgMgIiJ6HXQWffVKx9cDgEEjqiQWIqKK4Aw6EREREZGEsEAnIiIiIpIQFuhERERERBIi+QI9JSUFMpkMMpkMoaGhmg7nlYSGhiI0NBQHDhxQ21d0juPGjdNAZGVLSEgQ4gsPD3/j448bN04Yn4iIiKim40Wib1BYWBgAwN/fH3369NFwNEREREQkRSzQJUIul2s6BCIiIiKSAEktcXn58iVCQkLg4uICW1tbDBs2DOnp6SW227hxIzw9PWFjYwNbW1t4e3urLb8ovjTiypUr6N69O6ytreHl5YXLly8jOzsbY8aMgb29Pdzd3bFmzRq1sU6cOIGBAwfCyckJlpaW8PDwwJIlS/D8+XOhzdOnTzFjxgy0bt0a1tbWcHR0RKdOnTBp0iTk5uYiPDxcZXlGRESE2pKR0pa4HDhwAP369YOjoyOsrKzQqlUrTJ8+XVQ+8/PzsXjxYrRv3x62trawt7dHu3bt8Omnn+L+/ftCuydPniAkJAQdOnQQ4vf29saRI0fU+nzx4gVCQkLw1ltvwcnJCaNGjUJ2drZKm/v372Py5Mlo0aIFLCws0KRJE4wcORK///67SjuxzyMRERFRbSKpGfQlS5Zg6dKlwvcHDhzA+fPn1dqNHTsWP/zwg8pjFy9exMWLF/HHH39g3rx5asd88MEHQiF56dIl+Pn5wd7eHhcuXABQWKTOmDEDzZo1g7e3NwAgPDwcEydOREFBgdDPjRs3sGDBApw/fx47d+6ElpYWvvrqK3z77bdCG4VCgaSkJCQlJWHOnDmvlI8FCxaoPJaSkoKoqCgsXLiw3ONXrVql1i45ORnJyckYN24cbGxs8OTJE/Tq1QvXrl1Tif/ixYu4cOECevbsqXJ8SEgIHj58KHwfGRkJXV1dbN68GQBw7949dOvWDQ8ePBDaZGZmYt++fYiJicGBAwfQpk0bAJV7HsujUCgqfIzUKZVKla9UMuZJnNqUp3pV1E9tyNWrqE2vqVfBPIlTk/NkYGAguq1kCvS///4bq1evBgBYWVnhxx9/hI2NDcaMGaNS7CUmJgpFXfv27bF161YoFAoMGTIEf/75J1atWoXhw4ejadOmKv336NEDYWFhWLJkCdasWYP09HTk5ubi+PHjAAAvLy8UFBQgMjIS3t7eePLkCYKDg1FQUIAePXpgxYoVMDU1xbp16zBv3jwcPnwYR44cgY+PD86cOQMAGDBgANasWYPnz5/j1q1biI6Ohr6+PgICAhAQECDMovv7+2PdunVl5iMlJQWLFi0CABgbG2P9+vXo2rUr7t+/j59//llUTk+fPg0A6NChA3bt2gVdXV389ddfiI2NhYmJCQBg3bp1QnHetWtXLFu2DNbW1rhw4QKePn2q1ufz588RHR2Nxo0bY8CAAUhKSsL+/fvx8uVLaGtrY+HChcLzNXv2bIwZMwaxsbEYPXo0nj17huDgYBw+fLjSz2N50tLSkJ+fX6FjqouSPk0idcyTOLUhT65V1E9tyFVVYJ7EYZ7EqWl50tHRQePGjUW3l0yB/ttvv+Hx48cAgCFDhsDd3R0A8MUXXyA+Pl5oFxsbK2x/8cUXsLW1BQBMnDgRn3/+OQoKChAXF6dW2E2dOhUymQzvvfeesJSld+/eaN26NYDCNwUPHjzA3bt3AQDnzp1DTk4OACAmJgYtWrRQizk+Ph4+Pj5wcHBAUlISzp49i6VLl8LV1bVCS1FKcuzYMaHQ/Pzzz9G7d28AQJMmTTBp0iRRfTg6OgIArl+/jsWLF6N58+Zwc3PD5MmToaWlJZxbkQ0bNsDGxgYA8O6775bY54gRI/DOO+8AKHzTk5SUBKVSiYyMDFhbWwvPj6WlJSZPngxtbW0MHDgQGzduxJkzZ3Du3Dn8/ffflX4ey1PUT02iVCqRnp4OKysr6OvrazocyWKexGGeKo65KhtfU+IwT+IwT4UkU6AXnyUvKhIB9YIrKytL2LazsytxOzMzU63/omK1+McLDg4Owraenh4AIC8vr9Q+/u3Ro0cAgPnz5yM1NRVJSUlYvny5sL9Nmzb46aefKnV7wOLju7i4VPh4AAgKCsK1a9dw+vRprF27Vni8SZMm2LNnD5ycnIRxjIyMVPJeGmdnZ2G7Tp06wnZR3oqeH2tra2hr/3OJQ9HzU1BQgEePHlX6eSxPRT4+qm709fVr9PlVFeZJHOZJPOZKHOZJHOZJnNqeJ8lcJGptbS1sF7+AMS0tTaWdmZlZifvu3btXYpsiurrq70V0dHRKjcfc3FzYnj17NuRyudq/opl4FxcXnDp1CpcvX8bOnTsxbdo06Ojo4OLFi8La7IoqPn5ycnKl+rC0tMTPP/+MpKQk7N69G/Pnz0eDBg1w48YNfP311yrj5OTkqLxJKk3xPBbNwhdXlPsHDx6orN0ven60tLRgYmJS6eeRiIiIqKaTTIHeokULNGjQAACwc+dO/Prrr3j48KFQSBbp1q2bsL1s2TKkpaXhr7/+EoplLS0t4SLPV9G+fXsYGRkBANasWYP4+Hjk5eXh4cOH2Lt3L3r37o07d+4AAP73v/8hKioKOjo68Pb2xoABA4R3fcVngYtm0m/fvo3c3Nwyx/f29haK4ZUrV+Lw4cN4+vQpbt++jVWrVok6h61bt2LXrl1QKpXw9PTEgAEDYGxsrBJX8YtAx44di5s3b+LJkydISEjAoUOHRI1TXNHzk5GRgZUrV+Lx48eIjIzE2bNnAQDt2rWDsbHxG3seiYiIiKobySxxMTY2xoQJE7Bo0SKkp6eja9euAABTU1OVdl26dMGHH36I3bt348yZM2jevLnK/vHjx1d6SUhx9evXx8KFCzFp0iRkZmaiX79+pbY9cuQIEhMTS9xXvBBt06YN4uLicObMGWE5ycWLF0u8aMDR0RFTp07FggULIJfL4efnJ+xzcHAQtQ797NmziIiIKHFf9+7dARQW5ZGRkbh27RqOHz+Otm3bCm2mTp2K999/v9xxigsODkZsbCwyMjIwe/ZszJ49W9hXt25d4a4yb+p5JCIiIqpuJDODDgBffvklAgMDYWFhAUNDQ/Tq1Qvbt29Xa7dx40aEhoaiZcuWMDAwQN26dfH2229j1apVarclfBXDhg1DZGQkunXrBplMBn19fdjb26Nnz55YuXKlUGQPHToU3t7esLGxgb6+PkxMTNC+fXt8++236NGjh9BfWFgYunTpInxSUJ6goCB8//338PT0hJGREfT19eHk5CT6r5D269cPvXv3hr29PQwMDGBkZAR3d3csWbIEo0ePBlD4RiQ6OhqBgYF46623UKdOHTRo0ABt2rQRbodYEQ4ODjh27BiGDx8OW1tb6OrqwszMDP369UNMTAw8PDyEtm/qeSQiIiKqTrTkcnlB+c2ISFMUCgVSU1Ph4OBQqy+YKQ/zJE5typPOoq9euY/rg0bUily9itr0mnoVzJM4zFMhySxxISIiqkr50+a/0vEKhQJITa2iaIiIxJPUEhcSLyUlBTKZrNR/oaGhmg6RiIiIiCqBBToRERERkYRwiUs15eTkBLlcrukwiIiIiKiKcQadiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCEs0ImIiIiIJIQFOhERERGRhLBAJyIiIiKSEBboREREREQSwgKdiIiIiEhCWKATEREREUkIC3QiIiIiIglhgU5EREREJCG6mg6AiIiqL51FX2k6hNemHgAMGqHpMIioFuIMOhERERGRhLBAJyIiIiKSEBboIslkMshkMowbN67MdikpKULb0NDQCh+vKW5ubpDJZPD19X2t44SGhiI0NBQHDhx4reMQERERVVdcg05vVFhYGADA398fffr00XA0RERERNLDAv0Nkcvlmg6hRLm5uahbty6uXr2q6VCIiIiICDV0iYuvry9kMhnc3Nxw+vRpdOvWDVZWVmjVqhW+++47oV1JyzpKW6JS3I4dO9C2bVtYWVnBy8sLZ86cKTem0pa4HDhwAP369YOjo6MQ4/Tp00WdZ0JCgtDvli1bMH36dDRp0gS2trYYOnQo0tLShLbh4eFC23379uHTTz+Fo6MjevbsWWIuAgMDIZPJYG5ujuzsbKGfO3fuCP3Mnj0bALBr1y706dMHrq6usLS0hI2NDTp37ozVq1cjPz9fZfwiERERQj/h4eEAgIKCAnz77bd4hz7RywAAIABJREFU7733YGtrCxsbG3Tv3h179+4VlQ8iIiKimqBGz6BnZWVh4MCByM3NBVBYfE+ePBm6uroICAioVJ/Hjh1DRESE8P2lS5cwcOBAxMXFwdXVtUJ9LVmyBAsWLFB5LCUlBVFRUVi4cGGF+po/f75KIX3o0CHcuHED8fHxMDAwUGk7ZcoUPHr0CEBhUVwSPz8/bN68GS9evMCBAwcwYkThrcYiIyOFNkOGDAEAHD9+HCdPnlQ5/rfffsPMmTMhl8sxc+ZMUecwYcIE7NixQ+Wx8+fP4+OPP0Zqaio+//zzcvtQKBSixqpOlEqlylcqGfMkTlXnqV6V9CJtfE2VjT974jBP4tTkPP27HitLjS7Qnz17hrFjxyI4OBgXL17EkCFDkJeXhwULFsDf379Sfaanp2Pz5s3w8fHB5s2bMXfuXDx79gxLly7F5s2bRfeTkpKCRYsWAQCMjY2xfv16dO3aFffv38fPP/9c4bh0dXVx/PhxODo6YtKkSTh48CD+/PNP7Ny5E6NGjVJpq62tjf3798PDwwOpqakl9teuXTs4Ozvj5s2biIyMVCvQ3d3d0axZMwDA0KFDMXbsWDg5OaF+/fpIS0vD8OHDceXKFWzatAkzZsxAQEAAAgIChFl0f39/rFu3Thjv9OnTQnEeGBiIz/9fe3ceH9Pd////kZ2EmFiSSIRI1E5KbbX1olpcainVWCrVRS1tcVmqaqm1oRRtafnoohStKlFd0itIG1rqq5a6qDaUNKSNLSNEIkh+f/jlNCMREyZmEs/77eZmcs573uf1fjkjr3nP+5wZPpwrV64wfPhwvvzyS1577TWeeOIJypcvX2AekpKSjFn7kiY5OdneIRQLypN1bJWnwk1LFE86p6yjPFlHebJOScuTi4sLISEhVrcv0QW6m5sbkydPxtPTk3bt2tGpUyc2bNhAUlISR44cuaU+mzdvzmOPPQbAiBEjeOeddzh16hRbt24tVD+xsbFGITl8+HA6d+4MQI0aNXjxxRcLHVdERAT33nsvABMnTuSrr74Cri2Dub5Af+GFF2jbti0AtWrVumGf4eHhvPbaa8TFxXH27FnOnz/P7t27jX05/Pz8mDlzJjt27OD06dMWBfK5c+c4deoUvr6+BcYfExNjPJ47dy5z58612J+RkcFPP/1k5OlGAgICCtxfHGVmZpKcnIyfnx/u7u72DsdhKU/WUZ4KT7kqmM4p6yhP1lGerinRBXr58uXx9PQ0fs5dvJ05cybf52RlZRXYZ2BgoPHY2dkZf39/Tp06dcP+buT06dPG45o1axbquTeL62bjrF+/vlV9Pv7440RGRhrLXHIudHVxcaF3794ApKam0rNnT44fP37DfnKWGBUkdz5uJGdZTkEK8/FRcePu7l6ix2crypN1lCfrKVfWUZ6sozxZ527PU4m8SDTH2bNnLYrD3BdNVqhQAQ8PDwAuXbpkbE9ISCiwzxMnThiPs7Ky+Pvvv43+CqNixYrG4/j4+EI992ZxXT/O61l7wgcHB9OiRQsA1q9fb1ys2b59e2NGfNeuXUZxHh4eTkJCAmazmW7duhUq/tz5iImJwWw2W/xJSUmhX79+hepTREREpDgq0QX65cuXmT59OqmpqcTGxhIdHQ1cm2EODQ01Zp1//fVXTpw4QXp6OvPnzy+wz59++ol169Zx/vx53nzzTU6dOgVAmzZtChVb+/btcXW99gHGW2+9xbfffktaWhpHjx7l7bffLuxQWbFiBXv37iUlJcXiwtPCxnW9nAtB4+Li2LNnD2C5vCX3m5vSpUvj7u5ObGysxZKV3HLWoB89etTizVOHDh2MxxMmTOC3334jMzOTY8eOsWTJErp3735b4xAREREpLkr0EpcyZcqwfPly3nnnHYvtEyZMwNnZmR49evD999+TlpZGWFgYLi4uuLi4FNinr68vTz/9tMW20qVLM2bMmELFVrVqVcaNG8fMmTMxm80WRW9QUFCh16E7OTnxr3/9y2JbzZo1jQL7VnXv3p2XXnrJKMTLli1rcVvKFi1a4OPjQ0pKCsuWLWPZsmU4OTlRrVo1jh07lqe/xo0bs2XLFnbs2EHlypUB2L17Ny1btqRfv36sWrWKnTt30rx5c4vnBQUF3dY4RERERIqLEj2D7uPjQ1RUFE2bNsXDw4OqVauyYMEC4xaLERERjB49moCAANzd3WnXrp3FLRTz0759e9555x1CQkJwd3fn3nvvZd26dYW+xSLA2LFjWbFiBW3atMHb2xt3d3eqVat2S9+wOX78eEaMGEGlSpUoXbo0nTt3Zv369be9fstkMtGpUyfj527dulG6dGnjZx8fHz755BMaN25MqVKlCA0NZcmSJdx///359jd79mxat25N2bJl8+xbtGgR8+fPp3Hjxnh6euLp6UloaCjh4eHMmzfvtsYhIiIiUlw4mc3m/G+EXYx16dKFH374gaCgoBL9DZlbt26la9euwLXi9lbv7S6OLSMjg8TERIKCgu7qC2ZuRnmyjq3z5DJrkg2iclyHekXonLoJvfasozxZR3m6pkQvcRERkaJ19eXp9g6hyGRkZMANvitCRKQoqUB3UAkJCYSFhd1w/7hx42jduvUdjEhERERE7oQSWaDnfElPSdemTRvj3uQiIiIiUjKUyAK9JKhWrZqKbxEREZG7UIm+i4uIiIiISHGjAl1ERERExIGoQBcRERERcSAq0EVEREREHIgKdBERERERB6ICXURERETEgahAFxERERFxICrQRUREREQciAp0EREREREHogJdRERERMSBqEAXEREREXEgKtBFRERERByIq70DEBGR4sFl1iR7h3BHeQH0irB3GCJyF9IMuoiIiIiIA1GBLiIiIiLiQFSg20mXLl0wmUw0aNDAZn1GRkZiMpkwmUwkJCTYrN+iOP7QoUONtiIiIiLyDxXoIiIiIiIORAW6FOjq1atkZmbavN93330Xs9mM2Wy2ed8iIiIixZkK9Fuwd+9ewsPDqVmzJr6+vtSsWZNHHnmE5cuXG222bdtGeHg4ISEhVKpUiXr16vHMM8/k29+ePXvo3LkzlStXpmnTpnz++ed52qxdu5aHH36YwMBA/P39admyJQsXLuTq1asFxnrs2DGefPJJGjVqRFBQkBHL0KFDOX78uEXbnCUnQ4cOZfHixYSFhVGpUiUOHTrEqVOnGD58OPXr18fPz4/q1avzwAMPMH78+HyPe+rUKZ599lmCgoKoW7cu06ZNs4g1vyUuuZfIbN++nSeeeILAwEBCQkIYP358kbxREBEREXE0us1iIaWlpdGzZ0/Onj1rbDt58iQnT57Ey8uLiIgIVq9ezbBhw8jOzjbanDhxgs8//5z333/for+zZ8/yyCOPkJaWBkB8fDyDBg2iQYMG1KxZE4AZM2Ywd+5ci+cdPHiQiRMnsmvXLpYtW3bDeBMTE9mwYYPFthMnTrB69Wq2b9/OTz/9hIeHh8X+6OhoVq9ebbFt6NChbNq0yfj50qVLpKSkcPjwYSIjI/Mct2/fvpw6dQqA8+fPM2/ePKpWrcrAgQNvGGtu/fv3N3KclpZmzLi/++67BT4vIyPDqv6Lk5w3JnqDUjDlyTq3kycvWwdTTOicKphee9ZRnqxTkvNUqlQpq9uqQC+k+Ph4o3Bcvnw5nTt35tSpU+zdu5fk5GTS0tIYN24c2dnZuLm58dZbb9GlSxfMZjOffvppnv7S0tKIiIhg2rRpREVFMXLkSLKysvjiiy8YM2YMx44dY/78+QCEhoayevVqypUrx8CBA9m+fTtRUVHExsbSrl27fOOtXr06a9asISwsDB8fH9LT03nnnXeYPXs2x44dIyYmhkceecTiOSkpKbz00ksMGzaMc+fO4ePjw44dOwAYNmwYkydPJi0tjd9++40tW7bke9wqVaqwZcsWzp49S8eOHcnIyCAqKsrqAr1WrVp88MEHpKWlER4ezpEjR1i9ejWjRo3innvuueHzkpKSbvqpQnGVnJxs7xCKBeXJOreSp9pFEEdxoHPKOsqTdZQn65S0PLm4uBASEmJ1exXohVS5cmVcXFy4evUq7733HkePHqV27dq0aNGC8uXLs2XLFlJTUwHo168fffv2BcDb25uxY8fm6c/FxYUZM2bg7e1NeHg4I0eOBDCWn8TGxhoF55AhQ4xZ9XHjxtGjRw8ANm3adMMC3dfXl2XLljFp0iQSEhLyzDAfPnw4z3Nq1qzJK6+8AmAsQQkKCuLXX38lJiaGMmXKUKdOHRo1asTEiRPzPe748eMJCgoiKCiIevXq8fPPP+dZUlOQcePGUblyZWPcObnbtm1bgQV6QECA1ccoLjIzM0lOTsbPzw93d3d7h+OwlCfrKE+Fp1wVTOeUdZQn6yhP16hALyQ/Pz9mz57NtGnTiIuLIy4uDgBXV1fGjBlj8e4op5guiK+vL97e3oDlRx+XLl0C4MyZM8a2wMDAfB+fPn36hv1PmjSJJUuW3HB/enp6nm316tXLs23+/PkMHjyY+Ph4Xn/9dWN7x44d+fjjj3Fzc7NoHxoaajzOWUKTMyZr5B5f7qI7dz7yU5iPj4obd3f3Ej0+W1GerKM8WU+5so7yZB3lyTp3e550kegtePbZZzly5Ahbtmxh6dKldOzYkStXrjB79myL5RXx8fE37cvV9Z/3SE5OTnn2V6hQwXiclJRkPD5x4kS+ba6Xs/7cz8+PnTt3kpKSwieffFJgTPm9IFq0aMG+ffvYuXMnK1asYOjQoQB8++23rF+/Pk/7m43rZnKPL/e4CxqriIiISEmgAr2QTp48yZQpU9i3bx/BwcF069aNZs2aAZCdnU316tUpV64cAKtWreLTTz/l/PnzHD9+PM+FntZo164dzs7X/pmWLFnC4cOHSU5OZs6cOUabDh063PD5ObPWLi4ulClThqSkJN58881CxzF9+nQ2b95M2bJl6dSpk8W69YJm8G/V66+/zt9//82RI0dYvHixsb1169Y2P5aIiIiII9ESl0JKT09nwYIFLFiwIM++KlWq0LhxY2bNmsWwYcPIzMxk8ODBFm3GjBlTqOMFBwczcuRI5s2bR3x8PE2aNLHY37VrV9q3b3/D53fq1InVq1eTlJRE3bp1gWsXjhbWmjVreOONN/Jsd3Nzo23btoXu72b++OMPate2vCStb9++Ba4/FxERESkJNINeSOXLl2fw4ME0bNgQk8mEm5sbAQEB9O7dm6ioKNzd3enbty8bN26kY8eO+Pj44ObmRmBgID179rylY06ePJnFixfTpEkTPD098fDwMO4t/uGHHxb43MjISPr06YOPjw8mk4mBAwcye/bsQsfw3HPP0apVK3x9fXFzc6NixYo88MADrFmzhvr169/SuAqyYsUKunfvTpkyZfDx8WHIkCG3NPMvIiIiUtw4mc3m7Js3Eyl6kZGRxpuHffv2Ua1aNTtH5BgyMjJITEwkKCjorr5g5maUJ+vcTp5cZk0qoqgc16FeETqnbkKvPesoT9ZRnq7REhcREbHK1Zen2zuEOyojIwMSE+0dhojchbTERURERETEgahAF4cxfvx4zGYzZrNZy1tERETkrqUCXURERETEgahAFxERERFxICrQRUREREQciAp0EREREREHogJdRERERMSBqEAXEREREXEgKtBFRERERByICnQREREREQeiAl1ERERExIGoQBcRERERcSAq0EVEREREHIgKdBERERERB6ICXURERETEgahAFxERERFxIK72DkBERByPy6xJ9g7B7rwAekXYOwwRuQtpBl1ERERExIGoQBcRERERcSCFLtCXL19Os2bN8PPzw2Qy0aVLl6KI65Zt3boVk8mEyWRi5cqV9g6HlStXGvFs3brV3uEUG1u3biUyMpLIyEjMZrO9wxERERG5Ywq1Bv3AgQOMGDGC7OzsoopHBIBt27Yxe/ZsAPr164fJZLJzRCIiIiJ3RqFm0A8cOGAU54sXL8ZsNvPVV1/l2zYzM5OsrKzbj1DsIj093d4hiIiIiNyVrC7Qu3TpwnPPPWf8PGTIEEwmE0OHDjWWcMyYMYOZM2dSp04d/Pz8SE1NBWDv3r088cQThIaGUqlSJRo2bMjEiRO5cOGCxTFSU1N59dVXue+++/D19aVatWqEh4ezd+/e2xpkQkKCEWNkZKSxPb/lJ7mXyHzwwQdMmDCBe+65h2rVqjFw4EDOnj1r0fepU6cYN24cjRo1wtfXl+DgYDp37szPP/+cJ44LFy4wevRoqlevTo0aNRg5ciQXL160ehwNGjQwlhV9+eWXtGzZEj8/P1q0aJHnjVJ2djYffPAB//rXvwgICKBy5cp06NCB9evXW7TL/e/3yy+/8O9//xt/f3+mTp0KwOXLl3n77bdp06YNAQEBBAYG0qpVK4vlQ5mZmcybN4/7778ff39/qlSpQteuXfn+++8tjtWlSxdMJhMNGjTgxx9/pEOHDvj7+9O0aVM+//xzi3HmzJ4DhIWFGc8TERERKelsepvF999/n5SUFIttsbGxhIeHk5mZaWz7888/WbhwIdu2bSM6OppSpUpx4cIFOnXqxMGDB412mZmZfPvtt3z33XdERUVx//332zLcm5oyZYrxJgMgKioKV1dX3nvvPQD++usvHnroIY4fP24R8/bt2zl06BD33XefRX/Dhw/n1KlTxs/Lli2jfPnyTJ48uVBxHThwgIiICOMTikOHDhEREcG6det44IEHAHj++edZtWqVxfN27drFU089RWJiIsOHD8/Tb/fu3S3+/a5evUp4eDhbtmzJc/xt27bRv39/rl69yuOPP853331n0Wbr1q1s27aN999/n549e1rsO336ND169DDOifj4eAYNGkSDBg2oWbNmoXJxvYyMjNt6viPKyVPu15DkpTxZx9o8ed2JYIoJnVMF02vPOsqTdUpynkqVKmV1W6sL9K+++oqVK1fy/PPPA7Bx40batGlDQkICq1evBsBsNjN//nwee+wx/vrrL7y8vBg9ejSZmZmEhYXx4YcfEhgYSFRUFIMHD2bv3r2sWLGCQYMG8e6773Lw4EFcXFz46KOPjMK3d+/e/PHHH7zyyivExsYWMhW3x9nZmejoaEJCQujRowcHDx7kiy++ICsrC2dnZ1577TWjOO/VqxdTp06lTJky/PDDD/j4+OTpz9PTk+3bt1O6dGk6duxIcnIyUVFRhS7QzWYz06dPZ+DAgXz99dcMHjyYq1evMnPmTB544AG2b99uFOdjxoxh+PDhXLlyheHDh/Pll1/y2muv8cQTT1C+fHmLfqtXr05MTAx+fn6cPn2atWvXGsV5/fr1WbRoETVq1ODgwYP88ccfAKxdu9Yozt944w369u2L2Wxm4MCB7Ny5k/Hjx9O9e3dcXFyM46SnpxMREcG0adOIiopi5MiRZGVl8cUXXzBmzBj2799PZGSkMYu+b98+qlWrZlVukpKSuHr1aqHyWVwkJyfbO4RiQXmyzs3yVPsOxVEc6JyyjvJkHeXJOiUtTy4uLoSEhFjd3qYz6O3bt+epp54CoGzZshw+fNgo5Pbt20fjxo3zPCcuLo5BgwYRExMDXJu1feKJJ/K027NnD6mpqXh7e9sy5AJFRETQokULAB566CEOHjxIZmYmJ0+exN/f34jZ29ubhQsXUrp0aYAb3tnmxRdfpE6dOgC0bNmS9evXW8y+WyswMJAXXngBJycnwsPDWbx4MXv27GHXrl1cvHjRiAtg7ty5zJ071+L5GRkZ/PTTT3Tu3Nli++zZs6lRowZw7d9v5syZxr433niDsLAwAJo2bUrTpk0BLI41evRoRo8ebdFncnIyhw4dol69esY2FxcXZsyYgbe3N+Hh4YwcORLglnJxvYCAgNvuw9FkZmaSnJyMn58f7u7u9g7HYSlP1lGeCk+5KpjOKesoT9ZRnq6xaYFev359i59Pnz590+fkLKmwpq3ZbLZpgX6zmdbQ0FDjsYeHh/H40qVLwD8xBwUFGcV5Yfu7lY9wAgICcHJysvh5z549ZGVlYTabC5X33Ar696tVq1a+/dzKsXx9fY1/x9wf9+Tk9XYU5uOj4sbd3b1Ej89WlCfrKE/WU66sozxZR3myzt2eJ5sW6NcnsmLFisbjp556ivnz5+d5Ts5dYSpWrMgff/xBmTJlOHr0KG5ubnna5S5KCyO/4hqurYUviKvrP+nJ79gVK1bk77//JjExkYyMjJueSDfrz1pJSUn5/uzs7IzJZLLIe0xMjDHbneNGubz+TUbufn7//XeaNWuW5zm52/z222/4+fnd9FjW5OF28iMiIiJSnBXpN4nWqFGD6tWrA7B69Wo2btzIxYsXSUlJITo6mj59+vDDDz8A0KFDB+DanU7GjBnDyZMnycjIYN++fUydOpWXX375luPw9fU1Cv64uDgyMzNJSEi47S8yevjhh4Frd58ZPnw4J06cIDU1lejoaGNcReHEiRMsXLiQ8+fP8+mnn7Jnzx4AmjRpgqenp5FLgAkTJvDbb7+RmZnJsWPHWLJkCd27d7fqODnjA4y14RcvXmT37t188sknABbHGjlyJH/++SeZmZn89ttvvPHGGzzzzDO3NMbc9z3/9ddfb6kPERERkeKoSAt0gHnz5uHm5kZGRgYDBgwgICCA6tWr06dPH6Kjo40Z9KFDh1K3bl0APvroI2rWrIm/vz8PPPAA8+fPt7ibSmE5OzvTrVs3AHbv3k1wcDCNGjXi3LlztzW2V155hSpVqgCwZs0a6tWrR9WqVenTpw/Hjh27rb4LUqFCBaZMmUJQUBCDBw8Gro1xwoQJwLX17f369QNg586dNG/eHF9fX+69917GjRvH0aNHrTpOr169aN++PQC//PKLcavF9u3bG7dQ7N27t3HnmG+++YaGDRvi6+tL8+bNmT59+i1f5JH7eoU+ffpgMpksbvMpIiIiUlIVeYHerl07YmJi6Nq1KxUrVsTNzY2AgADatm3LrFmzjAsPy5YtS3R0NCNHjqRGjRq4u7tTrlw56tWrx7Bhw4y7x9yqOXPm0KNHD8qVK0fp0qV55plnmDJlym316e/vT2xsLIMHDyY4ONiI+f7776d27aK7B0Lt2rVZtWoVdevWxd3dnVq1arF8+XKjUAZYtGgR8+fPp3Hjxnh6euLp6UloaCjh4eHMmzfPquO4uLjw6aefMn36dBo0aEDp0qXx9PSkbt26tG7d2mjz2Wef8eqrr1K3bl1KlSpF2bJlqVWrFk899RSTJk26pTE2a9aMyZMnU6VKFZydi/w0FREREXEYTmazOdveQYh1GjRoQGJiIq1atbrhN7hKyZORkUFiYiJBQUF39QUzN6M8WcfaPLnMurU31yXNoV4ROqduQq896yhP1lGerrHpRaIiIlIyXH15ur1DsLuMjAxITLR3GCJyFypWawcSEhKMr6XP709kZKS9Q7xlXbp0ueG49BX3IiIiIncPzaAXI/v377d3CCIiIiJSxIpVgV6tWjXMZrO9wygSWlMuIiIiIlDMlriIiIiIiJR0KtBFRERERByICnQREREREQeiAl1ERERExIGoQBcRERERcSAq0EVEREREHIgKdBERERERB6ICXURERETEgahAFxERERFxICrQRUREREQciAp0EREREREHogJdRERERMSBuNo7ABERKXousyYB4AXUtm8oxYYXQK8Ie4chInchzaCLiIiIiDgQFegiIiIiIg5EBbqD6NKlCyaTiQYNGtg7FKuYTCZMJhNDhw41tjVo0ACTyUSXLl3sGJmIiIhI8aYCXURERETEgegiUclXZmYmrq6uODtb/x5u//79RRiRiIiIyN1BM+gOaNeuXTz00EP4+/sTFhbGRx99ZLF/7dq1PPzwwwQGBuLv70/Lli1ZuHAhV69eNdrs3r2bPn360KBBAwICAqhUqRJhYWGMHTsWs9lstEtISDCWq8yYMYOZM2dSp04d/Pz8SE1NBWDJkiXUr18ff39/unXrRnx8fL5x57fEJffSnR9//JEOHTrg7+9P06ZN+fzzzy2en5GRwZgxYwgODqZq1aqMGDGCb775xohv5cqVt51bEREREUenGXQHk5KSQo8ePbhw4QJwrYAeMWIErq6u9O/fnxkzZjB37lyL5xw8eJCJEyeya9culi1bBsCvv/5KdHS0RbuEhASWLl3K/v378+wDeP/990lJSbHYtnr1asaNG2f8HBcXR9euXQs9rtOnT9OjRw8yMzMBiI+PZ9CgQTRo0ICaNWsCMGrUKFatWmU856OPPuK///1voY6TkZFR6NgcXU7Ocv6W/ClPBfOydwDFmM6pgum1Zx3lyTolOU+lSpWyuq0KdAdz4cIFhgwZwvjx441Z8EuXLjFz5kxatmzJ/PnzAQgNDWX16tWUK1eOgQMHsn37dqKiooiNjaVdu3Y0adKEjRs3Urt2bXx8fEhNTWXKlCksX76cHTt28Msvv9CwYUOLY5vNZubPn89jjz3GX3/9hZeXF6+99hoApUuX5tNPP6Vhw4a89NJLrFmzplDjSk9PJyIigmnTphEVFcXIkSPJysriiy++YMyYMRw5coRPPvkEgBo1arBmzRqcnZ3p06cPf/31l9XHSUpKsvgkoSRJTk62dwjFgvKUP937/NbpnLKO8mQd5ck6JS1PLi4uhISEWN1eBbqDcXNzY/LkyXh6etKuXTs6derEhg0bSEpK4rvvvjOKzyFDhhgzz+PGjaNHjx4AbNq0iXbt2uHv788HH3zA8OHDOXHiRJ53oocPH85ToLdv356nnnoKgLJly3L8+HESExMB6NSpE23btgXglVdeKXSB7uLiwowZM/D29iY8PJyRI0cCcPz4cQD+3//7f2RlZRljyzmJhw0bxvDhw60+TkBAQKHiKg4yMzNJTk7Gz88Pd3d3e4fjsJQnKSo6pwqm1551lCfrKE/XqEB3MOXLl8fT09P4OXfBeebMGeNxYGBgvo89K6MdAAAgAElEQVRPnz4NXCtyv/nmmxseJz09Pc+2+vXrW/z8999/G48rV66c72Nr+fr64u3tDVh+xHPp0qU8x8o95txjs0ZhPj4qbtzd3Uv0+GxFeRJb0zllHeXJOsqTde72POkiUQdz9uxZi+I5KSnJeFyhQoV8t584ccKiTXp6urF2u27duvzvf//DbDbz+uuvF3js618I/v7+xuPcy0wKs+Qkh6vrP+8FnZyc8uzPfazcxXrusYmIiIjcDVSgO5jLly8zffp0UlNTiY2NNS7mDAgIoF27dsZtD5csWcLhw4dJTk5mzpw5xvM7dOjAlStXjKUwrq6ueHl5ER8fz3vvvVeoWAIDAwkKCgIgOjqarVu3YjabjXXpttSsWTNjbEuXLiUhIYFjx47xzjvv2PxYIiIiIo5MBbqDKVOmDMuXL6dq1ao8+uijxhKQCRMmEBwcbKzdjo+Pp0mTJtSqVYsffvgBgK5du9K+fXvKli1Lq1atAPjll1+oXr06TZs25fLly4WKxcnJifHjxwPXlsR07dqV4OBgNm3aZKvhGkJCQujbty9w7Q40YWFh3HvvvRa3hMxv5l1ERESkpFGB7mB8fHyIioqiadOmeHh4ULVqVRYsWED//v0BmDx5MosXL6ZJkyZ4enri4eFB3bp1mTZtGh9++KHRz9KlS/n3v/9N2bJlqVSpEv/5z3/4z3/+U+h4+vXrx6xZs6hSpQoeHh60atWKL7/80mbjzW3u3Lk8++yzlCtXDm9vb5544gkmTpxo7Pfx8SmS44qIiIg4Eiez2Zxt7yBEAA4cOICXlxfBwcEAnDp1ioiICLZv346HhwcHDx60WId/t8jIyCAxMZGgoKC7+oKZm1GeCuYya5K9QyiWDvWK0Dl1E3rtWUd5so7ydI3u4iIO47///S9Tp06lXLlyeHl5kZycbKylnzBhwl1ZnIvYytWXpwP65VcYGRkZ8P/falZE5E5SgS4O47777qN169b8+uuvnDx5Em9vbxo1asSgQYPo3LmzvcMTERERuSNUoIvDaNu2rfFlSCIiIiJ3K10kKiIiIiLiQFSgi4iIiIg4EBXoIiIiIiIORAW6iIiIiIgDUYEuIiIiIuJAVKCLiIiIiDgQFegiIiIiIg5EBbqIiIiIiANRgS4iIiIi4kBUoIuIiIiIOBAV6CIiIiIiDkQFuoiIiIiIA1GBLiIiIiLiQFztHYCIiFzjMmtSkR/DC6hd5EcpGbwAekXYOwwRuQtpBl1ERERExIGoQBcRERERcSAq0EVEREREHIgKdDvo0qULJpOJBg0a2DsUAIYOHYrJZMJkMhnbzGYzkZGRREZGsnXr1jtyTBERERHRRaJyA+fOnWP27NnGz23atLFjNCIiIiJ3D82gC++++y5msxmz2WzvUERERETueirQHcTPP/9Mnz59CAkJoVKlSjRs2JBx48aRkpJitNm6dauxLOSDDz5gwoQJ3HPPPVSrVo2BAwdy9uxZiz7j4uJo06YNfn5+tGzZkpiYmHyX11y/3CQyMpKwsDBj/+zZs439W7duJSEhwfg5MjLSaLdy5UqLdjn2799Pp06d8Pf3p1GjRqxYseKGeThy5AiDBw+mdu3aVKpUiTp16jBixAhOnjx568kVERERKUa0xMUBbNq0ib59+3L58mVj259//smSJUvYvHkzmzZtyrNWe8qUKaSmpho/R0VF4erqynvvvQfA4cOH6d27N5cuXQLg4MGD9O3b946v+TabzXTv3t1483D06FFefPFF/Pz88rQ9cOAAnTt3thjXX3/9xUcffcSWLVuIjY2lYsWKBR4vIyPDtgNwAJmZmRZ/S/5KQp687B2A5Ks4n1N3Qkl47d0JypN1SnKeSpUqZXVbFeh2lp2dzZgxY7h8+TKlSpVi5cqVNGnShFmzZvHuu+9y+PBh3n77bSZNsvwCE2dnZ6KjowkJCaFHjx4cPHiQL774gqysLJydnXn99deN4nzq1Kk89dRTrFy5kvHjx980pvHjx9OvXz9jFn3cuHEWz0tISLB6fIsWLTKK8+eff56XXnqJuLg4IiLyfvnHK6+8QmpqKkFBQaxcuZJatWqxY8cOevXqRWJiIm+++SbTp08v8HhJSUlcvXrV6viKk+TkZHuHUCwU5zzpC4QcU3E+p+4k5ck6ypN1SlqeXFxcCAkJsbq9CnQ7O3z4MMeOHQOgY8eOPPjggwBMmjSJ9957j8uXL7Np06Y8BXpERAQtWrQA4KGHHuLgwYNkZmZy8uRJ/P392blzJwC+vr68+OKLODs7M3ToUBYtWsTx48fv2Ph++ukn4NobildeeQUvLy+6du1KixYt2L59u9Hu4sWLbNu2DYDExETatm2bp6+4uLibHi8gIMBGkTuOzMxMkpOT8fPzw93d3d7hOCzlSYqKzqmC6bVnHeXJOsrTNSrQ7ezMmTPG48DAQOOxp6cn5cuXJzk52aJNjtDQUOOxh4eH8Thn1vzvv/8GwN/fH2fnfy41qFy5cpEV6PnNXOfE4e3tjZfXPx/gX19Im83mm858516PfyOF+fiouHF3dy/R47MV5UlsTeeUdZQn6yhP1rnb86SLRO2sQoUKxuOkpCTjcXp6urE0pHz58nme5+r6z3srJyenPPv9/f2Bax8RZWdn53uMguTXZ4783hDAtXXzN4ojNTWVtLS0G8bh4+ODi4sLAA8++KBxV5ncf/bt22dV7CIiIiLFmQp0O6tRowbVqlUDIDo6mu+++47U1FRmzJhhXDTaoUOHQvebs/wlOTmZJUuWcP78ed59911OnDhh1fNzX0waHx9vcQGrr68vbm5uwLVlJ5mZmSQkJLBy5co8/TRv3hyArKwsXnvtNVJTU9m4cSM7duywaFe6dGlatWoFwJYtW1i2bBnnz5/n/PnzfP/99zz33HOsWbOmEBkQERERKZ5UoNuZk5MTc+bMwdXVlYyMDHr06EHVqlVZtGgRACEhIQwfPrzQ/Y4ZM8aY6X755ZcJCgpi0qRJxox9QTPkcG1JSo0aNQBYt24dlSpVwmQyceXKFZydnenWrRsAu3fvJjg4mEaNGnHu3Lk8/QwbNgwfHx/g2gWjVatWZcCAAca23F577TW8vb3Jzs5m5MiRBAUFERQURPfu3VmzZg1XrlwpdB5EREREihsV6A7g4Ycf5uuvv6Zjx46YTCZcXV2pUqUKgwYNIiYm5pZujVijRg0+++wz6tevj7u7O3Xq1OHjjz82bm+YX4F8vXfffZfGjRtTunTpPPvmzJlDjx49KFeuHKVLl+aZZ55hypQpedr5+PiwYcMGWrRogYeHB9WqVWPevHl07NgxT9v69esTGxtLeHg4lStXxtXVFV9fX5o3b87kyZNv6ZMEERERkeLGyWw2Z9+8mRRHmzZtom3btsZV0J999hnPPfcc2dnZvPDCC8yYMcPOEYo1MjIySExMJCgo6K6+YOZmSkKeXGZNunkjuaMO9Yoo1ufUnVASXnt3gvJkHeXpGt3FpQTr378/WVlZ+Pr6cv78eeMLgKpWrcqIESPsHJ2IXO/qywXf598W9MvPehkZGZCYaO8wROQupCUuJVjfvn0JCgri7NmzXLp0iXvuuYfnn3+e7777jkqVKtk7PBERERHJh2bQS7AFCxbYOwQRERERKSTNoIuIiIiIOBAV6CIiIiIiDkQFuoiIiIiIA1GBLiIiIiLiQFSgi4iIiIg4EBXoIiIiIiIORAW6iIiIiIgDUYEuIiIiIuJAVKCLiIiIiDgQFegiIiIiIg5EBbqIiIiIiANRgS4iIiIi4kBUoIuIiIiIOBBXewcgIsWTy6xJ9g7BghdQ295BFAPKk/W8AHpF2DsMEbkLaQZdRERERMSBqEAXEREREXEgWuJSTHz55Zfs378fgPHjxxe7/kVERETEOirQi4mvvvqK1atXA0VTQBd1/yIiIiJiHS1xcXDp6en2DkFERERE7iAV6PnYu3cv4eHh1KxZE19fX2rWrMkjjzzC8uXLAejSpQsmk4kGDRqwfft2HnzwQfz8/AgLC+Ojjz7K09/atWt5+OGHCQwMxN/fn5YtW7Jw4UKuXr1qtImMjMRkMmEymYiLiyM8PJzAwECeeeYZTCaTMbsNGO26dOkCwB9//MHTTz9NnTp18PX1JTQ0lIcffph58+ZZNd6b9Z+TkyeeeILQ0FAqVapEw4YNmThxIhcuXDDamM1mBg0aRLNmzahatSoVK1akZs2aRERE8Ouvv1ocs0GDBsYx1q5dS6NGjQgICKB///6cOXOG/fv306lTJwICAmjVqhXff/+9VWMRERERKe60xOU6aWlp9OzZk7NnzxrbTp48ycmTJ/Hy8iIi4p9bbp05c4aePXsas9wJCQmMGDECV1dX+vfvD8CMGTOYO3euxTEOHjzIxIkT2bVrF8uWLcsTw5NPPklKSorVMffp04fff//dIq4zZ85w/vx5Ro0aZXU/NxIbG0t4eDiZmZnGtj///JOFCxeybds2oqOjKVWqFOfOneOzzz6zeO7Jkyf54osv2Lp1Kzt37qRSpUoW+w8cOMCgQYPIzs4Gri21OXv2LIcOHTJycODAAfr378/+/fvx8fEpMNaMjIzbHq+jycl77vw7Ai97ByByhzjaa8/ROOr/UY5GebJOSc5TqVKlrG6rAv068fHxRnG+fPlyOnfuzKlTp9i7dy/JyckWbS9evMiQIUMYP348u3fvpk+fPly6dImZM2fSt29f/vzzT+bPnw9AaGgoq1evply5cgwcOJDt27cTFRVFbGws7dq1s+jXZDKxfv16atasyYkTJ1i1ahVDhw41ZrnNZrPR9uzZs0ZxPnPmTAYNGoTZbObAgQP88ssvVo3ZbDbfsH+A0aNHk5mZSVhYGB9++CGBgYFERUUxePBg9u7dy4oVKxg0aBAmk4nly5dz3333UbFiRa5cucLnn3/O8OHDSUlJ4bPPPmPYsGF5jj1nzhwef/xxevfuzc6dO9m+fTsNGzZkx44drFu3jvHjx3PhwgViYmJ4/PHHCxxLUlKSxScTJcn155+96V7acrdwtNeeo1KerKM8Waek5cnFxYWQkBCr26tAv07lypVxcXHh6tWrvPfeexw9epTatWvTokULypcvb9HWzc2NyZMn4+npSbt27ejUqRMbNmwgKSmJI0eOsG3bNqNYHDJkCDVr1gRg3Lhx9OjRA4BNmzblKdAnTpzIvffeC8A999xTYLzlypXD29ub1NRU1q5dy8WLF6lduzZNmzbN0++tOHz4MH/88QcA+/bto3HjxnnaxMXFMWjQIMqVK8eff/7J3LlzOXLkCGlpaXn6ul5gYCCDBg0C4P7772fnzp0ADBo0CD8/Px566CHjotXjx4/fNN6AgIDCDbAYyMzMJDk5GT8/P9zd3e0djshdR6+9gun/KOsoT9ZRnq5RgX4dPz8/Zs+ezbRp04iLiyMuLg4AV1dXxowZw8svv2y0LV++PJ6ensbPuYvDnGUmOQIDA/N9fPr06Twx1K9f3+p4XVxcWLhwIWPGjGHPnj3s2bMHACcnJwYMGMBbb71ldV/5yS++6+UsRVm0aBETJ068Ybv8LngNCgoyHuf+6Cdnu5ubm7Ht0qVLN42lMB8fFTfu7u4lenwijkqvPesoT9ZRnqxzt+dJF4nm49lnn+XIkSNs2bKFpUuX0rFjR65cucLs2bM5ceKE0e7s2bMWRWdSUpLxuEKFClSoUCHffbn7yN0mR34npJOT0w3j7datG4cOHWLr1q0sW7aM8PBwsrOzWb58OTt27LBixDfuv2LFisbjp556CrPZnOfPxo0bAdiwYYMR/+bNmzlz5gw//vhjgcd1cXEp1HYRERGRkk4F+nVOnjzJlClT2LdvH8HBwXTr1o1mzZoBkJ2dbTErfvnyZaZPn05qaiqxsbFER0cD12bSQ0NDadeuHc7O11K8ZMkSDh8+THJyMnPmzDH66NChg1VxmUwm4/GBAwcs9o0dO5Yff/wRf39//v3vf9O+fXtjnzUz4AX1X6NGDapXrw7A6tWr2bhxIxcvXiQlJYXo6Gj69OnDDz/8APwzw+3k5ESZMmU4d+4cs2bNsur4IiIiInKNlrhcJz09nQULFrBgwYI8+6pUqULt2v9cGlemTBmWL1/OO++8Y9FuwoQJODs7ExwczMiRI5k3bx7x8fE0adLEol3Xrl0tiumC5F773apVKwDGjBnDxIkTWbp0KUuXLs3zHG9vb5o2bXrb/c+bN4/HH3+cjIwMBgwYkOe5zz//PACdOnVi3759pKen07x5cwCjuBcRERER62gG/Trly5dn8ODBNGzYEJPJhJubGwEBAfTu3ZuoqCiLCxZ8fHyIioqiadOmeHh4ULVqVRYsWGDcYhFg8uTJLF68mCZNmuDp6YmHhwd169Zl2rRpfPjhh1bH9eijjzJkyBD8/f3z7Bs5ciRNmjShQoUKuLm54efnR+fOndmwYQN+fn633X+7du2IiYmha9euVKxY0chJ27ZtmTVrFmFhYQCMGjWKoUOHUqlSJcqUKUP37t15//33rR6jiIiIiICT2WzOtncQxU2XLl344YcfCAoKYv/+/fYOR0q4jIwMEhMTCQoKcqgLZlxmTbJ3CCJF7lCvCId77TkaR/0/ytEoT9ZRnq7REhcRuSVXX55u7xAs6D916yhP1svIyIDERHuHISJ3IRXod4EGDRqQeINfMq1ateKrr766wxGJiIiIyI2oQL8FKmhFREREpKioQL8LaJ28iIiISPGhu7iIiIiIiDgQFegixYC+WdU6ypN1lCfrKVfWUZ6sozxZR3nSbRZFRERERByKZtBFRERERByICnQREREREQeiAl1ERERExIGoQBcRERERcSAq0EVEREREHIgKdBERERERB6ICXURERETEgahAFxERERFxICrQRRxIamoqr7zyCvXr18fX15cGDRowadIkLly4UOi+srKyWLFiBZ06daJq1apUrlyZ++67j2HDhnH+/PkiiP7OsWWechs1ahQmkwmTyURycrKNorUvW+TqyJEjvPHGG3Tu3JnatWtTqVIl6tWrx+DBg/n999+LMHrb2r17N71796Zq1aoEBATQoUMH1q9fX6g+Ll26xOzZs2ncuDF+fn7Url2bESNGcOrUqSKK2j5uJ1fZ2dnExMQwatQoWrZsafz/06pVK9544w0yMjKKOPo7xxbnVG5ms5k6depgMpno1auXDSO1L1vl6dSpU4wfP954/VWvXp2HHnqI999/vwiiti99k6iIg0hLS6NTp07s37+f9u3b07BhQ3755Re2bNlC48aN+frrrylVqpRVfV26dImIiAi+/fZb6tWrR5s2bfDw8OD48ePExcXx3XffERgYWMQjKhq2zFNusbGxPProo3h5eZGWlsZvv/2Gn59fEYzgzrFVrp5++mnWrVtH3bp1adGiBWXLluXgwYPExMRQunRp1q5dS6tWre7AiG5dXFwcvXr1olSpUvTs2ZMyZcrwxRdfkJiYyPTp03nxxRdv2kdWVha9e/dm8+bNNG3alFatWnHkyBG+/PJLqlWrxqZNm6hYseIdGE3Rut1cZWRk4O/vj4eHB61bt6Zu3bpkZGSwZcsWjhw5QuPGjfnyyy/x9PS8QyMqGrY4p643aNAgvv76a9LS0njwwQf5/PPPiyDyO8tWefrll1/o2bMnZrOZhx9+mFq1anHhwgV+//133N3d+eyzz4p4JHeWCnQRB/Haa6/x+uuvM3LkSKZMmWJsnzJlCgsWLGDy5MmMGjXKqr7Gjx/Pu+++y5QpUxg5cqTFvqysLACcnYvnB2i2zFOOc+fO0bJlS5o0acLp06f54YcfSkSBbqtcrVy5kvr16xMWFmax/fPPP+eZZ56hdu3a7Nixw9bh28yVK1do2rQpSUlJxMTE0LBhQ+Dav/uDDz7In3/+ya5du6hatWqB/Xz88ce88MILPPbYYyxduhQnJycAPvjgA0aNGsXAgQNZsGBBkY+nKNkiV5cvX+bNN9/k2WefxWQyWWwfMGAA0dHRTJs2jeHDhxf5eIqKrc6p3DZs2MCTTz7JnDlzGDt2bIko0G2Vp9TUVFq2bElGRgZRUVHUr18/z3FcXV2LbBz2UDx/Q4uUMNnZ2axYsYIyZcowduxYi31jx46lTJkyLF++3Kq+kpKSWLp0Kffff3+e4hyuFebFtTi3ZZ5ye/nll0lPT2fu3Lm2CtXubJmr/v375ynOAXr16kWNGjU4dOgQZ86csUncRSEuLo6jR4/y2GOPGQUCQLly5Rg1ahSZmZmsXr36pv3k5Gvy5MlGcQ7w1FNPERwczGeffUZ6errtB3AH2SJXbm5ujBkzxqI4z9me84bwhx9+sH3wd5Ctzqkcp0+fZvTo0YSHh/Pwww8XRch2Yas8vf/++xw/fpxXX301T3EOlLjiHFSgiziEI0eO8Ndff9G8eXO8vLws9nl5edG8eXOOHTvG8ePHb9rXhg0buHLlCj169OD8+fOsWbOGefPmsWLFCpKSkopqCHeELfOU45tvvmH16tW8/vrrVKpUydYh201R5Co/bm5uALi4uNxWP0Vp27ZtALRv3z7PvgcffBC4ecGYkZHBrl27uOeee/LM9jk5OdGuXTvS0tLYs2ePjaK2D1vkqiDF4Xyxhq3z9J///AcXFxdmz55tmwAdhK3ytG7dOpycnOjWrRvx8fEsWbKEN998k6+//prMzEzbBu0gSt5bDpFi6MiRIwCEhITkuz8kJITNmzdz5MgRqlSpUmBfe/fuBa59hNi0aVP+/vtvY5+7uzuvvvoqzz//vI0iv7NsmSeAs2fPMmLECLp06cJjjz1m01jtzda5ys/PP//Mr7/+SuPGjfPMljqSnFyEhobm2efn50eZMmX4448/Cuzj6NGjZGVlFZjPnGO1bNnyNiO2H1vkqiAff/wxkH/BVpzYMk+ffvopGzduZOXKlZhMJs6dO2fTWO3JFnnKzMzk4MGDVKxYkf/7v/8jMjLSWKoJEBwczMqVK6lXr55tg7czzaCLOIDU1FTg2sd++fH29rZoV5DTp08DMHv2bOrXr8+OHTtITEzk008/pUKFCkyYMIGYmBgbRX5n2TJPAKNHjyYzM5N58+bZJkAHYutcXe/cuXMMHToUZ2dnpk6demtB3iE5Y8wZ8/XKli170zwUdT4dhS1ydSMxMTF8+OGH1KpViwEDBtxyjI7AVnn666+/GDduHI899hhdunSxaYyOwBZ5SklJ4erVq5w9e5bXX3+dqVOnEh8fz8GDBxk7diwJCQn06dOnRN0dCDSDLmJTEyZMKNTHbUOGDMl3ZuF25MwsVKpUieXLlxt3SujYsSNvvfUWvXv3ZuHChTz00EM2PW5hOEKe1q1bx/r161m8eLFDXwzqCLm6Xnp6Ok888QS///47kyZNok2bNkV6PCn+du/ezdNPP423tzfLli3Dw8PD3iE5hOHDh+Pm5lbilrbYUs7vtKtXrzJo0CCLu75MmDCBw4cPs379ejZs2EB4eLi9wrQ5FegiNrRs2TLS0tKsbt+tWzdCQ0ON2YUbfbR5s1mI3HLaPPDAA3luY/bggw/i4eFh93Wy9s5TSkoKY8aMoWPHjvTp08fqOOzB3rm6XkZGBv369WPr1q2MGjWK0aNHF+r59nCz2e3z58/fdIlOUeXT0dgiV9fbs2cPjz76KE5OTqxbt446dercdpz2Zos8rVq1ipiYGD766CMqVKhg8xgdgS1fewCdO3fOs79z586sX7+ePXv2qEAXkfydOHHilp6XM+N5o7V4OdutmRm95557gPw/ind2dqZMmTJ2/6Iie+cpMTGRs2fP8u23397wl0OtWrWAa3chyH33gTvN3rnKLT09nX79+hEbG8uIESOYPHnyLcV2p+WM8ciRI9x7770W+5KTk7lw4QKNGzcusI/g4GCcnZ1tmk9HZItc5bZnzx569OhBdnY269atK9RzHZkt8vTLL78A8OSTT+a7f/PmzZhMJurXr29cbFnc2CJPXl5eBAQEkJSUlO/vtZxtJW2Ji9agiziA0NBQKleuzE8//ZRntjQtLY2ffvqJatWqWXUxX85yg99++y3PvtOnT3PmzJlC3ZvXkdgqT+XLl2fAgAH5/slZ7tK7d28GDBhA+fLli2w8RcmW5xRYFucvvviiw687zy3nS5S2bNmSZ9/mzZst2txI6dKlue+++4iPj+fPP/+02JednU1sbCxeXl40atTIRlHbhy1ylSOnOM/KymLt2rU0adLEdoHamS3y1KxZs3z/D+rZsycAgYGBDBgwgK5du9o4+jvHVudTQb/XcrYV199rN6ICXcQBODk5MWDAAC5cuMCcOXMs9s2ZM4cLFy7kmWW5ePEiv//+O4mJiRbbW7duTa1atfj++++JjY01tmdnZzNt2jQAevToUUQjKVq2ylOVKlV4++238/1To0YNAGbMmMHbb799y3c4sTdbnlM5y1piY2N5/vnnmT59epHHb0sPPPAAwcHBrF271pi1hGvLVebNm4e7u7vFUqe///6b33//Pc9ylpx8TZs2jezsf77j78MPP+TYsWP07t2b0qVLF/FoipatcrV371569OjB1atX+eyzz2jWrNkdG8OdYIs89ezZM9//g1599VUAateuzdtvv824cePu3MBszFbn09NPPw3AggULMJvNxvbk5GQWL16Ms7Mz3bp1K+LR3Fn6JlERB5GWlkbHjh353//+R/v27QkLC2Pfvn3G17J/9dVXFr/8t27dSteuXWnVqhVfffWVRV+7du2iW7duZGZm0rVrVwICAtixYwc///wzYWFhfP3113nujV1c2DJP+enSpUuJ+SZRW+Vq6NChrF69Gj8/PwYOHJjvsfr160e1atWKeki3rDBfN54z3kWLFtG/f39je1ZWFr1792bz5s00bdqUVq1a8ccff7Bx40aqVq3K5s2bqVixoj2GZ1O3m6uUlBQaNWqE2WymQ4cO3HfffXmOUcnTP8wAAAGOSURBVK5cOYYNG3bHxlQUbHFO5SchIYGwsLAS8U2iYLs8TZgwgUWLFlGlShU6derE5cuX+frrrzl16tQtfYO0o9MadBEH4eXlxVdffcWsWbPYuHEjW7duxc/PjxdeeIFx48YVamauSZMmbN68mcjISL7//nvOnz9PlSpVGDVqFKNGjSq2xTnYNk8lna1ylbOkIzk5+YZ3m2jdurVDF+ht27YlOjqayMhI1q9fz+XLl6lbty5Tp041lhTcjLOzM6tWrWL+/Pl8+umnvPPOO/j4+DBgwAAmTpxYIopzuP1cpaamGrOcmzZtYtOmTXnaBAUFFfsC3Rbn1N3AVnmaOXMmdevW5b333mPVqlU4OTnRsGFD5s2bV6yXAd2IZtBFRERERByI1qCLiIiIiDgQFegiIiIiIg5EBbqIiIiIiANRgS4iIiIi4kBUoIuIiIiIOBAV6CIiIiIiDkQFuoiIiIiIA1GBLiIiIiLiQFSgi4iIiIg4EBXoIiIiIiIORAW6iIiIiIgDUYEuIiIiIuJA/j+T7EVj1mCbZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot coefficients as a horizontal bar plot\n",
    "plt.style.use('fivethirtyeight')\n",
    "log_coefficients.sort_values().plot.barh(color='#F3786D')\n",
    "plt.xlim(-0.75,0.75)\n",
    "plt.title(\"Linear Model Coefficients\",fontsize=14)\n",
    "plt.yticks(fontsize=11, fontweight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test Set Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_metrics(model_name, pipeline, X_test, y_test):\n",
    "    \"\"\"Calculates test accuracy, then prints.\n",
    "    model_name is a string.\"\"\"\n",
    "    \n",
    "    # Calculate y_pred for test set\n",
    "    y_pred = pipeline.predict(X_test)\n",
    "    # Calculate accuracy\n",
    "    acc = accuracy_score(y_test, y_pred)\n",
    "    # Print\n",
    "    print(model_name +' model test accuracy: ', acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**RandomForestClassifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier model test accuracy:  0.6839080459770115\n"
     ]
    }
   ],
   "source": [
    "test_metrics(\"RandomForestClassifier\", tree_pipeline, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**LogisticRegression**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogisticRegression model test accuracy:  0.7097701149425287\n"
     ]
    }
   ],
   "source": [
    "test_metrics(\"LogisticRegression\", log_pipeline, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both the linear and tree based model have validation and test accuracies higher than that of the majority class baseline. The linear model averages about 3% more accurate; however, it is in some ways held back by it's inflexibility with encoding schemes that may prove better suited for the tree based model if the data's horizon's were broader."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}