{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Film Script Analysis  -- Case Study 2 -- Antz \n",
    "\n",
    "\n",
    "\n",
    "\n",
    "-----20 Movies Script Visualizations will be done------This could be done for the 1000+ movie script I segmented--- I just randomly chose 20 movie scripts from the segmented movies....\n",
    "\n",
    "\n",
    "\n",
    "#### The aim of this project is to provide detailed insights into different movies analyzed focusing on the characters, their dialogues, scene locations, emotional and sentiment analysis of the whole movie and the individual characters, character's interaction with one another and finally gender distribution in the each movie analyzed.\n",
    "\n",
    "\n",
    "### To execute this project, the following objectives were done:\n",
    "\n",
    "\n",
    "1. Web scraping of the movie scripts (Over 1000+ movies were scraped from imsdb website)\n",
    "\n",
    "\n",
    "2. Movies segmentation into Scenes --> **Scene Location, Scene Action/Description, Scene Dialogues, Scene Characters (All the movies scraped were segmented except those that do not follow the \"Screenplay format i.e. INT / EXT)\"**\n",
    "\n",
    "\n",
    "3. Character extraction and appearances plot ---> Here, characters were plotted based on how many times they appeared and spoke in each scene and across the movie.\n",
    "\n",
    "\n",
    "4. Character Interaction Mapping --> We mapped out the connection between all the characters in the movie and also the interaction between the Top 10 characters in the movie.\n",
    "\n",
    "\n",
    "5. Here, we looked at the **Most mentioned character based on the Scene dialogues and also the characters each character mention the most in their conversation.**\n",
    "\n",
    "\n",
    "6. Similar to Number 5., Here looked at who a specific character talks with the most in the Movie.\n",
    "\n",
    "\n",
    "7. **Emotional and Sentiment Analysis across the whole movie and for each individual character**, However for this project we limited it to only the Top 10 characters. ---> This gives us the character's emotion when he/she appears in the movie.\n",
    "\n",
    "\n",
    "8. Additional Scene Informations --> Exact Scene Locations, Scenes with dialogs and no dialogs, Scenes that occurred during the Day or in the Night, Scenes location based on Outdoor or Indoor appearances.\n",
    "\n",
    "\n",
    "9. Gender Distribution in the movie\n",
    "\n",
    "\n",
    "***(python Code) Modules for this project: imsbd_moviescript_scraper_AND_Scene_Segmentation.py,   dialogue_appearance.py, characters_extract.py, xter_interaction.py,   characters_mt.py,   emotions.py,  movie_info.py,   gend_distribution_plot.py***\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "Tools: Python libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Import all the necessary python modules needed for this analysis\n",
    "\n",
    "from characters_extract import extract_characters\n",
    "from dialogue_appearance import scene_dialogues\n",
    "from xter_interaction import interaction\n",
    "from emotions import emotions_sentiments\n",
    "from characters_mt import character_mentions\n",
    "from gend_distribution_plot import gender\n",
    "from movie_info import scene_info_plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import glob\n",
    "import random\n",
    "import secrets\n",
    "import re\n",
    "\n",
    "import cufflinks as cf\n",
    "import networkx as net\n",
    "import itertools\n",
    "# plotly\n",
    "from plotly.subplots import make_subplots\n",
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "import chart_studio.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from plotly import tools\n",
    "from plotly.offline import init_notebook_mode, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Load in the Segmented Movie scripts stored in .pkl format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "films = []\n",
    "for f in glob.glob('Films/*'):\n",
    "    film_name = re.sub(r'.pkl|Films\\\\', '', f)\n",
    "    films.append(film_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of films available for Analysis:   1037  Movies\n"
     ]
    }
   ],
   "source": [
    "#Number of Films we segmented into scenes, scene_actions, characters, and characters dialogue\n",
    "print('Number of films available for Analysis:  ', len(films), ' Movies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Random 10 films from the 1000 films scraped from the internet\n",
    "films_list = random.sample(films, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Antz\n"
     ]
    }
   ],
   "source": [
    "#Randomly select film to analyze\n",
    "film = secrets.choice(films_list)\n",
    "print(film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "##load the scenes, dialogues, characters into dataframe\n",
    "\n",
    "df_film = pd.read_pickle('Films/' + film + '.pkl')\n",
    "df_film_dialogue = pd.read_pickle('Dialogues/' + film + '.pkl')\n",
    "df_film_characters = pd.read_pickle('Characters/' + film + '.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Scene_Names</th>\n",
       "      <th>Scene_action</th>\n",
       "      <th>Scene_Characters</th>\n",
       "      <th>Scene_Dialogue</th>\n",
       "      <th>Contents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>EXT.  INSECTOPIA, TOP OF CAN  NIGHT</td>\n",
       "      <td>As Ant Team Six lands and takes up position ab...</td>\n",
       "      <td>[TRACKER ANT, MANDIBLE, COMMANDO, MANDIBLE]</td>\n",
       "      <td>[Yesyesyesyesyes  One of the commandoes puts h...</td>\n",
       "      <td>As Ant Team Six lands and takes up position a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>INT. TOWN CENTER  NIGHT</td>\n",
       "      <td>The ant army has gathered in a huge HALL in fr...</td>\n",
       "      <td>[FORMICA, FORMICA, FORMICA, FORMICA, COLONEL, ...</td>\n",
       "      <td>[First of all, let me make one thing clear.  N...</td>\n",
       "      <td>The ant army has gathered in a huge HALL in f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>INT. BALA'S QUARTERS  DAY</td>\n",
       "      <td>Bala enters, followed by her handmaidens, who ...</td>\n",
       "      <td>[HANDMAIDEN, HANDMAIDEN, HANDMAIDEN, BALA, HAN...</td>\n",
       "      <td>[swooning over General Formica The General's b...</td>\n",
       "      <td>Bala enters, followed by her handmaidens, who...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>EXT.  GRASS JUNGLE  DAY</td>\n",
       "      <td>Z and Bala are lost, wandering through the grass</td>\n",
       "      <td>[BALA, BALA, BALA]</td>\n",
       "      <td>[I swear, we have passed this blade of grass t...</td>\n",
       "      <td>Z and Bala are lost, wandering through the gr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>INT. FORMICA'S CHAMBERS  DAY</td>\n",
       "      <td>Formica sits at his desk, going over some plan...</td>\n",
       "      <td>[FORMICA, BALA, FORMICA, BALA, FORMICA, BALA, ...</td>\n",
       "      <td>[Princess Bala.  Good. Where's Z? Bala replies...</td>\n",
       "      <td>Formica sits at his desk, going over some pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>EXT. TERRAIN NEAR TERMITE STUMP  NIGHT</td>\n",
       "      <td>Z looks up to see...looming high above them......</td>\n",
       "      <td>[COLONEL, BARBATUS, BARBATUS, BARBATUS, COLONE...</td>\n",
       "      <td>[ATTAAAAAAAAACK The front line of ants starts ...</td>\n",
       "      <td>Z looks up to see...looming high above them.....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>INT. KITCHEN  DAY</td>\n",
       "      <td>Z backs up into the kitchen, still pulling Bal...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Z backs up into the kitchen, still pulling Ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>INT. TOWN CENTER  DAY</td>\n",
       "      <td>The huge, spacious main chamber of the colony....</td>\n",
       "      <td>[GENERAL FORMICA, CARPENTER, GENERAL FORMICA, ...</td>\n",
       "      <td>[Cut the chitchat down there We have spoiled t...</td>\n",
       "      <td>The huge, spacious main chamber of the colony...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>INT. MID SKYLIGHT TUNNEL</td>\n",
       "      <td>Bala, tied and gagged.  She's at the point in ...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Bala, tied and gagged.  She's at the point in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>EXT. ANT MOUND  DAY</td>\n",
       "      <td>Some guard ants are looking out across the san...</td>\n",
       "      <td>[GUARD ANT]</td>\n",
       "      <td>[Look  They are back  The army's back  Alert t...</td>\n",
       "      <td>Some guard ants are looking out across the sa...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Scene_Names  \\\n",
       "33     EXT.  INSECTOPIA, TOP OF CAN  NIGHT   \n",
       "9                  INT. TOWN CENTER  NIGHT   \n",
       "5                INT. BALA'S QUARTERS  DAY   \n",
       "28                 EXT.  GRASS JUNGLE  DAY   \n",
       "37            INT. FORMICA'S CHAMBERS  DAY   \n",
       "11  EXT. TERRAIN NEAR TERMITE STUMP  NIGHT   \n",
       "20                       INT. KITCHEN  DAY   \n",
       "3                    INT. TOWN CENTER  DAY   \n",
       "40                INT. MID SKYLIGHT TUNNEL   \n",
       "16                     EXT. ANT MOUND  DAY   \n",
       "\n",
       "                                         Scene_action  \\\n",
       "33  As Ant Team Six lands and takes up position ab...   \n",
       "9   The ant army has gathered in a huge HALL in fr...   \n",
       "5   Bala enters, followed by her handmaidens, who ...   \n",
       "28   Z and Bala are lost, wandering through the grass   \n",
       "37  Formica sits at his desk, going over some plan...   \n",
       "11  Z looks up to see...looming high above them......   \n",
       "20  Z backs up into the kitchen, still pulling Bal...   \n",
       "3   The huge, spacious main chamber of the colony....   \n",
       "40  Bala, tied and gagged.  She's at the point in ...   \n",
       "16  Some guard ants are looking out across the san...   \n",
       "\n",
       "                                     Scene_Characters  \\\n",
       "33        [TRACKER ANT, MANDIBLE, COMMANDO, MANDIBLE]   \n",
       "9   [FORMICA, FORMICA, FORMICA, FORMICA, COLONEL, ...   \n",
       "5   [HANDMAIDEN, HANDMAIDEN, HANDMAIDEN, BALA, HAN...   \n",
       "28                                 [BALA, BALA, BALA]   \n",
       "37  [FORMICA, BALA, FORMICA, BALA, FORMICA, BALA, ...   \n",
       "11  [COLONEL, BARBATUS, BARBATUS, BARBATUS, COLONE...   \n",
       "20                                               None   \n",
       "3   [GENERAL FORMICA, CARPENTER, GENERAL FORMICA, ...   \n",
       "40                                               None   \n",
       "16                                        [GUARD ANT]   \n",
       "\n",
       "                                       Scene_Dialogue  \\\n",
       "33  [Yesyesyesyesyes  One of the commandoes puts h...   \n",
       "9   [First of all, let me make one thing clear.  N...   \n",
       "5   [swooning over General Formica The General's b...   \n",
       "28  [I swear, we have passed this blade of grass t...   \n",
       "37  [Princess Bala.  Good. Where's Z? Bala replies...   \n",
       "11  [ATTAAAAAAAAACK The front line of ants starts ...   \n",
       "20                                               None   \n",
       "3   [Cut the chitchat down there We have spoiled t...   \n",
       "40                                               None   \n",
       "16  [Look  They are back  The army's back  Alert t...   \n",
       "\n",
       "                                             Contents  \n",
       "33   As Ant Team Six lands and takes up position a...  \n",
       "9    The ant army has gathered in a huge HALL in f...  \n",
       "5    Bala enters, followed by her handmaidens, who...  \n",
       "28   Z and Bala are lost, wandering through the gr...  \n",
       "37   Formica sits at his desk, going over some pla...  \n",
       "11   Z looks up to see...looming high above them.....  \n",
       "20   Z backs up into the kitchen, still pulling Ba...  \n",
       "3    The huge, spacious main chamber of the colony...  \n",
       "40   Bala, tied and gagged.  She's at the point in...  \n",
       "16   Some guard ants are looking out across the sa...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Randomly generate 10 scenes from the movie script\n",
    "df_film.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57, 5)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check how many scenes the movie script has\n",
    "df_film.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characters</th>\n",
       "      <th>Character_dialogue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>FORMICA</td>\n",
       "      <td>Dammit, I am proud to be an ant. he looks out ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>FORMICA</td>\n",
       "      <td>May I cut in? Z Oh, of course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>QUEEN</td>\n",
       "      <td>We are Z. Now, the workers are all shouting th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>WEAVER</td>\n",
       "      <td>Poor guy's had one too many scouting missions....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>SOLDIER</td>\n",
       "      <td>An individual?  Never heard of it.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>BALA</td>\n",
       "      <td>You were right...you were right Z, it's beauti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>ANT SOLDIERS</td>\n",
       "      <td>to the tune of When Johnny Comes Marching Home...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>BALA</td>\n",
       "      <td>And do Princesses do improper things?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>MALE WASP</td>\n",
       "      <td>They are Eurotrash, dear. We hear a loud RUMBL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>WORKER</td>\n",
       "      <td>I heard about this guy. turning to the other w...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       characters                                 Character_dialogue\n",
       "115       FORMICA  Dammit, I am proud to be an ant. he looks out ...\n",
       "184       FORMICA                     May I cut in? Z Oh, of course \n",
       "404         QUEEN  We are Z. Now, the workers are all shouting th...\n",
       "71         WEAVER  Poor guy's had one too many scouting missions....\n",
       "97        SOLDIER                 An individual?  Never heard of it.\n",
       "281          BALA  You were right...you were right Z, it's beauti...\n",
       "125  ANT SOLDIERS  to the tune of When Johnny Comes Marching Home...\n",
       "75           BALA              And do Princesses do improper things?\n",
       "288     MALE WASP  They are Eurotrash, dear. We hear a loud RUMBL...\n",
       "220        WORKER  I heard about this guy. turning to the other w..."
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Randomly select characters and their corresponding dialogues\n",
    "df_film_dialogue.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Character appearance plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "ext = extract_characters(df_film, df_film_dialogue, df_film_characters, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "WASP",
           2
          ],
          [
           "SOLDIER ANT",
           2
          ],
          [
           "LADYBUG",
           2
          ],
          [
           "BEETLE",
           2
          ],
          [
           "FEMALE WASP",
           2
          ],
          [
           "ANT SOLDIERS",
           2
          ],
          [
           "BARKER",
           2
          ],
          [
           "DRUNK SCOUT",
           2
          ],
          [
           "WORKERS",
           2
          ],
          [
           "CRICKET",
           3
          ],
          [
           "SOLDIER",
           3
          ],
          [
           "GENERAL FORMICA",
           3
          ],
          [
           "FOREMAN",
           4
          ],
          [
           "ANT OFFICER",
           4
          ],
          [
           "COLONEL",
           6
          ],
          [
           "TRACKER ANT",
           7
          ],
          [
           "FLY",
           8
          ],
          [
           "MOTIVATIONAL COUNSELLOR",
           10
          ],
          [
           "MALE WASP",
           11
          ],
          [
           "CARPENTER",
           11
          ],
          [
           "MANDIBLE",
           12
          ],
          [
           "HANDMAIDEN",
           13
          ],
          [
           "WORKER",
           15
          ],
          [
           "BARBATUS",
           18
          ],
          [
           "QUEEN",
           22
          ],
          [
           "AZTECA",
           22
          ],
          [
           "WEAVER",
           42
          ],
          [
           "FORMICA",
           67
          ],
          [
           "BALA",
           110
          ]
         ],
         "hovertemplate": "<b> Character Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           2,
           2,
           2,
           2,
           2,
           2,
           2,
           2,
           2,
           3,
           3,
           3,
           4,
           4,
           6,
           7,
           8,
           10,
           11,
           11,
           12,
           13,
           15,
           18,
           22,
           22,
           42,
           67,
           110
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          2,
          2,
          2,
          2,
          2,
          2,
          2,
          2,
          2,
          3,
          3,
          3,
          4,
          4,
          6,
          7,
          8,
          10,
          11,
          11,
          12,
          13,
          15,
          18,
          22,
          22,
          42,
          67,
          110
         ],
         "xaxis": "x",
         "y": [
          "WASP",
          "SOLDIER ANT",
          "LADYBUG",
          "BEETLE",
          "FEMALE WASP",
          "ANT SOLDIERS",
          "BARKER",
          "DRUNK SCOUT",
          "WORKERS",
          "CRICKET",
          "SOLDIER",
          "GENERAL FORMICA",
          "FOREMAN",
          "ANT OFFICER",
          "COLONEL",
          "TRACKER ANT",
          "FLY",
          "MOTIVATIONAL COUNSELLOR",
          "MALE WASP",
          "CARPENTER",
          "MANDIBLE",
          "HANDMAIDEN",
          "WORKER",
          "BARBATUS",
          "QUEEN",
          "AZTECA",
          "WEAVER",
          "FORMICA",
          "BALA"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Character Counts <b>"
          }
         },
         "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"
          ]
         ]
        },
        "height": 1000,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Number of Times Characters appeared in the Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Counts <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"669695a9-c953-41d7-9907-71acae081e7b\" class=\"plotly-graph-div\" style=\"height:1000px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"669695a9-c953-41d7-9907-71acae081e7b\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '669695a9-c953-41d7-9907-71acae081e7b',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"WASP\", 2], [\"SOLDIER ANT\", 2], [\"LADYBUG\", 2], [\"BEETLE\", 2], [\"FEMALE WASP\", 2], [\"ANT SOLDIERS\", 2], [\"BARKER\", 2], [\"DRUNK SCOUT\", 2], [\"WORKERS\", 2], [\"CRICKET\", 3], [\"SOLDIER\", 3], [\"GENERAL FORMICA\", 3], [\"FOREMAN\", 4], [\"ANT OFFICER\", 4], [\"COLONEL\", 6], [\"TRACKER ANT\", 7], [\"FLY\", 8], [\"MOTIVATIONAL COUNSELLOR\", 10], [\"MALE WASP\", 11], [\"CARPENTER\", 11], [\"MANDIBLE\", 12], [\"HANDMAIDEN\", 13], [\"WORKER\", 15], [\"BARBATUS\", 18], [\"QUEEN\", 22], [\"AZTECA\", 22], [\"WEAVER\", 42], [\"FORMICA\", 67], [\"BALA\", 110]], \"hovertemplate\": \"<b> Character Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 4, 4, 6, 7, 8, 10, 11, 11, 12, 13, 15, 18, 22, 22, 42, 67, 110], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 4, 4, 6, 7, 8, 10, 11, 11, 12, 13, 15, 18, 22, 22, 42, 67, 110], \"xaxis\": \"x\", \"y\": [\"WASP\", \"SOLDIER ANT\", \"LADYBUG\", \"BEETLE\", \"FEMALE WASP\", \"ANT SOLDIERS\", \"BARKER\", \"DRUNK SCOUT\", \"WORKERS\", \"CRICKET\", \"SOLDIER\", \"GENERAL FORMICA\", \"FOREMAN\", \"ANT OFFICER\", \"COLONEL\", \"TRACKER ANT\", \"FLY\", \"MOTIVATIONAL COUNSELLOR\", \"MALE WASP\", \"CARPENTER\", \"MANDIBLE\", \"HANDMAIDEN\", \"WORKER\", \"BARBATUS\", \"QUEEN\", \"AZTECA\", \"WEAVER\", \"FORMICA\", \"BALA\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Character Counts <b>\"}}, \"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\"]]}, \"height\": 1000, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Number of Times Characters appeared in the Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Counts <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('669695a9-c953-41d7-9907-71acae081e7b');\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"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "WASP",
           1
          ],
          [
           "SOLDIER ANT",
           1
          ],
          [
           "BEETLE",
           1
          ],
          [
           "FEMALE WASP",
           1
          ],
          [
           "ANT SOLDIERS",
           1
          ],
          [
           "BARKER",
           1
          ],
          [
           "DRUNK SCOUT",
           1
          ],
          [
           "SOLDIER",
           1
          ],
          [
           "GENERAL FORMICA",
           1
          ],
          [
           "MOTIVATIONAL COUNSELLOR",
           1
          ],
          [
           "ANT OFFICER",
           1
          ],
          [
           "LADYBUG",
           2
          ],
          [
           "CRICKET",
           2
          ],
          [
           "FOREMAN",
           2
          ],
          [
           "COLONEL",
           2
          ],
          [
           "HANDMAIDEN",
           2
          ],
          [
           "WORKERS",
           2
          ],
          [
           "TRACKER ANT",
           3
          ],
          [
           "FLY",
           3
          ],
          [
           "MALE WASP",
           4
          ],
          [
           "BARBATUS",
           4
          ],
          [
           "CARPENTER",
           5
          ],
          [
           "MANDIBLE",
           6
          ],
          [
           "WORKER",
           6
          ],
          [
           "AZTECA",
           8
          ],
          [
           "QUEEN",
           9
          ],
          [
           "WEAVER",
           10
          ],
          [
           "FORMICA",
           12
          ],
          [
           "BALA",
           20
          ]
         ],
         "hovertemplate": "<b> Scene Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           2,
           2,
           2,
           2,
           2,
           2,
           3,
           3,
           4,
           4,
           5,
           6,
           6,
           8,
           9,
           10,
           12,
           20
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          2,
          2,
          2,
          3,
          3,
          4,
          4,
          5,
          6,
          6,
          8,
          9,
          10,
          12,
          20
         ],
         "xaxis": "x",
         "y": [
          "WASP",
          "SOLDIER ANT",
          "BEETLE",
          "FEMALE WASP",
          "ANT SOLDIERS",
          "BARKER",
          "DRUNK SCOUT",
          "SOLDIER",
          "GENERAL FORMICA",
          "MOTIVATIONAL COUNSELLOR",
          "ANT OFFICER",
          "LADYBUG",
          "CRICKET",
          "FOREMAN",
          "COLONEL",
          "HANDMAIDEN",
          "WORKERS",
          "TRACKER ANT",
          "FLY",
          "MALE WASP",
          "BARBATUS",
          "CARPENTER",
          "MANDIBLE",
          "WORKER",
          "AZTECA",
          "QUEEN",
          "WEAVER",
          "FORMICA",
          "BALA"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Scene Counts <b>"
          }
         },
         "colorscale": [
          [
           0,
           "rgb(254, 252, 205)"
          ],
          [
           0.09090909090909091,
           "rgb(239, 225, 156)"
          ],
          [
           0.18181818181818182,
           "rgb(221, 201, 106)"
          ],
          [
           0.2727272727272727,
           "rgb(194, 182, 59)"
          ],
          [
           0.36363636363636365,
           "rgb(157, 167, 21)"
          ],
          [
           0.45454545454545453,
           "rgb(116, 153, 5)"
          ],
          [
           0.5454545454545454,
           "rgb(75, 138, 20)"
          ],
          [
           0.6363636363636364,
           "rgb(35, 121, 36)"
          ],
          [
           0.7272727272727273,
           "rgb(11, 100, 44)"
          ],
          [
           0.8181818181818182,
           "rgb(18, 78, 43)"
          ],
          [
           0.9090909090909091,
           "rgb(25, 56, 34)"
          ],
          [
           1,
           "rgb(23, 35, 18)"
          ]
         ]
        },
        "height": 900,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Number of Scenes Each Character Spoke In, in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Scene counts <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"e6ff2607-f566-4047-9a6b-83f2994644b5\" class=\"plotly-graph-div\" style=\"height:900px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"e6ff2607-f566-4047-9a6b-83f2994644b5\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'e6ff2607-f566-4047-9a6b-83f2994644b5',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"WASP\", 1], [\"SOLDIER ANT\", 1], [\"BEETLE\", 1], [\"FEMALE WASP\", 1], [\"ANT SOLDIERS\", 1], [\"BARKER\", 1], [\"DRUNK SCOUT\", 1], [\"SOLDIER\", 1], [\"GENERAL FORMICA\", 1], [\"MOTIVATIONAL COUNSELLOR\", 1], [\"ANT OFFICER\", 1], [\"LADYBUG\", 2], [\"CRICKET\", 2], [\"FOREMAN\", 2], [\"COLONEL\", 2], [\"HANDMAIDEN\", 2], [\"WORKERS\", 2], [\"TRACKER ANT\", 3], [\"FLY\", 3], [\"MALE WASP\", 4], [\"BARBATUS\", 4], [\"CARPENTER\", 5], [\"MANDIBLE\", 6], [\"WORKER\", 6], [\"AZTECA\", 8], [\"QUEEN\", 9], [\"WEAVER\", 10], [\"FORMICA\", 12], [\"BALA\", 20]], \"hovertemplate\": \"<b> Scene Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 3, 4, 4, 5, 6, 6, 8, 9, 10, 12, 20], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 3, 4, 4, 5, 6, 6, 8, 9, 10, 12, 20], \"xaxis\": \"x\", \"y\": [\"WASP\", \"SOLDIER ANT\", \"BEETLE\", \"FEMALE WASP\", \"ANT SOLDIERS\", \"BARKER\", \"DRUNK SCOUT\", \"SOLDIER\", \"GENERAL FORMICA\", \"MOTIVATIONAL COUNSELLOR\", \"ANT OFFICER\", \"LADYBUG\", \"CRICKET\", \"FOREMAN\", \"COLONEL\", \"HANDMAIDEN\", \"WORKERS\", \"TRACKER ANT\", \"FLY\", \"MALE WASP\", \"BARBATUS\", \"CARPENTER\", \"MANDIBLE\", \"WORKER\", \"AZTECA\", \"QUEEN\", \"WEAVER\", \"FORMICA\", \"BALA\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Scene Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(254, 252, 205)\"], [0.09090909090909091, \"rgb(239, 225, 156)\"], [0.18181818181818182, \"rgb(221, 201, 106)\"], [0.2727272727272727, \"rgb(194, 182, 59)\"], [0.36363636363636365, \"rgb(157, 167, 21)\"], [0.45454545454545453, \"rgb(116, 153, 5)\"], [0.5454545454545454, \"rgb(75, 138, 20)\"], [0.6363636363636364, \"rgb(35, 121, 36)\"], [0.7272727272727273, \"rgb(11, 100, 44)\"], [0.8181818181818182, \"rgb(18, 78, 43)\"], [0.9090909090909091, \"rgb(25, 56, 34)\"], [1.0, \"rgb(23, 35, 18)\"]]}, \"height\": 900, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Number of Scenes Each Character Spoke In, in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene counts <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('e6ff2607-f566-4047-9a6b-83f2994644b5');\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": [
    "antz_characters = ext.extract_character_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "dia = scene_dialogues(df_film, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "MOTIVATIONAL COUNSELLOR",
           2
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "MOTIVATIONAL COUNSELLOR",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#636efa"
         },
         "name": "MOTIVATIONAL COUNSELLOR",
         "offsetgroup": "MOTIVATIONAL COUNSELLOR",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          2
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "MOTIVATIONAL COUNSELLOR"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "AZTECA",
           3
          ],
          [
           "AZTECA",
           16
          ],
          [
           "AZTECA",
           18
          ],
          [
           "AZTECA",
           24
          ],
          [
           "AZTECA",
           28
          ],
          [
           "AZTECA",
           51
          ],
          [
           "AZTECA",
           52
          ],
          [
           "AZTECA",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "AZTECA",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#EF553B"
         },
         "name": "AZTECA",
         "offsetgroup": "AZTECA",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          3,
          16,
          18,
          24,
          28,
          51,
          52,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "AZTECA",
          "AZTECA",
          "AZTECA",
          "AZTECA",
          "AZTECA",
          "AZTECA",
          "AZTECA",
          "AZTECA"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "FORMICA",
           4
          ],
          [
           "FORMICA",
           5
          ],
          [
           "FORMICA",
           10
          ],
          [
           "FORMICA",
           18
          ],
          [
           "FORMICA",
           19
          ],
          [
           "FORMICA",
           20
          ],
          [
           "FORMICA",
           27
          ],
          [
           "FORMICA",
           28
          ],
          [
           "FORMICA",
           38
          ],
          [
           "FORMICA",
           40
          ],
          [
           "FORMICA",
           47
          ],
          [
           "FORMICA",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "FORMICA",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#00cc96"
         },
         "name": "FORMICA",
         "offsetgroup": "FORMICA",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          4,
          5,
          10,
          18,
          19,
          20,
          27,
          28,
          38,
          40,
          47,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA",
          "FORMICA"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "CARPENTER",
           4
          ],
          [
           "CARPENTER",
           5
          ],
          [
           "CARPENTER",
           27
          ],
          [
           "CARPENTER",
           28
          ],
          [
           "CARPENTER",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "CARPENTER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#ab63fa"
         },
         "name": "CARPENTER",
         "offsetgroup": "CARPENTER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          4,
          5,
          27,
          28,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "CARPENTER",
          "CARPENTER",
          "CARPENTER",
          "CARPENTER",
          "CARPENTER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "GENERAL FORMICA",
           4
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "GENERAL FORMICA",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FFA15A"
         },
         "name": "GENERAL FORMICA",
         "offsetgroup": "GENERAL FORMICA",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          4
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "GENERAL FORMICA"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "BALA",
           5
          ],
          [
           "BALA",
           6
          ],
          [
           "BALA",
           8
          ],
          [
           "BALA",
           10
          ],
          [
           "BALA",
           20
          ],
          [
           "BALA",
           22
          ],
          [
           "BALA",
           23
          ],
          [
           "BALA",
           25
          ],
          [
           "BALA",
           26
          ],
          [
           "BALA",
           29
          ],
          [
           "BALA",
           30
          ],
          [
           "BALA",
           32
          ],
          [
           "BALA",
           33
          ],
          [
           "BALA",
           35
          ],
          [
           "BALA",
           38
          ],
          [
           "BALA",
           46
          ],
          [
           "BALA",
           48
          ],
          [
           "BALA",
           52
          ],
          [
           "BALA",
           55
          ],
          [
           "BALA",
           56
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "BALA",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#19d3f3"
         },
         "name": "BALA",
         "offsetgroup": "BALA",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          5,
          6,
          8,
          10,
          20,
          22,
          23,
          25,
          26,
          29,
          30,
          32,
          33,
          35,
          38,
          46,
          48,
          52,
          55,
          56
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA",
          "BALA"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "QUEEN",
           5
          ],
          [
           "QUEEN",
           10
          ],
          [
           "QUEEN",
           20
          ],
          [
           "QUEEN",
           40
          ],
          [
           "QUEEN",
           47
          ],
          [
           "QUEEN",
           48
          ],
          [
           "QUEEN",
           51
          ],
          [
           "QUEEN",
           52
          ],
          [
           "QUEEN",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "QUEEN",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF6692"
         },
         "name": "QUEEN",
         "offsetgroup": "QUEEN",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          5,
          10,
          20,
          40,
          47,
          48,
          51,
          52,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN",
          "QUEEN"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "HANDMAIDEN",
           6
          ],
          [
           "HANDMAIDEN",
           8
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "HANDMAIDEN",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#B6E880"
         },
         "name": "HANDMAIDEN",
         "offsetgroup": "HANDMAIDEN",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          6,
          8
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "HANDMAIDEN",
          "HANDMAIDEN"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "WEAVER",
           7
          ],
          [
           "WEAVER",
           8
          ],
          [
           "WEAVER",
           9
          ],
          [
           "WEAVER",
           16
          ],
          [
           "WEAVER",
           18
          ],
          [
           "WEAVER",
           24
          ],
          [
           "WEAVER",
           28
          ],
          [
           "WEAVER",
           48
          ],
          [
           "WEAVER",
           52
          ],
          [
           "WEAVER",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "WEAVER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF97FF"
         },
         "name": "WEAVER",
         "offsetgroup": "WEAVER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          7,
          8,
          9,
          16,
          18,
          24,
          28,
          48,
          52,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER",
          "WEAVER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "DRUNK SCOUT",
           7
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "DRUNK SCOUT",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FECB52"
         },
         "name": "DRUNK SCOUT",
         "offsetgroup": "DRUNK SCOUT",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          7
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "DRUNK SCOUT"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "MANDIBLE",
           8
          ],
          [
           "MANDIBLE",
           31
          ],
          [
           "MANDIBLE",
           34
          ],
          [
           "MANDIBLE",
           35
          ],
          [
           "MANDIBLE",
           40
          ],
          [
           "MANDIBLE",
           49
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "MANDIBLE",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#636efa"
         },
         "name": "MANDIBLE",
         "offsetgroup": "MANDIBLE",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          8,
          31,
          34,
          35,
          40,
          49
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "MANDIBLE",
          "MANDIBLE",
          "MANDIBLE",
          "MANDIBLE",
          "MANDIBLE",
          "MANDIBLE"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "SOLDIER",
           8
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "SOLDIER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#EF553B"
         },
         "name": "SOLDIER",
         "offsetgroup": "SOLDIER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          8
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "SOLDIER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "BARKER",
           8
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "BARKER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#00cc96"
         },
         "name": "BARKER",
         "offsetgroup": "BARKER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          8
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "BARKER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "BARBATUS",
           10
          ],
          [
           "BARBATUS",
           11
          ],
          [
           "BARBATUS",
           12
          ],
          [
           "BARBATUS",
           15
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "BARBATUS",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#ab63fa"
         },
         "name": "BARBATUS",
         "offsetgroup": "BARBATUS",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          10,
          11,
          12,
          15
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "BARBATUS",
          "BARBATUS",
          "BARBATUS",
          "BARBATUS"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "COLONEL",
           10
          ],
          [
           "COLONEL",
           12
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "COLONEL",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FFA15A"
         },
         "name": "COLONEL",
         "offsetgroup": "COLONEL",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          10,
          12
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "COLONEL",
          "COLONEL"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "ANT SOLDIERS",
           11
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "ANT SOLDIERS",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#19d3f3"
         },
         "name": "ANT SOLDIERS",
         "offsetgroup": "ANT SOLDIERS",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          11
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "ANT SOLDIERS"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "ANT OFFICER",
           14
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "ANT OFFICER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF6692"
         },
         "name": "ANT OFFICER",
         "offsetgroup": "ANT OFFICER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          14
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "ANT OFFICER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "FOREMAN",
           16
          ],
          [
           "FOREMAN",
           27
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "FOREMAN",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#B6E880"
         },
         "name": "FOREMAN",
         "offsetgroup": "FOREMAN",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          16,
          27
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "FOREMAN",
          "FOREMAN"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "WORKER",
           24
          ],
          [
           "WORKER",
           27
          ],
          [
           "WORKER",
           48
          ],
          [
           "WORKER",
           51
          ],
          [
           "WORKER",
           52
          ],
          [
           "WORKER",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "WORKER",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF97FF"
         },
         "name": "WORKER",
         "offsetgroup": "WORKER",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          24,
          27,
          48,
          51,
          52,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "WORKER",
          "WORKER",
          "WORKER",
          "WORKER",
          "WORKER",
          "WORKER"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "MALE WASP",
           30
          ],
          [
           "MALE WASP",
           36
          ],
          [
           "MALE WASP",
           37
          ],
          [
           "MALE WASP",
           39
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "MALE WASP",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FECB52"
         },
         "name": "MALE WASP",
         "offsetgroup": "MALE WASP",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          30,
          36,
          37,
          39
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "MALE WASP",
          "MALE WASP",
          "MALE WASP",
          "MALE WASP"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "FEMALE WASP",
           30
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "FEMALE WASP",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#636efa"
         },
         "name": "FEMALE WASP",
         "offsetgroup": "FEMALE WASP",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          30
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "FEMALE WASP"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "TRACKER ANT",
           31
          ],
          [
           "TRACKER ANT",
           34
          ],
          [
           "TRACKER ANT",
           44
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "TRACKER ANT",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#EF553B"
         },
         "name": "TRACKER ANT",
         "offsetgroup": "TRACKER ANT",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          31,
          34,
          44
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "TRACKER ANT",
          "TRACKER ANT",
          "TRACKER ANT"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "FLY",
           32
          ],
          [
           "FLY",
           36
          ],
          [
           "FLY",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "FLY",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#00cc96"
         },
         "name": "FLY",
         "offsetgroup": "FLY",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          32,
          36,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "FLY",
          "FLY",
          "FLY"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "CRICKET",
           32
          ],
          [
           "CRICKET",
           35
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "CRICKET",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#ab63fa"
         },
         "name": "CRICKET",
         "offsetgroup": "CRICKET",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          32,
          35
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "CRICKET",
          "CRICKET"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "BEETLE",
           33
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "BEETLE",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FFA15A"
         },
         "name": "BEETLE",
         "offsetgroup": "BEETLE",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          33
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "BEETLE"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "LADYBUG",
           35
          ],
          [
           "LADYBUG",
           36
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "LADYBUG",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#19d3f3"
         },
         "name": "LADYBUG",
         "offsetgroup": "LADYBUG",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          35,
          36
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "LADYBUG",
          "LADYBUG"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "SOLDIER ANT",
           39
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "SOLDIER ANT",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF6692"
         },
         "name": "SOLDIER ANT",
         "offsetgroup": "SOLDIER ANT",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          39
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "SOLDIER ANT"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "WORKERS",
           48
          ],
          [
           "WORKERS",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "WORKERS",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#B6E880"
         },
         "name": "WORKERS",
         "offsetgroup": "WORKERS",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          48,
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "WORKERS",
          "WORKERS"
         ],
         "y0": " ",
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "boxpoints": "all",
         "customdata": [
          [
           "WASP",
           55
          ]
         ],
         "fillcolor": "rgba(255,255,255,0)",
         "hoveron": "points",
         "hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
         "legendgroup": "WASP",
         "line": {
          "color": "rgba(255,255,255,0)"
         },
         "marker": {
          "color": "#FF97FF"
         },
         "name": "WASP",
         "offsetgroup": "WASP",
         "orientation": "v",
         "pointpos": 0,
         "showlegend": true,
         "type": "box",
         "x": [
          55
         ],
         "x0": " ",
         "xaxis": "x",
         "y": [
          "WASP"
         ],
         "y0": " ",
         "yaxis": "y"
        }
       ],
       "layout": {
        "boxmode": "group",
        "height": 800,
        "legend": {
         "title": {
          "text": "<b> Scene Characters <b>"
         },
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of characters ordered by their first appearance, in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Scene Numbers <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "categoryarray": [
          "WASP",
          "WORKERS",
          "SOLDIER ANT",
          "LADYBUG",
          "BEETLE",
          "CRICKET",
          "FLY",
          "TRACKER ANT",
          "FEMALE WASP",
          "MALE WASP",
          "WORKER",
          "FOREMAN",
          "ANT OFFICER",
          "ANT SOLDIERS",
          "COLONEL",
          "BARBATUS",
          "BARKER",
          "SOLDIER",
          "MANDIBLE",
          "DRUNK SCOUT",
          "WEAVER",
          "HANDMAIDEN",
          "QUEEN",
          "BALA",
          "GENERAL FORMICA",
          "CARPENTER",
          "FORMICA",
          "AZTECA",
          "MOTIVATIONAL COUNSELLOR"
         ],
         "categoryorder": "array",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Scene Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"0711d326-afde-48d6-b8e0-2636ad9cca20\" class=\"plotly-graph-div\" style=\"height:800px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"0711d326-afde-48d6-b8e0-2636ad9cca20\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '0711d326-afde-48d6-b8e0-2636ad9cca20',\n",
       "                        [{\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"MOTIVATIONAL COUNSELLOR\", 2]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"MOTIVATIONAL COUNSELLOR\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#636efa\"}, \"name\": \"MOTIVATIONAL COUNSELLOR\", \"offsetgroup\": \"MOTIVATIONAL COUNSELLOR\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [2], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"MOTIVATIONAL COUNSELLOR\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"AZTECA\", 3], [\"AZTECA\", 16], [\"AZTECA\", 18], [\"AZTECA\", 24], [\"AZTECA\", 28], [\"AZTECA\", 51], [\"AZTECA\", 52], [\"AZTECA\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"AZTECA\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#EF553B\"}, \"name\": \"AZTECA\", \"offsetgroup\": \"AZTECA\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [3, 16, 18, 24, 28, 51, 52, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"AZTECA\", \"AZTECA\", \"AZTECA\", \"AZTECA\", \"AZTECA\", \"AZTECA\", \"AZTECA\", \"AZTECA\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"FORMICA\", 4], [\"FORMICA\", 5], [\"FORMICA\", 10], [\"FORMICA\", 18], [\"FORMICA\", 19], [\"FORMICA\", 20], [\"FORMICA\", 27], [\"FORMICA\", 28], [\"FORMICA\", 38], [\"FORMICA\", 40], [\"FORMICA\", 47], [\"FORMICA\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"FORMICA\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#00cc96\"}, \"name\": \"FORMICA\", \"offsetgroup\": \"FORMICA\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [4, 5, 10, 18, 19, 20, 27, 28, 38, 40, 47, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\", \"FORMICA\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"CARPENTER\", 4], [\"CARPENTER\", 5], [\"CARPENTER\", 27], [\"CARPENTER\", 28], [\"CARPENTER\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"CARPENTER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#ab63fa\"}, \"name\": \"CARPENTER\", \"offsetgroup\": \"CARPENTER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [4, 5, 27, 28, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"CARPENTER\", \"CARPENTER\", \"CARPENTER\", \"CARPENTER\", \"CARPENTER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"GENERAL FORMICA\", 4]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"GENERAL FORMICA\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FFA15A\"}, \"name\": \"GENERAL FORMICA\", \"offsetgroup\": \"GENERAL FORMICA\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [4], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"GENERAL FORMICA\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BALA\", 5], [\"BALA\", 6], [\"BALA\", 8], [\"BALA\", 10], [\"BALA\", 20], [\"BALA\", 22], [\"BALA\", 23], [\"BALA\", 25], [\"BALA\", 26], [\"BALA\", 29], [\"BALA\", 30], [\"BALA\", 32], [\"BALA\", 33], [\"BALA\", 35], [\"BALA\", 38], [\"BALA\", 46], [\"BALA\", 48], [\"BALA\", 52], [\"BALA\", 55], [\"BALA\", 56]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BALA\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#19d3f3\"}, \"name\": \"BALA\", \"offsetgroup\": \"BALA\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [5, 6, 8, 10, 20, 22, 23, 25, 26, 29, 30, 32, 33, 35, 38, 46, 48, 52, 55, 56], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\", \"BALA\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"QUEEN\", 5], [\"QUEEN\", 10], [\"QUEEN\", 20], [\"QUEEN\", 40], [\"QUEEN\", 47], [\"QUEEN\", 48], [\"QUEEN\", 51], [\"QUEEN\", 52], [\"QUEEN\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"QUEEN\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF6692\"}, \"name\": \"QUEEN\", \"offsetgroup\": \"QUEEN\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [5, 10, 20, 40, 47, 48, 51, 52, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\", \"QUEEN\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"HANDMAIDEN\", 6], [\"HANDMAIDEN\", 8]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"HANDMAIDEN\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#B6E880\"}, \"name\": \"HANDMAIDEN\", \"offsetgroup\": \"HANDMAIDEN\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [6, 8], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"HANDMAIDEN\", \"HANDMAIDEN\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"WEAVER\", 7], [\"WEAVER\", 8], [\"WEAVER\", 9], [\"WEAVER\", 16], [\"WEAVER\", 18], [\"WEAVER\", 24], [\"WEAVER\", 28], [\"WEAVER\", 48], [\"WEAVER\", 52], [\"WEAVER\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"WEAVER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF97FF\"}, \"name\": \"WEAVER\", \"offsetgroup\": \"WEAVER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [7, 8, 9, 16, 18, 24, 28, 48, 52, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\", \"WEAVER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"DRUNK SCOUT\", 7]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"DRUNK SCOUT\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FECB52\"}, \"name\": \"DRUNK SCOUT\", \"offsetgroup\": \"DRUNK SCOUT\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [7], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"DRUNK SCOUT\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"MANDIBLE\", 8], [\"MANDIBLE\", 31], [\"MANDIBLE\", 34], [\"MANDIBLE\", 35], [\"MANDIBLE\", 40], [\"MANDIBLE\", 49]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"MANDIBLE\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#636efa\"}, \"name\": \"MANDIBLE\", \"offsetgroup\": \"MANDIBLE\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [8, 31, 34, 35, 40, 49], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"MANDIBLE\", \"MANDIBLE\", \"MANDIBLE\", \"MANDIBLE\", \"MANDIBLE\", \"MANDIBLE\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"SOLDIER\", 8]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"SOLDIER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#EF553B\"}, \"name\": \"SOLDIER\", \"offsetgroup\": \"SOLDIER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [8], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"SOLDIER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BARKER\", 8]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BARKER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#00cc96\"}, \"name\": \"BARKER\", \"offsetgroup\": \"BARKER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [8], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BARKER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BARBATUS\", 10], [\"BARBATUS\", 11], [\"BARBATUS\", 12], [\"BARBATUS\", 15]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BARBATUS\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#ab63fa\"}, \"name\": \"BARBATUS\", \"offsetgroup\": \"BARBATUS\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [10, 11, 12, 15], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BARBATUS\", \"BARBATUS\", \"BARBATUS\", \"BARBATUS\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"COLONEL\", 10], [\"COLONEL\", 12]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"COLONEL\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FFA15A\"}, \"name\": \"COLONEL\", \"offsetgroup\": \"COLONEL\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [10, 12], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"COLONEL\", \"COLONEL\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"ANT SOLDIERS\", 11]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"ANT SOLDIERS\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#19d3f3\"}, \"name\": \"ANT SOLDIERS\", \"offsetgroup\": \"ANT SOLDIERS\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [11], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"ANT SOLDIERS\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"ANT OFFICER\", 14]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"ANT OFFICER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF6692\"}, \"name\": \"ANT OFFICER\", \"offsetgroup\": \"ANT OFFICER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [14], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"ANT OFFICER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"FOREMAN\", 16], [\"FOREMAN\", 27]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"FOREMAN\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#B6E880\"}, \"name\": \"FOREMAN\", \"offsetgroup\": \"FOREMAN\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [16, 27], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"FOREMAN\", \"FOREMAN\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"WORKER\", 24], [\"WORKER\", 27], [\"WORKER\", 48], [\"WORKER\", 51], [\"WORKER\", 52], [\"WORKER\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"WORKER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF97FF\"}, \"name\": \"WORKER\", \"offsetgroup\": \"WORKER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [24, 27, 48, 51, 52, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"WORKER\", \"WORKER\", \"WORKER\", \"WORKER\", \"WORKER\", \"WORKER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"MALE WASP\", 30], [\"MALE WASP\", 36], [\"MALE WASP\", 37], [\"MALE WASP\", 39]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"MALE WASP\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FECB52\"}, \"name\": \"MALE WASP\", \"offsetgroup\": \"MALE WASP\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [30, 36, 37, 39], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"MALE WASP\", \"MALE WASP\", \"MALE WASP\", \"MALE WASP\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"FEMALE WASP\", 30]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"FEMALE WASP\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#636efa\"}, \"name\": \"FEMALE WASP\", \"offsetgroup\": \"FEMALE WASP\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [30], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"FEMALE WASP\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"TRACKER ANT\", 31], [\"TRACKER ANT\", 34], [\"TRACKER ANT\", 44]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"TRACKER ANT\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#EF553B\"}, \"name\": \"TRACKER ANT\", \"offsetgroup\": \"TRACKER ANT\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [31, 34, 44], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"TRACKER ANT\", \"TRACKER ANT\", \"TRACKER ANT\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"FLY\", 32], [\"FLY\", 36], [\"FLY\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"FLY\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#00cc96\"}, \"name\": \"FLY\", \"offsetgroup\": \"FLY\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [32, 36, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"FLY\", \"FLY\", \"FLY\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"CRICKET\", 32], [\"CRICKET\", 35]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"CRICKET\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#ab63fa\"}, \"name\": \"CRICKET\", \"offsetgroup\": \"CRICKET\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [32, 35], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"CRICKET\", \"CRICKET\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BEETLE\", 33]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BEETLE\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FFA15A\"}, \"name\": \"BEETLE\", \"offsetgroup\": \"BEETLE\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [33], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BEETLE\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"LADYBUG\", 35], [\"LADYBUG\", 36]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"LADYBUG\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#19d3f3\"}, \"name\": \"LADYBUG\", \"offsetgroup\": \"LADYBUG\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [35, 36], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"LADYBUG\", \"LADYBUG\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"SOLDIER ANT\", 39]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"SOLDIER ANT\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF6692\"}, \"name\": \"SOLDIER ANT\", \"offsetgroup\": \"SOLDIER ANT\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [39], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"SOLDIER ANT\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"WORKERS\", 48], [\"WORKERS\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"WORKERS\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#B6E880\"}, \"name\": \"WORKERS\", \"offsetgroup\": \"WORKERS\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [48, 55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"WORKERS\", \"WORKERS\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"WASP\", 55]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"WASP\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF97FF\"}, \"name\": \"WASP\", \"offsetgroup\": \"WASP\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [55], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"WASP\"], \"y0\": \" \", \"yaxis\": \"y\"}],\n",
       "                        {\"boxmode\": \"group\", \"height\": 800, \"legend\": {\"title\": {\"text\": \"<b> Scene Characters <b>\"}, \"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Appearances of characters ordered by their first appearance, in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene Numbers <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"categoryarray\": [\"WASP\", \"WORKERS\", \"SOLDIER ANT\", \"LADYBUG\", \"BEETLE\", \"CRICKET\", \"FLY\", \"TRACKER ANT\", \"FEMALE WASP\", \"MALE WASP\", \"WORKER\", \"FOREMAN\", \"ANT OFFICER\", \"ANT SOLDIERS\", \"COLONEL\", \"BARBATUS\", \"BARKER\", \"SOLDIER\", \"MANDIBLE\", \"DRUNK SCOUT\", \"WEAVER\", \"HANDMAIDEN\", \"QUEEN\", \"BALA\", \"GENERAL FORMICA\", \"CARPENTER\", \"FORMICA\", \"AZTECA\", \"MOTIVATIONAL COUNSELLOR\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('0711d326-afde-48d6-b8e0-2636ad9cca20');\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": [
    "df_xter_app = dia.character_appearances(antz_characters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets check the appearance of the top 3 characters  across the Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie Characters:  \n",
      " ['BALA', 'FORMICA', 'WEAVER', 'AZTECA', 'QUEEN', 'BARBATUS', 'WORKER', 'HANDMAIDEN', 'MANDIBLE', 'CARPENTER', 'MALE WASP', 'MOTIVATIONAL COUNSELLOR', 'FLY', 'TRACKER ANT', 'COLONEL', 'ANT OFFICER', 'FOREMAN', 'GENERAL FORMICA', 'SOLDIER', 'CRICKET', 'DRUNK SCOUT', 'BARKER', 'ANT SOLDIERS', 'FEMALE WASP', 'BEETLE', 'LADYBUG', 'SOLDIER ANT', 'WORKERS', 'WASP']\n"
     ]
    }
   ],
   "source": [
    "print('Movie Characters:  \\n', antz_characters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_bala_count, df_bala_dialogue = dia.xter_count_perscene(antz_characters[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "BALA",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          4,
          5,
          7,
          9,
          19,
          21,
          22,
          24,
          25,
          28,
          29,
          31,
          32,
          34,
          37,
          45,
          47,
          51,
          54,
          55
         ],
         "y": [
          8,
          3,
          17,
          1,
          12,
          2,
          16,
          7,
          11,
          3,
          11,
          3,
          2,
          1,
          3,
          6,
          1,
          1,
          1,
          1
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of BALA dialogues per scene across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Amount of Dialogue <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"7c5b8e3f-9098-49b4-ab46-4f5dc2fcc214\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"7c5b8e3f-9098-49b4-ab46-4f5dc2fcc214\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '7c5b8e3f-9098-49b4-ab46-4f5dc2fcc214',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"BALA\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [4, 5, 7, 9, 19, 21, 22, 24, 25, 28, 29, 31, 32, 34, 37, 45, 47, 51, 54, 55], \"y\": [8.0, 3.0, 17.0, 1.0, 12.0, 2.0, 16.0, 7.0, 11.0, 3.0, 11.0, 3.0, 2.0, 1.0, 3.0, 6.0, 1.0, 1.0, 1.0, 1.0]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearances of BALA dialogues per scene across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('7c5b8e3f-9098-49b4-ab46-4f5dc2fcc214');\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": [
    "dia.scene_dialogue_plot(df_bala_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "FORMICA",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          3,
          4,
          9,
          17,
          18,
          19,
          26,
          27,
          37,
          39,
          46,
          54
         ],
         "y": [
          3,
          11,
          4,
          3,
          4,
          7,
          3,
          11,
          4,
          2,
          3,
          13
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of FORMICA dialogues per scene across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Amount of Dialogue <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"f0f48513-efd1-4e0a-a072-e1cbfa1dd868\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"f0f48513-efd1-4e0a-a072-e1cbfa1dd868\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'f0f48513-efd1-4e0a-a072-e1cbfa1dd868',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"FORMICA\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [3, 4, 9, 17, 18, 19, 26, 27, 37, 39, 46, 54], \"y\": [3.0, 11.0, 4.0, 3.0, 4.0, 7.0, 3.0, 11.0, 4.0, 2.0, 3.0, 13.0]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearances of FORMICA dialogues per scene across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('f0f48513-efd1-4e0a-a072-e1cbfa1dd868');\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": [
    "df_fm_count, df_fm_dialogue = dia.xter_count_perscene(antz_characters[1])\n",
    "dia.scene_dialogue_plot(df_fm_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "WEAVER",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          6,
          7,
          8,
          15,
          17,
          23,
          27,
          47,
          51,
          54
         ],
         "y": [
          7,
          3,
          8,
          5,
          2,
          6,
          7,
          2,
          1,
          1
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of WEAVER dialogues per scene across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Amount of Dialogue <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"9708d24a-552c-4db6-b47f-36000fead392\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"9708d24a-552c-4db6-b47f-36000fead392\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '9708d24a-552c-4db6-b47f-36000fead392',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"WEAVER\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [6, 7, 8, 15, 17, 23, 27, 47, 51, 54], \"y\": [7.0, 3.0, 8.0, 5.0, 2.0, 6.0, 7.0, 2.0, 1.0, 1.0]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearances of WEAVER dialogues per scene across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('9708d24a-552c-4db6-b47f-36000fead392');\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": [
    "df_wv_count, df_wv_dialogue = dia.xter_count_perscene(antz_characters[2])\n",
    "dia.scene_dialogue_plot(df_wv_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "FORMICA",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          4,
          9,
          19,
          37,
          54
         ],
         "y": [
          11,
          4,
          7,
          4,
          13
         ]
        },
        {
         "marker": {
          "color": "rgba(55, 128, 191, 0.6)",
          "line": {
           "color": "rgba(55, 128, 191, 1.0)",
           "width": 1
          }
         },
         "name": "BALA",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          4,
          9,
          19,
          37,
          54
         ],
         "y": [
          8,
          1,
          12,
          3,
          1
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of FORMICA and BALA dialogues per scene across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Amount of Dialogue <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"36f3fed6-4a07-4d62-9931-768c4266d126\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"36f3fed6-4a07-4d62-9931-768c4266d126\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '36f3fed6-4a07-4d62-9931-768c4266d126',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"FORMICA\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [4, 9, 19, 37, 54], \"y\": [11.0, 4.0, 7.0, 4.0, 13.0]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"BALA\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [4, 9, 19, 37, 54], \"y\": [8.0, 1.0, 12.0, 3.0, 1.0]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearances of FORMICA and BALA dialogues per scene across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('36f3fed6-4a07-4d62-9931-768c4266d126');\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": [
    "df_fm_bl_count, df_fm_bl_dialogue = dia.xter_count_perscene(antz_characters[:2])\n",
    "dia.scene_dialogue_plot(df_fm_bl_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "FORMICA",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          17,
          27,
          54
         ],
         "y": [
          3,
          11,
          13
         ]
        },
        {
         "marker": {
          "color": "rgba(55, 128, 191, 0.6)",
          "line": {
           "color": "rgba(55, 128, 191, 1.0)",
           "width": 1
          }
         },
         "name": "WEAVER",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          17,
          27,
          54
         ],
         "y": [
          2,
          7,
          1
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearances of FORMICA and WEAVER dialogues per scene across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Amount of Dialogue <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"69814a78-5344-4596-98c1-fc13fe646859\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"69814a78-5344-4596-98c1-fc13fe646859\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '69814a78-5344-4596-98c1-fc13fe646859',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"FORMICA\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [17, 27, 54], \"y\": [3.0, 11.0, 13.0]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"WEAVER\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [17, 27, 54], \"y\": [2.0, 7.0, 1.0]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearances of FORMICA and WEAVER dialogues per scene across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('69814a78-5344-4596-98c1-fc13fe646859');\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": [
    "df_fm_wv_count, df_fm_wv_dialogue = dia.xter_count_perscene(gotd_characters[1:3])\n",
    "dia.scene_dialogue_plot(df_fm_wv_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Character Interaction Mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "interact = interaction(df_film, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph_list = interact.character_interaction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Note the Net.MultiGraph code below will throw an error, BUT this does not stop it from displaying the Character Network Multigraph figure, \n",
    "\n",
    "#### To run it, remove the hashtags i.e. comment it out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# G = net.MultiGraph()\n",
    "# for scene in graph_list:\n",
    "#     nodes = list(itertools.combinations(scene,2))\n",
    "#     for pair in nodes:\n",
    "#         G.add_edges_from([pair])\n",
    "# page_ranked_nodes = net.pagerank_numpy(G,0.95)\n",
    "# net.enumerate_all_cliques(G)\n",
    "# between_nodes = net.betweenness_centrality(G, normalized=True, endpoints=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABGoAAARiCAYAAAD85BFrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzde5xN9f7H8dd3zGwzjMYYnHEbw7hfKoVcCkdCV/ck0khKh0O301XikOpUJx0VlRgS+VWSVG6JELkUlVu5E8n9PmNm9vf3x9oz9p6995hxm8H7+Xgsm7W+67s+67K3vT77+/0uY61FRERERERERETyXkheByAiIiIiIiIiIg4lakRERERERERE8gklakRERERERERE8gklakRERERERERE8gklakRERERERERE8gklakRERERERERE8gklakRE8oAxJt4YY40xSXkdi0h2jDFJnms1Pq9juRwYYwZ5jnezvI4lK2NMP2PMGmPMCU+MD+d1THJ+GWMSPec6Ma9jERG5nChRIyJyjhhjqhljRhhjfjXGHDLGnDTG7DTGfGmM6WmMCc/rGC8kY0wzzxf8QfkglozE2JZzUFe+vZE+Exfj/nglj6wxZnA25e71KjfvAoZ4yTHG3AW8ASQDw4HBwJI8jqmr1/lteY7rPu8JSmPMPK/4e2RT7nmvcknnKx4REck/lKgRETkHjDEDgdVAX+AIMA54FfgaqAaMBhbmWYAiZ+5poDrwR14HEkAacJ8xpkCQ5b08ZS4mb+Ic76V5HUgWt2W8WmufttYOstbmaaIGeACwXn+/WKXhXKt+jDEhwH3k3XX8Gc71+FkebV9E5LKkRI2IyFkyxjyD8+vyH0ADa21Da20/a+0z1tqe1toE4HacBI7IRcVau8tau85am5rXsQQwHSgLtM66wBhTHWgMfHGhgzob1tq9nuN9PK9jyaI0gLV2Z14HAmCMqQo0Ab4BfgTuMMb8LW+jOmPTgYbGmJoBlrUC4sij69hae8hzPR7Ki+2LiFyulKgRETkLnmbxg4BU4BZr7Q+ByllrpxPgZjKjDmPMR8aYvcaYZGPMcmPMbQHKRRlj/mWMmWuM2eHpWrXHGDPNGNMgSN3W07w+1hgz2hjzhzEmPWO8AWNMFWPMS55t7jHGpBhjthpj3jXGlM1mv1saY74wxvzlWWe7MeZzY0wLz/Ik4FtPce9m+35dbIwxXYwx3xpjDnj2f60xZoAxpmBu9ye3vLtnGWOu9nRTO2iMOW6MmW+MaZSl/Bbgec8/v/XeryzlChljnjbGrDTGHDPGHDXGLDbGdDlNDPU9Mez37nZhjPm755ysMcYcNs4YIb96ukQE7FJnjClgjOltjFlknK54J4wxGzzHrXJO9ye7LiDGmDuNMd951f+LZ78DnbstnqmQMeYVY8w2z7WzwRjzpDHGBD5L2foQOEHg1ggZ80YHWvEs30+ljTEfeK7/E8aYFcaYuwOU9z63DY0xczzH6ogxZqYxpm6AdQJ2RfPadnHPtbDLc/xWmyDdZowxBT31bfKU3WyMGeqZn6PuYBnxAH/3iiPQNX+jMWaG59pNNsb8ZpzPlqgAdWZ0+XEZYwYaY9Z74ks6XTxeMs7vWCAJCAMSg+xD5jgrnvfSPM85OOx5v1XPUt4C93r+udlrn7d4H5PsplzsB5y6RoNdxydwrvWAPNfyi57jmGycz9KZxvN57FWuiye+/wapp6Bn3T+NMaGeeUHHqDHGlDXGvOl1fe3zvH/q5XC/RUQkiNC8DkBE5CLXA+cG4SNr7a/ZFbTWpgSYXR6ni8Mm4AOgGNAZ+NwY08Ja+61X2erAC8B3wJfAAZxfWu8AbjbG3G6tnRFgG8VwxpI4CkwB3MBuz7L2QG+cpMr3wEmgJnA/cLsxpq611qfLi3HGBBnoqW8qsB3n1/ZGQDdgjmc+ODc784F5XlVs8arrfZxm/Ts8sR0EGgBDgBuNMTdZa7M2+c9uf85UXeAJYDHOTVMc0AH4xhhztbV2vafccKAt0BSne9uWrBUZY4oCc4E6OL/0j8H5YaQVMNEYU9NaOyBADA1xuhkt9KxTHOd8ADyJ04Xue5xzH47TWmQQ0MxzraR7xeDylGuBc34mAoeBeKCdZxu/52R/gjHGDPPEu9dT/1HgZmAY0Mpz7rK2wgkDZuFcL1/jdOdoC7zk2aeg480EcRD4GLjbGFPKWrvLE1tBoDvOtfdbkHXP9P0UjXMeDuIkCYoCdwIfGmPKWGtfCbDOdTjHag7wFlAJ573XxBjT0lq7IIf7WxRYhHNdfIJzzDoCY4wxbmvtuIyCxhgDfArcinOu3+RUMiNQy41g5nleE3E+r/zOkTHmQWAkcAznfPwFNMO5bm83xjS21h4MUPenQD2ca2GqZ73T8lzf9+Jc058BhXC6mt5vjPmPtTZYouQ2oI1ne6OAGsAtQD1jTA1r7V5PucE41+VVOOPyZMSe8TovSP3lcD7PTuRkP7ysx7kO7zHGPJnxf4UxJhanNeaHQMAWLZ7Pm0WefVmG854ujnNNzjLGPGStfcdT/DNPPV2NMU8E+Gxtg3ONvRZgWdbtXoPzXi4GzMT5LC6Oc9wWGmPaWWu/ysUxEBERb9ZaTZo0adJ0hhNOs3sL3J/L9eI961ng+SzLWnnmf5VlfhRQPEBdZYGdwNoAyzK2MR4IDbC8DFAwwPyWQDowMsB8i5NYKhMoFq+/N/OUHRTkGCR6lk8BIrIsG+RZ1j83+5OD470ly/xmXnUmZln2oGf+20FiaxZkW0me5U9kmR8OzMBJLF0dJIYHg9RZETAB5g/xrNc5y/xhnvnTsp5foCBQ4gz2J95rXkPPvG1ArNf8UJwuGhZ4Jks9WzKua+/zDZTEuQE+CITl8HxmxNQCuN7z96e9lt/lmdcVJyligXnn8P30f0CI1/wKwH6cBErFIOe2b5a62njm/56lroDnw6ue0UABr/k1cBJea7KUv8dT/jvA5TW/KLAu0DE5zTGfB9gA88sDKThJk2pZlr3t2c67geoCfg50DnIQS8b5fcdr3qeeeTcGKJ/oWZaWdTnwIoHfrxnXWHwOY7rCsz/pQPvcHFPPNdrN8/cuXsuf8sxr7LnWLZCUpY53Mo4FXp8RQGWcpEwKvu/djPK3BYjnS8+y2gGOXWKW9/kGnIGlm2apozRON+BdBPi/RZMmTZo05WxS1ycRkbNTyvO64wzX3woM9Z5hrZ2JcwNcP8v8Q/bUL77e83fg/LpezRgTF2AbJ4HHbYBfSK21f9gALX2stbNwBkdulWXRPz2vj9ksLW28Ysmp/ngGg7XWZv0FegiwD+dGO6ug+3MWFllrk7LMG+OJr75/8cCMMTE4N1zLrbX/8V5mrU3GaWFgAL9uMsBKe+qXbx/W2k3W2kCtBIZ7XjPPk3EG1v0Hzq/6vbOeX2ttirV2Tw53KZj7PK9DrbV/etWdBjyGk4y6P8i6/bzPt7X2L+BznMRJ1dwGYq1dCKzFaU2R0X2qF04LmU+zWe9M30/pwJPWWrfXOpuB/+G0WLknwDobcJIW3tv5HKfFTyXghqA76Os48Kj1aj1lrV2D06KiujGmiFfZez2vA6y1J73KH8R5f50r3QAX8Ka1dl2WZc/ijM11jwnQHQ54LtA5yIGMgYOTvOZl/D3goLweH1lrv8ky713Pa47f51l5ugl9DNQG/mWtnXIG1XyCc8328tRpcN5Da621i4JsNwzn+B/FSVRmfkZYa3/HuSZdOK3LMmS0urrXa15G651WwE/W2l9OE+utQAIwwlo733uBdcYw+g8QC9x4mnpERCQIdX0SETk7GTeGwZran85K75suL9txWi34bsyYxjgJjoY4LRFcWYqUwUnyeNviuRn247kZ6Irzq+lVON06vJ+gczLLKg1w9jVQl5AcM8YU8mxvL/CwCTw8SQpO95Ssgu7PWViedYa1NtUYsxvnmORUPZzjF+yx5GGe10D7FfQpP8aYwjjnvR1QBSjCqWsPnPOeoRpO0uMHe/4Gfr3G8zo36wJr7W/GmB1ABWNMUevb5eWQtXZDgPq2e15zc6y9jQZeA5obY7bijKcywlqbHOTaAs74/bTNk5jJah7OeD91Aixb4J3YybJOU8868wMsz+p3a+3hAPMzjl9RTg1aXgcnYfZ9gPLn8gl02V0LB4wxP+EM+lsNWJWlSK6fbGWMqYTTUmm9tXax16KvcbpAtjPGFA+SAPJ7n3P21x443b5a4rS+Czj+y+l4rtUJQF/PPpbHSYY8ms1q1XC6fS2y1u4PsHwuMACva9Ja+70x5jecLmnR1toDnkVdcT67knIQbsb/TeWDfM5V9rxWx2lBJyIiuaREjYjI2dmJ82U56MC7pxFo3AZwWnL4tHo0xrTD+dU1GZgNbMQZE8KNc+PSFKdbS1Z/BpiX4b/AwzjN1GfiNFnPaO2QiHOz4K0ocCBAC5jcisZJNJTg1GC2OZXd/pyp7M5DsEc/BxLjea3nmYKJDDAv4H55fjWfi/OL/6/AZGAPzgDW4Bw/7/Ne1PN6Ph+nnTFA7K4gy3fhjPcShe+xze44Q+6OtbfxON297sdppWaA97Jb4SzeT8HGQ8o4f36D557hOoHk5vhFAfuDtDw72zGdvOXkWoBT16W3M3kv98I5v0neM621aZ5Ex2M4n12vBljX7/h51oMzvPaMMU/jXHdfAv3OpA4v7+G0WuyJ050uBefaDuZMj/04nPGZ7sJJMoHTwiYVmJSDODM+5zqdplygzzkREckBJWpERM7OQqA5ThPv98/ztobgtHCpa61d673AGPMOzo1lIAFb+xhjSuLcWPwKNLLWHsmy3O8JRTg3OjHGmIizTNZkDIz5k7X2mmxL+jvT1ksXQsZ+vW6tze6X8ECC7VcbnCTNOGttovcCY0wp/BNdGTejZTh/MvYzFifBkVWpLOXOK2vtXmPMZzgtjg4Di+1pBvfmzN9PwR4BHet5DbTPZ7LO2ToMFDPGhAZI1pzLx1h7XwurAywPei0E6c4XlCdpmej554vGmBeDFO1F4ETNOWWM6YyT8PgJuCtI68gcs9b+YoxZgpOoiQI+tdbuy2YV72MfSLBj/wHO9X8vMNIYUwen29bnOewWmVFfG2vttByUFxGRXNIYNSIiZ2cszq+QHYwxNbIrGGSMhtyohDNgaNabyhCcAVVzqyLO/wOzAiRpynqWZ7UE59fsgI8azyLjpsXvl2pr7VGcm7qaxphiuQk6Hwi6XzhdOdzkfMyRnKjkeQ003kqgZMI6nGTNlcaY0jmoP7v9CeYnz2uzrAs83TbKAptt4Cf9nC/v4RkomdO0pvE40/dTnAnwqHJOHYufAiy73lNvbtY5Wz/hvL8bBVh2Jp8X2W0HAl8LRYGrcVotrc26/Ay0wemith4nMR5o2gRUMcYES7TlVLbvC2NMI5xWPX/gDMx79Cy3l+E9nGvYxemv4/U44xZdbYwJ1HXr757XH71nWmu347TSu84YU5VT49WMI2eWeF7P5eeciIh4UaJGROQsWGu34DylxQV8aYypG6icMaY1zhgKZ2MLUNn75tszxszzOE9+OZP6wLmJzLwZMcZE4twgBGp1OcLz+poxxq/FRpZ5Gb8EBxqQFZxuVy6cRwv7dYswxkR7HgGb3wTdL8/YOR8CdY0xz3kGGfVhjEkwxlTIxfa2eF6bZamnIvBygBjScQaujQBGZU0QGmNcxpgSXrNOd54CGeN5HeBdl+c6ehXn+8X5bmGW1bc4N/LtgI9yUH4LZ/Z+KgC87J148ZzPfjhdkCYEWKcyzgDPeK3TBifRtgHI6eO5cyOjy8xQz+OsM7YbBTx3DrczASdZ/U9Pks7bEJynIU0INGj5GcgYRHigtfb+QBNOFzjvsmcq6PvCs5+f4+z3red4LKiPcK7hNgR/DDgAnkGiP8TpYvTvLDEm4FyTqTgtaLJK8rz2BLrg7O/0HMb4OU5Luj7GmFsCFTDGNPSMRSYiImdAXZ9ERM6StXaY54b8eWCZMeZ7nEErj+J0MWiCc6MWaCDL3HgdGAX8ZIz5FOcLeGOcm8ovgNtzGfefxpiPcMYpWGmMmYXT3P4mnF/AV+L8Gu69zixjzBCcG721xpipOINx/g3nV/olnOqasB7n1+a7jDEncQZltcAH1tqt1toxxphrcW5gNxpjMp52VQxnfIYmOC2Weudmvy6Ab3FazbxojKmF86QWrLUZT+/qi3O+/43ztJuFOGOClMYZXLMezo1RoAFpA/kC52b+UWNMbZwWDHHAbTjjYgRKsAwGrsO5Jn4zxkzHGWS2HM6gp//i1I3a6fbHj2dA0v8ATwC/GmM+wRnf5WagFk6XwFdyuH/nhKcbTW66YZzp++lnnGO7wus90xlnHJAnrLWBuoLNwElu3owzoG4loD3O+6xnkIGGz9Z4nPd2a5xzNA1nMOsOOJ9FVXHO+1mx1m4xxjwMvAX8aIz5P5wxlJriDDq7DudpZ2fFkwxrgTMA+dRsin6Ec247GGP+GWSQ3Zz4Bud98p7n+j4KHLTWvonzNKXiOK1S2htj2mdd2Vo76Ew2aq09Tvb7l9VTOC1b+hpj6uG8n4sDd+IMOt43yODXU3C6xz2Mc12MsNamBigXKMZUzz7PxPmB4nuc/y+O43zG1MNpkVnKM09ERHLL5oNnhGvSpEnTpTDh3ISPwBnz5TDO+Be7cFrS9AQKepWNx0laJAWpax6ee88s8xNxvhAfw7lh+QxnbIFBnvqaZSlvgXnZxFwIZ4yFDTg3jdtxbrhigsXgWe8WnJvP/TgDXm73xNI8S7l6ODc8h3BuCgPFeBvOL7l/eY7ZnzhdiIYC1XKzP9nsZ8bx3pJlfjPP/EFB1tuSdR3P/G6e83DCs77NstyFk7D53rPvKThJqG9wboxichqDp0w5nF/OMwZ7Xo2TJAkNdkw8y/p6juVRzzXzO87jiCvldH9wEjoWiA+wjbtwkjJHPNfPapxHMofn9Fh6lgW8frM5HhkxtchB2UrZHKNEzuD9hJN0m+C5ZpNxupbcHaD+zHOLk7SYg/PZcASYBdTL6bEItg/ZnSMgHCdhuNlzDW7Beb+X8ZSfmov30DyCfB54lrf07NMBz7Y24DymuWhu6wpS/wuemP+bg7Lveso+4nWeLZAYpHyw6+NRnC5bKXh9fmTEn92Um2NKlvdjkLItCPJ/Bk6S8GWc93cKTtfH2UDL09Q52ivma4OUCXrscLqhvYTzf95xnM+Z33EG6e4GhObmHGvSpEmTplOTsTY/j8koIiIikj8YYyww31rbLIflm+G0cBhsz7CFxflgjLkJJ6nykrX26byOR0RERHxpjBoRERGRS1CgwaSNMTE4rSDAaUEkIiIi+YzGqBERERG5NP3XGHMVThe8PThP47oZZxyod6y1S/MyOBEREQlMiRoRERGRS9MUnIG+b8cZxyRjHKExOOOTiIiISD6kMWpERERERERERPIJjVEjIiIiIiIiIpJPZNv1qXjx4jY+Pv4ChSIiIiIiIiIiculbsWLFXmttiUDLsk3UxMfHs3z58vMTlYiIiIiIiIjIZcgYszXYMnV9EhERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERERERERHJJ5SoERERkYvGnj17+Oc//0mlSpWIjIykbNmytGrVijlz5viUW79+Pd26daNs2bJERkZSuXJlnnjiCQ4cOOBTrkWLFvTv3z/o9lwuV+YUFRVFlSpVuOeee1i0aJFPua1bt+JyuVixYkXAdb2nd999F4D58+f7zI+NjaVly5Z8//33OT4ejzzyCOHh4bz//vt+y8aPH4/L5aJ169YB92vKlCl+MQSaxo8fn+N4RERE5OwpUSMiIiIXjc6dO7Ns2TLeffdd1qxZw9SpU2nVqhX79+/PLLNs2TIaNWrE0aNH+eSTT1i7di3Dhw9nxowZNGnShIMHD+Zqm6NGjWLbtm388ssvvPvuu7hcLpo3b85rr7122nXfGj6CX6f+wM+TF7Fuwc9s3bqVe+65x6fMqlWr2LZtG3PmzKF48eK0adOGv/7667R1p6SkMGnSJJ544gnGjBkTsEyBAgX47rvvmDVrVsDlDRs2ZNu2bZnTvffeS4MGDXzmderU6bSxiIiIyLkTmtcBiIiIiOTEwYMHWbhwIV9//TXNmzcHIC4ujrp162aWsdbSq1cvKlWqxJQpUwgJcX6TKleuHNdccw3Vq1dn4MCB/O9//8vxdosWLUpsbGzm9po1a0bp0qUZMGAAbdu2JSEhIfCKFtIW7KHAX4cpANifT+Aul4zrruI+xUqUKEHx4sWJjY3lmWee4ZNPPmHZsmXceuut2cY1depUypcvz1NPPcVbb73F6tWrqVmzpk+Z8PBw7rnnHp555hlatGiReTwyZLTkyVCoUCG/eSIiInJhqUWNiIiIXBQiIyOJjIxk+vTpJCcnByyzatUq1qxZwyOPPOKXlChVqhR33XUXkydPxlp7VrE8/PDDuN1uPv/884DLT2w9BG6LTbeQsSm3JXnbIfZM/z3gOsePH2fcuHEAhIae/re0MWPGcPfdd1OoUCHatm0btFXNgAED2LRpE5MmTTr9jomIiEieU6JGRERELgqhoaG8//77TJw4kRIlSnDDDTfw5JNPsnTp0swyv//uJEGqVasWsI7q1atz4MAB9uzZc1axxMTEULJkSTZv3hxw+eFlOwF44vOXuOY/t3HNy7dlvv40fylph1Myy1auXJno6Giio6N54403uPbaazNbDAWzefNmFi5cSOfOnQHo1q0bEydOJCUlxa9syZIleeSRR3j++ecDLhcREZH8RYkaERERuWi0a9eOrVu38tlnn9GqVSsWL17M9ddfz0svveRTzhgTcP2MljTBlueGtTZoPakHTgDwrxa9+LTXSKY8MIrPHnyXz+5/h/hi5Ug9eKpF0OzZs1m6dCkTJkwgPj6eMWPGEBYWlu22k5KSaN68eWYXpaZNmxIREcG0adMCln/kkUdISUlh5MiRZ7KrIiIicgEpUSMiIiIXlfDwcFq0aMGAAQP47rvv6NGjB0OGDOHkyZNUrlwZgDVr1gRcd926dURHR1O8ePGAy3Nq79697NmzhwoVKgRcHlY0HICYwtHEFStNXHRpykeXpnyxMrhCwwiLKphZNj4+nsqVK9OpUyeee+45OnXqlG3Ll/T0dMaNG8esWbOIiIggIiKCwoUL88cffwTt/hQZGcmzzz7LSy+9lOvBlEVEROTCUqJGRERELmrVq1cnLS2N5ORkrrrqKqpVq8bw4cNxu90+5Xbt2sWkSZPo3LnzWbeoGT58OCEhIdxxxx0Bl28s8gMABkOIDSHEhoAbMFCoSjFCo8IDrte1a1dSU1Ozbfkyc+ZM9u/fz5IlS1i+fHnmNHXqVObOncvWrVsDrnf//fdTrFgxXnnlldztrIiIiFxQeuqTiIiIXBT27dtHly5dSExMpHbt2hQpUoQVK1bw2muv0bx5c6644goA3nvvPVq3bk2HDh148sknKVu2LD///DNPPfUUcXFxDB482KfevXv3smrVKp95JUuWpFSpUoDztKk///yT1NRUNm7cyAcffMCECRN48cUX/Z745Ha7mbZkGHNiNuE2lsMpR9l7LOPR4QZXycLE/L100H0MCQmhX79+DBs2jF69elG4cGG/MmPGjKFVq1bUqVPHZ37NmjWpUqUKSUlJPP/8837rhYaGMnToUHr06BF0+yIiIpL31KJGRERELgqRkZFcd911jBgxghtvvJGrrrqKAQMGcNddd/Hhhx9mlrvuuuv4/vvvKVSoEB06dKBq1ar069ePVq1a8d133xEdHe1T78cff0y9evV8puHDh2cu7927N3FxcdSoUYNevXqRkpLCnDlzePTRR/1inPXz28wpsAljwRh4/uvhNHnjLmf6X2caDLiN10e+ke1+JiYmkpaWxogRI/yW7d69m6+++ooOHToEXLdjx44kJSX5tSbK0L59e2rXrp3t9kVERCRvmeweT1m3bl27fPnyCxiOiIiIyMUnNfUESUue5ZfwwxRwQ7fIFlxb8668DktERETyKWPMCmtt3UDL1PVJRERE5CwkJx/i3aXPsiEiGVc63BfTnhqVb8nrsEREROQipUSNiIiIyBk6cngXI1cOZkdEGoVSoXfZHsTHNc7rsEREROQipkSNiIiIyBnYv38jb615mT0RbqJOwj8q9aPU367M67BERETkIqdEjYiIiEgu7fpzFW9vHMGhglAyOYQ+tZ4mOrpCXoclIiIilwAlakRERERyYfPWBbyzcxzHXVDuRBi9r3meIpGxeR2WiIiIXCKUqBERERHJoTW/f8mYfZ9xMhSqnIjg/vpDCQ+PyuuwRERE5BKiRI2IiIhIDixfPYkPj35DegG4KjmK7g2HEhYWkddhiYiIyCVGiRoRERGR05j/4yimpC3HhkDDk7Hc2XgQBUL0NUpERETOPX3DEBEREQnC7XYzY9mrzAj5DQzclJ7ArQ2fJPpDSZ8AACAASURBVCQkJK9DExERkUuUEjUiIiIiAaS70/h08b9Z6NoJQLuQOvy9Xp88jkpEREQudUrUiIiIiGSRlpbCB4uf5afwg4RYuDuiKfVr35PXYYmIiMhlQIkaERERES8pKYd5/4cBrIs4Tlg69Ch2B7Wq3JHXYYmIiMhlQokaEREREY+jx/bwzoqBbI1IJSINHijVjYT4ZnkdloiIiFxGlKgRERERAQ4c3MLbvwxjd4SbK07CQxUfokypa/M6LBEREbnMKFEjIiIil73df63m7d+GcyDcEpNi6Fv9CWJiKud1WCIiInIZUqJGRERELmtbd/zAO9ve42hBKJ0cykNXPkdUVJm8DktEREQuU0rUiIiIyGVr/cZZjP7r/0gJg4onCvJg3SFEFCqW12GJiIjIZUyJGhEREbksrVz7CeMPzyAtFGqeiKRHg2G4XIXyOiwRERG5zClRIyIiIpedRSvf5/9OLsaGQP2U4nRpPIQCBcLyOiwRERERJWpERETk8jJz2X/5kjVgoHlaPHc0eoaQkJC8DktEREQEUKJGRERELhNut5upS4YyL2wbALdTi5saPpzHUYmIiIj4UqJGRERELnlp6SeZuHggywvuxVjoXLARja66L6/DEhEREfGjRI2IiIhc0k6ePMaYJc+wJuIYoW7ofkVrrq7eMa/DEhEREQlIiRoRERG5ZB0/vp93lz/HpogUwtPg/pKdqZJwU16HJSIiIhKUEjUiIiJySTp0aAdv/zyEXRHpRKbCQ3EPUK5s/bwOS0RERCRbStSIiIjIJWfv3t94a90r7Au3RKcY+lR9lJIlqud1WCIiIiKnpUSNiIiIXFJ27FzByC0jOVIQYpML8I/az1C0aPm8DktEREQkR5SoERERkUvGhs1zeffPiSSHQfkTLh68djCRhUvkdVgiIiIiOaZEjYiIiFwSfl4/lXEHp5MaCtVOFKLndS9QsGCRvA5LREREJFeUqBEREZGL3g8/j2dS8ne4Q+Ca5Gi6NX6B0AKuvA5LREREJNeUqBEREZGL2twVbzLVvRIM3JBahvaNn6NAiL7iiIiIyMVJ32JERETkouR2u5m+9CXmFNgEwM22Gjc3ejyPoxIRERE5O0rUiIiIyEUn3Z3G5O8HsqTgXxgLHcPqc0OdB/I6LBEREZGzpkSNiIiIXFRSU0+QtORZfgk/TAE3dItswbU178rrsERERETOCSVqRERE5KKRnHyId5c+y4aIZFzpcF9Me2pUviWvwxIRERE5Z5SoERERkYvCkcO7GLlyMDsi0iiUCr3L9iA+rnFehyUiIiJyTilRIyIiIvne/v0beWvNy+yJcBN1Ev5RqR+l/nZlXoclIiIics4pUSMiIiL52q4/V/H2xhEcKgglk0PoU+tpoqMr5HVYIiIiIueFEjUiIiKSb23euoB3do7juAvKnQij9zXPUyQyNq/DEhERETlvlKgRERGRfGnN718yZt9nnAyFKiciuL/+UMLDo/I6LBEREZHzSokaERERyXeWr57Eh0e/Ib0AXJUcRfeGQwkLi8jrsERERETOOyVqREREJF+Z/+MopqQtx4ZAw5Ox3Nl4EAVC9JVFRERELg/61iMiIiL5gtvtZsayV5kR8hsYuCk9gVsbPklISEhehyYiIiJywShRIyIiInku3Z3Gp4v/zULXTgDahdTh7/X65HFUIiIiIheeEjUiInLRSD+RxrH1e0k/lIIJDaFg2SsIj7sCY0xehyZnIS0thQ8WP8tP4QcJsXB3RFPq174nr8MSERERyRNqSywiIn5cLle2U8+ePTPLTZkyxW/9/v3706JFi8x/DxkyJGA95cqVC7j9o0ePUqhQISZNmgSAOyWdvV9toFuT9hS/thzfTZzFvtmb2Jm0ih2jVnB9/Ub06NHDp46TJ09SunRpihUrxqFDh/y2sWXLFu69917i4+OJjIykfPnytGnThpUrV2aWqVSpUmasUVFRXH311bz33nuZy9PT03nllVeoXbs2UVFRlCxZkgYNGvDmm2/m4mhf3lJSDvPu9//ip/CDhKXD/UXvUJJGRERELmtqUSMiIn62bduW+fevvvqK3r17+8yLiMj903eqVKnCnDlzfOYVKFAgYNnIyEjq1q3LvHnz6Nz+TnZ98DPJOw7zw+aVxEaV5IctK6lVqgq4LYe27+PHlT/R7ba7fOqYNm0a8fHxREVF8dFHH/Hggw9mLktNTaV169YkJCQwadIkypQpwx9//MGcOXPYv3+/Tz0DBgzggQce4NixY4wfP54+ffpQtGhROnXqxNChQxk1ahRvvPEG9erV4+jRo6xcudLnWElwR4/t4Z0VA9kakUpEGjxQqhsJ8c3yOiwRERGRPKVEjYiI+ImNjc38e9GiRf3mnYnQ0NBc1dGsWTMmT57MvpkbSd5xmJ0H/2L34T08ftODLNq4nJ6NO4O1rNj+K2npadQ6VJqTfx3DVbIwAGPHjqVr164ULVqUESNG+CRq1qxZw6ZNm/jyyy9JSEgAIC4ujoYNG/rFERkZmRn34MGD+fjjj/n888/p1KkTX3zxBQ888AB33nlnZvnatWuf0fG53Bw4uIW3fxnG7gg3V5yEhyo+RJlS1+Z1WCIiIiJ5Tl2fREQkX2ratCmbN29m/YKfwcIP21ZSu0w1mlSqz4ptv5CWngbGsHTbKsoUjaVUkRIcWuYMRLtt2zbmz5/PnXfeSdu2bVm/fj2rVq3KrLtEiRKEhIQwZcoU0tLSchVXeHg4qampgJO8mj9/Prt37z53O34Z2P3Xaob/+gK7w93EpBgeqfakkjQiIiIiHkrUiIjIWUlMTCQ6OtpnGj16tF+5devW+ZXr1q1b0HobNWqEKzSMJRt+AuCHLSupX/5qykeXppArgtW7fs+c36BCHbBw9Oe/sOmWpKQkWrRoQYkSJShcuDBt27Zl7NixmXWXLl2a119/nRdeeIESJUpw4403MmjQINasWRM0nrS0NMaPH8+vv/5K8+bNAXjllVfYv38/cXFxXHXVVTz44INMnToVa+0ZHcvLwdYdP/DGhtc5UNBSOjmUh2sPIiamcl6HJSIiIpJvKFEjIiJn5aWXXmL58uU+U6dOnfzKVaxY0a/cq6++GrTeiIgI6lS5kh+2rAQDS7euol65WuCGenG1WbLpR44cP8LqXb85iRrAfTKd1GMpjBs3jq5du2bW1bVrVyZNmkRycnLmvIceeojt27fzwQcf0LhxY6ZNm0bdunX58MMPfeIYOHAg0dHRXHHFFfTr14/HHnuMXr16AVC9enVWrlzJokWLuO+++9i3bx9dunShTZs2uN3uszqul6L1G2fx5vb3OBoGFU8UpP+1w4iKKpPXYYmIiIjkKxqjRkREzkpsbGzmOC8ZoqKi2LFjh888l8vlV+50rq/TkImfT2bHwV3sPbKPOmVrAVAv7irm/LaIqiUrkJ6eTv3yV2WuM2feN2zfvp3u3bvTvXv3zPnp6el89tlndOnSJXNekSJFuO2227jtttsYPHgwt956K88//7xPkufhhx+mR48eFCpUiNjYWL9HgYeEhFC3bl3q1q1L//79mThxIomJiSxYsICmTZvman8vZSvXfsL4wzNIC4WaJyLp0WAYLlehvA5LREREJN9RixoREcm3mjVvxq5Df/HJT19Tu3Q1wsMKAlC//FX8uP1Xvt/8IxViylGySAwAYcXCGT/xA9q2bevXeqdnz54+3Z+yMsZQtWpVjh075jO/WLFiJCQkUKpUKb8kTSDVq1cHnEeMi2PRyvcZe2QGaSFQP6U49zd+RUkaERERkSDUokZERC6ItLQ0/vzzT7/52T0JqmmHmyjYqyATlk3lnnrtMudXiClHYVchpqyawW21bgQ3YCA1IZzpT0/no48+ombNmj519ejRgxtuuIFNmzZx5MgRBg8eTLdu3ahevToul4vvvvuOpKQkOnfunON96ty5M40aNaJhw4bExsayefNmBgwYQMmSJQM+QepyNGvZ60xnNRhonhbPHY2eISREvxOJiIiIBKNvSiJy0dq9ezePPvooVatWJTIykvLly3P77bfz9ddfZ5ZZunQp7dq1429/+xuRkZHUqlWLIUOG+IxVAlCpUiVcLhcTJ070206jRo1wuVz897//zZzXokULXC4Xw4YN8yt/Z6fOhIW5uKP5XUx78wcWfLKavX8cBmDlypWEh4cH7RLjcrkoXLgwmzdv9pnfs2dP2rZtm/nvIUOG4HK5cLlcRERE8Le//Y0mTZrw8ssvB2zJsXPnTh566CHi4+MpXLgw5cuXp3fv3vzxxx8B4zgffvvtN+Li4vym7J66dGTPH1SJrcyxlOPUi7vSZ1nduNocSzlBg/J1sFhCo8P5fPVsChYsyE033eRXV/369Slbtixjx46lTJkyVKxYkaFDh3L99ddTt25dXn/9dR599FGGDx+e431q2bIlX3/9Ne3bt6dGjRokJiYSFxfHrFmzKFasWM4PziXI7XYz5ft/O0ka4HZq0bbhACVpRERERE7DZPdkirp169rly5dfwHBERHJm69atNGnShCJFijBo0CCuvPJK3G43c+fO5dVXX2XTpk1Mnz6dzp0706VLF/r06UNMTAyLFy/miSeeICEhgRkzZuByuQAnUeN2u0lISGD27NmZ21m9ejWNGzcmIiKCf/3rXzz66KOAk6jZtGkTYWFhrFu3LrNLzOoVG7i20ZVEhl9B7Qr16XTDgxgDJsRwZbMKTJzzFqGhoUyYMIGFCxdSrVo1n/1yuVyEh4dzxx13MGHChMz5PXv2ZN++fUydOhVwEjWTJ09mzpw5WGs5cOAAixYt4uWXXyYsLIxvv/02s6XKli1baNKkCfHx8QwaNIjKlSuzceNGBg4cyJYtW1iwYAHly5c/fyfrDKUcO8rkZ/8Pk2q4rlgcIaZAwHIWS7L7GFUfbo6ruLrT5Adp6SeZuHggywvuxVjoXLARja66L6/DEpGzYK0l+fBWTh7fjQVcEcWJiKqYoy6hIiLizxizwlpbN9Ay/awlIhelf/7znwAsWbKEjh07UqVKFapVq8Y//vEPVqxYwfHjx3nggQdo3bo1o0ePpk6dOsTFxdG5c2emTp3KokWLGDFihE+dXbp0YcmSJT6tWcaOHUv79u0pXLiwXwytW7fm2LFjzJ8/H4AjB04w7KnXKV+yMsWvcJIkJgQs4E63LJu9jg8nTKJnz560b98+6Hgpffr04ZNPPuHHH3/M9hiEhoYSGxtLqVKlqFGjBr169WLBggUcOHCAZ555JrNcv379MMYwY8YMmjdvTrly5WjWrBkzZszAGEO/fv1Of8AvsLS0ND4bOo5jaSUoX8iNMWBJxzmagLFY3BxPP8i6Q3OZv/t93IX0SOz84OTJY4xe9C+WF9xLqBt6FGl92SZpdu/ezeOPP0716tUpUqQIZcqUoUmTJrz11ls+Ld8yWvRlnZ599lnASUy7XC5iY2M5dOiQzzZatGhB//79M//ds2fPgHVdf/31Abd3xRVXUKtWLV577bWgj5Vv164d4eHhzJkzx2/ZkCFDuPrqq/3mW2tZs/UYX/2wj29XHuDIcafl3Pz58wPG99hjj2Wu63a7eeutt6hXrx5RUVHExMTQsmVLZsyY4bONrHXFxsbSsmVLvv/+e78YXS4XrVu39otz1KhRuFwun30YP3480dHRfvszZswYbrjhBooVK0ZMTAz169fn1Vdf5fDhwz5l//rrL4oUKULFihUviae/WWs5uOsHNi99kc3LX+GPNePYuWYcW1a8xqYlQzjwx8Kg146IiJwZJWpE5KKzf/9+Zs6cyUMPPURkZKTf8ujoaGbPns3evXt5/PHH/ZbXqVOH5s2b89FHH/nMj4mJ4dZbb2XcuHEAnDx5kokTJ9KjR4+AcYSFhdGtWzeSkpIA+PW7rSxYNZOG1W8C4wxOa4whJMRgQuCn3xcRFRFDjWo16Nq1KxMmTCA1NdWv3nr16tGuXTuefvrp3B4aSpUqRZcuXZg2bRput9vnWBUq5NvapFChQvTu3ZsZM2Zw4MCBXG/rfPrqv6M4cCSOaLuTUhHxmfMtbnYX3Eaxe6syZ9fbzN41nN+OfEdK+n7mjH8/7wIWAI4f38/bS55gTcQxwtOgd/HOXF29Y16HlSe2bt1K/fr1mTlzJoMHD2bp0qXMmjWLRx99lLlz5zJ9+nSf8gMGDGDbtm0+U9bPgOPHj/PKK6+cdts33nijX13Tpk0LuL1ffvmFRx99lOeee47Ro0f71bVr1y6+/fZb+vfvz5gxY3K07zv2JNP/rd954t0NvPX5Dl79eBv3/mctE7/ZnXlDv2rVKp/4Bg0alLn+Pffcw6BBg7j//vtZuXIlCxYsoG7durRt25Z33nnHb3sZdc2ZM4fixYvTpk0b/vrrL58ysbGxLFy4kK1bt/rMT0pKoly5cqfdp8TERB5++GFat27NzJkz+fHHHxk0aBDz58/PbOkITnKuY8eOGGPYsmULpUqV8uuSC3nTLbdLly64XC6fxF6GYN1yrbXs/u1jSsQ1olaz59mx8wBY65ncPPHviXS88x52rZ2Ate486ZZ7ukSiy+XiwQcf9JmfkfxcsWIF48ePD5g89J4yfpAREblQlKgRkYvOxo0bsdZmPl0nkN9++w3Ar2tRhurVq2eW8ZaYmMj48eNxu91Mnz6dqKgobrjhhqDbSUxMZOrUqRw+fJg5X81n/5E91Kl0ahBZay3udOcX1cVrZ1O3UlP+2LCfJk2aEBER4XezlmHo0KEsXLiQmTNnBt12MNWrV+fw4cPs3buXDRs2ZHusatSogbWWDRs25Ho758uCCeP5Y1scbrebClkScYdT91Hvsc4Uq1gaCkaR2cIG2PZz9i2Q5Pw6dGgHb6x4mk0RKUSmwj/LPUCVBP+xgi4Xffv2JSQkhCVLlnDnnXdSvXp1atasSdu2bfn000/9Bq2OjIwkNjbWZ8qaiO7bty8jRoxg586d2W67YMGCfnVlHTMpY3vly5fnvvvuo3bt2j7dPjOMHz+eli1b0rdvX6ZPn86+ffuy3fahY2k8M2YTG3aeIN3tvEOtG06kuJk490/mrzoIQIkSJXziK1KkCACffPIJH3/8Me+//z4PPvggFSpUoEaNGgwbNow+ffrw2GOP+d3EZ9RVq1YtnnnmGQ4dOsSyZct8yhQrVoybb745MxEP8Msvv7B+/Xo6dOiQ7T598sknTJo0ifHjx/Pss89Sr149ypcvzy233MIXX3zBHXfcAZxKzi1dupQ+ffrQv39/rrnmGm6++Wb69OmTWd/06dP5+9//TkxMDDNmzGDNmjWZibJbbrmFkydP+mw/Y2wtb6tXr2bNmjXExMT4xVu2bFnGjRvn08pl3759TJ8+nbJlywbcx/fff5/evXuzevVq1q1blzn/wPZ57N8xD4CQEMOIccudpqImBOc2wun2dHDXYvZudlo8ValShW3btrFp0ya+/fZb7rnnHt577z3q1avnM6D8li1baNCgAatXr2bMmDGsW7eOcePGsWbNGho2bOiXVAskJ4nE8PBwxo8fz5o1awIu79Spk0/S8MYbb6Rjx44+8zQ4vIhcaErUiMhF51w0sbbWBuxX37JlS6y1zJkzh7Fjx5KYmJhtPdWqVePKK69k8uTJzFv+JddUuh5XWPipON1uDG7+OrCTzbvWUbdqU06eSMUYw9133x30i2VCQgI9e/bk2WefzXXT+Yzj471/wcYQCFQ2L62ZP5u1SyIBQ+kCOyhW0PeJUO44gyvceUR3xbr1fZadSN7B3l07LlSo4mXv3t8Y/stgdoWnE51ieLjyY5QrW//0K16i9u/fz6xZs3jooYcCdpuEM3vPdejQgVq1avm0Pjlb1lrmz5/PunXrCAsL81uWlJRE165dKVeuHPXr1+fDDz/Mtr4Zy/ax71Aq1kKBECgQYihQwBASAulumLcq+9Z7EydOpFKlSpnJD2+PPfYYJ0+eZMqUKQHXPX78eGYiJjTU/8GmPXr0yEzEg9O1tWPHjplJouxiqly5ss+A7t6KFi0KOF1yU1JSKFq0KP/+97/p378/CxYsoFOnTqxYsSIzxgvdLTdjH+rXr0/FihX9yp84cYKPPvrIr1uudaexd+ssJ9MGdLmjFrO+28Sa3/c4K3pfw9bN/u1zse60C9otNyeJxIoVK9KyZcvMroRZRURE+CQNCxYs6DcvYzw7EZELRYkaEbnoVKpUCWMMa9euDVqmSpUqAEHLrFu3jkqVKvnNDwkJoXv37rz88st8++23dO/e/bTxJCYm8t5777Fs/Xc0qH7jqQU28w8Wr5mF27oZmNST2o0SiIiI4D//+Q+zZ89mx47AyYUBAwawadMmJk2adNoYvK1du5YrrriCmJiYzGO1evXqoGWNMQG/vF9ouzeuZ/Ene0knDNxpxBfxTdLsS9lJvYc6Zf67eZdEjPG+SUll7geBx/2R82fHzhW8/tt/2FfQEptcgEdqDaBkieCt3S4HGS3Zqlat6jM/Pj6e6OhooqOjfVpYAAwcODBzWcb05Zdf+tX94osv8sEHHwRtHQAwc+ZMv7q8b5C9txcZGclNN92EtZa+ffv6lJk/fz4HDhzg5ptvBqBbt25Bx9bKsHTdYayFkBCwbndmMjjEc1OffNKNBSpXruwT3/bt2wH4/fffg7aELF26NFdccYVfa0jvut544w2uvfZamjdv7rd+q1atSE1NZe7cuaSkpDBp0qTTJuPBOZ9Zz2VWGd1My5YtS+fOnQkLCyM+Pp769eszYcKEzDFv8qJbLjhdvIKVnzJlCnFxcdSuXdunW+6Rvb+QdvLUmEi1qpbkxsYVeH30kiw1OOc2Pe04KUcDt/Y6H91yc5NIfOGFF/j6669ZuHBh0PpERPITJWpE5KJTrFgxWrZsyciRIwP2eT948CAtWrQgJiaG1157zW/5Tz/9xNy5c+nSpUvA+hMTE1m4cCEtWrSgVKlSp42nU6dO/P7775SKLU2FUtUyfnzM+O5KujudpevncXuDbjx11zCW/LCE5cuXs2LFCmrXru3zZdpbyZIleeSRR3j++edJSUk5bRzgNAP/6KOPaNu2LSEhIZnHatSoURw/ftyn7PHjxxk1ahStW7fO80dJnzhyiBkjvuekdbp6xIX9QWRo0czlFohqUMZnnbCCBSkSFe8zb/fG4Mk7Ofc2bJ7L/7aO5EgYlD/hot81QylaNP89QSy/mDdvHsuXL6devXp+Y5E8/PDDLF++3Gdq1qyZXx1NmjTJtnUAwA033OBXV8YT67Ju75tvvqFZs2YMGDDAr3tHRouTjNYE7du3Z9OmTSxdujTotk+m2swctbVu3OlppKelOa0YOZW/nj17tk983p+1p2ttlHX57NmzWbp0KRMmTCA+Pp4xY8b4tQ4CKFCgAN27dycpKYlp06ZRrFgxGjdunO22IGetODO65K5du5auXbtmzu/atatPcisvuuWuWLGCrVu30r59+4Blx4wZkxmzd7fcE4e3OmPReP4zs243/+xel59+3cXCZds8yzIYsJbUlINBYzrX3XJzk0isVasW3bp1O6Ox30RE8oISNSJyURoxYgTWWho0aMCnn37Kb7/9xvr163nnnXe45pprKFy4MKNGjeLrr7+mV69erFy5ku3bt/N///d/tGvXjsaNG2c+OSqrChUqsGvXrhy3ZClSpAhbtmxh8eJFFC1Z2GkN7vn+ainA6q0/cTT5MI2q30jVioZfP5xAtWrVqFmzJnfeeSdJSUlBuzc98sgjpKSk+A0ECs6Tkf7880927drFmjVrGD16NDfccAPR0dEMHTo0s9wbb7xBeno6rVu35ttvv2XHjh3Mnz+fm2++GWstb7zxRo7283xJS0tj6tAPOZ5WHIBQe5zykb43+7tTtlC9nf8v5LX+3sLn3ydTd7Fx9crzF6xk+nn9VEb+NZHkUKh2ohB9r3uZyMIl8jqsfCEhIQFjjM9YH+C0qElISPBrQQBOAjohIcFnCtZtatiwYdm2DihUqJBfXcWLFw+4vQYNGjB58mRef/115s2bl7n84MGDfPbZZ4wePZqIiIjMgWFPnDiR7aDCVcoWIsQQ8DPN4rSsMebUsciYMroqVa5cOWhLyJ07d3L48GG/1pDx8fFUrlyZTp068dxzz9GpU6egye3ExES++OIL/ve//+WoNU1GTFnPpd++WYvb7SYlJYWmTZtmHrO+ffuybt06vydRZVfPue6WO3bsWO68886A193GjRv5/vvvM3+48O6Wa91pWYKDcmWjaNe6Gm+MWUJ6ejpZU1jWBu+qe6675eY2kTho0CBWrVrlM/iziEh+pUSNiFyU4uPj+eGHH2jRogVPP/0011xzDS1btmT69Om8/fbbALRp04a5c+eyZ88eWrZsSfXq1Rk8eDA9e/bkq6++yrbPebFixYiIiMhxPFFRURQrEc0dfa+jVEKxzNY0xjiDCFctU5MbY1fQsuA8jhUKZeKTT5Cenp45YOE333wTsN7IyEgGDBjg9+s7OL/MxsXFUaFCBZo1a8a4ceO4//77Wbp0KbGxp7oNVaxYkSVLllCjRg0SExOpUqUK3bt3p1q1aixevJj4+Pgc7+f5MP2VkRw8duqpK+Vd+yhY4NQNRbpNo0LH6wKuW+/mOygQ4v0YXTeLJueuq5jk3g8/j2fMoemkhsA1ydE80PhVChbMfpyPy0lMTAw33XQTb7/9dsBWf2erZs2a57R1QHR0NP/4xz94/PHHM2+QJ02aRPHixVmxYoVPy5eRI0fy8ccfc+zYsYB13dYghgIhBjBYQrAYLIZ0N4QYqFkhcPIpQ5cuXdiwYUPA5PSrr76Ky+XKdvDfrl27kpqaysiRIwMuT0hIoG7duqxYsYJu3bplG0vWmILd4B88eJBKlSrhdru57rrr/Foz3XLLLZktPfKiW+7kyZODJnbGjBlDeno6FStWzEwuZXTL3bM/FWst1ivpZoAH776GqzyuXwAAIABJREFUHX8e4atvN2RpVQMFQsODxnMuu+WeSSKxbNmy9OnTh2effZa0tLSAZURE8gv/kdZERC4SpUqVYvjw4QwfPjxomQYNGuTo17PTPfUo6/JAjwEFKBwVTpt+DWjYZh7b1+0hLTWdSV0ns+fbtyiX7nwxvznsdz7lCib861G6vfJfnyd8ZH3aB8CDDz7o92jR5557jueee+60+5WhbNmyjBo1KsflL5R5Y8ew649TrWci7AHiIhN8yux2b6davVYB1w8NDSWqREX2716ROe/Aro3nJ1gBYO6KN5nqXgkGbkgtQ/vGz1EgRF8nshoxYgRNmzbluuuuY+DAgVx55ZWEhoby448/smrVKm66yfeJWEePHvV5Ig44g5xGRUUFrH/QoEHUqFEDcBI33lJSUvzqKlCgACVKBG/x1Lt3b1555RU+/fRTOnbsyNixY+nQoYNf3ZUrV+app57i448/zrz5T05OZtWqVZllap78jsUHyxBRrAIQgjHOmDWVyxSiZUIJxhFcx44d+fTTT+nZsycvvPACLVu25MSJE0yYMIG3336b4cOHU6ZMmaDrh4SE0K9fP4YNG0avXr0Ctkr64osvSElJyRw35nQ6duzI559/Tvfu3XnyySdp1aoVJUuWZO3atbz99tt06NCBOnXqALD5/9k77+goyjUOP1vTeyeBBAi9Q+ggSAexF/CKgg0RxC7oFXvDq2JBRVAQxIaiotJ7r6H30BISSEJ62U22zv1jyW4mmxBKkk3ge86Zw3513l2S7Mxv3nLmDNHR0bKKXQ888ACPPfYY06ZNk4Xl9ujRQ3aekrDc8kprg014mTp1KkOHDr3ssNwXXniB6OhounRxTu5tNpuZP38+7777Lrfccots7KEHR/HGpE9569X2KJVyr5agAA8eurMNX82Pp23zUC7W9gKFCjfvSMBZfLlUWO4zzzwj8/a5nLDcEiHx33//lfVv376dSZMm8cknn5T7fz9p0iTmzJlz2aXmBQKBwFUIjxqBQCCoYhQKBWEx/sQNaUK3W5vTomsDmj/8ElnYcq64Y6RfgIJM3Ul+eOFZLEaTiy12DYfWLCdhdwB29yMgxsOASuG46TdY9LQdO+yS+3S/+x5Z22zJYO/6lVVqq8AWyvLP9vdtIg0wVGrOvT3eEiJNBTRs2JCdO3cyePBg3njjDTp37kyXLl347LPPGDdunFP+rHfffZcGDRrIjktVvYmKiuKpp54q19tuzZo1Tnt17tz5kvaGhITwwAMP8Pbbb7N371727dtXbk4TrVbL8OHDZTe6p0+fpnPnzvbjo0+e5dSix4jWryXEnEjP1n5MGhHN/8Y2xtNddUk7FAoFP/30E6+//jozZ86kbdu29OzZk507d7Jo0SLGjRt3yfVgEzTMZrNT9aQSPD09L1ukKbFp/vz5TJs2jaVLlzJw4EA6dOjAlClT6N27N3feeSdz5syhUaNGqNVqp5Dc1NRUCgoKWLBggUvCcisKkVu2bBmZmZk8+uijtGrVyn4Up50lUm1i476DpJ0toHR8U4kDzUN3t8VotLB+e0kJbQVegc1Qa31qJCy3tJBY+njwwQdRKpX8/vvv5a4LCAhg8uTJFf5sCAQCQW1BcakEaXFxcVJ8fHwNmiMQCATXL/viDxC64k002Fyu9yqasf/kToJ8WjH6o89RaZ2TX16vnD9+iGVfHsIoOZ54+kmpxAU1pvSz21R1Eje9/kil+30xdgQms8ODwD+oHY9+9EVVmnxDY7GaWbD1dba7XUAhwT2aLvTuMNbVZglqIalHjvPzx+MAW7iMX4cuPDbxI9caVYOkpqby4YcfsnTpUs6fP09QUBBt27ZlwoQJDBkyxD5v+/btTJ06la1bt6LX64mOjmbkyJG89NJLuLs7wodiY2MZP368UzLoisYHDBhAq1atKhQ5So/feeedGAwGli5dCtg8bH774E1Sz2wjq6CA//0Zz7hh7RjzSAe63zePj/7bnwG9Gtn/Rv+2+Ajvf72Fm7o0YMbUEcTEvciHH8/gnXfeAWzeTb6+vjRr1oxbbrmFCRMmOJVCT0lJ4d1332XZsmVkZGQQEhLCkCFDeP311yv0nNq7dy9du3Zlw4YNTgmwwVaG/dSpU2zcuJF33nmHP/74g337HLnLDAYDLVu2JDk5mW3bttGpUyfZ+jvuuIOgoCBmz55d7vkFAoGgqlAoFLslSYord0wINQKBQFBzrPr9D9onOBz/l0vtuXB6A35eLRj9yRdoLpE353pBn5fD76//jd4SJOtv75lDsLvjwrzQnEuLVwbj7uNddgsnfn5nCqlnNtnbSoUvE2f+ZU9QKrh6TKYi5m5/lYPu+aisMMp7AJ1ajXS1WYJays+TJ5OaYSvfrFaF0e2p8XRt19e1RgkqJeVkAn9//A7FxrNOY55e/nQf2gStmx6r1ZZ1qDSS5E3TXpPReopk4gKBQHAlXEqoEaFPAoFAUIMMvPduDnh3c7QVB3CP6ECe7ihzn5+Aqcg5jOF6wmw2s+i9X51EmkhNgkykATCEGS9LpAHoM2o04AipsEr5bPrj52u290anuDiPGdte4qB7PloLPB54lxBpBBVi0OtJyzxob6siA4hrXXEJaUHtYOUP3/LbB8+VK9K4u8VwxwvTaDf0I2I6Pc/+zKYYTbbbBwmwSnAhzU+INNWAJEmc0Z1mU8YG1qavYmvmZjINGa42SyAQ1BDiUaNAIBDUMN0ff56jnz9PA2sKKqwM8szgX+8I8gsT+P7FCYz+aDpu5ZRRvR74d+oM8vQxsj4PRRqR7vVlfdnGNOImjLjsfSMbNsFdGym70UjYupmbR1ReGUVQPgX5qczY9xYpHmY8TTAu6mFiGvR0tVmCWszm7+cjSbZqUAqFJ+p2IahUl85JI3AdRbp8fnrjVfKyD4JToW0NkU16cs9Lr9k9Ez39Y1l8ti9arzyaN3WEmirVuTVm842AVbKyI2sbGzPWkVKUApKEhC2bm0KhoKVva24O7U8z3xauNlUgEFQjwqNGIBAIahhPT3cCR7xCITYxxp8CuocHY1VoKCg6yfcvTsBQWH7p27rM2u++Iy0tWtbnpiigYQj4auQeNp7tgq44bKleizaytq7wLEW6/Ksz9gYnO/sUnx14gxQPM35GeKbx00KkEVTKsQMb7a81PvWIa1J+tTaB6zm4dT2znn2EvOwDlBVp1Mpg+o1+mZGvvOX0d1iplDidK6845eVzfXuC1iQmq4k5p2fxc9IPnNWfxSpZkC5W1ZKQsEgWDuUd4KuTn7MqbYWrzRUIBNWIEGoEAoHABTRsVJ/z3cZjvZiWMVY6S2xjW0iUrvg0c14aT1F+gStNrFL2Lf+HE/uCKF3hSY2RuFv8CTCEyuamG87S5v4hXCn9HnoUBW72tiQVseoHUYL1SklN28+nRz8gw81KaLGS51u+SkRYW1ebJajlJGzcSrEp5WJLQWGcig4telxyjcA1/P7Ru6z87j3MFucwGl//1jw2bQ4d+gwod61KIbFT3xqr1dHn7mYh+ci+cudfz6Snp/P888/TrFkzvL29iY6O5tZbb2XZsmWALdGzVqtFq9Xi6+tL69at+eSTTyidHzQpKQmtVsvu3buRJIkfk+ayP3cvybvPseyFlcwd/BOz+szllxEL2fzJNgpTbQ9xzsanMKT+MP499rd9r4yMDLp27UqXLl24cOGCfe/yjhUrVjBgwIAKx7VaLbGxsTX7gQoEAhki9EkgEAhcRM/+N7Ei8Tgd0/4FoJd0gMzonuQnbUFvSOT7SRMYM3U6nv5+Lrb02kg5sp/4xcVY8bD3KbDSsmcROVtyqKdqaO+3SlYih12dKOAXEISHZ330+pOOcx+48W4eroUzSZuYeX4eei3UL9IwruMb+HiHu9osQR1g26IF9tcaTSQ+gREi7KmWkZ6SyB8fvEVR0WmnMYXCi+Y9hjPs0fGX3EOplCjCm4JCLX6+Rnt/0qGt1G/Zvsptrq0kJSVx00034ePjw3vvvUfbtm2xWq2sXbuWCRMmcPq07TOeMmUKY8eOxWAwsGbNGp566il8fX15/PHHnfY8VnCUPdm7OfTXETZ9tI2mQ2IZ/P4AfCN90F3QkbDiFLu/30e/V29CcfGhx7Lz/9I/dgCZ57MYOnQoERER/Pnnn/j6+pKUZCudvnjxYtq2lX+vBgYG0rlzZ4xG2/9hTk4O7dq147fffqNbN9tDI/H7KxC4FiHUCAQCgQvpP/phtn16iubGIwAMVR/nj+BmmDOPU2RMYu7kCYyZ+iWeAf4utvTqKMjOYPXMfZgIlPVHNUyhcasB5Bw+XdrJhjRzIn36DLzq8zXu0o2D6x1CTZEhmYxzyYRE1r/EKgHAkRNLmJP1F0Y1NC3y4LEu7+LuXrdFQkHNUJiRTVbuUXvb2MSH3jFX7hUnqD42LPyRPcsWYJWcw0HdNFEMf+5lYpq3KWelHKXC5g2Sn+cpE2oMxeeqztg6wMSJEwFbmXVvb0fS++bNm3P//ffb297e3oSH28TuRx55hJkzZ7Jq1apyhZrNGRsouFDA5mnbaXNPS3q/4PBI843wIaJdOIYCAwBKhe2L0yiZ+G37At4c9TZxcXH8+OOPsvLuAEFBQXYbShMY6PheLglxCwgIKHeuQCCoeUTok0AgELgQtVpNy4cnk6GwXTC5YaK/nwm0thvkIlMy3788nsKMbFeaeVWYzWb+ef8PiixykSbQN4nhL0wg4edNqJWOcuRGq4HWDw+6pnPePOIhlIrSlaLMrJ0vwp8qI/7wL3yb/RdGFbQr9uOJ7v8TIo3gslk/ezYSJTeQvuR3MNKhZXcXWyUAMBiK+f7l54hfOrsckUZFaIMejPtq3mWJNAAqpU2oSc+VPzzQehRWhbl1guzsbFasWMGTTz4pE2lKCAgIcOqTJIkNGzZw7NgxNBqN07jOXMihvAOcXHMaq8lK+wfbYLFasFqtWEvFmbn5uMnWpR1KZ+IdzzBw4EAWLFjgJNIIBIK6ixBqBAKBwMUEBQdgGfYSxotOjmFk0SG6OSWXZsWmc8x9dQJ5qemuM/Iq+Pu9GeQXy0tue2vSueO1hzm1cithmhjZWJYqlaCm8mTDV4rGzQ1vP/m+F04fu6Y9r3c27PmG+bo1WJTQ3RjOmJ4fotF4VL5QIAAsFgunT223t9VB4dQ3NnChRYISTuzbxcyJY8i+sAewysZUygB63fcMD775wRUlbldeFGoO5Mvzl/h4GzEUXX9J8Mvj1KlTSJJEixaVV116/fXXCQgIwNvbm4EDByJJEk899ZTTvHxTHlbJSn5yPlovDZ7BnihQXEwjrLDltbE1ZKx4ZQ2RcRF8++23FYYq9evXj4CAANmRl5d3Fe9cIBDUJEKoEQgEglpAm/atONZ8tKNtPUZ0s2H2tsF8nh/eeLrOiDWrvpnFhYwYWZ+bIp9bXhiAm4cX6WtO2F23AfTmfOKeuadKzt12kNwrx2hO5eShPVWy9/WE1Wpl6Y7/8YclHkkBAy2NGdH9bVRKERUtuHwO/rsMkyXzYktNSh+JLjFDXWqTABZN/5h/v5iCyZzqNObt3YwxH86i65Dbr3hf1cU7h+PGhhiMjtsIlUri+La1V21vXaJ0MuDKePbZZ4mPj2fNmjX07duXKVOm0L27s7eZRbJe3BtQKAAlEgoUkhWl1QIWC1arGavVIlvX8KZozmxOYvXq1RXaMH/+fOLj42WHj4/PZb8HgUDgGoRQIxAIBLWE/nffzj7f3vZ2H/NWQpvdYW8bzWnMe/0pcpJTyltea9izZBGnD8krOakx0PuB+gRGxbD3+38IcYuSjesCdHgGVk2oTdcht6NSlg63kti64Ncq2ft6wWI1s3DbmyxXJgBwp7IDt3Z7BaVSXBYIroxda/61v3Zzj8TdU0G7Fl1daNGNTU5GGt9MfJxTe/9FQl42W4E7sZ1u54kvZuEfFFrBDpdGdTFHDQo1BfnyMJysc4evas+6RmxsLAqFgqNHj1Y6NzAwkMaNG9OtWzcWLFjAp59+yvr1653mnT2RhFWS8Kvvi7HQiD5TD4CilCZU8rq0UNTrxW60u70Nd911F6tWrSrXhsjISBo3biw7xN96gaD2I35LBQKBoBbR67GJJCptYQNKJHqYdxIZO9w+brJcYP7bz5KVeNZVJl6S5EN72bPMiBWHC7YCK61vMtGk202YzWbMx+Xu8bmmDLo8N7JK7fAPbSRr56SeqtL96zJms4EftrzMZu15lBKMcu/DzZ0muNosQR0k83QS+boT9nZBWw/qF4vE3a5i279/Mu+VJ9DpEpzGtOp63PbMe9w+4flrOkdJjhqA3Dx5fhZJkXVNe9cVAgMDGTRoEDNmzKCw0Dk3T25ubrnrAgICGD9+PC+++CKSJGE2m9m6YxtWSeIIDVFLoTTu1xClRsmeH8qvWFhcaMQqOcLYFAolk6a+xNixY7nrrrtYvnx51bxJgUDgcoRQIxAIBLUIDw93wv7zX/LxAsAXHY0VScQ0doQSmCwZ/Pjuc2ScSnSRleVTkJXOmlmHMCHPb9Kg8Tm632ergrHzs1/x15bxtmnqeUU5Ei6H7vfcR+lyUmZrJrvXLKvSc9RFDIZ8Zm19ib3uuWis8Jj/bXRp86CrzRLUUdbP/R6whWKolMGc72ShW+NbXGvUDYjZbOaH1yez9a8vsVjLigRKgsLjGDd9LrHt4q75XKWFmrN58r/lnt5F17x/XWH69OlIkkS3bt34448/SEhI4Pjx48ycOZOOHTtWuG7cuHEkJCTw+ltv8vWWXexWR2H7rlLgaW6Pd5g3PZ7pyqGFR1j79nrO7UmlIK2QtIMX2DRtO9u+3IWyJGcNoERBr+Cb+Pjjj5kwYQL33HMPS5YskZ0zKyuLtLQ02VFUdOP8XwkEdRUh1AgEAkEto0F0PS70eArrRaEhxnoWX18VzZoOp0R8MFsz+fmD57iQcPISO9UcJqOBv99fRJFVXgkkyD+RYc+NB0CfnYdXtpdsPMOQQoeHb6tye5p17IpGLS8xunfZ0io/T12iUJfBlzsmc8xDj4cZxoeNonXTqv/sBTcGFqOJ5HO77W1FRDBBBQpaN+3kQqtuPBKP7GfGhNFkpGynRDQrQanwo/PwJxjz/ido3NzK3+AKKS3U7CxoLRvz8jSTcfZ0lZynthMTE8OOHTsYMGAAr7zyCh07dmTQoEEsXryYr7/+utw1JqOR+AP7aHPzQL79cQG5qjDHoNVK/Xx3VFIAre9uyfDPh1CcW8yKV9fx8/1/sva9TQB0ergDkgKsF7MKt/FrR7hHBABTp07lueeeY8SIEfzzzz/2rYcPH06DBg1kxy+//FJNn4xAIKgqFJdKiBUXFyfFx8fXoDkCgUAgKGHF3O/peO4ve/tAs0cwnDnD0aN/U1L6QaUMYMTzHxLRspmLrLSx8I3pZGTFyPq8tWmM+OBBtG62cqEb3viOelJD+7gkSSh7ehI7pEe12PTLe29w/tR6e1up8GHizEVV7r1TF8jJTeTrg++T7m7F1whPNnqSyAhxQy24ejbN+YGdm2cDttwn50bVp6UhmkeHvuZiy24clsyczvGdS5EkvdOYp0dj7p3yNsERUeWsvHpembOF/ScdIU+vdf4Oby+Tva0rjKPbXY9V6TnrOkajkZUb13JCG4JOHeQ0LlkshBUmcMGvBWZFNlman7BSAEggSY7cNAouJhoGpUJJrE8TnoydiFZZNSKcQCCoeRQKxW5Jksp1dxQeNQKBQFBLGfDgQxxxa2NvNz/+A1EDBtK6zV2UeNZYrDksmDaJc4cqT2pYXaz88hsnkcZdmcetLw2xizRZCUkEW+rJ5qSZEqtNpAHo9+BoKJUrxyoVsOH3n6rtfLWV9AuH+ezQe6S7WwkyKHiu+WQh0giumUM719hfa70jMfpAj6a3utCiG4fC3GxmPfskx3YsdBJpFLgR3XIQT341p8pFGgC1Uv6AtyDPXdbWFdTO/GmuoLioiEUrl/HljsPs82xeoUgTXnCUC362Ut9qKZBg42g8rDEoJNs3vaS0HTaRRoFKUtM7pC/jY58RIo1AcB0jhBqBQCCopahUKto+Npl0RQgAWsyol31M3IMP0rbDfZT8CbdYc/n908kk7z1Q4zbuWrSQ08fkIUZqiuk7Jhb/CEdS0UPfr5JdUJqtRpr+pzfVSViDRriXqS51Yuvmaj1nbSMpZQefn/yUHDeJesVqnm3zJkFBTVxtlqCOk7znAHpjkr2d2UVDcIGSFo3bu9CqG4M9a5fz3YuPUZB/xGlMrQpl8NjXuOfFV6vt/GqVvJ2r85WPuxVU27nrCrrCQv5YsZSvdp/gkHcL9KoApzkKJIKLTlM//zDp/vIQMg+riuAsM/3WWGi/10r9sxLhqRIB2Vp8LP1pnTuU+xrcj0apqam3JBAIXIAQagQCgaAWE+Dvi/K2SRSjBSBEyubo91O5+cmxdIi7H7tYI+Wx8Mv/cnZ3+ZUiqoPEvTvZv1pCKlPhqV0/iYYdu9n7kjbtIVwdLVt7gXOEt63+cK3Ilm1lbb3uLLr8vGo/b23g+KmVfJn8LYUaaFTkxjOd3sfPL9LVZgmuAzb+Op+S8EuNOoKsZhbqG6IvvUhwTZjNZn5+5zXW/fgxFmvZ6koK/IPa88Tnc2nVrXoF8LIeNSkmuaekj68Bs9lcrTbUVvJycvltxVK+3pfIUZ+WFCl9neYokAjVn+RWrzx8zUWkBMi/o7RSEYq8RZwLPktohpVu260MX2zhzr8sNEhugbelK0Z1YE29JYFA4EKEUCMQCAS1nJatm3Gy9cP2djPjUdbM+55+48cS1+0hSsJ7rFIBf3z9Kmd2VH9usby086z7PgETcrf3mGbn6XLXfbK+5MX7USocXzfFFh0dn7qj2m0EGPDgIyhK2ShRzOr5s2vk3K5k39GFzMz8DYMaWhV5M77bR3h4iot7wbVTlF9AetYhe9scY0sg3rPZ7a4y6brn3JkTzJz4CKlnNgIm2ZhS4U27fg/x6Eef4+7pVf4GVYhGpZC1TyqbYTY7+jRqK6fjbyzPxZzMTH5ZvoRZR86R4NMSg9LbaY4SK+G6BO721zN2wACOpp7jtE8r2RyNZECVu4izoWewWqx4lan8XRDcFIAijTxpv0AguD658TIqCgQCQR3k5ttvYWVKAh1y1wHQIe1ftqxuSp+xD6NUKdm5ZR5gwSoVsmjW69xmfp3GPbtdetOrxGQ08O//llBslYc8hQQlMmTiRFnfwQUrCHNrIOvL88rBJzy4Wmwri7d/IJ5eDdDpEux9KYf218i5XcWWfbP5zbgNSQldDMHc3/MdVCrhIi+oGjbNmWfPi6JQeJPYx0RIvopmnVtXslJwNaz6cTaH1v2JVSp0GnN3i+Guya8TEdO4xuwpG/pkVWgoKHAjIKDY3pd6ejdNu/WtMZtcRUZaOiv3xXPOpxFG31blzlFiIbzwJDfFNCS2xyAAFq5Yyoky89WSEbecfzgVdgoA/xwNGpPBPm5Wgy6wEUrAoPQmIy2dkPAwBALB9YvwqBEIBII6wk2PTuC0ylY1SQHU2zGDM6eT6f3oaLr3eZQS7d0q6fh7ztskbKiep5qL3plFgVEu0vi4pXL7q2NlfWazGf3eTFlfvimLLs+PrBa7KqJxV7lgVWxIIT0lsUZtqClW7vqUBaZtSAroZ47hPz3eFyKNoEo5fsTxd0XrF4GkVdDA1MiFFl2fFOt1zH5pIgfWzi9HpNEQGduXJ6bPrlGRBpw9aixWBSaDj6zPbMmoSZNqnPMpKcxfsZTZp3I549sKo8LDaY4KE1EFR3kgQskjgwYT29TmDfPXymUc82npNNcjezGnwo7b+0IuyBUxnTcoVY7n6yfOnKrKtyQQCGohQqgRCGoxqYVG9l0oZE96Iadzi7FKUuWLBNct7u5aIh94mVxsF8Xe6MlZ8D46XRE9Rj9Az/5jAdtNuSTpWPzDexxbs6FKbVj6+ddk5sTI+jyUudz68q1otPLqE7u/XkigVi7oSA2UaN1rtkpF33tHoVSUvpEws27+vBq1obqxWq38ufVtFnMYgFtpzR3dp6BUiq95QdVxdPU6jObUiy0lqb1sP1+9mouwp6rk0NYNzHxmDLlZByjJBVSCWhlMv4cmMfK/b6FW17xjvEYl/5tisSpw95Anbffw0tWkSTXG2TOJzF2xjHlni0jyaYlZ4fxdppaMNCg4wqgoN8YMHkp0w4b2sX9XreCId3PZfCVmvDOXcTJcnhw6IF/+/17kKf/c0wtujFxrAsGNjLiCEwgqISMjg4kTJxIbG4u3tzdRUVEMHjyY1atX2+ccP36cUaNGERUVhbe3N02aNGHSpEnk5OTI9howYADPPPNMhefSarX2w9PHlzYtmzPmoYeYsWglvxzL4Ou9qexMLSAxMRGtVsvu3bvLXVv6mDVrFgAbNmyQ9YeHhzNo0CC2bt0qs0Gv1/Paa6/RvHlzfHx8iIiIoE+fPixYsKAqPk7BNRJVP4KcPk9jufjnu771HNu/+xSAbg+M4KbB43GINXqW/vw+h5avrmi7K2LHwl85e0KejFZDMf0ea4FfSISs36grQpsm9+TINJ4n7sl7qsSWK0Hj5oaPf4ysL+PMsRq3o7owW4z8uPW/rNecRSHBSG0PBnZ+1tVmCa5Dti/+w/5aq40kv76V0DwVsTEtXGjV9cXvH73Hyu/exWy54DTm69+Kx6bNoUPfQS6wzIambOiTpKBR+5tkfd5eJvKznO2vq5w+cZI5K5fzY6qZFJ8WWHD2UtRIxcQUHGFMQ28eGjyM+g3kIb9L16zkgFcTJBweSUos+GYuJyHCuWKjj06ekLnYXStr54nndgLBdY/IUSMQVMKIESPQ6/XMmjWL2NhYLly4wMaNG8nOzgZg165dDBkyhN69e7Nw4UIiIyM5cOAAr7zyCsuWLWPTpk34+19+4rdXPvwMY9OuGI0mcs6fZf/yP/l+4v2tXLcNAAAgAElEQVQMeGISPf8zllVJuUQYy3+S8s033zBs2DBZn5+fn6y9f/9+AgICyMzM5P333+f222/n8OHDhIaGAjBhwgS2bt3KtGnTaN26NdnZ2ezcudP+fgWup0uvrqw8fTcdkn8HoG3hdlYtWMjAEffQecRdKNUqNiz5EgkjklTMyt8+wmo203b4kKs+58ldWziwXo1USt9XYqH9ICUN2sY5zd8x7RdZpScJ8O/quopD7QYPZeOvB+1tozmVk/vjiW3nbHtdwmjUMWf7fznioUNthYd8h9C+Rc2LYYLrn7zUdLLzHQKnvrk3YKaBuWZDb65XMs4l8/v7r1NUdNppTKHwpHm34Qx7fIILLJPjppE/47VaFUQ0acHZI2o8PWzigkIBCdtWEzf8P64wscpIOHqETSkppHs1xlrGE6YEraQnqvAMg9p3Jjis/Dkr161mn0es7PtTgRX/zJUcjSi/UqOX3iprmzw8ZW29Rt4WCATXH0KoEQguQW5uLps3b2bZsmX069cPgAYNGhAXZ7u5kySJxx9/nNjYWP788097mEH9+vXp2LEjLVq04PXXX+eLL7647HOeNKhpHhiKFxAQHknjTt3xDQ5jzayPaHnTIAKiYjiSpae8hyn+/v6Eh4eXM+IgJCSE4OBgwsPD+e9//8vChQvZtWsXt9xyCwCLFy/mww8/tLejo6Pp0KHDZdsvqBn6P/AfNn12klbFewFodfIn9sY3oUNcOzrdfTsqtZq1f3+OhMFW6ejPaVjNZtrfMfyKz5V9LplNPyRiRl5qtFGrdOJue8Jpfk7SeQKKQyhVtZt0QyK973z0is9dVXQedAtbfptdqqytxJbfFtRpoUavz2ZW/Guc9jDgZobHQ0fQtPFAV5sluE5ZP3sOJRWHVMoAErsZASW9W9ZMBbfrmQ0Lf2TPsgVYpXynMTdNFMOfe5mY5m1cYJkzGnWZ0CfJ5iGiL3TH08ORSyc/u+7mUDl04ADb0tO54NUYyatpuXPcrIU00J1lSJfu+AW0LHcOwNoN64h3a4hVJtJIBGWs5nC93eWu8deBR5FcqFH5hcraovKTQHD9I0KfBIJL4O3tjbe3N4sXL6a4uNhpfP/+/Rw5coTnnnvOKRdEREQEI0eOZMGCBUiXmVtGAqwXpyoUtgOgx8hHkSSJY5tXoQAkyXZcS84avV7PvHm2PB2l49zDwsJYsWIFeXki/rk2o1Kp6PD4S6QqbFUfNFjwWPEJF9JtyXvb334Lg+550V6aWsLA2n8+Z/cff1/ReYyGYpZ8vIJiSS7ShIYkMvBJZ5EG4MCsJbipHE/7LJKZhvd0vaLzVgcBYfKEpznpdfdGIi8vhc93v8JpDwPeJni6/lgh0giqDYvFQmLiTntbGRwKKiVheSoaNSj/RlZQOSaDge9feZ74pbPLEWlUhNbvzriv5tUakQbAXSN/xmu12i5UJGugrF+pzq0xm6qKvXv2MHP1Gv4u9CHdq4nMA6YEd2sBzQuOMK5tNCMGD8MvIKDC/TZu2sAOTRTWUk8tFEgEZ6zlcL2dFa6LSWuBl05+fdegRWcUpR7RFat8yRfXaQLBdY0QagSCS6BWq5k9ezY///wzISEh9O7dm8mTJ7Nzp+0L9sSJEwA0b16+u2uLFi3IyckhI6PyCggGi5US3cUewXyxw9MvAK+AIHLOJ8vWpOmMsvaYMWMICAiQHYcOHZLNadKkiX3s888/p1OnTnZvIYAZM2awc+dOIiIi6NKlC88884wsH4+g9uDn6432jkkUYUtoGEQuJ+Z9iNlscz9vPWwQg0dMQnGxIoWEkfVLprPr14WXfY5F73xHoUleAtTX/Ry3v/pkufNTdh0iTCmPzU+3JhNVC0r39rxvJKV+u7BYs9i1conrDLpKMjMT+OzgW6S6WwgwKHi2yQvUj+riarME1zF7Fv6N2VoS/qohpa/taX+0JdZ1RtVxTuzbxYyJo8lO3w2U8Z5QBtDznqd58K2pLkkYfCm02rKhT7Z/A8uE/Xj5OD/cqq3s2rWDGWvWs6Q4kAzPxrI8MiV4WHJpVXiUCe0bcc/gYfj4+pSzk4Mt27awVRnhlM8mOHMjh+ptq3Bd5AU3hve+G7dSH59VCS3ieuJucYh5Egr7NahAILg+EUKNQFAJd955J0lJSfz1118MHjyYbdu20atXL6ZOnWqfo1A4f6kDdk+aisZLU2C0lNrPttYq2aq5SFarXbQpvVXpNQBTp04lPj5edjRtKn/auWrVKnbu3MmPP/5ITEwMc+bMQaNxXEj07t2bhIQEVq5cyT333MOJEycYNmwY48ePr/Q9CGqe5i2bcKb94/Z2U9Nx1sz51t5uNbg/w/7zCgpFiYeLiY0rv2HbT5Unh14y7SuycqNlfR6qHG77790V3jycWbgTlcIxZrDoaTt2WLlza5rYdnFo1PLQwP0rlrnImqsj5fxuPk34H1luEuHFKp5rPYXQEJHIVVC97N241P7azSOKoiCb5HlTqztdZ1Qd5u/pn/DvF1Mw2StoOfD2bsaYD2fRbVjtDClz18iFhxKPmmY9BthfA7i7WUg6VH5oT21hy7YtfL12IytMYWR5xJQ7x8uSTVvdMZ7q3Jw7Bw3Fw9ur0n137drBJmswZoU8AXBo1mYORWyqcJ3WItHNZzhJR+Jl/TpvcHNzx8Mk91JKzc2s1BaBQFB3EUKNQHAZuLu7M2DAAKZMmcLGjRt5+OGHeeedd4iOtt3EHjlypNx1x44dIyAggODg4ErPoSylwJSENtlQUJibgy43G/+IqArXAISHh9O4cWPZodXKLxRiYmJo0qQJ9957L6+99hr33nsvBoNBNkej0dCrVy8mTZrE0qVLefPNN/nuu+9ISkqq9H0Iap4+twxib6Aj7KVjxjI2Ll9jbzfv34fhD72KQlFygWli65pZbJn7Y4V7bvn1J5JPy3/eNBTRf2xbfAJDyl1z7O91hLnJhZ1stwwCoutd4TuqPkIbNpO1C3ITMZX5+a+tnDyzli+SZlCggegiLU93fBd//+jKFwoE10DakeMUFDnCBHM72Dz4wnLVREcJj5orITfrAt9MfJyTe/9BQu5xosCd2I638cQXs/APCq1gB9fj4VYm9OlijhoPb18KCuXXG8mHt9eYXZeL2Wxm/aYNfLluM+ukSLLdG5Q7z9ucQceiBCZ0bc1tA4fg5u5+Wfvv2R3PWqOfU+nusKxtHAxff8m1Uckh9L1pKPnn5GG5RV620ClPk17Wn2OWe2IJBILrCyHUCARXQYsWLTCbzTRr1ozmzZvz2WefYbXKvzBTU1P55ZdfGDFixGV51PhpHTHMkiTfa9tvs1EoFDTvNYjSaWmCPK7NJfqBBx7AZDIxY8aMS85r2dKWKK+wsPCS8wSuo++j4zipdtw0Re+eyYmEM/Z20z69uP2R11HaxRoz2zfOYdPsuU57Hd+6niOb3ctUeDITN9yd+q3aV2hDzrYUmcN4oTmXLs/dd5XvqHq4+cGHKZ1H3yoVsOH3n1xn0GVy4PgiZlz4mWI1NC/y5KmuH+LtVb5gJhBUJRt++oGS0By1KpT0djZPzmipiQutqntsW/oncyePRadLcBrTqCO49el3uf2pF1xg2ZXhoS3rUeN4bdDLvU0MhvM1YdJlYTabWb1+LTM272KzKppct6hy5/mY0ulsOMmEbu0Y1n+Q08OuS3Fg/z5WF3tiUshFnfCseA6Er6lglQ0/HYzq+6zN1ux02ZjJ0yb6+JW5lNRpLk88EggEdZPaFfgqENQysrKyuP/++xkzZgxt2rTBx8eH3bt388knn9CvXz/8/Pz49ttvGTJkCHfffTeTJ08mKiqKAwcO8PLLL9OgQQPeeust2Z6ZmZns379f1hcaGkpERAQKBRQX5FGQlYHVbCb7XBL7V/zJ/hWLGDBuEoFR0bLExIHu8gum3Nxc0tLSZH0lCZHLQ6lU8vTTT/P+++/z+OOP4+XlxYABAxgxYgSdOnUiKCiII0eOMGXKFJo2bVphLh6B69FqNUQ/9DI5c54ngHw8KSbnj6kUPDUNHx/bxXPjnt24Q/02i2a9iVUqACzs3PIDFouFvmNtFZkyk8+w5ZfzmJHH38e2y6L9kMcqPH/8jIUEa+WeM4YwI+4+5f/suYqwqBjc3aIoNiTa+07u2MaAUY+4zqhK2HHgB34p3ohVCR2LAxjV8z3Uqsu/eRAIrhaT0cj5NEf5YCkyELCgkKBPaxH2dDmYzWZ+eXsKF1J2ApYyo0qCwjvywBvvo3FzK295rcPdrWKhRqsNB7LtbTcP1z/cMRmNrN28kWMqHwq0jSqc52c8T0uFgT49e19VXqCjhw6zokCNUSkvm10v5wCHA5dBOXlvShOT1oKQvrbQXGWhTjYm+diS+Yf6+HK41MO6Io3fFdspEAjqDsKjRiC4BN7e3nTt2pXp06fTv39/2rVrx5QpUxg5ciQ//WR7Ct+1a1e2bt2Kp6cnd999N82aNePpp59m8ODBbNy4kYAyFQF+//13OnfuLDs+++wz+/i/H73KtLt6MP2BAfz94cuYjUZGfzafniMdeUiUCttRlnHjxtGgQQPZ8dFHH13yPY4ZMwaz2cz06dMBGDhwID/99BO33HILrVu3ZuLEifTq1Yvly5ejUqkuuZfAtdSLCKWg/3OYL1aYiLSmsuu7T7BYHDcHDbvGcff4d1EqSoQYC7u3/8jar2dhKNKxdNpaDJJcpAkLS6T/4xWLNMZiA4qzci+wbGMacRPurZo3VsVEtW4na+t1Z9Hl187qGWt3f8lPho1YFdDbFMmDPT8QIo2gxtgydz5WyXazrVB4kNjPlqg8PE9N/XoV3/QKbCQeO8g3E0ZzIWUbZUUapcKPuGGPM+b9T+qMSAPgXsbW0l6+US27ycZ8fIwUu8gT12g0smT1Sr7afoBd7rEUaMLKnRdgSOYmazJP9upC/z43X5VIk3DsGEtyrRiU8gcTUQVHSbMsx6i9tEhT74KWx0Y6vKnc9CbZuDY4AoAmMfLfuSK1P4ZyKpIKBILrA8WlygbHxcVJ8fHxFY4LBIKqw2g0MmvLTnLcoqhMQ+3pb6Vfy5gasUtQ91j58690OPOzvb2v4X8Y+J+RsjnJew/wx5dTsEglAoWSiOA7yNPLLwT9PFK474PHL3nxuvn9eYQVy93Ii1uYaHP/kGt7I9WELj+Pmc/eJ8sREdvhNm6fWHvCDqxWK4t3TmW16jQAQ6XmDO3yooutEtxofD1uFEVGW7VBD+9Yjj5ou+HsntOK/wx6zpWm1XqWzPqS4zuWIEl6pzFPj8bc89+3CIms7wLLro2svHwe/NARVqtUweJ3bOK32Wxm3/KncdM6hHurcijtBtxeY/YVFxWxYtMGTnmEolcFVjgvsDiJ9h4aenTvcU3nO33iJH+l6ShSyb1b6hUex5J5gANNjl9yvcYicWvRXdx88y32vl1PjcGj1I+N9bEHaNvDlofuo82HZILQHT75tG7T9preg0AgcB0KhWK3JElx5Y0JjxqBoJbw+9pV5LpFXXSOtQISSqsRZPlqJMBKWvJhV5goqCP0H3EvBz0df/Nbn1nA7u3y6hv1O7Tl3uc+RKX0ByA8pJeTSOOpyuK2V0dcUqQpSMvEV+cv60s3nK21Ig2Al68fnl7yBJIpR/ZXMLvmsVjNLNj6GqtVp1FIcK+6ixBpBDXO6W277CINKEjrafPUU0pwU5u7XGdYLUeXn8e3z43n2PbfnUQaBVqiWw7iya/m1EmRBsDLQ54XpXTok1qtprBAPp6VWn6xhapGV1jInyuX8VV8Age9m1co0gQXnWGIJp3x/fpcs0iTdOYMi9IKnESacF0CQ9u04my9S4s0APWTg2UiTX52hkykAWjUyvF9Xrby07mMC1dhuUAgqAsIoUYgqAVs2bqZRF9HiV0FEFCchGbek/QzJ9KwMAGwokBCAaR6RmIyGl1lrqCWo1Kp6PzYC5xT2tyl1VjwWfMZ51PlF3SRrVsw4vn/ERrSgQJdZ9mYVqFnwJOd8Pav+IkkwJ4vF+Ghcjzds0pW6g9vd4kVtYMmZS7Qiw0ppJ897SJrHJhMRczZMoltbumorPCQ1wB6dxjrarMENyCb/3B45bmpI8lpZLsjD8/VEBUhqo2Vx561y/nu+UfIz3N+mKJWhTJ47Ovc8+KrLrCs6nDXapHVR5CgqMjhnWg1yoV7hTKb6iQ/L4/fVyxlxr4zHPFu4SSaACiQCNWf5FbPHMb1v5m4zl2v+bzJZ8/yZ0o2epU8vD1Uf5KH+vRlwaavyK2kkrctgbDcM+30oV2yts4LvP0c5/A0yUPJskx1o2qhQCC4coRQIxC4mAupqWyz+soq7GglPYrls/HWRNKzT1/6t2qBqlR8e5HKny07trnCXEEdwcfHC6+7X0aP7elmAHkk/TAVo0ke+56blUyR7qaLEqANJWaCwo4S2bzNJc+RduA4oUTK+8yJRPfuWEXvovroc9+DpfL0AFhYO3+ey+wBKC7OY8a2lzjono/WAo8H3kWnViMrXygQVDH6nFwysx2eEIoGvvbXMQqRVL4sZrOZX957g3U/fozZmllmVIF/UDue+Hwurbr1dol9VY2izN2DzuAQC3wCy3hmehdViw052dn8umIpMw+mcNynJcVKH6c5CqyE6U5wh6+OsQMG0K59hyo5d9r58/yRmI5OFSTrDy46zehevdi+Yx3J9Sv3dIlOa0ZISLisL/us3AunyFv+YftI8lxHOlXdyW8kEAiuDCHUCAQuxGw28+eRYxQrfWX9wQeWUJyZSNztNvfyiMhIgvVnZHOOG8w1ZqegbtKkaUOSOj1hb8eaT7Ju9jf2dvqp42z9LQMLpat4SHh6rePU6XX8/d4Hl9w/4edNqJWOxLZGq4HWDw+qMvurE7VajU9AQ1lfRlLlburVRUF+Kl/snMxJj2I8TfBUvYdp2WSYy+wR3Nis/+57ew4npcKX4zfbbsSVEvRtK8KeSnPuzAlmTnyE86fWA3IhXKnwpm2/B3n0oy9w96zEvaIOoSwr1BQ7PHybdh1gi9K+iKeHmfQzziXJr5bM9Av8tHwJ3x5N56RPSwxK589ViYWIwuPcG2jk8YEDadW6dZWef8GJZArVIbL+oOJERnftipu7O1vz/sGoriSBcIaWx0e+5NRvzEqVtz3lyeODPeTvV69xFqgEAsH1gRBqBAIX8vealWR6yG8WwzL3krNrMe7aBnQZfJu9v2mZkphZnjGknjtXI3YK6i43DenPnpCh9nbHrFVsWLKSooI8VkzfglGSV6nw89rPhQxbvpaTp5bz19vvlrvvyeVbCdPEyPoyVecJalp3QiI6DJULISZzGif27apgdvWRnX2Kzw68QYqHGT8jPNP4aWIa9KxxOwSCEk4mbLW/9vZtgKS1XS5G5GqJCKubuVWqg1U/zua3d5+l2JDkNObuFs19Uz5j4KhHXWBZ9VJWqNGXCn3yCw2nQCe/Xjm1Z8M1nzP13DnmL1/K7JM5nPFthVHh4TRHhZnIwmPcHwaPDhpM0+ZV6/2Vk5nJz0dPOVWQCjCcZVRcJzy8vZizYBrnwi4djqSxSHTxKD+Pm6KgQNa2eMu/oxvVl3/HFqkDMJvFgzuB4HpECDUCgYvYu2cPCT5NZX0+pnTyF88AoO3QW2VjPbt2x8PiSCJnRcWmQ7UnAaqg9nLzw4+RoGlmbzfc9y0Lpv2Kzix/IujnmcygcQ+iVTkuQk8nrmLhG2857Xlh3QmUpRIV6M35dH6mdpbjrohO/YeiVgaX6pHY8tuCGrUhNW0/nx79gAw3K6HFSp5v+SoRYaKCh8B17F+8HJOlJGxDRXZXx01gQ2VL1xhVyyjW65j90tMcWOsoX+5AQ71GfXhi+hwiGzZxiX3VjaKMs4jRJBcKinWesnaRLpmrJTkpiXkrljIvUUeSb0tMCudQH7VkpH7BUUZFanh40BAaNm581eeriLycXH46dJx8bYSs39+Qwqj2bfHx9SErM4MzYZUnT66fEkz/m28rd0yrl4s8miC5KBRZvz5qyTHHrNBy9kziZb4LgUBQlxBCjUDgAvJyclmvk7DgqKajloy4rZ4HZgNaTRS9b79Ptkaj1RKhl3vQnPMIE09SBJWi1WhoMnoyWdiSPHpgoIN6F5LKUa7DU53Jna89QHDDGB56ezpatSNuPil5LQumvGZv7/3+H0Lc5OW4dQE6PAOdkzjWdvzD5Rf0uRdqLqHwmaRNfH5mOnlaqF+k4ZkObxNQJhxLIKhp4lf8bX/t7d6QlMa2nBgqK/RtL8KeDm/fxMxnxpCbtR9ZjA+gUgZx86gXuX/K25esllfXUSrl77t06JNtPFTW1rjJvUQuh8RTp/l+5TJ+PGck2aclZoXWaY5GMhCdf4TRMV6MHjyU+tHV49FZkF/Aj/sOkKuV52TzM6byQLuW+AXYvlvnr51WeQJhPfyn59MVjnsWWmXtgPryB3pqtRpPc46sL/H81QthAoGg9iKEGoHABSyM3+mUhC4kYTW6c7ZKEa1uLj/PR8+mLVHg+BLXqYPYFb+z+gwVXDeEhgVTNPgFTNhK7NbjArHhu7AioVXoGPxUdzx8bEKLX0QYY979Ejd1Pfv6lPMb+fWVVzCbzZgT5LVDc40X6PJc3Ux62/Pe+6BUImWLNYsdy/+ueEEVceTEEr5KnYdeDU2LPJjYZSo+3uGVLxQIqpGcpBRydY58ItqGDo+ziFw3woLrlbfshmHhx++xYtbbmC3OiWJ9/Fry2Mff0bFf+SEt1xNlQ58MRnmC2/CG7WVtH59iTMbLq0504vhxZq9cwc/pEue8W5TJoWZDKxXRMP8wjzT258Ehw4iIjCxnp6qhqFDHj/G7yXFrIOv3MaVzf4vGBATaKiNu2rzi8hIIpzYlLKJ8e4v0Ojx18r6YVp2d5nka82XtzOLqSdgsEAhcixBqBIIaZumalaR6yZ+QBOcfJXeTLeRCo46g38jR5a6NbtiQwOKzsr7DBWXdrgWC8tHkp7NaMdje7mA9QEC9s3S7O5DwWHksv09oCGPe+wp3jeOC8lz6Vpa/+DH+GnnIlLq5d519ehzbLg6tWu7KfmDlymo9Z/zhX/g2+y+MKmhX7McT3f+Hu3vd80YSXH+sm/s9YPPSVKuCOdveUcGoobqVi6xyPRnnkpkx4RGSjqxEQu49olB40rzbvYz9dAbe/oEusrBmUSrkHjVFRnkS5cZxvTCZHQK4Wi1xKn7zJfc8fOgQ365axW9ZGlK9m2G9+FChNG5WHbEFR3i8RRgPDLmFkPCwcnaqOgzFxczbsYMs9xhZv7c5gxFN6hMc5vAc2pJbeQLhiAwNj4+cVOH46UM7Kf3RFnlAUKizOOpllX/eBUrnz0ogENR9hFAjENQgCceOcdBd7prracmheLGjEk+zHjdfco/GCnmoU6ZnDDmZZcuBCgRyzp84wo6/stGdj2SXspO9v5+0Gp26fJHAOySQh6d+jYfGljxUJWmo79lMNifDkEKHMbeWt7zOENpILlIV5iViMlze098rZcOeb5ivW4NFCd2N4Yzp+SEajXNSTIGgprEYTZxNdiTTDq/Xmkx/242nygo3d7jbVaa5lA0Lf+bH1yegLzrlNOamieKuF6Zyy9inXGCZ6yjrUVM2R41G60ZhgbusL+3MvnL32r9vL7NWr2ZRvhfpXk2Qyrk1cbcW0qzgCE+0iWLk4GF2L5bqxGg0Mm/zZjI95OXGvcxZ3NcwnPB6DgHl+wWfXVYC4Tjt4EvOyThzWNYu8ipf+AnSyvP06DXe5c4TCAR1GyHUCAQ1RHFREcvTc2WJ8JRY8Nn8Kxa9LUmwWhVK/0oqRPTp3gs3q8OLxqzQsm6PCH8SVIw+L4dVX+7AKNmC58+ktuMstotMFVYCNnxBSnJquWs9A/wZ8+FXeGijaeo7EE+1o5S8JEmE3lz3k2X2e/ARKJUvyioVsm7B/Co9h9VqZemO//GHJR5JAQMtjRnR/W1UyrrpiSS4/tj560Is1jwAFGgpLFXROCLXjZDA6vVeqG2YDAbm/vcF4pd+i1XKKzOqIjSqO+O+mkdMy3Yusc+VlM1RYzBbneaYDPKy0VarPCwoftcOvlmzjn/1AVzwjEXCWZTwsOTRsvAoT7aP4d7Bw/D1qxnPQ5PRyA8b1nPBM1bW72nJ4a76gdSr76h8lpWZwZnQQ5XuGZUSxKABd1xyTnHGeVnb4OUc9gXQIEzuZVOkCaj0/AKBoO4hhBqBoIb4beM68jXyHBRhZzeTf2K7vd2oU69KQ0jc3N0J18nDn1LcgiqYLbjRMZvNLHrvF/QWR64JpVXFIVN7CrFV5vCngHM/TaW4TELIEjz9/bh93CtE+7SR9Z/Tn6DhwK7VZ3wNERJZH/cyyZFP79xewewrx2I1s3DbmyxX2nJ/3KnswK3dXkFZ9rG0QOBC9m9zhPwF+rUgOdhx09hYc2NVIju5P54ZE0eTlRYPyEUIlTKAHvc8xYNvT62zIZ/XiqqsUGOyOM3x8JKXcXf3suU227Z9K1+v3cByUxiZHuUnT/e05NCm8BgT4ppy16CheHnXnMeI2Wxm/vp1pJUJUfew5HFHuA/RDeU2z187jZxKzPPVw8geEyo/eYFcEDR7l5+ZuFFsLEocXkxGhSfnU1Iq318gENQpxFWiQFADrNu4nmSfFrK+QP0ZslfOsbfVymCGPnYZX+RA12i5K26+Jow9u+Ov3VDBdce/H84gTy+/YPZSZzDypVGc7/qkvWZJI8sZNs75qsJ9Ti7YjFbp8AYzW40cz13JvOefxlImP0FdpH6bDrK2Xn+Wwtzsa97XbDbww5ZX2Kw9j1KCUe59uLnT5f2eCwQ1xbmDh9EZEu3tBt26keVt++ugtkr07XDjVHv6+8tP+OfzVzGZnb0MvbyaMvqDb+g+7Mb5PMqjbI4ak1lymtO4Yx9Z28fLxIzFS1ljrUe2e/nVmbzNmXTQJ/BU11bcPmgI7h41G200nhgAACAASURBVBZqNpuZv2Y1573lIb7u1gJuDXGjURO5h83lJxBuQr16lVek0uqKZW11QEj587Rap8pPp5MSK91fIBDULYRQIxBUM8lnzxKvDJa59bpZC7Eu/Vb2C9igbbfLfjrXtHlzAgzycoz7s0SeGoGctbNnk5Yqvzh0UxQy5NneuHl503NAH/aGDbePdchZx7q/lzjtc2bDbsLVMbK+pMIj6KRscgoOMfeFpzEZy/fGqSsMHP0ICoXjpkDCwKofZl/TngZDPrO2vsRe9xw0VnjM/za6tHnwWk0VCKqcjT/Np8RzxE0TySnfE/axiBwPgiu4YbyeyM26wMynx3Jyzz9IyG+YFbjTuMOtjJv+LQEhojpb2dAnk8U59CmsYVP0RaWuaRTglVF+GWkf0wU6F59kQre23DJgEFqtcynu6sZsNvPzmpWc85HnLHOzFnKLv5KmzZs7rdmS8+9lJRAeO3LyZdngrpN7JvlENKpgJniUqfx0QXflJdAFAkHtRgg1AkE1YjIa+fdkIgalwy9WgUTIvtUYcs/Z+1TKAIY/8fQV7R1jkZdjvOAVQ35e2Th6wY3K/pVLOLE3kNKlp1UY6XFfGKExjrwy/cc8wnGtw9sr9tD3HDl0XLbXuaUHUCocXxfFFh3njCft7VzdEeY+/1SdFms8vHzx8pKXXz1/5MBV71eoy+DLHZM55qHHwwzjw0bRuult12qmQFDlGPR6UjMcP+st2txEirsjjCLWrX15y64rti9dxNzJYyksPO40plFHcOvT73LHxBddYFntRFXWo6ZM5JPZbGbFutUU5ssTCgdY5TlYfI2pdDOeZkLPjgzuNwCNCwSaEhasXsFZn5ayPq2kZ7CPmRatnSuezV3wOefCi536S6O2Vp5AuASj0YBXmSKeDVp2Kn8y4GWRJy/Oky4tGAkEgrqHEGoEgmrkj3WryXaX3/xF5Rwka8/fsr7IZp3RuMmz+FdG32490EoOscakcGf9zm1Xb6zguiHlyH52/VuItVSCXAUSLbvrad67n2yuWq2mxcMvk6GwVdFwx4j1n/+Rk2t7Wnfwl+WEucl/hvO8cnjos8/x83IIPPn643z/3HhMRZe+cK3NNO3ZS9YuNp4jNdG50ktl5OQm8vmeV0nyMOFrhKdjnqRxTN8qslIgqFo2zZ6HJOkAUCq88OvRguyLYU8ai8TNHe90pXnVitlsZv4bL7Nl4RdYrDllRpUEhnXiielzadK+s0vsq62UzVFjvBj6ZDIaWbpmJV9u3csut1gKDPLkv94eNq8Pf0MKvSxJjO/VmQF9+7k8188vy5dwxlcuxmikYga462nbzlmozM3L4nTowUr3rZ8cWGkC4RKSju9DVUrwMrpBveiKk/UHlvnMirSel3UegUBQdxBCjUBQTezYuZ3TZVxo/YznKVq1lNLJCZUKP257+oUr3t/L25vQwkRZ31m1KNF4o1OYm83qmfswSfKLtsiYs/R6oPywm6DgAMxDX8R4UdgJkzI48N3/MBgM6Pdnyebmm7Lo8vxINFotD38ynQAfx8VtQdEJ5rwwHoNeX8Xvqmboffd/UCp8S/VYWDd/7hXtkX7hMJ8deo90dytBBgXPNZ9MZETFT0UFAldz7NAm++vwkLbsTV9nb0fkehLgd30mq088dpBvJozmQvI2QO4SolT4EjfsUR7+YBpubu7lb3AD4xT6ZLbyz6rlfLnjIHs8mlKotoXKZbrHyOb5+BbTx5zIUzf3om/vPi4XaAB+W7GEU2VEGrVkoJ82j46d4spdM3fFJ5UnEC6CkT0uv2x72kl55Sh9BaW5S4gMkocj6kXlJ4HgukMINQJBNZCVkcFmgzvWUr9iGqmYzlYduvwE2dyIxh2u+kKwY3iErJ3rFsXRQ4evai9B3cdsNvP3e79RZAmU9Qf6JnHri5e+YGzboTXHmj1kb7c0HGDplzMI1MrzMUgNlGjdbd5fKq2G0R99TqCvoyJMYfEpvn9hPIZC3bW+nRpHrVbjGyiv6JGZnFDBbGeSUnbw+clPyXGTqFes5tk2bxIUVPfLlwuuXxI2bMZgKgnDVdJz5CiSPUqFPbl3KH9hHWfpt1/x50eTMJicK+V4eDRi1Ntf0+eeUS6wrG5Q1qMmp9jMAa/m6FRyUS89shNWa6n8fForUf61x/Pjz5XLSPApK9IY6a3MpHPn8isabtm6ipT66ZXu3eD85SUQLkGfniRrF3tdWsSKjW2CAsf/Q7HSh5zsa0+ALxAIag9CqBEIqhiz2cwf+/dTpPKX9bc3pHDgnz8p/eROqfDm9meu3JumhLbt2uNnlFem+D975xnd1JW14Ve9utu4Y5tisDG9994hgfRCCG1CJpBkJj2Z5JvJZJKQ3iCEhE5IIZAASei9mGbAEIzBBfferS5d6X4/jCUfybIkW3KB86zFWjrnnrKNZeneffZ+94WCHDujKXc6u99fjVpNONEnE5RizlsLnZo/8YE5SPa2pP+M0B5FhtQiUl2uL8Sgvz9AzOEJBZj/yecI9LWEh6t0WVj30t+hru54mkkDZs4i2gamGDeSEh3Ou5l5ACvzvoNSAHTRiPD8wPfg4xPucB6F0pYk7txmfi0TR6NcWIuq2xWB69KenEvb6Cioamvw3T+fQeqZbWBZMvKPAyE6x03GM6s2ICg80s4KFMBWo4Yx8WzGcMAi0FiEWgWpO5N//axHbXOWnQf3IlVORj3zYMAItgQjh4+0O+9UxW7oHAkIlwuw1EkB4XrYGjL1jpE1XfFKJpdDYqwm+jIy0+2MplAoHRHqqKFQ3MwfRw+iVEqWcAxT3kCPsGAoaskv0aDOfSGReaMlROrJL+oSWRS0Go2d0ZQ7lUNrvkNJSTTRJ+IoMOOFCRBJZE6vM2rJc8jh1mnScMEi1rgTFQINWLDwGx7R6Bwej4d5H32KTv6WMHGNPgcbX1sGdVV1o3PaK/3HTQGfR4aUn9mxvck5yanbsaZ8G3R8oJdGjmeGfQSJ1L/JORRKW6MoLUNlTaq53Xf4FFzI3mduh1XL4Ot957yPLx87gLUvLEJtjW3UKZ8XhClL3sSDL7/ZBpZ1HGqqqvDzvj9hYslUMbaB34YDE4JV6bhXrsDSSROh15A5Qnp9cWuY2iR/HjqAFFlPohonF0YMNeRjzKjRdudt+uVL5Ic0fX/FN7EYwJ/ksk18Fbkux9dxyqHEQB6GFFZb6yxRKJSODHXUUChu5NrVq0iVkU4aOVOOB4YOx6Hv1gAwmPs5HBlmN0Obxprxg4eBz1rU/3VcGY6dOdXidSkdh8t7diLzL9K5wIceox4PR2BkjJ1ZjSORiCGZ+BRqUefc8YYKXN4+FOhz0fPe8Xbn8Xg8PPbBhwgJHGLu0+jzsOG1ZVBWdKxwbL/QrkS7pizL7tjTyeuwQbEPDBcYogvEkpEfQUhFHSkdgGPrNoBFXaU2HtcXAx++H/kyS1We7pIBbWWaW2EYBj+9928c2fwhGFO51VUOfAP6YOkXm5AwYmyb2NcRqCgrww/7/8Sa60VI9+4FjtXTg4nlggsjQlVpuN9Xi79NnoyEPnUpsSJRGDFWJG3btNh9Rw4iWdrNykljwiBdFiaMtf8dV11TgVsBzgkIT5t8v8t2WZfmlgV3tjOywRgDGRVWY7Itk06hUDou1FFDobgJRa0Ch6p1MEJg7uPBgIk+AigqS1FTRZb9DAhNgI9fy0Uaffz8EKTKJvpuoe1KXFJal7yUZFzco4cJltBzDkxIGK1H7LDmPXiU7zqPdP4cmG7fyMawudAHO87J5/F4eOT9FQjrNNzcpzXkY+Pry6AoLWuWLW3ByIcfRcOvR6OpEmf2/Goz7sCFz/Cz4QxYDjCBicZjI94DjyewGUehtDeMRiNu3TpnbneOHIQrN8+i+raPUciwmDCw41d7KsrOxJpnF6Mg4xgaHpQAAIcjR+9x87D4o68gljofdXg3UVxYiO/378HatArc8uoFPafuDcK1Sn2CyYRHgkxYPHkKesaTJa4jew0j2l5yPTTKWo/abY+Dxw7jkrgL2Aaf7xyY0E+TgSnjm46C2bT/U1R6sU2O8dKweHDIMpftYhgGMiW5dkSsbbUpa7y5ZAqWit90uhSFQulYUEcNheImtp89ba50UE9PZQZ69+2L/atXArdPLgGAw5Fg1rP/dNveff1Itf8qcWfcSs9w2/qU9omiogSH11yFAeTNWeeu+Rj+8KPNWjP/wjUEcyPRVRWI8w3Ctweoz+Dwjl1NzKyDx+Ph0RUrEBFq0brRMYXY+OZy1BQ5dva0B7r26gehgBTqvnbosPm1yWTCr4n/xR+oS6GYjQTMGf4muFz6lUrpGFzZ+ScYY310CR/jFyzExbyD5uth1XJ4yX0an9xBOPT9evz0znPQ6rJtromFnfHwm59jyvwlrW9YByAvNxeb9+/BxiwFsr3iYeCQBQ+sHTVcrgBdujcunB6VMBBaHa/BWBY3Ew+532gHHD1xDBeEUVaHGiz6qNIxY+KUJucmnjmMvEjHKVtRhd0R2TnaZdsKsm5A0MCPyPCBiO69Hc4L8Sbv/TTCjv03S6FQSOhdJYXiBvYfPYQCK1G6IHUmZk+YjLKCPFSX3yCu+QXFISCYfBBsCf36D4AXY4lYYMFB4i3nq9VQOh4GvQ673tsJjYm8UQvwzcGMf7p+oldP1vbz4HHqqk3EKuOQwo0zX+txYzP+SnauqtjD776LzhHjzG09U4zN//csqvKL7E9qRwR3If+eFTVZMOh0YIx6fJ/4Bo4JcsFhgUeEIzB58D/ayEoKpXlcPPqH+bWvPBbeEaHIl1v+NmNljZcl7gho1Sqse/l5XDmyGSZWaXVVgNCYMVi6cgPCY2hFNmtysrKwcf9efJ+vQ65XPBiOyGYMn9VBYBWd1LCyU2OoFKSjp7Lkhp2RnuHk6ZM4yw+HCWQlpV6qG5g9earj+WU7nRQQfq1Z9hWmXSbaKjmcKl3evQuZpqvh+ULTASsuUiiUxqGOGgqlhWRlZuKKkKzuIjHW4P7evcHn8/Hnqs/BQmu+xoEIM5Y/71Yb+Hw+wjRkakmxLAJ6vd7ODEpHZ9d730KhI3P/5cJizHmr+SfEqb8dQbDIUk6Uy+HAYOqBEk4gAEAEA3h7PkJFhXMCwQ/+923ERFmicvTGEmx5+1lU5diWxG1vTJi/CGiQxsiyKhz68TusPf0ykkTl4JuAhV7TMKLvorYzkkJpBqUZmahVWyIuB0+5FxeunUDN7cA8EcNi/MCOWe0p9fwprHl+IaorkgGQUR88bgDGPf4iHnvrHacegu8mMtLSsP7APmwtMiLfK45I4a5HwGoRU5uCRV284SUlHThGB44aE0NWweRwW0+37MzZRJxGsM3PFKe4jjmTpzucv3nbV8gPdUJAmDux2TYqCrOJtlZmW0WrMQKCgiA2KcxtFlyk08pPFModA3XUUCgtQK/X48+8Yug5ltQTLkwYKVAjMLgTqitKUVlCRiD4BPRAcES0220Z13cgeGDMbS3XGyfPnHb7PpS258CqNSgrjyb6xJwazHxxGoQiceOTnKD6XAEa3m4rmWqM/cejwKxXoLt9kxvEVuL6+hVgGKbxRay4799voWsXy4mlwViGzf97HuW32ncZ+cDQCEjElipXXCEXV4Iv4LpEBREDPB34MPrFPdDEChRK++T4pk0A6oRLBbxO6DNrGi4XWFJRwqq9IJd5tZF1zWf7J+9j7zf/BWO0TbH08o7Hko/XYuBExw/mdxM3rqdg7cED2FbOR6G8p03ECQCIWBW61qbgqR6BeHzaTHQKDYXQKrrEkaPG25+M/JDKtXZGupekC+dwwhgAhkPq9nVXXMf9U2c4nF+rqEFm4FWH4yLz/TFtavO/D0w1FUTb4KA0d0MkBvLgJL+8tNl2UCiU9gV11FAoLWDb0UOotoqmialNxbBhdWKqv3/xKVi24UmMAFOWPuMRW4JCghGozib60pmmhe8oHY+kXTtwKzWY6ONDh7FPdoV/eGTz1129HYFCMkJHF6yHUCZBQp+eSOtliRzpqb+Ow5s2OL32nDffQGz3meY2YyzH1vf+idK09q2jFNmnPwCAL+ND8UAkCgMFkBuA5yKfQmzXyW1sHYXiOga9HvmFljSLbrEjYDQakSe3ODd6yAe3hWnNprwoH6uXLUJOyj6w0BHXOBwpeg59AE99vhpy3zun1HhLuXolGd8eOoQd1VIUy2JhauRxQGRSIlZxHU/Fh+PRaTPhFxhovsa3Gm50cKsRO3wSUcJbKmFQlJ5qf4IbuHzpEo7ovWGwSt/qokjBw044aQBgw54PnRMQHtz8dGMA4FmlK3G8fe2MtEVqIOdWGQx2RlIolI4GddRQKM3k5OmTyPGKI/r8dLl4YELdA5yyuhJlBWQpR2/fWER2I+e4kziJVR64JAp5ubke24/SumQnJyH5oAmsVYWnvuNN6DJoeBMzm0av1YGTS5b1rNQXY9CyB83tCXNmItl3nLndr/gPnD58wuk9Zr/+Cnr2vBe4HbPDmCrw44cvofj6zaYntiGT5y+B0FeOivsiUe4jhI+awYDkUERGDHE8mUJph5zd8gNMbF3FHQ5HjHFLFuLc1aNQNEh7Gjfw3ja00DVO/PoTtrz5DNSaTJtrQkE47ntxBWYufbYNLGufXExKwjeHj+B3lQ9KrUpU1yMx1SJOcR3P9IvGQ1NnwMfP1mkgsImoafpxwjugE5QqMvXoVrLz3x+ucu3qVRzUiIloZwCIUqTgsakz7cwiOXfuOPKdERAu6NYsAeGGiNVkhKo4KMLOSFu8WfK7W8W31RWiUCgdE+qooVCaQVFBAc6xvsRNjohVYXZ0ZwiEdSG2u7/6FCwhZMjH+EWerTAxbOgwSI1V5rYJPJxOvebRPSmtQ01xIY6uT4UBpDMuKrYQQ+5/qEVrn//0J3gLyFLx0v6BNjoOoxcvRxYvGgDABYvQs18j61ae0/vMfOUF9EqYC4uzpgo/ffoKitqps6a8+gaK5gajWs5HQK0BgTvyUHw1q63NolCazV8XjphfB/n1gtTPF8lFlopm4dXekEnlbWGaSxh0Omx840Vc+GMNTGyN1VUegiKG4e+rNiM6vm+b2NfeOHvuLFYfOYa9+kCUS7o06qCRGquRoErFsoHdcf/UGZDJ7b8PBDxyvslkZ2ADNCqyBLpW4xmtshvXU7C3lmsuJV5PpOI6Hp3oWDi4nmMl26EVNJ3SFVLBx5NzW17BU2pVmju4m+OKT/UEWaUp0spPFMqdA3XUUCguwjAMdt5Mh5ZLfjkOZErROSYaQF3ViZLsZOK63KsbuiUM8KhtfD4foepCoq9QGuK0ngilfWLQ6/D7R39AayJPNgP9szH9ub+3aG1FcTl8VGTlqBJdLno/bHtDKxYLEfb466hG3XvfC2pU/vw+1Grn9QamvfA8+vR9EPVfP0ZTNX7+5GXkX2lfDsWMrKP4Mmc1lGIuQip08NmRC0bJQKcvRH4GrahG6XhkX7gMjd4SYTny/kfr0p68LJoWPb3af7RYxpUkfPPsAlQUJwEgPQQ8ri9GzF2O+f/9gAoGAzh1+hRWHT2BQ8YQVIijGx0jYyrQV3UTywb3xJzJ0yGWONZHsYmoYZt2aAAAnxdEriFS2BnZfDLS0vBHpRE6LulkClfewOMTpzj9ntjyy0qHAsI8E9CfMwFicfN14QCgpCAbogZfoSYuEBM/0On5MZ2jiLaa7wsDLSRBodwRUEcNheIivx3eb3PDE6m4jgljx5vbu778GCa24U0IF2PnL2gV+0bF9Qa3wc2rmuePs+fOtsreFM+w83/fQqEjy7l7iYow582nWrz2pZU7IeZZTjpNrAmRs+yfQkdEhqJqzHMw3v766GzKR+Laz1zac/Lzy9Bv4CMwO2vYGvzy5evIvZjc9MRW4urNnVhduhVaPtBDI4X0t2oYtfV/U0Yc/2Fzm9pHoTSHU9t+QH0lJIkwEl2GD0Zi8kEoxXUP2WIDi7ED72lDCx2za9Wn2P3lm9AzhTbXZLJYPPn+GgyffV8bWNZ+YBgGR08cw8pjp3GME4EqUedGx3kZSjFQk47lw3pj9uSpELngcBDyyKpEjspzA0BoF9L54OWtg17nPlHh7Mxb2FWihpbrTe6ruoknJkxy2klTq6hBpv8Vh+Mi830xY2rLolkBIOd6EtFWyQGRC0UBQsPCIGyghWiEAFm3brXYLgqF0vZQRw2F4gKXLiYh3asH0edtKMbDYyxOGp1Oi8KMS8QYmbQreg5svoaIK0R27gx/TTbRl6pu+mSI0n7Z++VqlFdGE31ibjVmvzwLAmHLctGLr95EJ5Bi2MVMDqJGNx35NWT0UFyJtDwM9VWcwcFfdri098RlSzFg6DzUfw2Z2Frs+PpNZJ+/1PRED3Pu6masr/kDBi4wQOuHpSM/hpd3F2JMRR6NqKF0LDS1CpRWWjTT4gfUfWddLTlm7guv9oVUIrOe2i6orijFmueeQsbFXVYC/QAHYnTpNwtPf/Ud/IJC2sjCtodhGBw8ehhfn07CaX60TaGDerwNxRiqy8SykQMwfeJkc7q2KwgF5OODyYmImi6DRsHAWObxeSwyzh93ee/GyM3Kxq+FNdDwyKjTYFU65o8d71J01YY9H6HC27GA8AODnm6WrdbU5pOi+honS3PXw+fzITFUEX05xQUttotCobQ91FFDoThJTVUVjqm5RPlKPqvDtE7eRKjwH19/BpOpYblELkY+Nq8VLQW6W4Ull8uiUVZsW7KU0r45v2MbctLISkwCaDF+URx8QsLszHKetB9Ogs+13KTrTTokLHSumtGkxx9Hirifud0rbSuSkxyXMW3I+KWLMXjEfOC2OLKJVeC3NW8iM/GcS+u4iyMXV2Kr7gRMHGC0IRxPjHwffJ4Qg+4howwMxhKknj/VJjZSKM3hxLoNZgcHl+OFkQuegIExIN+7zDwmzndYW5nXJOf27cLGV5+CUmmrZSXgh2Dm8v9i7nMvt4Fl7QODXo89hw9gVeJlnBN1Ra2gcWeVr74AI5lsPDNyECaPn9ii1DCxwPWIGj6fD0UtebhQmuPad0ZjFObnY0deBdQ8MoU3SJ2JJ8eOdckRdf78ceRHFjkcF1nQFVFR3Vy2tTGYKrKctkHq+gGM1KAk2hVujFSiUChtB3XUUChO8kvSBah5ZHnPBE02YuPizW2GYZCXcp4YI5FEo/eIca1hopnRw0dCbKo1t40Q4NiVi61qA6Vl3Eo6gytHuWAbfExzYES/yVxE9xvU4vUz9iUiRBBN9JXzChEQG9X4BCt4PB76LX4JRZxOAAABGIj3f4LSknKX7BizZCGGjl4E3HaAmlgVdq97G2knEl1apyWYTCbsPvsedprqUq+msz3x4Ii3wePW2dR39EQbfYWzv7oWQUShtCVpqafNr8NC+kEgFNalPYnqHrAlBhZjB85uK/MahWEYbPnP6zi17QsYTVVWV7nw7zQAS7/ahB4DhraJfW2NXq/H7wf3Y+XZv3BJEgsFP6jRcX66XIxl87B83EiMHzPOLdo9wmY4agCA0ZHafibWte8La0qLivBLZiFUfFIMP1CThSdHjoDQxWihY8U7nBIQXjj3BZdttQfXqjQ36+VtZ6R95EayJLeSK7AzkkKhdCSoo4ZCcYI/Du1DsSyW6AtRpWHWJFJw9c81X8JoqmzQw8GQuQ+0goUkQqEQISqyokKhOLDV7aA0j8qCPBzflAkG5Mlal7gSDLr3frfsUXo0HRyO5YZUzdRi8PMPNjHDFl9fbwjnvAot6m6GA1CF9E0fuCxePWrhPIwYvwQNnTV/bHoHN494rnxrPUYTg58T38Ih3i1wWOBB/hBMH/KSzTj/MPL0tKY8i4p0UzoEKfsPQ8/UlxnmYuz8JwEAf5Va0k7Cq/0gdkEXw9Pk3EzBN8ueRGluIgAjcY3L8cbAaYuxcMVnLml53CloNRrsPLgXK8+l4Iqsh42Top4AbTYmcYuwbPwYjB452q02SISks8foRNUnAJB5kXo5Erm62TZUlJXhp7QcKASdiH5/bQ6eGDrYKVHkhny/fRXyQpu2h2cC+rLjWiwg3BCRmnSyCAND7Yy0T4CY/FnVAi87IykUSkeCOmooFAfcuH4d1yQxRJ/MWIkHBw0m+hiGQXYyGQUgFnXGoEkzPW5jY4zoEgsOLHnWCkEnJF0438QMSntAr9Piz0/2QcuSJTaDArMxZdlSt+xxecNuBIkiiD6VvwpSf9fLevaM747Mvn8zt2MNN3F4/XcurzP8iUcxevLfAdSdBLKsGn9ufQ8p+w83PbEFGAwarD/9Cs6ISsAzAfNlkzC6f+MCzaMffhQNvzKNpiqc37PTY7ZRKO7i3J5fza+9JF0R0qM79AY98r0t0Qzxfq2joeYMe9evxo4PX4bOYFu+WSLpgsfe/grjHmrddOL2gEqpxI79e7DqYjquyeJsUn0AgAMWgZpbmC4sx98njMOwYZ75vYqsHDWsExo1ANB10ASiLZcZUFXoup5KTVUVfkhJt0nz8tPl4YlBA5osLd4YtYoaZPg5FrOPzPfFrOmPuLS2I6RK0ssVGB1vZ6R9osPI73ONwI8eJFAodwDUUUOhNIFGqcKBMgUYjiWygQsGY2UsfPzIm6QDG9aAMZYRfQNmzGkVOxujS/du8NPmEn1XqqzDxyntjZ3vrIVST958eokKce8bLa/wBNQ5FJk08tSwWl+KIf9o/s3nuFlTcdl/orndv2wvTu474vI6Qx59AONmLAfndoQOy2qwf9uHuLbnQLNts4dWW4PVZ17GX+JaCI3A3/zvw8Be9v8PouP7QiggdYGuHfWcE4lCcQdV+UWoUli0XfqPmQEAOH1pH1S3056kehZjBs5qE/saoqqtwXcvLMP1Uz+DZVVWV4WI7DkJz6zagOCI6LYwr82oqarGtv178HVyNlK94qHh2qbGcMCikzoDs2U1eHriBAwc1PL02KaQiMiUcI27QwAAIABJREFUImcjaoI6d4FKTTp50pNc+xytranBluQU1AjJz2MffQHm9UuAl7fr0SQb93zsUEBYrmUxt9/fmhzjKrWVZZA0+DpmOUCXXq7/7qKio8GDJTLHwBGjMM/W0UmhUDoW1FFDoTTBttMnUCsIJvpiFWkYMGCgzdiM82SahkgQ0eZlQmNYPdEuk0Wjhjpr2i17PluFimpSI0bCrcK9b8xpcYWnes5/9hN8BaSWAb+nvMW6BeMWP4NMflcAAAdA5MU1yEzPdnmdgQ/MwfhZz4FzO+2LZbU4sP1jXNm9p0X2NURRW4Qvz7+KDIkWUgOwPGwh4rvPcDgvpBt50qmszYGOijZS2jHHN6wHbj/A8bn+GPDAvQCAaxUWMezwGn+I3PT50lwuHz+EtS8sQm31NQDkAzOfF4QpS/6Fh155q22MayOqysvx4749WHO9EGle8dBxbaNEuDAhRJWG+33VeGrSJPTp26+RldyPWEhqoLBOOmoAQK0k03QU1VlOz1Uplfj+4hVUW0WEehuKMC+hh80BmjNcTDqJvEjbcu/WdC7ogi5dezgc5wq3rl0g2mopIPdx/WcQCIWQWlV+ysrPtTOaQqF0FKijhkKxw6FjR5DnFUf0BWiyMGfiFJuxB79fB4OxmOhLmDjdo/Y5w/gRoyBqcDLJcEQ4euFsG1pEsUfiz1uRm0nefAqgwcSlfeAVEGxnlmuoK2sgqyLL75bp8tF/QctFRIVCATrPew1VqDvtlUGD2u0roFBYn4w7pv99szHxvhfAQZ0OAAsdDu/8DJd27G6xnZWVmfj86r+RL2Hgowee7/ocojuPdGruhPmLUJ+aBQAsq8KRrRtabBOF4gmMRiOycywPgtHRQ8Dj8erSnnwqzP29Aka1hXkA6iL8fnr/3ziyaQUYk7WwLAc+/n3w1OfrW12Qvy0pKy7B9/v34Nub5cj0joeeI7UZw4URYcobeCiQwZLJU9Azvler2igXk449kwuOGg5LaurwBDVOzdNqNNh8LgmVYlLnxstQikd7dIFfYPN0+A4X/OKcgPCcF5u1flNU5N4g2hp58x/LJIZaol2qVtoZSaFQOgrUUUOhNEJuVjYuW0XSiE0KzI3r0WjkwY2TZOiukB/WLnLoxRIJOilziL48oes6JBTPkn72BFJOiokKT1wYMXCGEJG93HdCeuGLXyDlW8LmTSyL4Ind3bZ+WHgwaif8E8ztnyPCVIgLaz+F0Wh0MNOWvrOmYcqDL4LDqXfW6HH0zy+R9MtvzbavqPgKPkt9H2UiEzppuXgh/l8IDe7j9PyA4FBIJJFEX/bFC3ZGUyhtS9LPOxpUSxJg3OJFAICTF/+EWlj3YCrTsRg9oG0OFYqyM7Hm2cUoSD8GgBRU5XDk6D3ucSz5+CtIZK5XwemIFObnY/P+PViXWY1sr3gYOLaCtTwYEKFIxeOhXCyaMg3dYmMbWcnzSK1KSLsSURMQTjqV5F5ah3oqOq0Wm04nokISTc5lyvFQt3AEhTTvMGPrjq+RH+ZYQLiPyb0CwvUYKsgDPr3UtSpVDZExOqKt4NBHPAqlo0P/iikUKwx6PX7PzoOOY4k84IDFME4NQsLCbMYf3/4D9AZSDK/HqIk249qKIeFkKk2NMAxXrzgWzaO0DpX52Ti5NR8MyBu0rr3L0N+NGkcVaTkINJLv3xJDNrpOGeG2PQBg0PCB+Cv6IXO7t/oCjmzb3qy1EqZPwfRHXwOHUx8qb8Dxvatw7odtLq+VlXMSX2R9hRohEKkR4Pn+/4WfX4zjiVZE9RlAtNWaPFRXlLq8DoXiaZJP7ze/9vfuCZ/QuofZlEpLqe6I2gAIBc1/OGwuh3/YgJ/eeR5aXbbNNbGwMx56/TNMme9ePZD2Sk5WFjbu34tNuRrkesUTmnj18Fk9OiuuY16ECAumTkdUjOufXe5EJrKKqGHhtHhtj+ETYDRaIlhEQhNyrybZHW/Q67H51CmUSbuSNhgrcX9UEELDw12w3EKtogbpvpfRtDINEFngg9kz3CsgXA9HQUbBmLxcE0FuiL/V37FGILMzkkKhdBSoo4ZCsWL7kUOoEpGn5lGKVIwa2Xh4+F+HSO0MAS8YU+Yv8Zh9rhKX0Au+etKRdKm4qI2soTREp1Hhj08OQ8eS4ofBnbIxaal7H1KubTgAIddyc82Y9IidN8ate9Qz8ZGH8ZfUIoiYcOsnXDp7uVlrxU0aj1lPvAmOOfzfgFOH1uDM5h+dXuN6+p9YVbQJaj4Qq5Hg2SEr4CUPcTyxESY+saiBLQCgx6FN65q1FoXiKYqu34RSc8vcHjbrfgCATq9Dvo9Fy6JXoHvLNjtCq1Zh3SvPI/nQJphYhdVVPkJjRmPpyg2I6NY2kSKtya30DKw/sA9bi4zI94qDEQKbMQJWi2jFdSyIkWP+1BmI7Ny5kZVaH6FQCE7DbCEW0Omdc9SIJDIolKRTIf/muUbHGvR6bDp+DCXSbkS/1FiN+yL8EBkV1eg8Z3BaQLive4T8G0OoJnUE+f7NT3OODCLnqgWua91QKJT2BXXUUCgNOHM2Ebe8exJ9vvoCPDR+UuPj9/wKnT6P6Os62DMPvy2hs4G8IS6VR0GlpPnLbc3OdzZAZehE9HlLCnDPG3936z5Zxy8ihB9N9JVyChCS4JmHIR6Ph8GLX0QBt84ZwocR8sOforiozMHMxokdNwr3LPg/cM1RbgwSj32Hk+s3O5yblPIjvqv8DXoe0Ffrg6XDP4RY3Pz0P7FUBpmcfDgoTktp9noUiic4vmUTgLp8FBE/FHGTxtf1X/wdmgZpT6MGTGs1m1LPn8K3zy9EdXkyrAWDedwAjHv8JTz21v9aLGze3klLvY51Bw/gpzIOCuU9YYLtzytk1eiiSMGS2ADMmzqj0WjetsY6s0aldV5YXa8hI0cMhmKbMQzDYMuxIyiWkd9TElMt5oTIWhRVdOlSonMCwvkxbhcQboh1aW6/yOZ/J3fr3h1cWNbTceUoL6HRnhRKR4Y6aiiU25QVlyDRICN0QoSsBjMjQyAUNh4afun3XUSbzwvC1EVPe9TO5jBuyHAIWMtNlJ4jxbGziW1oEeX3j1eistaqwhOvEvf+6yG3P6gU7LkKboO7ao1RiUHPebYimZe3DLL7X4f6tiCwH2qQtXkF9AaDg5mN0230cNy75G1wOfU3+EacP7URx7+1L+Z7/NI32KI6DCMXGK4PwYKRH0AgkNgd7yxxY8cRbZ2+AHkZqS1el0JxBwaNFkWllvTW2HhLNGhq1Rnz68jaIAj4tlEcnmD7p+9j7zf/hcFYYnPNyzsOSz5ei4HtQIDfk1y7ehXfHTyIX6rEKJLFwgSezRiRSYnutSlYGh+Kx6bOREBQUCMrtQ+41o4ajfOOGpGYTFcSS0nReYZh8P3hgyiUkwdnYpMSM/356NK9Zdpqh/J+diggHFzJw8K5L7Von6bQqFWw+rERkzCk2euJJRJIjGTlp/SsjGavR6FQ2h7qqKFQUHdT8Ou1a9DwyJP2fvoCxHTt2uicS0f2QasjhXqj+w5vl6eB3j4+CFJlE33ZvJY/sFKax6mtW1CQTYawCzhqTFraD3Jff7fu9deP+xAsIveqlVVDFuTefRqje2wMcgZYUri6Mek4um5Ns9frMnww5j79P3A59aliRiSd3Yyjq78jxplMJuw59yF2GJPAcoDJxq54ePh/weO6529zxD0PgMv1bbgjTmzd4pa1KZSWcmrT9zDdrvbH4UgxetGTAACtTosC32rzuN6dxnrclvKifKxevhg51/aBBSl2yuFI0GPI/Xjq82/c/rnXnrh06SLWHDqMXUovlMi6E4dB9YhNCvRQXMfTfaLw8LSZzSoz3dpYO2o0On3jAxshKoHURpPL9VDXWN6bPx46gHyrqpsikwrTfEzoGR/vurEN+HHHGuSHNV2NkGcC+hjHeERAuJ5b186D0yCwTCMB/INCW7SmRE9q3pQonKuoRaFQ2ifUUUOhANh95KCNUF248gam2El5AoBzO7ahYfg2j+uPGX9b7ikTW0y/QPJkrkoUibQbN+yMpniKGyeP4PoZKVhYTvO4YDB4thwR8X3duhfDMFBfqSD6ag0VGPKCZ4QRG2PM9Mm4FGRJrxhQcQDH/zzQ7PWiB/fHA8vfA5dTXwnGhEsXfsChr1YDAIwmBtvP/Af7uGkAgLnc/pg97HVwrZ8qWgCfz4ePfzTRV55PTy4p7YPrl4+ZXwcHJEDiXefYPJa0C5rbUQRyLYvh/ex/v7mDE7/9hC1vPQO12vZvQygIx70vrMCsp5/zqA1tyYUL57D68DHs0QagTNqV+MyvR2KsRi9lKpb164IHp86Al7dXIyu1TzhWP47W4JxGDQBExveDVmeJKOJygRtnDgIAtu77EznepDNGyGowRa5HQm/nq/Q1hkqlQJpPklMCwvfMeLxFezmi7NY1oq2WNx3h4wwyRkO0a1yoxkWhUNof1FFDueu5eiUZN+WkUJ0XU4aHRjQuHgwA1xKPQ63JIvoi4odAILKt1tBeGDBgILwNZNj5uZxbdkZTPEFpdjoSt5XASFR4YhHbvxJ9p8x0+35Jq36Bv5AUzWWjeBCKW/d9On7h35AusOTexyR/h5upmc1eL7J/Hzz0jxXgcesj4Ey4cnkb9n/+BTaffh2nhIXgssA88ViMH7ishdY3zuA5c4k2YyzBtcTjHtmLQnGWzNNnoTXU66ZxMOaRJ8zXbtScNb+OVHTyWNqTQafDxjdewoXf18Bksj7R5yEofCie/nIDuvbq55H925rTiafw9ZET2G8ItiknXY/MWIk+qhtYPrgn5k6ZDom841Xo4XFJd4dG51paq0pBRqtUl6bh5/17kOVNlu8WsFpMECrRt1//5hnagHW/f4Ryn6bdNDIdi3t7L27xXo7QlpNFHfTSlv89+lgdSKjdkOpLoVDaDuqoodzV1NbU4EgNQ1Rb4LN6TPQTQSa3Xybx1I/fAw1E27hcX8xe9k9PmuoWInSVRLtE1hk6FwQAKc1Hp1Ji3+cnoWPJ91VIaA7GL3b/TaFWoYSohNRWKtcXYtDT97t9L0cIBQJ0ffI1VKIuXUgCHbS/rUBNbfMFrcN798LDL3wEHrcuRYAjYHGly3lcFldBYAKW+N6DIb2fcLBK8+k9Yhz4PFII+vyu3zy2H4XiDKd2/GR+LRVFIXJAXQSCWqNCga8lLaJPyHiP7J9xJQnfPLsAFcUX0PA7Eqj7nhw+5xnMf+fDdn2o0RwYhsGxk8ex8ugpHEUEKsWNV2eSM2UYoEnDsqEJuGfyNIg8mFrjaazFhLUuOmpMDJneVSCPRroXGUnDZ3UYy6/GoMGDm2VjQ5Ivn0V+ZIHDcZ3zY9Cte8vSq5yBU1tNtI1ucNaF+ZL/pxqBr52RFAqlI0AdNZS7mu3nzkLJDyT6eqoymwyvvXnpHFQqMhogrNsAiETt/4Zr/IDB4LOWPHItV47jZ061oUV3BwzD4Nd3NkHFkOlnPtJ8zH7VvRWe6jn/2TbI+ZabNBYs/IZHeGQvZwgODoR68gsw3BbQDGNLcGntRzAajc1eMzS+Bx55+SMIpf7Qzo1EfqgEYr0JIy8GIiH2HneZbpeAcDISr6YiCwzjfPg/heJOlBWVqKi+bm4nDJ5ofn3s4m6zeKqXFhjed6LN/Jaya9Wn2P3lm9AzttV0ZLLumP/uNxhxzwNu37ctYRgGh44dwepTF3CKF4VqUeOfsd6GEgzRZWD5iP6YMXGK3QIFHQnriBqt3rXPcp9AiyBwinoYckJGkuvDgNEow7Chw5pvZAMO5vxornhmj+BKHhbN8ZyAcEMEalKziefXcuHo7lZl7TU8HyhqFXZGUyiU9g511FDuWvYePohCOVl2sZM6A7MmTG5y3rFNGwBYbki4HC/c82z7j6YBAL/AQASqs4m+TFP7Ez++09jzyTeoVpInrFJeOeb86xGPiE9X5RTCX0fe9JXoctHzXs+cojtL/yH9kNLtMXM7QXMZh3/4sUVrioIFqH0oEMUBIsi1RnTenYespDPY/d6KlprrkNGPzkPDr1GTqRpn/vzV4/tSKI1xfN1Gs2Avl+ONEfMeNV+7oThnfh2pCAaPZ1txqLnUVFVgzfNLkXFxF1iW1MjgQIwufWfi6a/WIiC4ZUKp7QmDXo/9Rw5h1emLOCvsghph4z+bj74QIwxZeGbkQEwZP6ldFhtoLlwrR43ORSd192GTwLJAqmowMq2ErXlgMNxYiJEj7aegu8KPv65BXnjTAsJcFkhgRntUQLghEhXp2PIOa7xwhSv4+PlBYrSkG7LgID0jrcXrUiiUtoE6aih3JRlpabgqjiT6pMZqPNivX5M3UpkpyVAq0om+TlH9IJF525nR/oi3SumqlHRGTlaWndGUlnJi80YU5JFOGiFHhcnLh0Lq45nKHle/3QMRT2puG1kGMQ80v+ynO5n88IO4KhtqbvfJ3Y4Lpy40a62S0hR8fu1dlEhYBGiBiJ0K6MrqIsbSM/bit/++6xab7RHVoxdEgjCiL/XoEY/uSaHYIzM90fw6MnwgeMK6lF6VWolCX8uper/wCW7b8/z+3djw8hIoFbbC9AJ+CGYs+w/mPv+K2/Zra/R6Pf44tB+rzl7FBXE3KATBjY7z0+VhjCkPz44bgQljx99RDpp6uFbBKTqDa8q13v4BuKEYhPTgCVbi+kYM1udi3Gj3VCVTqRRI83ZCQDjfG3NmznPLno7Q63WQWmX+RsYNcMvaEgOZUlVYWe6WdSkUSutDHTWUuw6dVou9heUwcCynJlwYMVqsg19gYBMzgSPrvgNgOTXicGS497kXPGWqRxgyeAhkjKUSEAsuTqddb2IGpbmkHDuAG+e9gQY3oTwYMHSOL8I8lAOff+EagrmkE7LElIuIwQke2a85DPvbC8jjhgMAeDDB9/jnyM8vcTCLJCf/HL7I+AxVIhZhWj7+0edtPPrc5xA00I25lX0AO/79tltttyYklvx/VSpyoNNR3SdK63Jl9x4YjGW3WzyMW7DQfO3YxV3Q8es+g7w1wJCEcS3ej2EYfP/2Gzj58xcwmiqtrnLh32kAln61CT0HDm/xXu0BrUaDnQf3YuW5FCRLe9ikTNfjr83BBE4hlo0fjTGjRreyla2LdUSNnnHNUbP/6CFkhFk7aUwYqLuFSePc50xc//vHTgkI3xO/yG17OiLnZjJ4DQJq9CIgLKq7/QkuIDWoiXaVkabjUigdFeqoodx1bDt+BDVC8hS8i+IGBg8eamdGHfkZaaitvkn0BYb3htzX3+02ehI+n48wDflQXCwNh0GvtzOD0hyKM27g7I5KQqgaYBE7qAYJE6fZnddSsrafA49jOb3VGdXo85T7K0q1BJlMAr+HXoMKdRUpfKFAwffvQ693TozyZuYBrMz7DkoB0EUjwvMD34OPTzj8oiLwxL+/hJBvqXSVnXcEv7z1fx75OQBg4vyFQIPfMcuqcXjzOo/tR6E0xoWDu82vvWXdEdglyty+qTxvfh2pDGlx2lPOzRR8s3wBSnJOo+HBBVCXCjxg6kIsXPFZh9Btc4RKqcSvB/ZiVVIarsnioOY1HgUZqMnCNEEJnpkwFiOGj2hlK9sGa40agwuOmsPHj+KiKAamBo8hHLDoWnAEU8c3nX7uClevXkBeZL7DcZ3zohHbs/UOM4rTrhJtlRtKc9fjbbWUmtfx/w4plLsV6qih3FUcP3kCuV5xRJ+/Nhf3O3FjsH/NKgCWB0kOR4LZHUSbxpoxCX3BbaCzo+b5IvHc2SZmUFxBo6jB/pVnoGfJKg5h4TnESbe7Sf3tCIJF0URflbgMflFhjU9oQ2K6RiF/yDPmcPQuxls4tnaVw3nJqduxpnwbdHygl0aOZ4Z9BInU4iz1iwjF/Le/hIhv0YzILTiOn15/w90/Qt1+QSGQSsjUtuzkJI/sRaE0RkV2LmpUlpTcwRNnm18rlDUo8LXkWPQPn9SivfZtWI0dH74MnT7P5ppEHIPH3l6J8Q/Pb9Ee7YHamhr8sn8PVidn4bo8Dhqej80YDlh0UmdgtrQKT08cj0EODnvuNLgcK0eN0VFyUR3HT57AeUEkTLA4DDlg0b3kCGLlF6F3Y0Ti/lvfOycgPPdlt+3pDOoy8u9HJ3Vfalyw3Itoa4S2710KhdIxoI4ayl1DYX4+znP8iTBbkUmJ2d2iIXBQgaEkPxs1FalEn39wL/gFhdiZ0b4JDQ9HgJWo8E0djahxBwzD4Ld3tkLNkKHxvvJczHzZMxWe6qk+V4CGt6RKphpDX3jU7vi2ZtTksbjcyRLt07/qCI7u3mN3/Onkddig2AeGCwzRBWLJyI8gFEptxvmEBmPBu19DJAg39xWUnMYPr73aoipT9ogaMIhoazR5qCordvs+FEpjHNuwAfWRLQJeEHrPnm65dnEX9LfTnnzUwKCE5qXjqGpr8N0Ly5By8mewrLUoqxCRPSbima83IjgiulnrtxeqKivx0/49WPNXPm56xUPL9bIZw4EJwap0zPFW4alJk9C3X/82sLTtsU59MjCOHTWnE08hkRcKI0jHRJfSE4iTXQCfxyL9jHt0vn7+dS3ywhwLCMfrR7SagHA9bE0V0WZkEret3TW6C9FW8/2g09J0XAqlI0IdNZS7AoZhsDMtEzquRUiXAxaDTOWI7Ny5iZl17Fn1pbmaRt1cMWYu+4dHbG0tYoVk+Hu5NAZFBQVtZM2dwx8frEaNmtSIkfHLMOdf8zwqKHlh9S8ItErp04cYIHTjDaAnmLhwMW4KLVFu3f5aj9RrtlUqDlz4DD8bzoDlAOOZKDw24j3weAKbcfXIg/yx4L2VEAssv4ui0rP48bXX3O6smThvETichtFTBhzeRNOfKJ7HqDcgL/+iud2l2zAitSlNbYnuilSFNSvt6crJw1j7wiLUVl8DrCRZ+bwgTF70Bh561XPpha1BeUkptu77E9+lliDDKx46rsxmDBdGhCpv4kF/Pf42eTJ6JbQf3a+2wCb1yUFEzdlzZ3GSDbJKBwaiS04jQXrG3C7Nv9Zi21QqBW56nQfrIKMoMt8b981+ssX7uQpfZVUdzTfAbWuHhIVB1MCZagIPtzIy3bY+hUJpPaijhnJXsOPwAVSKo4i+SEUqxo8Z53BuRUkRqkpJsV2fgJ4ICo+0M6NjMGrYCEiMluoAJvBw8tqVNrSo43Nsw3oUFZHvMxFHianPjoTEy3Phx3qtDtxc8ia5Ul+Mgc884LE93QWfz0fcwtdQxqlLXxJDD2b3B6iqrgUAmEwm/Jr4X/yBFADAbCRg7vC3wOU6/vqSB/hj4QerIBFanLElFeex9dWX3OqsEYnEkHuRv/fidCrQTfE8Z3/4GUa2rhwvByKMW2IRRK1RVKPQz/LANrCza9ofDMPgp/ffxqEN74MxWVeO4cDHrzee+nw9+owa32z725qiggJs2bcH6zKqkOXdC3qOrWObBwbhylQ8GgwsnjIVsT17toGl7Q+eTeqT/bEXk5JwnPEFwxER/d0UKQitJStpsmh5laINv3+CMt+mNXNaW0C4Idalub1CouyMbOb6VpWfcsuK3Lo+hUJpHaijhnLHk3ThHDK9ehB93oYiPDTGuZvLP1d+BpZtePohxNSly9xoYdsgEAoRqiYjaAolncAwtEJAc7h6cA/SLvrBusLT8IeCENy1h/2JbuD8pz/BW0CeyEn7B3aYkrABgX5gpr0I/e1w+BC2DFfXfgi9XovvE9/AMUEuOCzwiHAEJg92LZJN6uuDhR9+Dakw2txXVnkJW156wa3Omrjx5OeJzlCInJspblufQmmMq+cOmV8H+MZBHmDRazp2cSf0vLrPI1810D/OeZHbktxbWPPsYhSkH0FDbTagrtph77GPYcknKyGRebfsB2gj8nJysGn/XmzKViHHOx4GKwcCAPBZPSIV1zEvXICFU6YjpmvXNrC0/WKd+sTY+Ti9knwZh3UyotImAMTUpuCRqTMh84km+iUyMtrEVeoEhG01lKyJzI9qVQHhehiGgVRJ/t+Fde/r1j2kerL2dyVNbadQOiTUUUO5o6kqL8cJrZAQrROwOkwP8YdY4jglpKaqAuWFZBiut28sIrrFut3WtmBkbDw4sJw6KfmBSEq60IYWdUwKbvyFC7sVRN49ByzihikRN7pl4p2OUBSXw0dFViIp0eWi98NTPbqvu+kzoDdSe1hESON1V7Fj7WdIEpWDbwIWek3DiL7NO/2UeHth0cdfQyay5O5X1CRj84vPw+hkpSlHDJ95H3hc3wY9Jpz88Xu3rE2hNEb+lWtQ67LN7ZFzHyGup2svmV9HqsKdTns6/OMm/PD2c9A2WLsekTASD77+CaY8+VSzbG5rsjIzseHAPnxfYECeVxwYjq0+nYDVIar2Op6MluHJqTMQGeXeaIc7Bb61o6aRAJaUa9dwQCm0iVSKUlzH49Pq9Mm6DyZLcctlBlQU5Dbbrv23tkLtQEC4UxUPi+e80uw9WkJB1g0IGnztMHwgontvt+7hxZJeM2UTacIUCqX9Qh01lDua7Zcv25TT7K3NQfcezkU4/PHlJ1bCiXxMXtIxb1AbIyomBv5a8obomkLRRtZ0TJTVlTi0+iL0LClqGx6Vi9HzPF/95NLKnRDzLHoKJtaEyFnuPZ1rLSY9MAfJXiPN7QlVZxF5qzOeDnwY/eJalsYlksuw8JNVkIstp+KVtX9h40vPucVZw+fz4R0QQ/RVFGS0eF0KxR4nftiCes0YsSAC3UYPN1+rrq1Eoa/lu2tw9DSH6+l0Wqx75XkkH9wIE2v9PcBHSPRoPL1yIyK7xTU6vz2TduMG1h3Yjx9LgAJ5TxsxWwAQshrE1KZgcTc/PDFtBkLDwxtZiVKPtUaNtaMmLfU69lbDRu8nQpGKRydOMbcDwjtDpSJ/H+kXmico/PNva5EXpmxyDJcFemmHt7qAcD0FNy4TbZUcbo9+DZSQ9yMaYceMfKMQ3bZHAAAgAElEQVRQ7naoo4Zyx7Lr4D6UyLoTfaGqm5jR4AahKTSqWpTmXiX6vLy7Izq+Yz4E26Mrh0x1KpdGo6q85TnidwMMw2D3uz9DbSTTjvy9cjD75eUe37/46k10AvkwUczkIGr0AI/v7Sn6PvIgsrgRAAAuWNyXcQMSgXvC00VSKRZ98jW8JJaIuGrldWx4cTkM+paHhg+5dy7RZoyluHrqaIvXpVCs0SlVKC63fD/F9R1LXD968TcYbqc9+amA/vHD0RQ3khKxZvl8VJcnAyCfuHlcf4x55AU8/n//6zDplPWkXLuG7w4exC+VQhTJexDRtfWITCp0U1zH3+KC8fi0mQgM7tQGlnY8+FZPEIzREsVyKz0dv1cw0DYo4AAAYcobmDdxss37SK0iHQuqmmyX7VGpFLgpd0JAuMAL992zwOX13YWyOJtoa2WuC3w7IiacLJKh5vvStHYKpQNCHTWUO5LUaylIlZIlCmVMBR4YNNTpNXZ9+YnVqSIP4xcsdpOF7Yexw0dBZLKcQDEcIY5eOt+GFnUcfn9/NWo0EUSfjF+KOf+3sFX2T/vhJPhcS+i+3qRDwkLXBEPbE+XlaVid9j5+HSiDAnWnsN5QoviH96DRuKe8qEAixsLPVsFHZhEErVHdwIZ/LoOhhXskjBgLAS+Y6EvavbNFa1IojXFi/SawrBoAwOXIMHohGb2XobOc2keqmxa+//XzD7Dn6//AYCyxueblHYeFH63F4Ckz3WB163El+TK+PXQIO2tlKJF1B9vI7a7YpEAPRQqW9o7AI1NnwM/fv5GVKPawjqipL/qUk5WFncUqaLhkFEeIKg1PjJvQqLOPg0CizRfVumyPswLCs+Ja5/vZHqZq8iDM4KbKjIsXL4ZQKIRQKERsXE98eM8QbH3tKZTlZILhiJCXk2O+bv3v22+/BQAcP37c7pibN2+iW7dudq8LhUJMmlSX6t2tWzd8+umnjdqZ04Qd+/fvd8v/BYVyp9CxjkYoFCdQKZU4UKECI7CcivHAYII3Fz5+vk3MtKDTaVGUQYanymRd0b3fYLfa2h4QicUIUeUixyve3Jcvojesjjj83VoUl0QTfSKOAjNenACRxLa0q7vJ2JeIEAG5fwW/CL1iZ3h8b0+QX3gRq7NXQyECQtha5A6Yj7hL34ALFtHGHJxatxKTl7/klr0EQiEWfrISG196DtXKuupMCk0a1r+0DAs++goiqdTBCvYJiOiG4hzLA29NZRYYhulwkQiU9s3NayfNr0OC+kAgsaRxVNSUodBPg3ph8yExjac9VZQUYds7b0Kttk3R43Ak6DZoGu75u2vi3W1N0oVzSKpVo1wSA0j9Gh0jMdYgRlOAqSPGQCZ3rzbI3YR1RI3RyEFebi5+za+CmkfeQ3RSZ2D+2HEQCG01gQAgKCIBrP6WuS330rr0uXntr4u3BYSbDqeJzI9Cz1F9nFrTU/BUaqLN8XbuvtQZJk6ciA0bNgAAPv1jP377bh1+enMZnt2yD1n5dWnu33zzDWbMIO8TfHzIqpRXrlyBnx/59+Mvl+P08eNgb2tdXb16FbNmzUJiYiIiIuoOrIR2fr+N8ccff6BPH/J34U+dpRQKAY2oodxx/HL6JBQCMnQ5VpGGvv36O73G7199AtPtkqd1cDH6cc/rjbQVQztHE+1aQQguXbrYNsZ0AJL37kLGFTLdiQ89Rj0ejsDIGDuz3Evp0XRwOJabUjVTiyH/fKhV9nY3GVlH8WXOaigEQJRGiOcG/A/jpk9Hctg95jH9ak7gyK+/u21PnlCABR9/CX9vy4OaUpOBDS8ug06pamJm04x5/Ak0/Go1mWqQuHt7S0ylUAhuHjkBHVN4u8XFuPlkhMCxSzvBcOs+G/yVHPSNs40kPblrGzb/a2mjThqhIBz3/PO9DuWkSTyTiK+PHMc+Q3Cdk6YRpMZK9FbewLJBsbhvygzI5PJGx1Gcw1qbWg41dmSXQmXlpAlSZ+LJUaOafIiPHT4BxgapU0KBCdmXzzpty97MLY4FhKu5bSYg3BCxikxBknRqOuLNFUQiEUJCQhASEoLuUWEY9uACVOTegkGnRbm2zkHk6+trHlP/T2JVXCMoKMh8zbu2Ftp165D5/POo+s9/wGzfjgCBAAEBATZjXXG0BAQE2NjhiqOHQrkboI4ayh3FwaOHke9FCh0Gam7hXid1aQDAoNMh/wZZ+UgqiUGvYaPdYmN7JDYuHn46spzllfKyNrKmfZOXkoykP3UwERWeTIgfpUXssLFNzHQflzfsRpCITLlS+asg9vFqlf3dydWbO7G6dCu0fKCnRorlQz+AXBYEAJg0fwFShRZ9mtjUjfgr+brb9uYJBZj/yRcI8Oln7lPpbmH9S89AU9s8Ue3IbnEQCUndoNTjx1piJoVCcOb3X8yv5eIYhMaT4viZuivm1521pFaFQafDpn+9hPO7VsNkqgEJF4FhQ/H0lxvQLaH961wxDIMTJ49j1dGTOMKGoVLceHUmOVOO/uo0LB+agHunTHOq4iPFMQ2rPgWJFQjo6QUln0xhCtBm48mRIyByINwrFImhUJAl0gvSnatAuW3nOqcEhOPUw9pMQLghUhWZMtapq2dKhPMUNUg5sgedusRCIBJDwXE9qlObk4PcTz6BJiMDMBrBGgxQXLyInA8/hFHrnnRkCoViHxqLTbljyMnKwmVhKNEnNtXivvg4l9IO/vz2KxhNVQ16OBj24CN2x98pRBs1aPhTl8qiUVtTA2+rkNi7GUVlGQ5/exUGkCHBkV3yMfKRZa1iA8MwYNLUgMCSXlWtL8WQf3S89+i5q5vxo/YETFxggNYP80a+Cz7PcqLG4/HQe9GrKFzzD3RiKyCCAdw9H6Ei8jMEBLgnXJzH4+GJjz/F1ldfQlllXTljtT4bG155BgtWrITU1/X3f2iPXsj+y+L4VCmzoVWrIJZ6PiWOcmdTU1SCypob5nbfkVOJ6+VVZSj0szxADe1qSXHIuHYJe7/8CHpzNI4FLtcXQ2bPw8h7H/SA1e6FYRgcP30S11kRaoRRaEQfGADgZShBT6MCE0aNsZtyQ2k+gnqxaqEKA8fwUCsg9bn8tbmYP2SQ044xvVYOwPLeZZhSh3O0Wi1uyM45JSD8wNxFTtnhSUoKsiFq4N8wcYGY+IFuW3///v3mlCWlUgmvTqF4/IO1AACNsC6CbMGCBVi8mNRbPHnyJBISLA6j7t3rCnGwOh1YoxFygQCHHrodsWsywVBWBtVff7XI1gkTJoDLJeMFsrOzbdKwKJS7GRpRQ7kj0Ov1+D27AHqORVuCAxOG8xToFBraxEwShmGQc+UM0ScWRaH/OOcjcjoq44aNgJDVmNsGjhjHzzsfenynwzAMdr+3AxqjVd62Tw5mvtA6ThoAOP/ZT/AVBBF9/J7yDqeBcuTiSmzVnYCJA4w2hOOJke8TTpp6/AJ8gFmvQgcBAKATW4Hr61e4tYIFj8fD4x98jODAIeY+jT4XG15dBmVFpcvrTZy/GBxYfhaW1eDwlvVusZVyd3N8wwawqKtQxuP6YfAjZNn6o5d2wHj7zi5AwUFCbN1D4O6vP8fuz95o1Ekjk3bH/He/afdOGoZhsP/oIXx9+iLOCGJQIwxrdJy3vgjD9LewbORATJ0wiTppPISAx4Gcr8WwsSxqrQ7JfHX5mDewr0vpZWIJGYkoljlOQV278wOHAsJSHYsZsQuctsOT5FxPItoqOSASuS/KZ/To0UhKSkJSUhJ++H4LYgYMx5aXFqKmtAhqQd29y4oVK8xj6v/FxsYS6xw8eBBJSUn49YknsG3mTGyaNg2siQU4nLp/LAtdQUGLbN2yZYuNHV5eHS8qmELxJB3rzp5CscMvRw6i2rsX0Rddm4qR01yrVLFv7ddgTKQi/8DZc+2MvrOQyeXopMwmUsdy+DQCoJ5d765GrTaa6JMLSzD3/5a0mg3qyhrIqmTEJ3eZLh8jFjzZaja0FJPJhD/Or8AhXp1w5HS2J6aPaFokuFefnjhyayF6p9RVpuipv47Dmzdi6iL3/d/zeDw8+v4KbPvXv1BYWues1RrysPGN5XjynS/g1SnIwQoWfAM6QSKJhFqTae7LuUI1nygtw2g0IuuWpSJfVOdB4FkJhdxiLKfcnXVRqKmqwE//eQNKxQ1Yw4EI0X0m4r5/vOo5o92AXq/HoZPHkCbwg1LUze44X10+evNNGDlqRIdzXHdERKwBY8aZUC0iNVZ89IV4vG+8y9G4Ub1HoCrXkrbnJdejtrIC3v4BjY6/nnIFeRG5cCwg3Bnxo/q6ZIunqM3PQEOpeo2bS3NLpVJ07doVABAZGYmbYf3x7swhuPj7z5iwuE5zKiQkxDzGHtHR0QgMDAQvKgoanQ4mACwAmFjz/zavhRpP4eHhDu2gUO52aEQNpcNzOvEUsr1JXRpfXT4enOBamWKGYZB58STRJxJGYtiMOS22saMwIIQ8FasWRSD1WkobWdN+OLh6DUrLook+EacWM1+cCqEbT8MckfTFdkj5lpKnJpZF8MTurbZ/SzGaGPyc+BYO8W6BwwIP8odg+hDnKjlNmDMLyT4WDaB+Rb8j8fDJJma4Do/Hw6MrViA8ZKS5T2cowMY3n0VNkW3p4qaIGURWiNNo81FRUuQWOyl3J8m//Q7GVHG7JcC4hQuI66XlxSjy1ZnbIbUh2PDykkadNAJeCGYse7tdO2l0Wi12H9yHVeeu4ZIkFkp+485Sf20uxiMfy8ePwtjRY6iTphXQKFVg/YFqMemk8TYU47Fe3ZtV6jyiZ19otBbHBYcDpJ89ZHf8nrSNUIuadtIEVXOxZE77eY8zVWQ6l0EmsjOy5QiFQkiNNeBwuDBo66KlWZZ1MItE3Kc/TOCAA4ADFhzWBLAsOHw+5P36OZxPoVBaBnXUUDo0pUVFOGPyBtvgrSxk1ZgdHe6yevyRrevBGMkv0T5TZrnFzo5Cn7794KMnHyYvFOS0kTXtg6TdO3Arhcy950OHMfOj4R/uvmoNjqhIy0GAkXSklRiy0XXKiFazoSUYDBqsP/0KzohKwDMB82WTMLr/Uy6tMXrJs8jiRQMAuGARcnYVsrPy3W7rI++9h87hFqeQninC5n8/h6p85x0t4x9bCA6nYUSaAUc2r3OjlZS7jYtH/zS/9vOKhV8kKSh+LLku7Yk1mtBjBw+p+/+fvfMOi+ra+vA7vSIgKKigYO+9G3s3iWmmF0vKTTGmt5vcLzf35qb3xPRE0xM1iYkldo29KxZERalSBKQMTJ853x8Iw5kBacOAet7n8ZG9zy4LGGbOWXut3/oJl9s7dU9OaHg//vHRN3QdMCwAVtceS3EJv635i4/2JHDI0NWnilAZYZZkJquyeXDcKEYMvyLAVl6+WC0Wvtm1m3O6GFG/0XGWWzq3I6xFzaMPvSkpFuvZFOaerHTckj++Jq3NhQXfZQJ0LRnSJASEy5B7VRQUjM2qGFk3bDYbWVlZZGVlkZCQwPL3X8VuMdN5+NjyMQUFBeVjyv4VF4vFmHNyckhLSmHpshQOOyLIsVhwCALI5ci1WlrNmYM6PNx7exGZmZnExcWJ/uXmeiLW8/LyfOywWCwXWFFC4vJDOnaQuGhxOp38Fp+A1asUZz9HJu1ix9d6vePbNoraalUbRl1/8Qm01pdoRwGFFfLNsw3tsFosl2WljNRDezm4xo27gt6IDDe9xzjpOGjEBWb6nyML1tBa1b687XTb6XzHqIDaUFes1kI+3/08iTorahfMCbue7p2mVT/RC61WTavbnqPwuycIppggzKT+/AotH3kHvd6/N+M3/vc//Prvl0hO3QCA3ZnFdy/N484X3iW0XVQ1s0t1B4KaxVBU6IlIy0r0X8UqicuLsycSMVk8pbQHT73eZ8xp11F0Z2VE/WnD5jjlc10uC6LPxBsZd0vTTJU0FZlYvWMLyYZorMZulY6RIRBuPs2g5iH0Hz4msAZKYLfb+WbbdnL14pQVgzOX1ANmWo6uuSZgZQjOUMDjNJAp833GWK1Wjul34q5WQNjITdfdfeFBAUZT4hC3W1Sus1RX1q9fT9u2pZXegoKCaB7Rkpte+oDYfkOB0vSl+++/32fec889x0svvVTe7tOnD4LLTWmik4BcLmPRa68xZuhQjH36oDQaYd+F03nff/993n//fVHfe++9x5VXlkoSXHWV70Hop59+ypw5jS/6LCHRVJAcNRIXLX+sX0NuUHdRX5TpGBMnT631Wht/+dZHZLH76NqlTl0qjB04lIT4szhlpSG5NrmBv3dsY/K4CY1sWWApzMlkw5fHcCCuLtS20xmGzHgwoLYk/b2PSGWMqO+s7Azdetb+tR5oTEWZfHLwJdJ1TvQOuD9qNjFt6+7kim7bil0j5xG05VXkCLR1p7P9y/eYMO9ZP1pdyg3/fpGl/1VyKmkNAA7XWb57+VFue+5twttXXgq4Ij3HTWD77x5Hjd2RSXJ8HDHdm4ZegsTFw8ZvvwFKRVPVigh6ThG/H2flnEF+1E3k0TM4BF8RVp02lhue/T8i2rb3udbYFObns2r3DlINbbF5faaXIcNNy5JTDIuIoOfw2h/ESNQfh93ON3//TY5BnG6rd+WTsLUEk7L+0SEhLTsBnop5xiDfEtBf/v4GZztWIyBsF5ja8c562+Nv9CViu8PaVe6QrAtfffUVX30ljtpcsW4NB/QeoeAPVq/nwXFVH/CMHj0au93O9o9XEhfvQo6Lq+7qSpvBXX3GDhgwALvdXuk6iYmJlfaXUdU8CQkJMVLqk8RFSdzBA5wIEqvUBzmyuXHEyDqtd3TDalFbpYxk/G2z62zfxUxwaCgtSpJFfafOV9y5XHDYbSx7bRkWt9hJEx6azLRHAuukATiz8hBymeft2uIqZuA83xP1psa5c6d479CLpOucBNvhkQ7z6uWkKWPIqKHERd1Q3u5j2s66xb/Ve93KuPZfz9Opoyf6x+HK4YdXHuNsom/EgjeDpk5HIa9YJczNlp9/agArJS5lHHY7GZkHytuduorTHS0lRfz+8ksojiQg+DhpVER1Hsd9H3zZ5Jw0eTk5/Lh6BZ/FZ3IyqDs2ua84qRwXrUpOcGOolXsnTqRn796NYKmE0+nk200byfZy0uhchSRuLSStOAR3dSEuNaDrsEm4K/gytBoXafEHy9sJCYdIj64+HTs6LZqevfxX9tofFJ3LQWf2tAUZtO8xsEH3bOUlxGxRh1Qx0sOxP3cQF19aVXHEuBaVOmkkJCQCg+SokbjoKMwvYEORG1eFgDClYGdyC2OtSkGWse2PxdgcYp2LTkPH1NfMi5reoeIP83xtW06fvPAJyaXEH//7HJNNHMIdpM7imhfuDbgth39aRYSmraivyFCAoUXtxRoDSWZWHO8ee5UcjZuWVjmPd3+eVhH+e8gaf8ftHNV6IlO6n/ieg/sOX2BG3Zn+z2fo2uVqyqqLON15/PTak2Qdr1w/oQylUklwC/HD8bnMy+fvSMI/bF/4A26hVI9DJtMy6m7PIULclvV8/ugczKbjnK/LUo5S0YKJc57n5mdfbFICu1kZGXy/eiVfnsjjdFAP7DK9zxg5TloXJ3BLC4G7J06ic7fKI20kGh6n08l3G9aSaewi6te6TaTsyCXZVOqMdgv1d9Tog0MoLhbrC6Ye2VH+9fJjCyipgYDw7KufqLct/ub0kT2ittkAxuDQKkb7h04dOyOr8L5gkTejMN83nayMjP0n2LImG5DRs7OMntcHNsVbQkJCjOSokbjoWLJ3NyVK8SlBd/NpunbvUcWMC3Nw1TJRW6lowcS7Av9A3pTo128AQc6c8raAjB2njjeiRYFj1YefkJMXI+rTygu4+ukrA1rhCUpvkM1xeaK+Ikcegx9v2tpJSalbeT/pQwrVEG1R8Ui//xAaGlv9xFqgUCjoe/dTZMlaAqDCiXbVW+TkVH0TWh+ufOZJune/Fo+z5hw/v/kUmfEX/rsYep048snpyuHA31VXMpGQ8Obo/g3lX7do3hN9SDBOp5NfXnuJdQtexenK8ZohIzi0F/e99zW9rxhLUyEtNZVvV69kYVIxyUHdcch8308VOIgyHeP2VgrmTJpC+05Vl+OWaHicTic/rl/DGS/NII27mG7mHBILPIKy7gtnI9UYm8UgalutZwD47c+FNRIQ7lI8GIMhyD/G+JG8VHH1NYuh4R/BgpoFoXMVivpOJp6odGzRmRxWLzyECwVRoVZGzK29jpyEhIR/kRw1EhcVK9evIdMgTnmKKDnJ9IlT6rTenjUrsNpSRX2x/a5oUqePjYFSqaSNRXzzn2WMxnGJ5xXvWbqY5ONicT8lVsbO7kJwpH9F/2rC3vmLaa6OFPUJ7RSotQ1X0rO+xJ9cwfyMhZiV0Nmi4+HBrxFkjKx+Yh0ICWmG6tqnsZ4Xew4jn+MLXsXpdDbIflOffJSevW6g7KPT5c7nl3ee4szhqkvYdxt8BSqF+Pvfv3xZFaMlJMQk7dqLxV6m2SFj5I23k516ms/n3UP6iQ2AWJxUJjPQY+TN3PP2R+gM/q0oU1dSkpJYsHoV36fbSA3qjlPmW5FRKdhoZ4pnZlsdsyZPpV2sfx27EnXj5/VrSPXSDVILZqYEuWjRRhzp6Y/UJwClUlxlUa0zYbVaOardUb2AcIaRm6+7xy92+BtHXpaobdfXrjJpXdE5CkTtjALfwwx7iYUV72zA6tYQojYz+dmrkMulR0QJicZG+iuUuGg4efw4h7ViAU+9K58ZA+qeh7xn6WIqhosr5GFMu29unde7lBjVux8KPA+8FnkztuzY1ogWNSxJ+3dycB2iUu8yXPSdICOm3+CA22M1FaPJFt/I5dozGHj/DVXMaHz2Hv2JL879jl0BfazB/GPYG2i1wQ26Z9funTnVx3Nj3sWRwPoFXzbYfpMfe5g+/W7C46wpZNF7z5K2/1CVc8KixboOReeSGsyZJHFpsXXxT5R9RunU0Zw+fZgfX5qHxZrkM1aliiJk/BCmzH4gwFZWTuKJE3y9ZjU/ZLo5E9QVVyVaZ2rBQmzRUe7uEMKdk6fROqr6imoSgeGnVStJ9nHSWJigs9CrTx/0WvHv0y3OvKszbbqIP2+DjHa+WvIqZ0NdF5yntwtM7dD0BITLkJmKRG13UO1T9euC3mEWtQu8Qp/cbjerX19OgU2PVm7jysfGojZcflU+JSSaIpKjRuKiwGqx8FfWORwyTySBHBejtHZCm9dNq+PQ1o1YrMmivrY9h1720TRltGzVinBzsqjvhNNPd2JNjILMNDYtTMSJOBS/fdcsBl07o1Fs2v3uIoxKj1aQgEDosKb7EPP3/k/5rmQ9LjkMs0cya8TrqFSBudkbc9UUDjT3VILpd3YlW1ZvbLD9Jjz8AP0H3UbZR6hbKGLJ/H+SvOdApePH3DkTUJS33UIhW3/7ucHsk7g0MBcUkpN/BCh11Sg1Bg6sWViuV+NBiSqyKydmaxg78raA2+lNQvxRvly7hkW5SjKMXXBXeO2XoRFK6FB0lHu7tOD2KVfSIjKikpUkGotFq1dyqpnYSaMSbIxTm+jfv/RwTKsSO2oEP6U+tes9GJvd83iiUAjIqD6lNaoJCghXRF0ijkhWNW+YSFNvgmXiMCSzUvy5vG3+X6Sf06LAxeSZvWkW3TIgdklISFSP5KiRuChYtHkjRSqxuGtH03EGDhpS5zW3/fw94miaEK5+4JE6r3cp0lUnTrE5p2tHWmpqFaMvTuw2K8veXIXVLY78aBGWzKS59zeKTfkpGTS3tRD1ZdtT6HpN09GbKMPtdrNy1xv86tqLIIOJrg7cPOw/KOSBdXiOuftBTik7AKUqMtF7P+XUyeQG22/sA/cycOhdlDlg3IKJ3z99gdM79viMbRPbCY26jajv+LYtDWabxKXB5q8WIAhWFNoQVIoITKZjlJXoLkMhb07JqI6cvM5FZLGKWK/orUByKO4gn69bx68FerIMnXFXcoupcRfT2RTPfd3bcOuUKwkND69kJYnG5NfVKznhFUmjFOyMlOcxcJAn2kXnlYLrL40apVJJSbH40KSF7cJpQuGFcuY0QQHhiniX5g4J0N9qZDNxcQiL2nOvc/S3bRw57gYERk6KoPWAzkhISDQdJEeNRJNn4+ZNpAWJhezCrMlcP35SnddM2Lsds/m0qK9154GoNE1X+6MxGDZkGHqX5yTLjYJtxxqmsk5jsfS/X1BsF59sBWkyuOb5+xrJIjj0+Uo0Ck8lFJfgpMONwxrNnqpwuZ0s2fFvVslLxQmvk/fj6qHPNUpuu1qtou0dz1JAqYikAQtFS17DZPIuV+w/Rt83m8FXzMLjrCnmjy9fJHHLDp+xrbv2ErVLilOwlBT5jJOQKONkwna0hhjcVgtOV7bPdWNQV8zTW5DTozQlpJ2rcZw0+/bu5dP1G1hWEsxZfUcEfIVEdO4iupniebBvDDdNnkZwaPVlgiUCz9I1f3HMy0mjwMEIshk+TFwW3qhvGEcNgNMu1lcKUVe9uEyALkUDm6SAcBkWcwl6r4+i2J6BSanuGNtBbIsiBKvFwpk9CWzbUKpF2Lubkm7Tm949hoTE5Y7kqJFo0qSlprJXHi668dO4i7mmc8d6pSj9/d1CKp5MymXNmD738XpYemmiVCppZc4Q9WXoW10y+hor3/2YvIIYUZ9OXsDVz05HpW4cp136niNEyKNFfdnuVFoPaFrlaZ1OG99ue46t6gzkAtyhHc3YAQ81qk2t20RQOPYxnOc/2qLcGez56l1crgtrG9SHkXPuYviYe4HS9yO3UMKfC//DiU1bRePGz7wbGZ7XlCBYWPfdggazS+LiZtfiJcgUWqwlyQjYRNdkMh2dBl7HlKefJqtV6eeYDBjV49qA2rhz104+2bCJv+zh5OraV+qg0bvy6Vl8jIcGdOKGydMwGAOjyyFRe5avW8VRY1dRnxwnQ51nGDlipM94nVoc5SK48RkGm4QAACAASURBVNu9QVCwWEw6KKjqQgbRGQZuub7xDlZqwukju5FVyBy36KF5i1ZVT/Aj4REt0biLy9tu5Bzee4DV3x7BhYLoMCvDHqhbQQ4JCYmGRXLUSDRZHHY7yxKTsck9N3YyBAYL5+olOJh4ZD/FpkRRX2RsP7R6QxUzLm+u6NoTeQWnllnRnF27djaiRf5hx6KfSD0lTkdRYWH8fT0JDtANVGUkLdmFQuZxQtpcZnrfd2Wj2VMZNlsRn29/igPafFRuuCdkOoN7NQ0Rx4HDB3K43U3l7V4lu9mwaEmD7jnsrlu5YsI/4LxYqiCYWf7dyxxb59HJCQ4NQ6cXO+DSDlWuaSNxebPtj8VsX/UtNnuKzzW1sjXT573M9AcfZcuRpeXJuxEFStpFBaaU9dZtW5m/cQvrXJHkaWMqHWNw5tHXnMDcIT24dtJUtDpJnLQp89f6tcTpO4ucbXJcDLKlMHbUmErnqNVqZF5PERabfypDdho0QdQ26J00y/c9nNPZBSa3v8MvezYkOaePiNpmg38qZNUUvUOs8ZNwMgWboCFUY2bys9OlCk8SEk0U6S9Tosny68a1nNOKyz+2LTrG6JGj6rXuxq++BDwn7HKZkenzmnZuc2MS3a4dzS3Jor54s6VxjPETiXu2cmSzSlThSY6L/lPVRPfs12h2Hft9AxGaGFFfvjaX0HaBLw1eFcUlOXy06xkSdGZ0Tngw4g56dp7e2GaJGH/rzRzWe0Qle57+mf07G9YpMuS2mxg99SE8zhoLf/30GkdWrSsf08FLU8tiTSc3M71B7ZK4eHDYbHzzwtPs/OMT3EKh11U54a0Gc/+HC+nYZyAAyYoT5VfbuRtWW8LpdLLh7418tGkbm2RR5GuiKx0X5DjLAMtJ5g7txVUTpqBWB6YEsUTdWbtxPQd07b0qHrrpbz3NxLHjLzATvJ/vzVZb5QNrSU5RPsUlYrHiDhl6n3HR6VH07j3IL3s2JNZccWSyTe9bAa0h0TvEeVf2YC06uY0rnxyPSiel/EtINFUkR41Ek2TX7p2c9tKlCbZncNOYcfVaN+X4UYoKT4j6wqN7Y2jWsCWEL3Y6ehXtyDXEkJPlq5lwMXAuPZnN36bgRHxz0r7nWfpfGdjUAW8Kd54RJQ8UO/MZ8vgtjWaPN/kFyby//3lSdA6CHDAv5gE6xIxpbLN8UCgUDLr7STJkpdpDSlwY1r9DVmZOg+478MbrGHfVI8gofTgVBCtrFr1J3PJVAIy9ZSYyWcXUDwcbvv26QW2SuDhIPLKfT+fNJjdjFxUPEgDk8mAGX/MAM//3ZrmOWlLaSc4Gl46TCTC6V8O8dzmdTtZsXMfH2/ayXRVLgZcodhnNHFkMsZ3ioRH9mTp+IirJQXNRsOHvjezRtBNV5pIh0Md8kinjJlY739tRU2Lxj6Pmz/ivMZnEzowWbvFm4YUy5lz1pF/2a2hkRWLHq9sY2AjuIK+SXA6jkSlz+hLUShLzlpBoykiOGokmR15ODlttWlHFCJVg5co2LdBotReYWT1rv/gUcJS3ZTI9Vz/8WL3WvBwYNfwKtG6P8KkLFX/H7WtEi+qGzVLCirfXYRPEQoUtWyQz8f7GzXHf88liwjTiyBl7pBO1oWmkDGSfPcp7R/5HttZNmE3GY52fpk2rplsKNaiZAf2M5zCfL7nenEJOf/cadoejmpn1o9/1VzP+2sfK9WgErKz/7R0OLl2OSqMhKDhGND77dEKD2iPR9Pnzk/f4891/Ynec8bmm1cRy1/8+Y+Q1N4n6txz1pD1FFiqJbt3erzY57HZWrl/D/O0H2K3pSJGq8lLCIfYzjHAm8+CIgUwcO75e2nESgWXz1i3sUkXhRvw761GSwFUTJtdoDa/Kz5ht9XfULF3xPWlRRRTYxY8oQXqP/o0M6NzEBYQrojKLfy6K5oEtgd3SK7Xfpg0msm9gUiUlJCTqjuSokWhSOJ1Ofo2Lw6IQV4ToY0ujfaf6VbTITD5F0TnxQ1HziB6EhAX2A/NiRK1WE1kiTtE4o734TmKWvryAYkeEqK+Z9gzXPP9AI1lUit1qQ54qiPrO2bMY8OCMRrJITEr6Lt5PfJd8jUBrq5JHe/2b8PCmX8azU+dYUvrf62k7TrLx688afN8+06cx6cYnkclKnUQCNjb8+T77liyl1wTxKbXdkcGpowcb3CaJpkdhfh6fPXI/J/f8jiCI00llaNAa23PXS28SFuGrmZWq9OisxQhdfa7XFZvVyrK1q/lo52H26zpjUraodFyoLZUxQjpzx4xg7KgxkoPmImP7ju1sl0XgQhy10s0Uz7UTp9Z4He+IGoutfo5wq9XKEeUW3DJIDxI7N5oF2cFZ+jkZlWHg1uv/Ua+9AomuRBwl16yVfx2r1RFkE4dFm1WhOOz+0ROSkJBoOCRHjUSTYvmGtZzVi738rYsTahSCWx1/ffIhAp4PJhlarnr40Xqve7kwvH0nZHicCSZVS/bu2dWIFtWO5W/P51xhO1GfTnGO6f+8odEfMna/8zPNVGGiPkO/8Ea3C+D4qTV8lPYFxSpob9HwyIBXCA6uPP2hKTJq6kT2h3tOh/vnrmHzX2sbfN+eUycx5eZnkMlKI6IE7Gxa+RHyQicKefMKIwW2/fxjg9sj0bTYs2YFC566l2LTMZ9rSkVL5FodBoWRoJa+jpLE1GNkn097kgswqtd19bbHarGwdO1fzN+TQJyhCyXKsErHhVmTmaDI4qGxo7hixBX13lci8OzZs4vN7jCcMnF6WmdTPDdMnlarteRy8QGDrZ4Ri18vfYvs5qWv7aS2ZpxOT8iOSuWm7RkdOrvApLa31mufQGK329AXi/vadh8YsP0LUrLZ90cmKsFa3udCRXJSUsBskJCQqBuSo0aiyXDk8CGOGcVOGqMzlxlDhtV77dzMdApyxDfEIeHdCG9V9+pRlxvtO3Ui1Jom6juUX9BI1tSObT99T3qSWPyytMJTH4KaV35iHChMWbkEl4SK+rJtqfS8uWah5w3JwWNL+Cx3ETYl9LAYeXDom+j0zauf2MQYO+c+Tqo8EUDt9n/BiYTTDb5v90njuPL2fyKTlYlgOtiy9hNCdOLXYn5Ww9si0TRwOp388J/n2fzzO7jceV5X5Wh17XG4zuKyFjDs6hsrXWNb/J/lX0cWqIhq1a7ScTXBVGRiyeqVzN93kiOGbpi9olmhVLMk3HKaqepcHhg3hqFDhtZ5P4nGZf/+fWywB+OUiTXaOhQd5aZaOmkA5F6pT1a7q/KBNSDxZDypURWcB0oZRSaxMym6UEtUWhv69rt4XoMpxw+iqPBjsWugVdsOAdnbZjKz4r1NOAQtOsc5sV2ZvqmWEhISTQvJUSPRJDAVmViXbxOF4SpwMD5YRbPg+gv9rvjoPQQ8pwky1Ex98OF6r3u5ESuIQ5HPGmIozM+vYnTTIGHbRuK36bzKjjoZdJWe6B59G9GyUvZ/tBStwpM/7hbcRF/VpxEtKmXbwa9YYFqFUw6DbeHcM+JN1GrfqhsXA2qVig4zn+UcpQ+heqxYfnsVU1FJNTPrT5dxo7hq5r+Qy8p+x07ySo5ikHmikpyuHPZvWNXgtkg0LmmJx/h07myykrcCTtE1uSyIkLBeWC2nkQEaZWu6jKu8wmGq6lT517Gy7nWypTC/gF9Wr+TTQykkBHXHIm/mM0aGQEtzIlcbCrl//DgGDAxcFICE/zkcF8c6iw6HTKz1F2OK59YpV9ZpTe+IGqvNWcXI6vnj8FeUaMSeH5NX5adQhcDdVz9V5z0ag6wTh0TtEmNgSnO7nS5WvbacIocendyK3i4O68mzWauYKSEh0VSQHDUSTYIlO7dR7JUL36U4kV596v/AWpB3lryso6K+Zs270iomMCcalxJjhgxHI3gebp0yDRv37mxEiy5MTkoi23/OxIn4VK5T3zz6TLmqkazykHXoOC0RpxFlOVNoN7J/I1lUypo97/KLYweCDMY623Hb8FdQKAJbTtTfRESEUzLxMZznq5u0FrLZ++WbuFx1PwGuKZ1HDWf63S8iL6/45KREyMJYwVlz4K8VDW6HROOxeuFnLH71CWz2VJ9rWk0MNzzzJkXnPLozXXqNrHSd40lHONustIKLXIDRvWtX7Sk/N5efVq3ks/gMTgZ1xyY3+oyR4yay5AQ3hJi5b8IEevdpfIe2RP04duQoq0wK7DKxs72tKZ5bxk+q87o+qU/Our2f/rnyB9LaeJekhzyZuFqRMch+0QgIl2E+K45EtukDk9K8+YMVZBTqUOJk6j0DMAritDSTvPFTqyUkJC6M5KiRaHRWb1zHGaNYDLGF+RTT/aBLA7Dsw3cRBHOFHhUT773fL2tfbuiMBloWp4j60lRNs7S5raSYv97djE0Q39RFRiYz7p57GskqMSd+3IJS7nEi2d1Wet7tn9d9XXC73fy2/T8sp9SxeTU9uW7Yv5B7K0ZepPQf3I8jHTzaBj0t+1n/088B2bvD8CFc94//IpeVvR5dFAuZGGWl6ZdF55JxOut+Gi3RNLGUFPHlE3M5svknBME7gktFVOdx/OPDrzi5djPu89dlMj2jZs+sdL0dCcvKv25VoKZVRHSl47w5m5nJ96tX8vnxXE416+7zwA6lkYatixO4KdzJPRMn0bV7j5p9kxJNmpPHj7OiwO3jlGtTfIzbxk+qlxaa90eD3VF7R43VauWQYjOuSj5mTkeYRe0go4OivLO13qMxEYrEUcfOAFRyjPv5b46dliFDYNS0NkT0bk+YRhxJZVH5OmklJCSaFpfG3bfERUvSqVPEqcURBTpXITf06uUXIdWSokJy08Rhp0HBnWjXRboBrSsD27QVtQvVrTkcF9dI1lSO0+nk95e/ocQpjtIK1qdz9bONW+GpjBN/bSNSFSPqy1NmEdax7noT9cHlcvD99n+ySZWKTIBb1MOZOOjSE9ueeMtNHDIMKW/3SlnMnu17ArJ3zOD+zHjoFeSysjQTN8VCBkZZNG6hiM1LfgiIHRKB4dDWjXz+6BwK8w8D4sgDpTycCbOf4+ZnX0SpVJJwaHP5tcjw3miMBiojVe3R8IiVV/85lpGWxrerV/L16SKSg7r7pL1AaZpxlOkYt7dSMGfSFDp2bvoV3SRqRtKpU/x51opVLj6waFV8nDvHTaz3fZZC5h1R465iZNUs+N0jIOzNuRZOLBZPxSKZDE7sXF/rPRoTVbG4ops8pHKhbn+Ruv0oO7eW6gf27a2hy7TBAMR4aTKaVc2lwwEJiSaO5KiRaDTsdjsr0rKwyzynC3LcjFCZCY/wT8nsPz94G7dQMS9XwbhZd/tl7cuVHj17EmIXi9Dty8poJGsqZ+U7n5JvEjuU9Io8rn3+liZRSQkgd1MiMpknV93sLGLwYzc1ii12ewlfbHuKvZpclG6YHTSF4X3mNIotgWDovY+TJi91ECtxE7LxPdLTswOyd3T/3tw471UUsrJINDfFwhkMsrac3L4tIDZINDyLXv8Pa79+Bacrx+uKjGYhPbnnna/pM3I8ACc2b8fqSC+/Puq2Oytd89ipOHLOpz0p3DCmb9XVnlKSkli4+i++SbOSGtTdRzwWQCnYaWuK544oDbMmT6VdbGytv0+JpktqUjK/ZxRhUYijXiNKTnLXmLF++Sz0Tn1yOIUqRlbO6VPHxQLCleAtKFyUl1jFyKaJ1ix2QhkjG+4wJj8pk7U/JeBGTmyEncH3eCJ0Y2JjUeBJf3LItGSekQSFJSSaMpKjRqLRWLRxHQVe0TSxRQkMHVr/Kk8AVnMJWUkHRH1GY0c69pEEEetLW4dJ1D5rbEdJcXEVowPL5m+/4Uyq2EmjlpmZ+OBA9MGhVcwKLAcW/EkLjfh0q6R5CdrgwOfem83n+Hjn08TritE44f7wm+nbbUbA7QgkBoOO4BufpYRSJ3EIJtK/fxW7vX6lZWtKVJ+e3PzEmyhkZRV23JQIaVBiw1JSFBAbJBqG7PRkPn5wFmnH1wN20TWZzED3K27m3nfmY2jmeXjesfSX8q8Nmhii+vSsdO0dJ5aXf92qQENEeGufMadPJvL1mlX8kOkiPaibSKC/DJVgJcYUz6xYI3dNnkZ027Y+YyQubjLS0vg1LQ+zQvyZ19KcyMzRo1Gp1VXMrB1yr4gah6t2jprfD35BsfbC4rrFFSJqAOTKi6PaJJRG9+qLxT+T1p37NchetsJiVry/BbugJlxnZsLTV4vSllVqNXqHOA0rKTW5QWyRkJDwD5KjRqJR2LJtCylB3UR9obY0Zoyb4Lc9/vzoHdxCxYceOaPvmuW39S9nxgwehkrwVAywy/T8vWt7I1pUSvzfa0nYHQQVKjwpcDL4miBad6n84SfQOG12XCfEefcF9rMMfvSWgNtSWJjO+/ue47TOhtEB86Lvo3OHxtPICSQdOrYjfdAD5QkpHVyn2fTl/IDt36p7F665/18VnDUCxUIKi59/MWA2SPiXjb98y48vzsVi9Y0Q0KijueHpN5k6R5x6WZxzjryCY+XtXkOq/gxM0ySXf91eIX4/O3Esni/XruHnHBkZxq648Y2WUAtm2puOck/nMO6YPI3I1r6OHomLn6yMDBYnZVGiFKfYhFuSuGvECNR+ctIAKLwjamrhqFm28mfSoi7sdJEBDpc4IsgQdPFUKzqTlICqgv/fqYSojv5PvXc7Xax8bSUmpw693Mq0pyah1Pj+nnUO8UHAWXPDVz6UkJCoO5KjRiLgZJ45wy4hRFQuWSOUcHVMtN9OeRw2Gxkn9or69Pr2dB043C/rX+40Cw6mRUmyqC9J7qt9EEiyTx1nx5I8rxNkgc4D8uk1YVqj2eXN7vd/IVgl1s5RdTMGPCUrN/cE7x1+iUyti1CbjEc7PUF01OCA2tDYXDFpDAdaesrS9svfwMZlfwVs/9hBA9FrWqKQlZ16C+QU7WfZq28EzAaJ+mOzWfn6mUfZv3oBbsHkdVVJRLsR3P/Rwkq10TZ99RUCNgAUsmCG3nZzpXscPbGf3KDSh2CFG8b0vx6AI4cO8cW6dSzO15Jl6Iwbhc9cjbuYTkVH+Uf3Vtw2+UrCWrTwGSNxaZCbfZZFJ9MweVXRbG5NYeaQwWh1/hWy9XbU2GvoqLFarRySb6pUQLgiURl6rrrjEdxuz/2iVuMi5ci+WtvaGJxJEEd1lxhpkM/6Te8tJ8ukQylzMPUfgzC0rDx62OAUR/mZZNJjoIREU0b6C5UIKE6nk6UJJ32E7fo7z9I2NsZv+yz75H1c7oonNTKG33yb39aXgL5h4aJ2gSaak8ePN4otFlMhqz7cjl0QC3C2apPCmNlNR2vFfK4QQ4H4tZ9jS6fvzKsDakd6xj7ePfEGeRqBSKuCx3q+QMsW3aqfeAkyfvbdHFd5vveOh77i2JETAds/ZugQZG4rCpnn9PvEyRUsffmVgNkgUXcS9u3gs4dnkp9zABALqSrkzRl58yPc8eIrlT6cuVwuTp/aWd6OjhqAQu2bqgSw85SnfHurAg1pyel8tm49fxQHka3viFDJ7ZzWbaKLKZ77e7fj5ilXEhzaNFI/JRqG/HPn+OlYIkWqCFF/qC2NOwf2R1eFQHV98NaocdWw6NPC398mK+zCQrZah8D4NjeiMzbDVCw+xEs7urOKWU2L4qxkUdtq8L+T5uCPGzmeLEeGwNir29GyR0yVY0NV4v3NKv+/JiQkJPyH5KiRCCi/r19Nni5G1BdtOsb40WPrta4gCCQnJ7Nu3TqWL1/OsdMncSk8J0c6bUy5cKOEf+g/YCBBDo8Aq4CMnUmnAm6H0+lk6cs/YHaKHUchhjSueqppVHgqY+/7S9ArPY4atyAQMb5TQG1ITNrIBymfYFJBO4uaef1fJiSkcSpNNQWUSiVdZj9L7vmoFi12nH++TkFBYLRixt58J265AtwlKCs4a06dXs1vL/03IDZI1I3f33+DlfP/jcOZ5XPNGNSV2W9+yeDJ06ucf3jZXzhcuedbSsbMnl3l2DRtKgCx2Z0IUt7ASmsYOfoOosjUMvSuAnoUH+Ohvu25cfI0gpoFXvtKIrAU5hfwQ1w8hWpxOluI/Qx39O3VYK8B76pPNanOnZKSSErU6WrHRae1ZsDAkQDYzGKHgs3WtAoYVIW7IFfUdhj8G3mcvOUwu7aXflYN6Kel46QBFxwfFS4u1GFRSc5bCYmmjOSokQgY+/ft5WRQFwAyT8Tz0tguLHzwem4aMUo0Tq1Wl/9r3rw5Q4cOZenSpeXX//vf/9K3b9/ydnJyMvPnz+eDDz5g8uTJ/Pzzz5QYwikI78vT32wlLrWAQdfeCEDHjh3L1w4KCiI2NpYZM2awYsUKvNm8eTOTJ0+mVatWBAcH06VLF+666y6KiiSxzzKibedE7WxjW2zWwOaPL3/zEwpKokV9emUu175we5Op8ASQczyJMFcrUV+2I5kOkwKXjnfo+FI+OfsDViV0teiZO+R1jAYpDaJFi1Bsk5/EcV7XI1LIIe6rN3HV9Hi4Hqg0GozBMbhkVgS3CaXM8/tISlnH4v+TNGuaGnnZmXw69x5Ox61AQPx+J5Pp6DjgGv7x/mcEh164DO+e9cvKvw42dCIspnJR30MJuwkp7kpX0x2Ym9/MOV37SscZXHn0LkngoUFduW7S1AaJoJBoepQUF/P9wUMUeAnUN7NncnvPLgSHhlQxs/54pz7VpDr3kr2fVisgHFYkY9a0J8vbanWk6Lpa1zSKF1SHolisRydr5j/HSP6pDNYvOoEbOe1bORh096Rq53Tq0AlZhcg/q9xIXo53ZToJCYmmguSokQgIhfn5bDLLywUO9y3/hcHX3EJeShIp6Wk+4z/99FNSU1PZsWMHvXv35pZbbmHnTt9Q15MnT7JgwQIyMzNxu89/+AhlNw6lNwLmoFjaDxhaPueFF14gNTWV+Ph4fvjhB2JiYpgxYwaPPvpo+Zhjx45x1VVX0atXL9auXcvBgwf56KOPCA4Oxmaz+emncvEzut9AUblHq9zI5h2BKzG8acHXZJ4RR4OoZcVMeXg4uqDgKmY1DvEL16OWe0rkOtx2Ot8x6gIz/MuuQ9/ydeFyHHLobw3lvhFvodFIJ+1l9B3Qi/jOnrLI3a1xrPv++4Ds3WfyZABcMjuCu1DkrElN38Qvzz8fEDskqmf7n0v49vn7KTGf9LmmVrZm+ryXueahx6tdJ/d0CkUlnjUGTfSNvHE6nWza8jd/Z9opDruBfG1MpWsZnTn0t5xg7pBeTJ84BY22cfXCJAKHpbiEb3fvJV8jdvIFObK5rVsHQsPDq5jpH3wcNdX4tpf/Vb2AMEDH/D40q/AZHtVtiOh6UJAdaxOpNHkhtGZxepeuZVQVI2uHJd/Eig+3YhfUtNCbmfBUzdKndUYDepf453/ydOAjoSUkJGqG5KiRCAiL9+7BrGgOgMNm5fD65dw6cRg33ngjCxYs8BkfEhJCZGQkXbp0Yf78+Wi1WpYvXy4aY7VaWbRoEQ5HqaPAU4ZQqPAPBLmCX375BeG8A8doNBIZGUl0dDTDhw/nrbfe4sMPP+Tjjz9m06ZNAKxdu5bmzZvz1ltv0bNnT2JjY5k4cSIffvghLSQhxnLCWrSgRYm4wkmiOzBvK4fXreTEvlDEFZ4cDJsRTkSHLgGxoaYk/b2PSKXYoZQjO0Nkz84B2X/Dvo/4wbYZtwxGOtpw54hXUSr8V/njUmHCjdcRFzSivN03/Td2bW54LYTBk6ejkJdGX7hkdtzuAlRyj85EeuZWfnr22YBE+EhUjsNm45sXnmbH0o9xu70fNOWERQ7i/g8X0rHPwBqtt2nhAqD096lStKDPdI/gudPpZO2m9Xy8dQ9bFe0o1FT+cNfMkc1gWyJzh/dj2vhJfhPjl7g4sFmtfLNrF3leDjyjM4ebOkYRHtGy8ol+ROn1ce9yVx0pY7VaiZNVLyAcnannjhlzxX09BmCzeyYq5ALHd66vtb2Bxrs0d2TH3vVe0+V08dfrpRWeDAor056eXKW2VWXo7IWidlZhfhUjJSQkGhvJUSPR4Cxft4osg+eBNH7TKsLDmzP33vu5/fbb+f7778udLZWhUqlQKpU+Yw4ePIjFYgFAJpMhk1V9g5CRkUFamm/kThmzZ88mNDSU33//HYDIyEhyc3PLHTcSVdPdaBS1z+nakZLkW57Wn2QcP8LuP0y4RCVoBboONtF9dNMrL31m5SHkFaorWFzFDJx3fYPv63a7+XPnKyx1HwRgqtCVG4a+iELedFLCmhrD73mEFHlpKp0cgbAtH5CWmtng+4a09KSzuGUOcAtoVZ4H9IyzO/j5OclZ0xicOnqQT+fNJjdjF2XOlTLksmAGXf0PZr3yFiqNpvIFvHDZHaSd8VSt6dCpNP3RYbezasNa5m/bzy51B4rUrSqdH2zPYLgjiQdHDGDS2AlNKsVTIjDY7Xa+2bqVXK80OIMrjxtiImjVpk1A7PCOqLlQ0aeFS9+tkYDwmMgbfPqVSiXFJnGkWF5mfM0NbQSy0pLQVAjAdsuhXbd+9V530zvLyC7Wo5I5mPbAEPThtUtt0zstonahUPOS6hISEoFF+nSXaFAS4uM5oosV9cUt/5H7Zs4EYNSoUeh0OpYvX851113nM99ms/H2229TVFTE2LEeweGEhATGjx/vSXeqBkEQOHjwYJXXFQoFnTp1Ium8g+GGG25gzZo1TJo0iZYtWzJo0CBGjx7N7bffLkXUeDF40GB2bY+jRFkaESAgZ9uJo7SLja1mZt0wF+az9uO92AWx/kObtqmMumtuFbMaj0M//kWEV1h6kbEAQ4vmDbqvy+1k0fYX2aHJRibADNVgRva7r0H3vBTQ67W0uPU5TD88RRAlBFNM8o+v0OLRt9FqGy5iYcRNN/PnB3spiwR0cJZBV87jwMqlWOylQrJZubv58Zmnue31N1AofMswS/if5Z9+wIk9KxEEi881vb4jNz7/EuGtapfOsP37n3ALpVpn/TTJgwAAIABJREFUMrQMu/M2lq9bTaI6jGJt1eLiIdZUeqtljBozsnbfhMQlhcNu59u/N3HWII7I1LsKuD6qOdFtK9c6agiUXm9DTlflB2YpKYmktk6ESsSvKxKV1orBN4+u9JrbHgJ4NF9k8nOVjmsqpB7bi75Cu8QIGk390hL3f7eBE6kKZLgZe00M4V1r/7sOkctJrdA2q/RVjpWQkGhcpIgaiQbDUlzCmhwTTpnnlDE//RSpRw8x5+67gdJImNtuu42vv/5aNHfWrFmEhoYSHBzM+++/z+uvv86UKVPKr7dv356HH36YWbNmMWfOHGbPnsWtt9x0/qpM9H9ZpI3JZLqgvYIglI9VKBR8+eWXJCcn8/rrrxMdHc0777xDr169iI9v2qc4gUapVNLaki3qy9K3wem88MlZXXA6nSz938+YXWInTWhQKtMev9/v+9UXp9OJ9ZA4rLjIkcfQx29t0H0dDgsLtj7NDk02CjfcZZggOWlqQbuYKLKGPYT7/HtIjCuFLV9+0KB7duo7CJVSLJh5dPMmZr32EXp1THnf2XN7+f6px6XImgamuOAcnz96P8d3/+rjpJGhoV3PKTzw0Ve1dtIAHNl9PmVDriZs3K0sTMzkoL4LxcrK9URCLUkY85YQJT/FqCskJ83ljNPp5LtNG0RRygA6VyHXRhob7ICkKmqa+rRk76eYdNUICJtkzJ72VJXXjaHi701n8HWeNiWKzoi1XyyG+jnXkzbFsXtX6X3soIEGOkzoX6d1WoeID4ksqoYTm5aQkKgfkqNGosFYtG0zRaoIUV/S75/jdrtp3749Op0OnU7HG2+8wdq1a0lPTy8f99prr7F3715SU1PJzs7mscceE62jVqtp1apVuTOneUgwIcGlwnMyWVkqVOnYMm0alarqHF6Xy8XJkyeJ9brJad26NbfffjsffPABcXFxyOVy3n777Tr/TC5VRvbojbxCSoBZEcK2Hdv9vs+y1z6h0Cx+MDIoc7juhZlNMvx/7/zFhKrFfwNCOwVKTcNFZlithXy64ykO6YpQu+De5tczoMctDbbfpcrwcVdwsJVHoLFv4WbW/77sAjPqT8sYsbaSKT8JtdHAnLc+xqDxvDflFhzk2ycexWWvOmVUou7sXbeCL5+8B1PRMZ9rSkUEU+//P2Y8/lyd1k7bfwiLO5vQcXfCzLdIaz8Gs6LySjBh5tPo8n8iodkPpLY4xtgBvlGnEpcPTqeT79evJcPYVdSvdRdzdQsN7Tt1DLhNKi/fg0vwdcasXL2oRgLCHfLEAsLedB4yvizgEACD3kl20oka2xponPlnRW2HoWapkZWRdyKd9b+eQkBOxzZOBsyaUOe1OnUUR+1ZFMGYii58kCkhIdE4SI4aiQZh/d8bSQvqJuoLKT7F3m07ePnll9m7d2/5v3379tGrVy8WLlxYPjYyMpIOHTrQsmXVYnhty8N7vfNrBUCGrEK/TCYjJiamyrW+/vprCgoKuP76qnVDQkNDiYyMpPgiqDQQaFpHRRFmThb1HbfZ/brHhi++JCsrRtSnkZmY+tgoNAZj5ZMaEaupGE222CGTaz/DwPt98+/9hakokw92P8NJnRW9A+a2nk33TtOqnyhRKRNmzuaYumd5u0v8Qo4eSmiw/cbeMZOKGcluwcTfi75DYzQw++2PMWo7lF87V3SIb556RHLW+BGn08kP/3mBv398B5c7z+uqjJDwvvzj/QV0G3xFndYvKixk/ckjuO96k4z2E7AofB9KZQi0NCdytT4fuX0TyS1LT+VbFxgIDpJOvi9nflq/hnSv+yqNu4SpIdC5a9cqZjUs3hmYbq+IGqvVygH3xmoFhKMyddx544VTl0MiWmMqER+4ndr/d41tDTQKk/heUQhqVqd1LPkmVs7fjkNQ0dJgZtwTV9XLruDQULTuIo9dyEhM9K1iJyEh0fhIjhoJv5OalMx+pdjBonWbaJaRRm5uLnfffTc9evQQ/bvppptYuHBhrTRnhMQ45GWVnSpeQ44M8ToajYY+ffoAUFxcTFZWFunp6ezYsYMnn3ySefPm8eCDDzJqVGm55C+++IK5c+eydu1aTp8+TXx8PP/85z85cuQI11xzTR1/Mpc2ndXiO7ZcfQxZGRl+Wfvgqj85GSdOd1JiZ8StrWnRLvCniDVh97uLMCo9D1YCAqHD211gRv04d+4U7x16kXSdk2A7PNJhHjFtR1Q/UaJKFAoFPeY8zVlZ6WtPgwOWv05eXvWnw3Uhom17tBqxCOjJ85FpGr2eOW9/TJDOcxqabzrKgicexmH3r1P0ciQ98QSfzZ1NVvIWQJy2KZcF0XfCTO5+4320ekOt184/d46fVq/gs8PppEcPxyoP8hkjw01EyUmubVbCfRMm0LNXb9INnvfPzroBtd5X4tLhh1UrSQnqLupTC2YmGe306NmzilkNj6qa1Kdvfn+PrPALO5O1DoExETNqtJ+1RKynYimuukhEY6P2Ks2tCW9d6zVcThcrX1tJsUuHUWFh6tNTa1XhqSr0DvFnWMa53HqvKSEh4X8kR42EX3HY7SxLTsMm89zMyhAYKivk9z/+YMyYMYSFhfnMmzFjBqmpqaxfX325RbvdRklOFiPt++mmLEBG6YmAUK5NIyBAub4ECPTv1xfN+YocL7/8Mm3btqVr167ceuutJCUlsXjxYt57773yPQYNGoTZbGbu3Ln07duXcePGsXnzZhYsWMBtt91Wx5/Opc0VQ4ejc3nKPrpRsvnwgXqvm3b0IHuXW3FXiDSQ4ab7CAtdho+p9/oNQX5KBs3tYmdltj2FrtMrF0msL5lZcbx77FVyNG5aWuU83v15WkXUvwyoBISFhcBVz2Cj9Oa4pZBH/NevN5hGTFSPPqK2uSSVkqLSvyuVTsvsdz+mmd6TIlVYcoyFjz+Ew2JtEHsuB9Z88zmLXn0Uqz3V55pWE8Mt/3qf8bfNrvW6udln+WHVSr44ls2poB7Y5L5OHjkuWhUf56YwB/dOnFj+0L0/fhsF559J1U6BsQOurfX+EpcGP69eSVIzsZNGJVgZrzHTp2/9qwjVB7WXSE1FR01aajIpbaqP1IhKi2TIkJp9Nsrl4mIOKm3TTdnRl4gPDFvE9qj1Ghve/JOzJecrPD00HH1Y3aJyvNHZzaJ2vsv/moISEhL1p+mJOkhc1CzZsI58rxuKdqZjXDF5GleMqDpcPDY2Fvv5U2H7BU6H83JzmGooZt5DQwAYr87AJcg44QpGpzfwzDPPAKWuGhnw3DNPM1R1FnXCbrjqahITE2v0ffTt29dH4FjiwqjUaiJL0klq5gnnz9BF4HQ666wfYzqXw/rP43AgFr+Lik1nxK0P1cvehuTQ5ytorfCUTXUJTjrcOKxB9kpK3cpnZxZiVkO0RcX9/V8kyBhZ7TyJmtOjd1c2JM6i17EvAOhqP8q6bxYwec49ft9rwl33cGr/GgRKHS8CVtZ9+yXXzH0CKP07m/XOR3z7xCMUlJQKmxeZT7DgyYeY+eaHaPRSBY+aYikp4ocXn6fw3GF8U2hVtOk0ghlP/avW71+ZZ86w7kgcGcYOOLw+D8tQ4CSy+CRjOnQmdvhkn+v70tbC+WfS1gVGgoxVa3dIXLosXr2CxCDxA75SsDFGVcCAgUMbySoPKoU4gsZd4c9o8Z75mNpeWEC4uUnGzCmP13i/iJg+OEs893HGICsOuw2Vuu76Lw1Bft5ZdBV8IYIM2vcYWKs19i5cR+IZJTLcjL++PWGday9cXhXBMjdnKrRLFE3r5ychIVGKFFEj4Td27NxOUjNxnnSI/Qw3ja276FlF0lOSSf78/+jkOl3ep5AJDNUUMuqKEfTs2ROtVotCoUClUNBbeY7bdYkMUefQ1xbHtnVr/GKHRNVc0aW7SBuoWBnO3r176rSW0+nkz1d+xeISO2maB6dw1RNN10mTvucIEXJxycxsdxqtB1T+wFYf4k+uYH7GQsxK6GzR8fDg1yQnTQMx7vqrORg8qrzdN3MZ2zds9fs+hmbB6A3i10/60UOitkqtZtbbHxAa5El5MFkSWfDkQ9iKS/xu06XI4e2b+PzRORSeO4S3k0YpD2fczGe55bmXauWkSU1K5pvVf/FNcgkpQd1xyHwffpSCnYicfVwlZDN70lRiO3TwGeNyuUg3Zpa3uxgG1dgGiUuH39as5LiPk8bOSFkOQwY3vpMGQKX0ctS4Sx8rVq1eQlpU9eWzO+T2JiTYN8q6KjoOGoXT6dlTpRQ4tdf/78P1JfnoblHbbADDBYSSvTm1bj9795a+lw8ebCR2bF+/2hdhEEfmWNSSI1hCoikiRdRI+IWcrGy2Owy4FR7fn1qwcGV0JGp1/SvcJB6Px/rrm7QVxAKPZ2VhqG54kkldPTczbrcbm9XGyfceJlywlfcbdi/GdsUoNFptve2RqJx2sbE0T9pEnjamvO+IyURdbin/+N8nFFljRH1GVTbXvlD7FIRAkrRkF5GamPK2zWWm7wNXVz2hjuw9+hM/FK/HpYA+1mDuGvYyKpXO7/tIeBh5zzwOv5dCjCsFOQKRO+aTHBtDTKz/TjoBOg4ZRtwGTzUTqy2d7NTTRLT1RGkp1CpmvvMB3z35GHmFcQCUWE/z9VMPMuv1j9A189VBkShl0Rv/JS1hM+AbvdkspCe3/fsVDM1q/uCSdOoUm06dJMvYEZeX2GsZKsFGWHYcli2/4bYb6DX/qyrX23PkbwrP/ylrnAJjBki6aJcbf6xdxTGj+LWkwMlwdyYjRjZMCm1d0HinPp2v+rTfvR6n/MLRNFFZOu666eFa7adSazCZtISGekpzZycdpOvw8bVap6E5l3qCivUeLYaan4vnHEth4x/JCKjoHO2k/13+/97ax8SyMcWjHWRWhmC32/1yvy4hIeE/pIgaiXrjdDr57cgRnwoWfexnKj0trC1xe3chLPkfEV5OmlRZa4Jvf5HOXcUnTnK5HJ1eR+EAcQWnNkI2639YUG97JC5MB5k41zlXH0N+bu2E6tZ+8jlnc2JEfRpZEVc+MQGNrvZinoEi/rf1RFRw0gDka3MJjoqofEId+Xv/p3xXsh6XHIbZI5k14nXJSRMAtFo1kbf9k0JKq4wFUULuz69iNvtXH2b0jbcjl1V0tDjZ+P03PuMUCgV3vvUu4SEenQqzLZkFTz+EuaDQZ/zlTnZ6Mh8/OIu0hHV4O2lkMgPdRtzMve/Mr7GT5kRCAl+tXc1P2XDG2BVXJWdfasFCTOERdL/8i8Ll87EXZtLviqkXXPfAGY9WW+uCIIwGyel2ObFi3RqOGLpU0N0r1TIa7EhjVBNy0gCovepzu93w2c+vkVmNgLDGKTAyvG66Sw6b+O/B5T5bxcjGw5GXJWrb9TVzgJhzC/jr0904BBURRjNjnpjeEObRqk0b1IInN8uNktNS5ScJiSaH5KiRqDd/blhLjl7skGlTnMBkP6Q87di4luDV7xCCWDDupKI9Mff9l6h2MVXOHTl5Goc1vUR9PbM2kHK6Zjo1EnVj9LAr0Lg9ZSmdMjUb99c8/Wnfst85fVQsxKvExsjbo2keFeMvMxuEol0ZVDxDLHbmM+TxW/y2vtvtZuWuN/jVtRdBBhNdHbh52H9QyKXgyEAR3bYVeSPnlYuVt3Onsf3L9/26h0qjISg0VtR3Nvl4pWMVCgV3vPk2EWGe9BiLPYWFzzyEOb9hqlNdjGxa9D0/vvgwFmuSzzWNKorrn3qdaXc/WKO1jh45whdr17L4nJpMQxfcKHzGaNwldDQd5d5uEQTtO4yjOBsApTyUATddV+XaLpeLNGN2ebuLcXCNbJK4NFi9cS0H9R29nDRuBtqSGD96bCNaVjkapbejRkZK6+of+KNTIxk+rG6RInqDOIJRazBXMbLxkJmKRG13UPXOVpfdwYo3VlPi0mJUWpj6zDQUSt/3Fn+hd+SL2qnZmVWMlJCQaCwkR41EvTgUd5DjRnF5ZKMzhxlD618WeOOfvxO9/VMMWET9R9Xd6D33v4SFt6hipofY62ZjwaMToMNG4m8L622bRNVotFoiSsTVU9I1oTWam3bkAAdWO0QPPjLc9BzloNPQUReY2fjs+WQxYRpx+U17pBO1wT+RLi63kyU7/s0qeWlKzHXyflw99DnkcultPNAMGTWUg1GeiL0+pm2sW/y7X/foO2WKqO1wZnHyYOUOT4VCwa2vvU6rFp4kQ4sjjQXPPkhxTvU6EZcyNpuVBc8+xr5VX+EWiryuKmjZdjj3z/+GmK69Kp1fkbiDB/hs3XqWFhnINnRCqOQWSus20cV0lH/0iuKWyVfSLDiY5GSPXkW7doNQKKp++NoZtwFThbSnsQOltKfLhXWbNrBP0170upIh0NeSyCQ/af35G43a11Fj0vlXQNib9v3HiNpBBgeFZ7MqH9xIqEvEEXuq5tVH1a57cxm5Zj1qmZ0r545AF9qwkXQ6e7GonWezVTFSQkKisZDu8CXqTFFhIRsKnbjOl62FUqG7CaEaguqpj7D65+/pdvgbNIjDZw/oBzDskf9gNNZs/dgOHTkSIT6F6m07xJY1f9XLPokLM7RtjKhdpIrkwP79F5xTmJPJ+s+P4EDs2Gjb4QzDbrrV3yb6FbvVhjxVLEh6zp7FgAdn+GV9p9PGt9ueY6s6A7kAd2hHM3ZA0xVUvhyYcMcdxGs9pbS7n/iOg/sO+239gROuRCkPr9AjsH3xL1WOVygU3Pb667SJGF7eZ3WcYeHzD1GYmV3lvEuZ4/t38dnDMzl3dj8gLpWrkIdyxU2PcOe/X61WMHjvnt18un4jy8yh5Og7iKIdytC5CuleHM9Dfdtz43kHDcD+JX/gdJc5y1SMnj3ngnvFZW0o/7pNQTP0TTjVU8J/bNryN3vUbb0OKQR6lRxn2vhJjWjZhdFpxH87bu/iaZXQPq9XrQSEvYmI7YzZUmFfGZzcvb7qCY2Ad2nu0LadLzh+91drOJ2pQo6b8Td2onnHNg1pHgBBgkvULlZI+jQSEk0NyVEjUWeW7NpJsTJc1Ne15BQ9e/Wu17orv/qE/qcWofC6sd4TOopxDz+PppZlGMffMYcMmTiVptneX7GYLVXMkKgvnbt1J9SWJuo7mFt1HrnDbmPZa39icYeI+sNCkpn2WM3SERqTXW//RDOV+MbT0C+8zmXJK2KzFfH59qc4oM1H5YZ7QqYzuNed9V5Xon4oFAr63P0UWbLSyD4VTjSr3yInJ7+amTUnJKK9qJ2ffbqKkR5uefVVolp7os9szgy+fXHeZees+f2DN1nx0f/hcPqetBuNXZj1+ucMmXLhaJXtO7bz8Ya/WeVoSa4uttIxetc5ehUnMHdQF66fNA2dUexYObB5ZfnXoUFdCI1qVeV+LpeLtCDP+2S3ZkMuaJ/EpcG2bVvZoWjto3HUvTiB6ROnVDGraaBRqURtt7s6AWEtM2+cV+99zcXiA53Cc6fqvaa/KDEVovcqvhfTo+rKbYlr9rH/QKnO2ZDhzYgZVb976JoSrhX/DC1qSQtLQqKpITlqJOrEX+vXkmHsIupraU7kqnET67ym0+nkr/lvMShLHO3y/+ydd3gTV9bG31Ev7gXcbbAxzXTTm+ktlCQkkBBKAumkbdpm98tmk82mbjYhbVMoCQESAiEQWjDFNFMNmOIOuPdudWk08/0hLPlKli1XyWZ+efRE9869M0cykuaee857WAAXA+Zi7jOvtGrhK5ZIoBxJRjYEsWVI2Lax1bZyNE+EkXSElckjoKhTNDp2z7+/g0JHpg25iUqw6M3HO8y+9kJRUgEvNVlCvFSXh5gls9p8bqWqHF+efx3pUjWkNPBMz0cQE90x4oIcLcfLywOCBa9DC9NOpB9bjYxNH4Cm6WZmOsb4B5cADaI3jEwlLhz6o9l5S979F8JDp5rberoEP/5jLarzC9rFLlemurwE3zz3OG4n7wMLUuSZggRRIxbiyc+/g5dvj0bn0zSNk6dO4MuE0zjGBqFKEt7oODe6AsPUmVg7OgYLZ85utJpgSWoGFBrLAnL03PtsxjTkTHI8lBLT31tiYBEX2zqxVY6uw7lzZ3EK/kRkMgD0VaTi3plNi067AlKxtaPG/lgxzWKCbzul8jHkby5f6Dp6XDkpl0A1iCzSyAAf/8YdtGUpOUjYmwsWFPpGMBj6cOfpEPUKCSPaaoF3u/12cXBwtA+co4ajxdzOysI1SSjRJzPW4P4hQ1odQaDT63Dsi38jtuYk0W8ED1ciH8Tc1U+12l4AGD9jNq41SFMAgEGlCci+xQkLdxRxY8ZBxFqcNQZKguPnz9iMi//yG5RXRhB9El4t5r86GyKx65dSv/zlbkj4ll10I2tE6D1DmpjhGNU1OVh3+e/IlRrgbgCej3gakRFxbT4vR/vSPyYaNwevNrf7GtJwdJP90sstIWpILEQC8gb/Wny8Q3MXv/0WekdYHOcGYxl+eudFVObkNTGra3N27y78+MaTUKkybY6JBEFY8MK/sfDZxrUxaJrG0RMJ+N/pCzjJD0eNuPGS6+6GUozUZeHZMYMxb/rMJsvZnti6GfUpVyJBAAbOalo89VrpCfPz4BovSLrA9x9H60m6eBEnjN6gKTJKuE9dCh6YNddJVrUMmZi0vanUp5D8nhg/rvWbeQ3xCSRLl7u5a13GyVCek0K01fLGo4xUZdU4+N1F0KwQAe4axL14T2eYZyY0PBwC1qJLQ1NiFOR2398HDo6uCOeo4WgROq0W+wvLYaAsN5A8MBgv1sLXv3lx38ZQKhU4u+4fGKa+RF4LQqQNXolZSx9pk8319LnvUagbCAtLoEf2Li6qpqOQu7nBX5lL9OUKyLSAi7t34HZ6ANEngBZxq6LgFUg6A12R4uR09AC5oCul8xA+cXibzltaloLPbvwbpRIGvjoKL0W/huDAEW06J0fHMWX+HFzxtkSwDCvbj9Pxx9vl3P69+hFtRU02DA6KPt77j/9DVKQldcJgLMeWd19C+a2cdrHNVaBpGpvffA1nfv8SRsZ6Z50H34BYPPXFD4gaEtvo3EMJR/B14iWcFfZCrSjIZgwAeOqLMUZ/G8+OH4FZU2ZA2ISDBgAMej2KSpLN7ej+TQvsG2gDCjzKze0B3mObHM/RtbmafAXH9G7EvRQA9FakYMnseU6yquXIpaSjhrUTUeOtBFbNerndrtt3zHQizUosYlCYmtzEjM5DW1FEtHUyoc0YWqfHgY/joTZK4CHUYO5f54LXgRWeGkMgEEBGk9+X2YWco4aDw5XgHDUcLeLXE8dsbmR7K9IwetQYOzOaprKiHNe//D8M1KcR/SpIUTD+GUyZb7+MaUsJ69UbKQHkjuYg/Q2c/HNfu12Dg2R4T7LSQY04BOmppt2m7MvnkHwEYK0qPA2ZyqLX8Nb9e+pssn45DQHPchOmZ7SIWd22HcPcgvNYd/NTVItZBGkFeHHQP+Hn17QQIYfziVvzLG7xTZoyFICQi//DrZu5TU9ygCnLVwINtCsYVonjO7Y4PH/h399A3+h7UJ9CRTMV2Pb+SyjL7B7RhDmpV/G/Z1egvPA8AFIck0d5YuQ9T2LVe59AaLXzr9frsf9IPL48cwUXxVGoEzZelcVLV4CJxjw8PWEkpsdNdThqNPGHn8CwpqoqFCXFpNWPNjn+zJVDUIpNfyOpgcXkEfMdug5H1+PGtWuIV4mgp0iNkPC6VDw8q+s4aQDgwsVjRNte6lPvsrYJCFsjcXODQkE6S/NSz7bb+dsCVVdLtBk3N7LNMDjy0V5UaEwVnuY+PxFiT3JMZyHVk5XwKjSuV+qcg+NuhnPUcDjMiVMnkedOhpv6aPNw/5TWLUwLcnOQ+92biDJmE/3V8EDdrFcwJq7pMPHWMG35oyigyAgO78u/Q61S2ZnB0RaGDB0GD30x0XchPxe1JUU4/sNN0CB3EyP6FmHUfQ92pomtJvNgIgKEEURfpaAEvlGNa1o4QsateHyZ/z2UQqC3RowXRrwHT8+Or/7A0XZEIiFCHnkDNTAJMsqhQd2O96FStU20vGdIBCRWaTi3zrdsQXLPX19F//4LYXHWVGHbR6+gODWjTbY5m/3ffoFdn/wVekOhzTGZNBLL3/0ak+5bSvTrtFrsOfwnvjp/A1dk0VAKGo8E9dHmYgoKsHbKBEyeOKnFab2plxPMz3v4DIK0mUqI18tPmZ8H13i3WDSfo2uQnpqKg3U86CgyujREkYaHprtudSd7JNOHiTbLAKxVBlJwqQSrlrzQ7tfWaUjnht7qXsNZCNVkxCPfh/yOubj+MLJLReCBwYyH+sG7l32B8Y5GzpBlxBVU50b1cHBwNA3nqOFwiKKCAlygfIiypGJGiflREc2GgDdGZnoKare+jVCWDBEtpXzBW/w3DI61r5DfFsQiMTRjHiD6AthyHN/KpUB1FKF6MrS2VNwTf3y0H1rGk+j3983B7Oee7kzT2kTF8ZugKMvnQU3XYdRLrXcyJaftxLcVv0InAAZq3PDMmI8hlfk0P5HDZQgJ6YmaKS+CvvPTGsIU4dz3/237eWNIzSO1Kh/Kmio7oxtn7qsvIWbQfah31hiZamz/72sovJHW9EQXRFlThe9efBrp53eCZckdYApihA+cjae/2gi/QIuDS6NUYVf8QXx5MR3X5f2g4jf+2fLVZGOWsBTPTJ2M8eMmtMq+22cvQqOvr3pHYdLSZU2O1xv0KPCoMLcHeo9rYjRHV+VmZib2VdHQ8UgHQ5AyHY9Mm9EuVQI7k+9/+QhlPWlQVisJymiJMhXRLMZ7dUx0mEhEOjjE1qWWnIRUSUb2eQZHmp9nHLiAK9dMjpyxE70RNm5gp9pmja/V/btaKLczkoODwxlwjhqOZqFpGnsybxI3FxRYxDIVCA0La2Jm4yRfPAfqt/fQg60k+vOoYHiteBtRfQe02eamGDd1Bq5KhhJ9g8uP43Zm195ddlXiYkcTgnWB8aeh1JNRTe7iYiz8+xOdbVoQ6L/fAAAgAElEQVSrubJxD/ytohxUPipIPFtX3jIxeQM2Kf4EzQNG6fywZvzHEIlk7WEqRyczctxIXA+3OIMHq87j8C+/tumcM1etAdUg+oyFFkd+arlzedZLz2PwsAdR/9NvZGqw49PXkX/lWpvs60wuHT2I9a+sgaIu1eaYgN8Ds554E4tffsPcp6hTYOehA/gq+TZS3fpDw/eymUeBhb/6FuZJqvD0tCkYObJtZbFP/7bN/FwqCkPYiKFNjAZOXz4I1Z20J5mexcQRXSv9haN5cm7dxh+lamh5HkR/oCoTy1uQUucqlBYXIjfQJNrNs1pJ8IyWaLDQ/B6YOKHtFRAbIyyG1HFyd9NDo6yzM7pz0Om0kCvJvtB+Jn250uu3cfJAIVhQ6N+bxeAlk5xgIUmIVTUqjdDbSZZwcHA0Bueo4WiWXUfjUSmJIPpCFWmYMimuxec6czQeXvH/hRfIMs1Z/Ej0fuJdhIS03PHTGvotfgyqBgsfMQzI27OpU659t+Ht4wN/dQ4AIPzkHijqehPHpbwazP/rfAi7SKg/rdPDmEWms9ToyzDqxaV2ZjRN/MVPsd1wFiwFTKHD8fC498Dn24oPcnQdpj20FDekFkHpgbd+xuULV1p9PqncA3I3MqWuMOVqq84147lnMCz2IZidNWwtdn75N+Rdcg0hTnvQNI1t/3oTx7d+AiNTaXWUgpfvUDy57gcMHDMRAFBbXY3thw7gm2u5SHcfAC3P1olKgUFPVRYWuivw5PRpGDa8bSLgAKCurkFFlcWJNGjk1CZGm0ipTDQ/D6714dKeuhn5ubn4vagGaisnYU/1TayYHNeqqGRns/X0OtTe2UuwdtQIaNPvl7cSWD618Spr7UF4zAhodZZUHR6PRebZY03M6Hjy0q+C10CnRycGAsMioSytxsHvL4GGAEGeGkx63jWcsVFRUeA10PbS8eQoK3aNFDIODg7OUcPRDEkXz+Ome1+iz8NQjAcnTWnxuY7t2YXwc99ADi3RnyIagMFr34G3X/sJzTVHSHgE0oKnE30D9ak4vm9Pp9lwNzHYywuB145CVRBB9AuhxdQ1/eHp77wc7ZZyYd12eArJnHNhf7cW74gyDINdZ97BPpjElecjBveOfRM867teji4Hn89H7JpXUXRHD0sII+SH/4uS4vJmZtqnzziyapBWX4jinFutOtfUZ55A7JgVwB0hb4ZV4Lev/47s80mttq8jKbiZiW/XPori7JMADMQxHuWGIVNXYPXH6yCRyVFZXo5th/bj29RiZLkPsEkzAQAejAhUZeIBby0enzEDMYMGt5utx9dvAnvnN45HeWDM8oebHK836FHgaXE8DfRtXboVh2tSVFCA33LLbVLt/NW3sGLChC7ppDl6dA8KQi3/Zm1Tn0yvqVdZDHz9WlcN1FFUSlLnrqrYuamcJTfJ6ES1GwVaq8f+j+OhYSTwEKox+6/3dHqFJ3uIJRLI6GqiLyvntpOs4eDgsIZbEXDYpbqiAie1IjANqvIIWR3mBPhAIpU2MdOWQz9vxoAbmyECqTJ3RRaLsS+8DTe31qWMtIWpD69EHkVWsPK/thtKpcLODI7W4kHrwNzwBNvgK4cHI4bO5CFssG3JXFdFXVULeQ35b7VMl4+hK1uWg280GrDlzN9wXJgHigWWisZhxsgX29NUDifj7iGH9L6/Qn0ncs8Htbj904fQGwzNzGycSYuXgUc1TJsw4viWH1tt3+QnHsWo8SthcdYosfu7f+BW4rlWn7MjiN/8PX59/yVo9bZlYyXiCCx983NMf+QxlBQV4adD+7E+sxK33QdCT9mmDvJBI1iZjqX+LFbPmIno/u2fZnsz84z5eUjQ8GYX4ieT9kEtMqU9yXUsJg6f0+42cTiH8pJS7LhVBKXAj+j31eRg5fhxEEskdma6Nhd0h2DgW/TZeBR5nDIKEVwqxqNLOv43zWggte7At46261zUZflEWycTIP7DP1CllUFM6THvxTiI3V0rrVmqJ6tUlSqcmz7GwcFhgXPUcNhl55UrUPPJfNVB2lz06dvXzozGObD+awy/vRN8kHUbL3pPxtTn/ua0MG+xSAx6whKwDfp6sJU4uWWDU+zprlQV5iNxWz5okH9neXgOhszuWiVok9bthExgcdQwLIuA6S37POj1Knyf+CqSxBUQMMCj7rMxbshj7W0qhwsQ3a83coY9bm73MWQiYeN3rTqXQCCAh08E0Veel9kW8zBx9UqMnbwa9eW/GVaFPRvfQeaJ0206b3ugUdVh/SvP4frxrWBZK9EHCBEcFYcnv9gAmifE5kMH8EO2ErnuA2GgbBe/AlaPEEUalgUK8OjM2ejdJ6pDbL66708YjGV3WnzErWq6JDcApFY3cOzU+UIk7HoRFhy2VFdU4OeMbCiEPYh+H20eVoyObfFml6uw/pePUeRPVgri8ViiLTAIMd5rQafY4+lDfpZlblo7IzsHto6MTtEKRcgtF4MHI2Y8MgBe4T2dZJl9ZEbyPatj7Qzk4ODodDhHDUej7Dn8J0rlfYi+QFUm5k5zvHwkTdM4+OVHGFn6J9HPAkgKnIu5z7zsdAG90ZOmIFlG6hIMqTyJmxm2QpUcLUev02L/fw5Bx5ICiu7et5EzfhFOnU20M9P1KM/Ihp+RTNEqNeQgcsZYOzNsUaur8PW515AqVUJMA0/5LcHQ/ovb21QOF2Ly3Bm47Gf53hxecQgnDx5uYoZ9hs0hdQ0MdAnSL7WsVLc141Yuw/hpTwAw6UqwrAr7Nv8b6UdPtOm8beHGmRP47sXHUFt1DYDVIpDnh6krXsOYJSvx09Ej2FKgQ577ANCUrYNDwOoQrkjFinAZVs2ag7BeER1qd9IhS+qshywK/pFNX0+n16HA07KwG+g3saNM4+hEaqurseVGBuqEpGi+l64Aj4wYArmbbTpeV6C0uBA5gbZFF3gU+Rn1qPbsMAFha6LHTgfb4PIyKY2SW84rDCFUkvp1KsYUPTMuzheho/s7w6Rm8eaT9+FqoWtF/HBw3M1wjhoOG9JupCBNRgq+yulKLI4d5fA5dHodEj5/F7G15M4sDR6So5ZgzmNPtYut7cHABx6DEpYfJhFoFO75wXkGdSN+f2c9lAZyB8lNXIjsmaYFZ5aBaWyaS5L6w1EIeZaoIAOjR/QjjldtqK0twLpLb+C2VAc3A/B86BOIjpzREaZyuBhTHnsSWUKL4zv88vfITG+5DsDwqbMh4DVMo2Bx7redbbZvzLIlmDTrGVicNWoc2PYebvx5pM3nbik7Pn4X8evfBW201fPx8BqI6c/9A1f0LLaVsih07wcjbIW3RawGvepSsDrSC8tnzUVQSIjNmPamOrcANSpLhNOIKfc0O+fEpb3QNEh7mjB8dofZx9E51NXWYkvyDdSKgol+T30Rlg8dCA9PTzszXZ9tiZ+bBYQbYi2r1idkROcYBMDDtweUKvI74PYV5zmZJWqyNLeG9sbAKGDQYtd1wgZ5k/qQGqFtZTwODg7nwDlqOAhUSiXiK1XE7iQfNKZ68ODp7diXt6KuDuc+exNDNZeJfh2EyBi8CjOXLGtXm9tKcEgY0kNJYeEBhnQc27PLSRZ1D/Z/8hWqaslKNVJeNQrnjAZ1ZwenUhaBovz8xqa7FNknLiFAQL6WcqoQATHRDs2vqMjEZ9ffRrHECG8dhRf7vIzQEMcdnxxdG5FQiN7L/4oqmBZpMmih2fUBFHWqFp/LOzCSaNeUtY/w48gl9yFu3nOgYPruZ1kt4n/9GNf2/dnMzPahvDAfXz/7KPLSDoMFmVpBUTL0nrAM1JxF2KNyR5FbX0I7rR4xq0JkXQoe7+uPZbPnwT+g89IMEn7YBNzRYBPw/TBkUfNVXdKqLdFQoXX+EAq4am9dGZVSiS2XklEtDiX6PQwleHhgH3h6d93Sx0cT/kB+SEWjx6xTnyhe56bvaVVyoq1RO+eegqZpyJTkeyGnvDHBRSo82SMqqg+oBpGLWr4HaqtrnGgRBwdHPZyjhoNgR+Ipm5zqaEUmhgwd5tD8ivJS3Pj6/zDAkE70KyFDwfhnEDd/UbvZ2p5Mf2gFcilyByzgxh4o6jhRtdaQ+MtW5GeTu9hCaBC3ZgAaShIx4ONk6jW4OoUHroHXoLSFxqhE7PP3OTS3oOgSPs38CJViFgFaPl6K+T/08HfNEGiOjiMg0B+qaX8BfcfBEMSW4OKG/8BoNDYzk2TckqUALOqdRqYK5w7sbhcbR9y/EFMXvgjqjp4UCy2O7Povknfva3YuzdBQ0kqoaRUYtmWRcid2bsGWfzwDjcbW6eTVOw7ypX9Bar8ZKJFHg2nktkXCKBGtSMETA4Lx0Ox58PbzsxnTkRj1BuTlXzS3I3uPBp/fdFUXrU6LQi/LYmhQj8kdZh9Hx6PVaLD5/EVUSUiHvruhDEujw+Hr37HVjzqaC+o/CQHhhvB45Odda2jZd1pb4fOtqjCKnVMQovBWKoQNtOJpATDvL4+4fCVHD09PSIwWQWEWFLJuZjnRIg4OjnqcKxDC4VIcPn4UBe7kAtJPcxsLHdSlyc/NRvnWDxDFFhP91fCAdtYLGBM7st1sbW+EQhGYiUvBnvzEvATyRzVObV2PuU//xam2dTUyzhxH6mmJVYUnGrH3SBAxOBaBf+7HLQ/LzmKxLBA0TTtdr8ge17YdRE9xGNFX51YDub+PnRkWbmYn4LuSrdAKgXCNCE+OeBtu8q59w87ReoaPGYbD2Usx9PZWAMAg9SUc/WU7Zi5ruoRzQ6JihkMkDILeUGjuu37kMMbMbR8n+NCF8yAQChG/8xOw0IKFDsf+WAej0YgR9y80j2NZFreUWbhQdR55qhyUaIvB3BGMF/FECJaGItItCmN8x6OHpEej19LptNj21huoKksGrMTm3fuMhTF2BkrkvcGi8QWi1FiLCHUhZo+fBLlbTLu8/tZw4ZedMDKmhQ4FEeLWrGl2zvGk3ea0Jzcti7Fjpzczg8NV0ev1+DHxDCplZLSbG12BByKD0CMw0M7MrsH3v3yMoki93ePWGjUGunNTmgN7j4CuzuJYcHfXwaDXQdjJhSoKMpPRMLFN5QbIPDu/omlrkBpqoeFbouaLa6qcaA0HB0c9ru3m5eg0crOzcUVI3kxImDrcN6C/QwvojNQbUGx5G6FWTpoSyh+8xX/HYBd20tQzauJkJMvIUtFDq04jI8X1Iz5chfLcm0j8uQg0yNDnqCGVGDrbVAViQv8Y8BosylR8H5y/4FolgeuhaRraa2QVhzpDJcb85aFm517P2IP/lW2FVgD008iwdvSHnJOGA1MfXIxrckva26CcX5F0JqlF5+jRi6w0pqzNgUGnaxf7ACBm7kzMWvIaKMpUmYaFHsf3f4GLv5j0cDLq0vBB2r+wLuu/OFNxCvmaPBhYA4ysEUbWCI1Rg5vKTMSXHMS7qf/Atze/QoWO1JzJSr6Ib59bhaqyy2jopPHoPxHSh/+JsslPoVIe2aiTRmasRowyDc/GRuP+WXOdLs569Wy8+bmPZ3+4OeDETa89b34equjBpT11UQx6PX48cQLlVk4ambEK94f7d4o+UkdSWlyI3ICmxXmtU5/0xs4tG9Q7dgIMtGU5IxCwuHnhZKfaAADlKTeItlbumptPjSEzqIl2DdO5UVEcHByNwzlqOKDX67E3pxB6yqISR4HBWF6dQztBl8+fAe/39+EP0gOfywuBz4q3ENW366R5DF66GooGwsJC0Cjd95MTLeo66FRKHPz0BHQsuYPUs2cOpj1u2WEODQ+HjyaXGJOqIisluApJX+2At4jUuWAj+BCIm87BP3/tJ2yo3QsDDxiu9cYT4/8Dsbhr7KxxdCx8Ph+jVr+EAl4QAEAABp4Jn6KosNThc0xbuRpoIKLLsEokbN/crnYOnDUNcx9+A5T5d8GAE0e+wbojb+Orm+tQqCkAw5pu5nl3/uNTfPApvrkNAEbWiOu1V/F+2r9wpuIUAGD3F//B3s//Dwba4tj3HDwN4kfeQen4NaiS9WrUJjldiaHqdKwdPRCLZs5xiRLHhddToNLlmNvjFj3Y7By1RoVCL0ta7eCAKR1hGkcHQ9M0Np9IsKmQKTXW4L4gL4SGh9uZ2XXYdvpz1MqbHmMbUdO5jhqBQABFHRk9U5qT3Kk2pO45C+iURJ9BLulUG9qCl9VqUCVw/ncrBwcH56jhALDj2GHUiMldn4i6NIwfN6HZuYlH4uF75DN4gcwJzuRHIvLxfyE4JMzOTNckIDAYmWFkWcn+dAaO7m57ZZXuzu53f4CKJlMcPKUFWPDG0zZjo/jkjVyFPAIVpWUdal9L0SqUEJeSDpkKfSFin7y/yXnHLn2JrboTYChgoiEYy8e/DwG/c8UVOVwbd3c5PBb/FSqYboa9oEDelg+g1xuamWnCLzAEUgn5nX2rA6LS+k2bjHtW/B0UJQfDp1Ayxx+ZnvkwMg0cNBQPFEWBoiyRL/VtHmVx2GiNGvycuwXvfP84bl3ZCxZaMAC8hs+BaPm/UTJqBWokjS9s3Q1lGKHJwtoxg3DP9NkQiVzn83Ry60+ojwgSC4MRPbn5382EpD3QCk3vl7sWGDtkWkeayNEB0DSNn44dQbGcjG6TMHVY2FOGiMjedmZ2HRIS9iM/tHEB4YbYOGqMnV/NkdaRGyEM27zd7UXRpUycPlwKGW0lgu7RdcSje7qT1cg0Ig8nWcLBwdEQzlFzl5N4NhE5HmTEi5euAA9Mbb5s8LHdOxFx/hvIoCX6b4gGYthz78Lbz9fOTNdm2tJlyOaRVRuCUv5AbR2ngm+PvR9/iSoFuciS8Sux4O9LGk2dmzRuAiSMxblnhBDHk1uW/tHRXPjvr3ATWHK2WbDwHmd/h5RhGPxx7j3sZkw7eXPYfrh/zFvg87pO+DNH5xHZJwL5I54019qIpG/h+IavHZ4fMmgo0dao81FbXdmOFpqInjwBCx/7ByqnBEMTJjfpGDMsKAaEc8Ye9Q4bigUY1ojSISxq+3nAa+QCiFd8gOLhS1Erbjw9xMNQjNH6W3h2/HDMmTYDQhdy0ACATq1GcbklNbb/oEkOzctQXjA/D1X0bFZ4mMO1oGkaW48eRqFbP6JfzChxjw8fUdGOVQN0dc6p99sVEK4nuEwModWYTtYSBgDI3clNQalcbWdk+1KXX4ZDP16DEXxINeQLl/YItTPL9ejTK4poa/je0GpcM9KZg+NugnPU3MWUFRfjrNGdEH0VsWrMjwhudsfyz20/YmDKTxDdKUdaz2X5SEx48W3I5M3EyrowQqEIvMlLwTTQRvBDDRK3bHCiVa7LqS2bUZhL3iSJKDWmPz0Cbl6NazWIRCIEqMgSmoWSzq3U0hTVuUXwMZDRQaX6XPRb0HhlFiNDY/uZN3GEfxsUCzwgGIU5o15x+WoPHM5l4uypuNJjrrk9rOoojjtYDnvGisfMGjIATKK/mzvmO6p2gBCqaLc7ThpTH8MyYBzcOWeMRrAMC7AAeBSqp4Yhf8h01IkaT6310hdiPJ2DZ8aPxIy4aS4rNH5qw49gWVOJdR4lx4THVjQ7R6VWosjL4qQeGjy1w+zj6Bh+PnoI+VaFF8SsCnM8GPQbMNBJVrUv63/5BEU97AsIA4DIyGKM+z3gW2nU0E5w1ETGkp8jN7kB1UWFdka3D3qVBvs/TYCWEcNLrIZMRb4PAVGDOvT67Ylfzx4QM5bULQY83MziKj9xcDgbbhVxl0LTNHalpkPLI8Mbh+mLEd6rcX2Aeg6s/wojsn8DD+SP0kWfOExb+waEQtfa9WwNseMmIllOCiAPrT6NtOudm/fs6qSdOoK0c26E4CcfNEYucEdwv6ZvUsb0igLV4N+QQtgDSRfPNzGj87j23X6IeZZFsJGlEfnA2EbHGgwabDr9Gs6KS8FngBXy6Zg47InOMpWjizPt0TXIEFp25iOvrkd6amaz86RyD8jdSAdpYdr1drdPz+jxW/4vYCgGFEXeMrDNOGtYloWRpsGyrGkuZYocYWCAQnDEZryPLg9xbAHWxo3HlElxLuugqSf9xinz8wD/wRDLZE2MNpGQtBs6gen70kMDjIqJ6yjzODqAbYf2I9eddMaIWA2mS3WIGTzYSVa1L+XlJcgJSGt2XEi+P+ImzbFx1Bg6P/MJ/mG9oVI3+L6ggKykox12PYZhcOjDfajRyyDh6TD6kWiIG+i5MzwgvP+wDrt+RyA1kFHjBRWO66ZxcHB0DJyj5i5lz9F4VEhJh0yIIg0zptjPladpGge//BAjSw8R/SyAi0HzMPfpv7j8jXVLGLb0MdTBUk1ECCMqD/wEmqabmHX3UHorA2d+LYcRDauVsIgeUY3BM+banVdPVHQ0vLVkVM21auenlxVcuIaePHIBXMrkI2jEAJuxWm0tvjn7Kq5J6yAyAo/73IcRA5d2lqkc3QCBQIC+j76BCsqkZyCBHobdH6Gmpq6ZmUDf8aZUm19PZ+D1H09ha8IxFGaTu6BvvPEGRCIRFi0iy3eXlZXB3d0dvXv3BsPYrqyioqIgEomw6eAG1BlMtlCgcGnTVWx/5HfzuLT9Gfhq9Pf4avT3+Hrsenw/7Uf8uvJ3nP36ApTlSpODhscHS1FIWn8Z2x/eBYCFlpeFSwe34J+To/HPyX3w9uQ++L/7F+G1V1/DgQMHCFumT5+OF154we77IBKJGn189913zb6HrSXzxGnozCXSeZi0bLlj81QXzc9DlQFc2lMXYvuf+3HbykkjZHWYKqrDsOHDnWRV+7Pl+GfNCgh7qYBH4l4EAPCtNGqMTioYpFaSAriKmuwOu1bilwdQUCUBH0bMWjUYFeU3ieMqN0As7jpiwgAgM5BiyFWGpiOqODg4Oh7OUXMXcjX5CjLdyRxqd0MZHhg/0e4cnVaLhM//hdjaRKKfBg9X+yzF3Eef7BBbnUmPgCBk9SKFhfvSWTj+x+92Ztw9aBS1OPRFIvQsWRY3MDAXcY8+5vB5IlhS36hMHoFaJztrsn9LAp+yOBx1RjWGPj3fZpyirhifX3gdWVItZAZgbdCjGNCneQcVB4c1/v7e0M16BQaY/t0FsGVI3vAxjM2seCbctxQ8yiQC6SkT42pOGQ5t/N58nKZpbN26FaGhtloJmzdvxrx58yCRSBAfH29zHAAkEgk++ufHYMGCgkUw2FqbRiARYMUfD2HlHw9h8YaFGPzgAOScysOOFbtRlVtrddb6uQwoNg1SiRgF+fnIz8/H+fPnMXbsWDz44IPIz89HS/jmm2+Ql5dHPJYvd8x50hrO7P7V/FwuiUDwoOZTXhTKWhR6WRZDw4Knd4htHO3PzkMHkOVB/o0FrB6T+VWIHTnaSVa1P8dPHkRBaHmz48JL+sPfPwAAwLcqDkA7IaIGACiW1EXkC62/e9qHlF2JuJHJAmAxcWZPBA2PRl3hLWKMRt71HLAeLPmHU/LFdkZycHB0Fpyj5i6jtroGx+oYGGFZiApYPWb6yiF3c2t0jqKuDuc/fxNDNVeIfh2EyBj6GGY8+HCH2uxMpj+4DLetoitC0v5wujPBmdA0jd3/3gIV7U/0e8rycc/rthWemmLK6PEQ39F4AACaEuP4xfavXuMoqbuOoqeYFAyullTAM4Qs0V1VdQufXXsLBVIannrghcjnERE2vjNN5ehmDB0xCKnRj5jbA7VXcWTr1ibnCAQCePiYIiMDfeTw85Di2MkT5uMHDx6EWCzG5Mm22ko//PADli9fjmXLlmHTpk2Nnv+x1Y+hIK0At45ngwLpnOE1iAShKEDmK4HURwLPMA/0mRONe79fAJGbCCc/PN3ImSmAYiH3YCEQCBAQEICAgAD06dMHb7/9NvR6PVJSUpp87dZ4eXmZz1P/kHZQ+W5FWTmqai2pIUPGznRoXsKl3dDfSXvyVAOxMfY3Rzhch9/jDyLdnYyo5MOACSjDmDGNp8R2Vc7V7YO+GQHhoDIR1ix92dy2Hm5kmhcZ7wh8g8m/kZu7tt0joAsvpCPxmMmRNbi/AP0XmP7+dDVZtdIg73pODj8ZGUalEbrbGcnBwdFZcI6au4ydSeehEpC7Dv3Vt9E/pvHdwLLSEqR89Xf0N2QQ/QrIUDhxLeLmLegwW10BgUAA4dSHCWFhX9TizNbvm5jVvdn/8f9QoySdVzJBBe59c1mLU9+kbnL0UOYRfXlOLAtZd76IWI4q6WqM/guZylRcchWfpr2PcjGDHloe/jLg7wjs2T20CTicy/QH7sNV93Hm9pD8XTh/smnH5fB7LNFeI/v0xLnMDKQnnQEAbNq0CStXrrSJgDl9+jSqqqowc+ZMLFu2DPv370d5ue0uuntPd8Q8MBDnv04CayR3zSmKIpw1AMBSPLNelVAmxIBF/VGcXAJNdX31EBYUBfDu2FOlryLm0zSNH3/8ERKJBEOGDGnydTuT4xs2gYUpLYDP88Kohx90aF6W+pL5eagqiEt76gLsPXwIqVbVnXigMYYuxITxzZdi70ps+OUTFPbUNTlGaGQxRjaP6LMRE3ZSRE3fsdMIJ5FYxCDvWvtVk6zNL8Ohn27ACD7C/HQY+/Rs8zG+gkwbYt27Xnnr3iHkJpVG4A2Dnkt/4uBwJpyj5i7iwNF4FMv7En09VVlYOGN2o+Pzsm+jcMM/EMnkEv1V8IRqzssYPWlKh9nqSgwfPQ5X3MjQ5qG1Z3Aj+ZKdGd2X4z9sQlEh+WMuolSYtXYspO6erTrniKBgol0rCsKNa9fsjO44Lny9A77iIKJPH0BDJLfsymfnnca67C9QKwJCNUK8MOwdeHs3Lb7NwdESxq15EXk8U7lqPhj4nvoc+XnFdscPmzzdXP1paC9/FFQqsXv9epSUlCA+Ph4rV660mbNx40Y88MADEAqFiIiIwKhRo7BlyxabcVqjBsNXDIG2RovUP9JtjlMURUTamMTBWVB3Qui9e5nK2yuKFOBRtilTekYPlUoFb29veHt7w83NDX/729+wfl3q7kAAACAASURBVP16BAY2XhHKHqtWrTKfp/5x48aNFp3DEYxGI27ftoieh4XGOuRwqVXUoMjbEj04ImxGu9vG0b4cOBqPa/I+hFg+D0aM0udhyqQ45xnWATgqIBya74cpU0hHjdDqn7+zImrEUjkUCrKYRUFG+xQoqK/wpGPF8BarMfP1+URVR5HaQIyX+AVZn8LlCQoNgbBBOjpNiZCbk+M8gzg4ODhHzd1CVkYGrkvIBbbMWI3FI0Y0Oj79xlUot72NELaE6C+m/CF84P8waPjIRud1V2IfXo0aWMJABTCi9s8td5Ww8I2jfyIzyRMgKjwZMOZ+HwRE9bM/sRliBg2Gl54so5lU3LFlNa3Ra3UQWEliVOlLMOKZxeZ2atZ+fFX0A9QCIFojxXOjPoC7W0Cn2snR/ZHJJPBd+jcoYKog5Aklire9D63W/s6mWGb6bpKJhRgY5otj5xLx448/YvLkyTb6NHV1ddi1axeWLVtm7msq/UniIcawFYNxcf0VGDSGRscApvQnimHAYxhQrMlhA5a1HGvgpGn4XCaTISkpCUlJSbh48SLefvttrFmzBgcPHrR7rcb44IMPzOepf0RHRzc/sYVc3b0ftLHiTkuAKasedWhewqXfzSklXipgWP9xzczgcCbxCUeQLI0C2+A2mQKDEdpsTI/rfiXVtyasQ00zAsKeKuCRuJds+gVWKwlnOWoAQK8hU/gNhrZXLmIYBgff34tavQxSng7zXpkGoZRMbbIuze3Xq+uVaRcIBJAaqom+nKICJ1nDwcEBcI6auwKtRoODJVUwUJYfFh6MmCTRw9vHx2b85XOJEOz5EP6w+sLmhcB3xVvoHd3XZk53x8+/J25HziH6oo23kPD7DidZ1LkUZaXi/O4amwpP/UbVYWCcY/oMTRFqUBDtMrdwaJQqO6Pbn/Of/Ax3IflZkA/zM6dyJaX8jO+rfoeeDwzReuLJsR9BImldBBEHR3NE9ApByZhnzSmXvYw5OLX+C7vjA3pHmp+PjOqJizdz8e1XX2LVqlU2Y3/55Reo1WpMnjwZUqkUUqkUa9euRXp6Os6cOUOMFfFMu9MxDwwAT8BD8jay/DdDG1G/PLEq/AKKZVGdUw1QgHsAuQJk7zhwBBQfFEUhMjISkZGRGDRoEF588UVMmjQJH330kd3X2+h7EBBgPk/9QyQSNT+xhVxK2Gd+7uUWDe/wEIfm3dRaNN5C1cFc2pMLc+xEApLEvcAQThoWQ9U3MWtq9xOAPnnqEPJDy5odF17S1ywg3BCBi0TUAIBYQkayiGVKOyMd59S6fSiqkUIAGrMfGwr3QD/ieHVlGaRqS5ulgF4DY9t8XWcgs7oXq9Rq7Izk4ODoDDhHzV3ArycTUCckw8gjFRmNVio4ffhP+B79DJ4gf9wy+FGIeupdBIeE2cy5W5i2eClu8SOIvvDM/aiurmp8QjdBXVuNw1+eh54lF1vBoXmYtGJVu1xjyqixELKW3Hg9JUPC+cQmZrQfipIKeKlJJ02pLhcxS0wVv05c/gY/qY7CyAPG6gOwavyHEAo7RqSUg6OecdMmIjnQoj8ztPYEju3e1+hYNy8f8ChTKdioQC8IeBQqKyuxYIGthtimTZvwzDPP2ESfzJ071yaqxkPoCYriQSAWYNQTw5G89Ro01XdC460cM6x1WpNaj5Tf0xE0LAASH0l9cA2Bt8i70dfD5/OhVqsbPeZMym7eQp3aUoZ39Ox7HZpXU1eFIi+L43lkROPpxhzO5+SpEzgvDAGDBmLZYBGjzMC86W3flHBFztT+YRa5tkdQuQiPL3210WM2qU+s8xw14TGkqL+7mx7q2tYXf7i+4xRSb1GgwGLSnCAEDI2yGZOTcoFoq+WAvJWp4M7GjSGjxJV8oZ2RHBwcnQHnqOnmJJw8jnz3/kSfjzYX90+zveE4unsnel/4DjKQYnLXxTEY/ty/4O1tG31zNyEQCCCdvgzGBh8bb9Th3JbuKyxsqvD0C9RGcgfJyy0Pc19+qt2u4+HpCX9VNtGXzZO02/mb4vKXuyHhW5xQRtaIsPnDwTAMDpz/CL8Zk8BSwAxjJJaMfQd8XssEkzk4Wsv0lY8iXWQJoY9O2YSUa7ZaMQAgdjOlP1EUhRcXDsfr942HtTfl+vXruHTpElavXo2BAwcSj2XLlmHnzp1QKCw7qkKeEAES0w563zl94B7gjrR9JmF5hjGifj3GsoCqQg1VpRrVebXIOHQLvz+xDwaVARNfNVVFYVhLqfH6ct++In+wLIuSkhKUlJQgJycH69evR3x8PObPtzipAKCiogJXr14lHsXFFu2empoa83nqH0pl23fTG3Lixx8BmF6HkN8DMXMdrfb0Owx30p68VRSGDehelYK6C4lnE3GGF2gVOQr0V6Zj4czu6VzbuP2/DgkIj5Laf/1Cq7JPzoyoCR0wFFqdxXPE4wHpZw+36lz5Z1Nx5kQlAGBIjBB95zVehr0qlyy2oZF33aWVr4hM6VILG68Gy8HB0Tl03W8TjmbJz8tDEs+PEMITM0os6tPbpjrPn1t/QEzKTxCC9KZfdhuFiS/8EzJ5M8nLdwlDYkfjiscYom9Y3VlcS7roJIs6lr0f/g+1ajK0Xy4ox31vrmxxhafmGOJDOoNqxKHIysiwM7p9KE5ORw+Qr6+UzkPwuBjsPPtP/MnLBADcyxuG+WPeIMQDOTg6Gj6fjwGPvY4yylSpTwwDsO9DVFfW2oz1Dw0H7iwwJUIBxEI9EraRETIbN25EVFQUBg0aZDN/7ty5YBgG27dvJ/pH+Y4FDzywPBZj146EUWdyVDR0AdFaGpsX/IIfF27Hb2v24uovNxAxPgwP/nQvvCO87oxizSlPLFjwKB56u0VBrVYjLCwMYWFhGDRoED799FO89dZbeOONNwg7duzYgZEjRxKPzz77zHz8qaeeMp+n/vHxxx83+x47ikGvR0GRJX0pKtpxjZmbuoZpT46lSnF0Lhcvnscpxg80RabL9VWk4r6Zc+zM6tpUVpQju2dqs+NCC/wwbYr9Cp9Cq2gcxomOGgBQKchNnpryrBafoya3BIe3pYEBH+H+Oox+YpbdsYYqUgdHJ2//lMvOIjyAjL7XCBuPeuTg4OgcuK3hbopBr8femznQSSypShRYjGKrEBQaQ4w98N0XGFluu+Nw0WcKZj7+XLsvyLs6ox5ajapvr8MLpp1nPhgoj2wFPXRYt3qvjm3YgJJiUoBaTCkx+8WJEMvbf5dlRGwsTp84D4WwJwCABYVzOTfRp2/HaSJl/XIagSJL1SY9o0X/VVOxOfENXJFUg8cCD0snY9Sg5R1mAwdHU/j6eqFo7qvQ7X8TYhjQg63E9U0fYvxL/zLrnGzYsAEA8PUzq6DRWiLTsi8lAY9ajjeFXC5Hba3FAXTzpinFR0krcaBoL3SMFmFjQ/Hs+cfBGI0mrWAK6DevD/rN6wPA9BvTUKuGpUiHTuyaoYh9fBgoUIiQ98JLj7+Elx63FSe15siRI00e13dCCdlzP20Dw9YBAChKgrg1jokIV9aWo8hbg3oR9tG9u+eivytz+VISjuk9QVNkNEGkIgUPzJpnZ1bX56dj/0VNM0ULPdXAw+Ofb3KMgGflqHFi6hMAMLQXAEuqIcVrWXq6rk6N/Z+dhI6VwkeixszX721yk4ZS1BFt1s3dzkjXJyIyCvykPBjvLA/1lBRF+fkIshKl5+Dg6By47eFuym8Jh1ElIfVkwhRpmDxxkrlN0zQOfvGBjZOGBZAUcg/mPv1St3I8tBe+fv7I7kPevPUx3sax37bbmdH1uBq/H1lXfEBWeNJj3IM90SOiT4ddN0RbSbRL5WEdtgjLPJiIAGEE0VfBL8bO0s9wRVINIQOs8VrAOWk4nM6goQOQ2X+Vud1fdwNHNv9oMy5s8HCirVHnoba60mZcS3ATuGFO4D3ggQcGjCnlCUDjazGy01pgGADAAnyKj/tDHmyTXZ3N9YvHzM/9vQdC5u3VxGgLxy/9DvrOQtZXSWFwv1EdYh9H67h2NRlHtDIYKDIKo1ddCh7qxk6aU6cdFBAujkbPwOAmx4iE5FLCmalPAODpS+rIyN0dF8RlaCMOfrAPdQYpZDwt5r06EwJJ0xEyIhV5jyL07brVIEUiEaQ0WUjkVl6Oc4zh4ODgHDXdkfMXzuG2O1ku2VNfhAcnW0pK6rRaHF/3DmLryCofNPi4Gv0Q5qx8olNs7apMve9BZPF7E329bh5AZUW5kyxqPwpSr+LiXiWYBgF3FFgMGKtGv4kdW5Y0bvhI8GEpAazluePEmVMdcq2K4zeJMsEqug6Xxl5CulQNKQ080/MRxETbD/fm4OhMpt43H8meFkf70KI9OHPsNDFm+orVoCiL0DULPY7+uL7t1+45HRHy3jBJatqn8WPWizYWnlUyhMub2cp3IXIuXoFGn2duj7//IYfn3tJfMz8P1d69YvyuSNqNFBxSCKCnZER/mCIVS6bbT3XpDiTWOCog/Fqz5xJZ1ed2dupTn7EzCfFyqcSIoqzmU7wA4OS6/Siuk0JA0Zj9+Ai49Ww+9UemYoi2d2jHbWZ1BjI9mVpbplTYGcnBwdHRcI6abkZleTlO6yRExQIhq8W8YH+IJaYdo9q6Gpz//E0M0SYTc7UQIXP4asx4wPGb0LsVgUAA95nLQDf4CHlBgYvb2r4ocibKmioc+TYZBpa8cQ2OyMOEZR0fWeLr728jKnzT2P5fU1c27oG/mNSKuCVKQY6vAe4G4PmIpxEZEdfu1+XgaAsTVq9FDt+UjsgDi4CzXyE3p8B8XCKTQ+4WQcwpSidLarcGPsXHmsinIFdLTN6YJtZhNpE2jXhvlG41OHJif5vt6ixO/7oV9S9EKgpF77EjHZpXUV2OIm+tuT0msvtGaHQ1MtPTsb+GgY5HpvGGKNLw8LSZ3TqaeNP2zxwTEBY75qwSW0XUME15czsBDx9fKJRkFEx2cvMbPld/OYG0bJM7evK8EPQc1LvZOSpFLWQqsi9ioGPfD66KnCb/bdRR3FKRg8NZcJ++bgRN0/jt6lVo+GRI9hBdPnr3MXn4y0pLkP7Vm+hvIEVaFZCjeNJzmDznnk6zt6szaPhIJHuS1TuGKs4j+eI5J1nUNmiaxp5//wqNkazu5eORi/mvrO00O/q7kcLVVdJw5GXntNv5aZ0exiwyFLpaX4YTs27DV0fhpejXEBw4ot2ux8HRXkilEgQ8/DfUwbS4dIcK5T+/D7Xa4gzo1yC9FQB0+kIU3Mxs+7VZKXyP+kJQKbA4a6ycMqZUJ1OnOT3KKv+JYgEDn0KiYQ/qFLaiyK6Gpk6Bsqob5vaA4VMcnptwaSfq/cx+CgoDo4c3PYGjU7iddRN7y3XQ8kgtkSBlBh6ZNqNbO2kqK8qR3eNGs+NCCnwxbdpCh84ptnq/nB1RAwBatcyqXWBnpIm80zdw7rSpjPewIWJEz3bM2ZKTcon4itPIAB//QPsTugDeQrLqmVrIFRPpLGiDEeX5tSjIqEDx7Sooqx1P2+PonnCOmm7EvmOHUSYjc3ODlBmYPXUGACD39k0UbXgTvZlcYkwlPKGe9wpGTZzcabZ2F8YsexzV8DC3+WCgPbIVNE03Mcs1+eO9/6FOQ+aiy4VlWPSmY6KZ7cXokaMhpy26Gix4SMxwLGzZES6s2w5PoT/Rd7XnDQTRIrw46J/w84tut2txcLQ3oWGBKJ+wFswdh0g4k4/E9evMx8cvehA8nmeDGQxObLPVs2kpu/7zP9Tp9eh/PADS626AgSIdNhTA8gCWYsHw6p+bHDM8I2X6P2vx7VR4Mlgf/+8229XRnNywCSxrulnmUe4Yv8rxyMLbRsuCOFQX3sRIjs4iNzsbu0uU0PA9if4AVSaWx03p1k4awCQgXN1MLQAPNbB03LMOn1Mi4hNtZ2vUAICA35NoC6X203eqbxfh8PYMMOChV089Rq6e4fB1yrNJp5da7vzX3laCfcn7I43QMT0ujtZTV6HG2T/S8dNbx/DbfxKx9+sL2L3uHLa8nYC9X1/A7aslYIxM8yfi6HZwjppuwo3r15DmRjpp3OgKLB5tKiWddj0Z6p//hWCWLCNYTPWAaMmbiBnKRRC0Bm9vH+T1I6OQIplcHN3xs5Msah1Hvv0epWURRJ+YUmDuX6ZCLO3c3RSBQIAgdQnRVywPahfnl7qqFvIache1VJcL1YgavDDiPXh6Ni2ayMHhCoyZPA7Jwfea20MViTiyczcA0+fHw4fUf6nMb3l52oYoqquQozRFv+goASQ3ZfD80xfSa27gVwsAIwAW4LGsyRnDAmIdEJbLYuafRow6QzWaLZUbWoWf97h2umhmWqL5eVDAUAhFjpXeLasoQbGXJYVgbPT8dreNo2Xk5+VhV0EV1FZRxz3UN7FicpzDf9uuiqMCwhHF0QgKctyxKBGTERisC6wng6Niiba7uw56ndZmnK5Wif2fn4aeFcFPqsb01+Y3WeHJGm1lMXk+mdDOyK5DdFQ0KFj+iFqeO6orKpxoUfeFZVlcPnwL2949juQjt6BR6MEwLNg7D8bIIj+9HIc2XsbO/yRCwUXY3HVwjppugKJOgaPVOhhh+YHgw4CpngJ4eHri0tnTEP3xEfxAKrln80Lhv+qf6B3FRRC0hbiFi5HJJ51kkbcPoqy0xM4M1+LKgd24dZ3cQRFAj4nLQuAX6hzBz4kxQ8CD0dxW871w5mxiEzMc4+K6nZAJLI4ahmWR2zsLz4z5GFKZTxMzOThci+nLlyNVPNjc7p+xGdcum/RoRi5YRIw1GEuRcq71otw7P1kPJXTwYFmUU3eiSww8SG7J4JHgA6+9/hh01A/LLtVgeVI1xiUKsGojjXn7jeidzSKowtDoeRkKuOF9DtnZbU/N6ghSDh2Fnq7/Hudh8oqVDs9NSP7NnPbkX8dD/8gh7W8gh8OUFBXht5xSqPi+RL+f5jZWTpgAUTd30gBAYvXeZgWEA8uFDgkIN0QiIp0Tzi7PDQARw8dCb7AscQR8FjfPJxBjGNqIAx8cgIKWQsbXYt5rsyAQt+zfAVVHpm8ybs2EK3UBpG5ySI3k68q8fdNJ1nRvLuzPxIV9GWCMrClAlWd68PgUeHzK1AbAMiwqC+uw+7OzXDrUXQbnqOkG7DyXCIWAXGj3Vd7E4CFDcSr+IPyPrYMHlMTxdEEf9H3q3wgMIgVVOVqOQCCA95zloBsIOHtCicu/bHCiVY6Rn5KMSwf0hPg0BQYxE/XoM2ZSEzM7lqCQEPiqc4i+dF3jiz1HKc/Ihr+RzB0v1GVh6Zp3IBLJ7Mzi4HBN+Hw+Bq95DSWU6btfBBrCP/+D8vJqDJ4wBQJ+D2L8hd27WnWd3NRUFDAmtUwvRo7G1IFFjBBTtVmIrNSjV5UBrMEfvAbD/MpYiJQ20wAAdVJgx/UvWmVbR3P+gOU9c5dGIqCv49Vcso0p5uehhoj2NIujhVSUlmF7Vj6UVvdJvtocrBw92lxooTvzw/Z1KAywjShpiIBhEStqebUrqchao6bFp2h3BAIBlAox0VeaRwqrH/90H0oUUggoA+Y+ORIy/5an+AjVpPCuwKeHnZFdC6lV5aeSmhonWdI5rF69GiKRyPwIDAzEokWLkJGRYTP2pZdegkQiwYYNtvf4mzdvJs4TEhKCe++9F6mpZPr+6tWrIRKKMH5hDNZ+uRBvbFyO7/a/i9KaQqIaKUVRoHgUfjv9PZ7/+l4cOr0HB7+/BOaOYndcXBxxPetHv36mCsARERH4/PPPbex96623EBtriT4rKyvDs88+i8jISLi5uSEkJASzZ89GQkKCzVyOzoFz1HRxDiUcQaEbWYrbX30LC6bOwNHfdyDy4veQgvwhuSYejNjn3oWnN5d32l4MGDIMyZ7jib5hygu4fK7tUSAdhaKyFEe/vQYDpER/WGQBxi5xfuWvaKu89wpZBEqKilp9vtQfjkLIs9y4GRg9BiyfDj6/64cqc9ydeHt5QLDgdWhh2gX2Y6uR8cMHoGkaPsFklF9txe1WpQ8e+ukP6ECDMRpRxTc2OqaHUQxvod7c1sEDqgYby3wj0C/N/ucsP1CD73Z82GLbOpLqgmJUKyw36cMmzXV4bkl5IYq9Le/HuL4L2tU2DseprqjAtrRbUAhJzRJvXR4eiR0BqVv3F0qtqa3E7R7NV38LzffBzOmLmh1njdQqCsUVHDUAQOs9iDYLS/pO8tYEZOTyQIHFlPnh8B8Q0aprSJXkd6JHcPOVoroCclpNtGtdIZ+tg5k2bRry8vKQl5eHAwcOQKPRYPHixcQYnU6Hn3/+Ga+99ho2btzY6HlkMhny8vKQm5uLPXv2QKVSYcGCBdDrLb8JLMtiYO/h+NfKTXh31SasXfg29LQe3+9/z+Z8BtqApMwTmDHifpxNPYyKwjrkp5UDAHbt2mW2+fLlyzZ9p0+fbtF7sHjxYly5cgUbNmxAamoqdu/ejRkzZqCqqqpF5+FoPzhHTRcm+9YtXBWRmhpSYy3uHzQIR37+CTGpWyAEeWN+yW00Jr3wD0hl5OKco+2MW7YGlbAIFPLAgk742SWFhQ16Hfa8txsaxpvo9/XKxdyXHBcR7EgmjBlHhN8yEODU9eQmZtjn1rELCBCQOfflVCECBjm+Q87B4Yr0j4nGzUGPmdt99Wk4+sNGTFz6MBr+xBuZGpzf/3uLzn3p8FEUUqZomhBKAiUaL+kbLCD1C7QshXIf0jETUqZHU2QFZ+LchZMtsq8jObFpIwBTFJ+A54Phix2rgAMAx5N3oV5PtUcdD317xXSAhRzNUVtdg603MlAnIiMpvXQFeGToYLh7uNuZ2b344dAnzQsIa4Cl41pX3VEuJSOSXMVRI3ePINpSuSllJOfkNZw/WwcAGDFciqiZrdNo1Om0kFtFCob26x56j55WOj0qYfePOhaLxQgICEBAQACGDRuG559/HhkZGdBoLKlGu3fvRnh4OP76178iPT0dKSkpNuehKAoBAQEIDAzEiBEj8MILLyAvLw+ZmZYUX41SD5am4Cn3hqebN0J7RGLK0PkorS6E3qo8+tXbZ+Hj3gOzYx9AaU0BCitykJKYBwDw8fEx2+zn5wcA8Pb2tulzhIqKCpw7dw7vv/8+4uLiEBYWhtjYWLz88su4//77W/RecrQfnKOmi6LX67E/vwR6yuJwocBgnFCFC3u2Y0Te7+BZhahf9J2K6c++DqGw++diOwNPby8UDiB3TnsxeTiyfYuTLLLPnve+g0IXRPS5iUqw6M01TrLIFqFIhAAVWVKzUNqjxY4vo9GAoj+vg0dZvu40RiVin7+vXezk4HA2UxbMxRXvqeb2sNJ9KMivglhIfsZTEo616Lznjp6H8Y6oJMs2/rvhwUowQkiKFdeo1SjikytD/3IjvGps06bq0QopHKneCrVa1SIbOwKj0Yic3IvmdkSvUeDz+U3MIMlmLWHuoYbuscPe1VDUKbAl+RpqrDazPPXFWDZkwF0TUZx45jAKQkubHRdW1KdFAsINkVuljrlK8EWfUdOItpvcgJwLl3B0RxYY8BAZZMDIxxyv8GRNXvpV8Bq8Vp0YCAyLbPX5XIkgL3ITTyP0tDOye6JQKLBjxw7ExMRAKrWsszZu3IiHH34YMpkMixYtshtVU09NTQ1+/tlUXETYoOx5bbka7J2qiRRFQatX41LmaQT5hkFAkamEZ1IOY2TfOIiEEgzuPQZnUw8jL7UM6rrGN05ai4eHB2QyGfbu3Quttuk0SY7Og3PUdFF+TThicwPSqy4NtRdOYGT5YaKfAYWk0AWY+9SL3b70pLOZPP9epAtIceY+OYdQVtL6lJ32Jv6rb1FeEUH0SahazHt5NkRi18rVH9+nP6gGDkelwA9Jl5Icnq/Xq7Bz3bsIkEQQ/Qr3Gsj9OfFgju5D3JpncYtvcgpQAEIufA3v6OHEGKUiF7pGKp80RvzGrSjmmZwmIoZFOb/xeX4MIBJacuq1EEGt1yFfLYGhgW9HogEGXvOEgLHvrCn1MTYa+t3ZJG3/DUamXnxfiLjHHmtyfEMKS/NR4mXR05owwPFIHI72QaNUYUvSJVSLw4h+d0MpHuofCW+fu+e7/3TlH9A1JyBcIcSTS19v9TXEIgEalnVjWRBpHs7CNzgMKhV5z3vp8CHoWRH8ZWpMe6VtldiKs64SbbXb/7N33vFRlPkff8/2kl4ILY1AqEpv0qUJioJiO7F753ne6elZEMXzZy/Y7izHiYp4IioqiCBdeg0tdEJI773sbrbO74+FbCbZ3SQQ0tj368XrtTPzPDPPLNmZ5/mWz7flRZSbiu5x0mhjkzwIQ6UHobF2wrp16wgODiY4OJjQ0FC2bdvG119/XX08JSWFHTt2cPvttwMwZ84cli5ditksNZgYDAaCg4MJCgqiQ4cOfP/999xwww307Nmzuo3NbONk+kGe+u/tPPmf23hq4Z2czT7G3ZP+gYiAw25HdNgpKM0hOfs4g+PHADC81wQSzmzFarViKGtaY4pKpWLRokUsWbKE8PBwxowZw9y5c9m/f3/9nX1cNnyGmjbI9p3bSfPvLdkXbM4g/OguBlfsluy3IedorzuZdk/riZRozygUCsKmz8FaQ5w3AAOHWomwcMLKHzl3Upqrr8DMuHvjCOkS2UKj8kxMXDdCqtIk+46Xlzeor9FYzMc7niImX2o4K7cWMvyJltfg8eGjKVGplHSd8xylONM59JjobTmLqHBFtoiigU3/8+4BBOci63hSavV2R1GLjbr6NDIErtbUiqYRnLoQoiCjIFw6xQg0lhGb4l1sMyUqj5XrltU7xsvJ4Z3rqj+HBPQisFOEl9ZSth75sTrtKaJMTveo3t47+GhSzFVVfLV3L0W1jPN+tgJu7xFJWET7EHttCF/98C8yO3qvEKNwiAxSTLqk6ygUCmS1bBQGc9N6+y8Wo0GasqMJrkQvr2L6M1ORqy5Nn85UII34NevajyM0Tq4XygAAIABJREFUOCQEjaOieltE4OzZJC892j5jxowhISGBhIQEdu7cyYQJE5g+fTqZmc7/58WLF3PttdfSsWNHAMaNG4dWq+WXX36RnEen05GQkMDevXv55JNP6N69O5988omkjShCXOe+PHvb+zx723s8ectb9OhyNZ/++hIllYUICCDK2H1iIz0j+xOodxqXe3S9CqVCRWLKHuy2pg9dmz17Nmlpafz0009MmTKFHTt2MHr0aBYsWNDk1/LRMHyGmjZGTlYWe8UgxBruC7XDQPcjvzPAIhWLq0JF0uAHmXTLHc09zCua3lcN4HDwaMm+AYYEEnZefHncpiD1cAKHNzgQa1V46j/BQbchI1twZN7pJkhTnQp0MZTUI2xWVpbJhweeI2JnZ0JUHSXHxBhFo0tw+vDRFujaNYLScX/Hfv7VHunIok/sAEmbtIP1R6SteH8hRYJLTLJS5n6qEO7QEa2SVgMpE1wCnnlqqVBrYLGdW84co2OR5wWNXQYHVBvJzWuZKMScE6epNJ2r3h5xQ+Ny81NxCRBH2dpHGkRbwWKx8NWOHRRqpelmelsRt8V2pGPnzh56tj9Ky4o4F9owAeHrJl+6/oRQ6xFhNLV8RA2AgLQcuz7IxPRHhqMLu/TUN7FMOg+x+bUvHRettUSynVVU0EIjaR50Oh1xcXHExcUxdOhQ/vvf/1JeXs6iRYuw2+189dVXrF+/Hq1Wi1arRa/Xk5WVVSf9SRAE4uLi6NmzJw899BB33nknd999t6SNzVyFSqEiPLAjYYGdiIroyZ0T/kqVxcju4+sBAYfDzt5TmzmZdpDHPprFYx/N4u8f30JZZRG7TmxArWu4oTEgIICysrI6+0tLSwkMlKa1abVaJk+ezPz589mxYwdz5szh//7v/1ql3uaVgM9Q04aw2WysOJVElUwqgBeXtJVBBunkuwI9ueP+xtjrbmjOIfo4z6g5D1KIK8dXhoi4bRlWa8tMXspys/n9i5NYkaY2RcdnM+yW21pkTA1l/MjRqB2ukFuboGJLwl6P7QsLz/DB0f+jQLTT29RHesycxZCHfaJoPtovQ0cPJTHKValiqOMoobFjq7eNpgxKCnI99jeUl5NS5jK+hDgEigWj27ZhbvYbamjTpJn8EGt42gPKIEcRyKhTCrQWzylQJX7wv10t48Hb+vVXcF6XR63oRO9JExrcNyMnpTrtSQDG9J11GUbowx1Wi4UlW7eQr5NWO9PZS7g5MoTOka0vYvRy8tW69yj29/wbA/A3idw6rGmKB9S25VaaWofGRXjXqyTb/oFmgro3jcFOaZDeoywo1EPLtonOKtULK77CFuqCICCTyTAajaxbt47i4mL27NlTHXWTkJDAihUr2Lx5M2lpaR7P8/jjj3Po0CFWrFhB0o4EPn3uTcxm55zW6XQXLlwQARnm82LCJ9IPYqyq4OnZ7/Ds7e8x984PePaO9/nT9S9wJjORUkPDDWfx8fHVVaFqcujQIeLj4930cNG7d2+sVmudFC8fzYPPUNOGWLFpPUXaGMm+LkWHGZO9VrKviCCqbniGoaPHNePofNQkMCCInL7S/OcYRwabljW/sLDVYmbVO79S5ZB6kMJCUpn22CPNPp7GotZoiDCkS/ZlqN17wzKzD/D+mbcpUotMWNsTP4WrnYhIyOiLE0v04aMtMfEPd3JM69KnmSI7hrrDhQWLhU1LvvTYd/mChVTgWoDoRPdeYg1KRmrqeuyNcpfwYpUooyhMmhORL2rpa0gn7myX2l0lpHUt58sfP/TapqmxmqrIyXdVlovvM9pL67psTfy52jDVoUxObKSvqlxzYLPZ+HrL7+TqpQsOrb2MmR39iY6NbaGRtQy7dm8iI9KzMfYC0dk9iIyKaZJr1o6osVhbx6JeZQnDbnc9g1RKB6lHPDt6GoPGKE0H1XeMaZLzthYCRKmhzyBXt9BImgez2Uxubi65ubmcOnWKv//971RWVnL99dfzxRdfMHXqVAYOHEjfvn2r/02bNo34+HgWL17s8bwBAQHcPusWHvvzo/zvl5+Q2RyYFCasdivlhhLKDKXklmTw0/bPsFhN9I0ZCojsPrmB3lGD6Nohjs7BUXQKiaJTcDT9YocSHRnLkq+XNPjeHn/8cX777TfeeOON6mpVzz//PAkJCfztb38DIC8vj6lTp/Ltt99y9OhRUlNTWb58Oe+//z6TJ09Gr9fXcxUflwOfoaaNcPBAAmf8pZMQf2sukxK/luzLFjqgvuNF+vQf2JzD8+GGa2fO5qSyp2RffPp6crIzPfS4PKx49b9UmKXlSf3VOcx84U/NOo5LYVhkjGS7XNmJI4cPSfadTfmdf6V9SoUS4jN1xMqk2hB5ljR6zvAZL320f+RyOYMeeopswamtosTOJP8yBJ2zVGfumWNu+2UlJ5Nhq+FFtdspkruPAgy3q9Ar6nrszYJ0Ml/gJ93WVjgXcDdnHiYy23uqwOmIRI4eq+sFvFzsWPw1DtF5/4KgY8wD9zaqf5rMVX412u4z0jQHNpuNrzdtJNtP+q7VOCqYEa6mW4/uHnq2X7YXrGiggPDcJrumvNZqwlDV8t73wtPpbFuVSXm5NNU5+8y+Sz63zWZDXyF9/nWNH+Chddukg580et+kCvDQsn2wadMmoqKiiIqKYtSoUSQkJLBs2TJ69erFmjVrPJaonj17NosXL8bhpi69obiU/734Hlq1jtyifM6ePkuG0oCIyJnMI8z/6gFe/Op+3l/+DOn5Sdw39Rl6dLmKMmMJx9IOMDDuGqdeDSCeP79cIeOOO2/zeE13jBkzhpUrV7J27VrGjh3LpEmT2L9/Pxs2bKBPH2fkeWBgIEOHDuXDDz9k4sSJ9O/fn/nz5zNnzhyWLGm4UchH0yKIoufQyCFDhogJCQ2vsOLj8lBWUsLnx1Iwyl2VChSimckJnxJV6cqlT5FFEXXfc3Ts5N1T6aP5OH3iGP4/v4gSl3fpkG4IU554sVmu/9u/PiX1TFfJPo2slJvnTSSwY9vK1//49+2UqF3h610qT3L/lGkAHD29ksWlq7DKoJdJR9+1V9FZ4dIpsIs2AmZG0nlwnzrn9eGjvXL6ZDLan+aixbloOinEsi85EUGE2c9+RHTPvpL2nz33JmmCS0Ay0q4iw4OhZrDCxmj1yTr712mu5VQNLYNglZWp6fnV2w4ZqGMrCcFCriKQ70aoKfNir+lcoOLJie+jVl9+b+7HD8+hypoBQMewYdz19jsN7puWlcy72W9wvuIq/+g0l+iuV56RoDmx2Wws3bSedH/pc13tqOSGIIHe/fp66Nl+WfL9v9kfe8RrG4VDZGrpNK6bOttru8Yw+7XDGA0u49Czs5WMG9Ry71tjUTnLX16Lwa4l9uoddIlx6XPk5wYz8Z43Lun8aacTqXjrveptmwL6fbKoXVVWzc7M5It019xVjo1/DIlCpfJp/NWH1Wrll3c+40xlIUa7iUiHP5lKEw5chhVBVBBkHonG6ozMqrkaF3BFUohwvua9AILI2Nuvot/omGa5Dx/NgyAIB0RRHOLumC+ipg3wQ8J+iZEGoFfKZomR5pQinp5/ftVnpGll9OzTj8MhYyT7BhgT2Lft98t+7b3Ll5F2RmqMUVLFhAd6tzkjDUC0XaqHUaCPoaK8gr2JX/N5mdNIM6gqmOuV9xMhl6Y45TnSfUYaH1ccPXvHkTLgj9XbvcUUouJGAw62L/tG0jZxyzYyBakmgUVwL1YYImrprXYv9murVYmixKKkooYjVuaAFMGZktjRVka3MzHIvEhpZIdb+GzlW54bNBHJO/dUG2lAYOwdd3ttX5ttx36unmhHlCp8Rppm4LuN6+oYaVSikan+tivSSFNeUUZyWGK97SIzQ5rUSAN1I2pMlpZLfbJbrKx5+zcMdi1+chN6f6k+kUZv8NCz4WSeOSzZNvgL7cpIA9C5a1dUomveZUfBubNnW3BEbYN1H33Nhy++xaHKLNRmG8EyP9KVBomRBkDnH84udTiVMkW1gf+CqVPEma7vejUKCIh0MydiOLe4me7ER2vAZ6hp5fy6cW2dvOuI8hOMSvutejtR3Z8hf3uFwOBLV7H30fSMvfshCnAZ2gRAvuP7yyosfC5hN4lbFIg1fuICdgZMlhEzwK3RttUzbtg1qERXqVGLoGXl9jf5xrwVhwBjrF24e9QbpK84hFxwVbaqshsZ8MiNLTFkHz5anHHXT+Fg6JTq7QniEfwiR1KUKS21umPtDuw1JpI6UaRA5r60r58Dgqhwe6y4qhyQpl0UBEsNPnKT6zo35O8jOt27CGdKVBobt/zqtc2lsuNHV0lwnTqayEFXN6p/mtz1fUY7vIsz+rh0vl27mpQAqTFGKVYxSWPk6v7tKwWloXy55u2GCQgPbRoB4ZrIallbLVa7h5aXn80LVlFg0KEUrEx/9BpiB0qdZf5+FirLvFeOrA9Dbqpku0ond9+wjVO78lN6C1Xjawvs/W41Hz73OtuzT1HiMBBt0VGuxqMYf7p+ECZBwS5dOKlKP6zI6hhsOP9ZL7fS17yTrrYktNtSSd6zohnuyEdrwGeoacWcOnGCY1qpCJ7OXsykQy5dmgP+Ixj7+Hy0Om3t7j5aCX5+/uRddZNkX5SYxcallyfnszgrg61fJWNDmirQrU8eQ25quxWP/AP8Ca90KuuLooOAii/Y1yEPgGliL24Z8U9Or9hKhFoaTVOqKSSwa0Szj9eHj9bChAcfJknuKhV9neocor+eo7u2ALD5m+/Ilkknk2EOfR0PIIACOZUaB3I3x0yoKTZbCRSl1eWya1UqDC10YDmvuisA8Wl6wks9T0cscoGdtpWUV9QtL9oUVBYVU1R6onq739CJjeqfkpFEfqBzYSqIMO6qmU06Ph9Svl+3muRaRhqFaOZaVRmDBrdNR8SlsnfvVjIbIiCc1b3JBIRrIhOkhhqzrWUMNfu/3MDZbCUCDibeEkdofFe69uqPqcplSBEEOLNr4yVdx1FaJNm26jUeWrZtdNZKyXaRpeW1h1obp7ft49Pn3mTVkd0UCAYCLTLCZX6kqYzYcP87CNR0IL3AKc5rFeSc0ASxya8jR9XBZCl0lOlURHTREq2WMzxAxbAALfgXAs6o1MKlKyjPT2m2e/TRcvgMNa0UU6WB9QUV2GoIM8qwMezoz/g5nGGb+8MmMekvz6BU+vJFWzsTbpzFCWUvyb7emRvIzEz30OPisJirWP3uWqrEQMn+8LBUpvzl4Sa9VkswKCICUbTjV/kpZ0OyQYTJlfFMG/YUMpmM8n3ZEk9Epa2E4U/e0WLj9eGjNaBSKul27zyKceYg6ahiXKiSPatWA3D02FmkGfJQJnMvUhju0ODv7776Q6ngPL+/Qzq1yDSqMdewG6vMcEoWVr3dvyqRYUxDZfMcDVAYKLJo/Wsej18KWz9fjHhex0cmBHDNnDsb1X/7cVfaU8dSJZGdu3lt7+Pi+Wn9b5zxr22ksTBGVsjQocNbaFQtz5a85VQpvQsIdyxScO+sJy7L9WtH1JgtDRM5bUrObjzIgQNOg/OwEQHEju9ffcxQKXVmlhac4VKQV0oN20JgiIeWbRs/h9TQYJC5T4e9Esk+lcyieW+zdO0qsoQKRLudaLMWo0pGoYcoGoDONn/Sgwc6ZWdqYBdkZKj0HNaGEDnAwcynx9NFbcRfLkMhKJF1G4/1/HJPXwmHP34Nu73lItd8NA8+Q00r5fud2yhXSqMA4jJ30rPkCA4EEqJmMv3hx9pdTmx7pstN92HG9ZLTY+Lk91806TVWvLKISktHyT5/dTY3zWs7FZ680advL/TG90gJKUHmgB6lQymx9ANg3yc/EKqSau9YOtlQ6X3RZj58dOwUzi5Ff2w4PctdySPSX873b39MQa1JZYRDTplQ5e40yDCjkblfEJbLnIYapbzW5FGQURgmTQ0w21zn0GDBkZZDXIb3MsqpkcV8u3KR1zYXQ3LSrurPkV0GI1c1bjGSrkiu/hxDTy8tfVwKKzb8xkk/qcNDjpVrxDxGjRzVQqNqeb7+4SMyO7lPU7yA3AEDhWvRaC5P5Eed1Cd78xpqCk6msWVlKiIy4qPsDJozQXJctAVLtgWFNKWnsWiMUg0ebXhXDy3bNmEa6fzJqPL30PLKwVBcytfz32PRkiWkUoYdB/4WgQjBnzS1CSvu9Zl0qAgyd+WobiAp+YFu2wCEh1q5+86pyOVyKjWu37WQB8J1roq+IRk29n7+fNPdmI9Wic9Q08I47BZKs3eRmrCAM9ue5cz2uRzc9BJ2rQxBdE12Q43nGHv6R6zIOdr7Lqbd/UALjtrHxdC9Zx8SQ8dK9vU3HWTPlk1Ncv41731CUak07UcrK+GmeTNRqi5/xZTLTVVVGf/Z/TSpQWZUdpHY8vGU+U0lTx9FeUkpigxp+2JLDoMfaVrBRB8+2jKTbrmB9Y6rqrcHiycwiXUXeArR/WLODzUZohk1VrfHK2XOSBt3Jb1zNdIonOBi6WQ2Nm8vc6Y9Rpd8z88qUYBjwXtISbk0b3hNjvyyBqv9QpUqOePvu79R/c+mnyTvfNqTTIRx/dtuemlrZvXG9RzX90KsETMpw85wayZjR4/x0rN9U15RRnKI9ypPAJGZQUyfettlG4e8VuqT1dZ8hhpjQSlr/rMPq6gkwt/E+Cdn1GkT1KGHZFvv594Q3VB0ldL77dSjv4eWbZvYzlIDlEkRgs3WckLRLYmlqorlr37Mhws+5LS9CMt5g0yUWYNFpSBf5lmkupPdj5PW0WxWX4MmTIXDSyDMyDBXlcSwoa6U5SAxhN5THqa4r8tY5r83l1O//+8S7spHa6ddGGoefPBBVCoVKpUKnU5Hly5dmDx5Mp9++ilWq3RCOWnSpOq2er2enj178sILL2A2u/Iu09LSUKlUHDhwoM61Jk2axOOPP1693b17d1QqFTt27JC0e+WVVxgwwCVot2TJEoKDpRb9E4k7iYvpxE2z7qQw5xQ2Sxk2cylqMZdhlpWMr1qCMesUK155jFdvu4nur65h0L928u+vvuHwYani/JEjR/jDH/5AZGQk/v7+9OrViwcffJBjx45J2i1btowxY8YQHBxMUFAQo0aNYunSpZI2W7duRaVSUVhYWOf+u3fvznvvvceSJUuqv0dP/7Zu3Vqn/5XO+LsfIk9wCWcKgGrX95gvMe9313ffkH5OWvFLiYmJD1+Nf2jb12epKM/hX/ueJUlbhc4KkZXTqNCPBsAs82P3gqX4K6Whx/qB4b6IMx8+ahDZvTdlWckkCK5KOVNsOwj0c72b5KJIgdz98yjELkcml6N1uD9epXDW2S63O+ro1KQaddTMiPIvhzMy1282jBL2b1zHzLiH8avynAJVroUfjv7b8002kv0bfqn+HKjvQVi3aC+t67LjxMrqzx1LlXSJiPTS2sfFsHbzBg7rutcy0jgYYk7h2nETvPRs/3y55h2KAuoXEJ495M+XdRyyWqsJq937mJoKm9nC6nfWYbRr8FeYmPbMNOSKusK+8SMnIdYYklZjJ+PE4TrtGkJOejLqGo9AhwyierVPQ01UbCwK0WV4twpqsjIyvPRon/z2r6/48P8WcNiYjRHn96GzQie7nnR1FWYPzgsNSjpYI1gtn06RMowweRHJBZ7T5IKD7Nx/h0sjrcfkoZjsTp0glUzNyV92MeIvr1Ma7vzBCSJU/LiR4sxTTXWrPloZ7cJQAzBx4kTS09M5e/Ysa9as4frrr+fll19mwoQJGAxSK+e9995Leno6p06d4s033+TTTz/llVdeuehrazQa5s2b16g+CXu3MHHSNPrGh/DhS1PQaZU4px4CIgICDvTWHL75xxzkWaf54NYRfLd0GT+vWMmQIUMoLnYp1q9evZpRo0ZhMBj48ssvOXr0KN988w2dOnXi+eddYXHz5s3joYceYsaMGezdu5f9+/czc+ZM/vSnP0naNYRbb72V9PT06n8TJ05k9uzZkn0jR45s1DmvBHR6PYX9Z0n2RYo5bPpm8UWf88yerRzfrpFUeJJhZ/B0FZF92371i+LiZD5I/CeZWhuBFng87jH8RJdHQVVaSmekXp88cxr9bp/a3EP14aPV0zm+H8dTD5OBM0VSgYObxMMolU7DSheHptpTKEWg9LzHUGd37zm0KXXVn/0d0sWSVZRTFC5NmSp0SI05utPb6dXranoXDsKb2kZGJxP//eHSS3YXpaZTZnBVaxoysa4nvj4ylOeqP8cKfby09HExbNiyiYOabrUqGDoYYDrLlAmTWnBkLc++fVvJjMypt11kVhzR0Ze3XLy8lqaV1YveVFOyacGvFBp1qAQL1/9tNNpg96k5foEhVFRK9RzTj+2+qGtmnJI6cQ1+oFa3TzFhhUKB1iZNE0tpYm3F1szub1fx4XOvszP3DGWCK/o00qxGVKrIkXuOouno8KNIOYS1ynHV+yIiHNjc23QAGBqSg1rtiiqVy+WUq1wVFitPZqHS+hP/p79hPv8npzXC8U/fwWb1CT23R9qNu1mtVtOxo3Pi2blzZ/r378/kyZMZNmwY7777Li+++GJ1W51OV902MjKSb7/9lg0bNvDqq69e1LUfeughFi1axIoVK5g5s/5qDzt27OCmG29k2rho5j5yDTKZHAQBh8PhlKPHKeuYnFZCdk4JCx8dT9R1z9OnvzM3saYBxGg08sc//pHJkyfz888/V++PiYlh8ODBlJaWArB//34WLFjAggULeOyxx6rbPf3006jVap566ilmzpzJ0KFDG3TPWq0WrdaVu6pWq9FqtdXfqw/PjL/+Rrac2EVfi6vKSN/sTWSmTaVrdEyjzlWYkcKOb7KwIZ2cxF1VwMDpf2yK4bYoOblH+CT535SpIdws4699nyM4OJZ+gUZyzq8lr9q2F43KNQm1i3aiZgxqoRH78NG6mXTvg3z+9Gb2W3oSoipFTxXBlDNJXcBv1gCMMvdlZsNFHQWCc1Lqb69020am0QPONCKlvG7qQ75eQziuyW5QuZnz+sYAdLencnDPTu6Z9SgFP/+D1K6eqzwldTnDnn3bGDFsrMc29bHlyy/hvFFKKQ/nqhnTGtX/dMox8gOc9ykTYfyAmy96LD7q8vu2LexXReOgRsUeRK42JDF9ss8QvyX3R6o61S8gfP+sJy/7WOS1htEcmU/7Fq3nXI4SGQ4m3RZPcFxnr+3NRj34u6JDqqqyLuq65Vnn0NXYNunbZ2nuC+isFVTU0MwsMLp//rcnTm7eze/rt5Itq5DUylbaRDoIfmSoPRtoVCjoo+/ABv8hZOS6DHgBQjlJReEe+/n7O3jk7rrG58D+0XDQ+XcbZA/CarHSIW4geTNGwg9OY2Nwjp3dC59jzF/fa+yt+mjltJuIGnf07duXKVOm8NNPP3lsk5iYyO7du1EqL17JvGvXrjz66KM8//zz9eZurl69muuvv54/3NiHeY+OqjbSiDWMNE4EggO1yASBjSmF9Ojt3lO3YcMGCgsLeeaZZ9weDwoKAuDbb7/Fz8+PP/+5bvjrww8/jF6v57vvvmvYDfu4ZKJmPSARFtZRxanljRMWNpsMrHlvM2ZRaqSJiEhl0sNt30iTkr6DD1P+TZkKIk1K/j7gZYKDnWKjgwcNwc9WQEBaOjEKaapCnj2NqNFtP5LIh4/LQVBoB/z8e5FjLeMX2fDqakXxYioDAjQeq1XoHa6VV5Do3oASEOyq5FSpqJuEn2aVPqtCCkWOCNLfb/HOdQDcM+ZZQio8L0KrlAIbS77BaPQ8YfaG3WIlI9PlGe/WfQRyeeMWXLtOu9KmOpWo6BjexUtrH41h+87t7FF0wVHLn9jXcIoZPiMN/1v+MRmdPFeWAaeAcH9x/GUTEK5JbTHhy536lLQugYOHnTozw0cFEj3mqnp6gEIhTQNXaS7O4GArzpdsW/VtXwPQG3q7NFKjQmi/hqms42f4bN5bLNu4xmmkqUGXKhVqhYYsL1E04aKeO6fP4EDYVRIjDUBsJwPeVA4GhkqjaS7Qa/oIzA6ng0Mt03FqzR4Arpr2MCUDXWlUwQeLObbus3rv0Ufbol0bagD69OlDSoq01vyiRYsIDg7Gz8+PIUOGUFBQwD/+8Y9Lus4zzzxDYWEhX3zhebFtMpm49dZbefDeW3jk7vMef8HzRDQiRMezj4zkv//bTYeICCZOnMhLL73EiROuSIykJGfYdq9evTydprpdbGwsKlXdUt5qtZpu3bpx5kzTCTT68E637vEkho+X7OtfdZhdm9Y3+BwrXvkSg7WDZF+ANosbn3ukKYbYopxIWs3H2YsxKiDepOVvw97E388VraVQKOhiyqffoTMoapSLtDiq6PfAlJYYsg8fbQaHthM27ORXFLNZ4SppPM6+j04BdfPn1Sgox2moEUSRQCrqtAGIjo+v/lxss+FfS6em3KqkLMi1LYhQVEvcok/VUTLTUgkP68BQ+1QUDs8LvrwQO5+tft3zjXphz9LvsJ83OAmoGf9Q4wX6M5Sp1Z9j5X09N/TRKHbv2cVOIrAjdaD1rjjBzMmNi3pqj5RXlHE2uH59lcjMIG6YdkczjAgUdQw1l+9aecdS2PJrBiICvWIcDLhzfIP6dY6XRoz7+5sxmxpv6JVXSg08YoDnCj7tgVCl1HhgVPq10EguH+X5RSx54V0+/+Yb0ijHjssxIbeLdLX5kaWxUol7S4sCOX1VHfjLy0+zJs3AkTTp34RSNHG6pJPH6+v0Io/+YZzbY0qVklK5K/2s7Eha9eeRf36Dkk4uw5l55U4Kzh3yfrM+2hTt3lAjiiJCLWPIrbfeSkJCAtu3b2f27Nk8+OCDzJo1y8MZGkZwcDDPPPMMr776ah1NnAuo1WqmTp3Kt9+v4vS5ImrG0wkyGRKlM1FEkMm4Y0ZfNn17N4v+8y6jRo3il19+YciQIXzzzTfV99dQan8PNXH3Pfm4vEyY8xA5gjQMUrt3Oeaq+quqpHTaAAAgAElEQVQRrFrwEcXltSo8yYu56fnb2ryA7oHjy/is+GcscuhfFcjDI99Go6k7EepRLqOrOkayL9ueRmj3xomB+vBxJbH9h5/Jlrk88UdLDRwXXKmDN9p3o9MGSPqEixoqz5fcDvYLQEbd944RNbG9XYYaOw4CHHU9rwVBUmdBcGUFRbisN0rsJK5xpvHeMHk2sene0xlSovJYufZbr23ckbh3Y/Xn0KDe+IV6Fnh0x8nkIxScT3uSO2D8gEubQ/hwkrB/L9vsodgE6d9Jj4oT3DJ1eguNqnWxeM2CegWE/apEZg1ovsja2hE1dsflmU9W5pWw9r8J2EQFHf1NjPv7DQ3uG9N/OBara9kjl4sk7dnS6DGojFKREU2o5wV4e6BLuNQhaFIGeWjZ9rBUVfH9Kx/x0QcfccZRXEefrVOVAr1MS6aiEty89wBCRR2zx0/mzpce55eNB9lwqu73069zEVV1CyxWc3VoLv5+eo/H9b1df2MBFn/sduf7WKFU0+fP/8B0PhdPXQWnF/4ba5X3aDsfbYd2b6g5efIksbGxkn2BgYHExcUxcOBAvvrqK37//XeWLFlSfTwgwDlJLSurG95dWlpKYKB76/mjjz6KUqnkgw8+cHtcJpPx3XffMXzYIP747CpOni2oNs6IDgc4HOCwO/c5HDjO/xD1OjUzbpzJyy+/zIEDBxg/fjz//Oc/AYg/78E8dcq74nePHj1ITk6WVLe6gNlsJiUlhe7du0vuv7y8vE7bsrIyj/fvo3FodVpKB0s1DbqKuWz65kuv/XZ88zVZqVGSfUrByKSHB+AX1LjFRmtj68H/sMSwEbsMRlo6ct+ot1AqtW7bGhPyJcZFg62Mc9fENNNIffhomxw6eBKxxoRTEAS2VAVVG0s0WLhedgaZzGXwDQvVV09g/dR1ozIBSoVAFEolihp6Iho3NuOsWnpa4QUODqriJfvii/djPO/wePjGF+hY5Nn4bJfBAfUmcvOyPbapTcahRIzm1OrtUbMaH3Ww+8yq6s+dStVEhHk3KPmon0MHD7LZEoBVkHrwu1Uc53afkQaAAwnbyYis/289OrMb3eJ6NsOInNSOqLkcGjW2KgtrFqzH6NAQoDQx/bkbkLmp8OQJhUJBZYU0yq8g82ijx6EzSO81PLZfo8/RlujRIx4ZrhAps8yPgty8FhxR07Dm/S/48P/eIdGUU13J6QKCXSTKqidPY6dccO88lSOjpzyUR//5D/pNGcO+g6f4ep+mTultwWHmdLnntFi1Bv46e5jXsfa5cTSW89UWtXI/kja60nZDI/vgf8skxPPT4aACB7s/edbr+Xy0Hdq1oeb48eOsW7eOm2/2LPCnVCqZO3cuL7zwAkaj0wIZHBxMWFgYBw8elLQtLy8nOTm52jhSG41Gw0svvcR7771HQUGB2zYqlYoflq9k+MAYHn5uDSeSnO0E2flfmIjTYAMgOCNd1H6RqLTOks6CINCzZ8/qqJ1JkyYRFhbG22+/7fZ6F8SEb7/9dgwGAwsXLqzT5j//+Q8Gg4E77nBOVrt3745MJqtz/ykpKZSVlXm8fx+NZ+zU6zmqlr7k++VuJj3lnNv2p7Zv5sRuXa0ypTaGzvCja5+2Wx7S4XCwZu/b/GhPQBRgsj2O20e+jFzmfoF26IuVhKullZ7OqkspCu1J9hVYOtKHj4aw8t//JV+oG/Fps5n53TEI63k9kM4UMFpvRhRFAkUtFrNr5qnxMGuokDkNMIoa04qOPeqWqs4yKqmqYXtVWsFoLaIKlwEokEq2/7IccEaiTgm/G63FcwRBiR/8b9cCj8drs33ZN1zwjmqUXek+pvEVCjPUrvDzbvL2vVBrDo4lJrLBpMEiSA3zMRUn+MPU61toVK2PTVk/UKWsX0D4vlmXls7fWOS1ngtNHVHjcDjY8PYvFJl0qAUL0x8bgzpAV3/HWtgs0mhBUSj20NI9xQU5aGsEK4gCxPQd3OhxtCXUGg1aW6lkX1JKcguN5tLZ8fXPfPDca+wqSKbMjREm3KIgUKYjXWnA4SGKJkjUcsPg0dz9ypOoNBoyMvNYsK7KrQbN0C65GA2efw99w/MJCfPuZFXrNJTW+Fst3JckOd5rwhzKh7nkAUKOVXB4xYdez+mjbdBuDDVms5nc3FxycnJITEzkgw8+YNKkSQwaNIgnn/SueH/HHXcgCAKffPJJ9b7HH3+cd955h6VLl3Lu3Dn279/PvffeS2hoKLfccovHc911111ER0ezePFij22UKg2LPn2TEYO68vC8Xzl6Kg8QkNUSMjx9rojH/289//nXRhKPHCE5OZkvv/ySxYsXc9NNNwGg1+tZuHAh69ev56abbmLjxo2kpaVx6NAhXnrpJe69914Ahg8fzhNPPMG8efN45513SEpK4uzZsyxYsIDnn3+ep59+urrik7+/Pw888ADPPvssq1atIjU1le3bt3PPPfcwbNgwRo8e7fX79NE4Ymc9IFmkaDGT9GPdqJr81CR2fZ+HnZoebZH4gcX0n9J2J7J2h43lu19ircypkTRLNpAZI55DJnP/eLKZLdiTpDGkJZZ8Tk0YiwM520803kPmw0d7p8pkIik73+0xrQi5piJ+VVxTvW+g4wQ9ggIJl6uorHD93rS4ry1aKXfqFtQ01HTv2w8/pNERMpmcgjDpu66jpZJElVTjJSxld7U4/9DBo4jP8V76Oq1rOV/+WP/E1FxpILcwsXq7d3/3ugDeOH7mIIX+zgm83AHjB/mqPV0Kp04c57dyGRZBuvCOrDjBHRN9mmMX+ObHT8jsXL+A8NWO5hEQrkmdiBp70xpq9n22ntR8NTLsTLqzF8GxF5du5BcQI9nW+TUuRST1+H7JtlEPev/2H2WutUozDPIqPFfka60c37CTj+e+wdqTCW5F80W7gyiLjmKVg1LBfZ6SgECcEMSj855g6C1OUXOj0cT87zOodCN+7681c8pQ12FxAaUK/jTd+7vtApoeLrF+vyptdfrTBYY/+DLFXV3OTXHtIbJO7mjQuX20XtqNoWbTpk1ERUXRrVs3pk6dyq+//soLL7zA5s2b0es95/2BM8rlkUce4d1336WiwimS+NRTT/Hiiy+yYMECBg8ezK233opOp2PTpk2SstS1kclkvP7661TVozMSETeND994mDHDovnzvNUknsgBRGRyGYIMBBl0CNUTrFPz7dq9XDNiOEOGDOH999/nySeflKRXzZgxg+3bt6PVarnvvvvo27cvd9xxBxkZGbzxxhvV7d566y0WLlzIypUrGTJkCIMHD+bnn39m4cKFvPbaa5Lxvffee9x3333MmzeP/v3788ADD9CvXz9WrFjh07JpYmLjunM0YoJk39XmI+zYsLZ622yoZO0H2zGLUhG3jp3SmPDgg80yzsuBzWZmyc7n2KHKRibCHM04Jgx+1GufvR9+R6BSqu1zOlyA89o82bqIequv+fBxpfHjO596nHxG2HXYcZBeVsJuuati2nW23XQa2IeqGo98jd39u82scL5n5YJrWmGqNBBgrxsVl6OUvpPDi62kW7QS32WUmM3eLZurtx+a/Q8is72/y09HJHLk6AGvbbZ98RWi6JykywQ9Y+6/x2t7d+xJXl39uXOJhvCQCC+tfXjj7Jkz/FpsxyyTvtu6VJ7irolT2rzmWlNRXlFGUtAhD/59F5FZgcyY3jwCwjWR19aoEZtunnh69V4OH3WmplwzNoSoay5euLvHsImSbb3ORmFGiofWdSnJkEYymPTtZhnlFb1N+twvu7xFvZqUjMST/Pe5t/ju97XkyNxX+gqpkhEm8yNdZZQICdckQNQwtfdg7n/tabT+rnfRc18eJL+wbuVgtQaGdcihvNzz30jPDoVERTesWmCfmaOxiU5HiV4eSOpOqVNSoVAx4K/PYzz/KFVaIO3zzzFVFDXo/D5aJ+3iDfj555/z+eefN6jtxo0b3e6fO3cuc+fOrd6Wy+U8+uijPPqo90Xj2bNn6+y77rrrsFik+Y733HMP99zjmhDK5EpiB/+VT94Ppyx3P6LDzoVQbEGQYbPaKc02MCIyghFdnZPAoNABPPiOe4/hoEGDWLZsmdexgjPi56677qq3nUajYf78+cyfP7/etgArVqxoUDsf7pk450FOvXeIzqLL4+2/fzmmUeNQqpT89MpXGGxSXZpAXQYznm27FZ7M5go+3/s8p7RGlA64P/hG+sXf6LWPsbgMv1J/yZMr35xBxsix1dsGeSh79+1h1DW+yC8fPgBKcnNJq3JfqUmNkjK5a9a9v0Kks74z0WI2chzEnVrKYXV/LqTw6x3uxfLtmroRNaYKI1o3EhLpRh2D5eWc1ydGXwnW0GJOa+LpZXNVH7Qe2gyTXBEVdw56goXnXqXMQ8aDQS2wJuNzesX3c1vmFOD0se3VnzuGX41S2/jIgwxNevXnONXVje7vw0lq8jlW5hmpkkvFNzsZTnP3tZN8RpoaLF6zgKJuDRAQ7v+nZhqRFIVcapixN5FGTe6RZLb9lo2Igj5xIlfdNrb+Tl4I6RzJ6b1K/PSuyMCz+zcTFtkwh5e1KFeybda71+xqbwTLZaTV2DYqG5921tyU5Raw4qOvSHVUYBXcO+9Eu4MYu54sjQUbnqKrBGII4LYnHiSgQ6jkyCtfbCEpK7hOD7kCHrzGyrJDXescq9nm3tFRHo/XRhvgR4lYSLjgjCbL2XGCuLEDJG0COsQSeudNGD5ficwBAcUi+z5+gXFzP23wdXy0Lq4MU3ArRSZX07nPPXQf9Qod4m4kqPM1BHUZTcf427BrZ5KUaJCIjJcWHWbJ/GdabsA+LhtqjYaKobMl+zqL+fy+9AvWvPsfSiulD3OdvJCZz9/ZZieylYYCPtr7DKe0RrQ2+EvEnHqNNAD7P1yOTuESI3WIIh0n9STElCZpd8LgRV7fh48rjJ///VUdscQLdLKLlNSItBFFB79ZoqjEOREPpJKxqgyE89MFf7t7j6TKz7nYVtSIqKkyGokeXFfQ1IacwnDpwq6LrIxMnTREvLflJGdOHa/ejoyM4eqKUci8rFezwy18tvItt8dOb96G2XZBiFXG+Hvu93wiDySe2keRn3MACofI+MG+ak8XQ3pKKj9ll2GqZaSJMCRxz7gJbfbddjk4eHBXgwSEozJjm1VAuCbKy6BRU5lbzNrPD2JDQedAE2P+1jQp3iaDNCreUJnuoWVdhEqpwVv0D/DQsn3RKShMst2aKz9VGU189/K/+Ohfn5DkKMGKeyNNoFWgg+BHmsqEDff15PWoGR/dl4def6aOkebzH7ezJ7mukQYBru9XRk52PsUlnp9j3TuU0PfqHg2/MUAR4/redZV1o3gA4kbOwjjGVf009IyJhGVvuG3ro/XjM9S0ApTqIMJir6Nzn7vp3PsuQqImMHD8dEbe8keEWvn9BVl7Wfb6P1topD4uJ6MnX0eiWioILM9MJitDaqRRCQYm/3U4ukA3L4g2QElpKh8efJ40rRV/KzwW8whxMePr7VdwOoVwuzQvPc+aStzkkXSXS1duhfoYCvPc63H48HElkXTwCBmie0+hH2ps1I08MVsMrJYNx3FetLy7mM6AAOekMFCsWw0QIDjCKWQor6EtZTaZufaWW9C7uUa+TrpYCi+3UJFVQY7gKgUrQyR5wypJu9tuuJ+YdOmEuTYpUWls3PJrnf27V/1Q/dlPE0unPo1f1O4991v1584lWkIDw7209uGO7MxMfswowiiXvsPCjcncO24cStWVEaXQUDZmfFevgHBEsZz7Zz3VTCOqS+3iS45LNNTYqiysXrABk0NDgNLIdXMbV+HJGwJSo4NC5f6Z5g61QWrwVl4haY89evRAqOE5rpIHUO6mMm5LYrVaWfXuIv71ygKOVuVh8uCcAIgxazEp5RTIPGsURYr+/OnhPzLp4TvrHFu/9RArjgRcKNwrYUhsKX++bSw7Czy/G2RyuHNI4+fwvW4chV10GpX8FSGk7z/ptt3QOS9SFOt6jio2nybt4LpGX89Hy+Mz1LRiRk6/mYFT5wBSq2nW2a389IH7Kk8+2jY9brkf0/lFTYojjLTC0VCjwpMcK8NnhdC5R8PEx1obefnH+eDYa+RpHISaBZ6If4YunRpWMeHE4k0oZa4Fn9VhoefdTm2fsdeMRuNwebrsKNl6OKFpB+/DRxtk8w9rPHoUI7V6CuXuJ7PqcjOHO95QvT3WnkCXwBACcZ9C1a13LwAUNQw1FrOzBEaAo65XMdUiLdMdUiRiU1rJ6jpCsr9P+UFKSqSVWf44bT7hpZ6nLxa5wE7bSsprCF6W5eRRXHaqerv/qKke+3sjQ5dZ/bm7euBFneNKJj8nhx+SszEopMa2MFMK9466BpXPSCPh2x8XktnZfbrhBeQOuNo+ttkFhGuiUtROfbp4Q43D4WDdmysprnJWeLr+7+NR+zddqk1E1FWSbX9/c4N17bQGaU5XSHTLRDA1NwGBgWjsLoOWiEBSUpKXHs3Lti+X89GLb7O3KMVjOW2AAKuMjg49qWoTFg/vRS0qrunQnYffmEtodF3R6uOnUvnPNhl2N91jOxuZf+81LP1uPflFnp9lsR3KGTai8ZVaAzoEU+JwVRVO33zEbTu5XM7Qv75C5Xmda4UNcr7+FkNx/ZF5PloXPkNNK2fC7ffQe9TNQE1PgkhK4m+sXvjvlhqWj8tEVGw3jnW8lmJRw9H8KdglRjqRnkPL6Xdt26yCkZa5lw/Pvk+JWqRzlZy/X/USYWENK/WesiWBjopoyb4CIYuIvnGAUxC8o0FaljtT493r7sNHe2fPqjVkuSnHDRAi6lAolFR5qOJ09agBTLz3fo4Jrt/oDNsuUpUxddoa0dAp0pmLr6hRvdBidhqBdG5mGgabgtJaFUmD1EUMnHhdddoVgI4qdq/4QdLOT+/HGO3NqGyec6AKA0UWrXeJ5G/98kvE8x5WuSyYoXfM9tTVI4dO7KZE77ym0i4yftDMRp/jSqaooIBlZ9KoUHaQ7A+pSuPu4UPReCnUcCViMFRwJjChQQLCN06vX3vwcqKsFexyKWLCexauI71Qgww7k+f0ISi6aaNWug+fIKlKpVQ6OHdgZ739DBVl6Go9TmP6DmvSsbVmtFZpie6c0sIWGomLxLXb+GjuG6xPOkSRm0pOLgTiqnRYlHJyZZ4Nn51FP+67606m/919WmxRcRmv/VJMlZvs+rAQG2/d1x+lUsnmbM+VwAQBZva5eIO00MUlZKwp8/w70wVH0Omeu7Cd95P4lUHCxy/VqRblo3XjM9S0AaY/+Be6DZiG9L/Lwam9K9i0tG4ZZx9tm2tuuJk9BddhEaUVTjp1SWXcvfe1zKAukdPJ6/ko4zMqldDNpObxwW8QGNgwpXuA7N+OIqtZTcZeyZDHpCVxR8R2l4TmVigjSNgvLaXpw8eVxP6dh3F4WOb1iulKXrl7vZlQUUf/a8egUChIMIaRj9OiosaK3lpOuSCNhikVXDoNyhqGGqvVaQTq1FtqZL1AQaA0JaqDyciO5b9wKnCQZH9Uzh6sVmnkz4TR1xGXEev2vBdIjSzm25WLsNvtpJzbV70/OmoIcnnj0yj2p7oq8XUu1RMc6DMGN5SykhKWHk+iXNlRsj/YnMHdQwah9/Pz0PPK5fNV71AYWL+A8E1XtXzlR6Vcupy42NSnk7/s4chx53Nj1IQwIof3vuSx1Ual1lBRIX325CQfrLdfyvEEhBr/HSYdBId28NyhnaGzSg0hJbYmUoy+CNIOneC/z73F8m3ryfVQyekCHS1autj1JGuMHh0TapQMCYziL288R5e+7h2IVquV574+RWlp3XeHXi/y8q2d8fPTsWrVVrILPUe3RXYwMnHicK9j9kb8jaNwnM+5ClSEkX3snMe20QMnY7vWFfUVmmJh/9cvX/S1fTQ/PkNNG2HWY0/TNX58rb02jmz8ll2/LG+JIfm4DNhsNta8+yNGuzS3NUiTjCKo5V6Kl8Lhk8tZWPg9ZgX0NfnxlxHvoNWF1N/xPInfrKGDWqrTU+Ffij5ceo7u8fEEm6VRNYklvrKEPq5Mfv30C/I8eA47OvTEXBVPgQcPpL/NwsYln3P66CHKHZX8KvbGcr7UWgRFZAqdqieKAOUyl6Gmpgiszeb03F13911oqetBzHRIDT5hBQ5Kcgvped1M7DWmJxFiETt+W127Ow/e9DRd8txXdwIQBTgWvIdNy5Zic1x4FigZf/99Hvt4wm63k6HLqt7urvGlPTWU8rIyvj58nDJVZ8n+QEsWcwb0wz/A30PPK5fDh/aQGZlVb7vIrFi6t4JUaGWt1CfHRUTU5BxKYvv6HECgbw/od8vlq9xoNUn/5mz2vHr7FKYcl2wb9U1XgrwtEFjrdg3K5k+1K83JY/HzC1j8wzLShXKPjgiAIFFLP4IpV9nJkns25kQ49Nx1883MfPZhr9d+4Ys9ZObVvWelCh6fpCTmfJrU6hQlHoclwLQYs9fr1EdI13BK7C4NxpR1B7y2H3LHcxTFu6IVdTvSSN798yWNwUfz4TPUtCFun/tPOnQdKdknYmbPykUc2rK+hUbloyn59a1PKTNKK5/o5fmMCfqdAcXbOXfmdAuN7OLYefhzvqxYi00Gw8xhPDTqHVSqhuea22w2qo5Kw23LrYUMf6KuuBtAjEOam1ygj6WspNRtWx8+2isWi4XT6e5z0WXIGDp2MHtWb0N0M5tUIqeidB/piQfZ/9sGREQqjOX8Kr+muk0fxxkSVEOqtw1yVzSEUuky1Fhr6D4EOupWqMgxKTDVeBwobKDWl9GtezwnVNLFp+rEdmqjVquZ2f1h/Ko8T9bLtXDI3xVNE+wfT3Ck55Kpnjh8ajel54McVXaRCb5qTw3CUFnJ/w4coVQt/c4DrDnM6deTwOC2KYp/udmQ9i0mVf0Cwg/MbDkB4ZqoFJcWUVORXcjaL49gR0GXIBOjm6jCkyc0uq61tr2lzTipKpQ+Uy0691V32isdalW4Mik9p/c0NVVGE8te+pCP//0pZ8USrB6qNIGzUlN/ZQQBKDlGiceKh0oUXK3txJ9feZpuQ672ev33v9nC0bS6Fb4EGdw52Mjo4X0B2LRpLxl5+jrtLtAprIqbbhrv9VoNQYxwOSiURfXrKw3/2xuUhzh/kzIHFH27kvL8lEseh4/Lj89Q08a4++U3CQ6TevJE0cSWrz/kVMKuFhqVj6Zgy5dfkJMjTRFQCZWMCF+HWhBRYyV9ZdtJdVu//32+s+5GFGCCLZo/XPM6cnnjJjYJH/1AsEqany52U6FQu8/vnTB8FKoaFW6sgpot+/c0fvA+fLRhflrwiaTkdk26iHoGTppAgeh+8hpu1+CwGzFVZVJV6mqTUV7CXoUrJWmI9SBHVf0AMCtcE1NVjd+mrUYuvNbNuk0mk5MfKhUaDrOWYTQa0Q2dKNkfbz9LYkLdVMZeva6md+EgvC0LMzuZUI4dA8CwaTd7aemZhDSXM6RziZ5A/9Zbnra1UGUysWRvAsUaaUSkvzWfO3t2IzgszEPPK5tvf1pIRhfvAsIyEfrZxrSogHBNNLVEahojJmw1mVn97iaqHGqCVEaue24GMtnlXZ7EDhgj2fb3s1Be7D0CV6iQVoeyX2Hpej1iukm2TYogzFWehXubAqvVyi/v/Jd/vbKAY5Z8TB5Sl8CZvtRLEcbQ6DiSraWkC56reYWJem6fOo3b5v8VpdL7vPS71bvZdNK9QXlCzxLumOFyoK84YXFbCaq6faemqZQVN314tZslSBFOfnKm1/YafRAxDz6E5fzrWVcJhz96DZvNc2UsH60Dn6GmDXLP6wvwD5R6Gx1iJb/9502Sjx9uoVH5uBQSN6zhzIFgald4CotLI7iGgn1fywm2rP6lBUbYcBwOBz/teplfcYYJ30BfZo2c3+iJV1VFJZp8qUGm0JzFkD969mRr/fR0qEyT7EtX+cLqfVw5VJQUk1rpfoKqQsHEO6az8culVOB+gq2wXqgoYcVil/5mVWIVqYLTEy1DJMaSQo48AofGvaHGanela0bE1a2eAZCjkHofw4ts/Pb5V4wYP5FUmdTrnbt9jdtz3DPrUaIzvXt3M+JzUEcPot91k7y2c4fdbidD7/Km99A1rFLdlYy5qoqvdu6iSBsj2e9nK+S27l0I73hllDVuLAZDBWcCGiAgnBnAzOvnNMuYGoJKKTW4Ouq7gQvtHA7WvfkLJWYdGpmZ65+YgEp/+UWlO/fog8nkMi4JAiTt9h6ZrjRIU1YUIVeOPg1Ah06dUDtcKUQO5CQlnbls19vy+Q989OLb7CtJ81rJSY6MWAK565ZbMNusbE07SSXu04sUyOmtDOPRl5+m17gRbtvUZHfCSZbu1+FwozzQN6qcp+4eX729b88RUvLrRt1cIDzUwpw7mqYYSIceXSm1Od/VAgJnV++rpwd07j0K2XUuR39Ipo29n7/YJOPxcfnwGWraIAqFggfe+Tc6XXfJfoejjFXvv0xOanILjczHxZB16ij7f6nAjmuiIyDSe0Ql1/3lCTIEaV5/2JGfqax0XyK3pbHbrfxv1zy2KNMRRLhdNZIpQ5+4qHPte+979AqX11pEJGS0e1HSmgzpLBUpLlN14djRxIsagw8fbY0f313kcZIaKejo3v9q0lJy3B73R0NZiSvf3SSTzk6DHeVoZFbK0Z9vb8DiUCDoXEYSdQ0Pv110RdRc+4fb0VDXc5lu0lVXpQDQGqGy2GlsLek2StK2r/EIOdnuPYf3jHmWkArPXvwqpUDpCCNGo/dIBXccPLGTsvMpWiqbyITBvmpP3rBYLHy1YwcFujjJfr29mFuiw+nUpeFC8lcaX6xaUK+AsN4scmOfB5ppRA1Dq5L+thua+rT7k9/IKNIgx86Ue64iILL5jB+GSqlBqKzorNf2WoM03SagS5yHlu2X2pWfsgryPbS8eA6v/p2P5r7BxuTDXis5CQxCEUQAACAASURBVAh0Ff2ZM/0m+l7dlx+XryCFMrcpvQDBopaZoyZw1/89UW8UDUB6ei7vrTdjdRN00rmDmVfvk1b8WpZQgsNLQaVR4QWeD14E1lDXEl6W27DIpgEzH6e4n8uYFLAvl5Obv27ScfloWnyGmjaKQqHggXc/RqOWLlztjiK+f20uRXnuJ+I+WheVpcVs/PQAFlGq29IlOp0xc+5BrVJjueZWyWsnQixi2/++aN6BNgCLxcBnO58mQV2IwgH3+1/HqP4XV42iJC2bEKt0wpZnSaPnjHH19u131dUEWqQijAnZ9Ysy+vDR1kk7cYJ0h3tDhB41Nz/xIHlpaeTL3KdFhTrkyATnAsuBQLkgNfgEiWV0tOeRpo7BcT76L1rMQlWYXt1Go3MZamyiy9Cj0+kIctRNWXQgozBcOhUJFJyLgTEzbqYUV0ScChuHfv3J7djDwzow1D4VhRdXfl6Inc9Wv+7xuCcOZLg87V1K/fD3az5thraG1WJhydYt5NdyJOnspdzcNZjI6PqN7VcqiYn7yYj0nsIAEJURQ3yvfs0wooajVklTn9xFINTmxMrdJJ5yrmxHT46gy5Ce9fRoWkSHtCCBTOFZz85srkJfS482qvcQ943bMTqr9Esosl6aMG5NziUksvC5N/lp56Z6Kzl1EPXcOHgM981/nF1rt7AmcQ9lHqJuZMjoIQvm0fn/YMD1Exo0FqPRxPwfMjFU1jU4BgbaeXNOD9Qal07MqeNnScr3rLcVHGTjT/dMb9C1G0rMFFdkZ7C8A8WZDTMEjfzLm5R2cL5zBREqf9pEUcaJJh2bj6bDZ6hpw6jVGu5769+olFLvlM2ez9L5T1JZWtxCI/PREGw2Gytf+x6jXVriNcQ/jRlP/7V6e8T4iRzRSsvVXl20jbOnW8+D1Wgs5pM9z3BCW4naBn8Ou50BvWdf9PkSF65GLXN5u+yijbhbR3rpISXKKo04yveLxlTZeE+6Dx9tiXVf/4IF98KC0To/AsPC2LB4uVshRgGBETPGI5c5J5t+/vHYca22BAECcE6erzIf54DK9UwaWrWXTctXAKDRu4zO9lrJ+p4SGvK00iNhZVUYjUa0Oi1JoVKvZfeCfR51EW6YPJvY9M5uj10gJSqPlWu/9dqmJna7nQy/3OrteP3QBve90rDZbHy9ZTO5eml5W62jnJkd9UTHei+nfqWz7tz/GiYgPOvpZhpRw9FrpEbY+iJqshJOs2NDHiBwVS8ZfW5q+Pu9qQiOkP6d6v09RyWknTxEzQBDsxo6Rl55f8/+ovTdYZB7rrrXUIrScvjy+XdY8tNyMoQKr5WcgkUt46P68tgb81BqVHzyynskOUpw4N4yGChqub7/CO599Sk0uoal1FmtVp794hAFRXWjbjRamHdDEGFhUqPMF1vTsHvR9B0W2vTO8y5XxVFmKwRAJggkrWqYTqlSo6Pnn/6G+bxPRWuEE//P3nmHR1Gtf/yzPbub3gghCSX0Ir2JIKiAoiggioKiAopiu95rARX92QDFcu14FSyAoiJSBBRBeg+9lxBIg/Se7Tu/PwLZTHZmk0Aq7Od58jw7Z845c3azO3POe973+875AHs1Gt28VB9eQ00Dx+gfwANvf4hGJY73ttpT+X7qs5gvw83bS+2wfOaX5JvERjajOp0Rrz3iVrfdvRMoKrPM0WEjZdl3NT3ESpGXl8wne6ZxRm/B1wbPRD9G69jBl91f8q6DNFKJd13TnIlEdq98CtKBPfqgEVwPHavCwPqdWy97TF681Hf2rFlLskL6fh8k6Bn9YonxN0PGyBEmGOjY73oCwkoEIzXaCHEfRj+UZSbQ3S1xHFG6FjptT/zAwX2H0fu6NGfKetQAhDYNk7z2OatYlDMwB1bO+xKAzneMLE0NDhBEPpuWS3vVAEy+81UistSy5x1K2KNbx4U06axY5dl9eCP5F2+9OrvAoB7esCcp7HY7C9b9TapvW1G5j7OQ24PVtGjVqo5G1jD4eck3JEVWLCDc3np9vREQLkt5jRpPgqr5Sen89f0hHKiIDjZz/ZTbanh00rS9fojIoOSjc5B4ZJ9k3QunD4mOi32vrdTclwjVizXFijWXrwFoKijix//7L19+9RXxQi52D5mcfNHR3T+aZ958iRsn3sOC1z7i963/kC0TGqVAQXMCmfLS0/QeU7UMYu/8sJX4VPfMTSo1TLrBTqcOYlHlxHMpnEiXF0b383Py+AOXPyf2hLlMmKQz2bMXUlnCWnRFd5crtDjovIPtc6ZW69i8VA9eQ81VQFBYBGOmz0KlFHtmmK2JfPvC09gsXitpfWPd19+QltZMVKZTFDDsPzeh07s/IKKiYjgWJb7Rt7cdZ/3y32tymBWSmXmS/x56g1QfB0EWBf9q9R+io3pV3NADCb/FoVK43KjNjmK6PHFnlfoICAokrEicevCssv5Nbr14qS52/LNLdlexdVQEWq2Wnav+ko35b+Rfct/pO/oeAOxK8U6pn1a8Y65UKIgWUkmjZIKqxY569ftYVa5phb3ceAY/NE5Sp6bYriY7RLzwUeSW/H6bRMVwxCBOnRoQL2901el0DAl7EL1VfqWY4wsLtr0ve74s+1LWlb6OzPXDaLi2Mr1Ulp/WriHZr52oTOcs4tYAJ23bV97Ifi1SVFTACb9dCBWs/aOT/Rk1/KHaGVQVMejF9wu50CdrkYmVH63HIugI0hUzdNqdNZ7hSQ69rz8FheL7UeIRaa8EU3qS6NhskDcGX820iBZvopnUQdjtFaeHLovNZmPpe1/xycwPOGrNwOwhk5MPGtppQnn6xWcZOfVx4rft4fPX3uO4PVPk8VkWX3TcHNuZiTNewBhYtTDVr37ZxK4zEiFMChjeKY9hg9yF5L9edURSx+YS3ULOo9NdueeRFNGDOpe+DlKGUZAhH75Xno5DHyW3u2vdGLQvh0Orv6rW8Xm5cryGmquERjEtGPH8GyiV4pShxaZ45r34bJVvpF5qjv2rl3H6gNiopsbKDeOaEOrBlfaWseM5pxB74DQ6tKzOhIWTU/fw0cn3yNIJRJhVPNfxVcLD2lXc0ANHl6yjUTndpVyfTAKiqp4hpHOweIcjRxfN6ZM1l6HAi5e64s95CzivlN6ND3caGf7kJAAObpbeLfZBw7DHHwSgbfe+aFQRmMvNDvQSswV/oZB4bSxmSow4YUI2eRt/Rri4nV7eUGMwGAiQ0KkByPAXT2SDil0GpUb9xTvuzZ1J7Ny0XrIfgA6xHYk64TkE6lxUPt/+9rHHOg6HgyS/tNLjNr5XZoS+Wln450rO+YuNMVrBxBBfKx07XSfTysslvl3xARmBnkVd6qOAcFmMPhUbapxOJ3/OXEGu9WKGp//cjEZfMwvYymIpFhteLWZpTzshP0d07PA1SNa72mkSHY26jLeyXaElMeFspduv/9/PfPrae8TlJlIgI3oPJdmZWhDA5EcnMu6N59AaDfzy1qf8/NcqMj0IDMcI/jz+9GQGTryn0mO6xKr1e/jjcABSkVe9WuTw2D0D3MqzM7M5nCE/PzUYBaaMrVhb8XJp2qsdBfaS76ZKoeLY8i1Vat/nsRnkNHZtjFpXbCf99B4PLbzUNl5DzVVEs7adGDblZZQKsStiYcExvp/2nzoalZeyJB3ZT9xKC05Rhicn7W8w07qP55u5RqPFecO9omdIGNlsmv9NDY1WntMJ6/nk3JcUaKCpScsz3d4mMPDKRSLzd6VSdlOx0J5D73/fd1l9de/RAz+ba5EloGB7wqkrHKEXL/ULq9XKsVPnJM8pUNC1V4noqNlkIl0hPTEOE3zwC3IJa2pDwilQiLcIfZDeMtRh4XRHV7hmW9tx2geWLH7sOHA4xO7scsubJKd4wRSa4eR80lkAOvfozUmVOMNK0a61Mj3BprnfYtuyiehUz4upE40OcuCQ/KR0x4F/KLjoiOdjExjU4y6P/V2L/PzXKhL8O4jKNIKZm7SFdO7SVaaVl0uUCAgnVVgvOrlpvRMQLouxnMeAIGGo2fLpSlJy9aiwM/Th6/CLlA8XqS20GnGIp1YvHT6iKRKHjCoDQyTrXe2o1WoMdrHR6mxqxd/fvUvX8OnUGaw7e1A2XAlcmZwevHMkE2a8SFjzaM7EHWTO9NkcNF2Q1FcDMKClf2RbHpv5EoGNq76xd+jIGb7erJbUmYmNLOKV8f3cTwCf/7YTi4eES9eFnMfP191Lvjop9nU9m+0JlfeoAVBrdHR44gVMFx+VOjOc+t9nWE31M7PstYjXUHOV0aZbbwaO/xcKhXiCmpu1nx+mv1hHo/ICUJCVxrqvDmIrJ6kZ3SKZfveNq1QfvQYMYr9BnGmgS/ZmThw9XG3jrIhDJ5bxZfpCzGpoazLwVO938TVKa09UhV1f/EqIVrwLbm1sR2usnACcFFHmLNFxmjEGq9WDj6oXLw2MpR9+JRvO1MRppP+okrDBlV98i0nG2NL6OnGGHkWEH5ZyosQ+DunZqFljZNBdt7MvyJVNY7B9B6F+wQgIWIvFGaYCGgeW7wKAdJOaojK2GpUDtv3qcsM2t7tBVL+95QgJ8dLpdE8dLwlf0PyTRID8moAinYJVSXOxyIQHH7jwT+nrJrn+GCTCUq9lFv+1ilN+Yk8atWDhRnUuPXp6RZcrw19nFlJcgYBweI6KiSPq9/xNr/eh7C6LIIC5zLP28G9bOHIKQKD/kMZEdmvt1kddENW+t+jYz8+KxeTunehTLDYQ+EZce0LClzBY80XHGWbpLIIA8Tv2MWfaLH7ftYk0Ga/PSzRyGhnZawCPz5xKbJ8SI+/Sd79i4ZIlHts2EfyY+MhDDH3qwSq8CxeZmTnM+CNX0uASFmLj3QldJdN5FxQWcSCzsWy/Oh94anRv2fPVRUQ/lyd7kCIUU37ltWoAgqPa4j96cGnoZUCmwI4vplXnEL1cAV5DzVVI1xtvoe/dj6JAvMORkbKTRTNer6NRXdvY7XaWz/wdk1Mc+xoSeI7b//1klfrqNGYCBWX2pTXYSfvj+2oZZ0XsPDifuXkrsCmhmzmIx/q9j053+WJyl7CaLajLbcpkW8/T/YnLzxwFMLBbT1Rl4p/NSj82bauaa6gXL/WVovx8EvKld9A0qBg4yqVrdV4mdj1I0DPofvHvTJHjPik1OqUtHk5diXVl4KSnOKMqEVlUAHc5d+Oj86UwR3zdWx8ZhxZ3fQelUkVGsPi6xrz00tcDhg0nXeHaxVbh5PjqpW79HF61BqujxJPOWZBH+8weKD0Im6aGWfl62btu5Ta7jSQ/1/XbBtT8hLsh8fua1RwvZ6RRYaM/GfTp3aeORtWw+Pn3b0iK9LyoUgrQwdy3XgoIl6e81EyRqWTlm7TzGFvXl2Sn6dxeTbs768/3I7pDdyxW18BVSoET29eJ6tjtdowF4ptIk9aduVYxOsWaMoVKlVudjIQk5r38HvOX/06yogDBQyanYMHAoKadeHrWy3QbMQSAlCMn+XzaTOLyErHIaNj4oKF3cHOemDmVRq2aXdZ7sZgtTFtwkrw89/dg9BV4654oDDLZor78cQPFRfJG1g5haQSHBsuery6a33AdRY4S45laoeHosqonzmgzcBwFvV3eZcFHCtm35KNqG6OXy8drqLlK6TtsFF2HPgDlhBtTTm9kyX/fq5tBXcMse+dL8s1ifRlfbRojpk+qcl+NI6M4GTNEVNbOdoJ/li6+ojFWxD97PmOhZSNOBfS3NeHBfjNRq6T1JqrKrg9+xE8jfqAZu4ahVl+ZYF9IWBihRWdFZacd12a2Bi9XH7/O/ooCpD1dojDStleJ993pAwdJV0rveoZqxAZ9i9WCYHH/Xfs5pF2htf4lHjJarYYm414ilxLDrS/F3Ko5R3am2KvN1z+AQKe0LkWqWuyxEprpwGot8XbRaLQkRoiNJW3y4sgrZ6ja+adLYN1PH8vYux+nWaLnMIWEmHOs3fCHqGzHgbUU+pTcK/Q2gYHebE+lLP/7T46Wy+6kwk5fRyr9+t0g08pLWYqKCjjhWwkB4RQ/Rt35cK2M6Uopb6gpNFnIS0rn7wVHcaIiJtRMn8dvrZvByaBWqyksEBvBslKOio5T4o+iLuNgaNNAk9hrVyA7RCu+fxdrXK6QRbl5LHz9I776ei5nyPOYyckPHT0CY3j6zRe5ebIrxH3VR/P4buFPnFfIGzEjnL48dN8Yhj9f9Tl0WV79bhcp6e5GUI0W/j1ER0xMhEQrsFgs7M2W10HTaOGxYR1kz1cnKpWKQh/XRor5ZMZl9dN74jtkR5eZc/91gJQjm650eF6uEK+h5ipm0JjxtOs3CihrKRZIOLialV99WlfDuuZY88VXpGc0E5XpFPnc/p+haHWXt0t2830PcFYZLSprfGS526KlOnA6nSzfMYOlzv0A3Ca05e4+r6NSVk/Wg4LUTAKKxQupNMs5Oo4ZWi39ty8n+petb1ol8TsvXuojKfHxJDuk3cH1aBn+pCuccsviPyUzQqlQMnDscFHZvmPbsCjcV48BQr5bGUBwI9dkNSq6MTk3PoPj4tSiqZDKufXL3drI6tQU6bGVsRH5mGDP3y4DdJ8776G4jKeoH8VsW+ZK1Z2TlExuoUuHqvugkrSsj942nbBc+emOVaVgq30Zubku7YWDaRtLXzfJDcTnMu/VVxur1q3hkLENQpk4FyUOeloTGdi/5kQzrzYqKyB8R7tHPNapT5S/bRTk5rPyw/VYBC3BPsUMeanuMjx5wmErlxlIKTYuJ5/cLzou9lVc8SZSQyamkdhAYdIEYbPZ+H3WHD5972OO2TIrzOTUXhPGM9P+w4gXJ5eGFWWdO8+cabPYlhEvG6arRU1X3yY8NWsa0dddWfKK2fM3cCTR361cqYSxPYvp20O+/zkL1pKfL/9dbhOeSUzTJrLnq5vgHi4Nt0AhCEuxB+EcGVQqFV2eeq00BFljg3PzvsVUkOW5oZcapf7dMb1UK8MmTqFFl9sQ/6udHN+5lHU/fltXw7pmiFv+GwlHxcJmaiwMGN+M4CbRMq0qRqPRohhwH84yk+VQctm6YO5l9ymFw2nn523TWas6g0KA0eqe3Nbr+WqdbO394nd8VK6ddIfgIGZ4t2rrv3fP3hgdrgeNEyVbTxz10MKLl/rPqm9+lZ0MN9X5Et4kqvQ40y496Q136mnaVuwZcfrCXgoV4n4VCgUBSHvUtGwvbt/rht78rXZ5VXQ17+bvn8Xefv7h0uGSgkJJRqj43pK13xWqGBQawjE/8b0hMmlbaVbDDd9+Bxc/E7UyhC4jS4xQvkZf+utHobXLu99nBgjMWzcTuBj25O/alWwX1Fe23bXEX+vXsl/fspyRxkl3yxluGXhTHY6sYXH40J5KCQhHJTWlbduGkzWr/LRg92+7ybMZ0CvNDKsHGZ7k8AtsITrWG8Xeh0XnE0THZoN7mMy1RIuWLVGW0TCzKgx8Nesj9uQnUVhBJqdYRSBPTJ7M2Df+hd7PNe9b+9VP/O+rr0lWyIvYhglG7r/9Tu5+ecoVv4dFK7az4YREGm7gpra5jLnd8z1/d5a0pw2ASg0Tbrzy5BpVoc2QnpgubtxolT4cXyGdZr4i/MNiCB07AufF37J/jsCuz16trmF6uQy8hpprgJHPvEBU64HlSu0cWPsT25bXbLjMtUziwTj2r3HiLOPRpMDJdQPttOwprSBfFXr0689+Yzlh4ZwtHDu0X6ZF1bDZTHy75UW269JQOWG88RYGdJ1cLX1f4vz+44QjNlilOc4Rc0OXaruGWq0msjhNVHbeGOlNWe+lwXJwwyaSFdLeNAGCntEvuiay6+YvIlchHfbUJMI9fj4zLYXicruZIUY/pCI0CjEQHukuppiRb2Wv0uX23eH0QvbFHSg9HvzIODRIL3bSfMThT8GZ4rG3GHKnyEAdKaSz9e8/cTgcnEvcXVrevEVvVCrXNQbdcCuxSZ4FQM9GZ/PTsm/Ytu8vinQXw56sAjd2H+6x3bXAuo3r2aNrjrPMtFGBQBfTaYYOGuyhpZfyrI6fXwkBYSWTRtZvAeHylDfUZFl1qLFz68Ru+DWu+wxPcrTufbMoJbPRYCf9rEuo3JmXLapvM17b3nVardYt85My1Femdkkmp2jBj/GjRvPIOy8Q0tT1zMhPz+Lrl99lw7kjFMkYedSo6KANZ8qbL9CqX/crHv+WnUf4aY9BMjNZp6b5/PsBz56B//thFdm58h5VrcJzaNuhpez5mkClUpGvcXm9FhxNuey+YvuMwDTA9awMOWVi14/vXNH4vFw+XkPNNcKYqa8THiW2EAtY2LHsG/ZtWFNHo7p6ycs4zz/fHMOG+IEe0yqF3qMvL920FF3vm0g+roWNBgeZq+ZfsRHCbM5jzvYXOKjPR+uAR4NH0b1D9Y37EqcWbUWtdOkoWZ1mOk4Y4qHF5dG/w3Uoy8RKF6sC2bZje7Vfx4uX2mDLn1txSIQyAbQMD8VH7xI/PH00QbKeER23Tn7IrVyX6B6Y5Kt1FxcGyFNIe8ZolSq2FmlJJRwouS/p//qAtLQSQdGgoGACBend9XMmX5Fuh38eHN/nEkds3bYDxzRiLx7lwQ3sWrQYh7Mk9FOBlkGTJrj1PfGuF2iSJr+rLyjgcNAODp7bUVoWlReETls/PQFqi42bN7FLE11u00GgU9EJht1c/ffrq5lfls6tlIBwO1OfBiEgXBalQuyxJqgFBtwWSUTnWJkW9YPARpEUFonvcfF715e+VheKhdQVATUvEFufObUlDp1ZHGavCXQPIYISLZlRfW9i8syptOgh9g7b/MMS5nz0BefIBxmx4RDBwD2DhnL//z0rmXmpqpw9d56P19qwSTiZRjUy8/aEioWut2XIZzlVquC+HtKeOjVNwHUxpa8DHYHYrPLhZxXRY9yrZLVwPfd0G05xds/qKxqfl8vDa6i5hnjwzVkEhXYVlQmCiQ3zP+Z43OW5yXlxx2a1sGLWCkxOcRra0KCzDHv2yl02yxIeEcmpZmItl7b2U2xc8btMi4opyD/PJ7te4pTejMEGT0U+QvtWw650qG6cXL2VCI3YPTRLfYGQltXvMhoZFUVI8VlR2XGzvIuuFy/1lXXzF5Eqk6o0TDAw8rnHS4/zMjNJV0jHqoehFRl0AJJSz6Aqcl8c+sikTcpXSk/O1UolTqedlc5WmC5qyoSQy+nv38VqK5k8GmRUVM2CkuxQ8bmzW1aI++86SHTcxn6Soyf3lh4HB7TFL9x9Mq3T6RjRcjK+ZvkQqHw9FGvzSo/bB10vW/daYOu2LWxTNcZRLlNXu8Lj3Dm4fgnD1nfMZjPHjTsrJSA8+i53Q2N9R1nuPhHaSEWb2xtGtjRTkdhAXVzgCk3TFYs3vgzhlx+23pBJO3WWuS/PZsGqZaiL80TnBD/xsyBYMHBzi848NWsaXYeLwyJNBUV8+8ps1hzfS77M80mFkjaqEJ58/T90GHzlHugAhYXFvPZrKkUSmZoCAx3MfLBthcaghT//TXqWfBKN5uH59OpTNxnB2t7RF4uzxANVpzRwYvXOy+5LpVLR88k3KQgo+axUdrgw/2cKs1KrZaxeKo/XUHONMX7G+/gFiNXqnUIhq+fMIv5I9YTMXOsse+d/FFjE4QB+2vOMmP5YjVzvljEPkKCMEZU1ObqcvJyqCwtnZ8fz34Ovk6y3E2CFZ2OfoVlM9Twky5O54TSKMuqDRfY8ej13b41cC6CVRny7yzQ0I/38+Rq7nhcvNcGho/FI7z4quO66NqKS1V8twIK0d13XgT3cyvaf2oJVcJ8W6GS0cIpURsly9cUYiGJTPlt8byktb207wfpvvwHAL1hOUhjSfcUeLLpUcehin0G3kKRw3WMVQCOja/Lcd/g9sn23bXsd7TK7SYZyXSK5sYkWpyMxWAX6d7/dQ82rmx07d7BZCMNRLntk24KjjBpyWx2NquHyzdJ3KxQQNlgEhrV+uHYGVM2UD30KahslXbEeolSKDbsaH5dWiqFQfL+NaNlwdIOqg6LcPBa89hH/+/Y7EsjFgRMhTywub9OXCDL7CT70CmrK02++yKBJ7vO53b/9xeczPiJeyJVN2R0o6LmrV38efOvfaKvJq8xms/HSdwfIzHYPWfLRwyt3BhMSHCDRUsz6VOnNCSgR0767Q915X2q0GnJVrpC0nP1nr6g/Q1Ajmjw8FvvFj8w3H/Z8/joOh3wmLy/Vj9dQc42hVquZMPtTDAZx/KTTmceKj97k/Nn4OhrZ1cGfn3xJRlYzUZmPMpfhL96Bpobc59VqNepB94t0G0LIY9vCb6rUz/kLB/jo2EwydE7CLEr+3f4VGjeqmQnJ3rnLCNOJJ3GmEBM+AdKhFNVB/7790Dtcu0BO1Gw8uK/GrufFS3Xz2/ufk6koljzXxGlk0P2jRWVphdKeN6GCge5DbnErTy46QbHCfRKmd0jvelo00roEapVrMqx1Ktgb4tIw6Zaxmk2r1zLk4XGoZXRqEh3iyXBIhkBayllX/2o16c3Eni6dbcdQGwLRqSNpc9MAyX4vMX7kkzRN9jwpT22aQnRi1DUb9rQnLo6N9kDsCvH7b1lwhNFDq9/D8mrn6JEDJEUlVlgvOjmG9h3qZkf+SrDkF7uFPllsno1S9YlGzcSfua+fBZvVwvnEeHRlnG8dKmjarvo09OozNpuNJTO+5JP3Pua4PRNLGYO9KUfsUWPSBdNRG86z05/nzhcec/NMsZrN/DD9A/7Ys0VWM02JglhFEE++/BzdRlRvSOVb328jIdV9c0ClhscHOOnQtlmFfSxbvoHUTHnDUXSjIgbe1OtKhnnFGNu5NjACrH5XbFSJ6TwYxy2u7FchZ23s+uH/rqhPL1XDa6i5BlGr1Uz44HN8dOIQE4czi1/emUpWmtfL4HLYteQXzp4Upy1UY2bQI20IiIiUaVU9dOvTj32+4gdEl7ytHD1QOUNEQuIWPk74lDwtRJs0/KvLhh6rxwAAIABJREFUmwQFeRbevFzsFivO0+IHda41nZ7PjqmR611Co9USUSQWWEvRh3tFhb00CIqLiojPypY8p0ZFvzv6i8oObthEhsyEONwg7c2SY8mkQOEeEmh0Sht8BJ20oUajdhlgbDY7gyY+zml1q9Kypnv/R1ZuoaxOTY5VQ0EZW43SCYfWLBLVueHOUeTjur4PVho37UabTuLPQY7x/V8iuEDer8asUZAbfIHiYun3fjVzYP8+1lmM2BTiRUnz/CPcN/Ta9TC6Elad/I5ineeYp7BcJZNGvFRLI6o+nHYHq2f94Rb6ZLM3HENNy54DsNtd/x+N2smZPVtJOr5HVK/YCNprwHi75vP5fPzau+wtTJYU+c3OykJRxiPGrPRj6DMP4mPQu9U9vGYzn73xAScd2bLaav6CD0Pb9+CRd54XZYOqDub8som4hEC3coUCRnTOZ8iNXSVaubM6QSsnpQMKuL355WvCVBfth/fD5iz5f+lVvpxat6eCFhXT/d6XyGrjmjMYtyZxaqs3EU1t4TXUXKPodD48/O6naDVNROV2Rzo/Tv83hbnSCwIv0iTs3cGBf5QIoowYDrrcoqBZ19qxsHe7byJ5ZRYuahzkrK5YWPjoqZV8nvodxWpobdLzdK9Z+PnKpx68UnZ+/DMBmnJuxu39UKvlVfSri36t2oomF4XqUPbsjavx63rxcqX8NnuObDx/FAauu+EGUdnuNduRmlVqUDNkkrsweLGpCGNCkKQ7ur9DOmWq1t998gugLmuosdvRajQ0Hf8SOZR4sRgwU/TbLAwyHjUAGUHiHVnhnNjb09fXjxNB4gwgnazx9B53v2yfZQkLDaenYyhqp7xeTVqwg69XzqhUf1cLRw4fZk2hFqtCvOBqWnCUcbd6jTSXw+Jl80hqIp92GEAhQNui3g1OQBhg08crOZ+vR6kQL8KtjoZjqNFodRQUiD/7C2f2kZcivu+YfK/u1Ny7fl3Nx9NmsCnluKznC4DgAL1DHF5/Ov6U6Nhms/HT/33M4g1/ky3jCQoKmhHA489Nod8DI650+G78sTaOlYcDJA0sfWJzmHh35Qz769btJCld3oAUGWpm+HDP2aJqA51RT44iq/Q4c+cpD7UrT++nZpAXUmLIVDoh5+c/yEs7Uy19e/GM11BzDWP0D+CBtz9Eo2okKrfaU/l+6rOYr8GdxMsh93wSG747jR3xLkuLthfoOWK0TKvqJ7xRBPEtxLoBrR2n2bBM3vK958givs7+HasKOpsDmNz3PXx8Ko7TvVyKs/PwzRWHN6Vbkugy/o4au2ZZmsW2INh8TlR2uFystRcv9Y20c+dItEpnivFBw+2Pig0vVquVDJlUp+FOH0Ibu6fU3ndsG/osaU8bf0F6kRka2USyXKtx6cXYL7peRzYOp+Dmf2G/aJxp4jxP04ACBEHaUJKiFN8ngtNsmE3iyX7H20aW9gcQSi67NqyV7E+KOwaPpnmiZ2/HhJg0lv35U6X7bMicPHaU1blgUYoXJFEFx7jfm93psjCbzRwz7MBZkYBwqi/3jphYO4OqRg4s2sixBAUKBFTlVhRXkHSmTrBZxPcchzMdR3aGuI7h6vSmObUlji+nzWL5vq1kKDzP/SOcvtx9w2D0NnH4U2quSx/l1JY4vnhtNkes6diRDr/xRcegph2ZNONF/MNDrvxNlOPgkXjmbtPgkNirbNWkkOkTBla6r6VHrcg8qgC4KTJP/mQto2vp2gj1NemrRVPGxxhIi0mPYb34aDcUwoHPZ2C3S6TP8lKteA011zhBYRGMmT4LlVJ8kzRbE/n2haexWbyZcTxhtZhZMftPzE6xcSMs5CxDnnpcplXNcfM99xOvFIe0xRz/g5wcdw+pjXvn8EPRWhxK6GuN4OF+76LRuLutVie7P16MQe2aDDkFgYhb2nhoUf20UIhnjxmGZuRkez3IvNRfVnz1EyakJ0Qxal8aN28mKvvr6/kUyhhqmreWzlgSn74Pu8Pdq02lgACkDTXNWreSLNfo3A01AN37dOdwc1eIYzfHIWIDpVOZphTrsJRZE+ksEPenOPzJnHSBQ2pxqm7fk5sl+5Nj8p2vEpEl783nUMIe3ToupF3d2S7OnDrFiiw7ZqU4nC2y8DgP3Dy4Vjwer0a++f090isSELYK3Bb7YC2NqPo4t/kQO7aUeFV06+KDqnzoUwPyqAEwGMW6eT7GYpSFYgO54F9zG1l1QerxeL55+T0WrFpGiqIA+dieklTZQ1p15alZ0+g87EaMNrHhPM9Z8v9e/M4X/LRqhUeDT7Tgx6OTH+Xmye7endVBeno2M1bkY5FwQg0PtTFroruYvhy7dhwgIV1eRDg8xMrYMfXHkN3hzhuwCyXzXKM6gLPbDldLv43b9EU5zOXFGpxsZ+c3r1ZL317k8RpqvNAopgUjnn8DpVLsxl5simfei896NTw8sPStrym0isOE/HSp3PVKzWR4qgi1Wo3PLeNwlPlpB5HPjoVflx47nU5W7XyP3xxxCAoY7IhlTN83USlrdiKecSKBMId4J/+C7Syxg/vW6HXLM7Bvf3RO1+TLrtCyIe7y0xh68VKTHN22nWSk3cb9BR9Gv/SEW3lSUrps/ZsekM6slk4yJoX7wirI6CeZIakAA4c3/S3Zl87HZWGxO8V93jTmHg4ZepYe32bfSoCvhLFGoSQzVBxmUHhir+h4+9KfOWsSLwZiHWfZs32L5Lgkx6rTMSTsQfRW+QVKji8s2D670n02NM4lJLD0QhGmcunWI4pO8uDAm7xGmsvk+PGDJEefq7BedFI0HTt1r7BefSInPpW1v5zEiZIWEVZ6TRoiYajx4IJQD2neRRy64mu0oSsWb+z4hNas3mBtUZSdy/zpHzL3hx84S56sdgyUPDd6hzTnqTdfZMAjLi9xf6X4yVCk1vPZ1JnsL0rBKpNtUI+W68NbMnnmVEKaunt2VgcWs4VpC0+Tn+++xPX1E5hxXwx6n8p7Rv0Ul4PTg1PKDeEZ8ifrAH2QLzlCZunx+c1Hqq3vLnc+TXYn13PCf3c6x9Z9X239e3HHa6jxAkCztp0YNuVllAqx62dhwTG+n/afOhpV/WbVR1+QldtMVKZX5nDXyyNqLMNTZejSsw/7/XqLy/K2c2jvbhxOO4u3/x9/Kk8CMFLZleF9pqEsn1ezBjj63To0StfnYnNaafvgoBq/bnl0Pj40KhJn30jSSWttePFS12xcvkHWdbxFUBAGozhMJSU+nnSltLZAmFKHVquVPJetLqRA4e6146uTrp+n8Of09q2S53T6Mh415Qw1KpWKnpP+TYqyZJKuxsldwn7UGndtjgs68XsLuOAysBZmZJOVe4yCxANuXoQ529ZIjkuOnt37EXUuxmOdc00K+Pa3j6vUb0MgKTGRJck5FKvE98Dw4tOMv3EgGpnvi5eK+ePYtxRVQkD4keENa45lyilg5adbsApaQg3F3PzCcMA9Pbe9gWXxjYhtQ7HJZZRUKMBQJDY2hTXrUNvDqlasZjOL3/mCT97/hBOOLCwyBhUoMap00jXimenPM/w/k9wyOUX4iw3sJm0AF5TSIboAkU4/Hhn/AMP+9ciVvYkKeOXbXZzPcJ+Da3Xw/FAfIiPDK93XkYOnOJ0u7fUJEBxkZ9KD9S8Lnrqp635uKNR4qFl1+j4xi9zwkh+7QoCiJevJSqwerx0v7ngNNV5KadOtNwPH/wuFQqxTkJu1nx+mv1hHo6qfbP/5JxLjxfoMGkzc/Fgn/EIaybSqPXqOnUQuLqObGid5a+bz/dapbNGmohTgAZ8bGdT9yVoZT8KGOCLU4sVUhiKFRh1ia+X65ekV3Ux0nK9pzIH93lTdXuoXm3/9nVSlfIrt0S8+5Vb+z/zfJQ07ShT0vesmyb4Skk4RdCpYsp2PUnpXvEDpR1HhOYry3WPzdXrXM8QhuO/U+vkZMd49lWJKjDNB5HOLLtPN6/6cyYCzzCzFLx8O71gHwIa5cxEuhnedLBe628F8iKRzCZLjlsJsMZPULJFoifStZTnR6CAHDl15Fo36wvmUFH47m06RKlhUHlYcz0M33CBr1PNSMUuWf1cpAeE2hb0wGv081qtPOOwOVr+3mgK7HoPKzO0vDEV90ZirUjRsjxqA4kJX+HexCfRlnBkFBTTr0LA8n8ry5yff88kb77O/KEUyk9MlNKhppQziyacfZ8zrz0hmcgJo1UI8fzOpAlEp3Q2TOjT0CIxhyqypRLat2Tnfuz9s4GiSe5iSUgUP9jLTq1tbiVbyfL8lUVLj5hK9Qi5UdYi1Qtu7+uEQSp7nfupgEvecqLa+NT4G2j7+LywX91Z8THB0zofYrPLi014uH6+hxouIrjfeQt+7H0VRThg3I2Uni2a8Xkejql+c2rGJw5s1ogxPShx0u01LdMfKpfmraUJCw0ho6bLy25QC+6/LZr9PLhonTAq8k16dai8mPnX1IZQK1+dlchTS45lRtXb98rRt355AS7KobG96/Xzgerl22bf3mGQWJoAObVpIlmfI6IqFOQ207SUdl38gfgv+qdKLRb0grQhaqDIgYGbt/LnubfxcBg+7jEt9q9bNOdd9culxGyGB6wLECwKroCIrVDzxT975Fw6HgzPxO0rLfIogE9cOohoHh1b9LnldKTbELcWsUZBlgAAPOppFOgWrkuZiuQq02zIupPHL6WQK1aGi8hDzWR7qdz26Bph9qL5gNps54rO9UgLCY0ZOqp1BVRMbPlxBWoEejcLGsMd7YQhz/e7Khz7ZK/oA6iNOl9EyN1scellsBKNfw9Oo2f7TCj6eNoMtF056zOSkREmM4M+E++7jobefJ7Cx503H3YtW4eN0GSMFlASHiI3mjZy+PHj3PYx4cXL55tXOgmXb2HRS2vtlcNtc7r6tt+Q5ORLPpXAiPVT2vL+/k8njbqlSn7WFf3gQOU5XSFbiuurdiAxtdh0+d7kyZgVdcLJjzsvVeg0vJXgNNV7c6DtsFF2HPgCI3eVSTm9kyX/fq5tB1ROyk8+yeWGSe4anjul0u736UwteCTfdPYZTqhaY1LCwexAnw3zQ25yMN95Fx9Z31to4Di5cRbhOHFZQ4JeLMSxYpkXt0MwhdtHNMDajIN/zDqgXL7XF0o+/Il1GjLGx08jgh93TUG9eslw2DWqjIPld+5Tikwg2aR0SH4f0xN6kLDGqJB8+4HZO7+cSpLVLeNRcYsCtN7M3zJWpbpBjl5s7fbqv2GCgT83k0IrV2ByXYvDV3DxhAgmNxJPw1tlxFBdVLnPhsfwSjariwGIaJzdHxokIgNQwK18ve7dS/dZXcjIz+enEGQo04oVYsDmR8b164KOvWVH5q525S98jPchz3E9DFBDeu2A9JxNVKHAy8K5mhLUTe8m6GWoaWOgTQHBEu9LX5RPtFRsb1pLp2D/b+WLqLFYe2lFhJqfGTl/uHTiEx2a+RPR17TzWzT2fxv+mvcuW8yfxseaIzumDSgxZGtR01jfm8beep1n3mg8X27T9ML/uMyL1uOncNI9nx1U9dfb/Vh3F5iGpUbfgVHS6+psFTNHEFTqsy61+o2mHoRPJ7e4yzAXtz+HgH19U+3WudRrWXcdLrTFozHja9RsFlN1REEg4uJqVX31aV8OqUyymIlZ+sBaLIHarDA87y+DH60Y82BNqtRr1gMH80DOIpCAtfhYHD+3KJnV99QmLVYTdbsd8KFdUlmfLpPdz7ovM2ubGXv3QCq5FqFWhZ+OubXU4Ii9eSjCbTJy+IC1QqEJJXxkB7mO7j0qW+6DhjqcmyF4vW5eFWWYeZ3RIG36sF6cPZksyaclnRecMZQw1nkQqAW6e8CjHFC1Lj+907MSgd91jz9nKpenOdLJ708rS4wBjK0KaxdBj+N2YcYXqBFDI5uWLPV4boNhUREpgfulxl/a9aJboOVVsQsw51m74o8K+6yN5ObksPHyCfI1YyDPQkswD3Ttj9PWVaemlMpw8fpikqIoFhKMamIBwwsaD7NpR8jvp3t1Ay1u6udW5GjxqWve9CefFcStM4pgXq7FhhAKmHDnJNy+/x6K1q0hVet58ChUM3NquB0/OmkbHIf091gVY/80vzPn0KxIVJd8FbbE49FUR4E+YYOS+W2/nnulPuena1ASnzyTzyT92SaNKdISZNydUPWFFdmY2RzLktWwMRoEnxg6scr+1Ses7+uC8mFM8UB3K+SNnq/0afR6bQXaka51oX7mLtFO7q/061zJeQ40XWYZNnEKLLrch/po4Ob5zKet+/LauhlVnLH3rWwpt4h1If58U7nrFPetKfSAt/QgrnUtJ99MQXGTn4Z3ZhBU56Zq/g/27d1TcQTUQ99mvBGnLuc+20JbGtNclfv5+hBWdFZWdVRmlK3vxUov8NvtLWRf1JoKRbje7i3AXFxWRoZDIRQqECz5uosOXKCwqIFNnp0AhHeLk55Se6FtKswHaWT9fnPXBN9AVDiEX+nQJtVpNvBBF1sXQJT0WbleeQnkxC12+TUN+mWgDhQBGf9eMvOfgEu/A8EYRHDV2EfUdlrCtwqyF6+OWYVGXLMz8TNCn8008ett0wnLlp0dWlYKt9mXk5ubI1qmPFOQXsGD/IXK1Yn21AGsq4zq3xz+g4YV11DeWH51XoYBwaJ6SCQ1IQDjrVDLrFp9GQElspI2ejwyWrKcq95NpYNm5AdD7+lNQUDI/UZcz1Ah+8ima6wP56Vn88OoHzF24sMJMTgGCD9eHxfKvma9ww4MjK+y7KDuXuS+/xz9nDlJYRt9GWZgvqucwBjDlzRdoM6DX5b+RKpCfV8gbv6VRXOT+mwsKdPDu+PaXZSz6bPEuydTel+gceh4/3/o9XwyOiSDX4coAeeavXdV+DbVGR8cnXsJ0MdpZa4HTX3+B1eT1Tq8uvIYaLx4Z+cwLRLUeWK7UzoG1P7GtEruVVwt/vP852fliN1+9Kps7X767XqYuPZe8k49Pf0SOTqCxScnIXVYCzSWWdRVOzOt+rPG06+aCQnzSxQaZTEsKPR6teFJQW3QLF6dWz9VFcfyotFeCFy+1Qc6FC5wzS09ydGgY9vDdkudWfv4tJqSNLe16tpe93t5jWwg564dFoq0CBQFCvkQrsBS60n9mJBwXnTMEuRY0dhzYbdLjukT/u4aynE7YLnpwRpJOP6MV4eJuYHqQ+D4Sai9ZgGhUYXS+06XFFT3odpGiT7Rwnp3r13q89olC1+Q1urARKpUKX6MvNxpGo7XLx0BlBgjMWzfTY9/1CVNhEfPj9pKjixaV+9suMLZDK4KC6zYU9Wrg9xXzSYqS/r1cQiFAm/weDUZA2JRTwKrPtmETNIQZi7n5+eGyddXlPGocDdCjBsBiKvEq05nFhg5NcN0nipDCajbz61uf8dl/P+OkM1s2NTaAAS3X6Rvz7OsvMOw5eS/Lsmz/aQVfzP6UBPLcNNOsueLvu8UnsFa8aABsNhsv/XCIrBz3ObjeIPDayFACA6v+OysoLOJgVoTseR89PDm66l46dYGjkSs0S51ZM7GIwU1aE3DPraXC/wGZAts/m8qZg9uJ+3MRe/9eTHri6Rq59rWA11DjpULGTH2d8CjxTUnAwo5l37BvQ9XSoDZEtv60gOSz4smtRlHMLZO74BccVkejkudE/Bo+S/qaQg20MOn4V49ZpDcXT65iHWdZt3hRjY5j14e/YFS7dtYFBIJvaOqhRe3TuUtX/G3nRWW7ks7WzWC8eAF+//R7ipEOjI9WGYhq00ry3IVs6QVisGCg/yh5TaozmQcIOyPtSeGHDn+k060Wp7smXlb7eU4fiCs91mi1qMpML0wVaD+17NgBVaGFlerrS8u6OY/Q8qJnTgricJywTAEUKmJbXS8qb9+5KyfUrUVltv3rZa9bWFRAaqBrbF2b3Fz6+sZ+Q4hNau5x3Gejs/lp2Tce69QHzCYT3+/cRbaP+P7rZ8/gvtZNCQmrf8+xhobZbOaIdkslBISN3Deq/oVKS+GwO1j17ioKHXqMKhPDXrwNlVZ+Ea4Wa+82WEONVluySC+fmju4aZu6GI5HVv33Wz5+430OmM7LPjcAtKhprQzmyWemcO/0p9BWQizcXGziu1feZ/WhXeTJeGsWZom9CovVgdisHoRdqpE3vt/GufPumfrUGnhyoII2rWIkWlXM5z9ulPTQuUSH0DSCQwJlz1cn+/fvx8fHhxtvlNbY0Wq1GI1GEhLEWQ4nTpzIiBEjaHlbT275bDwd3rmV/u+OR6vVuv3dcou0ILLD4WD27Nl06tSJgIAAwsPD6dOnD5999pmoXm5uLnNX7eOOFcvpNX8hA3/+mefnLOZ/bz7NpsVfsuHnT1n41qPcO6QPnTrK6xXdcsstpWMyGo3ExMRwxx138OOPP5Zu2lyiZcuWfPjhh5Jty/6NGzdO9Fld+gsKCqJ79+788MMPbuOYN28ePXv2JCgoiNDQULp168brr9ddMh2vocZLpXjwzVkEhYozGgmCiQ3zP+Z43NWr63F863qObNUj4LppK7HT83YjUe071+HIpNl/bDFfZf6CRQ0dTL5M6TMbvSGYQSPv4aRKnBaxRfxqMjPSamQcOedSCbaJ43vTrOdoM7zqgm41TbRFrKGTZozBYvbg8+rFSw1xau8BkgRpTRhfdNz9b+kMMcd3xZGhlG4XqvUsdphBCspi6TrBvgakpqsFGFE4ynq5CGz95WdRHXUZfbPCHPFvTApfQcm5vFx2qFz31dvs2wjyDSKlWIu5jL6txgrBjZty48SH3fpxdhogOm5nPc7J49K6XBv2uMKe/E3Qs6P4/jTxrhdokib/+QkKOBy0g4SEkxW8u7rDarXy/dZtZOrFRiejPYt7mkcQ3rixTEsvVWHe0tmkBXvesdZbBYa2eKCWRnTlrH9/OemFhpIMT1P6YAjxHPpztXjUxLTvi8UiYCinv9usQ+2E81SGrQuW8t9pM9iWfpq8CjI5NcWfifePY/zb/yEgonJG2X0r/uHztz7gtJCDUyaEKkDQM6BlZ5HWnwMNCWfOVO3NXAZfLNrE3gR3Y4lCAaM6F3DTDZc3P7dYLOzLkr8nanUw5fbrLqvvy2Hu3Lk8/vjjHDlyhOPHj0vWUalUTJ8+XfJceOsY/jf+dTY8+yMbnv2R9yZNBWDbtm0kJiaSmJjIL7/8Itn27bff5sMPP2T69Ons37+fdevW8eSTT5KX59IlysnJoX///qxatYrPvv6OTyYMZdxNbTDb7Xyy4gCJ6fkIgoDTYacg6wK56cnkZaTKvt+HHnqIxMRETp48yZIlS+jduzdTpkxh9OjROBye76+X2pb9++ILsbjxnDlzSExMZM+ePdxzzz1MmjSJNWtcDgffffcdzz33HI899hhxcXFs3ryZV155heJi6flVbeA11HipNONnvI9fgNiF3ikUsnrOLOKP7K+jUdUcGedOs23RBRyI3e5bdcmi86131NGo5Nl6YC7fFvyJXQm9LKFM6jcbrbZkt0GtVhN023jsZRZPgRQQ96N7at3q4OBXK9EpXSsru2Aj9p766So6sEdv1IJrB8ii9GXD9i11OCIv1yr//LoKm4zbenO/APyCpMNTti3/B6dEGm81Km4eLx9q6HA4yPItxiJpjgEfrXRYZ57Cj6BG4vTgOWnx5a7tml4U51ecfUmvK6m/q0DBOUUkUBKmeaewDx8fXzJCxdv14WoVviHun0e/IcNIVbiMxEoEzqxZLnnNE0Uu0cPowsaoVOJr6HQ6RrScjK9ZPgQqXw+/HKqfAvs2q5XvN24kwyA20hscOdwdHUJkdLRMSy9V4eTxwyRGna2wXnRyFNdd17PmB1QN7Pl+HaeS1ShwctPIFoS2qdg7QaMS30ccQsM01DRp34XMTA2KMj97kwGCQuTFZWuLo2u38fm0maw+upvMCjI5RTr9uP+WYTw64yWadGrtse4lrGYzC177iKXb15MjYwBSoKAFAUx56Wn6jLkdvU3sVXPuQkrl3sxlsvzvXaw6EoDEI49+rXJ5eNQNl933l/PXUlAgvzRuE5ZJ4xj5sKjqxGQysWjRIiZOnMioUaP49ltpbdAnn3ySxYsXs3fvXsnzvlGBhPkGE+YbTKC5ZOMhLCyMiIgIIiIiCJYJe12xYgWPPfYY9957L82bN6dTp048+OCDvPLKK6V1XnvtNZKSklizZg23DR2CRScQE+bH+JvaEervw69bT6FQKFEoVQgCOB0ONv06R/Y9GwwGIiIiaNKkCT169GD69On8+uuvrFixggULFnj8vC61LfsXUE53LTAwkIiICFq0aMHUqVMJDg5m7VpXePSKFSsYMWIEjz76KLGxsbRr1467776b2bNne7x2TeI11HipNGq1mgmzP8VgaCkqdzrzWPHRm5w/Gy/TsuFhKSpk9UebsAhil/uIiLPcNEl6V7suWbP7I362bkdQwCB7U8ZePwOVSuyi3L5zV/YHiEMFuhbuZO/O6vWISt51kEYqsYt9ujOJyO7yOhl1SVBwMGHFZ0VlZ4T6pzvk5epm+7KVpMhMvIMFAyP/Iy9anuWwSJaHO/U0iY2VPAdwJuk4RToFRUpp45BGI72Tmq/0o9+990EZA4/DmcXuNa5sTFUJfQLoccfNKFAgCA7+tDWlkBIjcyAFDNamkaoR7+aHZtsldbbUajWpUX1EZe0K9pGTmSUqKyjMIzXQFdbVPVpaILVt2+tol9lNxpRVQnJjE1/9Wr9Sdtvtdn7YsJ40ozhUTu/IY2SkPzHNm9XJuK5GKicgrGDCHc/X0oiujPh1+9i9u+S30bOXLy1u6lJBixLKhz45G6CYMJTcQ0zl0hkXG+vW6JRy6CRfT3uXRf+s5rxCOhz1EmGCkWEdejNl1lTa3VT5DbJj/2znizc+4Lg9U1aI2A8fBrfqwoQZL2IMLFkEG2zi8WRZpJ9H1cH+g6eZt12HU8K5onVUIS8/fGVe27uz5Y0wag08cmO/yUHQAAAgAElEQVTthe8vWbKEmJgYOnXqxLhx41iwYAE2Cb23nj17MnLkSKZNmybZT7OhruxyfsrKh2xFRESwceNG0tKkPe+dTie//PIL999/P40bN+bUng1YikvmMEqFggEdmpCWW0xqZgEKhQKFouQ3FH9gK4W5mZJ9SjF48GA6duzI77//Xuk2FeFwOFi8eDHZ2dkiTaWIiAh2797tFkpWl3gNNV6qhFqtZsIHn+OjE9+sHM4sfnlnKllp52VaNhzsdju/v/09RXaxi2iAIZnhU+tXhien08mSbW/yByWu/XfQgZF9p6NUSv+0rx/3KFm4LMxKBGz/VK+wcMKSOFQK14zN7CimyxPyGhn1gQ7+4kVgtk9TzsbXvPuuFy+XiNt+QNIrBqBdi2i0WulMaWvmLZTVD4iO9uzmfihhO34pGoqQnlhrBWkR4CK1Hy0790CrFruIH/hrdelrtaKMoabQ88ICoH3PngQIJboJZkshy5U9Sz+NlsI5AtVBOMosBI2FcGjbn5J9XT9idKmhB8CAme0rxOL36/csxXox7CmgGLq17yc7tvEjn6RpsueMSKebnGTHrk0e69QWdrud+f/8zXlfsaaGj7OAO8N9aO7BeOelaixduaBiAWGgdQMREM48kcj6pQkIKGkVbaf7+JsrbnQRN4+aBhr6BKCwiA0VZp+6WS7lXcjg+1c/4JufFnJOkS8bhgQloUj9Ilrz7MyXuX5c5edcNpuNn9/8hF/WriZTIR/i0VTw5/FnHmfAI6NF5b4O8XOiUFkzG13nL2Qya1UBVonHXaNQKzMn9Lii/v/3wypycuXH3io8h7YdWsqer27mzZtXqrEyYMAA9Ho9f/zxh2Tdt99+my1btvDXX3+5nWvSKZY8e8lGhVKhRHDKe4iWZfbs2WRnZxMTE0Pnzp2ZPHkyS5cuLdWLycjIICcnh7Zt2wKQdu4kCEKJB41CQaOAEq/6jPyL36mLtwOnw0FmctU29tu1a8eZCkLqvvnmG4KCgkR/c+aIvXcefvhhgoKC8PX1ZezYsYSEhDBhgktU+9VXXyUkJIQ2bdrQrl07HnroIVkDWW3hNdR4qTI6nQ8Pv/spWo04xafdkc6P0/9NYW52HY2selj1wRxyCsRuvgZVFiNeua9eZXhyOGws2PYyGzSJKAQYo+3LkJ7PeWwTEBRIcjvxA7yFM5G1vyysljEdXbKORlqxES/XJ5OAqPqZLeESPbr3wNeeUXosoGDrqWN1OCIv1xJ/fDmPNKW0N02E08htj46XbXvmVKJkuS86hnpoB5BqOkXk0RDJcwa06OzSk3arpsQIEtZc7E5fkHsW28Xd1LKGGnORvIaCaMyCq01GQTZ/q12eMQMccZyIFXuHpMX9I9lPgH8gxwO6i8pizu/AZnOFOJ407Sl9HV0U6Rb2VJ7x/V8iuEB+4WnWKFibs5Di4orDvGoSu93Oj+vWkOLbTlSucxZyR7CSVm3qnyBqQ8VsNnNYvblCAeGoVCP3j5pcO4O6Aoqz8ln1xU5sgoZw32IG/adqGyyacvm5G7KhRlduYWb18Xx/qG6sZjO/vPUpn33yBaec2bIhsVByr+5iiOTZ15/ntmceqtJ1zuzaz5evzeaQOQ0b0hogRnTcGNWOR2e+JKlxE+KjFx0Xa6rfIGkyW3jlxwTy892XrX5+TmaMbY7ex7MeW0VszZDf2FCqYGyP2suMFx8fz7Zt27j//vsBUCgUjB07lnnz5knWj42NZeLEibzyyis4JVzZzAFlyoTKGWratWvH/v372bp1KxMmTCArK4v777+fu+66S3SNS54yZVEoVQgX5wCCQomzkteUQxAEyeuU5Z577iEuLk70d+nzu8SsWbOIi4tj9erVdO7cmY8++ojYMhsXjRs3ZvPmzezbt49nnnkGQRCYMmUK119/fZ3p1HgNNV4uC6N/AA+8/SEalXgBbrWn8v3UZzHX8WT1ctn0w3ekJImNNFpFEYOn9MAQEFRHo3LHai3i660vEKfLRO2ER/xupV/niZVqO/DOkRxXixc8rRL+JP2CvMBXZcnflSoKESi059D73/ddcb81jVqtpokpQ1R2wRhVa9kLvFy7WK1WTiRK//aUKOk5oLvkOYDM8+dJl/GmCUUn64VziWxdDtpC6ewfvk4NBru0J4ygK5mID3rwEcBlvHYKBWz8tcToqy4zqbKYK+cKr9eKpyRHcws5rHDdq6537OVCiMuLx3hBrI1Qlra3jcRRZorTSMhi86qS3ci8glxSA13PqB5Nh1Q4trDQcHo6hqL2sBuZFuzg65UzKuyrJlm0bg2JfuIwU61QzK1+Dtq2l8+44aXqzFv6fqUEhIfE3O+xTn3AYbWx6r3VFDl88FWbGPbSMFTlY5kqoHxCKGcD1agB0JnF/1fBoOZC/IlaufbKj+by3zdmc9B0AVMFmZzaqEJ46l9PMfrVJyuVyaksS2bOYeHS30n3oHUTJfgx6dFHGDxFXgS7WWSU6NikCapWL22Al+ft5kKm+/NM6wMv3makcUToFfW/YNEaMrLkn5ctwvPp3rv2RITnzZuHw+GgRYsW6PV69Ho97733Hn///TfJycmSbV599VXOnDnDTz/95HYuaqBr7AoUFOXkudWRQqlU0qNHD5599lkWL17M3Llz+fPPP9m8eTNhYWEEBgZy9OhRABq3aA8KBYLgRBAE0vNKDBuh/npAKNUUUqnVhMdUTjPpEseOHaNFixYe6wQEBBAbGyv6K69RExERQWxsLAMHDmTRokU8+eSTnDjh/rvu0KEDTzzxBD/88AOrV6/mwIEDLF682K1ebeA11Hi5bILCIhgzfRYqpXhH1mxN5NsXni7dWW0oHN34N8d3+VNWd0GFnd4jAols07HuBlaO4uJsvtjxIkf1hejs8HjoGLq0G11xw4uo1WpChz2IrYywsD9F7FskbamvLLu++JUQbaSozNrYjtaol2lRv+jfqQvKMrtWJlUAW3ZcvRnNvNQPlsz+Qla0sYlgoPewobJt13yzCKvkTquCXkM8axMUFOaR5efE5pSeBhiUSvyd0toyOv8So3WjqGb46MST9NM7twOgLuOhYq3ks6DLbQMoe/9VKBRsMAWQQcn1dNiICEyjSFtyTwnKFDh36rBkX81jW3JUJzZY6I5tBmD9nt+xXQzTCCyCLm0rp+Nwx+DRNE+M9FgnISaNZX+6T5Rrg5/+XMVZNyONiVv0Jjp1rn9ZChsyp08dJTGqYh2DqKQmdOnap8J6dc2691eQUWRAq7By+1P90AdV3StCW86jxtmAPWr0RWJDjcZXScL+jTV6zc3fL+G/095he8YZ8mUM8FCi/9WMACaNH8+Db/0b/3Bpr0g5Uo6c5POpM9lbkIRFxlPHBw19Qlvw+MyphDX3LDretFkzVLg8kGwKH1KTpI0Jl8PM7zdwItn9+6hUwSN9LHTvUrVFvxTrz8uHtiqUMKrDlXnrVAW73c78+fN5++23Rd4he/bsoVOnTnz33XeS7cLDw3nuued4/fXXsZR75jbr3Z4Cu2tj4/SaPeWbV4p27Uo8NQsLC1Eqldx7770sWrSI8+fP07LbAAz+QYACh9PBpsPJhAcaaBxsBEEoDZlqVVqvcqxZs4YjR44watSoyxqzHLGxsYwYMYKpU6d6rFf2PdcFXkONlyuiUUwLRjz/BspyAlXFpnjmvfhstVvVa4oLp4+zfXEWDspuCQm07p5Dx5tvrbNxlScvL5lP9kzjjN6Crw2eiX6M1rHSIpieaNepC/uDxMr4XYp2E7dt82WNy2q2oE4Sl2Vbz9P9icobkOqaiMhIQsuJCp+0et4t9eLlSsjLzCShSFrfQouaIWOHe2yfLuOKGyYYuG7gAMlzl4g7ugmnAooU0t9xP38DAYK0oSa8iSvsNaqj2ABQXJRIUX4eqjI6WRZz5TzTOve9vlSn5hIOh4XlQgesFz13GpGJKca3VM/nxD/yu1yGHmJ9jdaOeA7E7eSU2ZUdI8YUVWHYU1km3/kqEVnyIbAOJezRreNC2pV7KFaFX/5aRby/2EijESzcpC2gWzd5rywvl8eyQ3MrJSA8cfgLtTSiy2f3vL+JT9WgxMlNo1sR3LJJxY0k0KjLhT41UI8ai8WMsdyaLCDQQXFR9RkfynLwz018PnUmf53Y41EjBhQ0EfwYe+twJs14kci2VdeaWvnRXL5b+CPnlfKLzsZOXx65fyx3/LtyXtoarRZDucxPCcnSIblV5bvft7DlpPSi/tb2udw15MpTpi9btoHzmfLeSDFhRQy8qfZSs69evZrMzEwmTpxIhw4dRH/33nsv3333nWR4E8Bzzz2HxWJh+XL3TIfFvq7nsD2pYo+aMWPG8PHHH7Nr1y4SExPZuHEjzzzzDOHh4fTtW7K58eabbxIZGcnQoUP5a83fdBw6nuTsIn5Yd4zMfDP39GuFQhAuateAAyWBbftz4MCB0r9Tp065xlhczIULF0hJSSEuLo633nqLe++9l+HDhzN27FiP473U9v/ZO+/wKMrtj39ne01vpAdICL3XgAQpAqIiIFgAUbArtiuC5XqvPxVEvXaRi4JggauAFOkgvYQeIIFAIL33bLbvzvz+WMjuJDPbstlsYD7Pk+fJvDPzzslmZ+Z9z3vO99j+VFfbl+J49dVXsX37dpw6ZakA+eKLL+LDDz9sLF+elpaGJ598EjKZDGPHuj7X8gSco4ajxcQn98TE598Cj6B7vBtUl7F60ettZJXzaFV12PXNcRgoOa29Q1QeUp94kuUs71NZeRVfXPw3iiVmBOoJvJL4OmKi3X95pMyci0pYHWw8UCAPrqPpODjLyc9+g1JIz99V9A/3KU0fZ0gW02O3q2TxKGYJM+XgaCkbv1jJKuQbQ8iR0JM9ku/Mnn2sg/pwhYyx3ZacqgsQqgioCObrx/VOgh+YB/OdelhTaMbMmgsC1kEuBR32rv4BQhvnhytCfEqGCJ8GTR3+Elgr1nWnspDb0SLqyC8saHb8LYakjkYuj74aXHZoB0oCrJ/bgDj2iCUmxGIxxoXOgtTAngJVowB+Oe69cp4bdm3H1SaRNALKgBG8KgwY6L0Jxp3Clu2/oiDK/kSHAJBU5/sCwtm7z+DMWUtE36AhfkgY6X56h0RIf9+314iavMvnwLOZB+vFgFJJQSh2XL3Opeucy8R/F32M9Yf22HWcAJZKTvf1HornFi9El7tcv6crcgrw/aIlOF5xA1owP49FEKCfMhovLFnkdDnvW0iN9AWHck3Low/+PpKOjeeVjJIqfRNq8eIjLavwdIsduWLGUt8AAAK4t5N3F5xXrlyJ1NRUBAc3j5SaNm0a8vPzsW/fPsZzFQoF3nnnHeh0zSOyIoZZdcv8EABdvX2JinHjxmHHjh2YMmUKunXrhjlz5iA2Nha7d+9uLOkdFBSEI0eO4J577sErr7yCe6bMxG/H8qFQKvHSpD6ICfUDCALg8RAQHo1qlQ6pY+7BwIEDG39mzZrVeM3Vq1cjNjYWSUlJePDBB5GWloZvv/0W69evd7igcutc2x9HUTg9evTA6NGj8d577wEAxowZg1OnTuGRRx5Bt27d8NBDDwGwOM8SExPtddVqtK9ZFIfP0qXfYGhmv4L9az4DRVkHwbVV57Hm3QWY/X9L29A6dkwmEzZ98Cs0JvpgPkBegElv+E6Fp8LiM1iWuwwqMRCh4+P5nm8hIKBlZQL9/QJwuvv9CMlY09iWQBZg37pfMX7WE073oyquhL8mGDaZVCjT52H4Q77j5HKWYUNTcPr4JWj4FgcWCT4OX0rHjOhoB2dycLhGXmYmCkjmgZIcYkx51f79c27/KcZ2MQSY8Ay7nsAtKokSxKQHo4phhCqGEJAwpyzWQ45OwVanrNzPHzJ5LNTqq41thZnpCIwf3LhtdCGyUioiwKRpWVBXg6N+fZFiPgcAGEycxunIfogqy4GqthrKAGahx5pOKYi/tq5xu7v2AvarY2H0a0CgmkDfgc6Xr73FwP4pSF9/Aulx7ILjeVEqrNrwJZ6Y+rLL/bvCpt07cLmJk4YPI1JQhmFDR7Tqte9EdDodLvAPwexgmTO6WIZHpvq2gHBFZi72b80DBSG6xJnRd+aoFvUnEjVNfWpRd21GafZF2D5NNApABECp1MFo0EMoalkaTG1JGTZ98zPyqHoYWSIabxFASdEzKg73vDjL7nH22LPsV5wuuA41i1MeAMIoOe59YAI6Denr1jXkJnrfKqJlcQDXsgvw7QEKJmNzZ19chAb/mjOM4SzX2bfnBArK2Rc2IkN1mDTJfnSqp7FXhjohIQEGG+1EA4OO4jPPPINnnmn+7EkY0QvqPbnIeNtSLTFz8xH0m8W+UDF37lzMnes4qiooKAiffPIJPvnEujhBURR+Xv8jiup5AI+PiGAx1t5vX69y7969Dq91i+zsbJfPZfqsAGD79u2Nv0+ePBmTJ0922g5vwEXUcHiMviPHYOjUp0CA/hKrKErDuo/eayOr7PPXJ8tQq6Y7aWSCSkx+5zGfiQbJztmPr/KWQSUE4rQizO/3QYudNLcYPXkaLgvoVUCS8nehtKTI6T7OfrsJEr41GslMmRF7Xz+P2OdtBAIBOqjpKQvF8oh2k8LH0X7Y9fNmFn0ZIF6mhH8IuziiTqtFBYvIZCglsXsuAJjNZlQptZBVyhn3KykhqktLGPfVEX7N2hKH0dModfpCANYVPZPR+funy13sJVZP15uRQ1icpjxQSJZeQb00CKd3/MJ6zohJD6IGVptFMKHvFcvnE6N13wE7b9rriClm/vxukRV+AekX3dMCcIa/9u5EhiKZ1saDCUNMRRiRwjlpWoNVfzoWEJYYKYyJ8W0RfU1FLbYvPwUTJUSEUovUV+2nWTqDREiPSG2vETXacnqUnk5qmSoJBBSyTx1yu1+dRou1//oS3379PbKpGtYqS4DFWd9XEYWX33/TbSdNXWkFVixaioMFmayRm0Lw0VMcjufef8NtJw0ABDcRrtcK7T8b7VFbq8K//yyHVtP8+xMUaMLHj/eEsMl3zV3+vGK0WwRpTCRzanJ7hM/nQyWxLg5prpa32rUIgoAsIg7mrnfD3GUkeH6u6ShxWOEcNRweZejEKeh7z0wA9IdoUfZBbPzCt6JqDqxaiZIiusNDRDRg/EvDIFWyC4t5k4tZm7Gs/FfoBECyVoYXB38MhZy9hKA7hE+aBaNNcJ0SGlxY96NT55acv4Iwgj7ZKTPnI3Z4H4/a6E1SunQDD9alQDU/GGmn0trQIo7bjTO796KQJW0pkJJi6oIX7J6/879rWAfeid0SHF7/au5FaEQEzGbmUGIp+NDXMVdUUvGap3KMfOixJqmvZqgrrBoFRrPzS+tDxo6FH8WmF0BhpzEa9bBMAvyghjRMB42daixSmRTZIfRUgT61V8A38DE4YYLTdjHxSL9X4W8nelwtJrC94Mdmwo6eYMe+PUiXJYGyEV/mwYyB+jyMuivV49fjAG5cz3JKQDimIBL9+nlmxb81MOkN2LZ0FzRmCZQCLSYunAieixWemJCKm6Q+tVONGqqe/uwzSK1/V1luusv9GY1GbP10Bb76v0+RYSi3W8lJDCGSBcGY/4/5mPrW8247JA6v3ojvv/weeQR7il4wJcNDd4/HjPfmt9jxER1CrwCrEbpXJdVoNGLhmgxU1zRfKJXJKbz3YBj8/BVu9d2UE8fPI7e8+cLDLcJCDHh4etvokrQWQQM6N/4eSAVBr2EXrW4ptpJVZrTPZ4EvwDlqODzOqBmz0TVlCmi5MKCQc2EHti3/uq3MonFx73ZcPWNRJ78FH0YMnRaC8E5d2E/0ImkXfsaPdVth5AH9dIF4OuVTiMWez3fv0r0Xzgc1ERbWnMbJw44rHFxbdxQCnvUFbyB16DHPd8SX3SE2IR5B2jxa2+WG9llunsM3Of73SZBgdl4kRXdwWFa7qKSKsT2AkmL0LMcr+ZdyTwAAtASzDQqpCISeWWNALWg+SBYIBFAG0h1E2rqyxt9NpGui3EqSfdJo0KuxX9Qb5M1ndzwKweMH241663vflEYxYgAIRD36XI5Dr+SW6bfExMSjT8MI8OysyBaHGvDD5iUtuk5T9uzfh3PSjqBshnAESPTT3cDYUaPtnMnREv48vwINEvsTjuB6AnMm/sNLFrkOSZLYu3QrKrU3KzzNHw6xhya+UjH9udVeU5+EavrklZRYn0ckWeFSXwdXrcc3/1yKtOpch5WcEuCPp56Yg5nvvwZ5UADrsfZQ19Zh5VtLsTvrLFQs1+ODh2RBMF5473V0G+MZh2LnxETaApeep0BlmesRG+/9dBz5pc3TbgVC4MVRfCR2tl+ByhX+d7YO9l5Nw0OZ37PtmS5jBkBrtoxnRTwJrvzVepVNbQsKkJyjxm04Rw1HqzBx7vPo2GcC6F8xElfSNmHfb6vayiwAQHHWJZzcrIKZJtFEIXmQCt1G+ob3/O8z3+BX/UGQBDDCGIVZKYsh4NufvLWEEY/NQ4VNVjYBgHfYvrDw1e2HESGkRyRVCUoR3LH967l04tNHmBXyBFRVuDZA4+BgYufKX1DKY3b8hZNy3PeC/ZzwvCtXUM5jLucd4uQzolR/A5SRhIpgvr9juyZAZGS20cAS0t53wkTattFcCglliSQxuThjkwrtD+rya+pwghjYuD2API8tK1eyHt8hMhoZMnp1qu7lnhEJnzbpccTn2w/rvhGbj70H/vLI9f4+uB+nxHEgbRZCCFDorbmG8Xf7xvvrdmTr9nUoiK61ewwBILG2L/x8JCKXiVM/7kFOmQg8kBgzPQmBHe2Xm3cFiaipmLDHuvYqEjXd6cuXW8exUrm9qkxWzm/bj28WLsaea+dQ5UQlp5kTH8DcjxYgIjHeDYstnFy/A8s+/ho3UAeKRR03kJLigUEjMPP91yCSsFc6chWJVAqpmR6JdC0nm+VoZr5aexDnc5rfOwQBTOvbgNRhPVtkoy0ZF64hu4zdGRYUaMK8We170ZEJvlCAeqE1nUuV0XrVCYU8Gwcn525wG+6T42g1Hpz/BqKTUpu0mpC+dy2ObWEvqdqaNNRWY893p2Gg6OJhUbH5uGv2421iky0kSWLLiY+wiTwPAJhAJWPqkPfA57WuXo7Szw9lPR+gtcVRRdi7dg3LGUDlwRwQhHVCpTbVYdCr01vNRm8yctgISEhrhQczhDhwllm8lYPDWQwGAy5fy2PcR4BAvyGOB6IHftsKM0M0Dg88DH/IuYFllaQGselBMDFoJPDBQ/+J4yA3MUfUUBLmqL7+oydAwLPVxqEQoLbcQ2bKtRlbVHKs3f0keJA2XEcGYY1+HFyxExfOXWI9RzGArtkSTxXixAHmyhmu8tSEdxFayz6cMvAJHDVtRm0tczqZsxw6chhpwmiQTepAdFdfwaQxrlWv4nAenU6HC7wDTgkIPzb1ee8Y5QZXd57CuXSL83TI8ADEjfDcxBcAJGK6PmF7dNSYTKZmpbkVAVanh0JuRG0Z++T2xukLWL7oY2w8ug+lDio5hVFy3N8vBc8tXojE4ezaXI4w6HRY885n+OvsMdQSzE58Hgh0JgLxwruvo9/kcW5fyx5SA13PpUzluAT0LTbuSsPuTGbHyYikGsyenNIi25qy+nABzHak0wYHl7HvbOf497JGJfmb/GF2QUPOFQS2ETUtFJe+k+E+OY5WZcbC9xAWTa+qQUGPE5t/wLkDu71qi8lkwpaP/geNmb76GajMx8TXnvWqLUyYSRP+d+xd7OXfAEEB0wQDMWHQP8Djeec2HXX/g8gU0oUpkwv2oqgwv9mxZ3/cjFBxFK1NG6KFxN+3S5E6i0gkQria/ncXSjgxNI6Wsek/y1lXV6NIOVImOxb0rDQy652EkVJ07u24tG5NXRWqFRT8SpjTHfwoMWRyOZQkcylasR/7KmRgh060bZPGEvpuctFRU305E0rKfmWVCpkM0vwGlMFyX4pggmDHp6iqZHaGFOmzkMXvSGvTnPaMo0YhV2CkbBrEJvYcqEp/Civ3LXb7GseOH8MxIhzmJvpvXVWZmDy2ZVo7HPb56c/PUBpsfzIjMVIYHfWQlyxynbKLN3BwWyEoEOiaQKH3w54pbWyLQkq/Z+2JtPoqhdkZENj8q41CQMC3+UMI4Gpa8+dGdUEJVr39KdZsXI8Coh4ka71nS1TLyJhumL/4LQya1rJ798LOQ/jm35/hKlnNmk7rR0kwvvsgzPnwH5DImKv5eQK5ie4kqnPysX/mXBbWnJAwpiElx6iw8PHUlhtnQ25OPrIq2Mdzfn4knn7s9k0hTZ40DHrS8r+S8GW4vONEq1xHyLeNqGm5BtadCueo4Wh1Zr2/BIEhdDV5itLiwM9f4srp1suPbMrWJctQp6Gn5cgFFXjwncfbvMKT0ajFqiMLcFxcBj4JzJaPwV19vV/aM+qBOTQtBwU0yPiDnlJg0htAZtNfyDWGMgycP8MrNnqLoQmJIGwGWyphOM6cPt2GFnG0Z9T19cipZ3YiCMFH6hTHaSsH/rceNSwrph1CndM0OHv5ECgCgIE5TUpGWQZUARRztYuwaHaNgGEzHoat7peZrIafWedSRI3RYEBx6Xn4kfafyXkGBeQGLYrrOkB/03kRSlUjc9XHjHo1N8yXcCmaLsTeTZ+JG9lXmx3rDiNTxqFjgX0h59yYavy2eYXLfZ86lYZDZDBMBP1/lqTKxNR7JrKcxeEJ8vKykRd9w+FxMQWR6D/ANyttNZTVYOeKMzBRAnTw0+Kul+9tlevIpfRUmvYYUVN0jS4WrFEQ0OvoTm1VrfX7oFWpsfZfX+K7ZctxnaphjFK8hQJi9FPGYP77b2Lsc4+1yE6j0Yjf3vsCGw/tRTVrahWBBPjjhTdewrDH7m/R9ZzBv8miokbo2ClUXFyOpTs1MDCsP0SEGrD4iYHNd7SQFTuuwE5WP/oHl0AsblkJdl9GKBKilm8di9Sey17Zs18AACAASURBVG2d6wisiwpc6pP7cJ8ch1eY/dGnUPp3o7WRVAN2fL8E1zPOt/r1/17xA0pL42ltYkKFCa/eBbHcM0J67qLT1eH742/ggrQeIjPwVNAU9O/eNqU9O3fphvTgu2htfTRnaSkCaV/+D/5C+oRH1M2vzZ1dnqZzUhIC9fQynenVlW1kDUd7549PlkPFUqkpmpAjeZDj0Pes89cY26UQ4d7nn3DKjtwaS3qQjmBe8ZWJBKgqr4ASzBo1id27s/bduUc/iAQd6P011MHEstLLxNGffgZJNUBE2Bcg1pgEqA4mEFlZjDOmfo3tyYZM7FtN10ErqyxGSYAeGZ1uoIywrqTyQSJr52anbXPE3AfeQFQZ+wCfIoBLgSeQk+O8c+js2TP42+APE0Hvt1N9BqZzTppWZ/3p79u1gLBJZ8C2T3ZDQ0rgJ9RiwsJJHqnwxIREJAJh+1FRgFbbelVlWgN1Cb2ql07GB0h69AVfWAej0YjNS/+Lrxb/BxmGcuhgZO1TAiGSBSF4acHLmLLo2RZXWLp25DS+++cnyDRWsDqGFBBjdEJPzP1ogdvCxK4SGUCv9KQV2r+uVqfHW+vyoVI1n4r6+ZFY/GhHiCWedZhUV1YjszKcdb9cTuHFx1I9ek1fRN7F+p72MyhhNrsm+O8MYltHDcFF1LgL56jh8AoCgQBPfvI1ZLLOtHaSrMPWz99HSe71Vrv2+Z1bcC2d/qIVwICURyIRGteZ5SzvoKovwVcn38Q1qQ4yI/Bi5BPolti2g+/UWU/RJjMEANGxP6A36KGurIGyjp7eVK4vQJ/Zk7xspXeIJ+mDzAp5Aupq7AtKcnA0pTDrGgrNzI4PKUR44MXZDvtQ1VSjgmBJe6LEkEidC2mv5JUCABoI5olFWEw4sjMvM+6rhwL+Dgb9YR3p6ZMGXQmMZvZJTFMyz+4HABjNJQ6PrfCzRJh0yruGU4Q1arNP6V84utdate7A+T8t+iICAhcDE2l9JNedQV29Z+5psViMyZ2fgULHnvagkhL4/aJz1Q8vpqdjr1YKI0GPVIhXZeKR8a0TFcFh5a8djgWEAaBzTR+fFBAmSRJ7lm5BtU4GMWHAva/cBbGfzPGJLaCpFIW6FUrTtyZkLb3Sj1EhRXAUfZFRodThy3cX41RtHlRgd0QJwEdH+OOZp+Zi5vuvQh7Qsu+I0WjEHx98i7Xbt6KCYK9EGUP54ennnsKop7wb5ZzYOYm2reX7o76OXadm4Y+nUV7Z3GklkgALJyoRHu75dPNv1p+E3o7vsHdICaSy1r1HfIFuD6TASFrCiqR8Ba79fdbj17B1SJLE7bWQ6004Rw2H1xAIBHjys28hEdMrBZnJKvz+4UJUlTkemLtKQcZ5nP5LRxNfJECiW4oWXYalevx6rlBdfR1fXHgPhVIT/A3Ay53mIz7Ws4Jp7iCTy1HZazKtLYYqxt+/rcbprzZCyrc6akiKQsS4rt420WuMGpwCEWUNKzYSYhw43Tr5vBy3Lzt+2sC64honViCkQwfGfbZsX/4Lax+9Uvo4ZYfZbEaVUofQLDljXwQIDJw0FlXFzGKZtYSfw2vcPetJwOZ5S1EN8CPti2re4sbxU9AaLFFs6qpMKGB/NbWAtD6LOlwvxA3CIkLMA4XItGXIuWHpK4fMaDxOG8mDBlbHhwIaHNvkOXH75ORe6FbRz24x0sIOWiz/42O7/Vy+lIGdKj4MBH3SEKvKxMOjW0cMlMOKTqdDOuFYQDimRIaZ017wjlEucnLFbuSWi8GDGWMf7YqAuIhWv2ZTST21rn05agRqemop4ReILkNHw0xa72ixiARfzF7JiQCBaEqJx+59AE9+tAChCS0vKZ17JgPL3/0U6ZpiGMCslySFCMMjkvDM4jcRFOP4neJp/AMDITVbHTMUCGRnM0eBfrjqAK4VNY9m5/GBJ4fq0aeX5xdRVQ1qXKhkvwckUuD5aUNZ999OiOVS1BDWCPGKNM+kANOuYeuo4TRq3IZz1HB4FbFYgjkffw2RkC5EazKX47d3X0NDbbXHrqWqrsC+/6bDCPpKc3RCIVIememx67hDSWk6Pr+8GBViEqF6Hl7r9jY6hDsWAvUWqZMeQIaIvooUff0YQkn6y7/UmItOowd70zSvIlXIEdZAr9JTILw9BJM5vMOFA4dQyLL66U9JMW2Bc1ViyuqYnR3BlAyDJzlX7Snj2jlohQRCbzCv7CopMUI6dICunvk5rOI5ThMNjYqBVEyfmAhVtdBrmLV1bDmy4bfG36WiWCgd6NSUawVQ3zRJSJlhKBWiFpb7UwENqv+3GDl511ESYBUkGNH7PlxW0jXTIgtPMOrauMusKS8grtD+6nl21FWcOHmIcd+1rCxsqyWhb/J5R6mu4NHR4267NFNf5KdNnzslIJwaMdVLFrlG1rY0nL9o+d4PSw1GzNBuDs7wDE0dNRpt+3LUiDX0/7ksLAZFF69BVU/Xh+rA4rMOJ+WYPOAuPLt4IRJT+nvEps1L/4tfNvxht4pUFKnE3Ccex/j5bVu9VGqkR6AV11Q1O2blhsM4lh3YrB0EcG+PWtw/dlCr2Pbtbweh0bC70HuElCIo2DtpYr6AuLO1SqNC47lS7Y39i6wLLVzqk/twjhoOryP388fMD/4DIZ+eJ2owFWP1wpeh07CHdDqLpcLTBmjNQbT2IP88THq9bVe/cvKP4Mucr1EnAmK0QrzS530EBtoXoWwLYh94olGkEwCqtQMg5FkfvEbSgORZo9rCNK8yoAPdqVgrisKlixfayBqO9saRnUcZy2kDQGJ4iFMpS5eOHkMFi2BkqMT5AdblwjQAAE/DHKkivykkzNMzTwg0Auf0vKJ70iN8DIZilBcwlyVv7LumFpXVmY3bPQfeDamDEQqPx0dFkPUZFdhQg7OCZJhvDm1iyUJcXr8GtxbDw+p5SIzvjo7j7gdpE/MSSZXj6O7tzvxpTjN7xJsIUrFPCnRCAntrfoWmyfsu5/p1bCnXQcejO4Q7NGRh1ugxnJPGC+TlZSM/MtvhcdEFHTBokOerJ7WU0vTrOLSjGBQIdOtEoec074kcE02+8lqD82mPvoCsgZ62eO1CEdZs2ghVHd1RExBAd+gEUlKkxvXAS0veQv8pnol4K72Wi+8WWlKs2KIpJRBiYEAcnluyEBGJ8R65bkuQGenvqZomNbD3HU7Hpgt+jBXB+ifU4bkZrXM/6fV6nKtijzISiYHn7u3dKtf2VbrfPwImyvK9UggCcP1IuoMzXEMstHXUcO8td+EcNRxtQmBoBGa8uwR8Hj0HVWfIx6o3XoKxhXnNmz9chnodfYKtEJZh8jvOCW62FpnXtuHb4p+gEQBJWileGrQESkXrhyO7Q8ekLrgQmgoAKG0IR4S0C21/BVGE8O6dGM68vejRqxf8DUW0tjPFRSxHc3BY2ffzOhSzrIKGUjJMfuVZp/o5uf0wKIZyr0LwMXbONKftKTVYhDINLIk50pvlNMVGZme5QSh36jpjH38SBGF1QFHQ49ifv9s958APq0Dd1HvgEX4YMutRxPTsaPccACgW0G3qlH8d56OnNG4P1J1DtwuWfmKNludVUnJ3XBbRtXR4F5mjW9wlNCQMg8nxEJDsejVlQWas2PZR43ZeTg7+LK6Hlk+PxglXX8Ps1FGck8ZLrD/9PVRSBwLCKgJPTHzDSxY5j6qkEjt/PAsTBIgK0GLEy97Vj+Px6N93nb79OGpK8q9DbDP0NPOBbL0OJphRV0ePCFD4W6KVFBBjQEAs5r//JsY884jHbNnx1Wr8uGo16/sDACJIBWY9NB0PLHjaY9dtKX5NbhsN37qQkHU1D98dAEwMX4n4Dhr88/HWSzv67pe9jKLFt0gOrUCHWN8ci7cW0kAFaihr+lPJ4Qw7R7uOTGwdA3ARNe7DOWo42ozw2I6Y/I9/g8ejhxpqtNexcsHLboei71n2X5RXxNPaxEQ97n19DMRS5yYarcGZjHVYUf0nDHygt84fzwxdConE9wQIbUl97EmUEqGoMw0Bz0YlUGtuwICXfTPkuzWINaho22WKOGgbWh75xXF7czGTWSSdAIHefbow7muKwWBABcVcSzSMlCI8Lo5xHxPVUot+QAOP+dkaFGp5HslNzJMDSupc2p9U7ge5PJbWVpFrPwc+++qxxt+jI/tBKBJh7CMPQwbmMuK3KFBLYbQ5RKIFlEE8ZEis6U0PlJ5CaFEUUrpZS9QK+9CjAbuYriIz/Zzda7nKxDFT0TE/yu4xObFl2LTjVxQXFGBjQTU0fHpKQJgmG4+PHAmhyP7nwOEZtu/63SkB4U5VvX1OQNio1WPbp/ugJSXwF2kwftF94DXNRWplml5Ob/B8NZnWIjfjFG1brbBE7QFAURNNXKXCiK6CALy86HVMXvBMiys53aK6oATLF32Mo6VXoQXzc18EAfrIIvHikkWI6+udlDZnCVfQ3xFakeUeqa1V4f1NVdAyZMAGB5mw9IneHvsMm6LX63HKTjSNQAg8mep4UeB2RBBrfYZJVZ79/CU2jhozuEUGd+EcNRxtSnxyT0x8/i3wCPrDvUF1GasXve5yf2e2/okbGWG0NgH0uGt2HIKi41tiaos4ePZ7rFHvhZkHDDVEYE7KxxAKnavS0pbI5HKUCAYhXBpPay823YA8hCHH+DYldeAQCCnrUpuBkGF/2tE2tIjD19nw6beoZElXiiTlSJ3hXCTM3lW/sVYWiUtwXjCyoroMNQoKihIh1CxlwnuMGgYAUJIqxv1SvyDGdiaSUobTtvWGYtbqful/7YTRXH5zi4/UOdbIR3/S/uCRInioCKEPZVSXT6LvU2+ghLC8C4QwY3pGDvzEoY3HDB41BgVEZOM2AaBg/zZHf5bLPH3/24ioYh+kmnnAZeoM/sgphVpAjzAN0eZgdkoKRJyTxivodDqcI/c7FBCOLpFi1kMvescoJyFJErs/3oIavQxiQo97Xx0Fkdz7Y4ymETXtJfVp7/K1uHHmOK1Na5N7WWvmQ6e3RgXweBS6DU+AVOm5xb/9K/6H/y5bgQKinvWYUEqORybeh2nv+KaAdad4usNDIwhEg1qFN9dkoqa2eVSFTE7h/akRUChar9LST+v2oZbh2rdIDKtBUrc701GTPHk4SMqSmu0nCELBWc+JCgsEAhA3I4Ep8GAwtC+9Kl+Bc9RwtDld+g1G6uxXQDSpblFbdR5r3l3gdD/5F07j3C4jTV2cAIkedxnReeBwO2e2HiRJYnvaUmwwnwZFAGPNnTBj6Pvg89qHd9lkMiGgmu5EqzNWIlF2FPk5N9rIKu/jHxiAUHUOrS2X8Lz4GsftgUatxvUqZkFeAfgYcZ/zefh5OczV8JSQYMwTjzrdz7msw6AARGUyO1tkEKFzb4uguT/FPFEIjY52+nojpj4KHq1KlBn7f/6J8djTuzY3/u4n64zQTvGN2w4yUAAAZRL6u0NZWg9/PwV2d+4A3c2InGDU4trqjxsjNQUCASoS6KH23dTnUV5W6viCLiAWizEudBakBuYUKLlaDpl8OlSCUFp7kC4Pjw8e5HTZdY6Ws/rPL1AaYt+xIDFSSA13Pt3QWxxfthP5lRLwYMY9s3rAPybM8UmtAK/J/Wowek6kuzU4s3E3vl70EQ7kXYKUojvENWLbsSTRTKempswzk1p1dS1+eGsp9uVcRAOLE10APrqJQvH8+28gcfgAj1y3NYiIjISYskYbk+Bj+br9KChtPl4SioBXxgiQkGA/6rClHKtgvxd4fODRQSGs+293/MICUU2WN27n7/VcVCmfzwffRltJq3NcUICjOZyjhsMn6DtyDIZOfQpEk3KsFUVpWPfRew7Pr6sowd8/XG5W4Sm2UxGGTvdc3rArmEkT1h//F3byLC/zB3l9cd+QRV4PRW4Jp7/+HYEiuuiz3ngWfgIDrm1c1UZWtQ29Aumr3TWSGGRf9XxJQ472z4ZPlqGeYI6CiYYMPVKGOdVPWV4eynnMg5tQQuRSpEVejSX/XFjPPPFXUJbIlaryCijRPBKIAtC5m/Nh9gKBAGIpPeKnsqD5/VKTV4hatbW9/yi6pkZEF8fOoTytEpTNBNG/FjixfzPy40uwIdaaApVkzMK+lSsat0fcPw11sAokS2DA6a0bHF7PVQb2T0FSSfPPTqqVIhIzoBLStREC9QWYNaAfpIq2S9W90yjIz0VeFHMpYVuiCyIweLBvCQhf3nIcFy5bHCIpd4cialCygzNaD35TjRqjb6Y+XTt6Bt8vWoJNpw+h7GZVPmkTp5Kab1lQiyAVmDL0boCkO7kJXsurlB77dQu+/eRr5KIOYNAhA4AgSoYpd43Bo/96pdXSgzxJ08pPIJr/XQQPmN5PjeGDe7SqLT+v3YWKavbPrGNYHfoPbF0bfB0i0rrQIXKc9ekSPMp6/2v0nKPGHdrPjJHjtmfoxCnoe89MAPSHalH2QWz8YinreUaDHluXbIGWpGvdBAfkYuKrzpW+9TQmkx5rji7CEVExeBQwUzISo/r7ZqgqGzpVAyQV9FWQCl0BkgIvAwB66dJxdM/OtjCtTRgwcCCURuvKAwUCJ3IcVwbhuLMoy8tDvoFZ40UCIe5zQXByz0/rYUTziQ4BAoMmulbJpUpQBgAwkcyvfelNDarsjEzG/fVQwD/ItdKlhB99pdJoKsWV08dobft/WgXgZpQLPwS9J99L2586fRqkDnRqdBQP1SH0pfyi03tAEcD15BwclFvL5Pat2IFDO/cBsKR2Xg2ir04nlKVB3woh2vOmvY7YYqvjRawTI8Y8A/WiSNpx/voizOzTE0o/5/SAODzDH6e+dSggHKQi8Pj417xkkXMUn72Kw7vLABDokUSgx5SUNrWnaeqTwcRc8a6tKLuWix/f+gS/btuMQkJFE2mX6ei26iDD6IReeHHJIvS97274B3em7Zcr3J94alVq/PT2p9iZcZLVqc8DD0m8ILz43uvoNf4ut6/lbWRN3n+ygOb31cikGjx2v3MLFi3hQCl7ij7BA6b24CIWk+4bAupmGa4AQQhKL+d6rG9bR43RxKy5xGEfzlHD4VOMmjEbXVOmALDNJ6WQc2EHti3/mvGczR/+Fyo9fbCrEJVi8rtPtZ6hdtDrVfjvsTdwTlIDIQnMC7gfg3rOahNbWsLJ//wOucAqNEaBgolHV4VXnFoPvY55kHE7Eq2rpG2XymNgMHAvHw4rW5evhZallGqsUOGS+G8Fy70VSjkflQMARpMRlUqL80FDMK9w+/lZVtWqWCqa1dHSmJxDIAqCgEd31hzfsL7xd7PBiPwCq4Bnp46DwefTtQRkMplDnRoAKFfQozGDqq3h95okBa4LLBWfCABxZ5bj2lVLKmPPiQ/CZPO+CUEtDv+1Ga3Bw/1ehb8aEOqFiDdOR52YHi3kZyiGrn4DJDJu8uBNdu5aj4Jox9ERnSp7IcA/2OFx3qK+qAK7froAM/iIDtQh5cWJbW0SeERTRw171TNvoq6twy///Bz/XfUTclALE4MDXKah29pvzESMempG43bi0HG0stJSqRnF15gd2/Y4t3kvvvvoc2RTNSBZomgCKCkm9RuG2R+8DpGkfaVZK6kmn62cbn+32HosmJ3a6nZs+PNvlFSIWffHhqkxctTAVrfD1wmK7YAas3UR8saOU3aOdg0erFFqOm6s7Baco4bD55g493l07DMB9K8niStpm7DvN3q6za5vvkdFVTytTcKrw31vjIdI7P2XW4O6At+kLcAVqQZSE/B8+Ez0SLrf8Yk+RtWNQgQb6Xm9ZYY8EHffTWuLpMqx75eV3jStTRnZZwAt51bHU+LQsSNtaBGHL3Hp6DEUMqQNAYAfJcG0Bc853VfaXztRxSJGHO7nWkpMxrUz0AsI8FUEVARztEjiwJ4AAJ2KOfZZxXM9wkPAF4Avp2uv1FVYtZ5OrlsPM2kpp0JAhNR58xj7kTmhU5NvpjuSgisoSOsIEABG9p6M2JkLUQPLMTLooN6wBCqVGjFxCciQ9KSdq8g67PiCbhATE4/etSnopJ+OWgndYac0lqEY/0N+ZD1+2LykVa7PwcxZch9MTcVVmhBdKsXs6S95ySLHGNRabPvP39CRYgSINLhn4SSfSKtuGlFjMrdtRI3RaMTGxcvw9dIvccVUCT2LE10AM6Q2j1uKABJ7DaEd4xcUDFUDPbov57zzzwqDTodf/vkfbEo7iBqCORqHAIGOCMBzb76EQdMmON23LyFvUorZILE+myPD9PhwziCv2LE7347DmwDu7ejb+knexBxm/V7zKz33udhG1Og4MWG3aPunOgcHAw/OfwPRSalNWk1I37sWx7ZYVmRPbfoDOVfouf0C6JA6pzMCOsR4x1Abamvz8OXZt5EnNUJpBObHP4dO8alet8MTXPphB0Q860vORBnR6aGhGDFuAi6Ie9GO7Vn2N3Ku3xkpQCHhYQhR59Lass1OzCI57ggObz3IuFILAB2DgiCTO+9guXD0PGO7BEJMfNa1CL3LhWkAgLj0YMYVXBEE6DHCkjLB0zOnbWkECsZ2ewgFfNTIlLAdapjJahzfvhEAkH58d2N7kH9XKEKZhY5DEsIZ222pMQihsvHV8EggOUuA8FoB4qI6ITIqHPV3vwrTTVuiyBKc+uE/MJvNCBw2jtZXJzIPp4953lmj1+lQpYxDjTSB1q4wVaDC/DvUcksU0I3YfOzev9Xj1+dozvJ1S1DiQEBYbKIwImSylyxyDEmS2PXxX6jVyyDhtV2FJyb4TSJq2lKiZs93v+Crf36Ms6pCVpFeABCCjwQxvcCDRg5IZc2f1zqNrMl2oVO2ZO49hm///RmumKpgBrPzSklJMK5LPzz50RuQB/hW6Xdn0Wi0OJRFn1pqBYEAzPD3J/HRo50hlrBHuXiKPbuPo7CcvZJUVKgWkya1n3Sy1qbzxEGNI4NAQSgqbzBH1roKj7I6fYzG9lEBztfgHDUcPsuMhe8hLJpelYOCHic2/4CD61bi/F6AalLhqc8YIKHfkKZdtTpl5Rn4/NIHKJOQCNYTeDVpAaI69Hd8og9ScDwd4Xz6am85WYDI/hYxzM5T5kBrI/osgQE5f945wsLdmgyIq6VxKMjLayNrOHyFQ79vRDFPzbgvhJJh2hvOa1TptFqUs0S+hFJiKAOdL5MNAGVGy/dTXsk8cFVSVmFisYH5b9CLXBe2FQgE0BMiCAV0h/qlvftQdDEDan1uY9uwydNZ+xkz8xFI4Dj9qSKQfkxkuR7xVJfG7QFD++NiwsON2z01p/D37+vRf+hwXOfH086tPb7H4fVcwWAwYPWRI6iU0svAyk1VqDb8gTplnfVYPoHj5i2ora3xqA0cdAryc5EX6VhAOKYgAsOGjvaCRc5x9NsdKKyWgA8z7nm8F/zaqMITE03FhNsi9enk+h34atFHOFh4mTVyBQB4IBBL+eHxqTMQnUDX39LImadHAj7daSyUquzaYjQase7fX+GPv9kjJAEgjvLHsy8/ixGPT7Hbn6+zcNVZXCgJhoCyvr9MhBiJQfVYNMkPYWGuvbvcZXOWmZam1pSx0cwLEncqYUmxqDVVALBEdV3bluaRfm0javScRo1bcI4aDp9m1vtLEBjSl9YmEJC4cVQIE+ipTfFdijFw8kPeNA8AkFeYhi+zP0eNmEKkjo9Xev4LISFJXrfDU+RuPgO+TeiqzqxBn+es6VtxHTvjUgQ9Baqn/iIO7drmNRvbksGDhkBurmrcJsHDkcuX2tAiDl/g3LkrNGFKW7p368jYzsa271ZBC+ZBTZc+iS7bVi2zlNs2mwWM+2U2QwG5mWUAK3E99Ukouuk4UdAH56q6HOxf8xNwc2VZLIxC0sjhrP1YdGocV7gqapKeFVpOYkjieFrb6BkP4aLMKiDc48Y6nDlxBg1JdHHm7rqLKMjLgScwGgxYc/AAymV0MVKZuRZ1hj9Q499cH6XSn8LKfYs9cn0OZv446aSA8D2+IyCcsfEoLmWRACgMHxuOyP6+NdZonvrkvWtfO3IayxYtwZazR1FOMDucbxFBKjB1+Fg8vfhNxPfvDmN1GW2/Qc78vOnQqR9tW6nUw6Bn1hK7fuIclv3zE1zSlzGKwgOAHGKMjOmGpxYvgH9EKOMx7YX/W3kQ2UUKAHxIjXQn87COdejVvZNX7Dh+9Bxyy9jfV+EhBkyfNsYrtrQnjEHWZyFR6pkKTTyb6DGjmUs1cwfOUcPh88z+6FMo/W+VNiUQIJsKHUVf/QgNzsX4l5zXf/AUWdd345uCFWgQAh21YrzcfzH8/aO8boenyNiwF+EiejRNraQS/tH0VaTRjz2BIoLeFnBmI7Sa27/8nkAgQKSGPqgrkUfCZOJeQncqm75cjgqWiUEHUo6xs5yv9AQAJRXMOjGBlBSpM6a51FdpRRFqbgbDaAnmkHuFTSi6kmReIZb6s1fPYEN001FTLZLDtpofRalRp6to3O7a03EIujOJHUUaMQw2UfViPVBy4QTtGD6fj4FzX0cRzxLlI4AZyn1fIGlQCiphfa8IYMbFbRuduKp9TCYTfj7wN0rl9Am11FwHZcHfqPKvZDkTyI2pxm+bV7Du53CfnXs2oCDGsYBwx6qePiMgXHTqCo7+bblveiXz0e2BoQ7O8D5NI2qMXpCoKb2Wix/fWopftm9GEaECW5lrAAimZBib2BcvLlmE3hOtZdZ5Kvpzj1Iyi6d37J8Co9E6dRLwKWSn7W923MbFy/Dblk12HUbRlBLznnoCY597jPWY9sIP6w/j+HXr81Okq6ftJ+TMiwStwe/n6kHa+d6NCKti33kHEz/WuoARyAtDbRH7u8lZeLCt+tSGeZDtGM5Rw+HzCAQCPPnJ15DJOiMieALURnqFJ6W4GA+8/bTX7Tp/eT2WV/4OvQDorlXg+SGfQCrzTlhna2AymaA6VQLb9UWVsQaDX3u42bFiiQTqQfTopQ5UBfb/+mMrW+kbjOjWyUJbsQAAIABJREFUk/YC0vADcezE8Ta0iKOt0Gm1yC6tYNzHBw/D73GtBGl2+gWU85gdniFC13P7z2UdAgBQRhL1BHOUTlRybOPvAVQ94zFh0a7rfonFFntNPCHEQvpzm7o5g+MRcgx/crbDvoKinHi2EjxUhNCFLBsun2l2mNJPDvnURdDcjMoMRB2Kfv0M2aF0kcsuNWfQ0GA/tcEeJpMJv+zbg2JFMq1dQjbgvlAxZk99AVFl7P9TigAuBZ5A9vUst23gYOasaa8TAsISPP7QfC9ZZJ+6gnLsWnMJZvARE6zD0Od9U2iW32RWYTK3XuqTuroWP7/7H6xYtQo5qGPVfgEsYu6DgxLw4vsLMPKJ5s5ukYb+bBQGRzQ7BrCMR1Uq+j1bln+x8feii1fx7cLFOKsqhB7MizdSCDE0tCOeXbwQoQne11P0NLsPnsPmC350/5ia/g5TEd5x1Fw8n4Xs8gDW/UGBJjw5czzr/juZqN6dUGeyOLF4BA9Zfx1rcZ88ynpPmux5zzhY4Rw1HO0CgUCAuE79Ua/tRmuX8GpQp9mP+hrHK2Oe5Gj6j1il2gkTDxikD8G8lE8gErELl7UHzi7fiGARfTJlijKzihSmjBmHdEkfWlvP8gO4kX211Wz0FSJjYhCsyaW1XdFxivZ3IhuWLkMtiw5CFCVH71GpLvV3ZP1OkAwTDj54SH30PpftK6i/AgCIvhTIKHTMBw+DJlkmfZWlZVAwVK2iACT26O7ytUU2kTp8P3qZboOhBCAEiAjtBbHM8bNz/NzZEMPxYL9UTNfS8S9lTuVKTEpAXj+rg7+z6RoEJjN0sKY8+KEBR7a4H1Wzdt9uFCq70trEpBoTAoCk5GSIxWJM7vwMFDr2yaxKSmBDxjdu28DRnOXrPnZKQHh48ANessg+BrUW2z/fDz0lRqBYg3sW3u8TFZ6YaCombCI9L7ZvNBqx/qPv8NWnXyHLXMXqEAEAKUToIQ7H/Hf/gfv+MQ9CIbPWlVRNf+YGxbKnlJkM9GgbCpbIg62f/YBVa39DCY9d/6QDqcCcRx7Fva/OZT2mPZFxOQffH+KhaVaLpo6+rRW5LkbvDmuOFjWzxZbBwaVesaO9ovOzjhHIfOZFG1ewTX3iHDXu4ZtPeg6OJpz4Yy3yr9NTioTQQU/9CZ2+BL+9+xoaar3jrNl96nP8z3AcFAGMMsXh0WEfgc93LHTpyxh0eggK6QOqakMJ+j071e55XaY90bgqDViEhfPuEGHhRCH98Vkli0d5SUkbWcPRFlSWlCBPzxxxIYYQE+fYv38Y+2QR3AsjpYhLTmbcZ7c/QTkAILCQOWffjxI3VqPKzrjMeEwdlFD6M6cC2ENi4+TVCgJAENZtCgZIZDG46zHnKlhZdGocRxTlaWUgbW5NZT1w6cQ+xmPvmjAGZ0OtkQkDavbhmIyulROee9SttMZfd25HnpK+sCCiNBinMKB7jx6NbcnJvdCtoh/sTWcLO2ix/I+PXbaBoznFxXnId0JAOLogHCnDxnrBIvuQJImdi7ei1nCzwtProyGUtn7VHHcR8OmOGrOHHTU7v16NL//5Mc43FEHtoJJTZyIQL7z0LB5+bz4kMvbkSbWqDrImGUrx3dlLSMsVsbRtqVyL7xctQVpVDnQs5b/FEKKfMgYvLFmEqJ6+pSvkLpWVNfhwaw10DOsUtTq6hqRG6HrqrKvk5uTjagV7mqKfH4mnH+O0aewRndqz8fdAXigaqpjTsJ2FZxNmxTlq3INz1HD4PNmnjuDiQSEom68rD2bwJduhVlucMwZTMVYvfBk6jX0BuZZAkiQ2HnsffyEDADAJ3fHg0Hd9dmXLFU5+9huUQnpqgaJ/OAQC+yvYMXEJyIikV8PoYcjAwe1bPG6jrzFiaAqkZuuykRkCHLxwtg0t4vA2m79ZAw2L6G8sX4boLq4J/+75eS17dE6E62mVBqMBVUqLfZSBWRxTRllThapKixmPqSNcd9IAgERujZQheTzIFXT9K1JvRFRP5yN1nIlZNFB8VIXQJ4eFabtYjx/1xDxcE1onTkM1R5ErtE7EoqlSnNi/12kbAWDdru3I8aM7aYSUDqPFGvTu07fZ8bOmvIC4QvvleLOjruJ42gGX7OBozrpj36LegeBRYAMw557XvWOQA458tQ1FtVLwYcL4J3pDGRni+KQ2pKlGjdlDc7MT67bhy0Uf4UjJVdZnJADwwEMs5Yc5Dz2MOR/+AwEdwlmPvUVOxmnYBgJpZUBgMHslrc4D6cUUFHIjKnl1LEcDYZQcj02ejCmLnnVoS3vBaDRi0a9XUVvLb7ZPrqAwa2xX8GwinQyEDCVFnin5zMaKnVkw2iksNCCkpDEdl4OZ+CE9oDJZnDN8QoDLm1uW/sSnOWq8XwHudqD9zzA5bmuqiwpwaE0eTKA/XGMSC1BXS38x6gz5WPXGSzDqPZ+CYjYb8cuxt3BAmA+CAmaIhmLcwFc9fp22QFVcCX8NfRWiTJ+H7g85t5o4+rE5KCA60NqCz2+CRt16TjNfQCgSIUJNH3gUScM4UeE7hKtnz6KQYv6OKyDGtDdcH5Rfz8xlbJdDjPHPPO5yfxey0mAQWJwWeoJ5kCQVWp2xhnrm1TMV3/WKTwAg87OGu5soEh37D6TtN5hKUOhCqmRAhH1nxi3KFfTVXGkJuyiiSChEp8cXovqmkLAUeoiMOjQQVreQ6VxzsVA2/ti1DdlNImkElB6pwlr0HzCA5Sxg9og3EaRijz7QCQnsq10LTSsuRtzu7N67CQUxjoVEO5b7hoDwpfWHkZENABTuGt8BHfq6XvHN2wiaatS0MKLmysETWLZwCf66cJxVsP0WHUgFpqeOw9OL30Rc3252j7WlIieDts1WmvsWITEJUGvoi1ixyubPVyH46CWNwHPvv4GOg/o029+eeXvlcRSVSZq1C0XAa2OESEqMhcxEf5/cyPVMFT0myosrkFnB7lyTKyi88Ghqq13/dkIjt1YxM9xoWaaCbUSN2V69dA5WOEcNh8+i16qx7dNd0FP01dyw0FxMfPklTP7Hv8Hj0UXDNNrrWLngZY9Olg0GNVYcfQOnxZUQkMATyvFI6X175BcDwNlvN0HCt+o6mCkzYu/vZ+cMOmKRGIZh02lt4VQlDvxy+wsLD0vsAsLmRdQgCMWZs6fb0CIOb/H3H7tYS64m+AVA7udaFEpdZSUqCOYyr6EQQSJ1pu4Rnaxi63dRRTCH5IdFWwe3BEsal0YgZ2x3hMzP6uAxgYQ6vwI8wtbZYsbB39Y43d/4J2dC5IROTZ6RrocQVEGiOI893SU8PASasa/BCMvqcCTKkcuLBXlzYNnVeAVZmZccXnfj7u3IUtIjhASUASOICgweNMTuuaEhYRhMjofAzqpjWZAZK7Z95NAODmZOG3Y5FBCOKpVgzoyXvWQROwVpl3H0gMWp1Ke7EMmT7H9/fIWmETWkm46a4ivX8cNbS7F21zYU8exXcgqhZLgnuT9eWLIIPcaNcPla+kp6JKFebj+V/eCq9VDV0RcPA/3poUMhlAzTx0zA9HdfYtXFaa989vMBXMpr7jQneMAjA9QYOsjyDJQa6IupZeqWa56wsWzLGbBUSQcA9A4ugdQJLTQOIGyoVVctEMHQ1bu/OMC3uf1bUVf8toZz1HD4LJs+WIUGIz1s1U9ShAfetpThjk/uiYnPvwUeQV/tbVBdxupFnglb1miq8d2JBciUNkBsAp4NmYE+XV0rj+vLlJy/gjAimtZWZs5HbIprqz9DUkfjvJQe0t+r8iCys5g1L24XEjp1QqAun9Z2qY49BJrj9uD45m0oZlndDaJkePA116Npdiz/hVUUs++ogYztjigz5wEAQq/KGLUTCBAYMMmauig2Mv9NBqG7jhqrw8QMEnl5pyGW0CMVqgqcj6hR+PnDn3Icul5vFKHeZh5BUMClvb/bPafvoD7I6Gwtk9vDfAVnxJYIGB4o5Ozdavf8zXt24rKCLhzMhwnDyBKkDBvOchadiWOmomN+lN1jcmLLsGnHr071x2FlxbqlKAm1LyAsMlFICXRdsNvT1OaVYc8vmSDBR1yoHoOfuaetTXIaYZNMGFcjaurLq7Dm3c/ww5o1yHWiktPQ0I54ZfHbGDF7ijvmAgAIFd2BQCqYn3fq2jqsfGsp9l47j/pausNY4W/5bvHBQ7IgBC+8vwBd7/a98uktZd1fx/B3FrPezN1davDwJGuVQ7mZHt1eT3leWBoA6uvrcaGSuUoXAEikwPPTbr//RWvRaWRvaMyWe0LIEyFzy1G3+7L1i3MKNe7BOWo4fJJtn32L6jq6noGUX4P735pK003p0m8wUme/AoKge8prq85jzbsLWmRDXV0hvjqzCDekeiiMwPyYp5HUqe3FBT3JtXVHIeBZV3sMpA495rlXurDr9LlQw7rqL4YRhZt/aqmJPk+nJiWPK2QJqKn2bhUyDu9y+ng6SJYV3q6dYiASMevB2KOsoXm1JcCyMtt/7GjGfY6ollmqj4TcYC5XqqDECIuyOmrlZmZHDSFxL/VJHmC9rhEkjOYKGEF3ZBrNZbh88ojzfTq5KlcRSP8f8PIch92PnTENFxTWyIV+hnPIFFmcL11VZ1FTyZw2s23vblySdwFlIwnMgxmDjAW4a8RI5wy+ydP3v42IKvaoITMPOCvZj5KSQpf6vZMpKylCXgfHDsGYgjCMGN62ThG9SoNtXxyAnhIhSKLBuDd9t8ITE0I+fTLubESNQafDHx98i2+++AZXzdUwOKjk1EsagVfee8Mj1ZOEarpDQRDYPIXm5B878N3HX+MG6kCBQkUd/e/y89cjgBRh8tBRmPn+q7ddFA0AHD+ZgbWn5aAYZtw9Yuvx+qxUWlsgn/4c07jp8HfEd+uOQKth/571CC1FUDB7yW4OOnw+HyqxdTyivVrmdl8Cwvp/MbeSo+52p/08/TnuGI6u+xUFOfQoDyG0GP10LyiDQpsd33fkGAyd+hSIJjo2FUVpWPfRe27ZUFl5FV9c/DeKJWYE6gm8kvg6YqLZqwC0R65uP4wIId0ZViUoQ3DHaJYz7BMdHYvL0XRF/e7Gy9i/9U+3bWwPjBwyHGLSWo7TRIhw4HRaG1rE0Zps/e5HlPGYHRoRpBwT5s12uc8LBw6hgmB21IS5Ga5dWJKHupun8tXMUShyir787Ucyh6ZLAlwXMgYAsUwKXuMwgwKPEMKkrYKAR3+On9i4wek+/YKdG+wXgp7+FFxuglrlONptyLxXUcCzRLXwQSLSUIhyXghk0OPElj+aHb9r/x6cl3Vu4qQhMUCfg9EjRzllqy1isRjjQmdBamD3SNUogF/TPnO57zuVX4982XgvsBHYAMy6+zXvGMQCaTJj55K/UG+UQcrT4d5/jIVA4rrTty1pqlHjzORs+xer8OW/P0W6pphVnB0ARBAgkReEF+c/j+nvvgSRpLlGijtI1fQUVr+oTo2/6zRarH7nM/x17hjqbESMi3QEzGbr3yYSkpj0wF3oex9daPh2IT+/FP/Za2QU640K0+HDuc1T8zoE0aMntSLPO0v0ej3OVkWy7heJgefvv730gbxB0ADrPRBABsGoc0/70/Z5YLZb25CDDc5Rw+FTZB07gMwjkiYVnkwYMEmCmO7sD9uhE6eg7z0zAdBXMYqyD2LjF0tdsqGw+Aw+v7oUVWIKETo+Xu3xDsJCuzo+sZ1ReTAHhI23W22qw6BXH2pRn3c/Mhv5BD10P+zCZjQ0MGtf3A5IpFKEq+npTwWtMCDhaHsMBgOuFjCXYOeBhyGp7GKx9ji1+ziYNBhEEGDcvIfd6jM92xqlYmAZIMn4dEdNAMXsqImIjnHLBgAQ2D7LeZaIO2UQ3RlcV5njtK7Y2HmzIEDzSiNNKdKIoLOR9REagDO71jk8Ty6XInD6wsbowACooKJkMIKP2NI0GG1mKnsP/I0z4o609xUBCn202Rg3yv0ysAP7pyCpxL4Yal6UCqs2fOn2Ne4U9u3bjEInBIQTynsgOKT5QpA3OfTVNhTXSSGACRPm9YfCjUpvbY1QQH/W2CvPfezXLfhy0Uc4Vp5Nc4I0hQce4ih/zH3kMTz+wevwj/Dc/0mv10HeQG+L7Wp5jqdvP4jv/u8/uEZWg2ySuEGBh/p6uhOtPDfdY3b5EhqNFu/+UQh1Q/P/ZUCAGYtnJjFGECV2TqJp+Gl5fqirqfGobd/+shcNdkTYk0MrEBHpuPIXB50uYwdAdzPCVsSTIHOre9Wf+DbRgCTnqHELzlHD4TNU5GXj6NpimEB/+XXuXYU+4+93eP6oGbPRNWUKQBvEU8i5sAPbln/tlA3ZOfvxVd4yqIRAnFaE+f0+QEBAnOMT2xlnf9yMUDHdoaIN0ULi716Kwy3EIjHMw6fTppxhqMahn39oUb++zqAY+nekXtQB6efPtZE1HK3FhqXfoYatfDYlx4Dx41zu02AwoALMq1VhlAQhHTow7nNEgepK4+9qHrMTJCDYKnhcXlwCOZr/bSQIJPbq4ZYNAN1Rw+eJIeSH4e4n58J2+GEma3By+yan+gsMDEKgEzo1PB4flSF0h472qnMTqYROcSgc9Hzjc6wTlY8Lgh4Io6pwaLtFq+bA4YM4JYoFafO+IUChpzoLE0e7/j1oyrxpryO22H70UFb4BaRfPNPia93OnNTvgpHvQEC4TIwnZrziJYuYSV93EJdvECBA4a6JUQjv1bFN7XGX5qlPzY/J3HsM3y1ajO0ZaQ4rOUVSCjx89wQ8tXgBonomedJUAEDe5XPg2diolwDBEdH47b0v8OeRfahmiXQkQEDTxFFjMrmfIuKrGI1GvLnyHCqqmjtiJFLg7fsCERLCrFmj9FNCaqZHMV7LZhd1dxW9Xo/TlezvR4EQmDva9yul+SJ8oQB1QuvCjeqSe6XVhYSto4ZzObgD96lx+AR6dQN2fH4QeoruKIgIz8Xop+Y53c/Euc+jY58JoH+1SVxJ24R9v62ye+7FrM1YVv4rdAIgWSvDi4M/hkLetitsrYFJbwCZTZ+Q1RjKMHD+DI/0P+iuUTgv609r61192KmqKe2V5G7dEaCna0acLbv9Bm13MnWVlcjVMEeciCDAuEcnudXvrhVr0MDiqIlPdD+SpUpYAQCQlwpY+++ZahV+zM68wnhMPRSQKxSM+5zB1lFD8MXonDQM8ck9IRLSw9Uv7d/ndJ8yJ3UvyoX090lAqcbpyJ3hY0fiXLj1f9rflI4z4j6QXD6Co0eP4Dg/EuYmFai6NVzB/WPd0/hi4uF+r8LfzjxWLSawreAH6PXuhaXf7vyw7hMUh7Kn0gA3BYQDHC8EtSb5xzJw4oillHGfXmJ0mdh+06yFTXKfbFOfii5exYpFS7Hu7x0oJhqankojlJJjQreBeH7xInQbM8zusS2hNPsCbVsjJ/DdPz9BprECJpaqfgqIcXfHXlD6051pYpn71XF8lQ/XHMN1BocxXwA8NdyM7l0T7J4vNdJLdBfXek6/b9XafaitY4+uTAqrRmKX22+h1Vv49bSOP/xNfjAbXa+mK7CJ2iUJzuXgDtynxuET/PnBaqhNdAE3f2kh7lv0nMt9PTj/DUQnpTZpNSF971oc27Ke8Zy0Cz/jx7qtMPKAfrpAPJ3yKcTilkWX+CppX6yDv5DugBJ386eJNLeUnjPmogFWUQARTCj7a7XH+vdF4s30gWeFIg7qBvuDUY72w4YvVkLN4vCI5smR0NO9qJOCggrGdj9KgrtnTmfc5wi9QY8qpaUKSXRmMOMxMoiQ2K9343Z1KfOKWR3hWpnxpvBttVsIGVLnPQEAiOhMT+1pqM+D3l59VRsUgc6VKr+hkcBsM46XNwCXju126lwAGD3nSVwWdGnc7q7PRHVQDA4jFOYmabZdVJl4cNwEp/t2hpiYePRpGAGeHQHlklAjfti8xKPXvR0oKylCbocsh8e1tYBwTU4J9qy9AhI8JIQbMGhe+y5YIOLTpxUkSaCutAKr3/kMP679FXlEXbM0Ilv8KSmGhXXGy4vfQsrMya1tLrTl9AUWjYRnN8onlvLD/7N33vFNVf0f/9zs2b3ooIXS0rL3HkVAEBCRIShDAff2URBQ9NGfMhUHLpClKCAKshFkFNlQyi6U0r1n2qbNzr2/PwJNbnNvmqZJWnzyfr36ovfm3HNOQnPvOd/x+b742gsY9uwTaN2JXklILtOhpurfU0hgzfZ/cIFJiJ4AxneuxiPDejTYh0RPj0iqZAqxcpAzZdaiz/fh8oAZ/dlf99Aw8Y8OgJY0OXVFXClu/9V47UW+paHGjpRlD9Z4DDUemp29K7+BQtmadk7CLcf496Y6bDyYuuBDBIXTH6IUtDi3ex0uJ9IX6scufYNftSdAEsBgfRhmDlwKHvfBEvCzl9oyBeTV9I1XiTYXXWeNdeo4rULDcbs1Pfw/Xp+Ko7vtFw190BjaZyD4lHmjqSPEOH7O8bKGHloOmddvII9kXrxLIcSkN+c41G9+ejpKOMypVAFcoUPVowDg8q0zdekegipmo4aMohsadCxCu0pu0wzWHMpsZRCLgyHxNS38RzwzF5aaYhRVi2O/2o56vM+IWdPs0qkxgIvyQPoypyjpiF1jAACPx0PHuYtQClNof5ZfB6R0HAMDQU+9iqm+iSmjxtjdb2OYPO5pROUE2GyT0ToHh4/bLh/+v8aW0183KCDsU9u8AsLaqhrs/+okdJQAAWIVRsx/9IGq8MSEUFAvooYk8M3X3yGNtF3JSQIBukpC8caH72DMm7NdPc06qGq6ZoqKz7zmlECAQa1i8fzSd+HTyqR5EtGhG9Qai9RHArhz1v77S0vmwPFL2HfDm0k6DX2jK/HclMF29eNN0KMfVTz7jOwN8fPWQyirYK+s1TaoCt16dHTKWP+r8AV8VHLM34+Kyw1XTrTqg2f+P/KkPjmG51Pz0Kyc/OVn5GfTjTQCQoURL/WEzMFKI/eZ+fEy+AZ0p52jKDUSN3+F20lnQJIk9pxbgl3kFQDAI1QcJvX7EFyO8yJLWhpJX++E2GLjRVIkQh52jVDyiGkzkMWhi4aG3tgDZTVz+siDjtxLjqDaLNq5bK5jFXs8tCwOb9nHusmIknjBO8D2RpqNY5v/ZAyv54CDQRMdF6O9W5Rc97ueZH7Mi+s9/rka5ugvFdfxtKesi5dphhr/cHMYum9gCMRiempX1qWLdvUbGNoKPnbo1ABAeb2qWZKixolZ+gf44mboQ7jt3RlnuzwJPUGvNNNWeRNTRzvX0F2f5x55H4GV7Ms1HZfAWeMeVFY6V6jzQeXo8T3IDS9rsF2b4o7NJiBMGow4sOwAlAYxJBwNxsx7GDzhg+8gEvLoBlSSJKBuoJJTLNcPr775Kqa8/4rTKjnZC09Jj/io4Vhv/sMoOebMfhqjX3va6rXaGvp8K0ucp8HSXFy7mY4fT/JgZHjkRYfV4sM5Q+3uK8SLHpGjFng3dXoAgMQiZl0cACA4wJTOzjEI/a8jjQup+91LK4PRyJwOyIaAlvrkiahxBI+hxkOzcevkEdw6J6OVNeXCgN7j5QiL6+yUMWYt+Qxyb3qIPUnV4MAPS/HzsXdwhJsBggIm83rjkT7vPPDeLFuUpGQgkKQLrxXpsxE9vK9LxuPzBcDgqTSl9wAocPKXH10yXkugWwA91FYhjMCdWynNNBsPziDpr8PIZwmF96XEmDT/ZYf7LmXRFgkkxYjt0XBYORvFpLkKmYpgXlh5edEXskID83vUCewrh83Eqe2/0tJ2+FJ6X5Fd6VpWKnUuKstL7OpbaqdOTaGOvlHwK6OQndY4vayYrp1xrttT0BH0zyyyOgVPjXKtkQYAZFIZhkomQ2hgz4Eq86aw4ehSl8/lQeCC6i+7BITnTH3LTTOyJvHLfShSisEjDHjkhd6QBrFvPB8kStMyaMcky58sFxxEwRtzp0/HrP97G15BzCmarqLgdjq+W7AMYjU9FUdJmg3AIvDRxzcSLy1dgJCYKMZ+KAP9/43gPdjG0pKSCizdVw2mLNQgfz2Wz+5u/YIN2rWJph2ruT7QqNkrfNnDjj+PoaiU3VAfGVSDQUN7N2kMDyY6PDYIetJkaJVw5Ug/3rgiGQKB+f+JJP69TnBX8u/dlXpo0RSnp+LM9tJ6ef4UYnsq0GWk80LIeTwe5qxcDYmkXd05ggNQY2RI9q4GlwRmSUdgSPcXnDZmS+XW5mPgc8w3TT2pRdzMYS4ds/egobgioZcs7qY4jds3/p1lLLv36AEvfRHt3LmcrOaZjAencC4xiVVTITailcPpSSd37mGtKBLs27R0owqpyejCVRJQEszGoHY96WHhEiOLnpLIsbmoq5UoqbgBwuKz09UzTA2fMRsEYRnxosPRn9fb1b9Aat/ypcRAodKXvmlPPcasVcbE7ZQU/K0SQMuhG5nCy5PRmuM+r+3QgQ+jba5t4c6siAps2f3vNYTbw4/bVqIgqGEB4QHezScgfGXLcaRmcUCAQsK4CAR1jGq2uTiLG4dP4tsFS5FVRte6Iq0MqgTCSDmeHDUWzy6Zj7COzq/k1BAHvtyIjT//gjxUWpXmrjSYNpMhpAwzpzyB8fOet9mXTyB9/lJZ04wQzYlWo8WiLXdRVWV9b5XJKHw8JRwSSePueQHBQRCS5g+ZBAdpd+40aZ6HcmzMgQAebec8HZz/dYRSMRREed1xybmGdb9o1/MtU588ETWO4DHUeHA7amUV/lp9BjqKHlLfqlU2EmY7pvVgCx6PhzmffwuRMBIcPgH9hAhkR0ghMFBof6QaUQH2h3E+qGQcv4AQHl39vpQoQHDHaJYrnEf3J+dCCfMmhw8DSvdvdvm4zUWElu5RK5a2hlZjn0iqh5bFwXU/o4jDHGkSTErx6MtzHe771kXmSCsx+Bj3quP3wez8dFTfW8dGXvMFySAyIAAPnROG0M55kUrG/iQOpqD+s34jKEoNjoV4pE6np7URSaSQyemJk3wiAAAgAElEQVT3pcLUm3b1X9uuFlw7lzDlPnTvKzcv167r7t65g30VBmg59GdVqOIqRl3ZhPCLPyI3p9CuvpzB3MfmIayY3ZNMEcAN33O4m964xfS/heLCfGSHNPzew3MDMWRw8wgIZ528jvNnTOm/PbqLEDOqVwNXtGxyr93C2oXLsT3xMAo5NYCR/h2nLAw1gZQU47r0x0vLFiBuaD93TxUVuYVYs3AZzpTchRo6yPkUeBbpPXo+oNPx0U0ahleXLURk9w7snd0jdsAIWGR3QiwyIu/2g+mIem/TBRSUWN9fBELg7VEitG4dwnBVw0j09DVRXpl9UZNMHPrrNPJL2FPKwwLVeGSMffo5HuxD2M4c7SZVNS41UUiLqPEYahzBY6jx4FYMBgN2ffoLVAa6poOPNBfj3m18hSd7EQpFmLz4fdROikR+sAhiHYk2+/JQm16MLYv/gxonlgxsiRT+lQKORWk8tbEGvd6Y5Jaxg0JCcSeKviiOM9zB0V32e7UfJBJ69QWPMnt0tRwZTpw91Ywz8uAIOp0Ot9KZN/QcEOjRz/H0TFVtLUoIZuNdICWCROp4utHVu+a/NWkps76MnBJYRQL5UMxiwsERrRnPN8SdWyYhbYIyG2r0DOU944Yk0I61unzk3r1ls2+j0YjC0EL4UPYtGstJevqTf7ERygbu+VnpGdhTrIKGQxdfD666iUHJv4HHAbxQg6ItS6BWu8cQKxQKMaHdC5Bp2FOglGICO1K+cct8WhpbTn2Nqga+Oj61wIxhb7pnQvVQpBfg6PY7IMFB21Z69Jn7cMMXtVAqC4ux6b3PsGHbNuQQ1eaoQ5KeammkAB9KjEGtYvHG0kXoN831qYJMHF2zDWu//xG5hNkg7SOgG5VqZcD0cRMw+T3701ll3n5Q1tDvpdnXzzRtss3Ayp9PICXHusIfhwM81UuNvj3jHO5boqc7Oyr0tiPebLHnDkUzjNVnZISn0qaziR8/EEbK9OyW8XyQceq63dcK+ebvhsdQ4xgeQ40Ht7J/5feorKlX4YlXhgnvT3dqeej6VFSkY23GZyjx5UOuNiJiVy40habFtc5QgJ8WvAGNir0k44PMtc0HECSki3Yq5ZWQBrgvJ374E08hk0P/fw+7uQdVikq3zcFd+Pr5IUCVRTuXTnlycx80/lz1A2tqUigpxcAJjzrc975vNkADPeNr8b0b9uLaIr/WHFZuNLJVMKE/+ovzCiCFtbGBBIGYzo2fz81DR6EzmFIALQ01BoO1oWbA+MngcCwNKST++dV2xN3lW2dQKbVfp6ZULYLawgnLMwCXDv7C2j43Oxs7Cyqh4tINPEE1dzAuaS3yRFF12ltRxmycWu8+w0hcXBd0KO0BW+88L0SNNb//b5XsPn58P3IjGhYQjiqOR2CgY5EBTUGtUGL/6lOmCk8SFUbMc/z+0ZxoVGps++hrfLv6B9ylFNDXF1kn6ccUCbzx8buMQrzuoLqkHOsWrcDx7BuoAT31Uk7QDQYaKQ8xgxof4aSppVsHNep8lpYtk617zyLxDkMZbgDD4yvxxNimRT/JKXoqUi3PPiH4+pz+5xKyS9hTcYMDdHhikuMi/B6Ykfp6oYIsrTsuOGm/xptEaH7wejRqHMNjqPHgNhI3bkBBPj3MXUDUYtSr/SGWO0cJnonCoqv44tZSlApJBGo5mB0wFwYF/Wav0eVg47zXoGcR93xQMRgM0NykG0Oq9GXo+9aTbp0Hny8Ab9iTNGFhf1TizJZ1bp2Hu+jkRfdMVYgikZWewdLaQ0ujtroamdXMRkQ+uHjoiaalTRQrmNOM/CgJBk9smnZGucC8WVUTzK5HqYjuAU6/xRzBUgU5pLLGV306f2Bn3e8cCy+anqFiBI/Hg7cfXXulLO+uzf4v5fwNACDE7OV+LVFy9CgPor9nbTpz6llBXh52ZJdCxaWnfAWq0vH0kCHI4Eejs+4GLvHNoprdqv7B0Z177JqLM5g58RVE5tl+Zt4NS8PZ84numVAL4Jxqf8MCwiVCzJ36tptmZMZoMOLgclOFJylXg7HzRoErYC8t3BLR6/XY+9k6fP1/n+GGtpi1khNVr1QQSQJ8fvO819O/7MIPX3yHLFSBqc60jKS/B4PUMc0pPp9eREAgenCiOk6dv4FtlySgGGRdOkdW463pTZcGCJLQDVlqvnXkjj38fq0GpA35mSFBDRtqPTgGN9L8vBEr7Te4iITm75QRHkONI3gMNR7cwo2jf+HOJR+AVuFJj36T/BDSzvGQyobIzDmFrzJXo0oARKj5eLPbx2jXYRAmvPNRPS8uoFKnY8P8Nxi9vg8qSau3w1cQTDtHtBU0SxnQHv0G4oqsD+1ct8rTSLnaOBX5B4FePXtBZjAvGigQOJ1mO53DQ8vhj5U/WHlf7xNOSJtUken2hSSUcpgjdQKFjnka76NS16Jcbrp/UXqSVUg4LJZuMK8oYtZZqSIav6BW5BVCoTTrhHh5myP3DCylPXtPmEA7NhiLcePMCca2RqMRudICAEB6jyJw7FzGVHDpxnnfIo3Vvb60qBi/pxeghkdPzfVXZ+HpgQMgFImg62DSP+ipu4QUjllItP2tn3D9in36Os7gmSEL4adkN0xo+ASOVm6F6l8aKWrJum2fNywgbKTQTz7OTTOik7hqL4prJOATejzyYh9IApmjF1oq/2z8A998sALnKzJRzZKyCZgqOYUb6cYOJgOAq1Era7Hxvc9wKCWJdb5ccCDR0+9HhLdjUcahsfR1jVyuhY6pbFILIzMzH18eMYApEyk8WINP5jhHR6hN6yjasYrvC72ucelPV5NTkF7C/r3x9zNg9oxHHJmeBzuIf3QAyHtfZi+eH3KT7ROE5vF4IO4ZSSlwoNP9u5zh7sBjqPHgcgrSUnB+V6VVhae4PtXomOC6HO2UtP34tmATVDwgVi3Ga32WQS4zhTxHxXXGmJcXgUPQF+81ylv4aaH7PW6uQKOsgaiUruFQqs1Hz+ceb6YZAd2nzUUVzB56HoyoOLj5X2UcA0wPp1B1Me1ckTS80YsTD+4nLzUNOUZmQ4oEAjz26qwm9X9mzzFGgV8euHhoZtO+m5dvnYGBY9q8t7nqCz2sDSNccNB3PH1Bq69hjh5Schtf8enExg3AvbQuHscP/q3D614zsLhDOw9IAI9L90pf2P0nY9ukGydRdS+aWh+ohQ9ln3GrqsYbBguHnkQFXD6+u+5YUVaGramZUNbzjvtpcjCrby+IxKYN6KBHxqKY8AeHIBBOFaIEJqFFIfTgHliJ8nL3pHP6+wegLzkaPLb6xwCK/Yz4cf8St8ynuSgtLUJWSMNG8PDcQCQMcf9GLnnzMdzJ4YIAiWGPRSEwPrLhi1oIVw+cwDcLluJw2mWUs6SBmiAQRskxY8xjmLP4DdorJMmc8ugqLu08jG+XfIF0SsF4nwVMmjnjeg6CWEO/H0kCIxjbN0RU177Q6c3bKS6Xwp2zxxzqy13U1KjwwY4iqGqtjb2+PkYsnRnntEioVmFh4FNmw5URfGRlZjaqj1/OFsFo48+or38x+4semoxXK38oSLMIdM5R+xysXC4XHIv0SPUDYMBsaXgMNR5ciqpKgb+/uQAdRQ99DIvIwZBZz7hs3Es3t+HHij+h4wJdNd54of8KiET0UPH2PfoiYdab9crDApXlV/Dz4vkum5u7uLBqO6Q883umQCFgiO3yrq4mKDgE6W1H0861N95F4u5/n7DwkM7d6Q8orjdOnXvwRAb/1zi4aQe0LPoxkUI5Alq1crhvnU6HMiOzRymIFCMsumlV2NJLzIsnrwLmaBg5JbQSK+ZomEP11bzGiRobjUZkZV+sO45q0wcisdlYbLThXvcPa0c7rirPZNzgXc4/Uvd7WKUMUsq+ZUwtOCgPposZll89aRpLocAvN1JRzadrl/ho8zCjZ1da+hefL0BOK5On2YtSQsn3gvaeEyKQqkDKhmVu25iOGTEJbXPCbLbJbF2MXQd/dct8moNfEr+0T0A4wf0CwpmJV3HhvCnNsXcvKaJHOB6J506yLt3E2oXLsePU3yji2E7jCaKkGN99IF5augAxg3pBIBCAqLf31+pc/33QaTTYvHgV9iSdRCXBXCKbAIFowgevLHoLvSeNgrSGbsgJie3i0Ng8Hg81ynpOsTz7BVfdjV6vx7ubrqK8wjoVRSQGFo33g7+f8+QIeDyeVeWn7EL7dXwy7ubgTqk/6+ve3kY899Rwh+fnwU5amfdKAoWNdvXgUubvv0pjy+DrgQmPocYOKjUGJBfX4HyhErcrVDDY8GB5MGOq8LQNKiP9Busjy8GYt1902bgnkn/Az7VHYOQA/XUheGbgcvD5zLnH3YeOQP9Jz4EA3Stbmn8e25Z86LI5upryjDz46+me4SJdNmLHNn/ZwuFTnkIGh+5VjLi9HwrFv6vyVkhoqJWo8B0dc+qHh5bB1eOJyCOYU0V8KDEmzW9aZbpjv2xnDcWPiAhsUt8AUELl1f1O6pm9oVLKuvKC0MC8eNLxG2eoSfptB4zk/RUcHwlz5kAkNS/uDDYMNYOfnAHLJQlJVuLs/p20NkajEbmyorrjWGlvSET2VZKoIjRQBdA/Y1lRFaqrqvDLlRuoEtANHt66Aszs1hFe3tYblv4TpkAF08YsWp+JG8JOda/F6VJw9OdNds3JGTw//j2ElLF7vo0cIFl0HIWFeaxtHlQS/zmIvIjSBttFFrlfQLj8Th6O7kgHBQ7ahRnQ85mWL3JakVuIje99hp92/HavkhP7WteHEmNoeDxeX7oIfabQI5WIejuLWo1rveg3/z6Nbz/6HKnGchjBfI/xokQYFd8Tsz+dB7FcioLsNAgsbOZGLhDZvpvDczDo6IZxCuUO9+VqPv7pDDILrEtcc3nAS0MpdIyLcvqYYj1dl628EZEV6w6nMqZn3aenXyGETUwb9tAwseP7gbpXcsuHF4Ci29l2XcehzOtevcETVd5Y3GKomTt3LgQCgdXPoEGDAABFRUVo1aoVvvjiC9p1KSkpkMvl+P333+vOURSFdevWYdCgQfDz80NAQAD69u2LVatWQak03Qg+/PBD9OplUm5PSEhgHPv+T1xcnM12QydMxXdXCrH3TikGtvZHp2AfiIRCyLy80b59e8yaNQtnztjvJb948SJEIhGGD7e2/hoMBggEAsjlcuTk5NBee/rppzFpkqmcclRUlM33NHq0KWLh6tWrePzxxxEeHg65XI7o6GhMnToVeXnuWbDtXf49qlThtHNSXikmLn7aJRWeSJLEgfMrscOYBIoARhqjMbX/x+BybI/Vf8xEdB81AwB9sZt/9wR2frnC6fN0BzfWHYSAYzZOGSg92k3p34wzMsPj8SAY/hRNWNgPVTj3679PWDhOSP+bKpdEocBN3z8Pjef0obOsC/12IYF16S+OknmHudy3DEKMeq5pKVUAUC4zG5k0LPIlEr61YUNqZPaaE+LGpT5dOX2o7nc/rzh4twqGWG429tgy1ES27wghP5R27tZxevrAhRuJqL73XyA0UBjWawL6TnwEhM0aSCYoUCivpC/mJdU8/HLpMhT1quJ56YvwVMcYePsya1b4+vohxcscHdFTexkXeRbiwoV7cfroPw3OyRkIhUKMDp4FiY59U62QAb+e/9wt83En56r3QdeAgHBoiQDPTnNvOrNaocSBb89AT/ERJFXhobebRxvHXjQqNbb+9yt8//0apFMKxpTJ+8ggRA95ON74+F2MfHkGYxtOfUONi8rX6/V6bP3vV/j9+CEbqVkEouCNF996GYMsUktzbyXTWqlkgEDg+GZf5hVFO5bIWmbkwPe/ncClTGutF4IAHu9ajZFDHDdW2UJG0qNUlQ2sy+9TUlCKlLIg1telMgqvTB/WpLl5sA+/1q2gMJrTnzIOXrDrOsvIco0n/b/RuC2iZvjw4cjJyaH97NljqpIQEhKC1atX44MPPsCte9Un9Ho9Zs+ejUcffRRTpkwBYDLSzJgxA2+//TbGjh2LQ4cO4dKlS/jggw9w9OhR7N2712rcnTt31o2XnJxsde7UqVN1befOnVt3/tbdTHy0/yIGv/IBjJRZL/6xhcvxnz/P4qWfD+HFjz4Dl8vFsGHD8NVXX9n1OWzYsAEvv/wyrly5grS0NMY2BEHggw8+YO3j4sWLdfPcvduUY3/hwoW6c1u3bkVxcTFGjRoFHx8f7N27Fzdu3MCGDRsQFRVVZ9ByJcfWrUNRIT1qQkjUYPSbgyGUNr6KSEMYSQP+OPcR/uKYRCwf53THo/0WglN/xcDCsKmzED9wIgDLTQyFzGsHsX/NaqfP15Xknr2KYC79sy8hcxHas2llf51J9z79cVlOF6rrVnUG1y9faqYZuYYB/QdCYjRrVpDg4uSNq804Iw9s/L15KwpYwvwDKSkmvPFCk/ovKyxEKYd5wxIIIQSCpgl8Z+TcQY3ItGkVGCkoCeYFUUCodeSOF1nN2Fbswx5uXp/ClFTUqM2VzfqNMzkWxBZpQ0YbHnoACIntRDuuUWZDa+F5vZJvNtyEVsohlcgQ26ULfCh62gEbWrUQigDTZ2TgcHF+yjRUiKJobeT6EkyLjYR/oO0Ip5iHx9OMzV0M1+oiBTmg0Orcd8jKdI9RtmeP/ogptH1/zw5TYuMO+9YpDwLrt32O/GDbwpR8I4V+krFumpEJo06PA8sOoMYohoyrxiPzH2mxFZ70ej12r1iLr/7vM9zUlUDNkvIJAELwEccLwGvz38DEhS/Z1C+pv+xSa52/OUs7fQnffbASN3UlMLAYlqQQIiGyI55dMh9eQfR7WXUhvQqjWmpfZB4bMX3ozlepxICy3MbpsLiavX8nYf8NH6YCWOjfToE5k1wXce0vpN+j1Xz79gHf7UmGzoadr5t/IcQS6+ggD67BaFE9kVtqX0qjZUSN1iMm3GjcVitLKBQiJIQ99HTy5Mn4888/MXv2bJw6dQpLlixBYWEhDh48WNfmt99+w++//46dO3di3DizhyIyMhJjx45FZaW1iJ+fn5/VOV9fX8a5SCSSuvP70itglPlBCFOdonv6jBDJvODlHwQKgIoIw9JvRiEkJAQLFy7EY489hqioKNb3WFtbi+3bt+PUqVOorKzEpk2b8Omnn1q1e/XVV7Fq1Sq89dZb6Nq1q9XrgRYLyPvvLzAwkPaedu7cierqaqxdu7bugRoZGYmhQ5teaq8hrv61D2lX/EGv8KTDgCeCERQV4/TxDAYtNp99H5dFCnAo4CnxUPTpPLPR/YyZ+zK0tbXIuHIAqPOqk7h9fhdEchmGPzXbqfN2FVm7LyFEYDbUaIwqdHupaSV/XUHvp55FxZob8IHJcMgDCeWhX2Do3NUlEVfNAY/HQ4gqHxlyswerQBICg8Hwr3mP/xZupmSAKTCDAIHu3Zteme7wum3QwXphQ4BA74ebHu12NeMUcC94JeymHBWMmy4CvcY8ZHXWh2I21IRGRtk9/onNP+H+fVPIa4X4ESYvp8TLIqKGJVrpPsNnzcaGd48B90r/UpQKR39ejzHPvWJKe5KbBSPbW1SQk5EcKOzYZ9UQJGpDfOFVUYlzT0xFuZSuCSQzlGFKdCiC7NAhate+AxIF8eioM5X5FsKIcp4//HXl8EYN5FAhZ9sSBL2xChKJfYakpvDs5LexcvcbyAllr/KUGnwNV69fQtfOPV0+H1dir4BwRG4Ahk1xr6Hm2Of7UFJrqvA05pUBkPg7VorY1Rxftx2X09NQQagY73v34YGL1pBh7OwnEBwTZVffVoYaJ2vU7FjyHW7WFENHsPcbQckx+cWn4R/J/F02VpTQjvWSpqXO+IVGIPU8HzKp+b57NykRARHNqwt4nyvX7mLDWT5IBptWTHgN3p+d4NLxo1qF47xFNpiK79fgOqi6uhrXy4JZXxeJgdeeHOjMaXpogLaje6N6y10QAHy5gSjLLERAG9vPS46FRo1Oz24M9sBMi9KoWb16NQoKCjBr1iwsX74cP/zwA83QsnXrVsTFxdGMNJb4+Din5KHaQOJmmQoUTM8vmjAaRZl+7v2aXFyDN998EwaDoS5CiI0//vgD7dq1Q3x8PKZPn47Nm5mr3fTr1w+PPvooFi1a5PB7CA4OhsFgwO7du+tyCt1BXspVXNxfC9LCBkiAQof+KsQNtt4gNBWtVom1Z+bhskgBPgk86zPeISPNfR5/fR7CYxPqnTXg6pGtOLOn5Qve3txxBMECejRNpbgM3uHsD7vmwj8gEBnt6LntMcZ0HN+5vZlm5BoGxXYEYbFBreX548JF+0JGPbiHP1Z+izKW0PlQUoohT0xs8hglKub+AygJuiQMaXL/BSpzhKZXLnPKjhxCBEfS7w+FuXmQwNplSYJAdKd4u8bWqzUoLLlSdxzbYVDd7zJf83OZzfN9H9/AEEjE9DSkrCtJAICzV4/ivl6nSE9hWK/H6tqIRPYtZaoIDbjhHXB+8hMok8XSXpMYKzApMhCh4eEsV1vD705/pvXWJeNO3DQY7y2tWpN5OLPuS7v7ayrTerwFbxvVuGuFBPbnroNW+2B7NX89/hUqG5BP8q4FZiS85Z4J3SNp0xHczeeBAInhE9vCP9b+vyV3cXnvMXyzYCmOZlw1GWlYIEAgnJJj+tjHMGfJfLuNNADAIehrTo3OOZuz3Gu38M2Cpbhck89o9AYAMQQYENQOLyxdwGqkAQBODf2LQnk1ff+grqWnxtYqs5rcpzMoLi7HsgNKMMnCBAXosWxOL5fPIapNG3AtnAd6QoTCfNuCwt9sPQW1it2K2DmwEF5eLdMQ+m8lJC4SVQaTLhhBEEjbf7bBa2gRNR6NmkbjNkPNoUOH4OvrS/upb4jw8/PDJ598gj/++ANTp07FmDFjaK+npaXVacq4gh9++MEUbRPgj/+O7Iglozrh0t6ttDYECJOFhjSCoijkVGsRHBwMf39/ZDZQbm7Dhg2YPn06AGDYsGHgcDi0iCFLPv30Uxw/fhzHjjlW4m/gwIF45513MHPmTAQHB2Ps2LFYvnw5cnOZNRKcQU1lBY6suQI9RQ9DDI/KxaDpjhtPWMerLcU35+fjtlgFsQF4OXgGOsU2PXJk6oIPERRO93BT0OLc7nW4nHi4yf27CoPBAOXFQppzTKlXoO87TzXbnBpi+KRpuMule5yi0vZDUdZyhfgaS+s2UfBT00XXUmpsV9Lw4D5UtbXIqGAWsuaBi8GPNj0K8dLhI6yGoGCZc8K2K4Tm7wylYRESJq3DTjJu3WZsWwU5JHaGlJ/atBkkZdr4EIQEg+c8Xfea2Musc2ME2WCJ+sge9E2DWp0LRWkRrhUdrzsXVukFidi8U+8xJgE2wwLqxjciUx6KEi/6OkJsrMTEUB9E1DNiNUTfhIeQQ9B1dbi513A1wmzY66o8g79/39Gofh0lIiIK3WoGg2PDN1MYqMe63cvcMh9X8M/JQ8iNKGmwXWRRe7cKCKcfSUZSkuk70KePDG2GuUbrw1EyLlzBmoXLsPPssQYrOQVTUkzoNQQvLl2AmIGNj76qLyas1jbdULP3s3X4adtvNuceSsnwzPQnMebNhqOfhSr6nEQBjlfzuw+BANoxT8AcqehOtBotFm3JQHW19XZPLiexZFpriEWuF+LlCwRWlZ8yc7JY26tVKlwpD2V9XSAEXhrfnfV1D65D52t+1hKFzBXWLOFYOCr1tmqse2DEbYaawYMHIykpifbzn//8h9aGJEn8/PPPkEgkSEpKgqaeUryrI0OefPJJJCUlYeexU3hp/T68uH4fOj009v7gde0IECDufXQ1xeU4sHE9SJIEUb8moQWpqam4ePEipk6dCgDgcDh46qmnsGHDBsb2sbGxeOaZZ7Bw4UKH3/eSJUuQm5uL7777Dh06dMD69evRuXNnnDhxwqH+bGEwGLD7k+1QG+mpZn5e2Rj3zitOH6+yMhtfJb+HbLEecj3wetRLiI5KcFr/Mz9eBt8A+kOAotRI3PwVbie1zBLLyWt2wl9Af7AZwowQuOEh7Cg8Hg/SETPqPNAA4AMlzm39sRln5XzacekpH6XSNigvbbhaiQfX88eK71krMYVDgk4DBzR5jMuJSYznheDhkReYBTkbQ02tEuUy898YW0q/mGttqKkoKmRsW0XY76lMuWJ+pgT7d6IZZ3h8PngW2l+1iiqbfQ2fMQcEYRkuoceRTeuQKzdvzuO8+9Ku6dy3H7wb0KmhQCJywACUeNO1XERkNWIu7kBUdFub1zPB4/FQ1oZu1O9Yexldhw/DTZE5bbnjnV9xJelao/t3hMnjnkZUToDNNhmtc3D4uLWm34PAmao90PEaFhB+bto8N80IKL2VjeO7s0CBg9gIA3rMajmlgsuzC7HxvZX4eddO5BJKUDZ0onwpMRIiO+G1pYvQc+LDDo/JrWcp1Dah2mFxWha+X7gM5ysyoWHR0BGCj17erfHy0oUI6xjL2KY+knqluQPbdmJpaT/BrTvTjmVyLWPUvDtZtPEiCkut9c8EQmD+aAlCQ9mFep2NWE83XJWo2MP/vt96HDU17N/z+MBShIS2vEjx/wUiR5qF9H05QagsLLPZnmMRSWsw2k5/9mCN2ww1EokE0dHRtJ+AAPpi4uuvv8b169dx9uxZ1NTUWAnqxsbG4vZtZu+fM/D29kZ0dDR6dGgP/4go+IVHQSg1LVYpI/PDzU/NBZGsQ0VZGdS56bibypw3vWHDBhgMBkRFRUEsFkMsFmPVqlX466+/UFjIvFBevHgxUlNTsX2746kgAQEBmDx5MlauXInr168jPDwcS5cudbg/NvYs+R7VGnp5Uym/BBMWO1/XpbjkJr648QmKRST8tQTeip2PsFbOz7mfteQzyOst6kmqBgd/WIb0m1dYrmoedBoteHn0h1q5rhA9XpzUTDOyny69euOyF11YuHv1OVxNOt9MM3I+QwcMhog0ewKN4OPEZebNuwf3UVAtor4AACAASURBVJydjRw9s4dWDD4efeHJJo+hUatRCuYokiBKBO8A25tqe0i+dQrGe09zHxVQy2HeHPj4W1dx0tcyG06UXPsqPqWfPgeN/n6kJoEh06yjJ3kWS43aStuGGqFQBJmcHtlSdPdWnVCyWE8hodcEq+vkFPtyhgKJyH59UeJH30gJyRr0PPQ7QtNzoXNQ5HDw+MmoglkYUwg9kg/sRre581BEmDZBfBggOvQ5SksVbN04leceeR9Bleyfh45L4KxxDyor3TMfZ7Hht1V2CQj3kYx204wAVVklDv5wAXqKj2CZCglvtww9OLWyFls+/BLfr1mDdKrSZtqhDEL08m6N1z9+FyOccM/j1DfUOGisOPztZqzf+BPyCfYCGMGkFNMnTsSEd+0Xe68oLYTYIhCAIoC2nfqwX2An7foOg8FoXocJ+CSykhtODXEVy39OxK1c6/s4hwvM7KtBz+7t3Tofab20F2X90Kt7aLVaJJWxRzjx+MCc4c7Xu/RgH+HdYlBtMEXwcggOUvfYdl5zKMuIGseNtv+rtBiNmtTUVHzwwQf48ssvER8fj7Vr12L16tW00tfTpk3D7du3sW/fPsY+mMSEHcFXxEMbLxEImMTRKQp1nxR1/4cACAqIzq3Cn8knwOPwMcJvEKo3foPEle/i1N9/1VnS9Xo9fv31VyxdupQWUXTp0iXEx8fjp59+YpxHq1at8Oabb2Lx4sXQOaGkmVAoRNu2bVHj5LSLI2t+RHFJFH0sQokx/3kIQnEDieSNJDvvPL66+wUUQgqhGi7e7PxfBATY50FpLDweD3NWroZE0o52niSrsPeLj1GYle6ScR3h/OdbIeebo5koAPJewQ+MYG2/J5+DAmYPPhckVEd+bXZvlLMQCAQIrsmhncsVWgude3Ave9dsZfXSthbIrPRcHOGvNT+hFsyby3YdnCM0mVFmriTmn+eFGpbxOif0szrH1TA/D9Q8+6pynNqxre53iTASET26WLWxNNSoqhuuOthxGF37RacvgKTYtAEKq/SBSGgdPSPmsy9novr0QkkAPRVFSNai59HfEZifC5EaSD7iWHqSRCrFHb/etHNtSy5ALBGCP2E+NDB5s/2hQOrGpW65p8mkMgyRTIbQwB49UeZNYcNR5zttXEV5WSkyg1MabBeRF4Dhw9xjLDHq9Ni/4hBqjSLIeGo88u4YcHlNqx7UVPR6PXatWIOvln6OFH0p6/0NAETgowM/EG8sfBsT3n3BZiWnxsCpFwih1TfOi15ZWIy1C5fjn/zbULEYufngoos4BC/+3zy07WV9z7FF5g26RpxKCoglTV+rCoQiKJX0COb8u83jkPll1yn8k8qsVfZwfCUmje7L+Jor8eXT16MqPvNnvn7rUVRWsX+PYoMqENO+6c9mD46j9jIbXIw5tlP8LFOfDKQnoqaxuM1Qo9VqUVRURPspvRf6bzAYMHv2bIwePRpPPmmy5o8cORJz5szBs88+C9U9EcZp06Zh4sSJmD59ep3RIycnBwcPHsS4ceNw4MCBJs1RpVLVzS1eoIJaUQpVdaUpUPSe5VdTU43qihJUFeZDkXgcX63/Lzad34m3H5qLLsE9IBM8Dk5xG/gl/oYbK17Cwc0b8Nv236BQKDB37lx07NiR9jNlyhRs2rSJNb3p7bffRm1tLfbv39+o97Jnzx4888wzOHDgAO7evYs7d+5g5cqVOHz4MB577LGGO7CT5P27kH6dXsaUBx0GTw93utp9avphfJP7I2r4QFu1EG/0XApv77CGL2wCPB4Pcz7/FiIh/aFgJMux/dMFKC9mjoZyJ8qCMvio6Jv+Em02Ok4e2Uwzajy+Af7IjqVX52hnzMJRi03gg06/NtEgLMLOlfxgXEryRNU0FzdOn0EemHVjvCgRJs17ySnj5Bcx69/4UGIMnznNKWOUwizK6J3FbAAUQ4DYHj2szosMzOHnOkHDG5ea8gqUV5o3z516M6d8cC08p+oaG2q39+g79nFwOZbiniTCTpt2f/G+zBWyOg23NkIBQFSvrigOokdcCig12iXvQlC2WTuq8sa5BufFRpcxj0Nvkd7lj0qc3Psn4jrEIr3rc3Xn2+tv4+jGdQ6P0xiGDnwYbXNtP4OzIiqwZfeDkWa6+diqhgWEVcBTA193z4QAHFm5F2UqCQSEDmNfHQixr31RaK7i6Jpt+PqD5UiqzGE11gIm7a228MFLL7yApz56E2K5cx1q9SNqdAb7N2cnNv6BNavXIIdg3/wFUBJMHTUGTyx+zSHjUmVuGu1YJXPeVkivpv8NGIzFLC1dR+KZ69h+WQ6mbUXXqCq8/pTrq78yER5AT7NS85kNSefK2NOxuDxgRn/3pWt5YCY8wRyd6scJRK2C/fvKsVj3egw1jcdthpqjR4+idevWtJ/evU1eqOXLlyMnJwfffvst7Zrly5fDYDDg/fffB2BSmN6yZQtWrlyJvXv3YuTIkejevTs+/PBDPPTQQxg/vmlelPXr19fNrW+HGKyc0A87Fr9M+5B2L3sXqyYOwDczR2L75wtAkkb8PHMlnu5rEg8kQKCVJAYczpOoLO+M2LS/semTd9G5bSTKigusxpw8eTIyMjKQmJjIOCe5XI5FixZZ6fU0RMeOHSEWizF//nz06tULAwcOxPbt2/HZZ5/hnXfeaVRfbOTeuIzkgzqQFgtUAiQ6DdYhpl/Tq5hYcuXWH1hTth1aHtBRLcPL/VZCLHFPRIJQKMIzy1dDwKcbhQzGEmxZ/B/UVDJvxNxF8re7IOKaF1pGyojW4603ZC2dYY9PQRqXXi637d2DKCt1/0LHFcS0bw8fLV3M+2qF7dxeD67j5N4TrOkA0f5+kEibvnnJvn0bJRxmsb0AnrVugCMYjUaUy8wGJ1LFHEUno1gEho3METWEuOFN54n1m0Dd2xByCC8MmMGcNmEZUaNWsleaqWvP48E7gK4ZQ5VVQKyjMLTno4zX9ExIgFc9nZrI7p1RFEJPaeBTWgQlJUIqoe9i5EWOC3+GR0YhRURPq5LfOQ0ASBg3Cpf9zAas7iUHcPIvx4oENJa5j81DWDG7RhlFADd8z+Fueqpb5uMoJ0/ZKSBcGIvgVq513tznwvrDyCjkgwMSw6fEwK+de8ZlInnXYaxesATHs69DQbCLexIgEEHJMWvCRMxZMs9mVaSmUF+jRmdHRE1tZRXWL1qJI2lXoGQxMnHBQTw/AK98PB9xQ5kNs/agryiiz0/inHsxAIgk4fWOG77fOZO7GXn45rgRBoZAqtYhanw8m9nQ7Q5iomNoFTA1HJmVVt+mLX+hrILd+NY2sArdenR02Rw92EdUv06oMZiyWLgEDym7TrG29RhqmoZb8iLWr1+P9evXs77+3nvv4b333rM6L5PJcOfOHdo5DoeD559/Hs8//zxrfx999BE++ugjq/MhISGsKURshhKd0VSqO71Sg1+u5cNLyEXXQCnkWgUOfL4DPCUHrWXWZf24BBdh0o7QkNF475EeaCc/B8EfC3GC3x6crgnoP/xh8Hg8xMTE0ObENL9XXnkFr7zCLMjbt29fxmuio6Px/fffM17jDJTlxTi69jr0oFvEW0fnof9U54oHn766Htu1Z0FxgD7aADw58P/A5TonRNdepF7emPHJKmxe9Dr0Fh4SnaEAPy14A3NX/QCRE0JnG0vBpRQEcegLg2JjDoYOdFwIsLng8XjwGj0Dhv3/B969h7kPlEjauh6jX3e8VH1Log2pgaUqRKm0DaqrquDl7d1sc/pfJPG3P1DAYY7sCKAkmOQkAfTELXthhPXChAsOhj4xhuGKxpORexu1QlO0icBAQWukGF0wEha/jBfJbKCQ+Pg3OHZ6mjk1OSKsJ7gC5vsyj+Dg/lpNw1KmvD59JkzEX2uT644NxlJEpIRDOJDd8CCnuKi+l3YR1bUDisLomzkepYPs8mEoiqox8rkpqDi7FPcrCXtXArcvn0Zc94F2za8+fgNHAUfN2mVtyWwknT6JXgMHI2Huy0j+IgvRhnQQACIurUF6dFtEN6LksSMIhUJMiH0ZPxWvqtP4qY9STGBHyjd4N3q1S+fSFE5X7oEuuAEB4VIBnps23y3zuXv4EpIvawAQ6NvfC1FDGpd64yzSz13G37sPIZ+oAWWr1BeAYFKGQf17o/tjI1w+r/rluQ2k7bmd27YfJ68mo4pF1B0wCR0PHzQQ3cYOa/r8lHTjNCV3XonnNt0Gozzzct2xXKZDdUU5vPwavp82leqqGvx3RzFUtdZbOz9fA5bN6ui09DZHEMukkBgrUcs1O1nT0u/CP9Aclf9PEbsDluAAT3R1/zrbAzO1Ug1k92yqugx2hzXXwlDDIvfqwQYtRqOmpSLgctA9WIbJ7QMwLT4QY9r6IUwuhFdACKYtfQUBPYW4XM3FTcXtOusi7XqOCOGyHlAYZuJ2eS/EqFMRl/QDbq54EQd/XocqhXN0ddyJXqfF7iW7oCbpRhp/n2yMecu5RprDF7/Ab7qzoAhgmCESTw1Y4nYjzX18A0MwdfEycDn0B65Gl4ON816DXuuYGGVTuPv7WfAI8+ehI9Xo9Kz7hBSdTaduPXHFm15lp7vyPC5faD5BPmcyrO9ACCjzRlVPCJH4L3lvDxJXr6SyVD8h0LlDNMN5xyjTM98TAkkx2nRuepURALieaf77CVAKUEswRwnJ5WLG894Us6EmtE2UzXGv7jkAvfG+N5SLhGfYheO5HPNSQ6u27z7Zsd9g8Ln0qh6CW7avldyrBhTZMQ5FEXSDCxd6eF07gsKCIlQSGnB4YlQE0JdAWaccr4TUo99A3OVG0c5VnTtsmreAj9YzFqASpiglKdSo/mMZlMqG08CaSlxsR3Qo7WGzeHleiBprfm+ZJbs3/valfQLCwlFumU/JzSwc35sNCgTaR5LoNr3phoPGUpqZiw2LVmDznj+R10AlJz9KguFtuuC1ZQvdYqQBmFKfmOenUanx0/uf4cC1c6xGGg44iOH44pXFbzvFSAMAAhXducn3d14Z99CYDlBrLKLMCSDt7GGn9c+GXq/Huz9dR4XC2kgjllBYPCEQPj7Nm5oHAGIdXUy+qNq8B/pjx1EUlbEb4iODajBwiPMLh3hwjKB+cXW/+1L+0FQzP8+4Fg8fj6Gm8XgMNU0kYfYcjH21PZQ8Ic5VcpBadQsao/Ufq5grR6hsAAo103FH0QlB+mL0yt0DxXcv4ODqZbhz+2YzzN4xdi9ZC6WWXgZaJijChMXPOm0MkiSx88zH2AfT5zIOHfF4/8XgcJr3Tza4dVtMeOcjcDj0KCqVOh0b5r/hVvHbOwdOIoRP184p55XAv204yxUPBv2mP4sKmCNMOKCgO7rlXyEsLJZJEVSTTTuXw2/+xdP/Eru+/AGlBHNURygpdZpuTOJvf7CmIbQKtI7CdJQCtVlvwVfpDyXBIlzcI9762uxsSBjSDIzgoG18nNV5Sy7+vafud29pDALasos78izu27pGGLQlgfTnjKo63+Z9IHZwT0TGxaCkzSDaeQ4M8L1xFAW5Ji0fI0gc//V3qFvRje7CgobTa2yhaj+YdtxBcwM5mRkAgNCwYFQNewuGe8uucLIAF9d/AaMbqmDMnPgKIvNsR+3dDUvD2fOJLp9LYygvK0Vm0I0G24Xn+WP4cOdp77FRW6LAwbUXYaD4CJGrkfDWOJePSRu/sgq/fPAF1vy4HhmoslnJSQ4RevtE4rWP52PYc1PdOEvr1CcDw+7syv7j+O7/ViGNVIBkiDoEAG9KjLFd++HpT96BSMJsaHYEcQ19PP/Wtu91jaVWSZ9rVfldp/bPxH83nUV2kcTqPI8PvJJAoH1Ma5fPwR4kBvozscpCSOdwro1oGQJ4LNazy29JRCd0g8pocvTwOQKk7DnN2M5SXNyT+NR4PIYaJxDeoSumLZ+JsMh85BnDcVahQYYyFQbSOiXJi++PIMlw5KieQGZVW0ihRq/qM/DesQgnVszHP3/ta9Eb0sPf/IDSsijaORFRhbFvj4aAoRKHIxiNevxyZhES+TkgKGCqoD8e7v2WU/p2BlFxnTHm5UXgEPQNdo3yFn5a+Lbb5lF2IhMEYb4D1hqq0OetKW4b31X4+vohN56uQ9GWzMbR339tphk5l171NBQqBWG4eaPhzYiHpqNRq5FWzKwLxAUHA0c5L38/9Uoa43kxBBj7Mnv0SWOpEJqT6eS5PoybHgF46PJQgtX5jNt3rM4BQBXkkEisF/33Kc/KQVWt+f31Gs6sG3MfHtfsYdZp7a9gqO5IwHKZQpJVOLPnD9b2Ch5Q0m4IKIv4EQ6M8E85hrwsuj5UbaUWoX3oKaL+pSRKCuntGsOgseNRZpEOzIMRNw7+WXfca0AvXI96ou64c+0FHNvO/n6cyTNDFsJfyR5Xo+ETOFq5FSqV66N87GXzsVVQNFB8zFsFTBvg3EheJgxaHQ6sPAyVUQQ5T40xC8aA46YKT3q9HjuX/oDVK77CbUNZg5WcOgqC8PrC/+Cx+c83S6oLt17qk97CnqTX6/HLB1/gz9PHUMFiMCdAoA188PK7r6Hv1LGMbRylpkqB+rIxbTv1Zm7sIBRJT9/h8FwbOf/N1hO4nGltiCUIYGI3JR4a1NWl4zcGn3rOVhXf9Jw59Ncp5JeyG+PCA9UYNXoQ6+se3A+Xy4VSaH5eqO4wOzp4tIga2ymsHqzxGGqcBF8gxPh3X8XACQLweTpk6CNwVlGB3Nq7ICnrhbOfMBS+okeRWvkYCpUh4IBCB/1txF9aa0qL+unHFpcWlbR7BzJu00NEedBi6NPR8AuLcMoYOl0tfjw9D0nCMvBIYLZ8NAZ2neuUvp1J+x59kTDrTRAEfTNTWX4FPy92fZ78pXV/IlBI3/CrAzQQef87ojMSxk9EKi+Gdq5dxiGUFBexXPHg0KlLF3jr6MLiSfk5LK09OJMdK75HFUuUSzglRddhCU4ZR6moQClLZEsQJYRI7BzvcJWyEuVy8/PFqGD2OMopAQQCa8FMBUvVuirCtmZD4saNAEwOBT43EJ0ffcRme0tDjV7Pvsm0RKvTIi+qGnw+XfD01olExvaHjx/BFXE7UBbLGgIk/FOPIzcj26p9LYdClwEjobR4qxwSuHZoi13zY0IoECIzmF72tr0iCTU15pLkw6dNxXWJOXy/U8Y2JJ+7DFfj7x+APuRo8GzohRT7GbH2wKcun4s9NEZAODTUtaV6SZLEkRV7Uaa+V+Hp9UEQettXvr6p/P39r/j6g+VIVuY2WMkpmvDFyy+9gCf/+4bTKzk1BuuIGtO/t0+cw7cfrMBtQxmjdhcAyCDE8OiumLtkHqQ+ztduy7iZBEs7kloCePkFsl/gAD6B9LWLVN64YiCNYffhC/grhTlCc2CMAs883rKMG6E+dCOWmm+a+540grFK1X1GRrQcA7IHM349zaL/vqQv9BrrexTPIqTGaDMJ1wMTHkONk+k8YgymfDwGft7Z0BJeSNWG4nx5HgrVWYztg8VREPKfQIpiNCrUphtWKFWCXnl7ofjuefz19VKkpjS/tz3r8gVc+ZsEVa/CU9dhJNr2co4XWqWqwHfn5iNFXAOhAXgxYCq6xU92St+uoPvQEeg/6TkQoOfUluafx7YlH7psXINWByqd7pVW6IrR+/UnWK548ODxePAbPYNW8tYLNbi8zT2lbV1NhJ6ep10ii7SrbLEHxykrLESWVsn4mgh8PPLMJKeNdeCHzaxe7y4DuzltnOSUf0DeW/f41gIqHXM0JpuQsKGmivF8DZd9E2rU6ZGbd6nuuG27fuBybUcW8Hlm3QSDwb5Un38u7YNKQMAYTjc+19ZkQVMv6uPYieNIErYBSTPSUAhKO4HctEzG/isJLSpKSlEVTN/QUlnpds2PjT6PTYIGZqOYF2pxaveOumMul4vec99BAWFyevBghOzoKhQVllr15WzGjJiEtjm2qxNlRZRg18Hmj148rdgLHc/2or5VKd8tAsIX1/2NzGIBOCAxcmp7+LYNbfiiJnLhj4P4euESnMhNsVnJiQMCEZQXZk2cjNmfvgO/CNdUcmoM9Q01eiOw/f9W47dDB1DGEkUDAK0pL7z42gtImOu6yODy7Fu0Y2eW5r5PXP+RsCxuIxIakXPT+cbYy9fSsPGcECTDLbV9uBKLnklw+phNJaYd3Yil5noj8chpZBWzP3OCA7SYMmk46+semo/2D/epk/sQcERI2WetuWipUUd6DDWNxmOocQEyHz9M/fRVdOxTAT40qOUE4KY6CJfK01GmzbdqzyEIhErag8RTuFkxDEqdKYVICg16Ks/C58/38M+KeThxsHnSoqqKCnB8Yyr0qFf6NLYAfSY5xzhQVZWHry8tRIZYC5keeD3iecRGj3RK366k/5iJ6PbwdAD08OL8uyew88sVLhnz/Jfb4M0PoJ0TdvAGj+eWIm5uo0PX7rjiSxcE7VZzEZfOspcBfFAY1qs/eJTZ86AlpEg8f8bGFR6ayu5vfoYazGk3EVwJwtvHML7mCMUsonr+lAR9xzlP7Duz4nrd734qb6hYvNRSEXP5WY6WeZ4qHvui+dyW32CkTAYeAkIkPDunwXny+eZ7k97OZ1iKwrTgyxlkAGFh+KAoNY5u3lB3/M/JEzjPjwBJcyJQCMr4B9mp7NoQBhhxeOMvkMXRxSn9inXQqB0vqRsQGIwUWXfaueDsM7Rnt9xLCsnkhVDde6b6ogoZm5dBZ2e0UVN4fvx7CCljT4cxcoBk0XEUFua5fC5sbPrtK+SH2I5C4JEUeglcLyCceuACLl8z3av7D/ZF60HOEQFnI+1UEr5fuAx7kk+jhLBtvA8hZZg4cDheWPou2vZqnspTTNQ31NQoVbimLoKeRVNHAgEGh8bh+aXvwqdVMGMbZ6EtpUezaiXOTw2TePtAWUO/5+bcdO7zvbCoDMsO1EDH8DUJDtRhyRznpnM5C29fX4gsKg1SIJCUVQqGxIM6hgSzVxTy0Lxw+TxU8c3/n8ob1s8NPmFpqPGYHRqL5xNzIUNmPY0xb3SEXGBK11AQrXCl1hfXFKmo0lvrJPA4fIRJu0BlmImb5QOgM5gWnhxQiNenokPyWqSseBEHf1oLhcI9Ny69Tou9K/ZBQ9JDKwP8svDI6y85ZYyysjv48vpHKBAZ4asl8GbM24gI7+OUvt3BQ9OeRnz/xwFYepUpZF47iP1rnFvytLZMAXk1PS2hRJuLrrOcm8fdUhg441mUw/y3xwEFY+I26PX261y0RLx9fRBUm0U7l0mwVzvw0DTuJCcjj2Le9MghxOR5LzptrBunz7CKFQeKnKPjdZ8ywpy6FIBwViHhsBjm1FSRoYbxvF7AnjZx7fyRut/9feIh82cvp3ofgdC8aTHYIZ6r1WmR72PS3jHICAhFdIH07KumiJ7TZ0/jDKcVjKAbqUOyzyA7hVl/x5KaCjV6jZ4GncVXT6gFkg7/1uC1tmj90FhaHZ5wqgjnjh+htYmJbYPsHs+Zj/VpOL5hTZPGtQehUIjRwbMg0bHnGShkwK/nP3f5XJiorCpHRtD1BttF5Prj4RETXDqX4usZ+OdAPigQiG9LocvUIa4bKy0L6xetwC8HdiOfUAI2Kjn5UxKMiO6GV5ctdFolJGfCq7ezMBDsW40wSo65s5/GqFdnunhWJogaepU7UuaaFDGtim7s1moKWFo2HrVGi0VbM6Gstv5c5V4kljzZBmJRy11PSPR0WQc+sx8BABDgp8fs6Q9uJdP/Bbw6m9cX3novGPV0ZwyPa34+eww1jcfzibmY0JgOmLZiNiLa5IBzz5tQQkXgfJUItypvQWWwLo0q5EoQJuuNUu1M3KroDoNFacNWVAl65e1D9XcvmtKibl5z6fx3fbIWSh09lFYuLMSE9593Sv95BZfwxZ0VKBdSCNFw8Van9xEUaF2dpKUz5rlX0LbbIwAtrI/E7fO7cHTLRqeNk/T1Toi55lQAkiIR8vCD93nZi7eXD/I7jqeda0Pm4OhvzR+a31S6+NKNnwpRBDLSmAVoPTSNY9sPsXpzo7x8IPWyrcnSGC4cOMlYLpcPLh5+1nnVV4xGI8rl5pQIr1JvxvfIBQd9WKJ4pAwVCgGAEDN/HrmXr0Glzao7Hvi4fRWyLA01emPDdR8Sk/ZAzTfdS2VaCm160b3Dak0e/jlxDCfJABgI+iq/vTIF2ivWmjRM1HIoiMQSlAfTveo1ty6xXGEf8Z274TavPe2c8fIxq3ZDHhmJ5EDz/02PssM4ceDvJo1tDz179EdMYQebbbLDlNi44yuXz6U+mw593qCAsJcbBIRrihU4+OMlGMBDqLcaQ153jTOktqISv3ywCms3bkImqli1WwDAixKhr18bvPrxfJemBzUZkr5RoxgEREXgo69fG7y0dAGCY6LcNDGAX0s3ZvN8g1wzDp8eGSQQMxvFHWHRhosoLrW2bghEwIIxMrQKCWC4quUg1tEdGQIv9q1oP/+mVeLz4Hrix/aDjjStRURcKW4fOk97nc+1iKgh3CPA/m/CY6hxAzweD+PefgVDpsog5pgsyRwOB/lkJM5UUkirul33R26JlOeNVtIhyFdPR5qCXj5Qci8tynfX+/hn+Twk7t/j9LSog199j7KKKNo5EacSj84bB76g6db6u5nH8XX291DygUi1AK/3+AQ+Pq4VBXQlj78+D2Ex9b1bBlw9stVmpRJ7KUnJQCBJN5oVG7IRPbwvyxX/DoZPmIzbvFjaudjswygqtE4jfJDo1bsv5HrzIoQCgTMZHkONszm9ay/yOeypSI//x3nRNDqdDqUUc7RXEClGUFg442uOcCfrOlQC0wZIpKdQm8usNyOnhKyGKC/S2lEAABJf5iiZk9t+xX1Pv4gfjnaD7dMnE1pEEhmphiNqblWeq/s9vDoQw6fPAUGYPd/ydt1xlhcKQ70otGjlTUwZNQZiO9eClYQWCkUFiMho2nnvIidsqroOK/xDogAAIABJREFUpR3G6VMZ9eaGzX4OaXzz/a3N5bW4czuj6eM3wLOT30brAtvRBKnB13D1etOMVo3h9Jm/kRdR3GC71oUxLhUQNmh02L/yMNSkCF58FUYvGOf0Ck96vR47lnyHrz/7GrcN5dDaqOQkhgCdhMF4ffE7ePSdZ5ulkpO9HPhyI/Q6+nqWpOifXQgpw9PTpuLRd55159QAAOJa+v3HK7ydS8YJb09fl8nlOmjVTdehW7IpEal51kUjOFxgTj8dundxXgqvq/Am6MZISsp8H/LxNmLuUx5tmpYOXySEgmOuPqlIpuvC8Xnm+5UnoqbxeD4xNxI/eASmfjoeAb5ZqAtr5fCRbWyNM4oaZNXcgZGyNrZ4CwIRKBmFu9WTkFPdmvYaASDekIqOV9YhZcULOLBxDRRl5U2e6/k/tiE7jS6Yx4cGw+bEwzuk6UJ611N34/uSX6HhAXFqCV7tuxwyqXOV95uDaQs/RGB4P9o5Clqc270OlxMPN6nvW5uPgc8xb0z0pBZxMx9qUp8PCkHjZkFvkd4gRy2ubttg44oHgzANPQWySBoBne7BTutqaSSfu84Y4QIAcdERjNWQHOXv9b9CCWZtjcg2zhX5vJFlNmb41wihrGVOe5JQ7BtMH4rZUBMaFWV1TltTi6IycwRnfD1DhC1EErOhxmBLjACARqtBvo85NL5L8P+zd97hUVRtH763t/RCCqTQey9SpIg0sYGIgiJNsItiQbB+VkBe24u+NkDAgkoRRZDeq4D0XlNI72Wzfb4/AtlMdjZ1Qwjmvq5cV3bmzMzZzWbmnOc8z+/XF41Gi7dPYZ+8GnYkq+8ErDJxGVnDnBOMHlyY9RDZoXyTFSt2Nnz3I20HjcJRbDTknQPH924q1znc0XPAEBJkzlV1OQKXNq5yaadWqWg8bjoZV0s8dZgpWDGTXDc6R55kVKep+JZymXyNjNVx8zCb3bsNeZKd6X9gLktAOE3F46NeqbY+OBwO1s/6gwyTHo3Mwp3P90Pj7d6qvjKs+/x7PntzNofyrpBfipOTCgVNZP48/ewTjHprClq9Z9ziqoP0mES+njGL3SnnkZXI7HMIhf9capR09KrPM7NmENHu+mcCm80mDCVisFGtulTLtSLbdcFscd5UFHKBM3uqdk9Z+NtOdp3zl9w3pFUW9wy6MXVpShJiEC8cWDTS7l5dAhPRaG7cEq46nBiaOx2Bvc1e2IuVOKuLmQ3UZdRUnLpAzXVG5+3LyHefpd2tuahwrjrYZAbOWxqwNyOFeON5BAmfuiBNA7w1wzmddTcpea5BjTAhla4Jq8n5+gnWfvYBp44drlQfLx7Yw9GtyhI2p3Y6DJQT3aHqD7V9R79nfvYqrHLoZPLnsV7/QaO5OWylAca+Mxv/ILGziyAUsPX7zzh9oHKCche3/E2oUryCmCpLoF6rRm6OuLlo3rqdq7Cw8QD7d26roR55hn4duqAotpJqknuzfXftF0u+UVj1xXyS3WTThDoM3DFprEevFxsjbR/vLWgZMOEhj14r0ex0Jwq0hVDgpmRCr5IeGMVdvIxOYpJoR06jli1ctm9fsAhBKExZl8sM9J5Q/s9OY3BOMO2lebACW/b/hulq2ZO3CXp2GARAm/4DMDRoQ85tk7DIxBPnyNyTPDjAKSx7+wMjMVC+AX5OSi4h9aPJCBYPh+L3rSvX8e5QKpUkRogzjlrm/iO5kBISEkT+wKlFLnfhQjIH5s0RDXarg4iIaDrk9UZeyp8kMdjKt3/MqtZ+ACxa+l/iQ927G0GhgHAn5YBq7ce+r9cRk6ZBjp2BY1rhF+U5cdt9v6zmsxkfsCPhNFmlOjnJiRR8GD9yFOPff6naBXarysavl/DN198SJyt01XMJ1CAnWDAw+s57GPHqUzXRRQAunTyIvNht0qyFkPrR1XItpVJJXq44mJx+5WSlz7d55xFWHPaWtLDu2DCbZ0aXP3Be0zSKbih6bVT6IS+RUeblJfDkQzee/lId0rQaditWR+Eio17hzYWtzvmnqpgIUV2gpuLUBWpqiF6jHubelzvhrRELjBXI/DhtCudgxnmSTbEux8mAUF0jlMpRHM8YRJbJNaVdj5nOeXsJ/ONNdsx+ia2rVpa7LCrjShzbFl3EVmKQ26hVMl3urbp97eaDn/OjeRsOGfS21ueRXjNRKjy3on2jMPaDj/D2EWsAOIQ8/vpqFhdOVDyAlrj2JPJignwF9jy6POc5O+HaQO8xk0nFuZokR0C245daLSwcFFKPoBKiwuerd272r8FisXA2PlFynxw53ft5diU1OSaGFLn05CtYrvZo5g5AhtaZdRLl35o8mfT/QVC4tF7BpTNnJLdn4Y1e75pBcOb4jqLfQ4PbodKVXxhZ7+UUHSkro+Z07t9FvzfIDS6y/vZv1Jy8QU9glosFTBrknuKh2we5uN75OMrngndNLcEUJtaq0CW6Cv5XlF733k8uzs9Sj5m9fyyVbNupW0dONHEG89oU/MOmJT9XuQ9lcf9d44iOLV3T4mJELOu3uGYDeYqs7HQuBpZHQDiAIQOr77l36o+9HD5ROGHs2S+QiFs8k/VxZvvffDljFquO7CG1DCenMIcXD/QbxGMzXyGqY+k6QjVNTko68179kK0xJ0SZQbIS5Y2CIOepd16maa/OJU9xXUm5IC49NHpVr1Ww3SrOFBFklct2P3Muli+2CtgkquOiwoz83/jylaDeKITVr49acOrUOFDSPCBT1KZDYAI6iedQHTcmGoOOzGLf75Q9zvGFttjYx8HN5U57PagL1NQgwVFNGDX7UaKbxqNAHEjJktXnmDGIE3mHyLC41mzLZXIaGFpiFR7iSEZ/8i2ukwAZ0MJ2ltZHF3D6w8fKLIuymE2s/mgdJkEc/AkOusygpx6v3Ju8isPh4I+9H7DSURikuENowYjub6GQ35z/tEqlkon/mYteL65/djiyWfXJOyRevuDmSFeOfr+Gehqxa0uuTzaGIOkU2JsVbx8fktrcK9oW5Yhn488/1FCPPEOrEunsGbpo4mLKJ4Zah3uWf/gFmW5WrRsIeroMGeTR621YuExSzFeGjO53etYtJjM7nQwv4er5wa/AjwJJjQsZXYdK1/hnp0prgWTLXdPQz2zejtl2bVFBTr+xEyrUX51vsUBNKWKpxoJ8rvg5y7HahxaWdl48d57VGTZMcnHmZb3MY4y5faBLkAZAV87RTZbcTF5ONtG33i3aHpDqICGmappR3j4+nPEVBwQjE/e6DS4PfHAkRw1ObYt2MUvZv3N/lfpQHibf8Tr1stx/YFaFjD32P8jKynTbpiosWvcxGd6lZ1p5FwiM7FZ9AsJJh8+zY30iIKN1E2h7f+8qnzPh9AXmvfohP61dVS4np8HNO/P0rBm0GVT1a1c3O7//ja8++R+Xyabk+5KXDNTIlDeErk5BSpzotUlfveNPbz9x5ojeq/SMMSmysnJ557c0CoyuQaVAfxuzx7a9IT7bipCTk4POIr6XhAc4A5g6vcAzo2+93t2qo4poGgcW/W4wOhf7NcU0TesyaipOXaCmhlEqldzx3JPcNiYQncLVcjvR0pzjeTZiFWfItboOklRyDVGGtuTaxvJPVj8ybNKiXCFCGl0TVpP79ROs++x9Th455NJm5bvzyLOIU2y9NQnc+2rVHJ7sDhu/7H6DjYqLyAS4X9mVO7q9hFx+c3/9lEolEz/6Aq1GXLJkd6Tz6/vTSU+WXu0vjs1mw3RCbGWYbU3jlufL57Zys9H/3vs4qRKXZbSIXc+VeNfss9rCLbd0x2B3/u87kLPztKvoaB3lJzstjcvGXMl9apQMfuReyX1VIdUkrU0TLOhp1dOzK54HT27jmpGKf56M2IPS2TFeqAmJkhZdteZJiw/nyV0td/ascmaBeGkbEtaquUub0iguZlxaoGbLgZVFGiXeBdC9fX9iLl1iZVIeBQpxACk4+wTZyz/m2K6tkucKb1k+sVkLNtZ+9yMtOvUip5gRm0yA4xt/Ldc5SqPFHcOwFRtq1SODHav/cNu+++QXiJPXB0CBA79tnxIfX7bAblXwMnjRVz8Sjc19ICHNV2DBppkev/buPZuIi5AuGSxOVEJTIiKjPX59gNyENNYuOIwdJfX9Cri1ig5P+RlZfP/Gx8xbvJjL5XBy6h7UiGfemUbvcfdV6brXg4LcfL57bQ7rTh0kRyZ9z5OVeL8OCdenmkDIEY+l7NVkzX2Npl1uF8WwDHobqbHlFwq3Wq28svgkmVmuk1u9QeCtESH4+JZhkXYD8vnPO1EWiJ/Pel/nd6RtYDI+HnRirOP60PLeXkU6q15KPy7uLMyS1NSVPlWJm3umXIto2r0Poz8YQXDQZUquTljw51xqOLFeV0jSxFJgd3Wk0CoMNNK1J988ggPG/sTYpWuadZjplLePoD/fYsfsF9my6jesVgtrPv4f6Vniga1Onsm9rw6rksOT1VrAdzunsUeTjMIBYw0D6NOxatk5tQmNRsv42XNRq+qLttvsKfz0xgvkZbkG54pzYO6v+KvFf0tZIzVKzc1XLlZewu4Zh6VY+qQXRk4s9ZwF+vVGqVQSZhQH7RL14R53cfs3seKTBW5FOiPkBqJaebakYN+fa0mXGSX3hVTDQDom60TR74EFvmRnSbsUeZVS/qMwS5dgFKjE/c1OTCYj+3TR6/a9Bpc8pEy8Ap3ZfzbsbrVXzuQ5s0ci8kJIuHKFFfEZGBViK/ug3DPkLP8Pchz886d0Sc6QRx5GR/nuk9mJhRO4nBDx5EAee0mqeYVo2LgJJzVtRNu0p3e5bW8w6PAdOZ18CjPt/Mgl/oeZWCzuXYE8QZ9eA2kcV7rm2eWIDH76/RuPXndH6spyCghP9+h1r2EtMLP6o00UODT4qo0MmXF3pReRLCYTy977gs/+8xln7OlYcH8P16GmnS6U5996mbteeLRWZEXsX76OLz74hAtClluBdj9BR3AJFx976dWO1w1VvjijRe4b6KalZ/APr09evvjveuHA5nIf/9Z3e4hLci0xVapgSn8lTRp5zkXwelFgNHI4LRwhr8Tz+aqOmVoLT9zbQeLIOm50DP4+ZDhSi14n7ChccNSqnVnjdaVPFacuUHMDoTF4cf//PUvn20yoS9QxCyhITGzE5TQ7hjuDSBAuYXW4TkS8lf40UbTFYbyNw8q7OK5ujV3iz1xYFnWONke/Y9PM6cReFAcSVBRw++Pt8A6svIidyZTNV3te5qguB7UdJgfcR+fW/75MEIOPL2Pe+xiVQvxZWmwJLJr+HCaj9ITJlJuHNlX8kE41X6Hz5OHV1tfaQLMWrTkSKC4l6WA8yL7tW2qoR1WnT6t2yIuVzRgV/uzZt6cGe1R7uXTsOHGC9P+UAQ33PT/R49c8uktad0qLirueGu/x66XJnRkIoeqGFLgJfOgU7levtDbp4I5FJdYF2PbddwgUluoo5P50HXV/RbuLVq9HTuFkXEDAYnQtAcjLzyXBz7nK2sKnF8svJ5OvEE+mAvMvkL/0Q+SOwtlfTsYlt0FNX0f5Jr/XQmy+bcSuKYHJNvJzpTOPKoJ3N3H5WVP7BQ7v3+umNTRuEkV81yeLpsKN7RfZOu+LKvejLCbe+xL1k90vzAgyOO6/j/MXpDO4KsriX+cSH1YOAWF59Vj0OhwO1s36g0yzHo3MzJ1Tb0NtqJyz0l//XcRnb/+Hw8YEjLjXTVOhpKk8gGemPMUDbzyLWlt+raeawmIy8f0bH/PnwZ1uRZDlyGgs8+fpV6cSECr+n71RMmq0Jay5vcOjq/2aBfni+2l+bvmyf//70zYOX3YtQ5XJ4YGOufTp0UbiqBuf//24hbw8GXnZ4u+ERVsYJG8VnEJo+I0tnl2HexSRzsUOXW7h+EOvdf4P2GV1gZqKUheouQHpNuIBhr/SHV99vMu+PGsIm39KxBEtI/iRliRYL2EXXAfp/uoQovMbo0lrQWz0RA749SEX1zTPOIc/cSm9RA5Pcux0HqomonXlo9q5OYn89+9XOKczobfC0+HjadV0aKXPV9vxDw7lwTdmoZCLBzAmSyzfvfwsVgn7078//gWD0vmgFhAI6tPQpd2/kT5jHiVF5vwsZYBy5y+YLdfHRtbThEdEEGi8LNp2uqB2vpeaZv1Pq9yuZDc0+OAbVLpwakUx5ueTIpP+WwULGlHZjyew2+2keztLDlpFdidPLv1+/QLcu+kZJDIzAeR6Z3/tdjuXLjrFfaMiuxSJ+1YUJc7j8jKzXPZvOejMrAjJNHDUHkieUuxuGGi6zKAGIeBwruY7hGx2rpAW3dWVc36YJbdgNBrpNGAkpmLzdJUFDq6ruqBvtz63cUkeKdqWumNtqcfcOqgfh+o5S3A6Zm5my6q/qtyX0tBoNAxr9hReJvclULk6GctPfl7la+XkZnMh6GiZ7SLiAxgyuOLBwfKw58u1xKVrUWBn8Ng2+EbUK/ugkudYsorPZnzArqSzZJfh5BQl+DBx1CjGvfcivqGuzp03IsfX7+CLtz/ijD3dbQmXj6BlcKsuTHj/JXTeBlRK8dTC4aj5QI3NZnOx5g5v1rHaryuXiZ83So10SW5xlq/dx/pTfpL7+jTLZMyw2qnfYjabOZARBsDlNPFzsUDlj1JpZ9LAipXV1nFj0fKeXjiuGgb4KAOJO3QWpVKJ7Oqyg4AcSy0dp9cUdYGaG5SABtE89OGTNG6ZILLvBbCh4fShemxauIZOL92Nfkg9kswxkomowZoG+J3WY4jzh34vcbDhCGJl4QBkCxoOpwzGViI9PDJwF/nHdrD59xWVctTJyLjAp0ffIl5nw9cCzzWeQsPI2vlg8SQhkY0Y9sJbyOXiB7Cx4AILpj0nWhVOvxhPoFW8qpBkiaHZnTe+yOD1wMvLm9S2Yp2RSCGBzUsW1VCPqk5Tlfh2nKaPJiWxbB2jOpzsW7OOK25KkPwFHfe97Hlr2L++XEiBmxX05h2aevx6J84douCqfbXOKuCLN3luyrxa9+7m9jy+jhzJ7QZ/ZwD08G+rsDmuCdCr6DdhfKX6DKAoNtww5rpOVs7mHwBAX6DHR/0guSrx/c/fHMuYLp1p3LINGrU4A/TMrh1IEdI4rFx9M2Nl3cIf0Gi0ZNYTPw8Lzh4p1znKIrtxT9Hr1gVHy9TWun3Co5xRO52Hmhydz6njZz3SH3e0aNaaVqmdKG1qHR9awNdLq2bZ/d2aD8snINy1egSET/6+h6OnCp+5vfoHU7+rqyV9aZzavIf/TZ/F6mN7y3ZyErx48LYhTJ75ChHtPOMkVd1YrVaW/N9nLNu6wW1ZJ8iIxpcnpj5FrzHDirZqVeJgrv0GCNTEnzuGslg826qC+g0r9jevDCHR4gVPbx9zqWXNBw+d4ft9WhwSSZItI3J5ZWw/D/fw+jH/p01kZxd+Ny7n+qAUnM8tm0zDLeFXaNQk0t3hddQCfMICyXSkFL2O3XgIhUKBvNjiWYFZWtuqDmnqAjU3OIOefpyBE8PRK12tQjNzI1n6f5vIyImh9+yJODrLSTVfcWknk8kIU0djWZuG7oSFqAdmcKbr4+xOG4xZEK+4BnsfpYv6DM1t52h7fCFnP3yMNfO/JM2NQ0hJEpOO8MmpmaRqHASb5bzQ6jXCQtpV7s3fhES3as8dT05HLhPrQOTlnmLRjBeLXh+f9xdquXNp1yZYaTKydlkwVjf97h7GCbV40NsyfiPxtVRYuHePXuiKTZ7tKNl+1FX0uw737N9+EIebVd/mkeEet8gGSEyTLo3xF3T0e9DzmQCn4vcV/R6Yq+XwRukghQ41LbpJW5BbLBb8BOlATXiUM2vv4JbVRb/7ezfDP6LymgjKYsONgmzx0nZuXjYJfnloTBoa2B8gRx0u2u9njmdMh3Z4+xQ+r+q3bCvan58XQ0G+6/vp/9CDaClf+VNGbOEzVt5IvKLrl2T0iF5Un3vuIxPnKrIKG0f+XFHqMUqlkubjp5MmK9T40WLB9sdssrKk/3ae4pH7niYq3rXsojjn659jz76tlTr/vn3biC+PgPCVJtUiIJxw8Cw7NyQDMto0k9H6vl7lPvbKibN8++psft64hgR56dkRQYKBO1p15emZM2g9sPzXqGnO7TzA/96cwwlLCjYJJzsALzTcFtWGSR9Mw6eeOFNYUyJQcyNk1CScEwdc871kkm5xnqZJtz7YbM73r1I6uHhgp2TbhIQUZq8tQCrhICzYwgcTurruqEXsTS+esaZAZxMbpLQRx9/rqKUIYc65izqzMBivEJzPUJO54u5n/2bqAjW1gIadujN69mhCQi67qOmbBW/2robf3p9L4zt60nP2WHKj8siyprqcRyFTEq5oRPLC48RuOE++Tbxi6aOJ5Va9uG6+Hhl0TfqLgm+eZt2n73Ls0EG3/bwUu5PPLs0lWw0RBSqe7/AO/v51pToladG5B/3GTkUmE9cuZ6UfZvEb04jbc4QQhVjYOcURR3hnzwqg3gxE3jsRc7GJmAETp36dX4M9qjwqtZrQPLF9aLwuuE5UuJz89e1ikuTSK9shDgN3Pel5bZrzR46SIpcedASrKi/CXhpJFqfAbZAjlPSEdMl2XoL7SUhSbDxaiSwgG3IaX3V0Sjl7ntyC80X7ut1RNUcapaxYRk2eOFCz+eBvYFcTbX2AbI04GORrSeTh9q3w9XdmIvYf+ygynJ+vIBSw8XtXQXG9Xo+vo3zBuWs5Ax2HPIS92DzTkAfHd68v1zlKQ6PVcj74FtG2pun7KZDQ6ylOcLA/1iEvYb0qwhgqpHJk/hy3gsyeYnyfGQTmup9gm1QyNmUtwehGY600tiYvw6QqffIemqZi3PCpFT53WeTEpbBu0VHsKGgQYKLXM+Uryc5JSWfx6x8x/8cfiSGnVCcnX0FLz3pNeH7mq6JMk9rAsvf/x5I1q0rNEooQvJn8+GRuf1xac1CjLhGouQE0anKTYkSvTYbr4z6jUmvIzRU/CxIvuo6jC0xmXv05ljyJ/zkfHwcfPNQIjbZ6ninXg+9+XEtahjhorjaJA84WdZ0j0M1A0zt7IAiFARo/ZTBJp2OQF5PoMFvrSp8qQl2gppag1mi5741n6TrYgUYmHuQKyElKjGbJtB+JPXqATo/eS8d37yfNN4l8m+tq71nhFNkFYncHnSID/3YqriikV0y1WOiUv5/QNW+za9YLbPp9uags6uS51XyRsBCjEpoV6Hi22yy8vUI98M5vTjr2HUCPEZNFkw2A1Cv7uLjibxTFLOxM9nw6Pf3vFhB2R6NmzTka3Fe0rUPBIfZs2VBDPaoaPZu2KKrlBchTBnOolOBoHYVYLBZOXYyT3CdHRpce7avlujuXrpXM4FEgp+9Dd1fLNTN0znt6dEA7jG4CeXrcD3ovn5Mun8nGB62ucDVsy+JFcPW9qRUhtBkyoJI9LkRRLFBjyhOXUpzLPUwj8wNkacUBam9rMqNbNsY/IEC03dc/EJ0+QrQtzk32mV5yqyvZV3VqAoLDSK8n/uySDmwq51lKp9Pd94kCy37ksn3V8jKPa9epLSebPVL0upXpCBt/+MEjfXJHYGAQ3RxDUDrclyclB9j5Zs37FTrv90s/L1NAWOGAjvLb0HpYaNeSX8DqT7ZgcmjwUxsZ/MpdZTo8WUwmfn33cz7/9HPOOjJKdXLSo6a9Lozn3nqZoc9P8Gjfq5uYQyf5fPpMDudfcfsedajpWa8Jj8+cTmCU+7JCjUocJHbcAK5PQpY4oG2rpGh0ZbCaxZnrdrvrQur0BQdISXPN/tNo4dW7fQgJqV6Hqupme3KA68Z8cQlMbp11801BUMMwMot9xy+u3S8qfTJZKi6p8W+mLlBTy+h893BGvNYXP4PrpCTfFsy6b2LY+PW3KJVKerz4MC1mDCJJFYPZXjgwvig7SnJ2M9FxKpmRhg0LGDruMTq/+iUXej3HMU1bbG6+Hs3s52l3fBHnPnyMNfP+x/a/5/Ftxm9YFNDe5MvjPT5Eqy09bboO6DH0PjoMehiKDdzrqVoQphMH0bJ06XiHe1YA9Wai38OPkiQTCzNq9yytlcLCDRs3xt8kLt06KiG8WoeY3z7+igw3OgrhgoEe994pua+qpNqlBxz1HDqiWnhe/yA1I5lMr8KJs1yAzi17Y5RJz4K8vd1PcrNTpEtZs+WFpTlWi4WERGfgo2mLnpLtK0LxjBqz0TlAT01PRq+9i0ydOPvSy5bKg00jCAqRFnht3FWcnVJgiict0VWAPyCyfPdOE1Y2//QLAJb64kmoPimjXOcoi9Cw+pzUi4OGgRd3l+vYASOHc8TbWT7TIX4Fe7dXrzPc0AEjaBhbej3C5YgUVv71Y7nOl5ObzYWAsjV/IuL9GDr4gXKds7w4HA7Wzf6TLIserdzMnS/2L9Phac0nC/js7TkcLUgs1clJjZJm8gCeef4ZRr7xTK1wcirOH3O+4fulv5IklxYYBwh3eDNh7JhyBaC0anHA4UYofVKWsOaW+fpft2uXDCprDeJspfe+28q5eHE5PIBcARN7WGnXunG19q+6Wbp8E8lprtlABVniILBR5Wp4UkftxF7PeQ9QpFjFGTW1cGxek9QFamohvqHhjJ79FM3aJ6MsMXiwoebcsVB+mvY/shLj0Hp70fuNiUQ82Y3zHCAmPRKhmEygHBtNA9IJz2jK3unfc/yXdXTvdzv9X3ofy+j/sN+/Lzm4PkAAgslAodzCcvZil0OHLG/G95qNSnX9VipqO/1HjaNlj+GAAgSBJn63ikQcc62Z3PLSQzXVvVqB3mAgo6M446iBkMTmH1xLIWoDjUuIh6caosnM8MxE8WYkPyeHSznSwSwVSvqPHFwt193w/RK3Li/1w6pn9fPQmR1F+VYBeTIUdshx4zjVsIN70VJrnrSuTp688F6/e+GPOIRC/Q2ZTEufR6ueHaAslrlgNhUGaiwWC8v/OUqGvomorcGWzgMNQwkNF2vVFOetxAw1AAAgAElEQVS2UeOQibS+rGxevMCl3eDxY9CUU6cm+UKheHfTPuL7SUCaQMy54+U6R1mE9b1D9DrKEV/uDMCek54jRl446ZMjELxjLnGx1Ss4/vg9rxEqsdJ/Dbsc/tFuIVEiSFaS79bMId2nbAHh+7s8UeF+lsWuz9cQn3HV4Wl8O3zqu3dd2vn9b3w64312p14gW+Ze+FKBnGh8efThhxn73osuWi03OknnLvPljFn8nRmDqcRz5xoaVHTxi+SpWdMJb1G+gIFeWyJQU/qf/LqgMYqzhPQhUW5aep5GHcVZv14GKznphYKr85fvYM95iaCRDO5sm83dA6V1xmoTG+KkAzAJGeK5QoHq+gXP6qheGg1x6in5K4KRFdOosVil7zV1SFMXqKnF3D55EkOeaIRB6ZpGmW2MYPkHOznwe2FatdmWQ2JmJHaRw5NAhP9FwoVCTYJAdTiaE0p2vvIdl7YeIKpRE4Y+9SJhz3/LP41GEiNvUOxIgV0Ndaxu7Ysgg77n87jr7/Ps/fBlNq1cVim3qH8rQyc/TaMOdxCp60GQRjwxSVXEo67FdcnXi7533MVxdWvRtlaJm4iLueTmiBuXvj16oXE4VzZtMg3bDu4r5Yh/N8vmfOXW9aiBTE+zTp2q5boXTl6W3G5Aw9Anq6fsISbLGSwIMPnz95/rJUuvVCjpOOA2t+dRWKT1J4yqwsDHiX82F20LDmiD3q/qGZKiQI3ZgtViYfG2raQZxM5Yensm90UEEB4RUfIUIlQaDd6+0aJtyRdPu7TT6/X4lVOnpuDqhLJxm85k+YuzAM5sXlauc5RF205dOaMQB6ZMBza7aS1Gr9cSPHoGuRROfHzII+mnDzCZqu95q9FoGBIyFr3F/Ww70wt+3PdRqef5++9txEeUHVSKTGhCVFSTMttVhBMrdnH8rAAI9B4UQninZtLtNuzii+kzWXvqAGlunY4KCXd4MWrAUCZ9MI36raXPdyOzdu4iFny3iCsy94LIIQ4vHhkxkmHTHq/QubUqcaBGuAFKnwx54u9vaJM21+3aoY2bYyxwloPJZHB2z0bWbzvEyiM+CBL/Wp0bZvHkA32uWx+ri3VrdxKfKr14ezYrAHkxsWqz3EBSQsL16lod1UhoiyiybIVzU5lMhtzhDNSYbXXzw4pQF6ip5US06cjoDx8mLNxVaNgieHFgg4ql//cJaz/dgVkQZ8YEep+mqUxsHQgQoonEsimTbdPnkXT8LHqDgcGjH6HLjP9xoddzHFG3YUMzLzY3Lay7veNUDn0uGpEho5n9Au1OLObch5NZM+8LUpLqbrrl4c7HptDYV7xykmZO4PiV1ez+wzMThJudqOETMBULROoxc2ZZ7cuq0ep0hOSLy5/iVH5uWv+7iT9zjli79IRKj5p7nxlbLdfNTksjxc1KezDqanGXAkhXOG0vw7SNSbggncXgLZTeB51VusTBpjJwad8BCizXSmtl9B75cKX7Wxylwqk/YDaZ+X7rFpIM4gmuzp7NsFBvohqWT4S+7YCBotcWawIXThx2aVd+nRrnSl9emDg4pYiX1kCqDNbWvUWvW1pOcfHsmXIdGxXdgKQeT+O4mnsZbY9hx7z/eqxvUnTu1IOmiaWL2cfUz+W75Z+53b81aXnZAsLpSsYP86yA8JW/T7Nrc+GEoV1LJS3vcXVPjDt6im9mzOaXLWtJLKX8ByBYMHBn2+48NWsGLfvXPifGrMRkvpkxm52JZ92Wc6lQ0l4XxhPvvkR059aSbUrDSycu/appjZqEmHOoi8Xy7QqIau469q1OjHnizyQ95QxfbZdjl5ADahhu5M1xVS83vRH4/awM3MR4bQ6Vi/PThcsXr0Ov6rgeWIotdsiK+c1bpb70dbilLlBzE6BSaxj26rP0uEuBRiZWUXcIDsx5SvJt4jRfX30c9737AqbWNjIsrqtccpmccHVDMn++wLbX5pGbUGhd2uXWW4nrbmVftAG5Q+DOI0a6xLlOWILJpGvyOizzn2X9J+9w9MB+D77jm499Hy3BW+UUWxOA81m7QGZh7+/zOLS16q4jNzuNmjTjWL1+om3tTYfZtbH2fXbdIsRp2dnqMI4crrPqLsmahcsxu0nZj9J4ExTmXvCyStf96ge3gpsdb6seC1WrzUqat3O20TqqO0az9Hs3lPFoN9ilJ6NyvQ87ly7h2shap44guptnMpJUV61wBRzkNK9PgpfYBlvryOXuYA2NmpY/m6L70GEo5MVFKgV2/fyTSzvfsPIFOguwsPb7Qr2VgHZiO+XAZDu5WZ4pQex9x90ky5zaOQocnFn/e7mP79n/Vg6H31P0ukP2djavWOWRvrlj0v0vEplQuobEmZCjHDnmKn7+w7IviAsrPUNF4YD2Qj+PCghnx6Ww7vvj2FEQGWSmx5NDxPuTUln0+n9Y8PPPxMpyJLPTruEn6Lg1rBnPzXyVHqOrRyi8utk6fylfzf2aWJl7e/dgwcCoIXcy8o1nUKnKVzJYEp1OHCSu6UBN3Kl/RK/zvUCtvs6ZynZxWZxKk4tJonI2KMDG7PHtK/3Z30js2n6QmBRp6QSA0CAzeou4DDc5r3TL+zpqD5EDOhb9Li8WqLHZb4AUu1pEXaDmJqL9kLsY+X8DCPB22hD6eZ8j1xQtaqdXpDHstdEolUraPjiYzu+NIjM0gxyrq82rUq4mXNGQy1/sYev7X/P1rpc4pM1E5YBJ/vfSe/S3/NP4AS7LpdPUNVjpaDxA2Lp32T3reTatXFYnJFWC3IQ0/IxiRfxE4wVSrKeAQuvZrd9/xukD5ROd/Ddz28OPkigTi496/b20SBOjttCiVWv8zOJsiUPJSTXUmxuTI1u2csWNhayfoGPEtCer7dop+dKTziBBT+eBt1fLNY+fPYBZWbhCpbcINItuQ76biaVeU/og39chPRjW+fiRmuksr2rdqX8le+uKUqlAwEHULd1ICmgr2qdx5BGUvJFmlRBg9qsnFl/PTHJdkR0y4WHUuLcrL07CqcLnZ6f+wykoloqjtMHBvzzjtKRUKokL7y7a1jL7INkVEA4fMHY8p9TO8o1mpxZy7PBJj/TPHaM6TcW3FDfufI2M1XHzMJudz/ic3GzO+7tmOZUkIt6Pu+6QtnuuDOZcI6s/3oJZ0OCvMTLolbuLHJ5MxgJ+eee/fP7f/3HOkYm1FCcnAxo6GOoz5a2XGPLsOI/173qSn5HF/Fc/ZNOFI27LRJUoaKUK5ql3XqZ5n25Vup6hRLBNcIDNjTvd9SAn4YLo9fWy5i5OQJhYM8zbx3VMojcIvD0iFC+v8uYA3tj8eiS/1LK3PqEZ6O3izyHnBtAzqsMzRHRsRo6tcF4pL/ZFsNrt7g6pQ4K6QM1NhndgCA/OfIaWnVPx9T5Jdp541VIty0etS8dYTHxTqVTS7amRtP+/YaQYrmC0uQ7iZRobf3c9wBl9AVqrwOPBD9Gm2T2FZVGjxtB1xhdc6j2Vo5r22NzYwja1X6TdicVcnDOZNd9+XlcWdZV/vvgNrcK5UmkX7MSaxWnwDiGPv76aJZnWX4cTnV5Hduf7RNvChWQ2/eAqMnqjE2UTz4hSvKLJzys9Lf/fxM51u7G7CVQ0CQ0uspn2NEe3bifVjX5FPUP1DbBPX/m76PfAPB12u51cmXTpQnjjBpLboVDA1w83YsJx8QhC4cBZLvOm53jPlD0BqFVqort2JiW4o3i7YMSR+xudSpQDlZfuI+6HYhLsNnsq/2xeK2rj5eOLn6N8K+gFV79SSqWSzBDxhNN8wXOBkO733k8+zvMbKKhQmatCoaD1xGmkyApX6jVYka+ZQ3p69bnERURE0yGvD/JSJlOJwVa+/WNW0euFa/5TpoCwl0lgeIfJnuomDoeDtbP/JNuqRyc3c+dLt6PSabBaraz6aB7/ffc/HDMlU1CKk5MGJc0VgUx5aQr3v/ZUrXNyusben1fzvzlzuUQ2gpsalABBz/Bbb+eht5/3SCaHUqlEVmJ2UWCuOV0Ke6ZYx9FiuP5/y2Y9+ovcr7QaB42VTg09lRqeH6CiYcPSXdZqC4f/OcHFVPfaZkEBVsY/NAR/hTiAblTdHEGqOgop8C4Myogyamo6xa6WUReouUkJimpAXm5Tig9gFVhR6lPJymvO7x/+zd6lS0THKDVqer0ylqYv3Uai/DIWR+GA3ahJZ+Wtq4n3F/A2C4zc1Yvsb5I5tECcqt2tz23c/tK72MZ8zP6A28jCW7pvZNE1Zf3Vsqi3OXLg3yuUmnDwJPVKZCMl22MZ/cls9CWcUByObFZ98g6Jl8WrQ3WI6T14KEc17UTb2iRv4dKF8zXUo8rR75aeqATnapNFpmPr3rqsKoANC5eQKJde2q8nGBj2XMXELyvC3+v3IFV0r0bJoEc9lxFQkmSrM1MyyBHGoY1bJDMB5Mjpdtcgt+dJiIlDI1EuZkNB7KldRa/rh3VE5UGtnZxIP5JDxDpcKsGEPGslBdpY2rWonLtJi849UClDRdsO/bXapV15h/85cudnqmwsXgX3TzJ5LDPA3z+AUz7isrL6V/ZW6PyBgX5w1yuYr7pa1RPSOblgNvZqXLG8/66xRMeWbnl+MSKW9VtWcfDADuIiyl6QiYpvRKPGzctsV152fPYnCVk6lNgYMrED3mFBbP9uGZ+/+SH70i+RU4aTU0N8mTxhAo+8+wKGgNqpD2YyFrDwtf+w5uhet85VcuQ0lQfw1Bsv0H5oX8k2lUVeYnZhNNVcJrUir8Szwrvq4ugVReflQ26u+H7a3vcsADI5jOps5NZbKq4HdKPyw54USf2da3QPKtRbC/cXl4QV1OnxuZCamsqzzz5LkyZN8PLyokGDBgwePJiNGzeK2p05c4YxY8bQoEEDvLy8aNq0KdOmTSMzU6wDNGDAAJ577jm311Or1UU/vr6+NGvWjEceeYRdu3aJ2sXExKBWqzl48KDksWq1mv5vjqX1+0M4s+gvBu9JJPj71QzvPbhof2hoKIMGDWL37vKPbadOnYpWq2X+/Pku+xYvXoxarWbIkCEu+9RqNStWrGDbtm0u/Sz5s3jxYgAWLFhA165d8ff3JygoiE6dOvHWW2+Vu6+eoC5QcxOScO4k+37LwC6yJBUweF/EmB8NgEXQc2ibgWVvzcWcL16l1wf40uf/HiV0YnsuaQ6y/NZ1pHhDQL7A/Ttuxy83Cj91Pbwue7H7lcWc/mOb6PiIqIYMfXIqDabO41CTB7lUalnUQcLXvc/uWc+zccXSf11Z1Pmle1DKnH8ni6OANpOGoFQqmfjRF2g1Yq0SuyOdX9+fTnpy9Vqy1naa3DeeApwr6DrMXPxtYc11qBJ4+3hTL/+yaNtlRfVkidQ2TpyRFhyUIaNjJ/e21FXFYrGQ5qZ0oJ6grTZNHIB0vVNXomFgOy4dPiXZzkfQ4O0fILkP4PLZs5Lbs/DGbk+++kpBv7GeK/P4dd1q4kI6i7YpBTOqzN+JqXeRCFNklc4fHCkWJc7JuOwS8PCpJ71wUJJ8zGz6dSkAXYY8hK3Ygq/eCIe2lF9LpiyaDrqnSBQYIExIYee6NRU6R+t2LTjTanzR6xaWE2xcVL0i6pPveJ16We6Hj1aFjD32P9h4aVn5BISHv+ixvh1buoOTF2TIEOhzRzgpSQl8Pn0m688dIr1UJycZ9QVvHhpyN49+MI3QptEe69P15tCqzXzx7kecFzLd6u74Cjru6tiTce+9iFbv+edKyUBNfkHNje3URnFgWhsc7qZl9fHr6r1kZ4s/5zDfwgl0v2ZZjL679glTu+PcmRjOprh/Bvn52nl0dGGJcJMmTZEVW/gwKXwqVAL6b+DBBx9k//79fPPNN5w8eZKVK1cyePBgMjKcmmn79++nZ8+e5OXlsWzZMk6dOsWnn37K2rVr6dOnD1lZFftMv/rqK2JjYzl27BjffPNNYdClf38++qh0d7/ix8bExHDkl91se+4XJkQPwT/HgpfRhkyAVY/N459vNrNh3QaCgoK49957SUlJKfPcZrOZJUuWMG3aNBYskM6UVygUbN++nfXrpfUpe/ToQWxsbNHPuHHj6N69u2jbyJEjWbhwIVOnTuWxxx7jwIED7Nixg9deew2jsXS9NU9TF6i5yTBmZ7Lh831YBLHoX72gs1jyQ0u0lpGaHs2SV1dwZvdWl3Plqa+w9bazZOllhGQLDN85BK+CEFGbYE195Aes7HhlPnF7joj26fQ6Bj34MN1mfMGlPi9yVFt6WVT7U99zac5k1nwzl6TEKxV967WOs6t3EKoSB2LSlSkENiosW9BotIyfPRe1SpwKa7On8NMbL5DnIWHLm5GoRk04HiK2J25nPsqOCk6CapoOQWK9nUxNBGdPVa8OxY3Osg8/d2udG+4w0Hvk8Gq79rpvF7vVeGjUtGrBhtJISr1C1tVbulyALq36kJsrvUquF0p/rOekSg+GsuU+Rb976xpTr5lnLJJXrP+Ls97ilWKlYEGXsYpLIecA6N7kripdo9+YcVDs2eIQcti+7EdRm4ETHkbl5vlTktjDhf3yCQgmo574mPQjO6rU1+I0ad6KU2pxYFFxfHuFz3P78Ls57Ou08u2QuIrdmzzXz5J4Gbzoqx+Jxua+pCnNV0ApL72MRuGAdg7PCQjH7TnJ7m2FmghNG5jYtnMry7avJ6kcTk73dOzFkzOnV1mfpSaxWq388OYnrNyzhUyZhFIthcHsRvjy1CvP0m3kHdXWF1mJ+JzRXHOBGn0Ja+7ghtc3c2XfwdP8uF9HUra/aLuPr5FWkTm8PNaz2Uw1zYJN57BJ69wD0CUoEY2mcCHNx9cXrd1Ziisg49z5c9XdxVpDVlYWO3fu5P3336d///5ERkbSpUsXXnjhBR544AEABEFg8uTJNGnShBUrVtC9e3ciIiK48847WbduHXFxcbz55psVuq6fnx+hoaFERkbSr18/5s+fz7Rp03j99de5cKH0rP5rx+rjBdTHCgj2DkCr0uDAmYscoPNFF+MgPMXAq6++SnZ2Nvv3l206s3LlSqKiopg+fTqnT5/mxIkTLm20Wi2TJk3i1VdfxSFRZnUtk+faj16vd9mm0+lYtWoVw4YNY/LkyTRu3JiWLVsyYsQI5syZU56P0GPUBWpuImw2GyvfX4LRLk5L9vOK5d7Xn+fBd+8k0C/G5bgCuz9bf8pkzSdfFK1Cnrmwns/jviVPBY0KNLzQcw66TqGkml3tYGXICNVEk78mmW0z5pF+1vUa3Xr35fYX38U+5hP2B/Z3WxYVSBZdUzdgWzCF9Z/8H4f+3lOZj6JWkLb9ErJio5l8Wzbdpo4UtTH4+DLmvY9RKcQBMostgUXTn8NkLEXZ8V/O7WMmkiATf26+B1dQYJQewN6IdOzUCR+rWER4X+zlmunMDYAxP5+LJdJ4r6FEQd97+lXr9ePiUiW3+wpaBk30nJ5LSQ6dcU7eA3PleHv5YkS6vEWvLF00157vRp9G7nTn6HzbnZXopSsrN/zFKS+xQLACK0HHtnI+9DQAQbkyWjftKHV4uQmLboxWLQ5on9stTtP29w/ATyinTk2xj9YaIdb78UqS/vwqi7qEYHML21mOH3Z1TiqL3pOmcFlRGPiXIxC69wsuX5K2b/cEfXoNpHFco1LbxERkEX3evV5SRLwfdw/1TLlgVkwSG346hQMFfkICO7OOXXVych9M8hN09KnfgudmvlqtQYvrwanNe/jizQ85bUtzq93ljZaBTTsw8YNpGPyqt/ynZEZNgRuHuuomPSUBXbFHviCDRm2uXzAuNjaJj9aZsFrgSLY488/H28IbD5Rue1/bSEpI5lRqsNv9Xt4CT44WL6LprOJ7amLdImQRXl5eeHl58eeff2JyY4px5MgRTp48ydSpU4sE068RFhbGqFGj+OWXXxCEqik1P//88zgcDn7/veysUsHuIGtHLDgEQIYgo1CJ49qURwY4BJJ2XuS7eYUZoMoyxi5QWIr00EMPodfrGTZsmNusmtdff52LFy+yZMkSyf3lITQ0lP3793Pp0qWyG1cjdYGam4hVs78k2yguMzIoU7nvjXEolUr0vv488N4ztOmeiQrxZNWBkpgLkfz8ygJ27vqar9N+xayEVgVePNV9Djp9AM2G9qbn7HHkNzaSaUmmJAqZgnBVQ5IXn2Dbm/PIT3OdUDWIimboE8/TYOo8DjcdxSW59Cp0YVnUPzTYMJM9s6awccWvN1VZ1MF5vxGsEU8sCoJMaH1dA1j+waE8+MYsFHJxLa/JEst3Lz+LtQZXqm5kNFoteV1HiLaFCSls+dG1rvVGpoFZ/H+UZIisdS5WnmLZ7C/d6ks0QE+rntWXPn7lwgVS5NJBvkBF9Vq9xuY4y5wCzIWrsnkyaQGAwPBAye3XUJilswuMikIVF6U8kA7Dq24/vHrjek4YWiAUK+2RY8P/+CYyYp3PjwhzdJWvBVC/dXvR6/y8GAryxTbEBkfpZTjXyFE4P9sW/cT3EL8MgYsn/il5SKXp1rc/sTLxs+DK1opn/mm1akIfepVsCgNu3hhJ+3kmRmP13SuefOA16ie7/+4LMkivH4d3pquttycFhM05RlZ/ug2zoEYvpHPKOxar3L1gpQENnbwa8Nw7rzDo6Uc80oeawmq18ss7/+XXjX+5zTQEiBR8eGLKE/SZcP916Ze8hOK02VozgZrLJ8Sr9EYD6PSl28x7CqOxgDeWxpOXV3jfOW+NxGxxTrvkcoHL/1Rf5ltN8OUfhyhtqN4hIAGdXqwYpreKv7dZjjpXoGsolUrmz5/PTz/9RHBwML179+aVV17h77+d5gLnzhVmILVw45rYsmVLMjMzSU2VXmgqL4GBgdSrV6/MwMX48eMJCAig3WsD6fThXXT+8C7OpoiPGTB3DJ0+vIuO7w9l7hdz6dy5M/37l+4yeenSJXbu3MmDDz4IwJgxY/jpp59ELoPXqFevHlOnTuWtt96S3F8eXn/9dQIDA2nevDktW7Zk3Lhx/PDDD1iv872sLlBzk7Bl/nySEsVlNBpZHoOf7YXG4CXa3nvMWO56vh3eGledE2PDeJaq9mOTQ1dTEJN7zUGtFt9UO4y7m07vPUB6YAp5NtdgjEquIZyGXPhkOzs/WIRFQkROp9cx8IGH6Dbjc2L6vcwRbQesbtLSm9gv0/7UD1yaM4k138wlMaH6VgmvBzazBeGC2AEh05JM1ykPuD0mJLIRw154C7lcLLRmLLjAgmnP1aj15Y1Mr4FDOKoVT+Dapmzl4nlpnY4bkds6dUUpOL8vZrkX2/bsrMEe1QyJly4Ta5MOMuhQcffjo6v1+psW/4ZNIotFjpxb7xtQrddOVzoHWPV1zTj99wG3jjWdBvcr9Vxam3QWnklWKHTZsNEtKBRVs69du3kDh/VNSgRpHASe3kL85TjRin+PZlUre7rGgEcmIiumSyVgYv3CeaI2XgHl0+LIw8y2lYWrhlHN25EZKA7wnNu2ooq9daJUKklrKA4wts4/XClXxIjIMNJ7TynSvYlyxLF73mce6ac7hjV7Ci+T+5XaXJ0MX7Nr0CQyvqFHBITNBSZWvPYzOVY9aiGfWK/zONyMbDWoaKEMYsq057jv1Sc94nBUk1z8+zBfvjmHY6ZkrO4y7FDTp34LHpv5Cr6h7jMdPI1rRk3NjFEy48TPeqPX9Zv2vPLdIVLTi33HZEpyssVlfhmJ0lpjtZGcnByOpbrXadPpBZ4ZfavLdr+SekbKOi2+4gwfPpyYmBh+++03Bg8ezJ49e7j11luZNWuWqJ2sZL3hVa5l0rjbXxEEQSjzPLNmzWLrD2v5bfLXhT+Pf0N0QANkCEV6RIvGfsSKSV/x0fDXiAytz4IFC8q8Hy9cuJD+/fsTGloo49G3b190Oh1//PGHZPupU6diNpv58ssvK/FOC7ORduzYwaFDh5gyZQqCIPDUU0/Rs2fP66pTUxeouQk4umENZw8FUNLhqccDwYS4GQiFNmnBqNkTiWoUh/yqc4i8ww6O35KAIIMWp71RrwvD7MYOWKlU0v250bR+7U6SNHGY7K6Df53CixBTA46//Qf75v7sNpjQpVdvBrz4Do5xn7E/sD+Z+Ei2CySbrqkbcHw3hQ0f/x//7KudDjj7Pv0ZX5W4PE3b2q/MtL/oVu2548npyGXiwFte7ikWzfCcGOPNRrP7J2IsNoHTYiHmt+oV2/Qk/kFBBBkvi7ZdEMpOEb3ZWP3tz5gk3IoAItXehERFSe7zFGlulgmDHTqadeokuc8TWKwW0r2dQZm2DXtyYsffkm290FC/ceNSz+dll76nWxwCMtTcNmli5TsLbNi6iX+0jRCKDS9kOGideYK485cBsF8drAXnyGnZuL3UaSqMl18AeoM4QzP+uFg3bdCEMSjLqVNzab9TCyo/TKwtobriWTH33veMEJUDa7ByYFXlgkG39OnOkQbOLKD2ubvYuNRzgaWStGjWmlZpXSht6B4fWkDj804B15AMBROGv1Tla2+dv5SlL39LlhCMAisZ2lOYFa5Bo0InJz8emzCeMe9Mrfayn+vBb7O+4seVK0mRuS9/biB4M3nyxBrJGpLLSmTUWGomS8KWIc7+tuirN/vxGm8v2MaFK66ZO1nZJbbJb54yn7lLdmEqpbK8bVAyPj6u4/uQEi5cBWrpOcC/Ga1Wy4ABA3j99dfZvn07EyZM4N1338VisdC0aVMATp6U1i88ffp0kWtRVUhLSyM1NZWGDRuW2i40NJQmTZsQFdiAKP/6RAXUR6vSIJfLkcnlIIP6fqFEBzZgaOt+vDTheUaOHFlq5ovdbmfRokWsX78enU6HTqfDYDBw5coVt+VPXl5evPbaa8yaNavCYsrFad26NU8++SSLFy/mr7/+4siRIyxbtqzS56sodYGaWs6V08fY/0cuDpwTNxkCLbvn0bJ36au8SqWSoS88RZ9RPsi6r+NE+8IHRusjgcj29ScjqxG/vPEnJ7dtcOWwaUkAACAASURBVHsOtUFH79fGE/1sTxKES1gdrqu83qoAAlKDOfj6Lxz90X1Kd4MGkQx94nmiXpzH4WajuSiXnnipsdGh4B8iNs5i76wpbFz+c60pBclPy8Q7R/xQSjHH0e6RoeU6vkXnHvQbOxWZTJzllJV+mMVvTPNYP28mIqIacjLsdtG2NpYTbPvrzxrqUcVp4y0uicvQRhJTw3Wz15Pju3YTj/QKho+gZcTLT1Tr9Xcu/50MN2UFoQHVO6g8cnovFmXhNNhgFmgY0YysjFzJtl6OsgN4Po4cye0Ws5EA3xZ416v8qvuW7VvZr47CUSwYIkOgXf45+nVxZo3YrmbURFpKH/BVlMa3iDNTTOZ4Uq/EFb0OqBdcfp2aYkK59Tr1E+0LTLGTkeq5YI3eYOBcgNievFHKvko/124f8zAnimUStjr7A4cPHqtSH0vjkeFPEhVXuq3ulagrhCQGFwoI2/tUSUD48OotfD59JmeOXiCXaEDAojxFtka8GCRDRgPBmzFD7+XRD14mpBY7OV3jyomzfDF9Jgdz4jC7CVxrUXFLYEOemDmd4IbSrpvVjUvpk61mAjXyXHFgWvAun/tbVfhm6Xb2XZD4f5CBVSYuTdV71R7NvNIoMBo5nO4+m0athafukV7QaNpQLFxfoPDHVHBzfC7VRcuWLbHZbJhMJtq3b0+LFi349NNPXcRzExMTWbJkCQ8++GCVM2o+/fRT5HI599xzT5ltdQ39kKuvjgMEAZdIviAUKgvLZUx4bhJWq7XUzJd169aRkZHB3r17OXDgQNHPypUr2bx5MzExrtqoAJMmTSIgIMBjAsAtWxaK/+e5SWKoDuoCNbWYvKwMNn55EIsgnrTXj4ql95ix5TqH3W7lgLCBk81NyARosy8Mx2FnaqLJ4ceOpfmsmvN5qeU13qFB9H13EkEPNSfBegmH4JrqHKAORXdGw65XFnJhvftsGI1Wy8CRo7llxlxi+0/jsK4jVqQnII3tl2l/+icufzSZNV//lyvxseV63zXFgf8uR6dwZsQ4BAdhQyomJtex7wB6jJgsSvMHSL2yj58/eMsj/bzZ6D9mAvEysetZ4KEVGPNrhxhzly5d8bKlFb0WkLPr7L/H/WnHqm2SZUcAjYMC0RuqV3Pg5AHp9HQdKu58ekK1XvtsolNYNjBPj0KhoMAu/Vno5KVni1gsFvyQDtQUZCXQ4+6RkvvKw45dO9irrC9aNABonX+auwcORu/vDGjZsINdoFfLsgd8FaHfyDElMg5tbP5evNpWbp0aufMzbnfrUPKLnVZhh0PrKi9SKEW7ocNF5b+BZLNj9cpKnUuhUNDh0ZdJkhUG3VTY0Kz7D6mp0kLcnmD0Lc8SmOv+szWpZKDJICzGi3uGVk54++KBo3w9YxbLd23CZrGCvVCTQSU/S5JeHEitJxi4p3Nvnpg5naa3dpE6Xa1j9SfzWfjjTySW4mIV5vBiwuiHuPvFSdexZ66ULH2yWGsmUKM2ihcP1YHugwme4K8t/7DqmC9SGtbdGmUxZMQoimu66nU2ki/VnlJsd3zx4xby89z//7cKSqFeuPQiQFBIPTQO53fagZzz5+qcnwDS09MZNGgQP/30E8eOHePy5cssX76cjz76iP79++Pj44NMJuPbb7/l7NmzjBgxgr179xIfH8+aNWsYPHgwkZGRvP3226LzpqWlceTIEdFPYqJz8SErK4ukpCTi4uLYunUrjz76KHPmzOH999+ncRlZu1lZWaRkplHQSElqfgapOenkm/KvBmeuBmgKNYYxtAhCE2hgypQpzJkzh3w3Y/IFCxYwePBgOnbsSOvWrYt+7rjjDpo1a8bChQslj1Mqlbz33nt8/vnnFfnYAXjmmWd4//332b17N7Gxsezbt4+JEyei1+sZOHBghc9XWeoCNbUUm83G7+//itEujs4HeMdw98vPlOscFks+3+56mf3aNJQOmOA9hLbBrVCVWDl2oCA+Jool074j4czxUs9Zr1Uj+s6chHZQIMnmGEm/hXqaCOw7jGyfPp+Eg6VPNjv3uJWBL7yNMO5T9gcNcFsWFUA2XdM2Ilv0PBs+fouDN6CGR8rJiwQ7wkXbkm0xNLqt4g4EPYbeR4dBDwPims4r57ex4tMPq9LNmxKNWoOph3gSGiKksbWWCAsrlUrCC8Qp3In6+lgt0jolNxNbf1lGglz64R0k6Bnx4lPVev38nBxS3AgYBwvaag8SJdudK0XBFIrO5sulg+a+/l6S26+RcOkyGolVeBsKbDn5NO/fR+Kostmzdze7CMFe4n7UMvckwwYWuumo1GoUxYYcoakqmkZ71iZXpdHg7SfO0km5eFr02uBXvoyaXJmJPevWA4X/f1kh4gUR+8UzVeipKw2iojmhayfa5n12l5vWZePn54PynlcwUag9FCRkcua7WdWmZ7Zsx3x0GWEoHe71apID7GhKZIOWh/SYRL57bQ6LVywjTpaL3irHy9wSBwp0QiyX9c7yEX9BR7/I1kyZ+SpdRwyu1Hu50Ui9FMdXM2axJ/UiBW6yaNQo6eTVgKdnzaB+22aSba4nipKlTzb34s7ViS5PfN2AyKrrIrnjxKlLfLtTgV3iX6xxeD6vje2Jb71Q8vLF98mL/2yttj5dD8xmMwcz3AfAVGqYNKj0z11nFZemxKe5Gpb8G/Hy8uKWW25h7ty53H777bRv357XX3+dUaNG8eOPPxa1u+WWW9i9ezd6vZ4RI0bQvHlzpkyZwuDBg9m+fTv+/uLy3aVLl9K1a1fRz6efflq0/4knniAyMpJWrVoxefJkzGYzGzdu5IUXXiizz9eO7fBIb/p8+gB9Pn2Qb3f9Ag4okqeTydDU9yb47sJ71fjx47HZbMydO9flfMnJyaxZs4YRI0a47AO4//77WbhwoaQVN8B9991H27Zty+x3SQYMGMD+/fsZPXo0rVq1YuTIwjnEX3/9VVRudj349wkd3CT8MfNLcgqiRdsMqhSGvVm+1V2jMYNvDrzBRZ0ZjQ0m13uQZo0HQkto2vMS6z5bR45J7ESRZwll9dxTNOt6gL7jxpd6/qjenYjq3YmTKzaR/XcCQWpxgEImkxGmjiZnZRznVuyi3WN34h8V7uZsUL9BJPUfn4LZZGLH6pV4nd1FY4drqpsKGx0KDsHmQ+zb+gs5TXrS5+7haKqQZu0pTn2/mXCVcxJhdZhp8UjpKuel0X/UOEy5eZzasxyKsg0ELh39i9Vf67jz8Wer1uGbjB63DWTDoZ2F34+rtEvdxvkzA2nSvGUN9qx89GnbkfOXjUUZCwUKP3bu3c1tffrVbMeqmSOHzyDIpCZ/Mtq1aSKx3bOs/nKRW22c1rd4NtAgRYbeudLYOLg9yTEx5LoREm7Vu/TMgcvnziPV4yx8aNX2lkr178D+fWy3B2K7KkZ8jaa5JxkxWFzSqUReJCRcP7d6SjLaDRrEjl+cZT4WWyLnjxygSfvCz+a2h0dy5qtv3VoYF+fsjoP0GDwIAG2ztnBhX9G+gGQzFosZtdpzmheBvQbDRuf9qZEjhv07t9H11r6VOl/LNs3YenkSrY/8D/6fvfMObKL8//j7kstOuvegA1qgrFI2ZW9wgYCACgqCiji+DpaLn5OhuBBFQRFkCKgsGbL3noUy2tK9d5tmj/v9USW55C5N2yRtMa+/evtJ0rt7nvfz+bw/ANrqbuPw2p8wctYLDmnvv1y7eg654XlQ8QlEZwQiPaqYdd/MVsXYsW8jxo6uO6pGJVdg+/LVSNdW3r8HeQYgSBkLNSGEiCrFPVk+wCEghQBtPQLw8JvPtXiTYHMOfr8Rl3LuQUGw+zcEUBI89NhotO7duDL3joRjUXVLp2cX8JxFTVUFJBYaf3THHk65VmlpBT7ZVQG1yjqq0d9Xh6Uzut7/v1QrxJBJTSWplYqWXSBj9abDqKoKZd0e61+G6Da2vcjEuhpUmj1Ky3UP/iSUPQgEAnz00Uf46KOP6ty3ffv2NPGGjUOHDtncrrVzAjAiIsJqX8tlykBBfqMI1RfzocmvQa/orkj7+gw8ugfDIyH4fnqURCJBURGzOBcYGGjTvHfRokVYtKg2m2DatGmYNs06o+TUKfbJ+6+/ZjbcHzt2LMaOHct6nKtwR9S0QA79uBpFRZG0dQJCjjFvDIFAVPfsblVVLr65vBDpIg2kOuDV8OdrRZp/8AuPwqQlMxEVmwuuxQBFDyFuXfTFlre/hby87lJvcY8PRZ8lU1EVXo0qXanVdi5BIoQbjbzVV3Di/36GuorZe+H+5xQKMWz8ZPReuAI5Q+fbTIuKNmYhPmUzspbPxN5VXyG3CdOi0o9eQBBJ99wp4eQjIC66UecdM2sOouNHg54AasSd8ztweFPLMcx1Fe3HT4cCJtFOAB1yd/3SdA2qB0EhIVamwilNZNDoKnZ8tQolLN4wIUYJhjw1yeltKKpgfib5UGIkjm18GWtb5BZkoeqfAASuEUho3x8X9x4GU1y9CDzE9bYttlSVMHeEqjgeGDD9mXq37+qVKzii9YCOoIsV0fJkTLIQaXILsmgRNbH+zjFg7jnyUXA55pGmFE5v23p/KbhVK3hR9gn3SrPBZfdRT0JnNv4XqoArh/5obHNpJPTqizQuPSKo+pztTnVdDHp4FK56myYEuhbvwcm/jzbqnJYczNoMFf+fEsShRQgqZRdKDBzgsugoCgrYB6c6nQ47lv2AbxYvxy1tiUkoNVKIrImCmvCEgKpBjjQdAg4PcTx/vLbwTYxb8OIDI9JUFZZg9cJlOJ5zCwowizQ8cNFJEIjZH85tViINAHAssmB0BtcLNenJl2jLKjHg4eP4ylcatQYLN6SgsspapJFIKXw0MQxisamSEZcTQNuHJ7Dd723unC8LZN3GJYFpiewizr94WNgl1HBdY/rsxrkQXAIe8UEIm5WA6Hf6IertRLR6uQe8eoeZPGzc2MQt1LQwru3biXtJ9BcNCS36PRUKv/C6jRlLS1Pw1Y0PkC80wFtD4H8xbyI8zDr1hiRJjHp1NoY8Ewgxt8xqe3l1BH5fdADXD+yxq93dZ41D/P+NQ4lHAZR6a48EAUeEYGME7i49hDPLfoVeU7eim9A70ZQW5T8M5WCu5OCNavQoOwLOutdwaPn7uHT6pF1tdiQF+2+BQ5huN5VBju6vMofx1Zdxr85FaMxgi7V6XD+0GWd2uc6ZvCUQFhGJ22F0k+0O2ts4trthXhCupq2AHrVQJo5EQV5eE7XGuahVKqQWWYu7QG0Vl36jEp3ehjsXLqGEwywU+QucH6V3Pc00C+Qr50IilqI0n/k7kVJ8xvXmGJTM/jRyjhQCaf1SuG4mJeGgSggtQS+lGim/hSdHPmS1/4kbf4JrJih78JxXecc7kC6AVxbeoy3b61MjJ0xCqETmibJA+qRA5c1zDWwhO8p2/WnLcZqbyEpPa9Q5B82cg3vc2u+EABB+aRXupTGbL9aXzX/+gJxQU9gCh09Ar/OAWMs+MK+UABvPL2fcdvTHLVjx/jJcqsyG3EKgaFMTBCURCC60qBClIJQrwwuznsOTH/wPIplzUxBdycl1f2LV16uQRVSx7uNLiTFxyChMWvRqsxSnuBZmwtomSH0qzaSn1jurNPd7v1xAXrH1+4DHB94YxkOrVnR/vMCoeNqyTKaGjqWqYHPn5w37UVbOnpzROqASneLrTjfzE9PvXxXP+abPblwLQXLA4bnFmfriFmpaEDnJ13Bpj8aiooYRcf3UiO1dd2h0bv5lfJmyDGUCCkFqLl7v+C4C/G2nfLTpkYjJSyYiwD8ThMUsrprywNldeuxcvMKulwwp4KPvW0+j7fxhKOBmQWO0dnUXkx7wrwnBtf/bjks/2DdbGRrWCmOefxWRb67G9XZPIo0bybgfDwZ0UV9DxLHPcGHxyzi4dRNUSuc7yyf9uhcBAnqYv9yjGhI/b5Yj6s/khYvgH9abto6CBud2rsHVYwccdp0HgSFTnkE2QU+z87+xEzU1zX9Wq2+v3hAbTLncRnBxwqIE8YPC78u+QxXBfH+GURJ0HtQwP5X6cHbnERgZoldIcDHsGccIrbbIkZv8VXy1PgAAJYspp8iO1zmpYfb6UZP1G+TeuZWMfdUcaC38RsLltzB56AjGYzKJuzShRuXEqgl9J06CeZSh3liKS4dMkwoSmX0D22pCjcvHjt1fNobToyJlhczCV2MY8NCjKIHp3UDCgOT9Oxt1Tj6fh7CnF94vAS6BCtXbFkOhaNz7T6GQI8XjktUdUhpchqDsMJvHZoXKsfYPU8j5lR0HsGLBpzicmcRYYS28xgMqRIEABRGZjrETHsWMT+c1WVUjZ6CSK/Dz25/hwN0rkLP4YnHBQTvSF3MWvYm4YX1d3EL7sRRqdE1gUaMtpVdm04gdL2h9/usx3My29k4kOMCU7gr06WmdbNq6ez/o9KbnE0lSSLt4wuFtcwUni31Zt3E4wKSu9lVFjA6jP1uVPJ//hAefGzd14RZqWgjysiIc/iEJOtBnL8Ojc5E4ue5c77SMo/gm63vIeUCEio9XEz6Glxdz+WtLBCIJxi96Bd2GacAn6B19Chzk50Vi8/wNyEm+Ztf5hJ4yDFg0A6GzEpBvSIeesvZ/8OT5wTPPC+fm/4rkP+wL/f43LarPgm+QM2wBrooToGVJi4oyZiM+9TfkfvlPWlRWpl3XqC96vR7qZLpJWpWuFL3+N9nh15r24VJ4+9FnaihKhWO/fo07l9irbP3XEPAF0PebRBtcBFBlOLGh+RsL8/h8BCnpETT5okCnGYQ2FaUFBcjSMA/kheBhzMyGVyeyF61WixIjswAdYBQhOCrS6W0o45nSS0PFtbOSSoJZqPGQ1h3hI9QzCzU6gW0TYnPSUlLwV7kBGg79mNCaO3hq6AiQpPUzNyc/HYWeenDNyoOqGykS2CImvgd4JH0W+9r+/ff/7v/EWHDs7P7cOGKKmukw9AlQZsE4npVAyrWzjWusBTweH5lBdNG9bcWlRgvJYWGBqBz8P+j/+dxhxnycW/1Fo8758+7PUerJHDmT3iYP4fm2BcC7gUk4vHsnVi1cgu0XTqCIxTTcXy0AZayt8BQdUImpXzW/VJ/GcuH3fVj56ZdIRyUoxjIMtUbJj/Xsj6c/fAP8ZuC7ZwvL8twsheqcCiGnC6nGekYN1sVvu8/i6F3mCbchbSsw+WFmIY3HF6BGTv/9ijJb3oTL1t8PoaiUPZIzIkCOPon23ach4WHgUSZx0gAesjIzG9tEN25aPG6hpgWg02qwa/F2qIz0F4KvVxYeemNOncffuLsT3xdvhJoE2qnEeLnXUkgl9c/T7TF2Isa/nQhPsXVuuUIXgP3fp+HImjV2n887IgQDP5kFz7GtUKDNgJGy7pz4CkLAv07g1PyfkXXyit3nTujVFyNe/z9wpn+Di/7DUcaSFuUFeW1a1IbXcWj5+7h46rjd17CHi99shTefnr9LtOaDFNSdptAQpn26HDIPerlvI1WDfauW4J6dQtp/gV4DBuOauBttXZeyE0i5k9xELbKfxNg4EGZGqArSFxcuXmjCFjmend+uh4rFMDeMK0FoHeUhHcGRDVtRzTKrHR4ewLjekWi0GpTJTCJ2fJt+UFRXQ85iKhrZue5KL1ID82CfK7Fv1jPzXjp2Fimh5tD3D665i6lDhjGKNABw/OZ2UATdSUujdm6of0AkPdxeXpFxX9BsFRtjt0+NWmu610Kj26Lcj542lX5qVyNbak3PRx+/X60JADygwKmdjffD6dG3B25EPHF/ubPiPA7+ttXGEewkJV1ETrhtE9QyMQVPZu0FAKAQEDjP3Y8sVLCKE1ItF2JNHChw0DpEhxHvWxtFtmS0ajXWv7sce66cQSVLBCEHBNoQ3pjz3ptIGMscsdbcsKz61BTVuXlK+jOG9GH3UqkvZy8kY/NlMSiGSKGOEVV4c+ogm8fr1PTUHqOxbs/H5sbBXHaBnyCAR2PtSzEFau0WRLoK2rrM/JZtsuzGjSNwCzUtgF2Lf7SqwCTlF2HsezPrPPZ80q/4qWo3dBwgQe2N5xM/h0DQ8NxPr+BwPLlsNtp0KADXYiClhwB3rwVi84KVqCopYDmDNSHd4jBgyUyQAyQo1uQw7hMoiID6QBmOL1yDouR7jPswERwShjHPv4KouWtwvf1UK6PGf/k3LSry+HJcWPwyDmzZ2Oi0KLW8BqJS+mCgRJOHbjPHNeq8tiBJEjM+XwGxmF4Nx2iswu4vP0RBpv3f3YNOh4nTUQNT6gYfehTsWteELbKPiKgo+Kjo/hK3nJhG4mruXLiEXIp5dCeDEBPnOrZiDRsZKczPIikEGDlrqtOvf/X2Gei4tR1dmRqICGuDC3/tZ6xWxAMXCSOHWa23xNPILNTI7DDYzM7IxJ/5VVBxvWjrAxWpmDZoMKtIAwBZRCoAgDAbvGk1zhVqBj/9DMwLWxopOY5v/fX+stRunxr6960K9qMtC/IcX0bWzz8QyVL6THRg1hmHRM4NnTIJN0UmI+eO9zbjyoWrNo5g5u/0DfcNhNmQGTXoIu8Hjg0f2QJ/HQI7MaekeBsECFK3g54QwF+sxNC3nGve7WqS9p/Atx8sR4qxnLUKmQclxKgOPfHsJ29BKBYx7tMcsUx9aorq3CIFXR3yCHWMwJ+ZVYAvDurAVJgoNFCNT2b0qbttUnrKnlDCXtWmObJv70nklbD/P4YGKDGynj5yYh39/VSmdr41gRs3zR23UNPMOfDdDyguiaStExLVeOjNkeDXYWZ55PK32Kg5DiMB9NeFYmriYpBcx0RyDJ/9PEbMjICYtDa2rKxphT8+PIore+pn0Np6eB8kLn0WqnZalGsLrbZzCA5CeFEo25yC4++ugbyQ2VSTCQFfgGGPT0SfBV8jd/hCXBV3gwbMncMoYza6pm2pTYv6/kvkZGXU63P8y4UvtkBCmiJ5KFDwG1C34XNjIUkSM5avhFBAT20zGMuw9ZMFKCuyX0R7kAkNa4U74fTBbZzuDo7s/LOJWmQ/bSxKn5ZIolBW0vJm5Jg49udB6MA8/Rrl4QWJh33RH42htKAAxRzmaBp/CMDnOycizpzUwsv3//ZR1AqKeanM4pGMqrtNWq0WXmA2Jw2Ltv1cys/NxR85ZVBy6VGd/sp7eGbgQPBsXDsrNw1FXrUCg5mfOjRq5/oPBLaKhlBA90lJPWtKARWK2YUlc6oINW6cN6U/hfSkRzT4lhhRXMD8uzSGyKEP02JMwqhCnD1ysNHn5XK56D5zLvKJ2tQwEgZIDn6BwgL7nx9b/lyDnBAboTIAOBTQQdsPEx95FpHZfjb3zY4ugHegadAnBA/tST9EUrFQQQYJV40x80aCy29+prkNQafTYdOir/DniUOMfjy1EIiCJ+bMfQV9n3rUpe1zBCTXQqhxcUSNRqOGxGL+IiKue6PPW1OjxPvb8qFQWIuUXl4GLJnazi5z59YJdF9JmUSHyqL8RrfPVexO4zAVH7zPyFb1F1mkRroQXcN9MO53N24ag1uoacZc2vUHMm7RQzVJaNB/WiR8QtkN9IxGI3ad+xQ7jLWpLqOpdhjfexG4HPs6pvYSGd8dU5ZOQVBQJi0VAwA0lAwX9hHY/vEKaDXMAx42Oj85Gt0+noSKgDLIdeVW23kcPkI4UchccQYnP1oLbT29Drr27IMRry8COeMbXAwYgVJ4Me7nBTl6lB8FueENHP78PVw4aX9aVFl6Lnx19N+uUJuF2If6sxzhWAQCIZ5dugJ8Hj0SS28oxqb33kBNpfX3+l9k2JRpyOLQB3NBN3dCXu14k1BHMqBPIoRGUy/UAB6OX71k44iWwck/dyGPxafClxJj7Buuiab5e/Vm6GAdvUCAQI8Rdc+WOoJio2nwH4Da572CRdwQU3W/yrNT74HP8Jl0IBHZlj1tqrigANvSC6Ag6aaRfqoMPJPYt06B6ETy9vv9ea5Zz16ns/YmczRhHTrTlpWKbCiqa8WqvuMfAgf2RNVQuLL32P2lzn2Ho8YsKJVjBJL+3uSA1tJp17EL7vDo6VvGa44pqy3zkED0+AIoUTvZ44MqpP+6FFo7fhOFQo67sgs0rx4mwnM9MO6R2sizdoXtEVDJ/j+q4xKo6ZAFkkOgNeGF2S+8gEBJJIqVEvAIHcbM7gWxH/N7uqWReuoSvnv/M9zSlUDPIkhLIcDQqE547tN5kPi0zM/Ntfj/MNgZweYoMm5dhvl8hkYIBIZGNuqcOp0OC365hlKGKkdCEfDOI97w9bGvml1gVCwUSrPzEEDK+cONap+rOHX8IrKK2dOegvw1GD9uSL3P68unl+RW8uz3TnPj5kHFLdQ0UzKvXcK1A0arCk+dB+nRpgd7OKHBqMeWM+/hEDcdBAVMIHtgdM+3wOE456fmC4QY9+4r6DWGgoCghy1S4KCwMBKb529G5tX6eWiQJImeLz+BjoseRZEoFyqDdWqHkCtBkK4Vkj/Zi3Nfba53WHhQcCjGzHoZ0XNXIyluKlK50Yz7kTCgs+Y6ok4sx8XFc/D3lg11pkXdXLMffI5phlBP6dBmomsGeP8i8fDE0x9/AR6XLhhp9flYt+A1qJW2Z0T/C/B4fFD96cbC/qjAyY32ey01BQKhEIE12bR1uQKfJmqN47h24SarV0X7mAiXRLIAQImK+f72o0QuqTYFAOUS0/3ZJrA2DUbJkh4hEdb9veSmM6c9VsKD9XstKynBbylZkJP01CgfdRam9uoBoajuVIwsrqm0NM9sskDnAgPsYdNmgoAp8pSCGofW197bbTp2gKe9PjVq+vdeGUQ3JaWclVLaZRBtsZ3uLu4mJznk1LHtopGVMOv+cowuBUd//rHO49buXo4SL9t5LBINhUfjZuDiH3/jm4Wf4nR+CoQ3wiHQs0/Bl3pS8OiqwfRP5iLz+C2k5pAgYMTgsVHwa9fK/g/WjPn945XYvHc3Sgj2d2845YHnTkxMpAAAIABJREFUZ8/C4FmTXNgyx9PUqU9FaTdoy0pp44Wij9efQTqDQTaXBF4cYESH9vWLmFYp6M/PmoqGRW+7mm03VIzePP8yKKiCfaMNIoKCacsqnuMqo7px01JxCzXNkKqSAhz9+TZ0oHciW8XkodcE9mpBOp0Ka0/Nw1lBEbhGYJpkGAZ0dc0MdNcxYzH+/cHwkmZbbVPq/XDgp1wc/P6Hep+XLxSg38Jn0Pr1AcgnMqFlqMIiJb3gWx6AK+9uxbV1u+t9DQFfgKHjJqLvgq+QP/IdXBV3Z02LijTmICFt6z9pUV8gOyPdap+cs9cRyKV3LIuNOQjpFme1r7Px9g/CpPeWgMuhz4artdlYO/cV6JzsE9ES6NFvIK6J6SHR8eWnHDYgcha9o1qDMBM1qnmBuHK55UbV7F75E2vVl2CjBKNmPO2Sdlw+cAilLOkIgTLHVg1hIyvvHqr/6cOTRgrx7fpAq9VCTjBH1AS1DmFcb05FIXNYfRWH2bOsqqICm5JTUc2jV0/y1uRgavcESKR1z3Zm5KSiyLM2aoCgAKnYlLam1zlfqJF4eEIsoT+Lc83ua6kdkUgAUGORaihtl0Bb9inSQq1yvMdE36EjkU+YhHYOKGQc/sth5x8wejiu+JlSuRJK/8aJfezpVbUGwnWneYVmh+PIur+w6/JJFP8jSlSVqhF2z3bJ7szwCqzb+A0uXqidmOnRQ4rWQ1t+dafMy8n4dsFiXFPmQ8sQ1QYAIvDRLygWLyyeD5/wYMZ9WhIkl77s6ogadQndiFZtZ6ojG6u2nsDFdIboJgJ4rHM1Rgys//8pZaRPrnD4lSx7Nh+uXUnGvSL2qCE/Hx2mTRnZoHNHtm4Drtn9oSVEyM9xfFqpGzctCbdQ08zQaTXYvWQ31Eb6C8HPOxNjXnuJ9Ti1ugqrzs5FkqgafAMwy+dxdOvg+BLQtvD0D8aUJXPQtmsxSNAFAAN4SEsOwaZ536M8r/4PXomfNwZ+8ByCpnVAvj4DBso6ZNibHwjJPTHOzF+HlD0nG/QZunTvhRGvvw/+cytwMXAkSsGs6NemRR0Db9ObOPz5uzh/whSSnrnzMriEqZeiNiiQMMd5BsJ1EdgqGmPfWAQOh/4/pVTdw8/zXnvgSjs3hM6Tn4McpkE4D3oU/7W+CVtUNzFt28JLQ++MXiuz37epOaHVapGSy+ydxAEHvYf0dFlbrh5jFrsEIDH6edeIRdfTTt3/21dOQiySIOnIMcZBHgcc9H647o6xrobZn6aGay3UVFdV4ddryaji0wUgT20eno7vCJmHfYb0J5K33/87uJIHidhk3q0zuGaKPaYPvUSuWpOLouxagV0ksK8LVEmokZJkEni6j5oCrVmUvkADXDqwpfGNtYAkSRSE09sfJ7+KslLH+VENnvECUnkx95cjrqxGyh3rCQgA+Dt9I5R1GAgHVHBRdEONXEJuFR1XekuP0CIBy5EARQB3w6/DIKtBm1A9uj0ztB6fpHmyc9mP2PDHNhRy2A3fQ40yPDf9GYx69RkXtsy5kBa3lquFGqqaLnoYGlGae+/hS9hz05PRk6VP60rMnNCwlHbfYPrknVSmbvb9sQ1ni2G04TfU16+4wefm8/kQ6+nROPeyMxt8PjduHgTcQk0zY8cnP0Kuoc+myPgFGPve86zHyKsL8M2F+UgVqSHWAXNCnkVczBhnN5WVIc89h1Gz20DCs35gVynDsH3JaVzcsa1B5/aNjcDAT2dCMiYQhZosxjQJf0EYcF6Dkwt+Qu7Fmw26TkBQCMbMnIPouT8iqcM0pHCZqwXUpkUlIfrkl7i4+CXs/WQFAvl0E99KcTlkIbbNFJ1NZFwXjJ69AByCPgteI7+NdQvfbKJWNR+CgkOREkE3CW2nT8HhHb83UYvsI8pIT9EpkUSiuop5QN6c+WPZSlSwlKYNoyToNqLuikaOQK1SoRjMUWYBlBCefq65j/MUKff/9tXWXjPtym3GfWWUADJv22lvBq0OAgOzV5iapA9gFDU12HD5OiotjHg9dAV4umNbeHrbH46eTZpSgiKJduALTIN0va3evgMZ+MRUcAhzYUmPoxtqq7t1f3goCDt8aihQOP/nvvvLQpEYZYH0qMua25ctD3MIiY+Np4nIImhw3gGluv+Fz+MheuoClKN2llwMNVR/LoG8mh7dtmX7GuSE2K4ux6EAyZ1QgOCy7sO7FgKpmj0FSi4iUNP3HIbMbXkGuuYUpmbi+wVLcLEyC2owe/8IwUMPrwjMXrIAQTGRrm2gk+FZRtTUZWrk6OtbeBdyvBr27E5KvofVp3kwMOgnbUJr8N6MgdYb7KRt76E0AUvANyIn2TnPEUeQejcLKcXs7xovLwOmT2mcuCrS0vsvxTXMlQrduPmv4BZqmhH7v/kepWWRtHVCTiUemfcweHzmWajy8nv4KmkRckV6eGqB11q/iqhW/VzQWtuEd4jHlKVPIyTU2mhYS0lw+ZAAf3ywAhpVw3xSwvt0Qf+lM0D14KFEk2e1nQCBIH4kanbl4/jba1CWlsVwlroR8AUYOnYCEhd8iYKR79lMiwrT5sCn2ovW7ZfrytHrzSkNurajadetDwZNex0EIaatryy7hvXvzWuiVjUfhk56Chkcukl3SPIuVFU333Dkgb36gk+ZUi50hBDHLpxtwhbVn6rSUmQqmTtjApAYOdV1A7b9P6yDEszpRTEdmT2snEEZ3xQZFSapNZSVy5mFLAnFPij+lzMbNkNsZD5ezzeJAGqVCuvPX0K5kJ4uJNMVY0rbaHjXQ6hKy7yN4n/SnjgUMKDz4xAIzYUa10TUkCQJmTfdO6I48y4AIK5HD7t9apRqurBERNDFe89C2yJGQ5F5eOCuVzfausjCc9Ax1QZuIEHB/lAMfwP6fzzxQqhCXFrzGQyG2s+sUMhxV1q3gXBYrgzlhcxCpwg8dOAHYM4bbyCutLtNeSw3SIU12z9ryEdpFuz/Zh1+WrsOeRz2QWaQUYqnx0/EY/PYJ+FaMlyLx5LRxRE1QovS3LLgCJY92SkuLsenu6vBVA8jwFeHJdMTrDfUA6FUCrmc7g+We/t8o87pTH46nAq9Db/x7r4FEAjYI+bsQaKnPz+qCfcw1c1/G/cd0Ey48OdWZKbQw8x5UGPw9LbwDGL2HygoSsKXtxejRGCEv4aDN+LeQXBgZ8Z9mwIeX4DHFr6Cvo/xICToVXQoECguicRvC7Yh7eIpljPUTdtHBqLv0mmoiVKgUmsdwcMluAgho1D4y02cWPQTlOUNjzbo3L1HbVrUzJW4GDgKJRZpUffkneEroP9WJfpUXDnX8M/naLoOHIY+42eBAP1lWpJ3Hr99uqiJWtU84PH44A6aAqPZEMIPlTi9ofkaC0ukUgTU0EXIbJ59aSnNhT+//BkKliiWcI4EEXGu83bKK2SuhuZFiTDkKdeYeypVCpTJTNO38TG1wjubkbDI0gyCgZsXDkPKYMgOABxJbSSFRq3GutNnUCaKpG2X6kvxRJtQ+AcFMhzNzqk7O+//HVzJR2hgOPgikyhisOVG6WDiR42iLev0hUi9dhGA/T41CoLe3k4jJsNodqisGkg+d6RxDWWh3aix0Jt11/xRjhN7djn0Ggk9u+Jma9OkQkfVFRzeXJvOZa+BsPqmdXoJD1y0Ibwxe/YLmPJ/r0EoFmHquNmIyLFdzSgtNBVnzx+r/wdpQspzCvDDwqU4VZgCFYvgyweJLuIQvPDRW4js1sHFLXQdfIuyT65MfdLr9ValuUNjuzHvzIJGrcHCTWmorrZ+PkilFD6aFA6xuG4z9brQquhRzlptYaPP6QwK84twp8SfdbtMZsScpxsf+eptUdpcyXONL5wbN80Vt1DTDEi/dBbXj3BAmf0cBAzoMoxAZFdmb4aM7FP4Ov0bVPGBcBUP/4v/EN7e9XOcdxWdh4/BhA9GwMfDOqpFafDFkXXF2PfN943Kze06/VF0/XgiyryLUKO3joDgc4QIpiKRtvwoTi9ZB6264Sa6AYFBGDPzJcTMW40bHaYhhdsGOj0BMS+etl+ZJh+dpWfR+vTXuPTpbPy9eT2UiqavtNRnzOOIH/EUYBEZlJd2HH9+taxpGtVM6NanH65Je9DWxVecxq3rV5uoRXXTzULIreSHIvlmw1L+XE3GjZvIoZjvCSkEGP/mTJe1JevWLRRzWKo9ka6pNgUAV2+fgZ5TO6jxUAHhIbWRPDUE81SmX7DttKecK0lQarPgaWQuOS/z9YdWq8W6U6dQIqZHiUgM5Rgf4Y/g0ND6fgxk80w+J5Gc9gAAkcS8Ep7rhJruwx4CyTGPBqJwZlutCCHk2+tTo0HGnTv3lwNDI1HuTz825/z+RreViajWbXBL0JG2TnTH8RMAwyc/gSSJqc/RKWsr9u78yy4D4eCMUGjMUpo4INCK8sCzEyfj2U/esjLIfXbgAvjK2Qfvah6Bw5WboWwh1QmPrt6CH79fjRyC+T4DAH9KgiljHsHEd+eAx2OOzH1Q4DWhUJObegOkWXdSxwNComLrdY53frmAgmLr6BC+AHhrlBDhYfUTrtkQWEzuCcTN8//9u13XoLXRbe7qgGgaAAj1pYtBKl7LLE/vxo2jcAs1TUxlQQ6Or7sHvUWEQ3S7QvQYO4HxmFupe7Ay/xcoSSBWJcIrPZdAJg1i3Le5IPPxx6RPX0ZcjzLwQI8jNYCHzJQwbFmwBiVZaSxnqBuSJNH79SfR4Z0xKORlQ22wrsIh4soQoAzDjQ924sLKrY0Sh3g8PoaMnYDEBV/gtn40ZDzTgIkCwKMugiRrOycRVB4S0n9HwVezsPe7z5Fxr+Gf0xEMmfwM2vcZB8B8Np5CRtI+7PlhRVM1q1nQdfJMVMM0y8WDAeX7NzRbk79OXbrAU0uv6HMpz7r6WnPkwKbdrFVQIqUedXqvOJKjm/fAwBC1wgUHA59wnedXWrFJFPRV1M4mply5wjpDnzBqsM3znfjtVxhAwQvMA8jQiEisP34MxeI2tPViQyUeD/NGeET9UwbuZtxEiUftd8mhgEFdHgcAiMyqZrkyogYAvILoIlRFUa2Q1HV4X6bdrTDCiNPb6FUF1cEBtGVRgfPMvGW9htOWYwzpuOqENMeez72OXE7t4JGEETE3N8OoZq/yAgABFRwU3jKN4oKNUkwYMALPL56PiK7MEXG+vn7oUNQHpJHdr6bIx4Af937SgE/hOhTllVjz9jIczriBGpbIQBJcxPH88dKHcxHTrzvjPg8alkKN0YUeNbkp12jLCikBkrS/6tOy9cdwK9vDaj2HAzzVQ4WeCe0a3cZ/adWR/vyRSbVQ1bCLfU1BeVklbpawjzHEYgpznmy4V485sW1iaXYJao4MFaUts0iCGzeOwC3UNCFajRq7P9sPNUXvBPn7ZmLEyy8yHnM5+TesLt8OLRfoovbEC32WQSi03YlqTgx85lmMeaU9pHzr8M5qdSh2fn4ZZ7dsbtQ1+BIR+r83HZFz+iDfmAG90XqA48HzhXeRLy6/+xtubPm7UdeT55ciwEifFSlSpaOVZ6b1dVGDHhUnIPrtLRz57G2cPXqwyQSAMbPmIDp+NEBzCzDizvkdOLxpbZO0qTkQEBiEtGh6FZ22+lQc2/VnE7WobsJ1FgZ80gioVczRIc2F83v/Rh5LGWxvSoTH32KvcucMyvTMgyx/owhRnToybnMGJZSpklcAt9Yr5saxc4z7SiFAaGtmo3MAUFXLUVR2ExLvKPAYBDGVkcTpolwUSuizzSJjNcYGSRAR1bAozdNmaU8hFXwE+ddG5IhlZuW5WVK5nEXixCdg/qwzGMtw4e9d6NJ/gP0+NTX0qKaIvnQBz6fEiILse3AGPfsPRAaH7h1Ueqpx7y4mZDIJPCYuhAK10U9ekGPsRT0IHfNAm0MBsrth4BIkfCkxRsR0xZwlC9F51ACb1ym5nYWqM16ISLddijozvBg79m1s2IdxMmc27sLKz1YgE1VgLAkEwIcS4/EBw/DkB/974KNozOGRFkKNCyNqFEX0iQq1pO700H/ZsPMMjqcwG6YPb1+JiWN6N6ptlrTq0BVqjal9HA6Fu2cOOfQajeW7389CbaM70cmvELJGVNUyRySVQGSg92dS0pt2YtONm6bELdQ0ITs+Wo0aLV2llgny8dg7zOZyx6+swnrFIRg4QB9tEJ5NXAoer/E5sq4mpG1HTFk2HWGRWeCAbvimo8S4dlKCbe+vgEreuOo1shA/DPx4Jrwnt0aBLgNGhhlcH34whMkkTs//BfcON8zE7crK7RByzWeKDQh/rBtudHwWd8kYxmO4MKKT9ibanFmB68texv5N61DTBO72416di9AYyxl5Pa4f2owzu5p3xSNnMnTiU0i3GBSF396NqormaSw8uHtvkJRJaNAQEhw723y8kZi4eOIyjCyD9XatQsHnuy7d6Ojm31mrTgUHuDb0ukxqCn2PCaz1VagsY342SIy2Z4lP/rwOFKWE0Ns6dUlvBA7FT0W+lD47LDTW4CEfEtExzM8ue8gRmNJco7gmHw6xp8k/ydVCTZsu3cEn6aJA0oEDAACZ0b6BnIJDH4y37z4A1WbzJAQF3Dzo+DLd/1LVJpG23EGVhNxcx0fPtW4TgXsdnrkvPcQaMtHvInP6W3ieDNp8Ar39ovHyh/MwYDpzJLA5ypJK7F11ATqKh5Dr7RFcyi5gGDjAZdFRFBTksu7jalRyBX5553PsT76AaoK5mhoHHMRyfPDyojfrFK0eRAQW9bldWfWJqiyjLesl9vWTT5y9iW1XJWAK9uscUYXXnnJM1IglCjldKC4vusOyp+tRKZW4XsYupgqEwOxH6+f/UxeWlZ8KK5tnv8uNG1fgFmqaiL1frkRZZSRtnYhTgcfeHmtV4cloNGLv+c/wh+ESKAIYbmiNSX0+BJdjfyhnc4MkSTzy1svoP1ECIcfyIUygtDwSW97ZiTsnG2/OGNQxFgMWzwR/mA+KNMyd2gBBOPTH5DixYA0Kk+7afe78y7cQYFEpqMiQjch+CRjy2OPoN385ih5ahCvSnlCDeeDZispHt4w/UPT189i30vVpUZMXLoJ/GH2WiIIG53auwdVjB1zaluYCSZLgDXmSZizsgyqc2fhjE7aKHU9vb/grMmnr0ln+35oD+1avRyGHORc/0CjBQ7Onu7Q9KUnM95wYfJe2JT07BTXC2v85voFCfPs+AACVgbmUtYhjW2C4e6tWrOMLpFbbDnaeinzfrrR1AqMCozyNaNcIA+fb966hVFY70uEagUHx4+9vE3uZVA1XCzUAEBBNF6XklRnQaTQQ8u0bRFYSauRmZNLWVQfRUySI7HQ4iwGPjLtfRhsAeNAj6S/HRvpp1Wr8/sl3uFFzDgc9TX5dg2uuoPUteoSVWEPB724IXn3vLTz8xnN2RYzoNVrs+exvKA1CyEgVHpn/KEYGToNYy54CVSkBNp5f3vAP5UCu7jyE7z79EmlUBYwsUTRelAgPJ/TFtI/fBF9oX7TWgwbfoj63i4q8AQBIi9LchGfdKbQZGXn45ogeTMXUwoPU+GhGH0c1zwqjnj4ZQHCYTe2bgpWbjkFRw/58jPMvRkAIu8lwQ5Do6ZG2VS5Ok3XjpjnhFmqagLNbNiP7XhhtHQ8qDH2+E2S+dIMyg1GP3899gP2cWvFgHKcrHum9EBzOg/HTxQ0cjkkfPQw/70xYhg6rjN44vqUKe75Y6ZD0oKiB3dBv6XRoOxtRZuHpAQAcgkAwPwoVWzNw/J3VqMotqvOcadvOgiRMnVOtUYWOM+kVRjrGd8PI196F6PmVuBg0BsWEL+O5PKBA98ratKijny3EmcMHXJYWNe3DpfD2o5shU5QKx379GncunXFJG5obCb364qqsF21dfNUZ3Lx2uYlaZJsu3vTOXoWwFdJTm1/IsFarxe10ZnNSDgj0SIxn3OYs5BXlKGaZFfenBBCKXBe1eD3dFAXlK+dB8I9or+AwCzVeXuzh5rcPHYVWXwAA4HPoHe2/455Etj/dNJtPqTBCqkXHTo2rHHgmxeTjElwpQICfKWq01qOmti1GGKFRujY9b8jUGQBMExxGqgbHtm1AuwH2+YYYYMTxTfRIQ8+O9O/Rp0gPRSOjQdkQCIW4508vMBBTdhEqB32P+79Zh28++Bx3DPkoiMzDue6ZSCZN3kXjc6/Cq8jkyxOeE45nF8yFsB7Vbw5//hdKlWLwCS0eeqUfRN4ydEvog5gC2+JgVqgca//4uv4fykFo1WpseP8L7Dh/nDX6jgCBaHhh9vxX0HPCaBe3sHkhIC2FGtdF1AgV9H6TOLAVy5611NQo8f4fhVAqrNvo7WXA0mlxTk1b8/Cl+4NJpM0jbVmj0eBSKXs0DY8PzBrV1uHX9bQY3yh4Yodfw42blsKDMdpvQaSeO4GbJ3m0Ck8cGJAwmo/wjvTZTb1eg/WnF+IULw8cCnhaOBCDu81xdZOdjtjTGxM/egWdE6vBA/0FZQSJ7PRW+G3+zyhMc0w4aIcJw9F7yVRUBVegWmdtUkZyeAjhRiPn+ws48cHPUMuZy9qm7DmJID7daLOMVwTf6DDG/f38AzHmuRcRO/cH3Ow8HXdspEV11CYj5ty3SFr2MvZv/MUlaVHTPl0OmQe9s2ykarBv1RJk3rru9Os3R7pPeQ6VMKVrkDCiqpkaC3fv0QsynalEPQUCZ9JTmrBFzGxf/j3KWbxpQikJej/iOuNeANi76ldowFxRqXP/rozrnUW+MvX+37662gFxUVYW5Cwmpe0SE1jPde6vP+7/LaRMn+9guyeQGUiPoONRagzh16BLfOM/b47AFLUYTXaibeNyueCZvfsULg5p9w8Nh1BAfz7fO38WvYcPh4e9PjXV9Cn3hGEToTY7lK8FLv/9W6PbykbCI49DY1axzwtynNj1h40j6ubs5t34euGnOFWYgkpCBWEnBZQCAuAS2N3TgFLUenYIocXEpCLwVAL4V3Iwc9yCel3nwpoDSC/ggQMjhj4RC+/WJm+3mRPeRHi+bZ+Lu4FJuJZ0of4fsJHcPnIWKz9Yjjv6MkbDcQCQUUKMaJuAGZ/OhcSr5fgGOguhgB7x7UqhRqygT/qFxLCL/zqdDvPWXkdZuXWEukhM4f2xvvDykjEc6Thiew8FZdZkkciAgtTbTr2mPfy48RBjefJ/ifUvQ2SUbRGsIYR40T2CVDz3/eTmv4tbqHEh5bmZOLkxx7rCU8diJDw0lrZOo5HjxzNzcVVYAZ4RmOn1KHp2murK5rqcxClP49G3ukImsI52kWuC8ddXSTi5Yb3Drtd99gR0+b9xKJbmQ6m3dtkXcMUINkTgzuIDOPO59eC89EQGCLPUGIW+Cj3fmFTndXk8PgY/Mg795y9HycMf4Iq0F1RgLmsYTuWjW+afKP76eez79jOkpzlv4E2SJGZ8vgJii+ovRmMVdnzxAQoynWOS2Zzx8w9Eemv6zGis4R6Obt/WRC2yTaiaLjwWSsKg1TJXC2oK5BXlyGCJNuCBxJCJrhVpAKComjkFy5cSo9eYkYzbnEW5wOStECarnam8tPcImIxKheChYyJzxaKqgiKUV5uEbbGxVhg7EjMe6cH9aPuSlAYDyUp070GPDGkIN1Muo0xW21bSSGFwwnirfbjmQk2V6325wjp2oS0rFTmoqSxvsE+NQCBERSA9zVCV4jxhOyg4FLfE9M/gm9GwqMfbR87iuwVLsOfGOZQQtfeBX7AAOaGm30UrVWBrxwjo/olECqZKMOq8BO3kvSCsR1pP6t+XcOVabeRar0RPRPbvZLXPU93fgKeN6sQKAYG9uWuh0dioE+xAdDodtnzwDbYe2ocyFnEZACIoT7z42ovo/8zjLmlXS0DIt4ioYc9scyj5Wangm/17GLhAeCy7GfyH684is8A6YoPkAS8NJNA2tv5V7+qLh28AahT0iJ30ayecft26OF/GXumJSwLTEpl9qxpLm9b0SUwV1wuKGuYJUzduHnTcQo2L0KgU2LP8EDQUPZ89wD8Tw1+kmwfXKErw7fl5uCNSQqQHZgc8hY6xj7qyuU1GQGQMJi99DpFtcsCxqFKigwg3z3lj67vfoqbSMTm8pICPxHlTEfPWEBRwMqE1WoecSkhP+FcH49p7v+Pymu0AgMtrtsNfQH9JqfzUEMqsvSBsEdelK0a+9g4kL3yHS8FjUET4Me4ngwLdq05CvGUejn22AKcPOSctiiRJzFi+EkIBvXNiMJZh6ycLUVZU4PBrNneGTpiMNG4kbV1Eyh5UlJYxH9CEDOzSDVyz6BA1xwMnz55uwhbR+eOLNawlbMMJMWISujBucxZJp06hhGUA5u9ib4kahRxlUtNsfXxsrQFpaX4J4/4yit2D6NhPPwP//B+QHG9IDTU4Fv0oUsPoZphc6NAfJejdyzGVTM7d23P/7+BKEfy8rb0LSJgGcMomEGpGPDsTBEy/LQU1Dv36M0Q8e31qNCjJpz8HOVH0qllehUqnRt0FD3qIthxhzMXZowftPj4vOQVr3l6G3w7tRT7H9BsYKD3k7XJhGfxQGpKPHcGm9LCu2jvwktufClJ0MwPH/soBBQLtIo2InzKIcb/Q0AjE1wwAx8agvsBfh9W7lth97YZy79xVfP/+Z7ihKYIOzKmHEggwMDwOsxbPg2eQY306WjoigaXXomsiarJv0VOTFVKAz2eeCPvutxO4nGEdrUEQwNjO1Rja33XvI5WCHk2mVjWtefaaX/ejvILdB7NNQCU6xTs+7QkAvH18IDSanksUCKSlpdo4wo2bBxe3UOMidny0FjU6uv+MhzAPj70zm7ausjILX195B1kiHWQ64NXI2WgTZVmV58GGJEmM/t9LGPy0D0Rca0GmrDIC297fi5tHHGd0K/bxxID/ew4hsxKQb8iAgbLuZHvy/OGR7YHTc38BdY8epVChLUKPV59o8PV9/fwxesaLaDfvRyR3eQ53yFhGm0K6YE5iAAAgAElEQVQujOigvYXY89/ixrKXsH/DWsirraOBGoNAIMSzS1eAz6MLUXpDETa994bDRLKWAkmSEA97Cgazx6U3qnFu85ombBUz/kGB8LMwFU7Vu2gqsw6y7txBjoFZFBGDj3GvPOPiFgEX950GxXCn8cDFiJl1R8c5kiu3T8Hwz7+YlxIIDaw1KVfqWIyEWV7fBoMBmZmm9JCIiB7IbdUFKRFDaftxoUdM3hUkJvazPEWDyRGavIda85kHOSRhGrCp5DbCJ5yESOIBiZQuROclX0ebPvZ58+hhwKH19NSm+FFPwmAWQCCpAW6ecZ4Re6eu3awqCqov1W28X11chvXvLsdPGzciE1VWaTxBcQIUezGn9tzulI4zItN31CX3D5w/wVw23pyaogrs//ES9BSJIJkKA//3sM39Jzw8DZHZzBMW/5Ieno0DR3fb3Kcx/Ln4e2zatQPFBPv/Zxglw8xZ0zF89lNOa0dLRtBEZsLyArqZN1tp7l0HL2BvsidjVfW+bSowY3x/ZzSPFR43gL4sdL2Ibc7pEmYvRQDgcIFJ3ZybjiTSVdCW88qYJyzcuHnQcQs1LuCvz1eivJreMRRxy/Ho2+NBkibFuqg4GV/e/BhFQiN8NQRej52H0GDHlr1rScT2Hogpn46Hv28mLN+maqMnTv+pxK6l3zp05tI7IgQDP5kJj7HhKNBmgqKs3+IavRKePHpHUtjBi/ZbNhSSJDHo4cfQf/7nKHv0Q1yW9mZNiwqjCtEtaztKVjyPfd8uQ3qK/dWq6kLi4YmnP/4CPC5dXNTq87FuwWtQK10/wGpKunTvhase9KiDrtVnkXTpYhO1iJ04C2PPclEkcrIdX8K3vvy9bgerF0yEUAbvIPYwa2eg1WpRSjGnhQUYRQgIZfaachbppaZ0GR+lyRNBQTALNTIJ83Phyrbt0Bv/FVN5ILp1RkrUUFBmaZocGNDl7k507eg44+brt8+jXGpKexqUMJZxP/PUJ5WiaZ4jMX3pZa7V2jy07tAOMor5O7WkpoIeeekbEIKyAPqAsPDS4cY1sg70cfSBZJz2Fus7QKtWY9tH3+Lbr75FirEcWli/MwVCAgVReTaveaRXKbKIWgGfAwq+J79BTjZ7lKVercXezw9AaRTCg6fCmIUPg0PWnWI2a/S7CKhg757quATOGnahsrKCdZ+GkHcjBSsXLMYVeS40DN8RAIjAQx//aLy4eAH8o8IZ93EDiC0iahi6Uk5BX0Ef0Gsl1pGR15LS8PNZAYwMj9aY0Bq8M32Qk1rHTlBrel9fJtNAq2E2uXc2v209iKJS9ojNyAA5evdxrum/WEd/N5Q3Q19AN25cgVuocTKnNm1Abib9Zc4jlBj2QjxkPqZQ2azc8/g67UtUCCiEqLn4X6f/g59frOXp/nMIJFJM+OAVJAxSgm+RomAEF3k5Edg89xfk3bnh0OuGdIvDgCXPgZMoRrHGNEusMajhJw6h7VukykJwz/YOvT4AtO8Uj1GvvQ3ZC6twMeQhFBLModUyKNG96hQk22rTok4d3O8Q8crbPwiT3lsCLoc+s6LWZmPt3Fegc5FPQHOh95RZNGNhLoxQHGp+xsK9evWGxGCKejKCg1O3HXt/1Jcrh48ij2V22osSYeKCl13cIuDgTxshB3NHOCIqhHG9MymBKdQ9kFsr7CuqqyEnmO+zyE7M74erJ/ff/9uv7wQke3WwEGmM6Jz6F7rkn0Z46yimUzSIC5n77v8dUiGGryfz84o0q+ihVjRNdZMBE54ChzBPQzbg2IZ1kBntE9uVDLk52hC60CgudG7kYb/RD9PeCRxQuHtgh9V+e79ai68/+BzXVQVQgt2vStRRAYXAdnqKr9II6bg3IEetp4cnalCwaTHUauvzGo1GHFy2C2UqMQSEFmNe7Q+Bh33VW6QSKQZKJkJgIxqw1JPCz4cX23U+e/jri5+wdvMmFHDYvTCCjVI8O+VJPPT6cw677oOKRGSZ+uSa65I1Fu8ZD3rkR1FRGZbslUPL8OgP9NNiyXP2VYBzNNHdEqHTmZ6NJJdC2oXjTdKWw/ns5skEAYxr1/hJybrwsFD2FFz7RHQ3bh403EKNE7lz+ihunRFZdJL16PGQBGFxprDwu/cO4Nuc1ajhAdEqAV7rthiens4x6Wqp9JowGePm94KHyHrGr0YXiL3f3sWxtT87/LptRvVF4tJnoYrRoEJbhGJVFkRc00vMSBnBI/go+fU2jr+3BooSx3fOvf18MWb6C2g/7wckx89kTYvigEIH7S20vfBdbVrUrz+jqrpxVVUCW0Vj7BuLwOHQSz8rVfewdv5rzU6kcCbefr7IjKF7Q7QxZODIH1uaqEXMkCSJYCV9lrtAHNKkv9XZg2dZq6XEhASAz2efvXMWWVmFjOtllBDDpk9xaVsMBgPKzEqytg2tHSxc2HOA8XvjgYuuI4ZYrS+8dRdyVa3pt1fCGOTFDYfR7DVPgEKHe/vQK/cwKuHp0O89R2QSmtoI2GdbScLUHp2maYyuSZKEh08kbV1JdgpEdo4/KggNKiroz/qYgXQjWZ9SClmpNxvTTJuQJInc0F60de2rLqOqovaZf3rDDny18FOcKU5DFUs5aaA2wik0SIycMNupFgQFtK3piXbtY1DYew6M//RrogyZOLlmhdX+F1YfQGaxABwYMGxKO3hHsZf5ZWJA4nC0zom2uU9meDk27fyxXue1pCQjB6sWLsG50nSoWSL+BOAhQRaOOUsWIpRFIHVDRyxsGqFGoKD/hkI/k+iuUWuwcFM6YyUjmcyITyZHQCRsGkGAJEnI5fRrF2cnubwdf/11AnklItbtYQFKDB3uGE8zWwRI6WKRiu/BsqcbNw82bqHGSZRkpeHMb4UwwLwjTCEmvgxdRplytK/d/h0/lG6FhgTiVFK81PsziMQ+rm9wC8AnLBJPffYiotvl0QxTAUAPAW5f9sdvC1dCXlbk8Gt3njoGrab2QJA4kra+QJkOH2EweBwBQogopH91Cqc+WQut2vHRJiRJYtBDj6L//M9R/thHuCzrDaWttKjsHShf8SL2fbsUaXcbXuoxMq4LRs9eAA5BN0qWV9/GurffbPB5WyKDH38CqVz64CEqbS/KSptX/nRi+07gmBlgKrneOHe+bj8JZ3Dwl80o4DBH0wRQEjz2yvOM25xJUVYWijnMg1d/Dt/lwlF6zp370Qx8PYVOsT0BAHkpWYz7yygBhCLrzvTxjesBGOHVZTiKE8bDaGbcS4BCXMYB9M3+GwBQxXFcydmrt86i4h8vTJ6BwuBu41j3NY+ocVX1Hia6jqaLrjp9IXwivFn2pqOHAQfX/Epb17pjN1R60yNS7hxtXNnsuuj76BNQmBkjS6DGsS0bsHLhYuy7dRGlNjxWACDEKMP4gcNQ2i7bykDYkvB8KSaNm1l73aH9cS34kfvb4quO4/B2k2fM3T3nce1GrQjXd4APWvXtUN+PBgCY/cQ7CC1iHzhTBHDT+zzS7jUs7ffgdxuwZvVa5BLsIlUAJcFTY8fi8YUvNuga/1VEAvozlDLCJRUIRRaluQNbm6qLLVx7EYUl1s92vgCYN1qCkJAAq22uRK+hixFGyvX9ij3pJKNvDwCAAEa1cs0zu3UEPdpTSXo3qwqWbty4CrdQ4wQ0ihrs+/IENBR9YBsUlIUhM2feXz59/Sesle+HngP0UPthVuJn4PPtCw3+LzPy5Rcx7NlgiLmlVtsq5K2w7f8O4fr+vxx+3ZQNx8HjmDqNOqMGnqSFVw1XgkBNKyR/uBvnv/nNaVEM7Tp2wahX34bHC6twKfRhFLCkRUmhRPeq05D9vgDHls3HyQP7GtSmdt36YNC010EQ9P/PytJrWP/evAZ9hpYISZKQjZwKvdmj0wtyXNzUvIyFw1u1go+KPsi/rWqafPfku+mM6wkQ6Jrg+JRBezj4y+/QM1RyIUCg90MDXN6eJLPyyn5yPvi82sGEQs08wy+mrF/dOq0W+YXX4NlxMIp7TIIB9PCQ2Owj6JdpqspUw3WcUHMx05RuFVIhgZcH+2QDyTW1S9tEETUAkDBkFEiO+fObQkVmGiQs4rcl1WXWIkhNEH2gReY41xvK09sLtz3o3hZR5VeRD9sG8/6UBGM69MJLSxbgZMVxFHsz+yD9i1hLYXTrqbR1w56Zjjt8kwDT9tYvSE66g8Lr93BiXz4oEIhrTaHTE427n8bGvgSpmj0FSi4i8Metb+t1zqrCEqxeuBTHc29DwVKFjgcuOouCMPvDuYju6Vw/jgcRkiRBWDymVE4eaJcV50Nkpr9TBBAZVxuduHjdMdzJsX7mcbjAtN5qdItv+kgpiawVbVkkcW1q6PGjF5FdLGHdHuynxrhxg1zSlpCwMPApk92BESTS09Jccm03bpoTbqHGwej1evz50Too9PSBs6c4F48sMFV4OnDxS2zRngVFAIP1EXgq8VNwufaXu/yvE929D6Ysm4LAwEwQFvK/hvLA2b8M2PHJCui0jlH/049eQCBJN4QuRh6q+RXQGa2vISW94VPqjyvvbsX19XustjsKbz9fjH72ecTN+wG3Ep7HbV5b9rQo3W20u/g9kpfNxr4GpEV1HTgMfcbPAmExkCnJO4/fFi9qxKdoWXTq2g3XPPvS1nWVn8PVC2ebqEXMxJL0KfJScSRKCh0fbWaL35d9i1KW8tchRgn6T2SPvHAmJWpm0cqfEiOubx8XtwYoUJk6oL5606yukq0ssND6XXH6l18hbRuP0l5TYAB9e0zucQy6t5O2Tk2yd8jrg8FgQI7ElJIaI0qwuT/PzExWp2MWolyFd3Br2nJlcTo87fSpUTBEoPh0oVfQ8i0yQO7kKnnhvQbfT0MCgGCqBK38mSODPCkREoNi8drit9H3qUeRcucmcsKYo7bMCcsJR8dOdEGIy+UibsZ8FBO1HmYC6IC/lmLP+kvQg0SIpwr9X3mI6XT1ol1sB8SVdoetgJ/cIBVWbbWvZPeJtb9j1TerkEWwi1l+lBhPDBuNJ957BTyeu1/WUDgWI4wapXOjMTJvXqAtK6SASCzB+h2ncSqF+Z4YEVeJx0f2Ytzmatr0oKezSiU6VOTbNvh2JH/cVIGykaI2KKhxqfT1xbLyU3ZRvkuv78ZNc8At1DiYvctXobKGroqLuWUY+85kkCQJo9GI7Wc/wl9IBgA8jA4Y1+c9cCzfaG7qhC8Q4vH3XkH34TrwCboBIAUOCgoisXneRuTcvNroaxXsvwWO2fSQyiBHj/9NwMCPZsJ/anvk6zJgoKwHVd78QIjThDgzfx3S9p+x2u4oSJLEwNEPY8C8z1Ax9mNclvWBEtbVDgAghCpC9+wdqFjxAvatWIq0u7fsvk6fMY8jfsRTgMVAMC/1OLZ/vawxH6FF0fupmSiHyaSQAwraw5ualWdP/z6JEBlNgxEDSBy7ftll11cqFEivYK7KQoKLgWOtPVZcwbnde1HGIh4FekoZ1zubcoHpe2rlWRtlpNVqISeYZ6CDIq09zNIr8lGeOBV6gi6ktio4hyGp1ik4eoFjhJqrt8+g8p9AO76BwqBuzNWe/sW8Op5ObzuSw9kkTn4S5t0gg7EcPFTZdWwVoUFNNX3fhCHjoDILOiT1wOX9Gx3RVCu0ajW2frQCO3fsw02yLW1bey3df0kMPuLFIXht0VsY/eoz99fvuvVznQbC/pUczHiEOcXV19cLxjFzofnnfRBAlSHK9wqkPAVGLbCvwpM9TB03GxE5Xjb3uReWirPnj7FuV1RW4ee3l+Fg6jVWE3EuOGhH+mHOh/PQfojrBdsHDcturcoJKeHmVOSm0q8n4eDYmRv4/aqUsepUfFQVXp0y0Kltqg9+4VFQKOlCcerFQy659uXzSUgvZi+57e+rw9QpI13Sln8R6+j9+jIHTby6cdOScKsDDuTE+l+Ql0MXafiEAsNf6g6xpzcMBh02nn4bR8ksEBQwid8HI3q83kStfXDo/th4jH+7H7wkOVbbFHp/7F+VjkM/rm7w+a+v34MAAb1yl9yjGhK/2hka/7ZRGLh4JsSjAlCozWKMaPEXhMF4WokTC35C/mX7hZGG0LZDZ4x6dSE8XlqFS2GPIJ9gzruWQIXu1ach+30hji+bhxN/77FLaBgy+Rm07zMOgHknnEL69X3Y82P9QtBbKt7ePshpR58tjjZm4fC2TU3UImt4fD4CFbm0dfkif5eJSb8v/R7VBPOAKAxixPVumlnMG2eYDRqF4OHhl551bWMAVMkrUSYzTWN2bVubKnLj2AnGMsocEOj58HDaumN/7UFpvwnQEXRxNqo6GbEppxmvS0ocY854Ofvg/b9DKqTwlNkeUPN4poFIUwubrTvEg8+jm9waFPaVfNZCj/0/b6CtI0kSFYH030CTlty4RjKw58uf8NUHnyFJVQgVtLjLpVfma29Ig4+nFHyQaMv1xWtvvYYJ784BX2hq2/bdvyInzHaKFEEBbeU9IZGwp8l1io/D3fYm8acTdRu+7ashkDk2jfvZgQvgW80uKql5BA5XboZSaZ2SdmHbPny3dAXSUQWKxYDDmxJhbJ/BePrD191RNA7CMvVJ7eQIOp2FP6FGxMe3RwzQM1y2VZAKHzzb/MQ4ZQ39vpFXZbjkupsulTOWK/+Xvn7FLmmHOVKLBik47vvSzX8Pt1DjIJKPHcCdCx6AWYAuF3r0GuuFkLYdodUqsPr0XFwUloI0AtNlo5DYxV3i0VF4BYdjytKXENOpEKRFCVI9+EhNCsLm+d+hqrB+oZN6vR6aW/RZ0ypdKXr9b7LVvq0S49F/yQwYu3FQqrEOVyUIAsH8SFTvyMHxd1ajLD33/9k7z/CoqrUN33t6Se+VhJLQixRFka4oeESwK1gQrIjYKLZz7CLHdlTAgjQLVkSaFJEuAqETCISSAum9TZ/9/RjIZGdmQiAN+ea+rii7r0n23rPWu973eVz2aUwCA4MY/sDDdJ76GUd6PcJhZQdJivw5ZIh0sqTQMelzkmc+xu8L51Y7h3hixMMTadNjOEjOZyfl76WsX7ywcT/IJcqgW27nqLydZF3bk6vJy3XvJtQSXNMmUVIaWK4IZd/ePU1+3exTaWRY3dvcalExcuLYJm+DO6oqK8nzYHcdKmrQ+zW/s8Sew5urhVwDKyH8rEvJ8d3uB/i+ohr/EKe2SvKhQ+wKiMcsSMWF48oPM+bGm/C3ux+M+4WEN7jtjrIn5zs1Uderjr0dqGqIjFptLZtRAxDepoNk2VB1Bq2tfpkgJTmu2TeKtlLdpcAcY6MFpLYsXMJHL7zF9vyTkiDomcISMgSppXwHmZEJ99/PfW88iz5IGjwzGo0kq7bWQ0BYz123Tqh7J0Cbq2S7zBl47ZW/kr/+3FqPT1R/goNDuEocjtLmWa8mN8jGF6veql42VhlY+PL7rNj7l0fnKxky2gmBTHzlOa64uWWy/C5XZLXuryoPmluNhbxC+p1TLNNRVeV6kwcFWpn5QJdLMiAniFJ9L4Wq7mBqY3Ds8ElS8zwLqQcE2Hjw7qFN3o7ahGik32lVqsbTVfPi5Z+CN1DTCOQcT+HvX4pq6QKIJPYqpsvQG6mqKmL231M5rK1AbYXHQu6iR8fbW6y9lzPXPfowNzwSh17hqpZfUhnLL29tImlZ/Z04dn38I4Eq6YBGaKtCofbsCtPhlsFc/e79lLUqo8Ti2g65oCBK3oacefvZ/OpXVBXVL9X+YlEoFAy48V8MnDqTktFvkeR3jcQppCZRYh69Ty+jePYj/P7JDI4e9mwvO/qpKUQnDK611sL+dd+yffmSRvwElyYKhYKg4fdhrZFZ5E8Fe7//qgVbJaVNQjsCjVJB0/0eypEak5Vffu/R6raVyoew6Jgmb4M7fp+zAAPuy4k6XtEyYpKnig5W/zuoypl6XlbmfmCpF50ZKceOHOb3EjDJpGVMMeVHuGfoMMxmMwEehGXjE9q5XX8hJB3aQum5sieryODe59ccUqudpVnW5vLsrYMh9z9EzVJOu1hBoN19kLE27groet94L7Ya1Qu6Kti74Tc3e9afA6s3M2v6O6w5utut5pMgyDikkbrRdTMfQhHg3mZ33tL/khtUd5BMaxa5oc35A6pHlv3N/mQLp7O7cEpwZBTLEInYPov0tMadjBh+3a3EZ7qW/dUkLTaPpb9/y/5Vm5j9xgek2ouwu7G4B/AXNQzveiUPvvU8Gp1nS2IvF4dMJg2qGc1NG6hRVUnf7fmiq6i5VifyyqhQ/FqozPV8hMZ0lSzrfRov0OuJeRtPus06Okef4GzJe7u5aB0l7ScYFEEtnoXpxUtz4w3UNBBDeSlrPt2OWZR2lCOj0xk07iFKS0/z8e4XOKk14WOBp2IfIbHt9R7O5qUxaNWtN/fMHENkZBpCrQ6aSfQhaa2SJW98gtlUtwuOsbwCbYE0oJFvOkOvCfUTQO01YTRXvHE7Bf45VFpdgzEqmYZIezyp7/3JtncXYW0GB5T2nbowfNJ0Ap/4gqTYkXWURRnpXfYXAb++xOaZU9i8eoXbL8i7X/gPoTF9JetETGxf+gV7N65tks9wKdGp+xXsC+gnWdejYie7tzfubHJDaFsrYJKvj6e0CYM1B7Zu5bTbIaxjYHTHtCea7NrnI7vAfVA0UNQy4M5bm7k1DvJlzoyUCGV89b8NHgaX2rO6HydTU1leaMUokw44oipSGDv0ehQKBScOH0XhRpDYhJKo1vEu6y+UvWec+gnRJb741FEicw6Vpkagpi7lymYiJDIGrUY6IBDL6ycAXCozUVUlvdf9gkIpDJNm5BTu33JRbUvfe5gvXniXnzevI1tWd/CopMBKCc7fvxoLSW4C5sdSDpERk3bea8dmxtCtW58698nem8qWtdmAQJc2MiLHvkQZjvvRl0ryF79DVVXjus09OvIlIgs8Z0LYZLBbu4HfdmygyIMWlYBAa/x5Ysokrr7nZrf7eGk4Lho15qYdZGsrpO+T0zbpc61QwpODBdonSCUKLiUS+g7CZnNmAalVdtIP7KzjiIaRnZFDSr5711AAX187T4y9rsmuXxetWrdGITr7xRZBzZlMV4kDL14uZ7yBmgZgtVpZ+ua3VFmlFs0B+kz+NeVxCgqO8dHB18jS2Ag0CTyd8ByxMVe2UGv/f6FUqRn10iT6/ktALZRLtokI5ObGs3jaYk7t+dvjOXZ+8AN6hXOGWxRFQga2vqB2KBQKrn5uDB1eGEa2Ih2TzbXjqFP4EVYZzf5Xl7Jrzk8XdP6LxT8wgOH3T6Dz1M9I6f1YnWVRHS1H6bj7i7NlUV9QXCwdxNz/+rsEhkjtS0XRwMav/0dKUtMJKF8qXHPvBApxlhbIELFtbDpr9gtl4NX9UNudug1WQc2GXZ7v+4aybcUWt9bXAG1Cg9FoW2bm+vj+A+TJ3GephCqbf7YQHKVDRT7OgWzHGt8PFYL7Kc7g8EDST51iaU4lBpm0VCus9DD3DRpSLdibdcq9NXoJfqhUnrMCAWx5aRh3/kblsvcp/fIJSj66l5L376TkozGUffUUFcs/JLj8BEFVjvu8vU/dg/pzaPTOv/+lkFEDENvtCsmyyZyF4EYcvjYmrKz+apHLekuMdIDo46ZEqi5KsnNZ8NJ7LPjpezKEMo8ZIQABopYB0R2Y/PaLpAb1lmxrk7cDUy2Hs/oICIeUCjx08/N17lOeVcDq+fuxoSA6wMC1T91EbKtI8vtPqv4uibNnsm3u/+o8z4WiVqu5Ifx+dGbPJVAletD2cF++64OaIW26Mf7tqS4lYV4aF5kg/RtZLE1X6lhRWoy+ljzRCZMza1AQ4LYrKhjcr3uTtaExUGv1lFdI381njjZdoGbOyv3UpdF7RQtl04Cj/6y1SieVTp3O8LC3Fy+XJ95ATQNYMXMOJZVSkVmdooBRL48hJ28/Hx6bSaFaJMIo55kuLxMW2tHDmbw0FT1uHMkdrw4l0Nf15V5lDWHdvCzWzvrcZVvhydMEWyIk63Is6SSO6H9R7dD4+jDg3w8R+/iVZNlOYrW7DsL8lMEEZAfx9/SvSf5pnZuzND4KhYL+N4xg4NSZlN72Nkl+/ajE/UDaURa1grLZj7H643c4muwUZb3/7ffx9esk2d8uVvD7ZzNIO7y/ST9DS+MfGMCZTtJZ2db2DP744RsPRzQvGq2W8EqpBW+mqmkGKBsW/8wZmauYJzisr297tuWyabb+tNrtgFeOjIH3tsys+rG0g1SpHINajUWkU4LD2jp1z36qPJRoterdlSWni6mSS/+GIeUp3BSfgLJGAKaiuMDtOUpl7rV4RJsFc/JGyr+eRtm8pzCsn4s5eQP2/HTEqlJEUyViVQm23BOYD65nyIkyJv2VzwO7CxkQEIVYlxrlWTR6p1imrY4ARHNy/f0TEGpo/IiYCDO7z8aoTdEZ1+ybDoNvkywHFImkHTm/+6CxysDiV//HrE8+47hYjMVDwBNAj5orfKKZ/Po0hk28D4BuI0ZjwVl3FUwpm5f/Wr28dOU35xcQBhLLetcpIGwxmFj5/nqMdjUBqipufOHmaufKvgOuZl+0M+u0R/k2/vjpV0+nuih69byahOxOde6TEVNBaEItBzTRj8cmPcrgCXc2anu8uEdeq/TJYGm6yYuTyUmS5SodGGpkmF2bWMwDo/rVPuySxGyQPntWa66HPRtGUWEJhwoiPG7X6UQm3tuyrlg6i3SiNb+qfmWpXrxcLngDNRfJxvnzyM6Kk6xTCRXcOOkazhTs4eP0OZQrIc6g4qmebxIQEOfhTF6aGt/gcO5+ZyIde+WjQDp1YEPJiSNRfDdlDkWn06rXH5q7GpXMWfZkFS20u6PhDgH+MeEMfOthAu9sTbb5FHY3npHBqihUB2VsnTafUxuT3JylaUjs0Jnhk6YROOlzklqN4ozgXmxUh5Fe5dsJXPoym2dOYdOqZQA89N4n6HRS3Qu7vZSlH7xGdtqJJm9/SzJ09BSMxbMAACAASURBVB2kKKQaJ4lpa8i7QPHqpqJPtPT9U6qK5MD+fY1+nQMHjoJbVxWBrl0aronSEPJt7gMfYXYdcR06uN3W1Bw6tb3638EVapQKR0nHwY3uM9GCtX5stCiolEu1F4IrUpGtXEp0xwTJenuV+0F5pdxVn8Gac5zyBc9SufwDrJnJYLfh8LQVQJC7/Jxzz5GJ0KbIjHXlh1R8+yK2Qlch9Zro/JzXvhRKnwA0Oj16n1rf0eWF9TrWXY5WXPtuFAdLs1aObvCs22WxWFj+3pd8/MZ7JJvzPOooAahR0kERzFPPP8VtLz4hEUSNiYsnWSvVuPA77nD9MhqNHFJsOa+AcEyWnntufdTjdrvdzpoZyyg26VALJkY8MxiVXhrcv+6++zis7la93OnY1xzYc7D2qRrEhNufIzarbov57IR09P5qdKi4NjKRR96ZRkBkw0W0vdSP2ho1ZkvTPe9ph2oFavTOG719TDkvPDCoya7d2Gg0Uh0mtdb95EdDmf3zdozuk0wB6BaSg69P3c9YU6O3Sfvs5UL9hN69eLlc8AZqLoKDf6zi2O5ApA5PFq6+PYQ8awpz8r7FqIAOBh1PXvUuPnrP9Z9emo9B4x5i+BMJ+ChdZydKDTH8+u4Odvz8PZnb9xMul9Yw59lPE9Wr7hm8CyGiW3sGzJiAcogfeSb3qZzh6laY1xezafpccg4da7Rrnw9/vwCG3/cQXabOIaXP4ySrOrotixKAjpajdNo7l8MzH2XdN/MY/fIbaNTSAY/NXsiPb71AYW52M32CliH0pvsks9m+VF4ywsIdu3QmwCQV9tyT07h/j18//Ix8D5oQUXYdQ8bc1ajXuxDWLVjs0fUlOtJVcLK5yDY7S5OCbc4BZEmha4BFq1EjGzCICoW01Dao6iRVP86k98ARLscoPGSFGJXOYIko2jFs+Y7yhc9jyzvlCNAIZ4MzMrnDY1cQXH5EAewC2HCUk2K3YT2dTNn8yRh3LUN0E4QG0PrWCNRcIhk1AO37SbMlzdZslOL5xU9LZWYXnRqAygipi4ryjPug7ab5P/Ppv2eyoyjNo509ODK/WuPPw+MeZOzrrk5O5wjud4NkuY09g11bNzFv6Xv1EhAe1uqeOvfZPvt3Mgs1yLFxw/1d8I911TmTy+V0mzCVHMHR91FiRbn6PfLzG1cbq1VqIv51jGEr1QJi12zG3nsPN056wPOOXpqE2oEai7VpnvfsnAIq8qXGDVUaRwAzIsTM2w/VryzzUqFVF+mkoI+PmarSup04LxRDVRX7CyI9bldr4MnbW16qIbhWWXKV8tIUgfbipanwBmoukKyjh9j5Wzm2GgMyAZGOfSsoD8zhq9LlWGTQ0xjII/3eQ6322sldSsR06s49/32Q6Nh0hFpp5WZRx56NOk4t2Ym8RtTeaKuk58RRTdKeNoOvpN+74zB2tlJkdh04ywQZUarWFH9/gk0vf0l5lvtShqZAoVDQf9hwBk15l/LbZ5Dkfy0V6NzuGynm0/vMCkxfPU1cQgIqhXRGyGrL5btXnqWipH4inf9EOnTpzr7AWsLClUns2rqphVokpVUtu+w8n3gqKxonjdhoMHA8z/29KUfGtTde2yjXuVhOpKS5Xa9HzYjHxzVvY2pQpHF2vuMCOlf/u6qWbbVapcR3wPWUK6XZAIGGNIw/zkQh+NF91E0u59d6sEi3qRyzpKLdRtWKjzBu+x5sFkcylFAjOOMBu2ivzpsSBBxlL4LccbzZgGH9XAwb5rsN1uj9nd+Jl0rpE8C1t96NTPCvscZGkOH8z4cRC398s9hlfVivQZLl4DwbxYV51cv7Vm7g0+nvsC51L4UeApzgEL6NFn0ZO+IWxr89lYiE+Drb0/Oqa0iVSx2gSv9eR0bMqfN+lpjMaHpc0dfj9sO/bedAiuPevPb6cKL7eM5ECwzwQzFyGkYcpXghYjFHF8xoFO2urJQTzJ4+g0NFWQQfaY3Ms1wN2aEWlh3+rsHX9HLh1NaoMddhrX6xGIwmXvzuFD5W6TNUptTi52fnnTFt0GpaRmPlYont1AOjydkHlckgZXvjmjN8+u1GKis9v+M7heQSFNJykxjniA6VBoINSq+ulJf/X3gDNRdARUkR62YnYRalg9WoVhlYOpbxrWkTdgH6W6K5r987KOR1izV6aRkUCgUjpz3JtaM1aGRSkcdAMYcIrbSTW6IrwjdKOovd2HS96wZ6vXk3xRFFlFlcU+4VMhVRsjakzdrOljfmYyxv3jrddu07MvzJqQRN+ozdrUZzWnBf16zDyFWGXQyPMaCQS79gzdYsFk6fjLGqadJ4LwX6j32YApwz6TJE2PIDFkvTO3qdj8FX9UMpOmfszYKWjX83jtjzzzNne8xYiRH1dBs0oFGuczGUFhSQJ3OfqRCK6ryiuk1FYWk+RT6OgYsA9Ozg1AKoFJyBGqVCQcDA6yhTSWc/A4yZmH+eiWg10LbNVcjlrinhPrZyl3UAcr0/oihStXoW5uSNZ7NoZGczaM5TGwPVZU9OzmbanMvAsdsw7VyKcbOrTpM+wNnRtmDHZms6gdELQaFQ4BckFYu3V9YvMF5wyjVLs9u1I6isUTUgt8He37/lZNIBPn/hXZZsW0/OeZycwkQ9I3v15/F3ppNwbe86962JoYM0MNrZdAhlVd0DnJBSgfE3T/G4/cyuFLauywUEunaQ0emW85cCd+ySyPFu46uX25uPsH5+w7IMf/94IfMXfUOWzHFvF2ZWEZceXOcxJ1tlsnbD8gZd18uFI681wrBYGz9Q8+K8JHILVOhruWYWywKZPsKX8PC6741LlYpyqeNoSV5qo53bZDKxu9BzNo1SBQ8Pb5ly4NokJCQiqzGpapL5kJ/TNJo9XrxcingDNfXEarWy7O0fqLJJX/oBvmmI/UtZanfoPQwXO3Bb3/8glyncncbLJUSXoTdyx+sjCA5wCK3a7XbifbSSIp9ySxG9Jt/RLO1RKBRc+cQddH91FHm60xjcDLI0ch0RllakvLOG7R982+zOQv5+Adx43zi6Tp3NsSufIFnVyW1ZlL/cxg2xNuQy6fNiNGcwf8okLKY6bAb+wfj6+ZHVZaRkXbz9NOu/b3lhYV8/X8Iq0yTr0uQNd2DKO3OadJP7AacGJSMmNM/z44lVn32DGffPSc+hVzVza5zsPbwF8eyjE1QhEBLoKBPJO3OaCsHxfCgUcoIHDaVULXUR8jdnYV3yHnZTJQIqBk2Y4PYa/nb3GjV+oWGY963BfOCPs0GaswGWeuMccAm1uxGCrDpYY9z+E+ZUqWOJWqdFVn2MiKH80gnc9h4pfXattlx04vnfVVVuxp8KhYKSCOmkjjk1mUVLfiZTKMPuVsvJQaCoZVCrzjz1zov0ue0Gj/t5YsBNI8mvETBWYKdHir/H/QUgsdSzgHBZZh5rFh3ChpzYICPXPDG83m0ZfPNw9gYOqV6+Im8lW9durPfx5yjKzObzF2awLeeYi4ZP0R4ZYcWe71+LXGC7bRklJY1beuWlbmqLCVsaOaPm7QWbOHraUQqjq5Jm5wVHhNGjW8vqojUE0SotnRQUjXfvfvHtesrKPD8v7UMLiW99aViYqzUatFZp2Vfqqctb89CLl5p4AzX1ZPk7cyitknaWdYpc7COyWK84hSDC7Yo+DL/y+Wr3Ay+XPj4BQdz55pN06VtMlDyDYHWUZHtaRR5L/vMNeWmNN5txPhRqFf2mP0C75waTJZzCbHfNBtArAggpiWDvyz+xd/6yZmtbdRsVCvpdfyODpsyg8o6ZJPlfS3mtsqhguZVBsfJa5QRQZTjB/GmTLxn76sZm6C23cUTZXrIuMWMt2VmnPRzRfHQPkeplFatjOZaS0qBzLp/1rUfx01iFnui2bRt0/oaSV+m+rCRE1NFz6OBmbo2T9JLk6n8HGZzPSNKK9YiIyGUCoQMHU6KRdpj9LDmoly3GVuXovAb5d8Qn1DVF3WgwEID7jJrW0SEYNswHu6P4yCbaPWrK1EZS9oSjPNOF6mCNnao1s7EbpO1Q1Oh6VBZdOoPn7v2HopBLnxG/irpdkgBKZRa3OjWaRKmwb0iBFbPdc3adD2p6+cXy1OvTuO6xe+vZaleUShVpEdISph7lR1AalW73j8nSc89t7gWEzZUGVn64AZOoJlBdxQ0vjLzgPs6gCRM5cbYcSwBids3hxPH0ug+qwYYvfuCLOV+SKbi/nxFkBB5qi7qOjI0Cf5F569++kGZ7aSAu9tyNGKhZsGQr21IdWWKC3Yy+1lzBoOEt4+TXWPiHSIXh9T51qP5eIDsKPQtqyxXwQP9Yj9tbAq1FmvmeW17qYU8vXi4/vBGFerD+y7nk5MZL1qnkRRhv2c8OTT5yO9yvv44BV3h2SvByaXPV6DuI85GmghaYssi2xVBuimLZe3vZ9v23zdomXZA/A1+bQMRD3cmynsQmugY2AlRh+JzS89e0RaQsaxktlDaJ7Rn+5FRCJ33B7jhpWVS0wsS1sVpkglQArrzsCF89P+myDdaE/+sBzBJh4SoO/tDywsI9e/bCz5IjWbcj/aSHvc9Pys4kTuM+I8IXDbc/37LvxP0bNnoUOA7Tu9dbai4KZE5NqgiVs+Qm73QegkwgfNBgirXSUhxfaz5DlSLlJYeq110zyr3V8KmUYyjc2DsbURF4dCWiqQoRR26MKIjYsWG3n18zxrXsyROCY+/yQgwbFki21AzUVJV7GHy3EEGR0ll4qyEP8TzlWQbMbPzxZ8k6i8VCwQk7lhqxEY0BonWuAsUalHRUhjBp6mRGT39M4uR0sVx1y+0YcGpz+FFJt6OuAzCNReS6WPdC33a7ndXvLKfErEMjM3HTc0NRai9c70OlUhIz9gVKztol6zFQ+tMMKivrHnyW5RUy98WZrE87SAXuM5sUyOmsCuPRSc/SNrON233OkRZbzHe/fXHB7fdycTRVRs36LftZst+Xc7Hl1uqTyGq8uowaCIu8tIINF0pC3+uoGTvXamycTtnf4PPO/XoVRcWeM/7bhZfQuVuCx+0tgd4qnawsbfwKOi9eLlm8gZrzsG/1Mo7vl5ZvKJRllI/8i2QfAyobPBx0K706391CLfTSGOz48Ht8lc5UUxFIqzBUzxxa0HJgqy8/vfIJhmaO5ge3iWHg2w/jMzKaHHOa24FSqDoaWZKFLdO+InN7w7/MLwZfPz9uHHu2LOqqJzmk6owdgXilgd4xAQiCdGBcUXaYRc8/zu/zPqOwIN/DWf+ZtO/Uhf1BUheZHlW72bl5Qwu1yEmMSSronKNvhcno2W2mLjYuWYfFTTAAoLV/AHo/v4s6b2Oxa90O3NmFq1AwfELd7jZNic1mo9DXOfDs3Mqp91FpsRA1YCBFOmkmkt5awB2tIziw7Dc4K8KrVkaTONC9UHNWmnvx2Ep02E7tQRTt2KG6/MoRsLFjt59PM6ZG2ZNYh57NOeco0Y45eQP2Smf6uiRQU3ppBWr6330PNbtGNnsxAXXYZZ8j56gzY27Dlz/wyb9nsrcsi/xQaTcrukaWkwI5bfDn0YfHM+a1Z9AHeC5PulBKS4vYp5M6FfbIO4VYK+skNjOKnj2vcXuOrZ+s5EyJFjlWbniwW4O02mJiwikZ/DTWs7/bWPsZ/v7yA4/7b/tmKZ99OJs0SnH3DAMEizpuH3Q997w6GaVSyeN3vkR0rudAkijAocAdHD9x9KI/h5f6UztQYz2fN3w9OJqawexNItYa8c44pTQ7y+DT8Ou0NH5BwZRXSPXT0g82XFNua75nF1qZHO7q2XjvoMYisJbYUZWyZSdZvHhpTryBmjrITN5H0goj9hoz43JNCQU3/8lJPxs6C0yMepBOCa62qF7+OZRnFRBgkAbjco1pmOSaWnsKFBTH88NLyziy5Y/ma+BZYvp0of+M8dBXTb7JtYxGQCBCHU/lqlw2vfglhcfqn1remCgUCvpdN4zBU96h8q7/kuQ/gGiVnR5RIQhIO9HFZccoSt5F5edPsOZ/b3F4/94WaXNTMOC+CeThLEkRAPnWHzGZW1afZ3DPK1GIzoGnSebDpu1bL/g8W5Ys44zMfTZNsKhj1DMtm01jNpsp8DALH2bXEBjhXhC7OUhO3YtB6RhMaM0iHdp2B8BiNiMf1JNCH+mMps5WTPiu7QQHB5Odf6B6fceunkWaK4pcRckBFIINRPFsYEa6rTq7xkOwRlL2JAqIgohNtHoO7ggCIIDVgvnAuurV8hrlUoYKz45HLUF8p+6olNLsSl35+cufDCLs/e0PPpn+DutPHaDobCZXrkY6qAgtMSMgECP6ct/I0Tz09lRCWzf+7P+v+75kf6JZEuKIFnNpnx5fvRxcJvDgiOfdHn/ol60kpwKI9B8WSVTPxAa3qc81fTjY6vbq5W6VO1j3/Y+SfQzllcx/6T3WHE7yaFcuR0Z7eTAT//McXYZJA+KjEp/Ax+h5yr1cK/DL4U8b8Cm81Bd5rdKnhuqGl5SU8/qvBRiqpC+uMKSi30bd5aERaaypRg4YDWcadL7vflhLXoFn8fz4sDL6Xt2jQddoCiIDpAFir/OTl/9PXB5vsyagvCif9V/sx1JjoCX3KST7xs0U6mX4m+GJdk8RGd6tBVvppTHYM+tXomrYmdpEG/Gje9O7Szwr/ruIgqI4qCGYa7AHsPmHCk7smMWNTz+KQtG8j1HiiP4kjujPvoXLMR8pJ1AlrTeWC3KiFG3IWZTMIdkf9H7qVvQhgR7O1rS0aZdImyefp7ysjGPLl9DKtoP0nFTAOR2WU3yCv2VtGcwOWLGDLasTsHa8lmuH34RS+c91TvPx8SWv2y2EHZhfva6VeIY/Fy9i+AMPt1i7AkNCCNm7hxy9c+B1wn7h9/DenYcQPfjidk6IbzE3pXOs/nyhx3KJNoktK5R45PQOODtxGVyhQS6XY7VaWbRxA2nWYLZ8/CZH//qT8oJcdH7+RAb689Dtd7Hlq4WIoiM4tuVwHi999zRT87J4/fXXJefftGkTtz/6KMLZzJsArYpO4b5MGZpInziqs2ne/zOVDzYcB0AmCIT7qhnYLoQXr08kRK9BLpMR/vIKt59hxs2due/KVmw/WcTt83fQNljP5qcGoqjhPtXrv3/wUN94RnYKp3f/u0E2BgC7zV6dGfjuzJkIMoFXXnmF+++/n4QE92n3y5cv54YbbmDRokVMqCGeHBYWRp8+fXjrrbfo1KmT22MvlIh2ncg44hwUmUxZYAsBN85a5yiVWViyY6PLM5Fu9KGHUMG5Mat/CQzoH8/149wLQDcGy1d9T2ZMCTYZHFYk0tl6rHpb1/RSjrV1fKMllPTEz9d1Bj1zxxG2bSgA5HTvpKDjSM+W3RfK0HvvYfP/jtPFsAeAzicWs3dnIldc2YM9S9eyYcdOij04yAEEiFoG9u7jUWS5Q2JnOiX3ZlfMbo9FeqcjDHz24wweu3N6Qz+OlzqQy2tn1Fz8uSwWC9MWHaa4pPYEGvjbpVl5Nh+9yz7/RBSKMMCp4aXSNMzt88/sOgTFBRjdoeEll01BQkICq5OLEM/2w41yP8pKS/Hzv/Syf7x4aWy8GTVucDg8/YLBViNIE5BN+k2OIE2oScaznV7yBmkuA7J2HyZMJp3NzLWlE3t1d7S+/tzx+iS69y9HibTjaEdOZlorFk+dT1bq4eZscjU9HriZnm/eSWFwHhW1VPEBVDI1UcRz4sPNbH17IWZjy2Vy+Pr5ceOYBxn1+idEJPYHag54RDILT7KtzDFr0sGaSpeD8zn230dZ9dUcCvL/uVaMg28eTbKyo2Rdx9N/cPp0Rgu1yEEXX6m7S5G2Femn3JfKuGP5rLnkecimibTrGfbQmAa1rzHIPOO+nM5f1LR4+3LMTl2gEHsEVquVr/9cx5EKPZ9NGMXxnVu47tHneXru9zw89h5at2rNrG8WknJoS/Vxe08WMnXqVBYuXOjR4nrDxIHsef46fh7Xl2C9mge+SaKo4uy77GzsuW2wnj1Th7Dr+UG8c3Nn/jiaz+QlBwEQz2bKvD+qOwemXc/eqUPYM3UIe6cM4fYropGJAsLZ4fDpUiPfJGW4za6J8tdwYNpQ0lKSycjI4IZrB+Pr68ukiU+y+MPZZGRk8Mwzz1Tvv2LFCjIyMiQ/gwc7hZ91Oh0ZGRmkp6fz22+/UVlZyciRIzGbz1+iVB+G3D8ecA5aRLGSYLHuzJ8qzIQqXAc6RrucomBpBoCtsulcS4xGIwdkG7Gd7d0djJMOZjpZjxGWF0pMlo4xtz3ucnxpZh7rvjmMHTmtQoz0fezGRm2fXC6n54TnyRIcEwxKbOjWfcD81z7mt51bPAZpBATaCgFMfPGZ8zph3Tf6ceIy6551PxGTyvYdGy/qM3ipH/JaGXu2BpQ+/XvedjJzXIM0ShX41nruZQEXX6J3KRGd0Eey7Otrwmy6uDLl5cs3kZXv+vs7R2xYFUOvb7yAbGPi5++PxubMahQRSE1tPoMPL15aEm+gxg2/vTWHMmN09bIy/BQnhu+gXCMj1qDk6R6vExjYuo4zePmncPyn7SgEZ+fabDfQZYLUevSau8Zwy5Se+KqzXI6vMEew6n/JbF60oKmb6haFQkHfyffQ+aUR5KgyMNpcB89auQ/hxhgOvbaMnZ/+0KICvgqFgjHT/0ObHsNBYutt50R+BrsqnZk/YWIhfXJ+x/DFRNZ89CaH9u1u9vY2BjG3PIipxqBPj4EjP7assHDv3n3wsTrTxUVkbDtWv4Cj2Wzm2Okct9vkyOg75MpGaWNDOHPiBPky9x3aEPmFi6E2NkVaZ6ezlX8Xvlu/ljM+HVnxwasAPPLFEnoNHEB4VgoqlYahPa/hx09mY7I4sjzS88oxCzJeeeUVtFotq1evdnMVkWC9inBfDR3D/Zg8sB1lJgt7T5dIMg3kckcmTYSfhus7hDG+bys2HS/AZLFWS4P4qWWE+qgc+/loCPdVo1fIEWqUNkzoG8f7G1KpMFuw2a2I4rnpcwG5TCDcV0OoUEFERAQ6tQaZIMPHxwe9RkdERAQ+Pk7B8eDgYCIiIiQ/NTO0BEEgIiKCyMhIevXqxeTJk8nIyODYMWfmSEMIDo9Eq5G6PCrLzq9Npje7Ztz4oKbEX1r+pM5quuDzgl/fJyfY+Y4/GpfGGcGZdSkA3Y+pGBp9h8uxpvIqVn6wAZOoIkhTxbBpF+7wVB/8/XzQ3voCVTgGjkGU0FZ5CpvoPuXCT9RwQ8dejHtrClrf+mVLPDhwOsFlngMDRqXA+pLFVFVdOvbwlxuKRsqo+d+3m9if7po9Icjgjisq0VRJg8O+kZdH/zz+ir6YLc7nTy4XObb9z4s616qTSk9STyDA8PiWLck+H1qLdDIyu6TAw55evFxeeAM1tVg35wvy8uOrl5WxKRy5bj8GlUCiQcukK2fg69Ny2gZeGo9jK7cQoYqTrCtU5hLcJsZl39C4dtz97njiE04jRxrosKAheWcwP7z4KRUlRS7HNgcqvZb+L48jftI1ZImnsLixgPVVBhGYF8Lul3/gwLerWqCVTkY/NYXohNrWyBZScrI5YJR2yDSY6Vm5k/CVr7F1xrP8+dsSLJbGmTlvDtq178iBkIGSdT0Me9m+YZ2HI5oehUJBlCFPsi5bF42lHhkJP8/81OOsd7Sop9ew6xqljQ1h/aJfsboROZYho9+tLdu+/KJcin0cPWaZCDllKjJ8O1FVVsLxnVu4cvRYfLUCqp1rKCpydE51opzk9b9Xn2PvyUruGXMvSqWSMWPGMG/evDqvWWW28sNeh66VUi547q+LoFEosIsiFruIXaipNCyeFbURq0Osoug81/ir4lDIBL7YlgaAXTxX3CQCAogitjzHtpqW3mZTwwYIJSUlLF682PHZGsEt6Rxx3XtJls3mLASxbpENY40ulQYlnZShTH7hOVoPHiXZLzjPTl52ZqO19Rzp6cdJj5G6uAkKgX1h0oFrj6rDxMd3kKyzW22snrGCUosOrczIiIt0eKovrdvGslnp1FjqKJ6ga0BtkVCBePx57JknuPa+0Rd0/uDgEK4Sh6Osw2koN8jGF6veuqDzeqk/ilojjIvJqPnl9x2sS3GfHTUwsZi7b7rSxZo7OvGKC77OpYhCoaCiXJoFk3/6kIe9PbPxz51k5HsOcEaGGLnllkEXfN7mRGeRZjQWN6SOzouXfxDeQE0Ndi//lZPJYdXLirb7ODQoBYtCoLvRn0evnolG462JvFwo2HwKoUZWR6W1lCufdW9TCo4vzeGTH2fw2GC0cteATFFZHD+9soqDf7RcEMQ3IoSBb0wg5N72ZFlOYXczQxmkikB7VM22aQs4sbbhLgIXy90v/IfQGGmqrYiJ/Vn5HDG7dwtqbztO10MLODbzkX9UWdSgsePJFaTp2OrtP7eosPCArj2Q1Qg6GuQBbNuxvc5jinNySK9yXyevRsEN941s1DZeLAVm99k0oXYtiT17NnNrpOxJ2Vwd3Oiaex3pfp0BKDqTDqJIZFwsml1ryS9wvmN0SjlFpUcAMFls7M84w5gxjvKtsWPHsnr1anJypFlOAtD3ww0kvLmaxLfW8OX2k3SP8qd/G6lwek2O51eycFc6V0QHoNcoEM9mzDy55ABt31hDuzfW0O6NtbR9Yy0pueUIgjNoo1bKmDY0kTnbTlFYaao+1o4dOyJ20c7m5J94b9nTWGsEkotLi8nITsNicepWDRkyhMDAQMlPaakzo6WyspLAwEACAgIICwvjxx9/5F//+hft27ev99/hfAy97yEEQVu9LGIm1FS3RkS5zIoCOW2FAB5/9FHufe1ptL56ul1zPRU1qg1ldjiwdnGjtfUcPyd9RoXGdTB8oH0m5TgHalpM7PhNaie+5ZOVZJVqUWDlxvE98Y1suvKR1G27mf3v/3K0JJsNcmcG3hDrDsL9HCXnetQMiuvMhLen4hfm+Z6ti+HX3UrrjOg690mLzWPp799ewhdQZQAAIABJREFU1Pm91I2iVoLZhbo+7dyTwtc7NbjTKu8UW8bU+wdxOvUgihpzZxYVRLVuuPD1pYLVJO0LiVx4JsmSZBMektUAGBzZvE6mF4N/rVunUum5jMuLl8sJr5jwWTIOJLF3jQU7jo6ZvPPfHOqViygIXG2O4M5+ryKXeX9dlwu7v/yVULW0A2cMNaLx9fFwhJOEvgNo1b0XK2bOIy9fKjRsFP3ZttTMyaRPGfHswyhVLVNmEdapDWHvtCF9yx4yV+wjTB1H7S5SmDoW25YqNv85l3Z3XENUr8YR4rwQ7n/9XeZNnUxxwb7qdaJoIOl0Mdnte9PbkoofroOjMIoIy/kdwxfrWaPvTtTAEXS9opfLfpcKOr2ewh6jCN87t3pdrJjN+m8XMGJcy7gjRURFEXL4D/J07arXHTNZGFTHMUs/WUilB4HeWJmeuEYSc20IW3/5jSIPGT8RQS1rFw6QUZoMIdA1ZzA5wTUClaIjsKE6sZ+80DDJMYJoRDxrEX0wvZK41q3p1ctxv7du3ZrevXvz9ddfM2XKFOBclorIT+P64qdWcCinjLfXpfDx6G4o5DJJRs3x/EoSXl+LTQSz1c418UHMvKWz5Pov39CewQkhjneICCAQHaDHjgx7jfme27tH89lfp/ho0wneHOE8x9mcGip0NtIjK7DLnaOGcls5/z39Jqp0EXN6BXbRxqin+hMTHYlK1KNT+RGgC+FUdirtNY5z6nQ6kpKSsFqtbNmyhQ8++IDZs2df6J+iTjQ6PXqfeCrKj1SvEyqKoY7JmgpM9I1vy78eechlW2mEHp9yZ5mNeOp4o7Z3xe8OAWF3WDQW9vp2ZEB5UvW6+JwdWCzjUSpVHPxxM4dPOPSGBgyPIqJ7W7fnaQx+eXs2yRW5mAXH6PpAqYEo39a0Fx0aWSNtO1il7sedD95JcFxkXaeqF4/c8hLv//k02SEWt9ttMtit3cBV2QOJjHTNpvVy8dTOqLFfQKAm83Qu7602Yja5HhMZZuKtcY4A3+lj+6iZb1OpF5rd4KEp0fvHA84gvE5/YS55u3cc4GSe5++90GAzY+8edpGtaz7CfP1IrvHFZVB6J829/P/Am1EDlOZn8+fcI1jQImJH6LWJQ71zEQW4ztaGu65+3RukuYywmsyIJ6UlHsXmXHpPurPe51Br9dz2n0n0GmJEJUhr3EXkZJ2O4/tpX5OZvM/DGZqHuP49ufbdh7B0Fykwu2rsCIJApKo1pUsz2PTSXIrTXfdpau5/+318/aQDfFGsIOvYXizDn2ZPm9tJl7nvQDvKonYRseo1ts14lj+X/nzJlkUNHDGSQyrpALhz1noy0+sv4tvYJKqlpSIFutZkn3FvAXp8/wEyPQiq+qDmtueazsXmQjicdMTtei1Kbpo4rplb40qhPI8uOQPIC+4nWR8WHYWAyInj0gG8DIHCHGe6+760Io4dO4ZWq63++fvvv5k/3+kudibNIVYdG6ClTYgPI7tE8eygBMZ9vxeTVTo9HReo448nrmXLk9eS9sr1/DLuSlqHSNPkw3zUtA7WEx+sJz5ET3yIDpVCxDFN6+w9y+Xw0nWJLNqZSXpxZXVw+Nz/rbKz/6pp22t3dEPMcoEyreNsxgQFZb1ECnpXkNEtiwPtDvBV+WdM3z+JH4/NxWQz8OPR91lx9HMMIekk9oxl2E1D2bp3PbmF7vWTLpTUbbsR1dIBjtmahdLufsB/jvx099fXd5BmcgXlmjFdpDBobYxGI/sFp4CwO/Z1KMVao8sXShGbVy4j469k/trsyN7q0VVF+5uuapQ21SbzwBE+nf4OeyvOYK5ZPizAelMoRWdt0HQYuVqVjCqwcYKqarWaG8LvR2f2XAJVoodvd7zXKNfz4kRZK6PGJtYvUFNVZeCVHzOpqHDd38/Pzjv3tkOtcUyCVeWkS7Yb9Z6d2f6JJPQZIlnW660Unqm/GcF3SUVuM5LO0S/Uvej+pUZCfBvJskERgMnYOO9PL14uZf7fBGpEUSQ3vYSju05z+K8MTuzLxlBhxmI2sXzGcgz2AETs2K9Zz+Eujlmp0bIrGNn3xSYR0/PScuz46Hv8ldK0bk3ngIuahbny1jsZPb0f/rrTLtsqLOGsnnOcP79qWeFYgM63XcfVM+6jNLaMUotr6qxCUBIlb82ZL/ew+bWvMJaWuzlL06BQKHjovU/Q1cjsALDbS1k9ewbdru5H7xdmc6LfZA6ou0kGGzVJtB2na/IiUmc+wqq5s8jLbZwBW2MSN3ocRpyiqDqMHP15fh1HNC39rroanc05C29HzpZD+93uu/77VdIBVg3iffzwDQxyu605qSwrI0/wUPYkatDpW9a21WK1EGToTX7wAMl6ORY6nDlEfHw8u/fskbgX+YpqbPZcDCYrOSUmTuRks2rVKpKSkqp/tm3bRnp6Olu2OFyhCt3c+7d3j8Fsh/k7MpwBFBFUcoE2QTpaBepQK+SIgmcNm5qIUF3eVJOh7cPpExfAO+uOnb2G42qiAPl6xzu2poW1eAGz7HYBTAoBUYCsUDNpkWUci84mfHw4qSdO8M4f7/DmyZeZ8td4/r1hAm+tfoyZy5/io6XT+WzZW3yzeg5r/vqNlFOHMHkoj8tNTeOrF//Ltyt/I1OQIRNqztzaCTbW/W40etBq733jPZhrJFiqTbB7zff1/ux1sWDphxIBYbft8ikhuVagWJuylT8Wp2BHTnyYiSsfbpqZ9eXvzWXh9z+QI3NfOmaxGNgg9sZ61g0w2p7Drq/e8+hmdqH06nk1Cdl1Z/ulR1cw75ePGuV6Xhwoa9k+1Vej5oX5e8grcNWbUmvgxZv9CAtzftfYS6Vl6FZ9bZ2jfzbB0a2oqJT+LlJ31U9QOCX5OKl5gR63BwZYeeT+EQ1qX3MRFhmJ2u58f9iRk5raOOLxXrxcylz2aSI2i42jO8+QvC2dwjPlkg6oQilDLpZgNEUiCBbMg9dxMtaCzA53qa/l6h4PtlSzvTQRlQXF+Jb5S9yh80yZ9LvvwYs+Z1B0LPfOfJy1sz8n7XAothoOP1bUHN0bRu70WYx47lb8Qxueyt0Qej88GqvJzM6Pf0RfrEenkM5aqmVaIm3xHH33DyoDK7nyqTtRqFUeztZ4KBQKHnp/FnOffgSjyTlDZrMX8uNbLzD2zf/Rd9BQGDSU9JPH2bv6NxKLd+PvpiwqlCJCc9dgmvsna3Xdieg/nG69+7js1xK0aZfIqrBB9MlbW72uu3Ef2/5YS7/rmj/9WKlSEVF1hpO+zuTxM9pwrFarJHC5Y8Vqzgju3VGCRC23Pv9Ek7e1PqycsxAj7jMeOl/V2e365uTX35eTHyoV0ZZhpa/1DMdP5nHD9cP4+ttvWLBwAQP6DyA0NBSZXcvhlCw2HDxN74T29OjRg6FDh7qce8iQIcybN4/+/ftjKHfVHJDJBO64uhufbkri/j6xaFVKl3JIANFNmKbMaCG3XFryplfJ8VG760KIvDKsPTd98TcKmaOcxiFBDFl+jnejNFDjegZjqZHKAmn2ltpHhULjvsui8lHR8eZEds7dS+sBcRiVAkYl4GMFrEAVUACcAnZDAcjzQGcS0ZjkqMxKVBUa/PYGkS2zYDp7DwlyOUptBKYq5+/TVlkAOs9ByTKZ+4CJRqujMFxJZIbz/iw7nAQjH/R4rvqQnn6cjKjj4Pav6SQmMxK/vtfD5oPV6xJsJzkS1pPgMivXTx3d6JNSualpLJn3PWcEz8EtNUq6+kcyatqjrFscQY+TDr2YrlW7Wf/9Dwwbc2+jtGXC7c8x87fJZEZ5dnk6Fn6QfQd20qNbyzvXXQ4oFdJ7sj6lT2/M20jqGdfgglwB46+x0K2ztCxPUSl9Twj+ngMT/1QMlVp89M73RmVpWr2Om78pHavFs9bUlcHZDW1as6K1lGBSO+UJzuTn0aUF2+PFS3NwWaeKGCvNLJ+9k00/HiI/swy7XUQUz/7YRSwmK0aTDwgCxo5HOBlrQWETGSMf4A3SXKYk/e8XtHLni94u2oka3jiv+mFPPMqw8THoFK4ZKyUVrfjl9Q3s+/23RrlWQ1CoVVwzZSztp11HtjwNk91Vz0On8CO0PJJ9r/5K0ue/NEu71GoND777CSqlVDvIasvlu1eerXbUimvTjhFPPEfU01+yp+2dpHkoi1Jj4YqqJCLXvMFfM55h/dKWFe89x+Ax48kWQiXr9Dt/arE03n6JnRBwjpYrFcHsStop2WfX1j3Yca9G2L5VtMQ6uSXJLXY/IAwSdfQbdXMzt0bK7+vXkRrco4ZnEsiw0ceUzuABgzCIdgICAnjwgQeJj2/Nho0b+Wr+PGb9OJ/Dp4u45aq27E3P5NZbb3V7/ttuu40lS5ZQWlqKrdL976Ffn6uw2kW+3J6OTPSQN+NmLDXlt0P0nPmn5GfWlpNnd5UeIAhwRXQA/+oUjtnmvGfMopKwk7G0TgtGUWPAJooC8lq31opn17Fw5A+Sn2NrpW5Gtel2VydK0ktJ/aPu/c5hk0G5ViBfbyVgZyjm/f6kyaqqgzTnKPf1lSxbbXno7J7fI+WCia0rV7rdJsRJB5n+OXWLE9eHn5M+o1xb9wA4uFxg3IgpXNl/ICdlrSTbYtSpjHh+GApN4z7Da2d9zVfzF9YZpAkX9YwZNYpR0xw6XUPuvJ2DemeQpGvajyT9leTp8AtmTO9n8a/DjbtSLbDq9HxMDXQi8+KgdkaN/TylT1/9soW/T7gJtAhwU5dS/nVdb5dNmkpp1pU+vJXLPv90BKTBFoX6/OK/GelnSMnzHKTx9bXz2NjrG9y25kRnkb4vCy3e59TL5Y8geuqsAb179xaTki7sS3L8+PF8/fXXjBs3js8//1yy7YUXXuD9999nxIgRLF26VLItLy+Ptm3bEhoayvHjx11mdtq1a8cTTzzBs88+63LN9PR0EhISXNaLdpHHbnqFjq16IQiA4NDkAJj3+0wqjeVMHPnaWW1Ekd3+v/L1jEVMnPgkH33kTIH96quvmDx5Mvn5+Wi1TheIZ555hjlz5jBr1izGjx8vubbNZuODDz5g0aJFZGRkoFaradOmDWPHjuXJJ58E4I033uCNN94AQCaTERkZybBhw3jzzTcJDZUO5Lw0nLzDJyn4LgWlzJl/nmU5xcB3Gldbw2wysnLml+TmtkKsFQsVsBMemcFNzz+MSn1pqNYXp2dx4ItVhMliUAju7W0LzFn49Ymk821Nb21cnJ/D1y8+hcUmdXTSqFox/oPP0Ohcy1d2bN5Axc71dDIlo3Bjy3yOAgI5FdaH3jffSlhEVKO3vb5sXrOSjknS9+OuiOGMGP94i7RnzvqNFGrjq5cjKo8x4XpHhs+qzxfyV7r7FONwu55JM15sjiael5SdSXy3dCl2Nxkh7VVB3Pfqcy3QKgfrNqxnlzoee41UPgE7vYwnuHGIo7P89ouvUYWrvlIrk5Hy4iSU8jCe+vKn815rzmdvE11p5Wqj63f3Vu1VJFqOE2nNc3Mk2AXBbTmTJwRRAEGGINoQaozBRFFAOHees/8rDPBn6Zk4SkU5sVY1mQpHYDJI0HLyX6dofTqUECEGha+CClMhRrEcs8yAWWnCpLZiUIsYlRdu71sX7deHYyrVerSbP0do3lGsdqeWg1rfnhxfz9/RrdFiusqGXhFIkG8YrcLakRDXkfKifHL/8yqyGoEp4ZH76dx3iMdz1cWqNT+yNmBtndo0AFem9eC+Oxz9jnU/LabHMafjlAUF9gc+IiamcQa4pTn5/PC/eWQIZR73USKnozaU0dMfc7FULy+v5PinzxFjd+ilFeOHz4PvExUd3ijt+3nFIraEbaau5I72p2J48s5XG+V6/59ZuHoHP2x29nNCgq0ses696P/aTXv5ZL0Mm5uEtN5tSnh9wkC3x+157EFUNV6b2mcn0bbLpWsscDEkb1yF3bysetlskdH9ho/rLNd/Zc5admd6fmYGxp9h2iP/jLKnc/y0ZiVHfZ2ZseFVx3n4uqbvk3rx0tQIgrBbFEXXSDRNlFETExPDTz/9RGWlc+rCarXy7bffEhsb6/aYRYsWcdNNN6HRaFi7dq3bfc7HihUryMjIICMjg2ULNvLGg/NJiO6GIANBJlQHaURRJCG6KydzUrDYzY5CfVGgYL2F2JhWbNy4UXLeTZs2cdVVV0mCNCaTicWLFzN16lTmzZvn0pY333yTDz74gFdeeYV9+/axfv16Jk6cKLEYBUhMTCQjI4OTJ0/y6aefsnLlSh56yNUxwkvDSfn6T0mQxmI30fG+i+sg14VKrWH0K5O4criIWpDOAIjIyMmO5/tp35G2r/FmChtCYFwUA9+agP+oVmSbT+EueBuiikK5X2DrtHmkb9nTtO0JjeCuV2Ygl0ktWY3mDOZPmYTFzWznVQMGM/T5N7Hc+z67ggZRgq/LPgAhFNMnby3mryax9sPX2J+0o0k+w/kYcMNNHFR3lazrkvMn6Scb1wmmvrStVa5RoIunuKAAs9lMSpqr/hI4RG779OvRHM2rF9t/+9NtkEaBnOseuK0FWuTgz00b2KWOqxWkEWlbsLs6SHN8/wG3QRqAqgrHPdEu8ZrzXuvLWTNJ73ICvdV92oBFUBNmrcPe9UKCNDX+65qGIw3SIIA1RkvvTkbkFhMVNT6raAelSSAtvoDDkXspyD/D3QOfZPItM5hy8/946cbPeH3wXP57zVf8u83b3Kscy6CyAVyR25HErEjis/2IylcTUirDxygiq8dHiNsZSLslbcgpo84gjQyBaLseeZD0XWStykWsQz/FbJNxJCqTpLADrNX+wdzyz5h+cDIfnnqDwhDp7+ropp/5cd08tuxZT05e/cXcjUYje+0bzhukicnWVgdpAALMoRTi1N1RYuXAiiX1vm5dbJr/M599PKfOIE2IqOOuG0Zw5yuTXII0AL6+evxun07lWQfOQMrI+GYGZnPdIs715fZ/3U/rjLqtx0+2ymT1ny2f/fpPR13P0qfklDQ+2+w+SNM6qopXHnD/7stKT5UEaWxyiE28/IphEq4egtXm/N2plHbS9v7tcf+igiIO5XsO0uj0Ik/c6z7wdSkTopVO0lUp3ffzvHi5nGgSjZpu3bqRlZXFzz//zAMPPADA77//jlqtpn///hQVFbkcs2DBAt5991327dvH/PnzufHGGy/4usHBwURERGCz2clLOYyfNtARpJFM9TkybRKiu2KxmknPS6VtZCcEIPV0Mnfecj+fzn+PvLw8wsIcFqmbNm1iwgRp1sXSpUuJi4tj+vTpzJo1i+TkZDp3dkZ6ly9fziOPPMKddzqdhLp2lQ7MwKHNERERAUBUVBQTJ07ktddew2AwSAJDXhrGifU7CFfESdbly7Lp1KnpZhR63jSKtr2yWPXRr5RUSGcrK62hrJ2bTusue7j+sUearA0XQlSvTkT16sSJtX+Rs/4YYWppUFUAwtVxGNcWsmnVXDqMHUx456axcQ1v1YZRz/6HXz/4N3a7U+y2ynCC+dMm89B7n7qdTWrVug2tHn+WqspKtqz4lcCT22ltz3TZz1EWtRvW7OavP9pgaN+Pa28aiboZ7dRbjx6H8fvpaM4OWrWYOLBkAXHPv9lsbTjHwKuv5UDScYwyR1mgVVCxYc9OLEmpFAnunZ6iRT19b740ZuTMZjP5dpPbsp0wu4bI1vHN3SQANm/dwg5lDPZaX7UhBRu4aYgzeHRow19uj9ejxmYpQRA0DJpQt2PV4nmfk9npGJVqAV+b+5IapdA4g91qBPcDL0FwuI2f22r01WDVKAnRGOjXwZe9hy2gcASurIKdkLWxhIgKMvtkcbx9Nh/vnEJUZnvGPyTNggoNDiM0OIy6MJgMHM84yuncExSU51BhLsJEBWa5AVWWHNXJULJkVeBBc+kcEXY9FW0LONwjB12uQNgSGZwt/7OJJQRgpBT34tTlMtcgjig4SmtyQ1WE5jmDzUHFBn4J+Atsf0E6qE+IaE0CapMClUWFyqpFLfjiqwoi2DeCVhFtaNeqAwt//YicdnX/PTUWkUHht1cvp285yJ7tlQTHd2egaXP1+oTCXVRVVl602HZlSSnfz/yCNErdahwByJGRqAzizpefdBugqUnbhHi29HqU9rs/QgDaWk+w8avZDHt88kW1rzYThr/Mh9ueJS/QfTmnRS6ww76CviUDCAi4/DRPmgtVLdsnu5tbo7ColLeWFWE0uLo1hQRZeffB7h7vl4zDu/GpsVzpA6pm/A5vLlRqDRXlagICnOXRZ1J30a7PtW73n/XLDkxGzxnD3YKz8fW5dCZZ6kub2Di21ZDVMSgCXfT0vHi53GgyjZpx48axYMGC6uX58+fzwAMPSIMmZ9m6dStFRUUMGzaMMWPGsHLlSvLzL94yLv1QHpWl7vUe7HbHF3NoUCT++iBSTx9EEMFis5KWk0Kw2JaePXuyebOjE3Ps2DGys7MZNGiQ5Dzz5s3j3nvvRafTMWrUKJesmoiICDZt2kRurrR843xotVrsdjtWa90ODl4ujJy1R5AJztvdYCun91PutR4aE/+IKO6ZMZH23XNR1Joxt6Hi+KFIvps6m5Js12BCS9F22DX0e/dBDB3MFJld3WNkgowoZWsKFx9j0ytzKc+pY4a+AcR36s7wx6cjE3wk68vLjrDwxbrLWHR6PTfcNZYrX5jFqQHPcUDTvdpRpDYJtpN0O/w1J//7MKu+/JScbPf21I1N67btOBguFZbtZjrAlrW/N8v1a6LWaAivlFp+nlYHcarCfS28EgVD7rg0gjQA6xd9T5kHt6fY2MYpmfg/9s47PI7q/vqfme1FZdV7d+/GBWMbGxtTTC+m9wQSCCQhBQKBX/KmEFooIQECwXQwhGKKgWBw773KRbJk9bqSVtvbzPvHStpdaVeSbbkAOs9jHnb27szd0czOved+zzlHinXr17FOSA0zFwdINq+kwbCBGGOwqqGlKfJ5NkqBAWiyaRR6U3zENgDrVy3nUOY2WjtulVg5ckVDjN8OCPgjPPqlfqY9daGfUbuyKGDJCfY9PdtKYUrw+H5knHioEhwotiQw4sMCtKWx7Bq9jyc/+hUbVi8/kl6h0+gYM2Q858+4ghvP/xl3XvIw14y8k8R1WbQeNlIr2qGXb5oo68mMl6i+8BC14wPn0ZEqo1KFG8HrrNG9V9oFF2n7Iv+9SvLDz31ik4y+JbjNrRRoM0BDgo+qVAeHMs0UZxxmY9I2vtB8wYut/+QPy++lIrOkr1NBVlUaU6cGVs5bD9XyzfsHkRBR+zJwh1yX8VhZ/enRVdVsfG8Jzz/2HOW0RSVpTLKOy6bP4fr/d2+fJE0nZp43h+3J53e9ntDyLSs+/99R9bE7jAYjswwL0PiiXwfNcTILv31kQI73Q4Wm2wS6e0WN1+vlgTf309bW89lsMMj8aUEGRmP0FCdrXbgf1fctmjsUHlf4OMjnjyxftdrs7GyOHlqh0cLdV04d0L6dKGRmZ6OUgyS3T1BTWX745HVoEIM4AThuRM0111zD1q1bKS0tpb6+nq+//rqruqY7Fi5cyIIFC1CpVOTl5TFlyhTeeuutIz7mnDlzMJlMjJ8+jF//+yp+8/LVuDwhq8Gd1dgdtdFDMkdTWrMXGSiv34dBG4NeiEf2wRN/e5xHH/wTv//FfShFBduXrOLlh5/ktT8+wzO/+RMrV6wgya1lzX+/YvqYybz15pvY2oMDtyeeeIKWlhZycnIYN24cP/nJT1i8eHFEWUknDhw4wL///W8mT55MTMxgSd9AYecbS3pUh1hj2zEknbiVsjm3/5jz7izEoOz5cLU4svnwkbVsXvzBCetPfzD2uvM57S9X05rSjNXbswpOJarJEPI5/Nw6Vv/5VTz23n0ejgbDT5vG7JvuRRDCB2ttzTt44+H7+rWPKTNnMffXf8Z3w1NsTjirF1lUG5Mbv8a38Od8/fT/Y8fm6KXFA4W5N/yIWiG8QiB2y4c4HQN/LvvC1NyCsNftqjT0KbER22YLeoZMHHciutUvHC6NTK4Z0XDu7Tee4N7A5s0bWSUl4hPCDVpTzGvZk7aaRHd4apAzioxG07GwMGNB9OSb2poaVlk+oiEhsA/RIxJPZBIhzdN5noQwU+PApqOVPUVASDVNe0YcPm345Dw9N9g/f4hJtR+JWtGOpUpDwcf56PcZ+MT7Bs+98ccesuH+wN7SxpsPP8XLr75KOZawY3VHrKxlamI+d//pPu687288OuMVHhn5DLcZb2ee42w0KeH3qcddB73In1IPxkXc3pjtpT3kLUGG4QePbIKZbDX0aSCcYBWoTW7gD8tu5/GPf8biZ5bhkdUYFc1YR1vYrQuv8E0qX3dEC0Quh5PXH/o7S3ZuwBJFPiYiMkQ08bOHf834C86K2KY3zL3tdg6ohne9Ltz5MvuL+yao+oMzp8+jsKr3itDD2a28s/ilATneDxFadfh13T2e+6GFG6hu6OnVp1LDL85WkZfbe0qmrzV8QddrODV8/44HtLrw0AStPnJF4AvvrMBhj/7bMCq5kYSk6Kl1pzKUSiV6X2vYtsO1p84i5yAGcTxw3OrFTCYTl1xyCa+99hpxcXHMmjUroj9Ne3s7H330UZgvzfXXX8+zzz7Lvffee0THfPPNNxk1ahRb/1fC/o0BXwWNOkQ+JAS8ajrJkqLMsXyw6t94fR5Ka/ZQlBnQtuZm5/P1si+w4WZfZQkZmZk0ig7wO8APKzesIjsnh31tlezbXoksy3i8Xm6++WbGjRiDCgUqRG694GrqTqunoqaSras38OrCVxk7dCR/uOs3xCbEU3eokv379mEymfD7/bjdbmbNmsULL7xwpKd7EFHg8/lwF1vQq4MPcIu3mam/vOaE9yV71HiufXwEX/z9Jepqwo2GPbKBrd/IVO58jgvvuw2N7uhK0AcaSqWSKXdfjcflZtNTi4i1x4elZgFoFQbSvAb2/vUL3CkeJt3lp6eFAAAgAElEQVS9YEBLUSfMOhuXvZ31H7yITHA1palmI4v+9geueeD/9Ws/2bn5ZN95L06Hk9Wff0z8oXXkS5U92nXJor7eyvpv87EPncHMC4+PLEqj1WKdfCVser5rW4bcyPJ3FjL/xz8b8OP1hqHDh2NavprWEFJTW1QIjeGDYT1qLrsnMul+MtBcV0ejGLmaJlnQnPBEqm3btrLME4dPCL9e0po3sDM9UB2SoQs3v7cLkSf8guRAp84mf2pEjzkA3l3/DNW5wYlySlMSCnpWwjnRkCqZu15LCChCKyBk+kp47ta5KI1DdtmmNmBPNfZootYGCQFfFPKkSXCAHUxLC9CIMi/+7wEy3SO54ca7I7YPhdfr5ZMnXqbE1oyd3pNBdKgp0pi45Le3o9WHy42NBiMTRkxlwoiptI6czcL7b4COVChZtpMoOTEren4/AJ9XQbpZhVvtw6mRcKqD56sxWUWsJShbymhys62f62aZZclU5zXS1x8rvjaDsmE1OH0SeUvG4ZLjUAtWdl+8EWesjww5hUm7gu1z5BoWvvMo9rg21BgxKk2YjKlkp+QzJGcURkPwe+5Yspxla9ZFlUUCxMk6zhw/galXX9Cv7xUJSqWSoTffh/k/vyaRVrR4aF38GG0ZTxEfH5lEPhLcedWDPPr5z6hJjXyNyALsSdhI6aFZFBUOO+bj/dCg1aggxNxfDrnVn3prJbsreladCSJce5qDGVOn9bl/pS2crJBjI5Oj3wfkjZ1OS8WOrtcxRg/tLWZiQ/yz3G4321qiS55Uarhj/sjj2s/jDb2nnXZVWtfrJteJX9QaxCBOJI6rsO+WW27htttuw2g08sc//jFim0WLFuFwOJg1K9zYyu/3s27dOs44o28DxU5kZmZSWFiIOdePeb8fGRBDBpOyLAciujsGREMzx+LzezncUEJJ7R4mDw2s+GRmZdBmsWC12aisqmLSacFBsiRJ7N6zG5vNxmNPPB627x27djJixAg8dAxCBVCnxzIkfTRDJo0ma28+n33+Ge+v/4rcnFz2lh0kJiaGqxZchUpQkmCMQ6fU8Nkr76FERCUqUIpK1CoVGo0GnUGPIdZIbKIJU1oSqXmZGBO+vw+mgcDmf7xPkjpc+iAUqlFqTk6csEqt4ZIH7mHn10vY+lkbbjk42JQRaGzKY9Hv/sv0G4ZQNHn6SeljJKi1GmY8eDP25la2/OMjkqR01GL4RNSojMfYAtseeh/1iBjG3zxwccjT5l+Os93K9q/fhJD43JqSlXz87ONc9ov+VdcA6PQ6zrnqOuA6Nq9ZiWXjt4x07UYVIS2qyF8O+8op3/cZZcmTmXDhZaRnRI4DP1rMmHce3+5cy1j3zq5tYxqWU37oXPILiwb0WH0hz+8kdL2q1TQElXIzXl/w3OTpYjGlpfX88EnC/15+Fy89KwEEBCbP63uwP5DYvXMn3zh1eIXwld289mK2Jy+lc3I9Jj/4XGuuq8MqRJ4oulwVjJkY3fD82bcf5vDQ8BVGU1vkCWybEItODiXdAhIoBRKyECivleR+KppkIap/cCfcMRr2eAvIF9roDrUmvIomYGgT+cDtgot2GTQ7UrBLFp5/7gHOmnsdI0b29HwD+Oq519lTW0VbH0lOKhTkibFc8rMbiU/vWx5nSk5Dp8vG6QzKLVTWNkiITNRYRYkHzwsuurS0mSmpKqa66TDtCcVA0GwhuVEipl3AHiP0mkYEIMW24RN7b5RVr6NsWKB6auyXI3G501HgoWLOBpyxgXulNq2RfcVFjPAFDcwL69tZPKINaAOqgd1gA6EYdG4ZrQ2yVuZTI3jwRSMXEcgjjmvuvwND/LGPT1JSk6g999d4//dHVPhIlxvZ8coTzPzlH1Eojl3qcunQu3i94Sls2sjn1KoT+LD4n9xf+NwxH+uHBp1GBQRJ9M6KmveWrGfZ/sjSwLOGtXLNRbP7tX+NPdyjSZc8sM/mUwmZw8ZQc0CBThu47wQBSjZ8w2nzr+5q8++3v6G9Pfo5GJbSTE7uqVMJezQwSOF/c5v4/ZW7DWIQcJyJmjlz5qBWqzGbzVx88cUR27z66qvcdddd3H777WHbf//73/Pqq68eEVHTibT8+MCvmCQjy3KXL47QocEXCIwpE2JTSIhJprhiKxUNJVx31j34RBcqtUhaairbtm3DbreTmxs0oS0rK8PpdHLLTTeHDRIs7e188OEHWCwW4uIiD06SEgPMd2h6gahQYDIFJDgeJDyEDC6ljn8+wElg7NStwl+BiBolKkRUKFAiohRE1AoFKqUKtVqDTq9DH2MkJiGehPRkknJSiU1K+N4bcLksVnTN2rCrvMldwxk/vunkdaoD4865gIJJTXzx5Pu0tIcbDTv8iSx7vYHSDS9w9p23n1J/J0OSiVl/+hHmgxXsee1rUhW5KITwB6VJnQqHYN39r5N0ZgFDL5g5IMeec83NuKw29q3/kOAqnUzZzi9Z8pKeC+7oe6W9OybPmAUzZlFdcZjNXy6myLwFEz39PRJpI7FpKZ5Xl7NUN5bE6ecwceqR/zZFw5ArbsXxzv3oO1b/tXjY/dFC8n97Yj0SZp9+Bnt3VuLpkJp5BS0ZQwqp2BeI546XdVx5/4mt9OkLTU5nxOKCJFnH2NlnnrB+7Nuzl6+sCjxiuEwvx1rMkFQdG32BThrdMvnZQ7ve3/z50ojeHlpU+JwWpt8SWbr1z4V/pmx0XY/tprbIlV/tYgzp/u7ebwGypiZGTZbNhSgHOBMp8FZECEC3LG7CWBoBnCY9LXkmYlsiE1CiQkCJAl/HfVyoEqnwiV2vI8GNlyrRi1inZNkbn7Fet5jb/vBw1/sbFi1h486dNAn2XotNRESyZCPnX3sx2WNHRG8YAXnjJ7FvfZCocXtqEeU0JKHnb7RFcLFz/TrGTQv8TiTEJzI1fiZTmYl7uovdu36KtmMOq/bAea1TmTrzJsqqSqioL6XZWo/VbcYtW/EonXhVHoxNqZQO691DS+OTcXs1gJNha7LwtgxFQKJt4iZas8IrYPZkJTLicJCoGe09wGrzUMyJ4eSfDBgOxxC7N5mKXqpojGiIjXNSN/4Q/1rzMGq/Dg1GjGoTSTHpZKUWUpQzDJ3myIISxk8ay9Ly6xl/8HUARrl28s3bb3PuTcf+LB8+dBQj905ic9bWqM5F1WlOXnz/UX561e+O+Xg/JGhV4feFLMP6Lft4Z7MeKUIh3aicdn5z4+x+719vD/+LpRSMitLy+wG7TYdOGzSKtzSHywA3maMvoCiUcPOMnKjvf1eQqNZwKOS1QxWZKB/EIL4vOK4zQEEQ2LZtG7Iso9H0HDzu3r2brVu38tJLL4UlJkFA/nTHHXfw1FNPdfm11NXVsXPnzrB2mZmZXf9vNpupr69HFS8jqV20mx3odXo0quDqpkIEvxRQ6MsIFGWOYe3e/2HUxpIYlw5D4/j15WfR0tjMO/9dhEGn5+KJs/G63LhdHr7a/TmjC4YxPm0IPiS8SHjx40lOIyEhgZ27dnHmzJl8tPhjsjIzyczMwmgw0GZpY+XKlRgMBrJC+nys8CPhDKd3AqMqX8c/F9AO3SvhRUTUKLpkWkpEVIIiUMWjUKLRqNHqdOgNBowJccSnJpKUlUZiVuopRRz0hk1P/5f0kKQnWZZJmpV/EnsUjpiEZK5+5GeseO1VSrYY8RG8Tv2oKD+QxXu/+w/n/uJckrJPnX4DJA7NZdYjt1O1fieHF28lVZOD0G12lKzJQt7oZvXqV8i/YipZk489NnP+7T/D7XRQtmMJwcmhxP4Ni9HGxDD32qOT5GTl5pH101/idrlY9dnHxJaupSCCLEqNj/HObfDNNjYsz8M25AxmXnApGu2xaeNz8gv4Im0uk+u/6No2xrOHVV99zpnnXXhM+z4SGIxGTC2lNCSO7drmyiqEDqJmSEbKCZcS9YatX39Dc5SJY2rMiZMPlhw4wJI2CbcY7n+Uad3PdXPP4b1lz0GHJVaCTR9G8jdWRTacN8oq0tPGo4pwvl988REOjzuMFEKYKGwyZ2/JxqOMTI7YRSOReJA9ygw+mexjfJ2Tc0ra0fhkFAQmVWEUTOjtLQf+I3T864SkFGnLMeE06UAQMCU4KS+NIb+op2eOkiAxk5ljp9kFcTWJNAv+qFHlABISdaId3PD0A38l2StjVSqoEe19+uykS0ZmzZnB6HOOjjyee9OP2L/hc2S585rzkOy206CNtDgjs+PLVV1ETSg0Gi0tqWoyKoLf03lwBxr1HYwoHMOIwp7VQlWVh3lB92f6kjxlVqTQkNVIVnECykMTkAEpdydVY8w92hYXlFFfkUSaHDCEF5EZf8DIt2eEEDVeidFf5lLvl6LeawCZkoFDZx2mJqFzBu4DHIAZqAB2QBuIraB3y2jdCtQeFWqfBrVsQK+II06XTGZiLkPyRpEUnxy2/3kLruCbfxxknHU9AOOqPmLT6mFMmXnsxqg3XnYnjR/9hsPZPau/OnEoq4Q165cxY1r0CrdBhMOgD38uShI89bUbr6fnNZyZ4uIvt0zp977NjbVoQ9c1RSgaNfmo+/pdgOwzAUGiRlQG79OX3/iCltboc4uilFZGjf1uV9MA5KRmsCnkNnWqBlPZBvH9xnGfcfdmirtw4UKKiooixlbPnz8fSZJ47733uqKxn332WZ599tmwds888wwXXBDQQF94YXBCI3fEcF8z+y6mjz4nrKpGEGRkWUBAZmjmGDbtX8aY/Cn4EFhWbWD7+1XMPHsu/3nzVebPn89lPw9M/hoaGvjJo/excOFCrrmmp8eJDz+vv/E6Tz/0CO5mK8vWrGTr5i3YnQ5i9EYKMnO56fwFJOuS8eJHjQLxiEwBBg4SEi4kXCEyEmQCA3k/4IEuP8ryYBMBIYTg6SB5BBGloEClDMi0tDoder0egymO+OQEErOSScrJRKM9cbGJ5rJqEn2pYXbZ9d4Kzpz/oxPWh/5i9i23MuT03Sx7aSM2T3gJfrsrk08e38TImRuYdtW1J6mH0ZE9bRzZ08ax/9OVtKytIFkTPlAQEEhT52H7tIaVH69n9G3nkFiUG2Vv/cNlP/8ti/7moKZkWchWLzuXvo3eGMO0i44+zUuj1TJvwbXAtWxZt5q29UsZ6dqDKoK0ptB/GPYf5vD+JRxKnsy4+ZeSmXX0K1Zzr7+F4qe2kSUHWVXTto9xzDzrqGNzjxRLX30bR2s9hBA1Fk0WiQkmFGYPl9xzakTJd2L7ii0Rt2tQcf4dN5yQPpQfOsSnjS5civDJerrtADfOPRulUkmDv6JrezLh94jD44to66+VYNYtPYnHV194korRh3Arg8+OhGodcw6oGenfxkbhtIj9dCl0oarBLuzKSsavqGdrlp7SRA3TK2yMq3Oi9ssIckjXwjiQzsm4gCyIeFHgTtViS41BConkFUXAGznlRxHy7FMpJCYniHw6pBy/VmDEsizsHiWtvciX9F7QCSIlakevJsEASbKe00aMYOZNx5b0p9FoMcbkYm3f17VNtrVARKIGnJ7o/VLkD4WKPV2v4+sdvUbN/nfTv7Dm9m0gfOv5v8Hf6OTj9zbiRSQpthHnaBMjasGNFY/ChUftwa3x49DA9qQizm8KJveNt+1ljTMJt85DQpmOxO3pVInRo8z1qIk1eimeVxa1TSgkAWxaAZtWAtwd/9oJSMH2g3c1lASixYMx5RrUkg51Vhzx+zPJlWtQIJGw6lmqcv9Odk7vprP9wS2zfsdzOx7AHBuZ7HOpBFa0vMdEx1T0+lPDQ+5Uh64bySxJYLf1vIbj4vz87YahRzRGPLxnE6GtHQbQ6qInRH0fEJ8yFAia5xpigrKytU3JET4RgKiAayd9PwiNgqIixC2VSB3TV4+gp7a6moys76/sbRA/bAw4UfPKK6/0+/2nn346ajuDwRCW8lBaWhq1LYDHE74CJ/klvvrPViqKm5AlObDSJgSIGoUo4PMHKmomD5vN5GGzkRHYokvAJ4jUNcDHrcN4+Yut3Hx2kERKTU3F4Yi+ovSXR/7KXx75KwCnnTuj1/4C/IaHAHC73DRX1tFS00hrkxl7qwWH3YHb6cLj9eD1+/BKfnxysILHi4QHX9Q4zOMFGRk3PtyhE9fOZVdPx7/OMV23ggQVStQd8qyuKh5RgarTh0fb6cMTQ2ySiYS0ZFILstDHHnlp457/fEWGMliF4pO8FC04sX4VR4LM4WO49vERfPn0i9RWZCGFREl7ZD07VsnU7H2Oi+67FY3h1Cv1HH7xLLgYti/8BN9BB/Hq8IQUhaAkQ1lA/Wt72Kv4hkm/uBL9MfgrXfPAH3jj/xw0VQeTmWTcrF/8EtoYIxNmn3PU++7EpDNmwhkzqa6uZPPnH1Nk3hxRFpWAhYSmb/C+voKlujEknnEOE08/cn8hjVaL8/QFsD7ohZAmN7Hi7YXMv+OeY/ou/YHH42HPwcOYBQcpnlra1UFTQsPQQkZ6j1tI4FHB5XTSGMUoNkXWEJeUdNz7UFFezse17TgV4YPgVHsJN80+q2vS3aIProIWJo8Pa+uI4vWhlLykDQs3Hf703dc4POxAmJ9G0a5kZja0kC0HyCC9P/IzyidGftxbk4JyKItOwRfD4/imKIYx9S7yW9xkWL2YnKF9FAEBiy6Zxpgcqkwj8DeUMzqrvMe+AeJSI/dHGcJOeT0K0jMdnFdt4pPcJvZeGAgDKFqVjKIphgbR0fWsU/hlsvwG6tQeqkNWlyMeW9YyKiWT+ffe1mu7I8GIs+aw6ZMgUeP11aGWs/AIPQkpmxCdqBl/3nXUrHoQsaOJwQZ71y9l3Mzze7T9aumHVGW30Fc1TYF5DBpJzQf//BavrCPZ4OCyP96EQh2ZLPN6vRyM34v9w50YOupyDbg4bU8O9joXdX5o7IWkyZAMVE2vpC6t/2lR/YVLJeBSAcbO8mA70EylIYHbt+iJwUEcNkrf/iuvTfCj8itQ+7RoMGJQxhOvTyEzOY9heaOINfb9rElMTGKqfD5L/UvwKiKf54YEPy998Vd+eeVgbHd/YOhWaSpHuB20OnjwwniSjjCFs7W6hFChj9Nwaj2fjgeGT5tHyfpvAwQ4oNX4qSrewerdjTSao/ts5ae0M+X0gZGgn2yo1Wr0vlZsyiAxVVZxeJCoGcT3Ft8NDctRQFSIzLt1Isve3EH5rgakDuF952BPpJNfEBDw02Y4hCFzAtTrQAavB95bJrHx4DYevqaA9ITIxmcDAY1WQ+bQPDKH5h3R53w+H601jTRXN9DS0Iy9xYLdZsPldOHxuPH4fPgkP17ZHy7Two/Uxwrk8YAXX0/Tz+4+PK09P6fsqN5RI6LsJHpEEZWoRKUMGC1r9ToMMQGjZbHdTqoivLKhUa5mxGnnHadvNjBQKpVc9Nu72bviazZ91IBLCr3mBJrMebz74EdMuzqHYWfMPlnd7BUTbrsEn8/H5n+8j65Zg0EZft+oRS3pch6lf1+ONcbC1HuvPWpj55v+9BgL7/sFrc3BJARZdrLizWfRGY0MnzQwHjJZWTlk/fQXIbKodRRIFT3aqfAx3rkdvt3OhuW5WIvO4MyLLjsiWdQZc+bxzfbVjHMFv9PYphWUHTyHgqHHN3Xkk2dewtwhbdDVlNKeHyRqLAlDmXRaQbSPnhR8+eLrUSUyQ0Yf/77WVlXxUVULDmVi2PYURyk3z5rVJVmqrqvA0rHQq5Bg4qggie+w22mPYiScmBI+cdm9bSu7TRtoiQmS8+M35DOzfV8YgWj0RyYvFBF+89drCmg09WzvUYpszdKzNSvQca1XwuCRyKrT4Uy+BYc6Fq8y6DOS1xTdNyXB5OLg/niGDg+XlYQ6W3m9gVfpWTbmH0jnq8mBCo/SM5uAJlL3GzHtSkQjizSqfVQooi+YQKDKI82tIndIAXN/OrAJf9MuuJwtn76NJHd+H4kEp5V6fc/IW4vgonjzZkZO7inJSEzJYGeqgpS6IAlWt/mbiETNNt83/TIQvuGyn7H4oQ+w+fUYFE7m33d+VJIGQKVSMWr4eL6Mm8gky9qu7aPbDrLIl4ogRJ78alGRrhBoml6DTi0hOGUcGgH/CZgr2xJa+KBwFDcf2oKITJFUSc3+CaycXkNA691phExgTLEP9B4ZnVtE7Vai8mnQ+PXoxDhitQmkmLIozBxKenIO5599OaXv7+Bgfm3U4x/ObuSjL97m8vnXH/8v+x2HRq0MmkLSaWclBaKdCPim/HiGjzGjjvz32msOl4x69CeuYvtkQR8Xj82mJjY2+Nyr2LOOZbWRqyghYCd26chTR648ENB52sOImkZ7T2ntIAbxfcH3lqgBUKkVnHPrRCqKGyleW0nlvibkkAIUSQmHMFKhMjBVqsJUtxRT6hCK2yfQmfh2uFrBXf+s4Ka5tVw2/dSKtVMqlSTnZpCcGz2OLxJ8Ph+2FgtNFfW01jfRbm7FbrXhcjhxu914fV68kg+vJOEj8M+DHy/+Xs0ejxd8HccNK4IPJXhcgIWuEI153jzidMEHv8tvZ5e3jp0P/g2VoEApKlArlajVGrQ6LQajEUNCHAmpSSRlpWLKTDmpPjyjZp9D/oRWPn/ibcxt4TIhp9/EindaObTxX5xzz09OSb8gpVLJtF9dh8fuZONTi4h3JaFVhJck6xQx6Bwx7PzjYvxZMPEnlx/Vd7npkb+z8Df3YG0v7tomyTa+fPFRtL/6M3kjB06THSqL2rp+DS3rlzLKuTuyLEqqgIMVVPx9CaWJkxl74WVk9VMWNfzK27C/dR+GjrQMDV5KP3mVgt8+OmDfpTscdjvlra1dC/Z1B8tQ503tiph2iwZWrF/DeXPmHbc+HClqGloiSobiZR1zrr+65xsDiPraWv5bXo9dGV5unuQs56bp08N8fHaWrqHTfirRqsCgD1bEbf3i64iyHSUKzr0zKNOsranhy6rXqc8IXmtT1w5jln0j2m5kVZzcs+oLIEbqScgcytIhC71XpQC4VCIulUiiMw+LPsLKbZQJfeA90ETgGBSC0DWB83mCn88pamPumhS+ndHYtS2hMga7UqCuF48UADVK0rxqakQ7ZRoPZZW72fFAKfkxiZx/z03oBsC3SKlUEhOfg6U1SDz5bc0QgaiRkdny+bcRiRoAT0Ya1AVJLn19S482/170GHWFETRrIdD4ZGYmXcryJz+l0aZHJXiZf9fp6BP7F2E9ZN7FSB+sQ+z4g6TJzeQlj6CiuadnS5pk5JLrLu1hxOz2uKioOUR5XSlN7bXYPC24JSsehQOPyoNb48OpkXGpjl3uXVVYwdfmyZzXtgmAWfbt1O49nZJRkeVXDrWAQy1DjJeA/s8GdF5fG6EG1JUBqZXKKJDerKIuKfI594uwXb+caXWzSE8fXMXvDUqlEjGQ69EFldKL168BAS4aY2H+WUdn+K6whU/O5Zhjj2v/LsDlMIQRNXZbJbXN0St4s1PszJ07cMEHpwIMfjehtviWfkUVDmIQ302cerO8AYYgCuSNTiVvdCq2VieWJjs+r4RGryI+Tc+dL+7C1aRkpTiDM3zrcTeUMlJdSVPqXKoaAgNqtwteXuJl7f6tPHT1COKN320drFKpJD4lkfiUxL4bd4Oj3UbD4Vpaa5uwmFuwW6w47Q7cbhcejzcg0ZI6SR2pQ6LljxifezyQ59KQbgxfnTnkOEiDrkPLG+rD4ybgw9MIhIzvAj48wSStTh8elahApVCiVqnR6LToDQEfHlNyIgmZKSTlpA+YD48+zsRVf7mbNW+/yf71GrwEV68llFQcymHR/QuZd9csUguPb6XF0UJt0DHz4Vux1jaz7fnFpJCJUgxf2YlVJUIDbH1oEfoJyYy5+twjOoZSqeS2J5/j5V/+BIcjKI+UJAuLn/p/XP3QE6TnFQ7I9wnFadNmwLQZ1FRXsvmLxRQ2bSYBS492JtqZbP4W7+sr+UY7mvhp8wKSql6QlZvHl5lnM6nm865tozzFrPj8E2ZfeMmAfxeADx57nnYhqHf3eL2kWkppig+avJdx6qzKVRQX0yRG9i9JVh7ffjY3NPJ+SRVWVThhkeCq4OapU9DqwhNtqqz7gkSNJ3wyX7kvslwoRlajNwYJnUVr/0FVfpCkmLFmKLMda7om1p1w+UXiFZGJmgx3ddjrNdqptCf1rAyLhhinjDnvooiDBrkPSU58Wk+CJbSixucLT47LH9HCmSvSqFJ7EOvjqBUc0ItfjYhIhk9Hq2yjUuUjVCLUKjhptVWz/29PkiUaOfuGS8kYfmy/CadfcSX/+8+uYP+lRgxSDnaxZ/Wc0x29erXwzItxbw1GeCc0y1SU7CF3SMB4vba2gsqMkmgf70JWVSoaJ+ysViIgMeeyApKG9d8vy6SNZ6dyOGN8QUnXcE8tFQTHOmqUjDKmcsWDd0Xch0atZWj+KIbm956802Cu51DVfmrNh7E4m3D42vGIdjxKFx61F6dWwqnuO6Z802nlZK4cwhhf4PxcXrOVlxJH0JpW3/sHo8CjEPDoAb1MUl0sek8zDnXkTrQZ4K2NTyKKImpJj04RR7w+mbSEbIbkjCI1MXr6zg8JXyzfiiAqCeWi1QofXr+GKQWt3LFg9lHvW+0IJ9LUScfuU/RdgEqVRmjpuc7oJKoDggDn50c3Zv+uIkGp5HDIa4f6uz0nG8QgesP3nqgJhdGkw2gKH0T/+uIUHnyjDZ8X1imnMdm3FSgnueELEtNGUdw6Ck9HZXrxISU/fraEn5yvZ97EIT0P8AOAPtZI/tih5I8d2nfjELgcTszVdZirm2hragn48DgcuJxOPF4vXp8Pn9zdh8ePGz/Rn0Ld4JcYrcoPmzJYvS1sU5uJuPQeBQEfHm+4+0V3o+WAXD4QZhGCAMGjCItLDxA8ClQqdcCHR6/HGB9LXHICpvQkUnIz0UdZ6Z1x/Y0MOf0AS59fidUdPhCxutP57OmdDJ+2iRnXR47wPRUQk5HErL/8mPo9Bxq+4z4AACAASURBVDn49ipSlbmI3VbgE9TpsBfW3v8aaeeMoHBu/5M8lEolt/39X/znl3fgcgf/IH7JzPt/fYAb/vIsianHZxCXmZVD5h0/x+1ysXrJYowl6wImw92gwheQMy3fwcaV79FeNL1XWdSc625m75PbyJaDJfjJuxZjmz0HozG6QfvRoK78MJW+nj4UntJDMCk46WrV5lBWUkrBkKIBPf7RYPm7SyJWoigQOfOq+cftuK0tLby77xDt6vDryeSu4sZJE9EZe97HZlXQqDVTH06q2pyeiLYjejlIXPzjrf+jfFhHYo/Tzzmb8jndvSZi/+q0ueR7e5I/DjQkyYHBvQ8FK3TTqVWraI7rvwQ2sSkeZ3qUAXFvFTVAXJyHA3sSGTY6mDykDJFE+PzhRE1zuYFGs54WUYY+qmjSJQNqj48qrROpF8LIgYeDUgtlb7xOumxg6owpjL/grF73HQ2jz5jFtwtT8EnBqp8YmxV7bM/7uTefmiFjprLG9CLxrcFn3P7lH3YRNYvW/Yv2PrzXTTY42zCfNasCz7nJU4wUzBnf+4dC8M2/32VzRQmxCQmMCVlPGe4/xOa4abRYbCTLBuZfeC5DpkeXWPQXqYlpfRIZTreT0soDVDaUYm6vw+ZpxS3Y8CgCMeUujR+nFj4/3UPqmgRSaEGDl6t217Aw1ohXH53U6w+a080UlGZRVhRd0leZaaPgUBYHC6sJxGoeCFT4loHmYKA6R+tSovKqUfv1aAUjRk0iybEZ5KYXkp9ZhEZ9bGmBpzJ27y3j5dVKRDE8bE6pkCjMsPP7m47cxy0Uelv4fZWYc2ouWA00soZNxd4cJFRjYzyocOGl57WUkeTikotnn8DenRhkJiazLeSxMJj8NIjvM35QRE0kjC7MZc6YKr7eFpj8bFaexnifCrWyBF/9XsbqKqhKnktDU6BSwmGHpz90sLp4Kw9cOQad9tRZZT6VodXryBxaQObQI9Mie90eWuqaaK6up63BjK3FgsNux+V04nZ78HUYLXtlPxlukcTYcBnYflcJku7Emcx58OGJ5sPjJZBW2kKXhL4TShQ94tKVogK1qEClVKNKUpDo2kureViX2z2AFx271+uo3fdPLvzt9ejjTt0HVtrooaT9bSjlK7ZQ8+VuUjU9V3xTNNn4VlhZtfQ/DL1uJmlj+zf40mi03PLYcyz87Z14vMHBtc/fwDsP/4pbH/8Xxvie0oSBgkar5ewrrgGuYdvGdZjXfs1I5y7UESrJCqRKOFjZIYuaxNgLL+8hi9KoNXjOWIC89tmuqWeKbGbVW68w/6e/HNC+f/7yovD0tw401DeQ7G3EqgoYQ8sIrCs7eEoQNc0+d0SCI1nSkT/m2GPgI8HS2sbbO4uxaMLlDvGeGm4YP4aY2J4EmsvtwhzjpbOz44vCTeadUaSkBnXgHv/XK3+mbHSArDPVaJlzQMcoX+SkK4AmVWJEosYixKKXm7CjY7lmGrvV48hK+TL6l40AjSULZxS+Uxb6Lj3XacO/qyIkStvnC3ze0qCieG861aITqRcTWwgkOUlpFvafESiHTCzVk7kzlUbRiztSvFXnsfBTJbRTtfYbVq1Zz/CsbM664xpUquheLpGgNaZgaw8SNV5nPbIhAUERTjpZBBele/ZSNDpypYktLZb41mA1nrIqkOry9TeLqco205eB8NCDo9iwpxEZFUOyfJx209x+9b+90cz7z7zCYdoBGXuLmwpjIFGpE8NEJ1Z1Clf8/q4jPj/HAp1Gx5gh4xkzJDrh5PV6qWuuYatlK3G730GDl1TZzIUbklg32otP68epkXBE0t31A2VFNWTXGKjKjH4d1mdVkdCQQEtquLmeWyngVgKGTiNkB4GVncPAVmgGRWP3mHIdagzolXGY9ClkJeUxJHcU8bGn7jM9GpqbW3nk8zbcLgWabvyBKdbLY7edfkzXk83Sir7bn6VgzLHHtH8XkDN2Eju+egONOkBUKRQyp2n3ssHVk0Q9KyNydeV3HUVFQxB2NXVVcrrEGFpbWjAlHL8x3iAGcbLwgydqAO6+9HR2V2+nrjFAuuxQjmWkX0WsYh8ep40Mx2JSMyezt7EAvw+QYUuxklufLebeS0xMHX5sccODiA6VRk1qXiapeZm9tvPYnez5y5KwbWZPLRMWnE9BUyvWljYcVhtOhxOPJ+DD4/EHKnh83ZK0+op6PR7wRfL/6e7DA6SYNhJrGYlTCh+8mdtyee/hzxHiSnBKxoDRskqJRhUwWtbHGIhNiCc+LYnk7HTiUhNOmr9N/uxJ5M+exN7/LsW6tZ5EdTi5JgoC6ep8Wt8v58B7qxh/58XEZUVPNOiEITaOG/7yFG8++HO8/qDRoMdXy+u/+wU/eupFtCcgVnXi1DNg6hnU1Vaz+fOPKWjaRGJUWdSyDlnUGOJPn8ek6UFZ1Omz5/L19tVMcGzr2jbOvIrSA+dQNGxg/LJ2rVlDDZErFuJkLRnOJg6oggle9YYsPB5PmAfLicbydz+gLYoMJj3l+Ji+22023tqxi7Zu5GKsp47rRw8jzhT5uDv2r+tKkIlxQW5WkOTyeDxYhciEQkpeOi8+/wiHxx/GLwoU7kpmZkMrOfKBXvvpFiJLL9vFWJR+P98oplCrLeS2ba/z/o39v/9NNmgbfln0Bn1U1ACY0sJnVqFEjdcnsmVZNlWiB08fBE2crENvdLH/nHBCylzkwFxUjsoqMGxZNha/ECbni4RGwU5jzX52/t9j5OrjuOBnN2LoZ3DAiLlz2PxxMZ26Dkm2YMJNG+FVRxIy6z9aEpWoSRg3A/YFn12JDT6sbS1s8fyvTwPh3HIDUnEWXllFitHBWb+5sl99X/Pmx6wr3tPj/OzV5ZPrCBI14zx7Uf7kHyeUpOkvVCoVOel55Fycx7c+FWP3/QeAMb4DeBsv5dxbA0lf7TYLByuLqWk8TKu9AbuvDTc2vMpATLlLI+HQyBHPdVOMjzg7WKI8NhwagTjRhuSREaPIpKLBL4JVJ2DVhcaUtwE1QHHgmX8AdB1GyBqPEpVXg9qvQyfGEaNJIDk+k8KsYWSl5J4yfyO3y83v3irBYgn8FnU/rRdPjEWv10X4ZP9RtmdTWI20Qw8xx3Eh5lSCUqnEZtWiSQw+t4fEVfcgalISPVx/9anjKTeQMBiN6PwlOELSFksPlTA54YdB1g3ih4VBoobAD999l6Vz36tmvB1yzmLFCEYqlcT79uASvChrtzDRWEa5ejbNLYHT1m4R+NNbbZw5zsy9l41FfQoau/5QsPHpRaSpgpMoGYiZnM6IMyYc8b6sLW00Hq6ltb45YLTcbuvw4XHj8XrxSR1x6YTLtLwnwGi50a+g2bCPoVICVvswQldbXVI8YutEjLF72O9tQfArAoM9KxAekIDY5cMTUsEjKLp8eDQaNVqtFp3RQIwpnvjURBIzU0nMTEF1lClN3TFqwTxYAFte+ACh0k+sKjxOWSmqyKCAqhc2sVPdxJRfXYU2pvdoclNyGlc//Cjv/uk3+KWgzMLlqeTV397Dj596AZXmxKRDpGdkkX7HPbg9blZ//gmGg2sp8vesdlDhD8iiVuxg06r3aCs8g5kXXoZOr2PUgtuwv76vKzpXjY/ST16j6L7HB6SPaz5fjU+MfN0WJCdy5vhJlJa14ycwCXCJsaxev5a5s45OMjIQOLirNLJcCDUX3HnrgB/PabPzxqYttGrzwrbHeBu4bkQhpl5iwEvqt0HH/CHRFj6B37d2XcTKDwGBmvYqKicewqUSGLsxj5mWAxHJvh6IlH8L2EQD//NMQIyL44Zt77JpbA6txujJNt0R35yAozeuvB8VNTFGL/t2JjNiXMAGUiEG++pwK6kV+05ySlTAnvPLQBWdGPLGyOy5pBK8EsOXZ+Cz6WjqQz5lEZzscjo5+OQzZAoGzrp8Pnmn9e61cuZFV7Dzs4/w+ILlkVqrBeJ7ysOc9ugebRPnXMb2T5eg6+ii0gefvPYIddP7MBB2yWSun0SbX4tR4WT+/fNRKBW9fsZptbPo0ecpky3IQk9JcWlzO236GOIJGLVq8LL5s4+Yf8c9ve73ZGPu5Rez9J8HGG9ZDcD42k9Yv2wY0+ZMJ9YYx6SR05g0clrUz3u9XsrrDlFRe5BGSy02dwuuDiNkdXsK1iFVUT1z6pK9FB1Ko6ywIXKDY4RTLeBUywRKcjuNkEOsVGtBVSWjdwto3ArU3kB1TiCm3ERCTApZyQUMyxuFXnf8Fyoeem0TtY1BY19BlAn9wdYZjo2kAWiu2E9KyGuH8fsfzR0KvzcOQhZYEuOtPcZ405Ob+D5D57WEETW1bREiYwcxiO8BBpmFDgzLzeLc8ZV8vin4ICv2DWFaEhiai7Hjxm9rIVv+kLy8OWyrTkbyB8bFK7cr2FO5mweuTGXkESYwDeLYYaluIN6ZGOZO2eCpYOYVtx3V/mIS4ok5ijh2h9VOc2UdLXWNWJpasLW147Q7cblcgSQtXyjB4w+JSz8yo2VJENmvaCPXtBGxbSweOTgxkFBgax/HMFUdDYYyLFLkgbuEjAtvuOSluw+PlcB4MIxbEFB3yLSUnT48gohKUKBSKlEr1Wh0AR+eGFMsccmJJGSkkJybjjbKKtqkO6/E5/aw8ZlFGC2x6JXhEhKNQk+6P5f9f/saR4KDKb+8ptdqoNScAi791R/4+Kn/Q5KCqSUO5yFevf8X3PbkP09oNZFGreHsy68CrmL7pvU0rf2aUY6dEWVR+VIllFRS/fQSShImMXb+ZezLmsek6k+72oz07mf5px9z1sW9VDj0A8vfeZ/aKNULybKBK34VMA1N2r2LBkPQk6vEJ9M/ccXAw9raQmOUKolkWdPDyPdY4Xa5eH3jRsy6cMmm0dfEVUVZJKWmRPlkAI1SVbB/QnbYe/s37ureHIAYWUP16DKsOoEpa4dxpn0TeiJHeHeH2h/ZONKhMKCL03Lxto8BaM3qnbjoDqUtv9f3+zIT7kRMSFqJz6UAMfD701sNoxolOZKKlNw2lgxtQuxv5YBKZP85AWPZnC3xGCoSaBCdvVZMuvBySG7j8IeLSPvAwGkTxzFlQc+47K5DGBPxtAWJGo+7DqQUEMN/d21idJ81pVJJa6oWXXnwuja1t9KX5Gn8pxNo88YHEp7uPgOdqXfvqq0ffc3yzZuiVqMBxEla9hnHMc0W9EAqbNqE2+WK6qd1qmDGj+5hz7OV5PkrEJFJXf9PKgpyyc3rO5lJpVIxNGc4Q3OGR3z/mQ9+x6Hc5ojvAVTl1VNwKJPGzBocmr6NkAcaXoWARQ/oOx/gLgKGsx2/PzYQdgdiyrVuEY1HhcqrQdNhhByrTSI9IZvC7BFkpBx9ktUTb65gb2V4ta/Yjahxeo49WMLTXBf+Wn9qVBOdKAhiCl0xp0BsXPg9nRDv4/abjp9X26kAg9eBOeQnySKd+Er4QQziRGCQqAnBXZeewY7KTVTXB1fcN5iH8KNJsZRu2Ug7LgRBQKpYzkWZI1lpH0VbW+ABZDaL3P9KE+dNaeSn549Boeh9ZWsQA4cdL3xKhiI4kfLLfvIvn3TC+6GPMZAzqoicUUfm4eF1e2iqaqClpoG2xmasLRacnUbLHg/eDh+ecKNliUq/D33sNrKcudg84ZNAuzed+DYTiaZdlPkH8gEm9/ThkTv+eTr+OQAzXWPETqi6PHiCVTwqUYFKVKJWqdBoNWiS29DW1ZCpzkUthk+6Dco4DO1xbH/4A8RCDaf9ODpRkTdyHOff+Tu+fP4vSHIwftjavo/XH/w1P3r82WM8D0eHCVOmwZRp1NfVBGRRjZtIpGcEbjxWJrcsx/fWKpTqkVQI4d4RqbsXY509l5jYo48k3bW7FCKsqoPA2DHBa3iEXhe2WNeiy6WqspLsnP6nygwUvnjhzaj+I2NnHnn1XG/weDy8vmYNzfrw+9ngN3NFXirpmb3LMQHMhiARVpQa3j9re2SyxCArqIqTmb56KLOda1EcgRRT74+8T49Cw8U7vwDALUu0pPS85qIhySLQPiw6WQH01DdEQUKanbItcZRbY1FKvi6P90hXoQKRLEnH6NF1GFMCf/MLDqbx5SRzhNa9o3JSG0xqI65KQ/bmdJoFP06ip6H4kagRrNRsX8O6bdspSk7l3Htu6iEvUeuSsLepoWNfsuwg0e/ALIaTJm2Ci8qDJeQMjRxCoCwcAeXbu14nN/mR/CKiInKlwLiluViduYhIzL2yiMQh0SfXHpeL9/76PKX+VvxRjI1FBPKFeK554E7MFjPe1zeg6viNT8DCqs8+Zt6Ca6Me41SATqcl7boHaX/z18RiIwY7Fe8+Ssovn0SnOzaS6cfnP8TTa39Foyny+fMqBNqT6rh/zJNodFrKqg5QWX+IZmt9IKacgBFyZ0y5QyPjUZ5YNkcWwK4RsGtCH9ad5bYHA2xpBWgOBYyQNW4laq8atV+Hhhhi1AkkxqSRk1ZAUc7wHkbIiz5bz4oDPf10uv80eLzHXnksWMOrCyVj75W23zesNKdyZcgagUHvI1VsoEEKSMQnJx5d8tl3CbHdLiy7cmAXaQYxiFMFg0RNNzxwRQ73/qehK+lJlmHR/hQeu/kaPnrjfVrlwEC4qqaYc2JbqRg9jU17lcgy+H2wZJ3A9rJdPHRVNnlp0UviBzEwqN1aTIoYTlI0+CsYPuWck9SjI4dKoyajKJuMouy+G4fA5/PRWm+mqbyaA6uW01RX0CVRAfChxdc6hRG6MppVLbhR4sGPBz/SSfDhiSgPC/Xh6VwUUoLeXcdp/lRyDUNRCOE/U/GqZKiEdfe9Tq3cjD8pBq1ehyHGSGyiCVNaMsm5aRSNm8zsm+5l+Rt/R5aDE9i25h288fB93PTngZEPHQ3S0jOZf/vduD1u1iz5FN2BtQzxl/Vop8TPeM9uivUjkB01XeuSybSy+u1XmH/nvUd1/I+eeoEmIXI1TYZk4Kzrrup6ffrU09m0fhcORUDDI6Fg7b49XHMSiJp6qz1ioUGirGfq/COLdu8NXo+HN1auoNEQnm6n97dxeVZCv0iqippDWDvGjiq/zMSx4UbCDkmKGEanEiTmrcxlWpRkp94Q47dG3K7wBonVLVMKaNdVR2wXCbHmJOx9pZ/2w6OmocTAgapE6kQ7CA5SQ36rwokagQxJz/C8ZpILwsv3swstnL02hW+mN3I0sGS7sWQfRmmH4d9mY/Upeq0wAWgW7DQ3l7H3D4+SrYph/k+vJT49MCEaN+9M1i86hNtzuKu90toGCeFEjYTE6vcXc/1Dv414jEnnXUf5iu0oOv5MejvklWmpHNKTTMrZmYivdhwAU06PJX/W2Kh937t0LV8vW4G5F+lXrKxl+qgxTL/hUgCyYgws1Y1hvDNIHMWVrgVObaIGIDsnnQ0z7sa45jFEZHKlStb85x/Mu+e+Y9qv0WBklmEBn/oW4Y5CsDTHySz89hF+dcUTjCoaz6ii3pO3ahurOVS1j9qWStpdZpx+Cx7RgVflxq32dnjnCP3NvBwwRDZCNkNnIHIriC0BI2RdhxGysmUIq0vPiqi8FLtVk7kGgKhROcLvC2Vi3x523xdUVtSwo7WQ8+wqjIbgosWkmL0ssaQSGyvx0xvOPok9PDFIizWxJ+RScqrjTl5nBjGI44hBoqYb8jPTuGBiOR+vD45MbTaBf61q5OGf/4TXnnuZJimwQl/aXkd+6UrOXHARz3/hwN6xcF9bL/KLF2u4cmYdN84dczK+xg8Gpf9dT7o6r+u1W3Iy9icXnLwOnUAolUqSs1JJzkpl5MzTKN28lrVvleDwJ4a1a3cWEONKYvZF8Yw7J3Bu2htbaayqpbWuKeDDY7XjdDhwuwJGy17Jh08KVPD4kPB0kCw9DI+PExwqmdWqeva4GpkgZ5GlK0To5oORrM0iiSxqm8rYIZfQrAnvm4iIGgXGpNFITTuRQ+QjTTUbeenXvyA5ewIGoxFDQhwJqUkkZaViykw5YdIojVrD3MsWAAvYsXkDjWv+x0jHLjTdqkZGOvaxTT2WiZ6gXGZ8y2oO7J3LsFHRJ2qR4HI6OdTUHJHwUKJgxnnhsalKpZIMRz2lMUGzxlp9Gj6f74RKyHatWUNzlAlninbgVtN8Ph9vrlhGvTFcBqHzW7g0zUhufu8yoE7sLF1Dp69sgk2Jtlv8iU2MXBmkE7xMc2+P+F5fiJMjp3wY7EEyoj2tH143HRAA3P1IXuuFqLHUqSnel9YjyUkKmYJ2SkWSZT1DEtvJHlsZdX/5I1o4c0Uaq2Yf/aqxzwB7Lg6U/A1ZnoLQYqRBdBC5ticAKy6KvS5Kn3ueTAycOX8Op82ezboln4D5cFc7j6cWhZSOXwy/N+zW6J4zsQnJmFMUpNQGf8MKKr1UdivASajWE7djCn4EhuX6mXBDZK8or9fLB399ngMeMz4h2m+2QB6xXHXvj4hNCX9mJM04D5YGr8F8qZJNq1cyZeasqN/hVMHps87gf+WXMrEmIPMb376Gbz4YytlXXnpM+z1z+jz2vr+Z4vyehHonDme38s7il7ju0jv63F9GSlafMiOb3UZJZTHVTWW0WBuwedtwCza8SicelReXxo9DG9kI+XhCEsCmFbBpJXRtBsorZnf5O4YiM8WJ06ckVJdeUrWfd77aSkp8JrkZReSlFx6xEbLeFn5Nx2UUHs3X+E7ipS/24vWk0m7RhhE1WXHNYIGJCbVoNANbXXoqYkhBId+UBJ8nTkU8TpsdnfH4+zANYhAnEoNETQTcftE0tlVspKI2OLAuPmzk2/0V3H7/3Sx8/Hnq/YEBcbnLjO/jxbxwz4944rNydpcETqnXA+9+K7GxZBv/d3UhKaZBtnegcXDJatLU4YlbLapGRv9AfYKKJk8ne/R4Pn98IU1NuWG+EW45lvWf+ijf+hwX/PoOYlNMxKYceeyno91Gw+FaWmubsJhbsFusHUbLLjweb0CiJXWSOtJR+/B0olUlsYxKMhy1jFXkkaoNr2QQgEx9AWlyLlWOEraJ9VhVHSksSLiQcCnUmJJHQtMeCCFArK07cSLRpImFstB9dhoti0GZliB2GS2rVWo0Oi16gx6DKQ5TciIJmSkk5aSj0R69UfH4yafD5NNprK9l82cfkd+4mSSCBnm5UiVW9MR0mAiq8FH/2etYzBcy5cz+m/v+97F/YYni85Ip6xk7+8we26ePGE1ZtRepY8DtUCSwYeMGZkyf0aPt8cLmL9ciR5hIq1Aw78dXRfjEkcPn8/HWt0upjRkRtl0r2bgoWXNE0eTV9gNdRE2iJ7y6snz3HhxRpDfj1AePrNMdcPlF4hSRK2rizYHKFLtCwJzcTl/+J51IaVFgL5rdd8MIE0Vnu8ieLRlUiV68EbyQpBDZnQRM1IkMmVrVo113CAIUjTLjXpHGxmMgazpRclYj0Ej6nhhMB5JpFF29GsN78FGOhYovFpP6+dL/z955x0dV5t//fe/0kt57gYTeS0BBQLD37tp31bV3V93VLb/1u7a1Ltg7u4pib6DSpfeeQEhCeu+Z3u7vj5lkMpmZEJIAQXN88fJ1+3MnM/c+z3nO5xxEIhEEHZLUfo92oqwmmpSJKJw6FC4doiTHKilY+vY25EoZoVFaYlLCiEkJRR+hQRAE6sO0xFZ6/36x9XY6d9E0rXJSV07HhpL4EDOzH7gs8P2s28aSH34OqpgD0KNiSlo2c2+7OuD2CVOns2Flpo/Kr23zMjgJiBqAedffwLqXChlpdRPbIw4uZM/OoYydMLpP573jyr/wzPd3UxEX+PkpCbAvcjOHDs0gK6vvyXx6nZ4JI6YyYcTUoPvY7XbKaoopqsinrrmCVmu9xwjZ7FHnODCrXJiPMpWqJ5BZFVTvvhKj0f/c4eFO9BP+h3XbjT7rW5Q2NkZtBbZCDcir3EbIaku7EbIaJXp08nAidHGkxmWSlToKvc5d3mQxm/yiudNGB/98fk1orG9kf51bPVTXHEZiovd5ERZmQquTuOOa2SeodccXUTExqA9WY/GUmUqI5BfkM278r5+kGsRvC4NETRA8dnkm979VibX9fSzBx+tknDbOxa1/vpcPnl1Amd1d519mb+aTV97m74/cyfL9FXywzIrFM4FZVCrjtvnF3HiGkounjwh8sUH0CvW/HCZG5fWJMDqamfqn/hmwnaxQaXRc9vd72Pr15+xZ4cAmeWcXJESqKtJZ9Mj/mHPrJFJGdS/NDgRtqJ6MsdlkjM0+8s6dYLVY3UbLFbU01TVgbGrBZDRhNVuw2YP78NhwICFRqXJQSQFD2yoYocogUhnvc36ZICNdN5wkVwbFxny2KeuwdbKJapLpiIoaiathH3QMwiQcTfuIihpDg8JbqiAhYcXua9/a1WjZCNQDJb732TlJS9FuuCzKUMhkKBRKVGq30bI+PJSwmEjC46KJS09EG+qtsY+NT/SWRS35Ds2B9WQ5C4lyNLNFN4Wpxq0d+450HmLbztVsXf85jRnTmXnBJWh1wWeUaivKKbUFHsCpUXDuLVcE3JaSmkrkoZXUdzLVzTOZOV40jc1mo14KbKgb69IQm9R7A8zOWLTiZ8pDfAdYKpeRc8Ihe3hgo9FgaFR6vVSSu6hzdv68JuAxOlQkKLqPpw6GfZqxTLbt8ltvQk2oR+65fWo6RtWRyZB26BtiMHTvUQuA1Ent5rBJ7N+QRAkSZjF4WZGvokYiK6fnKSVyucSw4U0YN0azb3pwk9ejQdXoNqpGt6GvlpO+MZlGXBi7MXF2IVElGsgQNEiqBKyWYmTy4cjkYxHt8UQ7RLoSYof31IDgWSsICAKodUriMvUcjtUwMs878IpohPBqOc3xDkQ7jPh+ChZJT4jczLmPnYsYIOHp86deI9dQg00IToynSCFcfvuNRKUldPt5mIfPgP1eomakdR+HCwvIGHJ0HmwnAjKZjLG3PELFaw8QJ9WhxIF86fM0pLxEVPTRT1B0xsXZd/BhZPGiiQAAIABJREFUzYsY1IGJjzaNwJcHXufRrPl9uk5PoVAoyEzOIjM5sP9ROxqbGzhUlktlfQlNplpMjhZ3TLnC4lXnqAScPQxQkuxg3Xkd9Y3+ahi1BtJGf4VBa/ErfULy/d46RIFWDbRqOhshNwPlwD4wrEDIBY3VHVMeUalibqcSK4saciv2YxNdJMf5Ttz92rDg881YLe6JyPzWVMbhLWENDbMyNqKcEP3R9+tOVmjszVhU3hdURUMd405gewYxiGOBQaImCNLiY7hociGL13kl9SajwP99msvLt03n5ifuZ+HT8ymyuDvj1c5W3n52ATfdcyvT7lHy5CcFFJa6X0hWC7z1nY31edv565UjCdUPml71Fdvf/sqHpAGwxFiPGN/8W8GUiy8nK6eMJS99R4upi9GwI5YfXy9kyLhtnH7rLcelPSq1iqTsdJKy04/qOIfDQVNFLfXlNTTW1GNsbKG8uZXa6t0kKVIJUfh2uhWiiqyQMaQ4jRSaDrJD2YjLY8jZoAghJmIUjqa9eEscXLgacomMHkOj/EhGHEeGn9Gy+xLuf3bc5f6NQBeLELnHZNmbpiUiF0UUohyFPJMCMsBiJLytgeLQZNIl7wnSDYfRCBbSCxdT8fJSDkVMZPQ5l5Ca4ZtUBPDtqx8FNVFNletIGhJcQp4lF+g8JK7XpVNXXUNM/LH3B/j53f/RFmTQnJbRPwq6j35cQkmoL0mjlEycqbcxavTRzdKZzEYaQhy0D9THZ/lSWo21zT4pde3QuXr3St4rH85hMYXJ+BM1zUIoMs930hDbcyNemQscYg87/YKI0+4if0sCxTY5rUEUW+1QISdSEmnyfBedvXDiUKucjEk20rwvhPLRgZVEvYEh3sG+S4oRLRIjViRjsipp7MbjpUUEmWoSavFsQI2/WqmrA4/Hd8Tl1oeZWq0U7bKgF2ayTd9IirmQWGcpAjC8QGJTrMS478disceiFGycd+8MVGG+77mSnbl89+k3VIsGgkGDkgmxqZx7f88i7E8770IO7f+eGBoBkOPiwI9fk3HXwz06/kQjIjyUqgsfwfLN46ixESM1kvf+M0x74F99Ktkcnj2KkfsnszV5e9BvbXm8mTcWP8PtVz7W6+v0NyLDo8gJnwnMDLqP1WahqOwQJdUFbiNkawMWyYBNbsKusGFROTCrJKxyAe3ey9lX5d/fkslhzPBVNMa4U4nErgbWvXjGSYBJJWBSScQW+Z7PpIcvpM+hFJRFbiNktVWGwq5E5dSiQo9eGUFkSDypcUMZmjoMjerk64O3GYzsafCSqzvMI7nEsRG53P0tVMhdXDj8txViorUbaeokYm6yBy8vHcQgTlYMEjXd4KZzp7GteBNF5d6Hen6plk+Wb+HqeVO58fH7WPTcaxxoc8uv61wG3vnPm9xw243Mv30iH63ay+I1ro7a3f0Fcm7+Tz53nqtjzviBPys1UOGw2pCKbHTyoqTJVsPke37bapquCE9I4Zrn7mTZG29xeF8UTpQd2xwoObg7jppHX+PcBy4mLH5glovJ5XJi0hKJCVDOZrNY2fzCIsJMEWhkvh1GtUzHqJCJpNqbaFDUI6XEYDabsJjMNEsihubOA1o71O8nKmYsLTLtcfPh6QyHx//HR3/Q2Wi5HaKKWHkMqfYKRM8wIZpm1qpyKK6XkCOgaLNQ8eYiBElErtYQFhmBTq/DbjdSQWC1Roik5vJH7+y2jTOnn8rOLQewiO6kKScKVu/ezhXxxz4GtLSkJqDxbqikZt7v+25y+slPSzjchaRRSBbmqkyMG3/0CXI78tZ3+EaEmiElwdfXxioEno3XBHLjPAI2qKbwbt1cLksI7GvTKoYQQRONSgV1MUZ6XvakwJLas3sXCupZZU5zm9Z2o+ZwJzmpyR5Rg8kChSXu2VBHL83NQ/R2ptlk/FApYk7sX4N0l1pg/3nupLXMddEoakKpFU1eJZAEWns8Smsqgg/r1h6DF+hzlhBEsWOLJElIrvbzCZiIIl8VSbUrk2zrNuLrjYxcPQRrayYiTuZdmU1Epu+z8Lvn32Z3YwWWIJ5HAImuEC6+6QoSh/fcy0OhUFIcn0NM9dKOdcOat9PW2tqntLnjiZGjh7Gq6A+M3vsGAMNseaz44D3OuuXIHjLd4fpL7qD2y4cpTgmenlaYfIh1G1cyY/rpfbrW8YRKqWbEkDGMGNK9t+KCj1aypDTKb70gwNSMvRgT9iJIApLgbyYsufpGJoS1+b6fTRrvi8EmF7DJoUXnxJ1OYMZthOyRvjaD2OQ2QlZbZShtcneplaRDKwsjTBNDYlQaWSkjiYmKZSDhtY/XYDJ6JyddgoLWVhWRkV5SvKU6FzhCQt+vCKGSi4pOy0Z570vPBzGIgYpBouYIeOKKbO58o6yjlAkJPtukYs6EJuKiIrjuz/ew+Pk32NPolpM3SSbef+N9rr3xd1w7ZwwzRjTw5OJSKqvdLxOjAZ7/zMia/dt57PKxqFVHZ6I2CNj88ifEKnzVNOox4cfV2PRkwhm3/5HiXdv45YM9GB0xPtuajSl88a81jDtTzaQLgsddD0Qo1SpmPn4TxrpGtv3nS2KkRBSi74s6RBFBiBRBU0ENcSMjGXeP20x54d8epa58U8d+Elao38dF1z9I1tgc6kqraKyuo7W+CWOrx4fHYsVmdxst212+HjwBE62OEWqbW9kaMZ4cm3dgPs2yjaLQydS2mXzHh3YD1NRBDSQ5ddhlgdsY5YIPnlrg9eFRKlFrNGi0WkIiwwiPjSYyKY54QxnFoaM6jqtUH/tku5qSEmqDlNBEi0qUSmXAbT3FZz/9QEHIKJ91csnKbEUzkyZP69U5C2t3gWccE2X0JRF3f7sEYxCDV73YvRKlM5yIrNacysL6M0lJNKGRAqtKjKKeCJrYk5OIRVERcJ+AbWmIpfUI1mrh+3YhFeVySAycxuWFQJJLy4jMOqLS3SVONdu9Az1HH7JtIiMtnFkZylf6OsTQY/M+LZpRD9QTe1BH7L5Y6hHQWtJQOkNxa2RAEiR3TGQ7JMk9cu2ErncpCAIuweX+7DoOF2gRo9mhmUdqw36ktiEIwLQZEaTN9A6gaw4V8+V7n1AhBFcTqVAwJjyBix+5rVf3nXPR5RjfXInGo2YLwcj6b77g7Ot7psoZCJhz4bn8XH6QCU2rAJhQ8z3rlg1jxhl989u5adZjzN/1ZxpCA393LQqB1Y2fMtGUg1b76zE4/X75Nn46GBXQd3vakCb++vvrgOswmY0UlB3kNcFXCSm3K4ltkmFVOTGpJOyyo/PO0Zu7EjUyujMB74rORsjemPJWoAo4APa1UATqg11jyrWoxRD0ykhiwhJJjx9KRnL2URsh9wZWq5UdDf6lii2tWh+ixuHsefnorwExuhDyOi0PJj8N4teIwZHtERAfE8llOQV8tNo7ADSb4P8WH2D+HdMBuPLh21EteI+tlYUAtGJh4Ycfc9WVl5A5fgxv3hXO2z/u44fN7ghvSYIt++X8vnw/D10SyeTs4x9ze7LCWN9ESGuYT9lArbWMU6+96YS16WRA+vjJJD47mh+ef5uaqlSkTvIEq6Rn608uSnfN57xHbkXZJZ1moEMXE8msJ2+h7uBhcj9YQZw8FZngO2sXoYyDAlj/6AfEzcnmhn8+y3uP3EdTvVdZI0lmVv/3FTR3PM7wyaeQwdF5klhMZupKqmisrKWlroG2plZ3kpbZis1hw+5wYJfafXicHWlaNpwcTUcTYJdJYIRcTyjuUgcFTqYKDfwkqRACJPBESwKVssDlG1GSliLaECWLrw9PexVFJx+esNBQhNNGdhhVtyliee8/r+OoNaKQy1HIFajVajQ6TYcPT2RCLLEZSai1vZOb//z+ZwFVTgIC0y6Y3atztuPLn5dw0I+ksTFTqCNnau8deOo6labFynxLD1ct+462EP/ZaIA0RVWPzm9GxSr1dD6tn8vQhBac4z5AsyXwe8Qiun/Phpiee7konBJygr+XtKWH0e7aTKVowNXVg6ILYiUdWbHNJI/yvX5orJn2/HIHTlxOCfEoB23tiEs0cF5+PEsn97y0qzeoHWbEENZG8qocZE6F51d7dL9dSZI6EuxcLpeX4BLcZrSCSwJJwImcYvlY5IpmYrQNjLv6go5z/Dj/Q3ZUFWMSApcxAsS59FxwxYWkTxoVdJ8jISo6hq0hE5jU5iW148s24HBcf1JNjMy+5W52vlhCprPIbUC/5XUOZ6aTMaT3niZRUdHkSOewzPlDULKhJtLJW0v+xf2XP9Xr6wwk7NlfyLsbFDgDiOaykgz89Q+zO5a1Gh1jsyeiWL7JZz+9OobHz3wTcBshV9WVUliRT3VTGQZLIyZXKzaZCbvcilXlcMeUdzJC1nUhalp1cqD/S14sCgGLAtB3jimvBw4D26EeZLXemHKFTYnSoUYl6dApIgjXxpIUk86w9FGE6vtGILzxv2W0taX4ra9sjibDU5oIoNH1zt/sZEVGahq/lHuVlCZ5OHabDUUfJ28GMYiBhJPnTXsCce2ZU9lStJFDpV4Pi8IyLf/7aTPXnZUDwEV3/wHVux+zvjAXCQkjVj5e/AWXGc2MOHUqt583jlljqnj6s2rqG9wDqZYWgX8sbGLWhHoeuGjsSdXxOVHY9soXJMq8ZQQuyUXiOX1LcvitQKlSc8nj97BzydfsXNqGVepsoCtSXZPOokcXMevGUaRPOPlSFGKGZTDr6VsoXbeLku93EKdM85vkj1Wl4Fpv4pfV73LGZbewdNFrtLXmdmx3SQaWvvEM6gefJH3k0dnSqbUaUkZkkjLC3xumO9itNhoqammoqKG5poG2pmbMBiMWiwWrtbPRcicVj9XJ+tDxnGNa13GeEc4CDsXM5HC9vxxflLRIQVJgFFgRZT2To7e0tpJgLqFJk+5t/9BUyqo3eCcn2314unjWKjw+PB1JWh6jZbkoR6lQoFKp0Oi06EL1hEZFEBEfTVx6EnVWa0C1RoykZeS0nB61OxC+WfYjeXpfg3cZDk5xVXFqH9NtGvTeEqOsuEkd61d99ikJoRHUS/6DexUK0sRajlSa1EAYKxVT+b7hNEYl1mEc+xEyjQydMzAR5xAUVIbpqI22HPHc7YitV6MMjfRbr2isJ2LdSqpEA41i9wqyCElDps7K0KmBo7bjEswIhVokz39Oh4DYh6qIlCEtzFsfw/optcck4QZAVxFL8pocBIfMTc8IEkJ3PE2ACijJ5UJCQBAEvxQzL2cjeQqoBBy2cMT0GOw2J8aGehb/5wNKhcAx7AAK5IzUxHDxY7f1y2x/xtzzcX29uaPUMkmqYcOKnzjtrPP6fO7jBaVSQdJ1f6b5wwcJpw09JsoWP0PsvS+i0/Xer+SceZdSsHgX+RmVQfcpTqnlyyUfcem51/b6OgMBtbWNPPVdK1aL/0RAbLSdZ24OXCYp60LkOjpVKCoUClITh5B6hHjt5tYmDpXmUVFXjNb0s882q1okxCwdlRFyf8Epus2j2zQu3CbI7UbIHuWiGcgDrc1thKy0ylE4VCidWrRiKKHqKGIjkhmSlE1CTGrQ3+uWAGoagB1twzgVb0qgXmentaGW0AFWtnWskJCYiLLsEDbB/Rt2ouBwUdFRG/8PYhADGYIUoMPYjsmTJ0vbtm07js0ZuKhtbObO14oxmby9LrUG5t+WTFKsd3Z09cdfsWrfDpyemnslci6YPYcJZ84G3OaoL36zh192ynB1emFFR7n48xXxjEjtPonht4za3CLqPz7gU95SaT/MrKePjyHurwktdVUseeFLmg3+s+Yy7KSPrOPMO3snlx8oyPtqJc2byonuYjrdDqfkoMZZSn7LdlrNeT7bZGIUVz3xbxLSe+7pcLxhsVjY89LDZLi8A+EGwtgun4651YjT6cCFhFxyUCILbMQb79JRHSA6uTukZmVSO2xux7JcsmL7eRG2Y2DkF+kSaAyi2MhwalDoQlEqVWi0GrQhekIiw4lMiCE6NY7Q6Mig5PcPy39mlzbLJ8JexEmOvZS5s3oedR4IRaX5vFTzHABKp8RTE19DpVTx3QfvMaTiF7a2ZnBI5q+EiJa0XKvf3O25S4QkljinsskykYkJ5bTkfNWx7YZlSh+T6Xb8ophBRbyBQyOCDya7Int/MpqIsVTHTHSvsFiIX7GEGqkV8xFmr/WoSJO5GDGtEpmi+5HTl6vjsHtMmM6b0Iw+rG/lg5IEh/ZEU5jdSllicAPg3kBTE0XKiumIDs93SpC8zEq7LU17IzqjS/mT0L6rQEDeTJCg3X9V8hwhyER0egeVrt0YujFqjpF0nH3OPIad1r9E+5rnHmGk/UDHcp5iGKc98u9+vcbxwNZ1W0lZ8y9knv7ZHv005t73lz6d02q18sLK+6mKDv67CDfCncP+QUJC/6TTHW9YLVbufH03VXX+HiD6EImXb0wkMTEwOfDgWxs4UOwt/ZqU3caTN/VOrehwONh/5y3IOil6wp54jJTM4djtdg6X51NcXUBdSyVttkasrjZsMhM2hQ2rxwjZojg2JG5foXB6Ysrb1TlODSr0GCuGsqo8uCru7zlvo9V4PxCr7TQmn3/N8WjygMD81RtoUXp9u3JshZwxe243RwxiEAMPgiBslyQpINs9KOHoIWIjw7nqVAfvL1d0dMgsZvjXZ4d47S4vUTP7mktQf6Phx80bcODEhoNvVq/EYjIz/eJzkMvlPHLZROaMLuHFr5toaXG/NOobRB55p5bzcmq59ezRyHo4w/1bwoH/riRB4VXT2F1WRt40+EDuDcJiEvjdM3ex8t13KdwZhgNvB8yJgsLcRD5+5HXOvu98IpP8JbcnA0ZccjpcAtvf+Qqp0EqYwtefRybISZRnEh2RQIliKPktP+IU3J1tp6uBxf/6M9f93ytExQ1M8lStViM//Rpcy5/tmO2OooVInZFzHv0TADs3b2TF1ysCHi9DJFFsJFMSMLrUtMl0iEo1LpcLm8uJo4sPj81jeFxWeJjQLCNW0d35dggqErIzKdl/sN/vUSdpaQxggKxGwWHB6H4IW3BbDFT77iMiouyq4BFkaIfGUj7stC4kjYsRtXsZPX4KDoejT+rG3UXrwDMuiWpToFKq+HT+K+S0bkCHGRPZECB5S3MEL9z98mF80jaDMimdaQkF1OUs9dkeLrUEPE5tNGGI6bl3gdouoa934gyXkOx24lf9RKO1ieIjJjkpSJXkjM4pR6mFgO7PXSBH6KB9HBYZ9JGoEQTIHNWAlJtEWIOMyvQiGkN673/T0U6TiuQ1UwOTNOCO3JZ6VgTVsU+w8aLUQeV4SB0JyeWirVVEVMSDuti/fcjIVkRyxRN3HRPPDHH8HNjqJWqG2w9yYN9uho8+ucJwp8yYws+HL2NC6WcAjDVsYtmnn3HGVVf0+pwqlYqz4m5gsfkdnxKdzmjWwUebn+fhi1/u9XVOJB5/fwtVdf4G0koVPHyWOihJAyDvQrQ7+/BzLD+014eksSshIdUdzKFQKMjOGEV2RvelfnUNte6Y8oYSWsx1mBwt2EQjNrkFm9LREVPuOs58jl0m0KKFFm1nI+RGWguCmwOLMjC0Kn2Imqb6/KD7/xqhtRto6VTp1GANPCk1iEGcrBgkao4CV8yZzMb8DRwo8c4OFFdoePf7jdx8/vSOddMuOhu1Vsu3q1Zgw4EDJ0u3bMBiNDPn2ksBmDIsjffuS+DZL/ayNVeOJLn9a75dD9uL9vDXq1JJjQ3sY/BbROGKzcTJ033W1YlVjBx27BNnfs04/eabydq/i1XvbMdo9+1stZiS+eqZ9YyZIzL10pM3UWvSLZfgcDjY+sqnaBo06OS+9eJKUUNW6ASStEM43LqLQuNqEMDhrOHjvz7I7597FX24fxnIQMDEnFP4cVMOkwxeH4DxLRvYt2s7o8dPIm/ZJpqFwEa8SU41M0N3+6xzIpKrHIl60hymnjbHj7AwtRmpLalgVUk+FRHekkNL0lCG5Ddgdzo7GS07O5E8wZOAgsLppF4WeJY62qmkPMi2drhwYcGFpZMCJCUjjYphM308mgQkovNXsz2/kO1btiIgdCJ4PCSPICIXZCjk7jIttUaDVqtFFxFGeEwkUckxRKcmoVKrqDTle4kaeyyfvPQCs0xrkXtm8U1iYEZG243fyCbVZN6um4dLqWNG3D4qc1b5bJdZxA6/oq4wSWZqI3uudoqp0/H7h5/kwydfRmc6QIlg6rZiSo6MRKeW0ePKCIk+OqJF3unvYLP2z+SEXC6RNqwSdeUILsh6gk/Xv0F5Wi02eS9HXhLEbx6PzOohs7uSNBJHXf4U7PMUXO79JcF7znayBgR09ngs8gZscq+BcKSkZe7MGYw7t2/let1h+ulnsHfbVyRL1R1tKl7x/UlH1ADMveYafnmlgNFmtxn7qIKP2bkliwlTexhFHwCTJk5n5+cb2J2WF3SfkiQD733xMn+47P5eX+dE4NmFq8kti/BbL8rg+qkWpk7s/jsg68LXOvvAgJTn7yK807JRLxw1qR4TFXvERCez1UxB6UFKawpobKvGYGvCQhs2mdkTU+7ErJaw9dJTq6eI3T2JwobgfisZsS0020Q6341M2cLDG2/2xJTLUdiVKB1a1IIevSqK6JB40uKHkpmShUp5cvkRBoLe6ftuM4iDw9pB/LowWPp0lGhoaeX2BUUYjd4HtFINr/wxgbR434f/gQ1b+fz7HzoGCgICpw4Zydk3+8oSV+4q4LUfjJg6TRwrVXDlLBnXzB70XwG3CWysyqvsMDvbGPLALHTR/h2IQRw97DYrS158m6ryZCS6DpgkYqJLuODRP6DSnNzpFZY2A1teWkykNQaVTBtwnxZ7PUUtWymzbAVArUzl5hffQD1Akzvq62pofusBwjoN1PNlQxh23UO89dq7mAKoN1QouEhxkARl8LKnUiGRurRpzLjoMvT6EJ9tefv280Wr7+dxka6FMeMCd9qtFiv1pVU0VtTSVNeAsakFk9GE1WzBZu/sw+NV8EQ6oTRIyVa0JFIvHF0cc3J6Ck2j5+HsND8hIBFb+Aslef0zC6lAjhIZcklEjoBcElAACsmFAhei00qBUhbQHPk0WQsT1L5+Li4EVmtO5cP6s5ArYEb0dsqmbfA7Nqksnpvz9vitN6Lmm4xsCrKq/bYFw7gfk7EYVVSLgYmfdggIJLh02EZOQh/aRo52WY+v0Y6fVifRjFupMyPZStLQ7q95NGgzKEB5BqecfyFfLH6fQ9ptVMQd/WxraFEyiesngSQgdNLMdCsM6K78KUjJExII7YPYrt43gvu7AOAQzdRr9yAIMEQM56q/3Nlro+6jwY8ffcCk4i87li0o0fzxVaJj4o75tfsbLa0GShY8QIJUA0AD4UTc8iJxcX1Lsfv31/dTmhT8O6y1Svwu9DbGjz05POD+980GFm3VIQV41J41qpn7rj0yOfjXD9axPd/7/hiRbuSFP57Sq/b8/OY/SNxc3LFcnSxn3j/f6dW5+gq73U5VfQVFFQeoaSyn1dqA2dnqVucorNiUDswqF2aV0COlXSCY1t1KVV1gMkUQYfLo74h11HFarPe5ZrGKLIwPTvq3Q+bqFFNuV6Cwq1GhRysPI0IbS2K0O6Y8MnxgTxgvX72STUqvL2CorYp7Z0/v5ohBDGLgobvSp0Giphf45pedvPmT6NNTS02w8MY9/saWh3fv45NPv8SI90E6JXEIF939B5/9Wg1mnlycy/4CXzZ4aJqDJ67KIjbcX3b6W8HuhT+gLfB9WdXqKzn1ketPUIt+vdi7fAnbvmnEIvmnFGhkjcy4bghDp/Q+DWegoKW8hl2vf0uskIJcDFwqUG+toLB5AzX2PLSaIdzy4usoVP41+gMBPy36LxOLPvNZt0wzm9z6wCk4Q8Qwcq44g7LVSxhp2Ik6AJnTjlZ05IdNYtjZF5I5NLtj/YLV62lWev1/ktvyuOms4DLto8WCx54K6J8TIWlICo3GarNhd9g7ETy+SVouvKOLxJQkWsadgRPfv3Xc4bWU7D/Q9RLHDNGSQH0A+YUcGXKnhEpUuku0JAEZEgIybC4VTuSoFRaM0S3Y9HZM4TZMkSbsoW7CZ9TeLC6rWu933gohju8nidREHlnpElWgJW53PJWiyc/ktitiXTpkqdk0jXf3K+LrdpCj+bnbYwJhxepk6nErvkZrBUZN7XkyVU/Q2KgmbcJtpA9zm0a/+v6TVGWW0BKYo0V3SM7Qg4mIdhGnU8SGDEzDcIuPg38mgodE6fjcjpao6ULSSAJ0FV65N7v3sStqmJ4TT85Vx8/Q12Boo+aVPxLaqRRxa/w5nHvzHcetDf2Jg3mFaL58rCN6/JAim8kPPI2yD6VjFRUlvH7oSVq64fQT6hQ8NPdlVAP0XdKOXzbu44WfnNgDvBrGpbXw9G2n9eg8/1i4li0HvP3X7DQTL9/Wu4H0j8/dS/IBr5F2+bBQzn70P7061/GCwWjgUOl+SmuKaDLWYHQ0Y8PgKbWyuVOtVBIO0fehEJM7kk35c4M+dlLjjChOeQ+5ReAmoxyxU4nZ1xaB2oT+8YzTeIyQVTY5CrsKpVODRgwjRBVJTHgSmUnZpMSlH5eY8kAoyM/nk3qv6kghWXgoZ+hgOMsgTioMEjXHAH96Zz37i/Q+6y6aZuS2C/1nCioOFvDRh4toxVvjPzYyhSsfvt1v36825LFwuQ1rJzsAtQb+cKaK83N+e07mDoeDHU8sdscre9Bir2P8Py5FrhqM4DsWMDQ38sO/P6axxT+6VIaDlKxqzrjr1l/Fi7Bq1wEOfbKOOEU6ohBYxlxlPsyh5tU4dXr+8PyCAXnfDoeDbc8/yBBncce6JkL52JqJw+E7SNej4q4/3U1IhLucq6G+ji3ffkFK9WbipODxxk5E8pQjUE2cw9RZp7Nk1XL26LzPJKVk4q5xqej0+qDn6CkO7djNfz//3IdsaUe2PJwb/vlxeGPaAAAgAElEQVSnI56jtbaJ2rJK8ooOsj9xFA7Bd2CUVLYR4+4S7Lg6CB67x4fnWCHVqaZU5u/1EiFpaApSotYdZIgokJERHcqZ5tV+2/NkQ9nlCsWhdmLR2rGG2TBFmLGE2cBTCqStl5O5JoUq0XrEe4+QNOjDEqg7zdcbLL5+Jznqn466/avXJFMjue97xpARKJQ7iI3rXxPgmiodky/6K+Hh7qKJvNy9rP3qM+RmJZJDwC4JWEUwCw6M2HxIKp0tgVBrumcpcF/Jzbu4t7WrXvyIGnCTNcFIGknoKJGSPGY3YpdLencRUGkV3PDPuShUx/dZtOS1F5jStKZjuY4IhvzpLVTKgU06BMOaH35m5K4FHcs7Ys7hrD/2jXj6/PuFrI39pVuPk2GHk7n7yn/06TrHEgVF5Ty2qB6T0f8mUuItLLhjYo8H5v/6aC3r93uJmiEpJubf0TuiZvnfbyG+zFtGW5GTxlm3/b9enWsgwW63U1xVSEllATUt5Risjew8PJvSmiCMnwDThi2nboS71O7KYi3hYV5GbXeZls1jgyfD9TfajZBV7eochwaVpEeviCAyJJbkmEyGpY9CewwU2Xabjee3lfhMwtyQAKkZ6f1+rUEM4lhhkKg5BmgxGLh1fgGGtk4lUCp4/vcxDE1N9Nu/rrSchW9+SJPk7YQOC4nnmkfu9DMOrm5s5v8WF1FU6rt+TJaDx68aSehxkDkPFGx88SOim+N91rWlGZh480UnqEW/Hfyy8APyt+iw4y+9DVVXcOY984hJG3oCWtb/KFyxmeqfc4lV+adggTsGvtyUT6VUxPUvvnCcW9cz7Nq6ififn+lINAFYr5rMtkbfco/R+liu/st9fsfb7TbW/7gEWe46hjnyuw1yLhMSqEqexr4h07EL3u/HBFM+5807s8/38v4Tz1Ho8jfHlSFy6403kDwsq0fn2bZ1KytsIT5tBMhq3c9VZwdWI5haDdQUV9JUWUdLQyPGljbMRhNWqwWbzaPgcTk7FDz2DpLnyD48yU4d5TJ/lVCiU0dlgPU9xbjoEGab/UuitinHsb7Jn+xy+/DIUSCikNxGy6IEoiS4S24kd2S2CwkHEoIgoFOEUHX6GYgafzlKXONupimX+q0/EtauSaaynajJHEnG+GHUFv2X8PC+G0KWlIjUlccjtatjBLAILoyCvWeeSRLEmMYjd2noCUnjPqTTUiBVTQB/ZcHVhaTxXFvA1/umnahp1+9MOSuNKeePOfJ99CNKigpQLvoT8k6E3p5RNzD34suPazv6Ez+9MZ+JDd6yvbyJ93LaOfP6dM6XP3+MwrTg6jCFU+JM04WcffrA68e0thi4662DNDT5k4AR4U5e/WMW4eEhAY4MjGcXrWPNXu/+6UlmXrtrWq/atu7h3xPe6P1RNF8wkxmX3Nyrcw1krFixmRdXqgPyvQCJMRZOyVqHydGCVTQyqgGSkrzvj7IKHUtHBzaXP1EQaC+1ElHZFG51jkuLRhZGmDqahMgUhqSMIDH26JPRXlmzhTaF13piprOUWTN7pvgaxCAGAgZTn44BwvR6bpol8OoP3v6YzQrPflXO2/f5EzUxqcnccu9tfDD/bepc7hrmg23VfPCvV7jxz/cg7zQ7ER8ZzoLbJ/LfFXv5fK2rQ3q695Ccm1/O5+7z9cwaO3Bjg/sLlpY2NPUan29pnbWCU26+4cQ16jeE0264iaHTc1nx+noMNl+yrNWSxDf/3sHImZs55aprT1AL+w9D5uYwZG4Oexf9iGl3PZFK36QnURBJ1Q0n0ZXJzw++wvSHryUksW9+Bv2N8VOm8ePGHCa1bexYl2PdweGwHBpa3M+cSEnLpQ8HnjFWKJTMvuBiuOBicnfvpHT1EkYadnWUBnRGilRFStlXVEdFURUxtmN9sax/SOR6py2gj0esS9tjkmb3rp2stOn9SJrMtuAkDYA2VE/G2GwyxmYH3ScQFr30MpURhRhEJepWFdF1CvQWFzYU2BGxCwLmIFHj8kAmEEcBjTNwIpNZ1ECA1CwJCSt291+2/XM+gi9mvWSGFR95CB5ZB8Ej89zbZiEVmehCIZNQKJ2oVA7UGhuaUBsh4VYUSv97l3WKSrJabQybPJnqw4UYjWvR6XpmQL1jawxOsyqIOsbz3e2FT7HKGYbcFcQfAjqKnXqMQFHcrg72xYekaf+fT7CUx2TY/dcT2LAsl13rlzLz7NMYPqt3A9+jRVrmUFaoRjPW6jUh1x5YC5y8RM2cm29n+4vFDHUcAiBtx1scGjKErOyMIxwZHLec8wQvrX+Q2ojAv2u7TGCz63umNZ9GePjA8dmz2+08unAvDU3+ZKxGK/G3S6KPiqQBkHf57bl6aSbscDjQGnx/b4nZE3p1roGOr3NtSFJwo9/TE1u45vyHOpbXfvIfILdjOVTv4FzruTS0VdNma8CKAZvM3BFTblJJvTdX7yUkwKgSMKok3KmHNqANqAHywQWUgLKwXZ0jR2n3xpTrlZFEhySQGp/J0NThPkbIGnurD1FTa+o/r7NBDOJEY1BR00c89u569hT6Sv3PmWzgnktPDbi/qa2N9557jWqnV5aYogjnpkfvRhVAKVNUVc9Tn5VRWd0ppUSAqaMcPHrZWNSqE1MXejzwyz/eI8HlLb+RJAmmq8g+d+YJbNVvDw6Hgx9feZOKw0m4AhgNR0eUcP4jN6AJ8fe1ORnhcDjY8dZXyMokQhWBjfQsTiPN6gam3H8F6pC+l/r0Fxrq62h8837C8abCHBIz+KFViyCInJKWxbm33dTj8zXVN7Dxu89JrdpMnOQ/Q5wfPpZVE27xWXd5mJHho7qPSO0Oyz5YxJr8fQG3TY5L5eL7bjviOfbt2cPSNhlWwVdqndaay/Vn939S3CcvvcAM41oWzI7CqHJ3gC9f62CkubFjH5td4j3bJKz4ewdMwIZTGcJuQyoanOgUVlSyJvfA3CngAlwSOHDhEKSOJC2XZ1Q/N8zOaIe/184yzSxy6xv91p8IdKRoSTIUCMgQkLUP2iRQIBCXloxOr6em5BDRSdVERJlRa11d1DECNkE4OnVMLxBuzkLjiKYrGSMgIAQoyWuHq0Nn4743QXKCKPgRNe6EJw/dI3okNF1OG6z8qT0Lqk67B6fMTJxLx6ihQ5hzy7FP59u6bg3pa3xVhWXzHmNiTu8MYgcCKqtqMbz3EBG4VQgVYjxD7nqJkNDel2r8sn4Z34qfYO1mQJxRGsGDl/2719fobzzx9hp2HA73Wy9XwP1nwOkzjj7la/6X61m6zfuOTIqz8vZ9R2+mXFF0kKb/e7pj2SmDEa++ifIkLbsLhi2bdvPPH8AVpAo1NsrGBw9N8Vl3eM8WDNXvdSy7XALDZvwbdTdlyJW15RSW5VHVWEarpR6TswWbaMKusGJV2j3eOb03Qj6WECWvEbLKpiDaMZvqaO9nEt+ay8XTphAdHnMCWzmIQfQcg6VPxxBGk4Wb/5NHa6uXSFEo4ZkbIxmRkRLwGKvJzAfPLqDM3tyxLl4Wyk0P3YE+gGmw0+nkjaV7+XGLgLNTnzQ8XOLhS6KYmBX4OiczGorKqX5vN0rRy5pX2Yo57Zlfn8z1ZEHe2uVs/qwKs8u/I6cRm5l2RRLDZ55+Alp2bOCw2tj80iJC2sLQyALPIhodzZijrUy598oB4V2z5M0PqDHWcr55nc/67zUzMNY6uPuZv/TqvA6Hg3U//oBs/1q/sqhFM/5Cq8KruEqu20Z8axunXnQZIaFHb4L+xmNPUx4gcUiHiof+8RhKZffeVAdyc/mu0YVV9O2kprTlce3cM/r172Q0GvnpjVeYadlEsTKEhbPdZLvSIfHwijo6j9EOWWNY4oj3O4eAwIgQFf9ruxCAxFgzocMXYo86QnKHQ0JpUKBrVHNhoZU0qcJvl6XquTTVG3Eiucu0BBc2HDi7IRoGGmSI7rh0SeZW8EgCMklAxKMykSRcgFNy4RBc2AQXVsGOXZAQxN7PGscaJiCT1LRTIx+t+A9bDq7u2K5Th5Ael80lp9xAXIRbru9CRELgi7Vvs27fEq6cdTunjDrDfYCnKZvzVvL5L2/z/C2fAB4ljej2qZEQaI/YKa8r4vnP/0R6XDYPXvK0Z9/ORA20qAoxKWs72hQhacgIieKce25AE3LsUuo2P303mS5vQtkuzQTOePDk9grZvmk7iSv+r6Osa692MrPufdyvNP1o8Prip8jNKAq6XZBgWuVUrrn4j72+Rn/h1U/W8MPecD+RmCDAFZPauOnS3oUIvPHNer7d7H0Wx8faeO/+Kd0cERibln6C/rMfO5Zbw+CUlz7oVZsGMh5YsJqDlcFVVpeOqOCW630nGxwOB7t+vBeV0vtcd4nnMG5e30rr3EbIuZTXFdHYVovR0YQFA3a5GZvCjlXlxKSSsB/jmPIjYWTVZBqiz+5YDreWcVD/IWq7hKZDnaNC6dSiFkPQqyKJDUskPTGb9IQhJ8wIeRCDaMdg6dMxhE6r5pa5Cl76xtkRYWi3wb+/ruatexICDgpUWg03P3E/C5+eT5HFbd5Z7Wzlnedf5ff33EpYl4hImUzGXeePZ/boSp75ooaGBjcp1Nws8LeFjcyZWM99F4wZEAPF/sK+d34kUe6VHjtcdrKuDqxSGsTxwYiZ80gf38L3zy2kvimNzlPEZlc4az5tpXDLq5x1322/iu+iXKXk1MduxFjfxPpn/0uSaogPcQigk4eja4adT3yGfJiOCb+/8AS1Fmw2GweKK2jAQH5oBtmuwx3bZph3UzHlil6fWy6XM/v8i+D8i8jbu4uSVUsY0bYTLVYSqnJpTfUSEPVRwzhj79+om/8T68ImknXGBQz1pO4cCU3V1dSKgct4YlAekaQpyM/n+0YHVtGXIEoyHOh3kqa6uIg9i99hpt2t/ikI14NnkBfVLNJ1Ir3EnuBrOuJBiOQladLj25CP+RC7vgfzmHIBW7gDW7iBsILARsQGvQFFnUC9aPYxyRVdoHbKUUoy5IKA3EOGyJUKJJmIw+XA5nTgQMIhuBO12v8dbzhxYcaFWfAokXo4JnATPG4fHnmHD4+AKHn+DBJIuHxILKvgwCq4EAUFMsl/pn5Y8liun3svAK2mJr7e8CFvL32Ox69Z0GEkbHfa2X5oDfMmXsqmvGWcMvoM38GvT+y2R3cjiUgeM3MBESSJTQeWM3P0OWw5uIrqpnLiI5J9yp9AQOHSA16ipkkw02Qo58DTz5Ms6pl33cUkDu//Mum27Blw4OOO5VHmPZSXFJOclt7v1zpemDRtEsuKrmL8Yfd9jTFtY8Wnn3HmNVf3+px3XPkXnvn+biriAj/TJAH2RW7m0KEZZGWN7PV1+opvl21h6X5/kgbg1Kxmbrr0yDHcwaCQ+Roz9bb0qa2yiM7Uu0XXewJtoGL/nkMU1AYnaSIjHH4kDbjfz4Y2NaoorwdmQ1Uu0DeiRq/TM2HEVCaMCK6AstvtlNUUU1SRT11zBW3WRsyuFmwys0ed44kpVx47MqdFUeuzbFa4P0OLQsCiAPQOwIG7DLgO8JCnNSCvcpdaqa0iSpsShcMdU66ThxOhiyMpNp3s1JGE6n8divFBnHw4+UdTAwDzpoxm9f517Mj3zrpX1ymZ/9UmHrgi8CyEXKHgxsfvY9Fzr3GgrRqAepeBd/7zJjfcdiMxqf6GWqPSE3n3vlhe/GoPa3fLkFxueeSKrSJ7Du/l8SsTyE72n7E92VC6fhdxMl9T11qpnBHjzw5yxCCOFzQhYVzx5D2sX/Q/8tYrseMt13Mho/RwKp888h7z7jyN+KG/jpQyXXQEZ/77Xr569hl01RpS9cORCb6PznBlLByGDY8uJGpGGsMu6H3Htrf48vnXaRRMCIhsEePJdJUg9ygnwmmjsCIPuLjP1xkxZjwjxoynqb6BTd9/QVrJTgpTZuAQ3CSKRQxhV/IsplasZHLLOlyfr2e1cjjy8XOYNmdet2TJj+8sClrKMnFuTrftKi4s4tsaExaZr+IrwZjPdbNP71eSZtealZg2fM0EV3HHurpwb0c0ssl/EGF0qUHmT6hoJRkIMDyxEcvYhUiaoxuApOyMIYz9Abc1lTswi/7KHJcIJtGBCQeRkha12sYtf/dVRHz4vw8oy5zdsSwDZBYLysYGFC0tyAytyM0mBLsVmdWEw2ZDlEm4u8RuE2K7h+Q5VuVJ3cGFhAW7O2uxhz487l1EtI7QgDvLZQpCde60tFBdJLPGXcjbS57C4rChlKsQBBd7izYQGRLLmZMu55e9S6hqKCUh0vM+kzpFeQtuk2Y3QeO9liQI2B0WtuX/wv2XPo3NbmFj3nIuOeWmjltoH08rnIFVMyZs5LsaKVr4IQmSjpwZUxl/3pwj33wPMfOCSzh8YAlRuFXBCpxsXfIVyXc80G/XOBE4/aorWPOfQ4wxbQVgzOFP2LYxi8nTJ/X6nBdn38GHNS9iUAf+8rVpBL488BqPZi0IuP1YY9eeAt7bqApYajMs2cBfburbu0zRhbF2Sb30qGmu81m264J7uJys+HBdKU5HcO+7qVHVQbe5bOGAl6gRxONT8qpQKMhMziIzuXvvuMbmBg6V5VJZX0KTqRaTowUbRmwKtzrHonJiUgk4AxiuHwk1YRXE4MLlcWu3inp0Rh1G3ZEN+h2iQKsGWjUuwOL51wyUA/vACEIeaKzumHKlzaPO8Rghh6qiiItMJjNpOAnRSYPqnEH0OwaJmn7C41dN5ub5uTQ3ezvZq/aFMG9CCWOG+sccg1spc92f72HxC2+wp6EMgCbJxPtvvM+1N/6OpGH+iTpKuZzHrpjI7DHFvPx1M62t7pdeXb3IQ2/VcOEpNfzhjNF9kuueaJR+u4M4lfczsziNTLyr7wPMQfQfTv3ddWRNP8TP81fSZvU1z26zJfD9y3sZNm0LM6/79Rg/X/LoY3zy9P+juPA9ssPnkKgd2jHoakeMKglpq521694l47IpJE8dG+Rs/Yu2pkaKDd6Uh4YWA5sjJ3Kq1Vu6Or5tM7u2bmL8lP4xHo2IjuKcm/7oll2vWE5tiJeYK00ey9SKlQCISIyy5cGWPPZt/YLqlOlMv+hSwkL9S+hqjeaAg+loScvEucEHmmUlJXxZ2YxJFumzPs5UwA2zZqM4ghLnaLD0fwtJLl1NVhfPnqYILxkR1+xfWmQWAvdA5ZLI2MQqjDmfI+uF621Kqzog/2BEg9kZvHwqBDWhKge5ZxQypyqA71egsmi1GltiErbEJABk+TuIO5wLLhAEAZskYA3gHSO5JNSSiFLyqHgQEHEreZyCp6RHAKfgVbe407QcPkqg4wMJXMF9L9pLj8w2MzsK1pMQlYZKocD9IcDGvOVMyT4NtVzFuIwcNuYu49IZN/vGcAMIXhVNV+wq3EiEPoak6HSmDJvN+z8/z4U51yGTubtsguBW3ShcWn/X4U5w4KRMaKVs/XJ+WbeR4ckpzPnj1X0eTKiUKopipxJV+3PHuqzGbZiMRrS6Y1dydawhk8mYcsuDFC54kCRXFXJchK58icr0F0lMiD3yCQJgePYoRu6fzNbk7UG/yeXxFt5c/DS3Xfnn3je+F6iqrueZJW3YLP7PprhoG0/9IaAS/6igUvg+05y9VNTIDb6DbinA++NkRmlJBQdrg5M0oaEubrs2eBpZSGQmUNmxrNUHVlmeKESGR5ETPhMI7jFptVk4XFFAceUh6tuqMVgbsEgGbDITdoUNi9qBWSX5+T45FE405iaMcq+nYLwhmULdwX5puwSYVAImlQTYPf8MuNWMh9w7lIOyREJjEVBbZSjajZAlPSGqSCJD4kmNG8rQ1GFoVL+d5N5B9B2DRE0/QaNRc/sZGp770tYxM+Gwwwvf1vHOvUndzuZe+dDtqF59n60VBQC0YmHhhx9z1ZWXkDk+cPzmtOHpvH+/jac/38u2PDlI4HTAV7/AtoLd/PXKdJJjIwMeO5Cx/7NlxKp8ia0WbcOAS9gZBMSmZ3H1sxn8/OpblB1KwNXpcWJHzb5NairzFnDen65BH37yfRcD4eo//52Ff3uU7eWLKG4dQlbYTGI1vuovAYF4VTqG76pZ8/VmRt90JlHZgcna/sLnL7yDoUs6065WByNVoUTgNi6X4cKy/CMcEyb3q7pELpczJiyUFZ24iUZtOjWaZOLM5T77Jkk1JJV+TeP8n9kQNsFTFuWW/O9etZo6wUQgxOqCd2wqy8v5oqQOk9z3GRFjKuSGGTP6laRZvGA+k1s2ENIlSckgyGnsVG01orWZrjCIQVQlShFjzue9ao/T4EAehFRoFgL7A6lRECPIyD2zhHItRLfIufSy3/vv6CFqLPU1pO7/BbnBguQUPclKEmbBiREbRe3Dz244JkEUsHqSpuhkphzrVFArcy/HuLR+f3/JJaGQBNSSAqXkLmESBTfJg+A26HUJ4ETCKUjYcWEX3CVaffHhEaTAN5NXupM/vf07AGx2K+H6KG6/4K8dREl9SzVFlbncePr9IMHU7Nm8v+wFLpx2A3K5hxzpUPcEH7BuzF3OlGGzARiaNAqlTMnekq2Mz5zutioWBVxOkIlyRqniKLO20CoELq9pR61gpLbiALv/9ixp2jDOu+t6dJG9H+xOvuBSrO+uQuX5e4bTxtpvv+Cs353c5HxIiA7dZY9h/OwxdJiJoJXChU8T/cBzKJW9I7iuv+QOar98mOIU/+dCOwqSC1i3cSUzph8fnzezxcrjHx+mtdX/+RgS4uKpazLQqPtu1KuS90/pk8roa8KuiUnqdZsGIt5akovdFpwMnBhViUoVPOUqO2cepTvXdTxftBoHNYfzics4uvTCEwmVUs3wjNEMzxjd7X41DdUcKt1PdWMZzaY6zM4W5PpmH6JG44oG+oeo6SlsMgGbDlp0TsDs+dcIePy8mkFsAo1NQmORudU5DjVKlw6tPJQwTSyJUWlkpYwkJqp3xPAgfn0YJGr6EadNGMHKvWvZcsDbQa6tV/Di55t45Orujdguuuv3qN9dxLrC/UhIGLHy8eIvuMxoZsSpgetDNWol/7xuEst2HOLNpSZMnrFDWaWMu18v4+rZVVw9q/fpK8cbDocDw/Yan2jkNnsjU/9yzQls1SC6g1wu59z77iR/0xo2LCrG7PQlZBpb0vjsb0uYclE0o+f+OkrXbvjns7z3yH001O+ioaGQBOV4hobnEKGM89lPJshIlGdSvXA/+8TlTL73UnTR/R/FWpKbS7nLX+LrcDjZED6e88y/dKwb4iphxWeLOOt31/drG6ZMnsqmDbs7OkoSItuGzGXi/qUkSLV+++sxMbllPa7PN7BGMQxx3GwOrtlDIJMEJXLOuSXwM6CuuobPCisxKHw7NVHmYm489RRU6v6Txy96+UVmGdehCFDGkxcSSfv4I8IgEdUlLrvKrsMYIOYcoHRSSa/bdMrOBJwyBQGCpGgVfQ2wFciId6koml1KTZS3ziG03v0327pyFfvWrEeyg8MpYhdAk/c/XIKd0vZ77oUsvTu4Ov29XQH8ewRRwAEYAt3gEdDuw6PCreCRIfoQPBJuBU9nFY8NJw6cnZRyHfIXJASGJI7iqtm3gwAmq4F1e5fy2rf/jwcvf5aIkGg2560kO3ksYTr37zwraTQKuZJ9RZuZkDUDn++3JAUka+qaqzhclceNZz2Ey+lCFOVMzp7FhrzljM+c7vbWaVc7CXDZo3cgyGH56x+TX1VBndC93L9FMLPHbCb/+ZdJEnTMufRc0icdfT8hNj6Rn7TjmegpEwKIPrwBh+Oak96jLCs7g18m/ZHh219BAIY4Cln97hucecc9vT7nTbMeY/6uP9MQGlhXY1EIrG78lImmHLTaY69K+st7W6mu9zfJV6rhkXN0JMT3z+SYUuH7XXD1kj/VGn0/t9jM7gfzJxMa6xvZXxd8YK7TSdxzbfeli2Gx8bQZFYTovc/Kwh1rTiqipqeIi4onLsrX5uG/Py2hodOyShXHrWF3UlpdQKOhBoO9qSOm3K60eUqtjr8Rsktojyl34Y0pbwWqgINgXwtFoD7Y2QhZidKpRSWGoFd6jJDjh5KRnD1YavUbwMn9Nh2AeOzqHG5+ZR9NnTwK1uaGMPdAEZOGZ3Z77Fk3/w7Vx1+xat8OnLiwYOezH37gAqOJCWfODnrcGROzmJJt4slP88grdP9JbVZY+JODjQe389ersokOC5xaM5Cw440vfEgaAEeyhLIfZnUGcWyRPW0WaWMm8d2/36eu3tdo2OIKY91XFoq2LeDch24/6TvxADc89QLvPXwPba25VNl2UVWzk3Tt/2fvvOOjKPM//p6Z7SW9hxR67x1BEBAFO4Le2bvnqWfXO8vpnXp6trMcFvQHiqegJxYUxQKKIL33UJOQQnrZbN+d+f2xmy3ZTUhCEPD4vF55beaZmWee2Z3yPJ/n8/18z6BL7DBMqvBZao2oJYNcDvzrZ+qNtYy493cdek1/+/4inEJ0tYbKKrBX3Y0e3v2Bsq4Hv6GyYgpJyalR92kPVCoVmfYy9pqDM1rVCV3pfs+rrPtpGcL25fR070VsQsSIKPRx78G1ejcriZ4JJEXWEZ8W6b1VU1nJ/LxDWNTh6xIchVwzchg6fcfIi61WK0vefJXJjtXNblMUrwI/mRFfE3l973VlR5QBGNBQmhmdwDkactbFU11uIj0lOolhlXzmxiIC6bKB0iGlbDXV0m9LLjqLJkwd8+y2v2PFFQwz+pUiZ2UlJEtJR9cd4sNzNAgKmE0G4tUakjQqXBUCdS4AIWASLAgKGpWG5PjgOyoruQsPvX0Vq3Z+x9QRl7N29zLqrdXc9eaMwDaKIrNq9w8M6dY4WeP7jkXFG0zP7TsCiiiyetd3yIrME+8G0943/i41DZXEm5JQZJlG1kxUiajUElP/dC1Tgc1f/MC6NRsoEawtqoocuDmg1JK/cAFpnxgZOmQgI2ZOPep3FYrMs6bB4iBRk62UsG75MlNy9toAACAASURBVMZMmtKmek5GnHnuJL4t3MuQim8AGFz9PcsX92T8ee07t8TEJEYqU/neu7jZwWFZgpfZXz/N3TP+0e52twbPvPcTeUWRkwaiBNePcjJ0UNvTcDcHvUZNKJPcHo+airLD6EIieWQRuvU99rCskwX//mQdTkd6s+sHJJaiNww6aj0OqwGzKRgCbbce7pD2nQqIFcNnEexqAwN6DGFAjyHN7uN2uymtKORA8V7Ka4qod1Rjk+t8oVYqJy6tzwjZdhyNkJtDpBGyDagEDgEboRKk8mCaco1Lg8ajQ6sYMajiiDcmk5nchZ65fU8bIZ/iOPVHTCcZdBoNd0418dRH9kAIlNcDryyu4Z0urqNmLZlwxSXovtCzZO0qPH4Txi9+WobDZmf0xc13ouJMBl68cSgLV+7iP8vcOP0TuvvyVdz62kFunKJj2oieHXWaHQ6X1Y6qWIIQcrjKVcKwW39/4hp1Gm2C1mhixhN3svaTBexYLuBSDIF1ChLFh3OY/8C7nHXzcDr16biO4ImASqXihhde4+27b8Vm2w+CQL59FQW2NXQ3TyHX3BedFD4rqpdM6B0mdvxtEZ5MmSF/uPSYSauN3y+luJkZ9DhFz2UP3cn+3TvxfPX3QNrZWBrY8OE7nHvXI8d07KYY128g+wscyP5Rvk2KY92GDYyfej5MPZ+8XTs4uPQretdvwki44mSNq3ezipOuPSNJjrqaGv6zI496Tbj8Pc5ZxFVDB2I0mSL2aQ/Kiw+z6YO3ONO9rcXtauKDCpWk2vBOnRM1td5YkCJ/J5PS9tmwlDwjiTtSKRFtINro4o1eh03UkSaDweXFroHYzamohARK8ACODlfHtAfesP+PrxeNJInEmQzEaFQYFQ8mr51Yr4UEby0J1KJSvIEJzoXipb5U2SgIQgjZ0bS/LggIgojb42R34WZsDgsPzHgeSQz+JjUNFbz19dNU1ZeTGJMSENUoCAghybYVwCt7Wb/nR84ffTX9cv3EpSKDAu8vfZk1e5YyddjlIYcXkJqElgy+aDKDL5pM8fa9fL9gEcWKFTvNexV5kSkWLBRvXsmqTZvplpzKOXde06qZ2n6DhrLi2x708uwNlLk2LYPfAFEDMOmGm1n70kF6uH0hFJ23vM2ezp3p1adl49TmMHXydPZ/vIW9nUua3SY/q5xPv/6A6dOubNcxjoZ3P1vJyr3RlZ3n9qnloikda4Sv1UiEETXtYGQLd24kdGrDZgSd3tDs9qcSLA1WtlU1nwREp4fbZ45uVV2imAIEiRq11nKszTtlkBEXz7aQOQu7+uhhnWq1muyMrmRntJwZr7a+hn2FuymuyKfWVo7VU+tT56gcuDUu7MdghHws8Io+M3JLhBFysW8D+0+wGwwuBZ1TROtUofb40pQbxBhMugRS4zrRrVNP0pOzT2p1jstWgcNSiOx1I6kNGOK6Ial/G8+Ao+E0UXMcMKpfD0ZtXcmqnUEVS2WViuf/u5ZHrmzeSCuw/0XnojMYWPTjUlx48ODlm3WrcFjtnHXl9Bb3vXRsH8b0qeXJBQfJL/INmOw2+PcXDlbs3sgjM/tiMpx8bvlr/7WANHVwQKYAMSMyfhPqi/81jJzxO7qPyuebV5ZQbw8fSDe4U/nm9X10H7qRCdffcIJa2DFQqVTc8OIs3rn7FhxOX/iKIsjsbVhCgW0H/VLHkyJkoRbDyVmzOgHKYeOjH6EfkMCAK9o2ix2KNUvX4hWj93x7ZKSi0WjoM3Aw36w4g2F1wRCowQ3r2LTmF4aM6riU9+mZmSTuXkqFIdjpyXO6aOz29+zTj559+lFXU8uqRZ+QUbyGDH9Y1BE5DsRIIiNW0aHNiMPj8QSeBfV1dfxnyw7qtFnh27pKuHpQX2JiO2b2aOvK5TSs+Iyhsi+VpwxUGSXKzCocap8JriSD3uWlMl72D7yhc21w6rcOEz+qR+JshkzTRjPsbQamIypyf8mmRLRTEvJdGaOEvQG4BC1HxGo4+R73AXhDwp28wrFranRaDbEGHWZJwKS4MXltxHnrSZBriKMeoXFyshl8rp3EBvUIurIToyD7FC8h5IzH66beWgOAzWllxfavcbns9M0dzvKtX9E7ezBZyeGd/ozEbFLiMlmzZynnjfBNPCiKQnHFIX/1frJGUFFpKafBUc/oPlMw6RtDqBUEWWZo17Gs3LmEc4bO9KXwFiAuxYjQjNdNZv8eXNf/fqy1dXwz6wPyG6qpFVo2GK0UrFRWHmTn48+SpTYz7Q+/Jy69ZeWdt+842Bokanq7drM/b1fAe+pUhkqlovu1D1H1zr0kUoseJ7Wf/5O6Ti8TG9M+MviWix7hxWV3U5oUXQnnFWGz4UdGl44nPT0y++exYNnKrXy6xRzVJ3xw51ru+H3HZys06jQQQsy3x6Om9vA+Qq9Cu/EkYJk7CLM+XI7N2rzfTt+kMhISWzexldZ5EO6GfYFlk9mB2+VErfntq9K7d+vBkt0haiIplvq6ug7pD8TFxDO83xiGM6bZbdxuN4eK9pJ/ZD8VdSU0uKpxKBZcog2X2oVT6zNCdqh/fXWOTSNg0yhgbmqEDLAOikFd6EtTrm1U53j1aDFh0sSTYEwlK6UL3XN6Y9D/umbxlsrtVB/+EWt1HqGhw6KoITZtOAnZk9AaT/1sxy1BUFroKA4bNkzZsGFDs+tPo3m4XC5uenU7ldVBokGU4NHL9Yzq17qY0T2r1vPJV4tx+GcjBATO6NKbc29q3UzL3O+38dlKBU9If8BkhjvPNzOuf8thWL8m6orKKHxjHTopyI4ecRUw7tlTeyB/GvDdv98kf08KXiKZ+nhzIefdPwNzYseF4JwIWOvrmPPAbbjcxWHlGlUGF9z4IAWfbyRNlYPYTNafcudh0ib3pOvZrZs1a8R3cz7g5/27oq5LUYz86ZmHA8t1NbWUvn4niSGzbYfEbIY88HKHkqE/rVjOSilonCzi5focHemZkR1Rj8fDqqXfYlm/nPU2HR4i88N28eq4IGY9JUIKJZkjGTxpGp/u3U+1LtycOcZ9hCv7dCUxOblDzuO7BR+QdnAZsapKtmboyUvRciRGhUsKCVUJyZPcqOYXFZi608KAIw6q5GS+Yzg/NoxigrIoqtlrplbFrmnFEeWhiNuiIXdvJ0rULr8ZbzguNlWTo0TW8aXuLA5WVUaUn0zQeRUc/u9UhzrwrmsOiiITYzISo9NgFsAoO4nxNhDnrSNRqY5QarUWX2jOYp0ygL6Ja7BmFFFhEOn26bk+QwFBAQE++OFV1u35KbCPVqMnNS6TyUMvoXNaLx5/72aunvgnhnU/M6L+xevms2bPUv529WzW5f3EBz9GpmI26szkpvXC43Xzx4vCU6ULikJVXQl/+88f+eP5j9ErazAIAr1GZjHxqtarE5e+tYDdhw5xRLQSzQ+qKTSoyMTImdMm0n1s9FATj8fDruduJV0Jpk/eEDOGqXf+udXtOtmxZcM2Ur59IuBPtVM3mHF3/7Xd2TU3bl7Lx7bZLYZUZBebeODil9tVfzTk7Svk4Y+qsdsij5mTZuPV24Ydlxn13YcOc9/bwVTRGi18/njbFLXf/Ot+srYHn2XFXfWc88gbHdbGEwWn08k1L+3CYoneN9Bo4Y3rU0nPbt1A1O1ysuOHu1Gpgve22jSTXmMmdUh7T3a8uGIrdilIzEzTVjJk6MkVIldRVe5LU15VQJ29Apu3DpdgxaVy4NJ4AmnK2+m5fVwhKD51jt4honGrUbu1aGUjeimWWH0SaQnZdO/Um7SUjKNXdhQoikLZvoVUH17mT2wQ9IsL/V+UtGT2vxFzUvTEO6cKBEHYqChK1Iv1NFFzHLFxz0Ge+NCCN2QGLyHey5y7+h01BKoRh7buYMFHn4aFBQxL78rFd7aOxDhYWslTHx3mSHnwRSAIMKq/l4em9293FoOOxPJH3iZDChJHXsWL6YK0Xy218WkcXxzcsJoV7+/B5o00J9QKFoacZ2LQuReegJZ1HGoqjvD+w3/C7S0LK9dpsrnxpTcp25jH4a+2kKLNiZpJV1YUytz5dJs5hoyhR5+JdrlczHr8eaqiZEkSEDhn6HDGXnpRWPkPn/6XgbvfDyvbmDudc6+87qjHay3cLhevrt2FXQrKjntYdnLZOec1u8+8v77AXk9NRLmIyEWaArLVvkwpTlR8OfJ2qgzhigWzu5zf98giJb35GP+24L+zZpHjXsX2XNiRrsMtCrRsq9Ck46AoqDwC3sPZ5O+dgMYq01v4PmqaaV1vK2W9GvBWOBmwtQuaBhWyV8SjCNgVD2avSIVWbjYsDOBaYz5xRErcF0hjKauvi7LHyQOVrOARfV+uCgkPXkQB4sxGzBo1JryYvA5ivBbi5VqSlJqoZs7txSLtWewim6z0zVRnHKEmRCTR7ZNzUNn0AaKmJQiyb7O2IFRNAz4DbkVsXikgyN7AMRR8BNLYGf0YML5z2w4M7Pz+F35ZtpJSwYo7CkHaFCICqbKRAX16Mu6aSFXvN++9w7CiRYFlKzpi//gm8fG/jWx/AD989AkD988LLG/OmsmUa9pvyv7OJy+yNWd3i9sMKujHjTPubvcxGlFba+GOt/dSHcU/KyHew+u39CQmtmPCRZui4EgFt70aDPVSqWHR39pG1Hz35K1kHAo+A4sGpnLuXf/ssDaeKLz8zmK+O9i8ampApwqe/WPzKbmj4eeP7iE+Pqicq6rozoQr72t3G08lvL5sedgkziBbHudPPucEtqh9sDvt7C/Mo7BsP9WWIzS4gkbILrUTh9aLXavgUv26bM7SJ1eQ983+iPLL3r2QpB6JNFRY2fB/WyhcVYS91oEhRkevIbmcO2McaUkZmLSJJJnTePvl9/nyi68AkCSJ9PR0pk2bxpNPPkl8vC8ss/zAlww78ypKyxsijnfDZYO46/qRlJTVM/W6+YiCwPZNP9KjXzBipaamhuzsbJxOJ6tXr2bo0KFhddxzzz288cYbzJo1ixtvvDFs3bx587jpppuYOHEiS5YsCVun0WhYsGAB06e3HN3SVrRE1JyOKzmOGNqrC2N7r2T59mAIVHWNxDMfrePxq1vOAtWIzgP7cY1OxwfvzafeP1u4ofQAzhfe4PL7bzvq/l3Sk3j7znhmLd7Gd+tFZK+PnFy9TeL6wzt5YHoSg7p2rLy2LSjZuIsUMTyEocxbQK8Rv40Y99OALsNG06n/YL567m3Ky3L83g8+OBUza76Syd/4Guc9cMspK9GNT07j8seeZf7f78crB3MPOFyFzH3gTm566Q1yxg1h58IfqF9fSpImfMZBFATSNZ2p+7yQfZ+uYsAt04jPaX5W4vN/vRWVpAHIVIwRJA3AhAsvYfW+tWF+Et3zv6X8yBRS0o59BgRArdGQbivmoDlI1JToU8NCl5qiwu2IOhBOlvUBksYliywe+YcIksboqeTS3LQOI2k+ePVFVMmb+KCrHq8YQr8Ek+xEoOnMlywIONVA58NkZC0geXcK8n45JJOQD1pUxGxLQL8riQbBTRH+uBwROjk1eDUS+aqWQ1U0gkhsFJIGoMYa2cE5WaDRSMQZjZgkATMeTB4bsd5aEuQa4qlH9Cq+zKYdCAWoJYZKMYGt6h7UqCW0mQdQpe/gQBRlgyOxFpOtFYbUyrGTNK2CIICihF2TsSnte172PfsM+p59BmX78vlu3qcUeRtaJANlFErFBkr3bGT9X3bTJS6Jc++8Bp3B9/2MuXAGNa9/j9H/oxlxsOaLT5h63S3tat/JiMmXz2DpK3sZ0LAGgAGHF7JuZQ9GjB3ZrvpumnEfz39+N4WZzd+ne9O2s2XbOgYNiJ75szVwu938ed5Oqmsir2WDUeHxS1KOG0kDjaFPQbTHo0bTJDW3JqljnvcnEk6nk3XVzZ+HSg03TGi78t3tNBP68JTlyKyLv1UY3DaqQ0J9a7wdR+r/mtBr9fTvPoj+3Vs2kC4qK+DA4b0cqS6g3lmF3VvvD7Vy4tK4sWtl7No2v2laRKfhGUx6LNzCQx+no77Ewqe3LiYm3cTEx8YRmx1DXZGFdW9t5MVH5jF99nnEJPrGwrudO8kYmsoFD41FaxepOWjhw1feZ+325dz2wPUkG2LoIm8C4NYrhjLz/PCshAa92p8x0ffeTkk08MZrf+OlN78PhALPnz+flJQUDh+ONNR2Op3Mnz+fBx98kDlz5kQQNeAjkH7++We+++47pkw5sePR00TNccZ9M0exu3QL5ZVB5cr6vWZ+3rybMwf3blUdmT27cf0frmfeW+9Ro/gGZ9uri3D941WueOj2o8pvJUniTxcO5qx+xfzz0wqqq30Xck2NwKPvVjF5aAV3nN//hPjB7P/vatI1uYFlp2xnwK3Nz76fxqkJjVbH9MfuZMOihWz73oVTCXYMFURKS3OZ/+AHTLhhANkDTi6pamuRmt2Fi+99nM9e+iuyXBsot9kPMPehu7jhhX/T99LJcClseGsh5HuIVYerjFSCmgypM8Vvb2K7+htG3H0ZuiYZ26z19RyqrY3KGqiROPOiiVHbp1KpSJp2Fe5Ff0Ptn0WPwcqmBXM45+5Hj/HsgzijRx8OlcoofrfaBlUSGzasZ9SoyNCulQu/oKYZ34w4vYqd6t50d+axeMStVJjCQ0YN3mrOXv8O1Ss9bM8cwagLZ7R7Bt9qtfLJ+y9S1O8gR8z6APnSCjEFoSEkguLLaiIIvtG7pHZR3b8IVboa44YYRHvwWW1WNJSrw8m2VKcKWa2hSBudhGuEiEi6R48cI0ZtXwMGXN6jKyWOFxRFxmQ0EKvTYhLBpLiI8TQQ660jUanBjI0W/G3bDTcS1cRTLcVRL5lpkPQ0IGJxe6m1WImPSUGItePI2EN5isNv/hj9F67rXISpKM0f19b8hdBWkqY5KM14zQTWh5gPA+gUK/k7viKnd/vJkNTuuVz95L04bHaW/HseB2sqqW6GAG5EtWCjuq6Q3U89TyfJxJRrppPaPZdVsUMZVrcysF1WyRrc7utQq1unHj4VMPrme9n9yr1ky0VIyMQvf5WinBfolNU+4uCK4ffw5r4nqW3G9sGmFfi6aC69ew5Eq20fKff4u6spPBLp06FSwx1nSXTvlhVlr46DsUm720PUGKzhOyXm9DqWJp0UmLtgKbW1zXvTdE+poUc7ki7ojVkE/UdAZ2z5fv4tIabJI9QmncQGbR2ATqk5dErNaXGbBmsD+wp3crj8ENUNR7B6anH5jZBdajcOnS9NeaOy9WiQ1CLGpEgT359f9BHYFz0/Fb2kRfJIZOYk0+uRXN744/use3ID191/MZJXwFynQXJ66VmdiSiDlJRG0aBS1qzZhZhfhD7RCUm+e16vU5EY63+GNIaYi/5+lP+dedGUHny6eANP1R7EGO+bzJs7dy7XXnstTz31VERbP//8c3Jycvjzn//MrFmz2LlzJ337hpNBOp2Oq6++mocffpjJkycjtqB2Pd44TdQcZ6hUKu67MJlH3q8NeMXIXnjzezsj+rrQtTIEKjm7Ezf96Vbefe1tKmTfDExeQxnvPv0K1/7lTlStiC3u3yWTOXen8sLCbfyyXUKRfW35bp3I1vztPDIzk26ZKe0+17Yi78vlpGnCHzLV6nL6taAkOI1TG8MuvJTuI0r4+l+fU2sN7yBaPcl8O7uAzgM2M/mWm09QC48NuX0GMvW2P/PN608hK8GZUkv9bt57+D5ufO4VAIbdeikep4t1r36MscaIQRUTVo9W1JPuzSXvnz9gjbcy4k+XodL6nhULX3gLSxS/E4BMjPQZ1fwMb+/+g/h6xViG1ywPlA2yrmfDLysYdsbRjc5bg5zOnUk49BNVutxA2Q6LhVFRtt21YXfUAbAeDZfefzsarZa5S3+g3BzeMdd7a5m87h1SHT5JfXrRV9S//gNrzYPpPOk8evZtfdhkdXkp33z2CjsGVmBXq1BoHUETnq8nWCYE41No3MST7KZ+fA3mX+KQLL7Xrk4WAmmwY10iRklPidaGLw1n80iTjbhdDop1VnL1iUSzZakVYiILOxiCALEmA7FaDUZkTLKDGI8vRClRqUGLmxZEGu2GDR1VQjw1UiwWyYxF1GBFpM7hoN5iQwh4QXnArzaKM8eS2F1FbcYOKuJaN1K0ZJXg0TtR2Zrv7HdEyJO/pkCns/mD+UPw/MRRmvsg1t35eDw3HPMki86g5+IHbwVgxbxP2bY7jzLBitzCXKwVJ3leJwfnziFdMdJrRG/kul8Q/fukKpWsXLKYsy645JjadjLBYNCRcPlfaJj/ACZsxGHh4AfPknT38+h0bSekMjNzGLTlTH42/NysJ0Vpspu3v3iGOy57os31vzp/OVsORWa/EQSYMbiBCWM6zky+Oej1uvDHpAIOV+v7vg11NRia+KV36dd+hdHJgtWVzfe1RQmuGBEZKt4adB0ynvJ9GwPLZqObuvIjxKb8tg1XAVJNZkJd++yaUyMttdvtxu12Ybc24HQ4sNsacDmduNwOPG4nbocTj9uBx+PC63LidbuQPS4UjwfZ60LxyiheN8he36fX6xvcyb5BnqDICF6ZJGSSZRlBVkBWEBUQFNG3rCiIsoKgKL7+T+N6Gf+nQv4BmXqHwtXzPAgKiLJvvcXm5K1fivjj4EHc9KFC006JPbs7r2/awthFJcRqtawqdVDrdDFhpc93qshiIX/DAfReGLapGuEiPzET0odSBMX/ro18UI4dls3Cb/L4+ou5zLzuKbZs2cKBAweYMWNGVKJmzpw5XHHFFRgMBi6++GLmzJnDiy++GLHdo48+Sq9evZg/fz5XXnl8svC1BqeJml8B/bvlML7vYZZuCc6M19ZKPP3hOp68rnUhUACxqUnc/NAdzHnudY546wE45Kji/556meseugOt4egybY1KxcOXD2FV/0O8sqgOS73voi8rF7l3dikXjTnCdZP7ttskry2oWllAsjY4o2D11DLigcuO+3FP48QiNi2D3//zj/ww+20ObUvAQ7DD5kHDvm1pVDz0OtPuuZjYDgrJ+TXRa+ho7Nfcw4/zXkRRgoPu2sotzHvsQa558jkAVFoNYx64CkedhXUvf0yCOxWtGH4PG1QxGCwxbHniM+iiIX3iAAo90bP86NFw4e1Hf5mccdWNlLy2jSR8vjAiCsrPC3CPGNlhs99dBQ9VIcuVhlxqKiuJTwp2Pq319ZQ3QzglK1o0Wi3vL/uBsiYkjU6uZ+KGOaQ7isLKDTgYalmN8vlqfv6qJ3K/cYw9Z1qLg9jtv6zkwNaP2TTEisMf7300kkZpa9CKgq+jYZCxjK3FvCIOqUGFiBeDGxIEI6UaO3VE/10bkagY0LhclGqtgUxOOjF6S+pFc9TytkKlknwprVUSJjyYvDZiPRYS5BoSqEWUOz5ECaAWM1ViPHVSDBbJSIOopsGrUGezY3eEhkE0piT1QWhi2J0cb0TOrqciPQ+Lvo3x/JJCbbd8krb39LMrxzd9eFsg4iXNk4+r0sW8e9+nyxAYe9XVHaKKHXfNdMYB+1Zu4Oevl1GCFWcLvkBuvBQK9RSuX4c7thcDPEHfFfXOFfAbImoAOnfJ4peRt9F97YsIQBfvIX7+v1lMuf2edtV36XnXcPiTXRzIad74+2D2YZYs+4JzJ0aGtDaHT79dy3e7oqcoHtejhmsuntDWprYbougbNzbCane0mqg5uGMdoXe1zQjmuFPb++j9+d9S0UJK7i4pdQwdHmlK3hqkdu5B/jYVBr3/nhVg79ofGH7BVe2q72RGU4LDqFaFZoLHpopn+ZKFKIoXr8uJ4nHjdbvwej0oXheKxxtCcHh8F6nXC4oXwU9y4JURkBEaCQ5FQVBkH6nRhNgQFMVPbChhBEcoqREgP5r8RYPk/ztZDAHUblhbUMLk2fMDZUNSU7h14AAUoEszGba6xMaiAIfrLcQm+85mVXEJYz6Yj6woOP3q3/uGDcViNGHWe3x9MAFmzVvPWx9uDKvvn3+ezPhRuYFlSZK4YFJ3FnzyPTOve4q5c+cyc+ZMjMZIqeKhQ4dYuXIl7733HgBXXXUVV1xxBf/4xz8iVIspKSncc889PP7448yYMaPdqsZjxWmi5lfCXdNHsbN4M0cqgi+nTfvN/LB+B5OH92t1PQazmZv/8ife/ee/Oez2hVccdtfy9jOvct19t2GKa91M6pg+nRnYxcE/Pt7J5jwVKOBxw8LlCuv3b+XRyzvTKSm+bSfZBmx8+7MwkgbAkeJCZz5+sdKncXJh8i03c3jHZn58ZzNWT3i2nlprFp88vZyBkzUMu+jSE9TC9mPw+Mk4rPWs/uRNlBBZQUXxWhY88zi/+0swq4su1syZj99ITUEJ22Z/TYrYCZUQrpCLVSfBYSic/QupLoGCKJxstsZISubR/aZiY+LY2PcCknYGjTFz5cMsXfAB5159fTvONhLjR49l64b9OEXf/ewRNPy4aT3TpwRTkS9+/b1ms/z0Ht6bD5Z+T7E5PDxUKzcwLU6kut80dm75id6u3YEZ/EYIQG9PHmzJY9fWLyhKH8HoC2YQn5QYtt33Hy1AX7yUVaO8OFS+oUDrQp2aHCz6gg9+kiZA1uhlGs6oxbwsAcEt41GrKDoKQROj6IhzKRRqbRE9Np0S/fuzSkZohUmsosiYDHpi9FpMkoBJdmH2Won11JOo1BBLg6/j23IypjbDg0g1cVRL8dRLZiySngYk3E4vZTY7nrCwrbZL99PTjdiyyilMO+LP1NU+08Xa7vkk7uqO4JGCv6UfHaemaU3+Jfz+NCICMimew6hxoW4AJa2O3Ru6kr/pQ3IHexh79TUdQth0HzuM7mOHUVtaxtdvzeewy4KlxaxaCnukRAaEcDo9vfvZvmk9/YcMP+b2nEw4Y/J4vi3Yy5AjXwIwuPZHln3eg4kXty9s+6apj/KvX+6lPD76iM0tCayVv2JU7ZnExR29X7Zxcx7z1ujCyJFG9Mqy8Odre1JfPwAAIABJREFUJ7Srne1FU6Kmwe4ksZVih8r83YRqT2y/gdTcPx2JTqABCCJc2q8V3lgtwNagx6APepdZqg9GbGN32HHYbDgcVpx2Gw6HE7fLgctpx+PypfX2ul14PU68bjey24XX4/YRHH4Fh+L1guwBryeC4BBkGZ9sv5HAkH3KDv+yKDdDcDRRcbSF4FAB2hsewCn6BugyEvKqLSQXRfqUnEb7MCQ1hcdGB/XRWpWKMquvD9OcKDQgjAlZPzg1hdumXcABcwZLNm2hvLKUxDum8lNiKeeLQSfLq6b35+Jzegb2ExRIjDcgNwntvvicnvzuzs85cuQICxYs4IsvvojalnfffZeJEyeSluYjSsePH49er2fRokXMnDkzYvt77rmH2bNn88Ybb3D33cdu7N4enCZqfiWoVCruvyiVv8yrwe2PzVdkeGepm9F9HRgNrY+l1Br03Pjo3cx79t8ctPtmYY5463nnhVlcf+fNxKa2TjJp1Ol4+pqhfLthL7OX2LH7+8OFxRJ3zCrkirNKuOzMvi1X0g54nC6Ugy5CMzbXuMoYdsdpNc3/GrL6Deb3z/Vh8QuzOVKSHfA1AXApJjZ8r1C49TXOf+hmNNpTK9549LTp2OstbP7ufUJHusX7lvPZK89xyV0Phm0fn5PB+KdvomTjLvb/dxVp6tyAMVojkrSZjNdmUmo/xFbvYcp1vlFRrKJj5kO3t7ptEy+ewc9719LbnRco61H4LaUlZ5Oecezm4lqdjjRrIQXmYAarIm34AKOs1gJR+twJioF8o4rDTUkaxcrUGJk+/QZAv35w9rnsz9vNvu+/pFfdJkxRBvTpSgXpJYupf+sH1poGkzNxGr37D+KTN15nQPUvLB4qYfPP7LaZpGmKaKNtocl6AWSDjKO/lYL1CoHYpyjQoyHFKZGvslKvjT440XmjD5ztkh7whd4JCpjNBmJ1GkzImGQnMV4Lcd46kpRqdLiOS4iSAw2VQgK1UqzPL0bU0oBIncOFxWILZNKKUzTUCr62JnhEPKp2mFgAHq+LzJ5mLOml5CWVhYSmtR8eo4OKAXtI2dwn3KumPddKewyEo0ASneS6dgSW43UHKKvvil2OZ/dGyN/csYRNXHoqVzxxN263m+/+PY/95WVUCNHJxdLqOvJNmeSGpIsvWvolCepYMvv3iLrPqYpJ117P6n8doJfLF2zRY+ccdnXrRp9+PY+yZyRMRhNnmS7jc898nM1kcqmMVZiz9B/ce+nzLdZVUlLOc0tsuJyRz4y0ZBfPXP/rk2ZNB3AOZ+sfOK6qI+HLhhObqdTpdOCw2bDZGwIEh4/Y8P153G7cLgdetyNAcCheN7Kf2Ciqj6W0svnQrewUK5Z18/lqzXtRCI7GkJRINYfoNzUXZXBmJ0DI3JeoqmHTbdchyCB5m1dwCPjmAk4WBUd7oHfX4NQGlRS1GWmniZoOhE6lIiumSai+JCEAB2rrOCs7cp/99RYQBPaNuJD15m5s31GDVaphc7+hZCaXMHNcLv/+xzoW/rKI4TcOxl4vYfS/KmPNWrIymggQIuJEFXI7xdGvd2euvvpqUlJSGDVqFAUFBWFbeb1e3nvvPUpLS9Hrg2SoLMvMmTMnKlFjMpl45JFHeOKJJ7juuuta+S11LE4TNb8i+nTJZvKAw3yzIagaqa8XeWrBRp65oW2xwiq1mmsf/hPzn3udPRbfi6xSbuCdV9/imluvJTm79YOtc4b1YFiPBp76OI+8g75LwuWEd5d4WJ23iUcv70FiTMcpXdb+az4p6vD26frHnRAz49M48VBrtFz88J1sWbKITYvrcSrBh7KCQFl5LvMfnM+4q3vRZVikIe3JjIm/uxaHpYHdqxcSVDgoHNz6DYtnGzjvljsi9skY2oeMoX048N0qjizdS4o23MtHADL0nUlTcjhs28dGsYSu6Uno9G2bhUs9/1rcn/01kO7YjI3NH80h/Z6/tuNMIzEypwsF1cHlenUamzZtZMiQoexas5YKMbpSIn54TwrM4QSxRrEzWe+k34AhYeXdevamW8/eWOrr+WXRQlILV9NJCe/YAxhwMrRhDcqiNfy8uDsmvYkDmW4OJupb7UkTHS0PvAWF8NTefrLGmWNHXaxBXRZJ1GhQkebWUCxaKdAKCNHYLD9M3ugDZq+o4ZwYGwleX4iSSpGPS4hSPSaqhHhqVY0hSlqsXplauxOrzR4SiuQkjA0K+U5CvwFREIG2ETUaFcT0FKjOqGGvKTLN+7Gius9+zIfT0VckBMgaQaGVMpggmghymuAoV5+iBCrQJx1C0xD8LpMaGigL2fR4ETZqtZrz7vFlx1j3yTds2riVUsGKt8nvtVPfmVxbkKjp79rJe58uIOFDDSNGDmHIxb+NjI4qlYo+1z9E2ex7SFaq0eJGXvRPatL/RXxr5SIhGDtmMts/XseuzpHqh0bkZ9Xw4eezueLi6AbSdoeThxcUYrFEkhkxMTLPXNEFre7XH4Y39eE8XFSEYK3G7XbicjlwO2wBgqNRuSG7XcheF3JtVdi+dpXAolmP+fw3GsNVAmRGY3iK//8A0RFUboihoSohBIdPrREZphL43//XnIpOTdjcY7NYNPCW5p8dApxR8Qu5xdEz+bUWLo0TQuY5TLFOVE6fHu+3Dp2tBrTB8UVDEyXtaXQ8YrVaxmRm8PGePC4cNpzi7D4UGLM4oiRRVi/x1cIZJHYZQ4VRIinpB2Ji96PFTVzf9RTE+m6GITcN4qv7vqfPRT3ZazIxyBn9WhWUaOUKCCLXXX89d9z1CM8++2zUfb/99luqq6tZs2YNmpDQy8LCQi6++GIKCgrIyYk0Z77pppt49dVXef75lkny44XTI+NfGXdOP4Nth9dRXBZ8WW47YOKbNVuZOqptDu+SJHHVX+7k4xffZFuVjzGuUWzMfXMuV177ezJ7dmt1XYkxJv5101A+XrGTD5d5cPn7gXmHJG559QA3natn6rBjnxGzVtZgtsSF9c7LnYc548rrjrnu0zi1MejcC+k6vIzFL3xCjSWclrd5k/jh3VJy1rzJOXf84QS1sH2YdvPtOO02Dm5ZTLCHJrNnzefozGYm/f7aqPt1nTKGrlPGsO2Dr7FvryFBEx7TLgoiOcaeZMidqagpxnKkEnNa6w0Ie/bpx9fLxzG8+sdA2SDbBtatWM6IcePbepoR6NGrF/E/rqAmhGjaWlnBEGDtlz9FNSrNHdyf4rTwrF9qxclETT2DhzRvkmyOieHcq67H47matT8tw715WfNhUd592JwCr/RMRhYEX2f+mM60jfAPuG2DLcR8qwl0PEREMjx6apQGCtUemg7e9To1sQa9P0TJjdlrw+yJ3qHXKk56eQ8cc1NlBF+IkhhPncpMg2SgARUWj5c6qw2XO1R+bCeUDWrqF9McQtOWt2UgkRCvQulspSy9hooo6bU7DKLCkdGb6bx4AnglUHzXTFvQrnTcgZ2DJI0rK4bKrn0hf2dgdUKlgpBQheIIH5AcL8IGYMSMqYyYMZWCzbtY9snXFCsNgTDGA5X11BrMxPmNnLW46WZWsc1poWjdclas3UD31HTOvv0q1K1IgnAyIzEpnpJpD+Ba/BgaPKQqlWyb+xxj7/l7u3z+brvsYZ796g6KU6Mr5RQBdiSsZdnSTOJjYnA7fWoOr9uJx+3is/xOlFdGhr9rdDAtZgVrP6n0+254fORGI8mB4l8OITgU2R/ep4SQHE1DVSDMk6O5MJWcuwl9nlkWL8F1JB84OsFRkRp+b4tO6Lzx1FRI7ErrSVF5Mym+gMxkO4O27Wx2fWsRX96ALOsR/R5mWo1MfYye2PqWQhd/G9DX10GIeNduaj7M7GSCIoAs+v6Uxs/QMgFkUUBp/F8ARRR8fwLIgoAiBJd9nyKKKIIg+rcVUQTRx5yKEkgq//8qBElCkFT+PwlRpUGUNIhqDZJKjajW4C4twdvQgPvW61Gp9VQ6FA7WKhRWiaRlXcLal29hxtfr6T5uGKZ4NbHy12xa9iFarYWp/0gjU3UQWVWPU+/G5nJSGRt8J2YOSSehcxwb5m4l7b7RDHT6np82u5uqKhsg0Pja1WolYk06AgUI6EwZ3HDzPUyfeT1xcdF/8zlz5nDOOecwePDgsPK+ffvSo0cP3n33XR5//PGI/VQqFU899RTXX98x1gBtxWmi5gTgoUs6cf/cigAZoijw7o8KY/vbMBsj054dDZfd9we0s+ayvng/APU4mPfeh1x+2SV0GdS/bXWN68sZvWt48qNDFBb7bhS7DV77zM7KXRt5+LK+GHXtD0HZ8MpCMqTOgWVZkcmY2nqPntP4bcOcmMrvnrmdn+bOYd/GGDwhIlwvag7uyeSDB95k6l3nktAp98Q1tI245E8PsOAZG8X7loWUutn6/QcYTGZGXzC92X0HXDmNlx98irT6Qnrou2FWhxspqkUNGXQm/7VV1OqrGHnP79AYW6euOfPqmyh8ZSvJ+KQvAiCuWIB71OgOMRbO9doJ1TiUG3OpqqyiQnZFiAhyB/bhSGZ4biiV4mK8VM2w4a1TUqlUKs6YPAUmT+Hg3jzyvltEz7pNmJv4wGzN0ONSQSNxpgTogpYH0woCst8nJBzR/WmiTv74Ietl3BlONMU60mUjNreVugSZOF0cWQKYZCdmr4V4f0prA46IEKU6oisd47x1LZ5HKJyofaoYMY46yUSDpMOKRJ3TRV2DHUUJkouN4VQdCTFEaiK0gqhJzdZhzSyjINXhV0AfP5JG41FIO2LGnd+FLeoUBnqrfebbHX3U5ioLIWm8cTpsw9JRtFnUxgvE1QSv1YyMndQXd8fijEwTfTwJm5zBfbh+cB+s1bUsnvU+BbY66rCzRdeXCY41ge0G2XexXchBUaBCsFJRvp8df32WLG0M0/5wBbFpyS0cpX1wu904nU5s1nqcDjt2hx2v04XLZcPldPmyqDjteNwuvB4XcqOKw+NGkT0oXv+fx+/DITd+ygGSQ1B8BMdOzQgmuVYB0Me5nc9ffBazNT8sPKWRzBBCSI0wgsNPbgyKi6PuXIUGXfSLwqIXWF/3Ded90BBGcCwcPIP9pZEkjSjBpeIKBm/Y1OHfcWvRNPOvS9X6d4veFv5MVp/CXMPPaWOJIvgMYHT9ug45jkqBWoua2FhXoKwhzfCbJWoayQxZAkNNFYSIIuz6OOriBT+xEUJwCIQRG7IoRhAciiD4Ll5BRBalIMERRnSoEFUhBIekRpB8xIakViOptKi1elRqNWqNDrVGh0qjQ6fTotUbMOhN6AwGtCdxaL/D6WbzwWJq5A8ot7p4+ZcYaurEQCZjAJROzLzjEXateo+87+/BWm9HH6+j++CuXH3fOXhTvBzW+7SfcjMvvIG/68uPT69kyNX92WnyJUSY/eFmZn+4OWy7qRO68exDEwnk3hRVpPa4DJVKRVJS9MnKsrIyvv76a+bMmRN1/YwZM3j33Xd57LHHoq6fPn06L730EuvWdcw92hYISgszQ8OGDVM2bNjwKzbnfwdvfvELi9aGd7L7dWnguZvany7x2/+bz8oDO/3dSNChZvq0c+kzNlpi3Jbh9Xp574edfL5KCbsZzTEKd10Yy5g+nZvfuRmU7TxA1fw81GJw8F3iPsT4Z25qc12n8dtH8Z7tLHtrLQ3u1Ih1GsFGv/EKI2f87gS0rP2Y99eHqChaE1YmCHrOuvpeBk+IHhKw8KXX2VzpCyUQvTKDXQl0NfRAL0UfpDd4anCmuhl2+8xWDch+XPQZ/bbPDSvb0OlCpl577PeltaGBWVsP4xKCxFHOyk/JayJnz+nbi7LO4enBJdyMU8oYe0brM+NFw5YVP3Nw0ypyrYfIUkqRgVljE6kySlFCngT/uDia4asY6GCIiowi+kob9xMQfORMwD34KAoKARJrtEzeqCVeriFRqUHdCgPgRjQoGoyCK2qXpw4DsSGePRYMVAnx1Emx1KuMNAhaGhSotzuxWG2tVr8cD6TKespEnxInzavliBTNv8JLSi8ttemlrU6vfSww2xWSS1I4uG8gB+zBGIJzhI1o6pIJarCOrsZqjZpGFqRII48QkkY2a6mfmIOi9w3N+/78It33BtVUZZkqJj35DluXfMX270uiEjaN0Is1LRI2jQSHw2bF4bDhtNsCqWJdDoeP4Gg0GnU7fWEqHpffi8NDQ3UNbkVgomNnIKwSYJl5DFJDse8uUkLDUHyfIn4lhqKEqDjwG4/SRMWhBMiNsNCUJsu/Jg53y2KYshXwDUQ22IeQU3KoXXWtG5nLliFFLV41vXdlcObyQgB+6jOJb2oGENGdF+DsxF2cvePbdrWjo/Bk97uwWILPmCu03zKoYFcLe/jgBiQx/Lds0IiYXL/yj9sBOJCUzduaS5GbaXpqkov7dszqsOOVjkokLTc4QVFWYCRtdfh7N0BwhCo5GgkN0UdaNC4HVBtiU4IjVMkhgiAgi2KA4FD8pIZP2SGBFCQ4fCoONYIkIkgaJEmFqNEGCA5JrUGt0aLS6NBo9ahUavQGA1q9AZ3OiM5gQK8Ln5TKP3CQ/5QFrzWV4uT+kV1PWyu0EuW19WzYV8ruIhsF5TIVtRL1FgGl6XWreOkUt4+M1N1IyeXUJTgD/loau5r0ingcpirKElrfp5FkSKvSki0O4KIzr8By+BuqCn8kOKHmg0Dj61JAlDRk9rsRc/KAYzzzEwtBEDYqijIs6rrTRM2Jw62vreVwaZBFFQS49VyZC8cNbmGvlvHTh5/x445NgbhxDSrOnzCBIVPOald9+4vLefq/xZSVBx98gghn9Pdy/6UD0LTh4bf8z++QoQkSPG7ZSfLVvUnu2XbS5zT+N+DxePj6pTcpKeyEEmG8qpCcWMAFD16P1njqZAub8+Bd1FRuCSsTBRNTb3uEXsPGhJU77HZe+/sL1DVJY63ywnB3MrmGHmjE6J4DNa4yNL3NDLr2gqO2aflzD9LHvSewbEWP+trnyewUxRmujXj3228oCjEGTlw0n2IxqMzI6dWd8m7jw4a8Ih5Ge4o468wJx3Tsnxb+l9i87+mkHMGrKOw29eOI0cmqQfXIQsveND6Vje/9KCOGt0+RUcJSYws0OiML+AfYAco8EgIKiuAbWN72SxXJ1tZ3ZhqxR9uDXs69EeUWjGzU98eCypfS2mrD6Wo+vfKJRpqs50gzRI3ZKKHp5qQ8o7JZhUFHIqVGIqY0kx92T8ArNvEZEeBe4VUo78Q+zdAQ4/OWyZqjEzWCb7Y2sIPSWK1PSROvw3JmDoo++K5N2LeUM5evCCx7VFCcpkaDj+BwiEZqLH1ocIdnVgyFXqwh0biDtNoyJEU4aqrYtqKkVycGu7cFlg8JWRj2t5zh7FSGS1Th7awhlyIA6jFSXJ5OgqX6KHtGx7fnJZKf3bwyTudWGLc0Cbucwn+8k/FGucUHZxzh95vmR674lfF0zz9RVxe8xi8z/Miwg1ta2MOH8lgNKXVBVYhDD7rj4LXVVkSQG00JDiGc5JAFgS8yr2FvafMZu6YkbaC7c5NPyYEIkj9MRZKCBIfoC0/xffoJDpUWSVIhqTUIKjWSRotKpcGSv5NOOcEQsbp6LV1G3otWp0NvNKFWa0750MNo8Hg8vLD2AB4h2C+6MtVL565dT2CrTj54vV4OlFaw6UAVe4sdFFUJVNVJgaQyTaEoMpmxB8lM2YU6+Qj1CQ7sISHHskchqyIVgQYqkq3NmqJHQ4JFINWSxdmDL6N7dq+QYyoseuXvmDIqSY3zKwb882AqtY6Y1KEkZk9Ca8poz1dwUuE0UXOSouBIOXfNLsUVMgYzmhRm39mVeLO53fWu+WIJS9auwuOfnVUhcc7wUYy+ZFq76vN6vbz21TZ+2CCGpVhMSFB4aHoy/bs03xlsxIGla/H8ZEEMmTUsEfIZ/7cb29Wm0/jfwo5l37H+83IccqRJo16qZszvc+kx6th9VX4NeDwe5tx/J5b68BlFUYzlknufJLdP0Kvq/SdeIM8V3SA1BzPTr/s9O979jlQpB0mI7olQ4SwiaXwXekwbF3U9wP68Xeg+eQxtSHaqLfohnH3vE204s+jYtnULi6y+mGGpphzXL4tx+2fas3t0paLHhLBsXyJeRrgKmDxhYqvqv/HGG3n//fcjyp956EEu1B3CUV/Biz/tZdnecqqsLgyxWlLPzGbojYOJSQ6Gmi59cgV53/jCRwVJwJhoIOeMToy4dRjaGJ1v/CzAB9M/ouFIAxMfP5Oe5wR9wATgkxsXUb67ktG3D2PQlQNQgEW3f018l3jG3RcM33JU2dj4/lYKVhbhKLOSpFPTJy2G60fmMKlHuILsrVUHeeq73dw2tjs3nD2GajGeeslEvSaBKQ1LI867SEhjYUPHh5IcL6R7dZRKvpdguqynRucgNlGDI6uK0rQG3NLxJWgkGdLL9agPZ/NDURRVm+Dzjpjg/ZKBO33Ktloxmb3aoTgEI4GeI5GkX+u8afxETShB46/M2TUe26BUUIff27LXzdSPnkYf0qnenWOid0F4aFpZvJkSue9RCZtk/Q6yysvC3s/HitJOGQzS7ggr2+AZRFZBYYcd42RDtTmBzJRSYvyhlvl0QjrkQiO3nSht0KhZMhOqYpq/flKrJbauvgmrKzKUKDfNyq1bZreQV+7XwzO97qSmNkg0Xhi7kuEF68N8OAKfIQRHtUlH90NBZqY6ERwGtV+9ISALPuVGIFxFCCE4wkJUJARRBZIqQHCIkgZBpUJU+Tw4JK0OlUqDSq1DrdOiUmvRqHVotL4QFb3e0G6CY+e2ffz5E1tUMg0gId7Dfx4Y2q7vtjkU7NhIfcnbgWVZFugx9p/oTZHhcb81vLp8DfXqoKffGPchJo5v32T1bwGNoUvb8+s4WOahtFqMDF1qAkWRSTMV0il1J9rkEiyJdmzayPdDTK2ZBIua2oRqapu3X4qA3qWQWhVL/+TxTBl9UbPbzfrLM5QKDZgNXuJNHlSSQoLHzAV3PICkbsMBT3K0RNSc1oKdQOSkpXDBkAMsXBUcLFgbBJ6av50XbxnTwp4tY9RF56IzGFj041JcePDg5Zv1q3HYHJx1ZfNeGM1BkiTuvmgwE/oV8fynldTU+G7W6mqBv8ytZMrwcm4/b0CL5nlHvtsdlr3G5rEw/P4ZbT+50/ifRL+JU8gdUs3XL3xIVW24K7vdm8CP/6lm/+rXmXLnLSe9xFWlUnHDC6/x9t23YrPtD5TLch2fv/Q3Ln/0edJzu1JeXEShK/oMtA4159/8OxI75zD+HzdzePVW8j/fQKo2J8LnI1nbCWWNkxU//x+dLx1Jp+GRnlDdevbh68QzGV4VHPgPtG9izU9LGTVh0jGd74CBg1j+02rqNOkkrllOoZ+kyeqWS2UTkkZAZqjjEJMnTm7TMSZNmsTcucHwrc/efotzla1U19Rz0Tu/kBVn4OVLBtEl0cjbyQKfLdjGpzcsYvrs8zCnxwS+sU7DM5j02DgUWaH6UC0//mMlTouLs/9+lt9nQUFAwZRiJO/LvfQ6JzhLV3WghupDtehi/TN5zRiZWEotfH7rV6gNakb+cSjjTAbO2tfAioNVPPjlTj67f7A/pbUJq6jlzc0bOGPsmczZtAn9yFREUQQ89E6O3uuvF83EGkSfwhwQBQURBVHw/6/ISILvPESlUSvk30aR/WEo/vAT5GAmFHwGo4HwFDkkg0qI0WijkajPlyMkTCWayagM22KzKJV86bWVnlqE9Cr2JjX2II8fSWNwKaSUJlBzoCfL66KkLPYTNH28m6kpzSfXUx5YFSdXMNT+PYc0/SlVdQ1oaoKOR7Q6HbdPfKWEETSyQY11eAae9OhKQVFSU5GsJbsgqD4yCq6I7VJrLKSypkXCxi7HU2gdR4W5Ywmb9KIS9nXvTHc5GP6j1kW28beEBEs1e8y9GKbfhIhCLkVs6DKQrP1tN781udz02dSJNeNKmyUryxK8jOrzKUu3hIcAJyZ4uLDsPSrTpRDfjdAQFSHMXFQJEB6N5IbPYDSc4PCbjYoqRJUaUa31ERxqX4iKSqNFpdah0WrQaAwBgkOnMyDNKwo/t0HDGPrQ7Uf9Dpa8/igcCu7rNGqY8sTsNn+XJxrvrTiM19N89qGRiS0Y17QTOf2Gsv7QHHRa3+yqKCrkrfqBQVPaPgY41aB3WcKImkpHMzKR3yCOHrrUfP84yXCY7NSd6JOLsSRaseoEagNrg88gySWSWZaMW19NWaKF+lb6NQsKpFWryfT24qJx1xAX07zCrBFWf3/RYpOw2HxjzNTkrN8USXM0nNwjmv8B3Hj+aDYWrCW/OBgCtbvAyMIfN3LpWe1n2AedfSY6o55PvlqMAzcyMst2bsL5jp1zb7qyfXV27cTcu1J57tPtrN4uoSg+f70la0S2HNzGo5dn0SU90shp67zFESmGG+IsGBLansLyNP53YYpL4LKn7mDFf+aRt0aHm2BssoyKggNZLHjo/5hy50RScrufwJYeHSqVihtenMU7d9+Cw1kQKPfKVXz89F+46qlXWDTrA+xEH9hkq4ykd84NLGeNHkjW6IHsWbSc6l8KSNaGD8gEBNI0uTQsKmb5Z6vpd8MUEruFE14Trr6Jg69sIVWp8u8DmlX/xTlmLFrNsaV0zXLVUqdJx+bxmQh36pxNVa+JyGEkjcIg237Omdz29L1arZa0NF/H7OOXnmO66Bso3bZ4BwICC64diUGjQgGMY5M4f0wG82d+wooX1zDthSmBMbKkljAm+YhzU4qRbpM6k/f1/ogBd/cpXdj28S7qiy3EZPrUj7u/2kvXs3Io2ezrdDdnJLzihdWAwKVzLkJtVGNp0FBmS2JAbBVv5PbDVu1Ep5Sjl8vYVVyBq76Op3pl8fstm0jdtp4zszoheeFAYvRBvFUyMnXvqaNacGlkkvr60mvnHYf02k2RYBGIL01jU95otnuiKE0EyEi209+7lYryQqqAgUkuYndTtTfpAAAgAElEQVSHXwMSXrq5tpDkKaJI3ZMaKS2gqwnfMhpZI4R/+kk9RafC2SUeR69EFE3LWoiylM5kFwTDFZMqXKzv34fh2yO9PxoJm/J4EyVyPyy/EmFTKSTTnSBR09ezh/0JucRX17awV8chNGtKaKhKUL0R9N2QA94bjRlUiCQ2Qrw4FD+hoSCgSKEEh4sVrjGMd/wCwDBlK0sHTyImjv9n77zD26rP9v852sOyLct7xCN24jjOsLMnhCSMhLL33hRaKKUUuvv++tLSUuCFQhmlZdNAmWEkhAwSsqeDnWnHibcty1vWHuf3h2zLsiXvLOrPdXG1ks6MpXPO9/4+z313CBwKJDI5UpkCmVyBTKkOEDikSgVqlRqlSs0YtQbjV89QnF4T8hwrU03MadjJ9ipfKp5GK/KHK+NJT3/llPwbDwSJJFCocrgG2F/XGng98IQNPmzjdFN2ooKjptAiTXi4l3tuHNzExECxmFWolP7JnibjkT6W/v4Q5nFh7PbaLHz/hrr9ty5JoNvzVTCiw+pIjy9EHVWFOaqdNrVAK+BruOx97U+si0bmsWOKMVORYuz1eSgirBDXHM85OVcweWb+gNdrrTNhFnp71k2YN7LVZ2c6379v71nIr68ay49fqcbR2QIlwoptUs7JayU6cuhiRvbcGdyoVfPe+x9jwYGIyJbjh7A//xqXPXDHkLapUMj5zXX5bMk9wd8+b6O9w8+wrl7CQy9Xc+X8Wm5d6k+acrvdOA+1oVH4hahWl4lZP7l2yOc1yn83C266hazZR1j34reYnYGmmWZHIp89VcCEeTuZd/1Np+kIB4ZSqeK2vzzPaz+/D6eruut9t8fIv3/7ME2GjKAFBeGiiqseuz/oNrMvOQcugYLXVuIuthKpiA34XCrISJRlUPfGAQ5I1zLjJ1d3CaYarZaGKZcTt/+fXcuniDWsf/cNlt1+77DOddGM2VR8tIZ6wUpSajLNExfj7VaULyCS236U5edfOOR9NDc2sPW1F1jk9KWbNFgcbCgxceuFCzgQNRs8IggWbPJm5IKE3CsmsOvVfTja7KjCO4Uo/6C6rdpMxY5qJLLeDzuqCCVp85I5/GUJs+7Jx+PyULzmOBf+cVGXUBMMe6udih1VzLo7H4VahoiITeUg63CnWKcIOIavvivhwrQ0dA4JF6dn8MWhEhbHJ/uW9AZP8HBIztz0iO4cyIineoILY3xdQK/7yUAA4k1yNNUprDl2HoI0SCqaAInRdvK9e5HWtlAp9Q1wIqQi6WWhBaRIbwORjgZsgpY6WQZ1sjRcEkW3hqjgD8tCh+G0iIA7RoMjKwpnss7nnjoAarIuwFNwBGlHYZXGAm69llavSETPmJ0OYpvbiR2EYGPQ+DxsBKnQy4OjMyrWbzbaIypWIiC3lVOviCK2I1VOhpfmRAOtsWJHghq4PV48goCXjv8En2m3iIBHkPgmhAQJHtFn6C0T5USEhZOcMw6ZQoVcqUShUCGXK1FrtShValRqX4rK6UpS8Xg8bPm/NnIcRQAsaNtE4/w/MDlv8AmX91z6a57e8BC10cH7FDwScObsIsKYhVWI4qElMtLT+29HP5VIhECx0jVASy65NfAaJ9GfPS2dnby6+gguZ+9AhE6mGWpRKofuS9kXXnckdEs8FCRD80s624hSKijt9tqmOHs8DIPRf+tS/0N5lRqS9EaSI4uQ6KpoizTTogH/N6L3PUPpFomrj0TuUtKiN1ET3xBy2Z4o3CLxDWFkhc1i+fyrh+SHtH/1pl5OfyrkZMycOuhtnc2MCjVnAElx0Vw+8xjvfet/eLRaBB5/7xDP/nBgsbShSJ+Syy0qFe++uYI2fDe9PbWlOJ56iWsfuW/I252fm87UDDt/+uAg+4tlIILbBe9/42VnyT5+e10GCVGR7P7b+0Qr4gPWlWSqkSmHH/07yn8v8ZnZXPdkJmv+9gpVxxPxdruUuVBTuFVFzaHnWf7ITWgi+i+vPF1owyO46fFnePtXD+Ly+GconO4aopqkGPXJvh77bqTr9Wi0fZd95t1xKW63m91/+w/qBiVaWWBtqkKiIlFM59jT32DWtTLrp9cjUyo4d/klbDy0jYlO/6z8xJr1VJVfQHJq2pDPM0KvR3nsBAljEmnNXYynx61nfOtBLr3o4kFv1+F00NrSzOpVq0hJ8VXtCaJIfmosjyzKBEQWRFqZ2e7zWmtRSfgKX9VfVHokiNBa1YYqxzcAqNhZzauL38brFfE4fKOJeQ8GaYsBsi8ex6a/bGPGXfmc2FKJMkxOQl6Cb4Y9RIpSa7UZRIjMiPJFfyJ2GVFKehReWF0u1paV848LfBVGF4/N4LWiAzRYbURr1Gg9wdviPJzZBpHbZqTRlGKiNrbhlMRrJ9SF4yrLYLNpIeDz5exJYoxPoLna+hVftE2ntJuhcbaqaUAGpmrRQrqriFT3AQ6np5JhN9PiiqHFHYXTq8IjSpEIXiR4CJO2ESlvQC9vYG94NlVzLxn0uYkaPaYYKfG1/lFvdF0xxRcsIdZh9EXFyhRIpApfVGxHNYdcoSJMLmeiQkVzSQk1BR7Mjt5mjDavnqr2BTQq+k6J6o9V/3qZ2LpVXa9zbQeJeeAf6ML9XhmN5bWs/td7VLnNtPfMoO+FC9oaqazeT7rOwEUP3IJad2aVwUulUibf9RjVL/6UONGEAjey1U/RmPJ/GKIHdz9SKpVcEH8b/7H+A2sIQbNFC/l5K0mUXMP8WUNvmz9ZSCU9hZqBVdSoe5ishyecXcETTQ1NHGoILdJotSI/vvHck7b/8KixgH8SSBP2/Yzn7klqXAK7uxXtWeVn7jNgT4bTugS+UBqdTiRW7yElooVw5WHs8nIaw1po1opU9bGu3CMS26bE4EpAcGlokJ+gJr4FdwjhPxixzVLiHWO5ZO4txM2J73+FPqgu7320OvG/b+w4KtScIdxy4Wx2n9hOaaW/tLO4QsOKtbu4funMYW07aXwmd9x3B2++/AbNoq8urqipCuef/sYNj/2oT2+ZvgjTqPjTrdNYtfso/1pj7yq5K6uScv8L5dw4u5TMBnXAt8zkqGLunbcO63xGGQV87UPLH/4RRzZvYMcHVdi83W/GAg3Nafznt18w88p4cs5ZetqOsz/0MfFc+9s/s+IPj+Dx+uMzna5K4luk1EYkIHT8Rg2ihksfumdA25XJZMx5+Abs5nZ2P/sBkfZoVNLA0nG1VIfaquO7//kUT4pA/j2XM+bS23F88KsuY2ENdr778DWSf/aHIZ+j3WZDTArHPGUJbiHwRptUuYOrrg0ds97a1sKJo0dorKrE0ViP1NyE1tGM3tNEFC0oy/YxZ0wET17ij2dUy6XUtPlG190fMQLakYIY6SdOjePcx+bhdrg5tLKYthozuVdP7HAd6d6uImHMrBREUaRyVzVHPi8me3kWQsc2hVAm/d3fFySAt6PFgl4dMmtOlBGr0TAx2lc2n6zTkWMw8HlpKbdPyiXcayYYEveZF13bJpWyd0EyzQm1mCL7elQcGcJtEF0Tw7GSfDbYxoVcLiHGTr53H9dYVwOwrn0ypVJ/u2FqmITU44Mb3FSmKjhP2AdqQF3S7/K2sKD+gQPCFB1HfK2/LSa6oY2jC2aiPvQN1932w/43MOscuAm++/pLitZUB431tnn1HN4LZQX/HpJgM+fSq2l7ZT2aDgFGh5WtKz/kwpv9Vb2G1ARu+sNPcdrtrHnhbUob62kQ+vaVaBZsNLdXceSJp0iShLH0pstIzD5zkl30keHUXvIo9pW/RoWTGLGJw6//mdk//eOgBa9pebMo+HAr36WGjrSuSGonqnwXcDYINf17N7ndbrSB3tgkZQ+8beJM4IUPd+Gw9/5NdTIluha15uRVB4ybs4SyPd/S2cGoUbupLTlMQtaEvlc8y8nIzEKyp6JrAs8paKitriYh6cypNBuJ1iWZHCLDvSREeUmPk5ER7cFmPUC19TD1qgYqdaGTJwFkXpGYNjmx7kSyYqYjyOTss67juKGsW8pi/yJNmF0krjGG2RkXMfv8kQv1aHPYe+0+7HvYxtYf/31nfAbzm2uyuf+lioB4tA92KFk0tYn4mKhhbTs6JYm7HryXN55/FZPXd/c72m7kjT8+x62/fADZMGL6ls0Yz8xxZv73/RJKynwDSocdhNW70er8XiGiKBJ9bmaozYwyypDIXnAeqVNb+eKpt2hoTKX7ld3mjWTzBxZKd7/ARQ/98Iw1Go4bk8FlD/+eT575HV6vfyrI4SwjwSylVheLIJWSOy4NhWJwMwoqXRgLfns75poG9r34CbEkI5MEbiNcboA62Pub99DkxXAk5lxmmNZ2fT7Fvp9t679m7uLB+8cAfPb2ClrzFwdEZgLE1e4kxQnVVRVUHiuhta4WT7MJhbUZnbOJKG8zkZhJAvp6xFIrpKQbAmfVlTIJAgJH681cOME3syPrpmE0lbWCABFJ4V1msDKlnPDkCERRZN5PZ/PZA6vZ+/p3zLyrd0+0IJGQvXwcBW8VYjxYz6JfLewnqBkiksNBgOYTLaSf02E9K0jZeclFRO/Yy7g6/+znJyXHKG9rY/pb73S95xVFmu12bp+US4QYXKhR2CxYtN3aVDpTVLqiYglsUenWquJLUvG1sXiR+FtckHS8J3SsI8HT0Z7S2a4iIuARO1tYJHhFECVSXGkO6hMaaFdVBz3ekaTPeO1uJMQ4yBf3cY3VX+mx3ZrJEUEA/F+SdGvNoOKqnUoIkwnBbWmCLY+MuozpQ66Bqk5fxKSid7te65tE5A3lNKcO7j475fzlTDn/5Ag2+mgDO3X5TDNv73ovoXI7bnfv9RUqFT945G4Atq/4nP3fHaRWYsFL6D+CFScl3iZOvPUmCaKWWfNnMnX5mZHwkpM7nm9Kbyf3gM8vZrzzMOvffJ0L7rx70NualL6MpspyKpNCR5wXxxexv3AXUycPb3JvpJH0GG+6B9D6VFVS1NXWB+BUQMKYs+f50dxuobAhdEWBSg33XzW8ivn+CDfE0m6Rowvzt80d3//t916oUSgUaNwttMv8npnHy06cNqFmpFqXDJFekg1eshKV5GUYiAuXs+vgespai6hX1nMIL6IWCFFgKPVCtFlKrDOesYZ8ZuWeR7vFzOc73+bbppXU6z0dD1r9izMyr0h8g5o0+RQuOecm1Mog7cTDpNNIuDt63fc/tawnZ+ao5b+UOIOeq2Yf4+0N/kGU3QaPf1DMC/fPHvb2I+KiufuxH/Paky9S52kD4IS9kX8+/iy3P/ZjlJqh/9CiI3Q8d08+7397kBXfuNG3N5KtDTQQrnOVs/Ci0TjuUUYetS6Cq//fA2x/fwUHt0hwif7KES9SqspSWfHo6yy+dw6J4wfvE3AqSMuZQnzmHOpKNuMV/VOJDnspCRIZQlg6S28fmhE4gC4xmnMev5u6A8Ucfedb4uWpSHq06EQpEuAghDvCOCrJZHyYP5VKvfNDHPMWolQNzveh8Lv9lE2cjUsIXC/OuIfWPSWkawpRvPlvRnouXK9RsDAzltd2V7Jg/lK8mkhcchmCtwqXy8WBjw8zZk4y8gg1XvyJPWK3qpdpt09l1SNrmXjZhC6T4e5MWD6OvW/uJ3VOCtpobde6ocbp6ggVKbOSOfDRISZdk4NcI0OKjvrofJqX51BTvBmxsozaZhOFjQ3cddt1aDU6RHzygcPh5F9vvMOzbi9P0B50H3vcXty6ATyQin0c6CARENCiQOOVoRCBJC+WMSbquuK1T157k9QLCUY18qpU1lV1VM6FmIiMj3aQL+zj2m4CDcAhRzyFYjiebvH02VFe4g8N0EyjgxNp4Sx0lw14+SYhEvkw4nLtsVk0GwT0jf4/ZOLxbyiddS9vvvYKt94xOG+pkyXYpC/5Ad5PdiDp+MIlika2rfuKhReGbnecc/0PmHP9Dzi+az8bP/2aaqw4CJ0n68ZDpdBG5dZ1fLtlO+OTUjjv3uuG5I0wkiy6dDlfVxWT1/INAHl1n7N13TjmLRn4zHNllZGn19iROy8nI/KdkDG4VqXAqqrXmTB+Ckrl8AzgRxJpD7VzIBU1VUcK6N6waw0TztiJlmD8/d+bsFpDX4dzo+uIMkw56cdhs2jRhfknf+y2k1/ReCagdrYGCDVGS9sp2e9Iti6NiRbITtEyPTOO+KhIzO2t7CxaT2nzfj4qNmIK9+BVACGsmyQiRJslxDjiyNBPYebE84gMj8LlcvHllg94acOvqYu24Iwf+P3Z0CYQ1z6GC6dfT/qskyec2q022oIYCY+d8v0WGYNx9lz1/ku4fskMdh7bTnGFf1BwvErNG6t3cNtFwxdrNDodd//yQd74ywtUunwX7ypXC68+8Ry3/ex+wiKHp1Zeu3Ai87KbOPjkDhQS/4/Y7XWxOz6BGXYnatV/X4/hKKeGOddeT+bsY3z9/Dra7IEPSe3OeFY9f5isGXs459bbTs8B9oHT6aS61Y07JhuF6RCi6C+tc1iPEqkZmcSL+NxxxP95HCc27qF6dRFxyjG9lolTjsErpnCouZh41Xai1K0ki3Wsf/d1lt0Z3Nuqvd3MieIjmCrKsTeakLY34pbKODT1YpySwGOPM+2jbPde0oRISpJmMq322yGfjwsZVqQUynOwy9QgEVBjJ9pVz+PLJnD5v7bzP6+9y6OLx5Nh0GLbImHVu4UgwryfzvOZuoZoVUrOTyQqXc+e1ws45+fzen0enhTOHatuQqbsuJUK/Q9AFvx8Hp/e8xkf3b6SGfdOIzFjGoKrlLKCnWx+92V+/d7nFPzpUWKjY4iOSwtYN0wHqampFB08BON7+4q0ocXtHSH1JQhKZGhEOSpRgkIEqdSLKBeozZqI58huhEyRxsRa6gydM2EnMV7bIRJbF0VT6QQ2tfadAuETaPZzrfWLXp/VOMPZ4U7Bjr/FSeJxk15b32vZvmiLgIn2mkE9VbX0UfUzUEzR4egbW7texzbUUwqYxs3l648/5Pwrrhr0NkdasBmfk8umL8aT4+qWOlO4CfoQajrJmDmVjJlTaatvZNVL71Jhb6VN6LsdrV6wUF9zhMLf/ZlUTSTLf3Qz2qgBZsieBBbe+SO+e7aMDM8JBCBx50ucyMggPSOl33WtVhu/fb+S9nY5oEd5eDqSaXs6/J16Uxvj4tWVT/Dja/5nJE9hWPRMF3eHOvhuWOsrAoQau2ZoLfqnA4fDQUFj6JYnhRLuW37yRRoAmTQGuoUsy5XBKzG/b2g9DkzdXreFimEcIiejdWlSajhTxyag7ZgMs9os7CzawOc73qNeXktDuAu3TAgpzAiAwSwQY48mLXwyMycuIbqbAXdh8T7e3vA0Rr2R1jAgrHOtvtE4ReIa9EyOX8SSxcv7XX4kKFr9LZ4elZRypOQsPfNaO082o0LNGchvrsvhh38/gdXi/wGt3K1maX4DSXG9468Hi1Kj5s7fPMRbf36B4zafi3edx8w/n3qB2x64m8i44Tnre0sqSFUHmr6VWstYXz+H3c8e4qHLIpmdnTasfYwySihiUjO59s9prHvxVSqK4wLMVV2oOLRbRd3RF1j2yLXoos6cFIkP//J3WgQbCCoiorORmg4idjPWbGko4L0nfs91v/x/I7K/9HOnk37udA5+sBbz3joMisCBv0QQSNSMx+3N4GDTYdLCtpNbt4F1qxMRzRZcTfXIrc3onM1EeZqIpI14oLPYu0qbwfqpd+KQBCYuxDZ+R9nO3ciQ0Zw3A0+kp0+hxotAM+E0SQ20KyKxCEpUEidhopl4Rx1y3GhwMtl1iF4T7oYwVt87n2c2lvDgR/tptDrQRKiIWzCGxf97HuExmoAKml4IMOW6XL7547fk3zwFXXzv9AhVhL9SyKfThN6eiEB4oo4r37icgjcL2PH3XVhNm9GEv018ZjY/+Nn/Yvaq2bp7P+dccRVZaYlozDWUNwu0dAgw2eOzWb9+HW3LYghXBVYLtArDLwvuWR0jF0QEmRenTkPDgiuxAd29deX1pYRZv6FxiZG6U+DpGmUW0NfEs/voPIo8oQdDAHHRDvLZz3W23gINQJtbygbnBMw9/FAmGZxEHBmc4FWRFEuWY3CpKmapblDLB6M2eTrjjq7veh1d70Fiacau1VOuGF41yUgKNpKpi2C3X6jJdh3lcNF+JkwamEdHeKyB637/IC6Xi3Uv/Zvi2mpMQug2IIBWwU6hrY7ip54lSdCy6IplpE2bOKD9jSQqlYKkG39By1uPEImZMKxUvv8nYh98Bq2270rmX7xeQH2j/4e1rXIOi6PLKEtrCLnO8TGVfLVhJReed+mIncNw6OlRM5DWJ29r4G/JrT17orlffGcdZnNyyM+zY0wkjDk1Qk1CxjQcbX6vLF24A6fDjuI0JaKdKvRSGWXdXlvlQ785nazWpXFJsQEeoQ6ng90HNnHUuJN6aQ2mcKevIrXrMbW3qBLVLhBjiyJVO5GZE5cQFx34HNfS1szKzW9RLT1CXZQLcYDdXxIR4hrlJIs5XLbwFsLDhj+pMBjKDx/r9Z5OVJ72CsnTgdDXQ+r06dPFPXv2nMLDGaWTjzbu5V9rZQHP/GmJdl788awR24fH42HFky9yxOyPk9ULGm6++xZi0/qf6QnFlsdeI06Z2vXa7rHwR1cUbTLfQ6kggflTPPzs8skozqJS1lHOPo7t3sLWd45h9Rh6faYS2ph2iZ7JS5edhiMLpLmujpf+9gpW/Eameo8FTAcIVB8EMqYs4/KfPDrix7DnpQ8RKjyEy4OLwQ6PlQb7AZyGVvLE0KaWADXqMaybcTc2aeDNPablABVbtiIgId6rpeWSG5Dg4Qfb/orodNEq1WNR6fGGGVBFxxKbmkpGVjYarZbSwv1UrH6XXPfRIZ+jBRUfjpnA8exaBMFLH9YXAAhIEISBzsSJIHo7Up9CbVDiXxYRkBDluh6lmBZyq3rbCcIP72NsYhltjWoaGpSgjOQC26Zeyx6SjmNt28BaHjqrY9SiBHlHdYxEKTD1/IVMnbMAgCe3HsIpBB8g6Y6tx609RF1CC3b5yY/XTjAp0FQn81WoeO1uxEU7yaOA60MINABOl8in9jnUSgIH+3oZnNNQjWoQHsLGeAmTtaEHzqH4VjWHw3OuH/R63fF63Fz4n8fRdDuNPdOzqZp6HQIiyfs/59b7HxzWPjrpS7DpRC0JnhLldrspevJ+kkX/88a+sFlc8JNfD/l4ClauY9eOPdQIll6zr8GQIiFe1DItfwozr75oyPsdKru27GTMpieQdhxrYdhsFv/kVyGX/8NrG9lxrHdijVxiY/rC16jXhz7n6FaBn0x/ksjI05948+g/t3LguF/knpLZzhN39K5Q7M66399FfKXfo6J6VioX3DsykxQnE4fDwe3PHaSlJXgFkEwOT12rY1xOxik5HrfbTeHXDyLvZtAmVV9OzoILTsn+Txf79u1lld3/3Kf2tvGz+ZP7WMNH/61LfSNIQBcWvHWpJ06Xk32HtnKkdidGoYL6cAdOWd/30kgrxFj0pGgmMGP8YpITUoMu9/X2lRSZNlEX3Tqo+3OkBeJaElmUewUTM09fDParv/oL5QS2q40Rw7nnicdO0xGdXARB2CuKYtBkgdFR8hnKledOY1vxNg6X+VXgshoVr36+nbt/MDIGZFKplJt++QD/efoVChsrAGgWrbzxjze44ZbrSM7O6mcLvTn4wdoAkQagRdPIjJwUvtkHXg+IXthcIOVQRRG/uDKOiWm9S/hHGWUkyJwxn5TcPL548jXqTYFGw3YxnG0rXZzY8zzLfnYPcsXp6+n/5Pk3A0QagGapFoMhB2/jAaBzClLk+Her+fIfGpbf8+Mh7ctmtXGi5AjG8jLsDUYEcxMaezORnmYiVI2Ut+URoZyMRhY426+UakjSzsTS3so+l57JYVuQBXmoMKqTWT/jrl4iTXTb4S6RBkAe5ru2eZFycNIPuO6C0CW1W1Z+iurgGnLFoRvSmtCzXjoT+wkb0owqvMr+H14GrNHg654arFwhFSNQiL1bz7rTrE6nJT8Na+thwh17mTKtmmMHg4sn7VItdDPgC1Udo46J4Pqf9D94F0Rvr5OKPPIf2mPLOZ7tOOnx2kq3SHxtOI7ysWw2+cSjYPHancRFO8kT9nO99fN+t73KNptaae+KjHGKxkGJNKIArZHR4Bq8UOMU5MhFey//psEgkcqoj1WRdsJ/0LGm41Thq+BqnjiHw9/tZ8KU4T90D6fCRiaTYUydS3LZx13L5rQX0GAyEh0TOsK4L/IuXULepUuoLipm7XufUS1asPW4jnbHg5dqwUx1wRa27SsgMyaOCx645ZTN0s6cP4uvj19JXuUHAExu38G69z9kybW929P++eFmdpQGEVkEuGiyk9ywa/jUvQJHiIFdQ4TIa+v/xMNX/nVEz2EoSHt0gAwknVvVI5pbGxt8QHqm8cZ762lpCV22kBXbxLicU1NNA770R3Obkqgofx1kfXnh916oycoch3Cgocvg3yYJp7W5mQi97zd1slqX8scmhbR3cLldFB7dycHK7dRRjinc5hNRuvSk3r/lcBvEtkeQrBrP9HHnkZoc2hempOIIawvex6irokknQkLwbfZE6RaJa9AxIWIuF8y7/IyoWrGI7l6HHqEaecPis4FRoeYM5jfXT+Ke50uxtPu/rV/u07Akv470pOHl03fnmp/di+rFN9hV5SuPbMPO22+t4NprLidj6qQBb8ftdtO+1+gzJO3A7Gpi1q9uYIFKyaLcSp76pJGWFt/5NDZK+MVrJi6YUc99yyYNOSZ8lFH6QqnWcuXvH2DXx/+h6BsvTtEvfopIqKlOY8Vj77DormmkTDz1Mwgl+76jSgweReuQR5OZu5TyA2vwl9d5ObLjU1Q6HYuvDx5139zQyPGSwzTXVOFsNCGzNBHWFWndSgxi8DZnGUyI2oPdtZ9jbbOI1eSikAQOIrWyCDJk0zzOpA0AACAASURBVKmyjcHtLiBT729nOKFMZ+v0W7BKA2ePDO3FVH+7uUuk0aDAuODCrsegGk0Cbrc7aMvEp//8B9nGLRi69dkPlhNCCp+7Z5Hc/h0a4wHCjupomxTpexAIUVTqq6QZhAghiH2a8wbuSgQENN68rn+TvhARMEXk0JSfhbW+kAR3YdDlHFIVYwU3oiggykWmXXhuV3XMUBA6LZbbjEQ0rKY5voajk05+/He4FaJrYygpns4Ge/+GhbHRTvKEQm6wrhzQ9leZ8ymX9v7NpeikpJYOLo67Ik3Jgu7eK4PAKUBc2U6q0ocXaVofm0XaiaKu1zH1TrweFxKpnHZ5DNtLdoyIUNPJUAWb+ZdeifG5rwnvMMJW4WTXyo9Ydtf9wzqepEnjuG3SI1haWln993cpa2/ytZH2QYNgoaHhOAd//2dS5DqW/fB6IhOGJhgNhsU33sDmZ48x0V4AQM6xdynYk0XedP/g/etNBawsDA96PZmR0cIPr/F9X4o+2MWhtOMh91WW0sy/P/0HN1x2z8iexCCR9Wh98vTjUeN2u9G0B66TOO70ze4Phm2m2JCfSaRww8xT327tdujo3rDqFQcvKp9t6MJ1qD2lAc8in2zYxhFz/JBal9QaMER4SDKIIVuXeuLxeDhYspfC8i3UiWXU6yzYFH0LM2F2kZh2HcnyLPIzzyMzrW/zXJvDxiffvEWFt5A6gwPPIOa945qkJLiyuGTOLcTMCf29PdW4XC7MQm/BPSUz7dQfzBnAqFBzBqPX6bh1Iby02u916XTAnz+u4JUHRk6oAbjk/ttQvfYem48dQETEgoN//+cjrmi3kDN/YCbG+17+KECkAXCngELlq1TIz0rhtZ/E8+RHhew8KEMUweOGVdsFCo4X8utrUshIGL4HzyijBGPmFdeQOauSr577glZrYP+4xRXLVy8dY+zUPZx3112n9Lg2fLAKp9A7hhAgPSyCqx7+Ce894aS6ZEO3T1x8t/ZdmpsaCdMb8LY0oLQ2E+5qJsrbRDgWxgB912qERiV3k2vYSpujgErLHOI12UiFwNtFpCIWFBdQ0jYRV7qcMUtmsq2mGYsssM0sylJKzbebAqKrY7wKTHJ5V7OCVRrFzp07mDdvfsC67z33LHPat6Kht/v/QCmUTeC9xunkW7+m3VoMQPhBL225kb4Js1Diik9LGSBil49w/56FvgUFZKg9/Zdid8eDnNrYaWQe2R70c69CxvRzymm3yDE3a2kuKaIpPZOo+L69XEIhq9iPRnYAU0ID9YaT294EvgdHXU0S6472Ha/dSazBSZ5k4AINwIb2XI5Jgv/exlqqBhXH7VBCmHTgcdw9adW0cyS2iAn2DFpVQ283rs1aimtfEfKOgYfaBjGl39A47nwAjInTeOfFv3HTCLVAdTIUwcYaOY0ZLf62vXTjThzOO1GOQEWjNjKCq37tE33Wv/Ieh0+coE5ioa8/kBk7h1x2jj3/IkloWbjsPLLmB61AHxGkUil5d/+c8hd+SoJoRI4H9ZqnqU95hti4aA4ePsHL30rwBPmKZiRa+M0tfjPN+67+FX/+4sdUxwUXF0UBDkTtpKRkPllZOSfrlPpF1mMs259QY6woRdFtnOaRQXLWqfcWGixvr1iDqSn0s3lGbCvTZiw8hUfkQ6sbA/jN0dVhwSeGvg90b11ShbdgVfuFmjabi8LiflKXJB2pS5FeUmMEJiRryA/RutQTj8dDcVkR+49vosZ9HJOuHYtSgKiurfdaR+sQiTGHkSjLYGrGOYxLG9ik9ZaC9eyuWIPR0IhlEPdmnU0krimWuWOXM+OC+f2vcBo4vr0AR49obgkSpiwf3oTG2cqoUHOGc/H8qXx7JLC/t7JWyUsrt3HfpSPrfn3+HdehXPEJG4r24cGLHRcfrlrNxVYb+ecv6nNdp8WGvEYa8I1qdNYw+/6bA5ZTKeX87oZpbCos5YUv2rF0JMzWGiX89JVqrpxfyy1LBl7FM8oogyEqKYUbnryPtS+9womDMQFGw26UHN0fh/EXf2fZz64gImZog9vBsOPzVVQLwR+aokQNEy+ax8YvPyMiMYE200TMLQe7PhdxULHva2YkG8hWjFySgw0lDUIUbXI9tgg9hGupdtUjPWwlUT22l2dLjDKZ9gYHn1U30i4PnJHWW09g3PRNr/7uvHOnscdWRoPa36d/yGqju2vB+//3V861bu3ycxgKW5UzKWiNZFLzh1g9fm8MRbMT3eFWzDkRPrEmyC6EwVTT9GMi7Pu0s6bG502j9cxFytAMDnXe4H9vidx3DGFaF2HaFqCFyv2FHGhVYTOHExE9ifwLf4Cin4j1f694kSrNUeoyTn68tswrkmDUIKlIZUNN3/HancQYnORJirjR+umg9rXbls4RQYZIbzfTbL2X+MOD+66VpUWw0H1iUOt04kTGkcwypOFywrbtwjwjAe8QH8lEVTgNsTISqv0Ptwm1hV1CjQc5reOnYDKZiIkZ+Rn9TsGmcO0qCr+qxOzoPa3bKdioI0TcGimyjr9BNM1s+fIzFl9+9Yge0+J7r2MxcHDtVrZt2EKNYMEV5O/eiRM3J2ilfNWnxH2xlsk541lwyxUjekydRISHobjsUWyf/Ao1Dgy0UPzmXxBvfZQ/ft6M3dZ7oBZtcPHn26b2aku4bNx9vGl8hnZV8N+oWS3w8ZEXeSzrhZNyLgNhsBU1lUf20t223aIFxWlsTR4oG+tC+wEJErhm8ulp3Rg7/Tzqjvj9RsO0LpprqtEnDtBZ9gxkIK1Ll8y2QLd/coUu8Hclk4M+wku83ktGvK91KS8jdOtSMI5VHGZf8QaqXccwhZkxq8AfV9b7e652isSYNSRI0pg8ZgET86cNuJugpr6KL3a8Q536OKZILyQG30dPZF6ReJOGDFU+lyy8HqXizDaSPrJjf6/3dKISbeSpNTQ+UxgVas4Cfnt9Hnf97Shms//p9asCLedNrWZ86sheaM+5/nJUWg2rd2zFjQcnbj7b+A0Oi405l4c2Xd35zHvEy/zz9yIQPjN0Dd45k8eSl2njj+8foqjE9zV0OeG9DV52luzjt9dmDEjBHmWUobD0vnspK9jFpjcPYnUHVnG1tI/hoz98Q95FGvKWXXZSj2P31v14Q0zhZwjNxK36A53Sx3QDfOYaS4ultGsZUbSxu6oFVYqONPnAZ8la0NEs0WNW6HFo9EgjY4hISCQ5M4vE+ETGBGlBqjhxnPp//B8OTx6xKr9fgFXuYPN8PeaeIo2tHNO33+DpERdtEDVMv/B8WjZuoHsBdoM2DVOdEZVGwYZ/vMB5jt0DPp+eeJCwUT2fpqYmImq34RJ7e5EYtjVgS9HgDpcHb4EalE7TKcP0sZIg4FOEBORiHGGeoXuNRYhtQd/XaHq3e0gkoNfb0evtwHqK1n9Da7Matz2GtEmLGDfLZ1Df2tbMu5/+nebYKuoyT368ttYhEltrwHQ8h42teQNaJ8bgZKq0iJssgxNoAEocMRR4o3AF8TDxxXEbB7W9tgiYZKuEIbbzNwmRSMN99/S6KBdxtfuoTZg5tI0B9dEJJFRXdr2OMbUHfN6sTuXLrz7ntpvvGPI++mPy0mVMXtqPYNMaS1F4Dnluf6uW5uhmYGSFmk4mLp3HxKXzMJaU8fVbH1PlacfSR4WeF5FaSTu1R/ay+5eHyYiM5sIHbkGlGdlBdnZOFptO3E3Ofp+AMs51lDVvv0tLS+9JMW2YyB+uSiIsrLc3Vfa4iUw8NJ1dSXtDSsVV8XZe+c8T3HvNL0fyFAaMvEc+t6efskNzbVmAUGPXnvlt8R99soFaU+/Qgk5SY9uZf07fBsoni5gxGZTuk6HV+IXckj3rmXnJLafleAaLze5k/4maQacuucxu6PZ459VqmZXrZlyiiryxBrISYwZtuVBeXcqe4g1U2Y5gCmulVQ30oR8o3SKxrWriGUNO8hym5M1GLhv4TcPlcvHZtysote2hLtqCK2Hg9+ToVglx1lSWzbiRMbPSBrze6aaxpbXXe2H/xXLFf++Zn0XotBpuXyTl+S/ErplplxP++mkNL/8oLqivw3CYdckFKDVqPtuwHidu3HhYvXs7dqudRTf2nmFqrTISaY+Gbtc7o6OcBVf0/UAYrlHzl9un8cXOI7z2tQN7xxjjRKWU+14o55YltVw+t+/+zFFGGSppeTNJzJnMl399FWPdGMRu0/gOUcfOVV7K9j3P8p/fPeQoS7fbjbGuhspjJbTW1uBpMaHsiLSuNGsxSoL/duO9Wubpinq9vyzGxGfeDNptfl8CUWxnS6UU+RglSTLfAMSDhCYiaZZGYVFG4g6LQmGIw5CcTEbWBLL0gxdBx6RncCAzhxl1n3K8JRNBOg2VOorN88Np69HyGOmoYszX+2nEE3BdAIjtMIRbOHc++3cdwS4J7zhmOev3bCf24Hbmug8P+vg6saJkDdMQy49hMx8lVLSTxOUlemM9dRcn+Ss4OkY6g/enYQDtL50LSIlwL0fo+Q8zQCRWM+EEjyUu1c+gofgQU8b1jrbsRCH3EhNrASw4Wl/n8zffp1ShpjHBSMspuNwa2gQiaxPYfXQuhf3Ea3cSE+ViqqyImyyfDGmfJpeara40bELwFpFJBgcRg7SZKU+KH3Qcd3daJBGArzJKqmxj2x4ZuRc19modHCjVGYuZXPhGVwteRAtoa4qwJPorVOszZvPxm69zxa23D/m4B0J/gk2Vexx5+K9vmZ4y9mzbwvS5J68UPy4rjZv/92HsVhtfvfAWx5sbaApRzdhJk2ClqbWCw4//lWRpGOffcgVxWWkjdkznLD+fryuOkte0FoALHBsoDU9mZ5s/yEGugIeXyElLDf1buemy+6j/+BFOpIT28TqWfIwt2zcwf855I3b8A0Xeq/Wp7+U9zfUBr13aM7sCAODrij6EPAEuHnvyvb36wtquRqvxV2KaW4ZWCXiyqW9uZU9JnS91yRQsdWngrUsqmYzuQ36HMpLf35A/qOOpNlay+/A6Kq2Hqdc00aIFwjr+C4LCLRLbpiTOm0J24izyp85HIR94hU4nBYd3sfnopxj19bSFA+EwkGcSjUMkvlFPXtISzl1y4aD3eyZgEV29TlUnP/Mr6k4Wo0LNWcKFsyfz7eEt7C/xJ7HUGBW8uHInD1458ir91CULUWnUfPjFl9hx4cXLhoP7cPzTxoV33Riw7P6XPiNR6m9h8Ihu0q8ceI/3xbOymTm+jcffP8axct8d3WGHV79wsvXwXn5z7QQig8wkjTLKcFEoVVz+mwfY9+Wn7P+qHYfov/uKSKirS2PFYys457ZJpE0N/p12uZyUHz9GzYnjWOrroK0Rtc3nF2MQm9DgYGyPdZwukS3iLAhieClBQq68POi+ZFKBS+Ia+LQ2FavDv4xXbGVjpYGs864kc0oeaWPHEd9Pe8tQWHzj7Rx6poCMyGOYPZWsnvdjWpSBfj8RzhoWbjajVuaS6mmn1FpMgaIJr1SCHClL77oGAIVCQbylijKd3zvBqEtg8TBEmkYi+cY7AXdlEU53Vb/La6qsRG030TQnJlCsGbQ/zUBMSnwtT5Hui5GLQzctjWioCPp+G2E0R+XQEpWNteUQEScKyMkKnZJVVGmgNtJOXVYLdnnwCp2RQhB98drqmhTWHFvUb7x2J9FRLqbKDnCz5WOGalNkcQusdUymNVSLoUwgvWxwRtXGeAlhDO+eZJbq6BRqRKWFWmEsCw9uxjLl4iFtz2lIoylawGDyfxcTyzdT0k2ocQoaTHEn3zC3k1CCjaM2itKkVMZ6/dewxs1fsfFoca9Y75FGpVFz2aP3ArD5rY8pPHwUo2DB24fSasHBUY+D46+/RoKoZe6iueSeP3ST7u6ce+cP2fX0ccZ7fZWSt3n+Q4XyfmodegQJXD/dwpyZ/be533rOL3h+/y9pDA9+Hna5wMam98m3zkKjGVrL5VCR9aio8fbT+iS1BP5WxfAzu7p67dfbqaoPfT1IirGxbPnIfF+GiiAa6LzeAEjlvasWTiUej4eSGhMFpY0U19ipHmLqUl+tSw3GZF4u9X+XbNJI7DYbKnXo+099Qx07D62lov0gJnUjjWEiaCFUl7LcIxLTpiDWk8i42BnMyD8X1RAn9ppaGvl065vUSosxGtyIA2yYkIgQ36ggRZjEZQtuJkwbQkU6SzALrl7vxY9ggM7ZxqhQcxbx2+umc8ffDtPa6r94rS8KY0leBTkZQ7UNDU323BncqFXz3vsfY8GBiMiW44ewP/8alz3gq5ap2XuIOEngvo2eCrJnDi76LzYynL/dm8+/Nx7gP5s8ODseyg+VyrjruRLuW6Zhcd7g48JHGWUg5C+/jLEza1n19Me0tAd+n63uaL7+Zznx6ZvRjk3B0VCPtL0JTUeKkkFsIQJPX9Wvvdhkn0qTJHgqSZJHzURtLQBtaGmS+PxiHBo9kshowuMSOD8pha+eewJ7N7HG423k2DdfMnvx+ShPgkgDoFSpsM26CvuOV1gz9z6a1YGRqTqXkQVbWlC7fbMfamkYubp8Ul1NFFuP0Sj3EpvkF3bmZoyj3CR2tQyZ5XEcjspjQlPBoI+tTEhmr0OPvWorXnHgnj2R37UgyiQ0zzD0qqwZEN2WDVrR3/WelAj3Rai9wzPFVJsbg77fKug6DkdCfWQuTVPH0W78jrjmPaSm+B/Kt1Um0BxfT+0k4ymL17aXZbK5wVct0Ve8dic+geYgN1s+GrJAAz5BdLVtNqYgMdydZCkaBhXH7ZVApSaKMZ72/hfuA5vEP1hwK30n+X7lAi4bc4B6fe6QtmkyRGIwNXe9jmlooKTnMuE5vPmPF7n1nuElLQ2GYILNMVkOY53+69ck90E+L55E2cMrSMtznXTBBmDBLVewACjZsodvV22gBksvE8vuuPBQIbRRsXENcRu2MCE9jXPuuGpYcbYff72bz51X8XvZS+hpQ4OdH8lW8Afn3SwY3851F587oO0YDNHMEi9irefLDl+p3hijPPxj1eM8dNUTQz7eoSDvkc/dn0eN0hI4UFPHnNleKiuPeuhLq1+aPLxrxUhgSJoI7rKu12E6e8ikxZHGZndScLyaovI2jte5qWseXurSQFuXouNiUZYcwCHxCRdeJJQUFzNpij9hrbHVxM6idZS1FWFSNdCo8yKqCfC26Y7UCzFtMmLd8WQapjFz8iK0mqELIy6Xi3U7P+Ng0xaM0W3YYwd+P9a3Q1xrEounXE32zKHdM840qg8WYw3Snjzl/DPT+PhUMCrUnEWo1SruWazk6U9deLu3QK008uoDiSflgps+JZdbVCrefXMFbfieZvfUluJ46iWufeQ+Sj/YTrwirWt5h9fG5HuXD3l/N5yby/ycRv73/Qqqa303d6sFnv7QyrcH9/GLq3IHZfQ1yigDxeERGbs8l6qt22isysKNv9TSg4LqE5lE1JQxK3Ij4ZLeiv9AaXdLqZDICTYCVSAjbqyeikmPkpY1nrHRMb2qcTq57S/P89rP78Pp8ldNuD1G/v3bh7n9yb8TFhkVYs3hMW3eQl7zSmnUZAS8H+Y2MX5LEQp7Yq+JMJ08imnymTQ56yh8exWTb/b5XWVkZRJZsZFmdVrXsiWp0wct1OzxZFDR6sbSvB36MAwNhX5vE1K7h8Z5MYhSAVFCV9Ref6bCYl/ONB0fSN1SdFyG2ps96GPridIRvPqlTaILeO0WFNTGz6ApNofaI5uxqWpojq+lYXJl0PVHkggrGGpjKSmeNqB47U4MUW6myg9wS/vwBJpOVttmUd2HSJOpkw0+jjtVSePx3UzKHF6fmEPwD+5tar84YNt/BOU5aV2Di8FQM2Y22UdWd72ONnmRmk14dIEGwo0T5rJ13VrmLVk6hCMfOt0Fm4KvoDEqEgO+aiY5HmIMZRjNOR0pUadOsMmaP52s+dNpqTWy6pUVVDrNmOnreyFilLRjLD/A/t+VkqrVs+zHNw3a7HL7roOs2KPF5YSXZTfwc15FhocUarkn/HMuuOF3g9reRUuu4NgH31GcFrqSrizFxMer3uGKZTcNatvDQdFDx/L241GjsQSqHrEZZ+4gdPvWAsqMupCfx0U7ueaqJafwiIIzfs55HN64CqnU92+rVHipKNxDRv7AUl0HSmDrkkh9iwTzEFuXBpu6FAyNqxmH0n8tLTfWULu9hOPN32FSGmnQefEqgRAe6xIRYtqkxDjjGKufyqxJi9GFDd/UtvjEQdYWfoAxvIrmMCABBjJponKJxDWEMzFqPkvmXzIskfhMpGhD70TLMJTEpA89FfFsZ1SoOctYND2Hbw5uYc9R/43BaFLw3Mc7+Nk1J0dxTBqfyR333cGbL79Bs+grIyxqqkLyi6eYopgasGyTvJ7c1NAmwgNhTKyBl++P5NU1B/hyhy/CGxF2H5Jyx3OHePgyPTPGp/a7nVFG6Y7L5aSyvIzq46VYjHWIrQ2obE2Eu1owiE1osZEOpAOm+EL2NCzG4g5sE2h1pLGx/mqyYr5lgrT/1hrwpbs0ClG0SPVYVXqqa0XaJcHbMFIEDZfdc9+AtqsNj+Cmx5/h7V89iMvjN0J1umt48xc/4c5nXkY1wiXuTqeTN7dsoVEbOPjWuhuZsO8rLvj1b/nnz/5IKpGM0YxDIgQqNlGKeCiBrY+9Qdyicew5vI0Ug4rmzLSuZUwR42iXaAnzhh5gd2edMIWmmnLszuDtYgMl/KCZqNZEahfIaI90Inblbfv+J6Rg0+FPEyDXdP5fEWT1CibUZmAdH491BDwxVa7g/y4WWe+BvaZ8J0j3UZrd4IsJPcl0xWsfWYpHOvDWIIPezRTFAW4dIYEGYI05jzJp8Ko1gASvluT2Y4OO466x+s5LLw6uXaonrm5/jnYVCKIbUZCxxrKUa47toGrc4Ad3LUnTaNetJqyjoEzihcRja6jMCxyUW6WRHG4v5fRYm/oFm5UvWJnb6o/qnuz4jrXSceCRYfNGnnLBJjIhjhv+5yFcLhdfv/AWx+qNmIS+r0Mtgo0Wq43iJ58lSdCy9LpLSJo0rt99lZXX8sw6Fy6n74twxJLEhxEXc53bFzU/w13Ahvc/YOkN1w3qHO655Fc8veEhaqODTyZ4JFCg2cic2nNJSEgOusxIo+hRUdNX65PJWImq28/WK4HMiScvLn24vF/QhtcbWkRYGNsQ8rNTiVKtxdyuIDLCf4GtOrpzyELNwFqX+mYkUpf6Q+1sp7mbvUmNy0yR7OuQwowgQrRZQowjhvSISczKXYo+Ymi+YT2x2ix8vOktKr1F1EU78Q5wqCQAcU0yEtzjuGzerURFjszxnInUG3v/XsK83y8xarCMCjVnIb+6fiZ3PHuAlhb/U/+mgzqWlJQxZQSN7roTnZLEXQ/eyxvPv4rJ6yvjTPRGBwxeLO4WZv78mhHZn1Qq5YfLpnDupDqe+KAWU4Pvot/aKvD/3m5h4dRGHrpsMopTULY5ytmD1WKh7FgxxvIybCYjkvZGtPZmIjzNRIvN6HAzkJqGGMHCUsNKttunU986NcBo2ClqOVR/Icawg8wN245CgHY0NAp6X4uSOgoh0kBYXAJJGZmkpKaR1PE9LT90iN3vvB90n1qUXPHTOwd1vvqYeK797Z9Z8YdH8Hj9LTF2ZwWv//wB7nrmJeTKkTFhczmdvLVpI/XawEGIxtPM0j3/Is5Wxep/v0OV0kEZNcRYjEyVppCgzuglccQqU/ButZJo06Jv3M3RjEU4JD5RyS0o2Zd2HguPf97n8XgR+NKTS1tFER5vc5/L9ocgaNHFT4K4MSxY56Q9R8G+sUexKO1dgo3YodgIAbPBPkMbb0/vYREkVimqIxoM5ZF8xhIiS+tYOuUAppR8nMLQ/U3UnuAin62bMBJxZCU2QylV6ZZTE69dp0VSlcqG6g5xYYCCVJTezVT5QW61fEiQauch860lm+I+FBiDqMEQ3Ur8ocHHcTtK61EYxqFjcClRPWnV+NshPBIYY6imvMk3AaGqLyQqeSxNmvRBbVMilWGK0RBm9n9H4kzlBKuhqo/N462/P8ctP/rJkI5/JJhz9Y3Y/7kdVccfP4J2IlKqaS3zT8ScDsFGLpezvONavOvD1ezb+x21ggVPCGNyABtOjolOTqx4m4R/a5k5K5/8y84PuqzVauN3H1ZjaQ8cgKxqmUZGRAUzPb6KwtwT77N3RxbTZk8b8LErlUouiL+N/1j/gVUR/HffooV3dj7Fzy97dsDbHQ6KHm7CfaU+VRzYQ/c7llULKvWZ6VFYtP8opfWhRRpDlJvbb7roFB5R3zhtYdBNqHG56ga03ulqXRoKdoedXUXfUGLag1FWTbRjLuj81Y8eRe9qGINZIMYeTZoul5kTlxATNbI+Xpv2rGVv9dcYDU1YDQO/F4fbIK4plgXjLyVvxqwRPaYzFbPb2UvjC5OOCjWjnGWoFAruv0DNnz904u2o8ne74JnPG/jXg8kn7SEmIi6aux/7Ma8/+SIR7W5idYGlaPZYJyrdyJpYZafE868Ho3l2ZSEbC6R4veD1wsZ9Ug6UF/HLq+OZMGZgySGjfD9obDBxovgIzdVVuJpNyCxNhDlaiPI0oaeVGMRQkyWDQiYRWKDZS6mqksP1i7CL4V2fiQg0tOey1pbAlEtiyFu8nIEMqda8/RkOIbgHQqomjIjo6KCf9UXcmAwue/j3fPLM7/B6/bP8Vlsprz/2E+546oVhXxPcbjdvb/yGurDxAe+rPa0s2e0TaQDqC0txS3wXJZPKw1rKSG2vZaIslRhV4OytIAgkaMbhETOY+tkmvps/E3vH+dfE50AfQo0NJWtaE2lr2AkMvQ0NQC6NRxufy7K7bmblkaPoK4yMK01iyvEsShOqKUw7Ro3B1GVF01Vp0/1cxI5OKRHkRgXKE2pkdQoEBMK8MpBAixDPB4XxTCney9jJakyxU/AMIdtZ6w7ud+CQa4gofpu2+GqKJ526RuXStAAAIABJREFUeO360hw2tg0sXruTKL2bqYpD3Nr+wYgKNAAFjhQOosYbwmtEJ6qYy1HcNf3P+HanLQLqKmfh9qxAH5MLrqELNU5kHMksQ9rtESwmoobyplRkcsiYvATXwR20TU/CLQxudtkYn0368X3+7RpdiG4HgixQsPUioWXiDGqrK0lIOj1l5bFx8azRTiHfsrvrvfHOA+wgBUmPp/XTIdgAzLzqImZedRHlBYfY8OEqqsV27H1cczx4qRLMVO3axOade8iKS2Dpj27qalFwuVw89loBDY29qx3VGoGEC66n+qs6kry1yPCgW/8sNalPk5gQO+BjnpY3i/0fbmV/6qGQy1QktfOvD5/lzqseGvB2h4pSFjgY76uipqXqGN2HyTbt4H6np5K3tlbjcYeubphlGJ6YO9IoVUmAf0JHpeldLXYyWpemZ8UTqx9+u1AwnC4new58y5G6ndRLqzGFO3BKha5Y7jBbYDKfQ6FHb4FYaxQp2hxmZi8mIW7kr38VtWWs3v0udZpyGiK8kAgDuR/LPSLxDVrGqqdz8YJrUCrO/MSzkcQS5Pk4Jlp/Go7kzGFUqDlLmT9lAjMKN7PzsH/waGqQ89QHO/jF9SfPdEmj03Hbwz/k8JNfBbzf7Kwj+yTNHMhkMh65Mp9zJ1Xw9CdNtLb6LnYNjRIe/Wc9y2YZuefCSSOuzI9yenC73VRXlFF1/DhmYw3e1gZU1mZ0rmYM3mZ0WEgFRrr5zY2URkFPszQKqyoST5gBlSGGmDGpXBQdw6aXv6CpLXCvNo+B3Z84MB58iSX3393nwGHv2vVUhyij14tqrnr0x0M+9rScKVx03y9Y/eLjeEX/QN7cdpg3f/Uz7nzyuSFv2+128/b6ddToAmuRVF4zk1pOEG/zpxA1CjJ6jrzLVQ5s3mrmpYTjLXUQqQiU0aSCjDTVeBJ31XHCs48D5/1/9s47vM3y3P8fbcna3tuOR+IkTpy9yGAEKGGUVVbLhi5GKaWDjtNzetpTStsfLaUUaMum7A0JJCEDsvdOvPe2JVl7v78/FFuWJXlnlPpzXbmu6J2P5Hc8z/e57/u7hB51FtX6qRT2RDtAVfiTOdgOLveBUX+nXhISJiPV5XHn//489F33HCRRHhomSAQJk1tymdySi1vmoUNvpsNgpktnwSPzERAHcflsJFptJHUJNPmzsFr9iPyRAwvpgNnjg+6ZHNwFF+nXo5qZR5d+6mBVbqLQBWMXSnYpHFRMH1v613BIsoowtmSy/fg5HGJkM4+JBj+zFMe5qus1dMrxH4DVeIzs9afhjZM/pUTGElkDjRojJSdG5npSl5kJLRaCThsyqXxM+qBJZECii/z+CarQgEKn8bPgK1fgc6zH37Sb5pyRJSi1Fa3Eu2cf8pO3ocIDaVXr6SiJrh1nlWfyyeebuP3Gm0f3RcaBnPMug4/CQk2u0ELbIjPm/Z4oW284c4JN3uxp3D57Gg6ThY//+hL1zh56Yrj29adT5KCzo4oj//UIOQodq759E499fIzqlugoDIkUvr08yJzZJVSqf4LzzR+TgBsjPVS9+AjJD/4O+QjqUdx57YP8/v0HaMiMX8i2Iv0we/fvZO7sUztbr5BL6F91fTChxmeKFDe86rPTlremqoGKzvgijV4f4O6bLjiNLRqavNIlWJoO9X3WaLz869OdVHZLz9rUpYH4/D4OHN/OsebttIka6NS58UjDwsxAMaQ7oSViOsQlM/KLeU8ik49/Gz1eNx98/io17n20JzvxZQz/vZ5iEZPuKuCyRd8gc9HpSUk82+hp68Qmin53T102/wy05uxhQqj5N+bh6xdyx+NHMJnCAsXW41p2H6ti/rThF3AcKQeefo9UWeSD5Kinhm1/eorb7rsbQ9p4xDNEM29yLs89kMEjbx9i91EpghCqX/PhVhH7qg/x8+tyyUv/8uZufpnwuN3UVpXTVleHq6sdkbUblduMwd9rae1j6Cz/keNEQbco5KLkUiWCPhl1ahqZ+QXkFRSSIYv/8r7+/+5l0/PPUblHg5/wLEcAGbUV2bz+k39w8fcuJjkndmzNjs92EoiTjjE5Ox35GDsOJXMX47rl+2x88Y8IQjj1wdJ1gBd/8SNu+d9HR3xMv9/Pvz5bS3M/C20ARdDOpQYxU5deybrKA8xy7eOwOwtTHAvkNIOGFpmZSarNtFrz0SnKUEsjZ9jkYhVTxIXkbKykWtbN0VkLooSa9f4pdDTW4A+OLe9fhBJtWima1Dxu/P79fctTjlQgEc2J2l7pU5DblU5uV6RF5FHfJoraQ1FMjekyRDFSI9zEnhFb27MEvoCrUz/CW1o67DQXfRxHq25D7N9+POiz127O4dPq4dtr92I0BChTHOearlfR+cRwCkQas0/OFl8xjjiDZykSyrAikQtMqhuZSNOeIaanfjHyxO24ewRkoyhYHdFWsQGILAotUYQ+G5Whv6PHkUKh6nOs3kJs8hFYk8oT6EyVktUUnplMbz0WU6gBaM9dwGtP/5UbvnXPyL7EODGtbDZffDKZEn9F3zJ16wku/eMjUbbe/TlTgo060cB1v7gPn8/Hpr+/zonGBtqHqGNjFbk56nVT9cYmdrXHeLOJ4IoZVi5aEbJwLp48ic/nfJOp+x4HoMhfxcZ/PsXF375vRG29ad73earyf7HEKVXmVIj4tPV5SqfNQjFOKbKxUMik9Fc2g4NkHIrtkc83QauLs+WZ5R9ry/F540c5zU1sRaGIfpecCcKpSyLm+CUoFaHnl1gMjbsOsNM5dJ2a05W6NJBAIMDhit0cbthCm1BHp86FSyaCvq5+tBiidUGqXUuWYgplBSt4t9WNTxR6DweQUVdbS/GUKVH7jZbdR7axrepD2hM7sOlFhCxAhxZp1B6BtO4k5uVczLILzy5R70xwYM3mvhTzXlTIKJg38wy16OxgQqj5N0Yul3PvVzT85g1XqOAuIeHi8dU9/LPIO+aBXywcnSa0NkNEDYI2Vx3VKjcE4Z+PP8PNd99Cav6pCaVWKmT8901z2XigiidXO3CcnCxqbhNz/1NNXL+ihZvOm3FKzj3ByDCbTdRWnMDU3IS3uwOp3YT6pKV1Ij0kEeRUyGoWtJjERmzyRLwJRiTGFPTpGeQUFZOVnkneGDrz5952O5MXH+Gzp7dj90YOnqzuLN57dBfTl+5g8fU3Rqxb++wrtIpjd+ZTg2ouv+euUbepP7NXrMTtsLL9racQ+kUVdDbv5LXf/pIbHv6fER3vtc/W0jBApJELTi7W+plaGiokPvW6O3C8cJwqbzZIosUCJTL8ch8zmj9FLXWRlmjG6z9EZc9CklXTUQwoOpsg1TFD0NGzq4sTvlJKjEcAeN9ehLX9EMKgbixDIxUno06bRcG8GZx/1ZUR6wx2RVxbzoE4/TaK2kPVPywyBfY4URzHRAUxl/fyTsdy2ADX5a+mZ8pcbLJBolRM7WiJvo4EoD2tY3gNHwEhe209jtoivugORXYMx167F4MhwCzlca7pPHUCDYDHJ/CJew7mOPcYiJgiBFmkqWKnkEG+O74F80CCYmhWT4IeENyhF44qOLZr0C7RMFCoCSpC906iyMJ7j/2Msgu+ir3tWYxHdmCfc0VEnayh6EjJIauptu9zcld8IcEvUmAuGLsb2VgIlC6HA2GhZqr3OFXlx2Laeg/kTAk2MpmMC7/7DS4EDq7ezM4vdtAicuCPI+KpjPns6JoMMWycFxZauPtrKyKWLb9kJZ82VjKnM+TiNad7HZs/nsKKS2PXvYlFVlYesw4s5wvV5wTiXD6tKT7+/v5vufe6/x72cUeKSjFAqBmkRo18gDW3POnsS23vaOnkWFd8kUatEbjn6+edxhaFGSp1qWiaEmVq+HlQYGhlc7/X9ulOXRpIIBDgRPVBDtZ9Tkuwhk6NA6dCBH0mltHXjsYjkGLTkikrZHbBeUwZ4BKW0LCdHnn4OqpvbR6zUNNl6eT9LS/QKquiPdEPWbHbNhBJENK7FeRIZnDV8ptJUI2v4cO/M8110QYdGmHC5XdCqPk3Z1HpZBYf+oItR8KzDt0mKY++sYuff2P8U6D2PP4OmZLwzG9QCNKhstFbDsAsOHn+mee56ZYbyC4pHvfz93LerCLmFrn49ZvHOFIZuox9Xnh5XZDt5fv4xQ1FpBrOzpmYLwt+v5+2thaaqirpaW0hYOlE4QilKCUGTeixkwOMt2TnR4wJA2ZJIg6FkYA2EUVSKknZOUwqKqHYODobx+GSOaWUGx8tYc2fnqKlLptgP9XSJyRw4AuBpmN/4bKHbkGl1eP1ejlaWRfzHS5CxOwF42s9unjV1bisNvavfYn+nePmys28++dHuep7PxrWcV795GPqdNMjlskENyuVTmaWhV04srNz+TBtBZ2OzpjHSQnIOd+1BWm/AYxcGmB60jYc3n3U2ReTppqKVBwZ1q+XJaOXXUC1tYQ6+3F6XNuG1e7BUCkLUahLWPXN68jIy49Y11BXh0EyfOnQ7O/oi7Zu1sTeT4UckzaPGNpKFG/UnYOs0sJVpRvoLpiLS9KvY2xuRWv+BKkQe7RlRYNPNbZaPf3ROyC5NZXj5fM45o1nEB8fgyHArFMcQdOfj1yL6BjEhrswoGClbjdfSKdQVBn7Oo1HY54CR0tIlAw4QyMadSB+OslwcMVwxPIqQkKf3tfOpKnd7F37Een5CmZPPoG3K4+25OHXAWopvpCyg8/0OVrpekDTtBd7duyitN3qQl549hluveObI/8y48DSi1dx7OAHZAghsVGMQOXaDyiaEhKJz2bBBqBs1QrKVq2g5UQ1619+j6agHWe/FFBFQiJ7XAv6JtT6U5BuY1ZXOV73QuTKyOi7826/i92P1TDZVw7ApAN/p7ygkClTh39PXnPpLTS+dZzqvPjXfU1uI59seJ+vnP/VYR93JKgUciAc6TZYRE2CI3JlUt6ZFRFj8eQH+/C640e5zUpqRZUwK+768WC0rkumHg2p/YQao97GDLX/tKUuxaK89ggHqjfR7KuiU2vDrhBBX1mS6I5TglcgxaYmUzyJmfnLmVo4a9DIHpXPFiHUdHtGJ7T7fD4+3f4ux3u20Z5sw5M2/NSmRJuINFs2K2dfz+SFZ981fTZg9bqj/twa0YRMMfELfAn40XWLKW89SGd3+M+5o1zLtkPlLJk5fuF97UerSRGyIm6kNn891/z2AWRPPs+upkoArLh56cVXuf66qyiYdeqiW3QaFY/ePpf3th/nhXVeep+91Q0Svv2XWm5bKeeKxVMHP8gEg+LxeqivqaK1thZnRxtYu1G5Teh9ZpIEMyo8jHwYNzRu5HSLjPRIjThViaBLJCElnfT8AvKLismQn9m8dalUyuUP3cvRTWvZ9U477gh7ThFd3fm8/rP3WXR9Doe2HKE7TkpQVlDNsquvGPf2nX/Drbhtdo5vfxv6BBKBmoNr+PiZBC795uD1cN749GOqB4g0UsHD+fIe5syNrmfgMQVxxakKO0neEiHS9EctdzM9cSMm135anItIV01GLIp8UycpskhSZJHpKqDSshlLIJaHzVDI0CWXokzI4ub//mHMLbZ/9D6zZNNirotFj9jSJ9Q4xCqIEemjEWQsMH7AAdllES598fDJDLxRPpf0ihqWznRhCwQJyA7RkdFNe6qIGQdiP897RDqIUzx3JKR1S9G2Zo7YXrsXgz5AmfIE13b967QINAAfWufTFCOSq5ecQAKX6XbiRInO2j1iO+6OQFhq9ntD59EHrPF2Gd5xYxSRdqn8IIJkcQ1iMRRM66S1To9e5yGpbRs9xoJI8W4QfLpMupPFpHSEv2xW/TbK4wg1AB2TF/Ppm29y8de+NvIvNEakUinNWYvIaPqgb9k06z7MZhNGY99Uep9gc3j9ag6uGVqwySvzsuzWW0+bYJNZUsgtv/4BLpuDNU+8SK21mx5pkGOy8/DEyLZLSfJiaP+E3YLA8V89SrZUyyV33kBSXmhQKZfJKL71x3T/40GSsKDCg+XdR+jJegy9bvjGDXdd8jMe2/ogHcbYF79PImKH8BGLLMsxGMa/cKdSHvn7xxNqbBYTA+vbFpQuGPf2jAWr1crhrvhRj0oV3Hfj+Brfj6frkp1U6OdYp9O7+d0Vw3cVGw9qGyvZU/EZzZ4KOjRWbCpOpgtBLGFG5RNItqrIEOVTmnMOM+csGFHKlSYYOYlhE4/seXC06gAbj7xDu6EllEaoit3OgSh9AuldekqTV3DxKRJBv0w4YvRhjGdp6uPpZEKo+RIglUp58PJEfv6ytW/GJhiAv37qYE6JF+U4pUCdeGkjmfJwNI0v6GHabaG8yiu+exvKZ1/ji6ojCAg48PCvN97maruDaUuHzn8dC1cunsqSkh5+9Xo1NQ2hh7fbBU996GXrib387Ppp6BJGVlPhPwmb1UptRTmdTfV4utqR2E2oPZZQipJgwUiAU1Fz3YqGbrERm8yIJ8GIxJiMNi2TnMIiMrJyyPk3sF6ffu5FTJpt5qPfv0y3JT9inStoZPOrFtT6HoRgAJE4smMhQ8K5V194ytq26u578Lic1Bz4mHC8fZATO95DqdVywY23xtzvnbVrqNAOFGm8LBN3MX9+7A5oq8kacwLPKKiYrTw8ZFsTVRYSVZ9wyN+B3JFHujI3apsMVQFpynyaHOVU9nyGQzDFOFI0ErERdcYsNAYDN/4gvsOJpM2NWDx8YUHcz2HLLY7daVQFBKrmN1Bc8QoN0utp7xqewDgto4YuZT2t6Q784rC9doIndufQJtYCo7Mo77PXbsxjQ8vI7LV7MegDlKnKubbzFXT+0yPQAKyzzaRGEjvlDCAtqOZS1XY6SOagIp2Z1a0jOn7tJD2ipvC16A+E6mcYBUu8XYaFN0bqh0MpQqdxM3tq6LqWSQXUmpAwVJRvw3piG43Th1+wvyvZSEpH2OElpdtE+SDbe8RaGlRnTgBfctW1mP6yHg2h75yAm+3vvcmq278Vte2MlauYsXJowebEfqg/ePoFG5VWzdUPfweP28N3/3aQns7oG0qjEZhkW4dfCD2b7Xg44fdQ8/RTZKJm6cXLKVmxiNS0ZJov/gG+T/8bGQEyhHb2/eP3LP/efw17sKpRazhPcx3v+V8NFV6NQbdO4NnP/o8Hr/n96L94vPMPiBSKJ9TUHNkV8ehxqkFrSIy98RniiVe34HJmxV0/I6UVna5s1Mc/1a5LVlMedbsP0zsfolIGaC4/TNaUUzep2thSw57yjTS6jtOhttCTAAwy/lb4BVKsStKFXKZlLWbW7MXIpKO3aE5SKKnq99kl0w65j91h593Pn6eRo7Qn+QjG/5NHIBIg3SQjMzCFK5fdikH3n+1YNFzcThfWGIWEi2YPf/Lsy8rZPxKaYFiUTZ7E8ulb2Hgw/AAymyU88tou/vuWsadAVa/bTrosP2JZp6SVaVNW9X2+6I4bULz6LhsO7yNAEDc+3lq9hsucLuZcdGrzdVONep749hxe+uwwb30RxHdycv9wpZQ7/1TBPZdpOHfmqYj9+PegrbWZhsoKLK0t+M2dyB0mNF4ziUEzBqxkAOOdCR5EhAk9ZkkidoURvzoReVIKiVmhFKXC5KRTEo1zuknQG7nu1/ex5ZWXOLFdga9fkZMgUmw9ZUyRtdCaUItNCHdDs1FTsmBerEOOG1fd/0Ne+62T5soN/Zb6OLjuFRI0WhZffnXE9u+tW8NxTWRYrgQfS4R2zlm8LOY5KvcdpFMcu4BrcjBIgzKbXHd07nEsZkr38eqlX0G/v5EprR6SFJFXpVgkJlczlcyEQurtx6iwrsdH/GgKpTwPuWY2k8ryWHnt1XG3A9B71MOuT2P3mZnU1dL32REnTEMV9JB93EDTVAsG/T9RSm6hvj32TLgk4OTCknVYM5upT+yNQIocVKl8saOW7FI1IxVq1B6B1JYk2qqns8k2ujB9vT5AmaqCr3W+fFoFGoDtjiLKxSKIUcAZQiLhxcp9NCgKqFEVUNCwf0THt+phv62M7GCoox1QNBJ02pAnTUbL2Gx3Wz06VF4Blzz89w2KoCCpLmK7pHQvFosCg8HDnLyDuGwFdGmHFyXbnLuUqcfeDx+rU0BuacZriD/i6EicwQtP/oVbvzuyorXjgV5nYJt+DvN6tvQty23dic93O7I4Rd7PdsHmZ8/vorUzekQqV8AM0WY83uh0PS9+6uih/tOPSFuzkelFhZx313Wsq/46s6peBKDUtZ/P/vUvLrp5+G5dS5es5PCbuziWXxN3m7ocM/967xluunJ8U+CUA1JphBh1egC660/Qv/KL8yyz5vZ4PBwwRV9jvcgV8J0rhpeiONrUpf6MxnVJl5iEzS5Hpw2/S+oObR1Xoaa1vZFdJz6j0XGMjgQzZrUAGkL/YiAPCKRYFaQGsihJX8jcsmUoxjFqOj8jm51hzRqnzIjf74/5HNiwazUHWjfQnmzGmTz81Ca9E9LMaayYdg0zF5wdRaT/nTi85nMCA97lMqRMvWDxGWrR2cOEUPMl4vvXLOJYywHaO8PK854KLZv3HWPFnLGpkm3ry0lVhEPAnX4b8x+6Nmq7FTdehVKdwJodW/ETwIufDzZtxONwsfiqVVHbjzc3XzCDZdO7+PUbjbS0hV50Djv8/nU7m4/s5cfXzESpGL0yf7bi83lprK2lubYaR0cbQk8XSpcZnS/koqTGzfA8ZUaGFyldosRQipLSSFCbhCo5lbTcfCYVl5D2HxTJtPTrN1O8qJx1T27G5okUGBy+TJJ6jCQbD1EbEFAh5/J7vn5a2nXDw7/kxf9y0tm0o2+ZgIft7z2DUqth9rmh4pQfr1/LUXVJhFW0GD8LfU0sXxFfaN3yzqcEYwyWJYiZpzxGt2+YU1HA0UAqmsYTNC44l0a/n+IvtlFkV6KTRdaAkYrlFOpmkaUups52mErbegRR/zZI0BinIQnmc+l9V0XVo4nFyOrTdPYNKFyIYlpKAiR7LAjdapoAf1oAkfIZpkpu4XhLn5coOfJqpk7ZQ1dmB5VDZBup/LFz613S4Xdqk3tEGFoz+eL4cg6FPU1HhE4XZJaqnK91nX6BBuCoO4ND6AjE8cjWoGCFvIIq9TQyFn8F5bY30I0wCKY6K4vJJitOQi6GCnUjHrOANqUAfKMXajzI+NwylYWunbjkkSNWozI64sdpkWMwhK4vXfkurHNz8YqGfq7as2dj1b+P7mTKjUiAjOp11M+9Le4+AiLMpYs4fvAAU8tObY2NWEz5ypUEXt+G5OTzJE3oYsuajznviqsG3e9sFGwefXETxxqiZ9PFYjhXfxR3R0+c8uMhBATaxHbaag6y7+EKJmmTOKheSJljJwAzG95m95YS5i8dvnXtd772Ux756F6a02I/RwQRHEncSWXlUoqLx28mW62KjqiJNVD2dkde/96Es6uv9teX12O3xbdOnprSSXpmdDTNeKYuZScJTM5SMqcwicKM0bkuuZ3qCKHG7RreREo8Ok3t7Dq6njrbETqVXZi0AkICEOd9Jg0KpFhlpPozKU6Zx/yyFae0qG7+pElIuusJnEw59YmUtDY3k5OXB0BtcxWf7HmNdk093ToBMmE4qU3ygEB6p5pizQIuXXo9MtnZdb3+O1F3vCpqmU6QT/ymTAg1XyqkUik/uCKFn75o6XsBBIPw1DoPC6a6Uali28QOxYEXP4oQaQDsBhsJibHz5RdecTGKBBUfbPgML378BFizeztuh4vzvnHNqNowEvLTk3n6HiNPf3KENTtDTliCADuPSLmj6Sg/uDKJuZNPjSvVqcTpcFBTeYKO+nrcXR2I7d2o3WYMgVC9GC1+TkWJMhsJmMSJWGUGPKpERIZktKnpZBYUkZOXT9a/QYrS6SKtcAo3/K6QtX95hsbqDIL9HrE+VGBeSElCJai9pGbF7/CNN7f86nc8+6PvYe460LdMEFxseunPqDQa6qwODiQUDRBpgszz1HH+eSsHPXZXwBuzT5MaVJEqd5IaqGSvZg5z7fsGPc4abzHdTRWIO95FOmkJfqmcyvOWU+n3UvbRR+TJClBJIkOWlRI1JYZFZGtKqO3ZS61zC2KxDnXmLFRiPTf/z0PD+HVg38bN6OUpw9oWwCq19Qk1DfrkmEKVHCkZ9h4cvrCIIdHL8C58lbk7r0ThrUeZX0VbhpXqOOkIA1EHYhfMdckGvwfFAmR0KlA25/Bp9bkjttfuRacLUpZQwXWdL6ELnH6BBqDJq2enPwt3HHFMgZT5kjZq9KVMKq6nZt+HTKobmUrTniHmVdN1fM0WTtsT3KHfXiaVE0cfGhYmkQGRVIPCI4cBQ3WpLLqdWr0rlLkoghklzXhrd9JUcO6wztWZokHXEy58nNbZRP0Q+9ilKWyv3HFGhJqCoslskE9jhvdI3zL5sS9gCKGml7NFsHnlg21sroid8nDBVAsPfP0mvG43nz7xEtXdHXTFqWHWi1nkwmxvIsGhwqjOJFdoQUIQw+Y/0ZT3B7Jzhh8Pe+Xk7/BC+//DroyTRqkS8c6JJ/lx8RPDPuZQKOVyRKJ+kTQC+HzRQo3INsAJTTt0isrpwuPxsKcr/u8slcEdFxSPS+qSTiuQYgiQlyoOpS4Vja/rklSSSv8ITJlyZMXRLVYTOw6vo7bnEJ2KTrq0QQQlEGeIIQlCsk1CqjedwqQ5LCw9H4369P1tZXI5CT4zNlk4XquyroZt5euo8x2gLdmFP3P40TOpZgnpngIuX3gz6YviR1hNMHwsDkdUP1I9IVEAE0LNl47SwjzOn9HE2n3hGMOeHjG/fm0Pv7l95ClQfr8f3zEbyMMd+x5fJwu/d/2g+81auRxlgoq3P1qNCy9Bgmw4th/3391ccvepjySQSCR899IyVkxv4ZG32+nuDg0oLBYRv3zJxHmzu/jeFTNOWwj0cOnqbKeuogJzSxM+UyeykylKxoAJI1bSEBjEvHdUCIAZPSaJEbvciC9AJrxoAAAgAElEQVQhEVliCobMLPKKp1CQls7gBsMT9EcqlZI9u5Qa02o0PVNxBSNz7G3OYpTuHo5sWEvp+cO3Wh0rt/zfH3n2ofuwWY/1LQsKdrbt3klbWaT9r4ggs1xVXHTB4O1b99wr9Ihipz2licPVM/PstThEStRC9Eyu0xPgU8ckbOb9QICgE4zWSjr1J+vkSOU0XlhG9b8eYbJuJXnaUuTiyB6hRmpgRtIFZGtn0OBuxmeQceMPvjfUT9JHw4bdTBcNL2RdALzKrr7PNqmWgQNuAK0gRyoSkeAOD8KC7gBTqvJxTFpNa4qXUKmS4XcQdUFbzOUuZexcAqVPIK1Nj6NuMp93hUKIR2Kv3XdeXZAydQXndXxCYaD7jAg0AD0+GRu9JdjiDGwliJmGi1ZjIWWloeL2CqsJxQhMPoJiOKadzkLvIdzWcJHwoDN0ncviFMYeLhZxaMAl8agYeN0E5dFCnNbox2xWYDSGtp2s3IzdXYhFOfRkQ1v6dAqrdvZ9Tu7wg9cJ8sFDt9oz5/HSXx/n5nvuH/Ic403C/Atga1iomRyo4tCe3cycN/zIkTMp2GzZeYQ39qn7Dcz7tSvPyve/HrLhliuVXP7Q3QBsf/VDDhw8SqvYEVP07cUpuFjjy+PrUgsanBiwUfPKIyQ/8Puo9KJ4lEyezvRj89iVtTeWUzgATelunn7jt3zruoeHdczhIBKD0O/WsbmiJw/ljgHCZWJ8C+zTzXOvfoalJ350aFFKNz95E1zOXrF1+KlLGYlBCtKkzMjXM2tS5il3Xcoqno/LHK5YpdV68HrcyBWxlRabvYedhz+j2nyATnk7nboAQTkQZ25DLECyTUyKJ40CYxkLpp+PQXdmaw2pfNYIoaa6p5FDGb1RxkO/g9UegfSuZBbmX8Lii849NY38D8YRY/ZDr/rPicgfjLNrlDrBuHDvlQs53LSf1o7ww/5AtZZ1uw5z4YKR5aHufvx1kuWRNoSSYhVSxdAvkpIl8/m6Ws2rr7+FAw8CAltrj+F+/J9cdf+dI2rHaJmen8k/v5fKY+8e4vODEoRgqNDyZ3vEHKo7zM+uy2BydnybxfHG7/fT3FBHU00NtvYWBEsXCpcJnc9CYtCEFid5QN44n9eHhG5RIhZJKEUpoElEkZxKam4+k4onk6o5e2auvgxs+WQLbWIJYvUJJgcTsTmm0L8z4A7q2fqOk5o9T7DqwW+fFsFQKpVyxx/+wt8f+BZOZyjMVD/7K7SVXR5hMS5CoMxZwaqVXxnymNXlDTH7o2oULJSHoxGSMbNLOZcFrr0R29X5tezqkOD2RhYclhzdCUvCBY3N6kkYUjI43rWaGttWpugvIEczFckA1cEoT8UoT6Wzo5nyDzcz5fIVQ34HAK07Ydj1aay+LsSafmHjYimxhJqE4MkCwE4fim45OV2pmDPaqCwdjWtVCIMQ223Ioo+cEdU7IKk1jWMnFnDUlz/q8+l0QWYmVJLUU8mF1iNolcPwGT9FeH0Cn7jnYhIPYsMdFGNPSmHOSZHmRLmRKXUjKyDckKdgjXUl1wc34iQs1PhO1hNRBUdn7dqLXXJyEsWjBSIjaPzy2KKnq0fWJ9RodQq0h3dinR8ZsReLjqLz8ezZ2SdUyb2QXrGOttLBHUgCSOmZOovOzk5SUoYfaTYeLDr3AnZvf5v8YDgdo+2L1SMSano53YJNbW0zf1rvx+eNHvhlp7n59R2xjRUW33g5i2+8nJpdB9j03lqaceKJE7bl9th5Xz6fm4KbEQEFgVrW/eUPfOWBHw47TeAbV36HjnceojYnfqRZVXYVW7ZvYOni84d1zKEQi0N9r15c3uh6W6oB1tzG7OJxOfdYcbm9bOuKLxpJpGDv8uGKXUIMGN/UpbGSP3sRBz/9F3JZ6PeWSgQqt29g+rmh8gROl4OdhzdQ1bWPDlkrXToffqkorjAjApJsIlLcKeTrZrBg+kqSjaf3uTEY7d1tSF09EalYQbkh/g4nkQYF0rpU5MlmcuWKm1EpJoSDU4HP58Mmir55cotPRcGGfz8mhJovIVKplB9dlcGPnuvuK6orBOGfG/wsKXWjThheCpS7x0ZCV0LEVdLpaWLJHbHdYmKRXzaNW5Q38coLr2I9aV+7t60G7x/+xvUPfWfYxxkLcqmUH39tDufOqOex981Ye0KdqM4uMT94pp3LFrdz10Wl4/bC9Ljd1FSeoL2uDmdXO2KbiQS3Cb0/lKKUgI/J43KmSJwo6RYl0iMz4lYZEemTUaemkzWpkJxJk8iMU5BxgvFlwyuv0yIOzfgHRWJOSCzkGXcgtpThFcI9hSASmhvyePVHz3P+NxeSVXLqXBd6kUql3PHHv/KPB76JYkoRnXOvjRrsTbef4LKLhnaXqTx0gA5x7EFrSkDCUU0Zcz0H+5bNdh2gXplLnrsBgA3+QlobawkEo4vgmo9tRr3gChzSUA0VATHKBRfjXv0MHno41PMOtbZ0JhvOIzOhCNGAGbEURRbCbh9fbHmWSdfMI3vBzEG/i1E6/E6lxd+FW6ajd5DtFMeel1YEfZRnJ1M/Q4xU001V0sgEg4EobUo0dEQtF4D21NDy9G4pmtYs1p9YOSp77V602iBlmio8JSUUHK5nhXhPXIv108XHrkW0SeKLNPmBBERpfmaXVvctS2xrH7Ed92b/MoSAn4AzMnax1/FJHRhZmsBAXCf/Lh63AYgU7bxKLwjRyqc+0Ykg0OfUMmdqFf7WfbRmDG5dLJIq6EyVkd0QHvSndZygjaGtYi3KXD7+5CNuu/n2Ibcdb8wF55Bf9Xrf52nOQ7S2NJGRObp00dMh2NjtTv7r7Tacjuh9jIYAv725ZEghpWDBLAoWzMLa0c3qv71Cg7sHqyj6GdtlM7Fev5gL/dsBWOTdwfN/fAK9T8ql99yMOnHoQeitK37CXw48HKrJEQO3TMRG8+vMcS4kIWHs9UMGGuo5XZHittvljLLmzi09tcX2Y9FmsrCnqp0TjQ4augQ6zBKKpLV0meLHFU9K6aGqNTThdzpSl8aKVCrFblOQmBgWhhuqd7HDtZcOSQudOi8+SX9hJlp4TLSLSHElkqcpZcG0C0hLPrtSgHw+H6u3vkWFbQdtyXaKgpHPSp8i/j2SZBWRZs/l4rk3ULDw7BALv8xUb9uLZ4A1txgxMy9ZfoZadHYxIdR8SZmSl81FZQ18vDv8grVaxfzvq3t55M7YFrsD2fXYG2RI8/s+C4JA8rlFI25L1pQi7vjOHbz41POYhNAA9rCpCe//Pc5NP77ntM0oLCzJ47n8DH771hH2HJeAEKpf8/4XsLfqID+/Po/c1OEVFDWbTdSWH8fU3Ii3uxOpw4Sm19IaC8kIoyzTOTgWtJjEidjkRrwJRiSJKRgyssgtKiYvM3vcI3EmGDmHj1SFKnf2oz4gQq3bT447F5tnQL0nbxqrnyineO5uzr39jlPePoVCycyb7mSrOKOvuF4vmbWbWHnpFUMe48DmDRxc8wVesT/GWhElilpS/B6sqNFxsrYHAVw+OQFB4ENrAdauw8Qr9iEGdC1HceSGI2IsadMJEg7gsQXbONSzkZZAD3myNFIHpIKIEJGuyMP+YRub39tJ6W0XkTQ5+g7Z8t6HpMmGH5ZtUTgxJ5YADfgFIW4hYWeqm4PLzRH22mMhvTMFaIha3oOWdLMCDk5mU+sFoYWjfKT2F2j8NiNzD77LYs+e0Td6nFhtnUuDJH4dj6yAmsScBtRSPU21etRGN83NKma0to3oPLX5Bo72zGCpeh8eR/gJ3uv4BKAPxI5qGi6ek/ec2Z4GREaSOZUBcEULNWpdEJNJSWJieNCeULcHdUpBn5gZj/aUfLIbKvs+p3S6CAb8iCVDd/86ChbyzvP/5OrbTk8EbC/LLr+apsdWYyD0myvwsfujd8j45thSsU6VYOPz+fjx8wfpNkWLoyoV/NeVSSTFqekXC11qEjf88n58Ph/r//YvKlqb6RRFqhhHLTYytMWUCqG/7VcCW3mZ+Tz2hz+RJVJz3tWryJ87PdbhAUhKSmahcAnrAh+HBuUx6DAGeGb1r3ng2t8Ou+3xEA04hcsb+eyvPbonQlR1qyAl7dTVEgwEAlQ0d7C/ppvKFg9N3WK6LWLcfdpF+CHakhw/5UkkhhSslC7Tn7bUpbHi9XlxOxOgn1AjkVk5kNz7bIu+HgwOSHEayUmYyvwpF5CdcXb2Ng9XHmDT0bdpN7TSowbUACKs8shJDteAd77KK5DWZaAs7TxWXnDZaWvvBFC+81DUMq2gQG04e8TNM8mEUPMl5p6rlnCwcRdNbWFHkMM1Gj7eepBLz4muTN+f7qp6kvzpEWkNbb46ll9y16jakpyTxV3f/zbP/ekZOoOhGclyezvP/+bP3PKTe5HJT8+LTaWU86tvzGHdvkqeXuPEebLv09Qq4f6/NXH9ijZuPHc6fr+ftuYmGmsqsba1EjB3onBa0PrMJAZN6LGTA4x3N8KPGJPIiFmSiENhOJmilEZydg75k6dQrBt6pmyCM8fbf3ySzjj1MwwBPd/443f59ImnqD+RGiGS+FFwfG8K7RVPsOqH16NNPHVhw3t272SbOB2/KPKey2jYjPmz53jhi8+48/89hTLOLOqal18ku2ETFlEhEB2umiyomKLogADsUs9jgSM80C8JVPGJfBHWrrVDttO16xPEuUv70rJcEgMZZRdiObgOgISEyQjCUoQsE+c8dBv7n/8Q3wkbRnlkJIREJCFTWkDbi0c5Il7PvPuvRp0cLvTZvesEadLh2WkGBYGm6dOx503DvWst7ZJEfDEiTSSIObGgHUE8doGmF501dth1j0jHpp1jE/i02iAzNFX4SiYTVM8nZc8aZjqrmBqoHHrnU8wGeylVkvjVe1OEBKZMryAlXQmE6iLZ7QJ5jT1x94mF1QCvW64EEeQ4rDj6Se29jk8ARmGE9lED8J6MmKnvymagTOBQinDZxKik0WFAbqsM+gk1kwqdeI9ux1F2+aDnaym+mNn7K/sGwRobGBt305M/tO2pV5RAR/rpnylXJaioTFrA/O7P+pYVde7C43ajUI7OFKE/4y3Y/OqFbdS2RL+bJVL49gqBKTEE4uEgk8m45P5buQTY//56du3YQ4vIQYAgIpGITS49aUojKZhR4uUycTlvifOoDlqoe/s10t9SM3dOGQu+FjtC8pKVV1P15kEq8pvjtqEup5N3Vr/M1au+Marv0ItYfLIi9kncnsh7uqP2KP2nyZzq8Xt2utxe9lWHXJdq2/20msRYrMNzXZqpreNQV37c9Xmpdn5x39k9sPf5fRwq38nRxm200UCnzkWJWBfx/NFqI9/lehek2PVkK6cwb/L55GWPfJL2dGG19/Du5hdolhynLdGHEENXa9M3k0ywrxafR6xBa09A4/aRzTSuXHYLOs2EMHAm6LZEv6s1E/JEHxO/xJecn1ydy4P/bMd7ctJXEOCFzwWWltnRazRx9zvy7DoypeH8QH/QR/ENIy9G3B9dchJ3//hennv0SVpPzkrWurv552/+zO0/vhfFabRyvnBOMTPzzTzyViXldSEhy+uBl9b62XpoC99yP0u6r4tT8WpyI++ztHapjKBLIiEljYyCQvIKisiQD99qd4KzB7fLRU1Xd8zgCSkSzrlsGQAX3/ttqnZvZevLlTgDkRFcJlseb/5yLXMv1VP2lfHv/O3ft48NXh0+UeQ1ltGyFcvaZ0Pfw9vAcz+8j7v+39+QKSK3e/OvTzDHspVWj5rOOEWEk4VwhMlc+25qJblMCoZTPOb7TrBaoUHwDJ5C4rG0YLRX060JJwr6SuYjOvgF2rRSZI6ZZC1Vc+F1oVTM2bddjt/vZ88Tb6LokKORRg6c5GIFmeRT/djnWNUWFjx4A3KlAp1PO+w3YY+vA3veEgDsWhHdfh0QHVWkFRTEmFwfEwlxvHxtkvjP8aHQaATKtFV4S4pBPR8ZkLXtLeZ4T5ApRKdZnW52uwo4LpIixEm70gsq5pY1o0+MHLw3V6kosQxmfhxNdWYWDpMRIeDH54ysWya4Qoq+PGkyWkZvzQ3Q6gnVA3P5tKg9Ag5F+IEhAK0eHQXSaDFIn+SISH9SJ/hJl9TisRymwxA/bTKgSaYrVUxqW1j8yWzaNSyhBqBLN5UXn3mSW7753WFtP16UXXYV3hc2Iz95fxmx8vkH73DhdTeN2znGQ7D52+ub2VsbLdKIRHBVmZULly8bl7bO/upKZn91Jc2HK1j32gc0Cw5cAQ8fCNO5WbQDOX7S6WKZOpmNVikBUZBmkY3m/VvYtm8/RSlpXHzfLVHpV9+84qf8ccMDtCbHFkMDYtifsImFzcvIyhp9FMXA1CfXAKHG1RFpEe0ZpTV3rNQlm330rkvlDakQu4Y7iODyohHkVp4mAoEARyv3cqh+C61CLZ1aJy65iLASJqIq08mCfp0VjdrPlDoNqcZi5hSdT1H+1DPS9pGwdvv7HO7cTHtSD67UwYU9v8xPgsuCQxqOpFnmu4hLLjm7Rbb/BByCL6rfrJVNjIN6mRBqvuQUZKezak4t720PjxrsNhG/fu0gv78rdgpUw5YDpElyI5Z10MjUWUMXFx2KBK2Wux6+n+d/9wSNvlBntMln4e+//TO3/eC7aAy6MZ+jPz1WC3UV5XQ1NeLpakdiM6H2mPtSlH5KkHXZK3mzawWek5OVNW1afqn6Hjcmrudcy+bRnRdNKEVJZsSTYEBiTEGXnkFOQTEZWdnknGVuUxOMnTd/9yQ9MeoJAGSTwMylYaGzaP455JTO4qNHn6WzMy/CFtsj6Nj+UYDafX/h0oe+iWychLsjhw6xzqXEK4oURHMth+j+5I2IZU5XNc/9+Hvc8Ycn+gYlr/7p/7HCsQUZfjZ6SiFGKoocKYuUYccWiUiEV6kk6BQhPukxkkQPkwrmU3N845BtlpXvgblhocakLSRt0kXIexSsuPcccidHSqlSqZRFD9yI1+Fi52OvYXAloZRERgapJBpUbg1H/ucD/FlB9OLhJylagt19/69KzybQJieWUJMQo87IWBALoPLFSjMDh3jkQo1GIzBTW42vpAhBPa8vtitv+9uc49mLljNXNLiXck8K+4NG/DGitgASkFNW2IU+MXKg1NysYlJddN2jwei14wY4X70PryNSqAm4Qte6NqUAfKMXajzI+NwyFdHJx7/KJcGhiGy/ORB7gKrWBunuVpKUFH7GiKRi1JW7UcydhGeQ66AzKYXUtnC7k7tGFhXUNXUJW9ev45yVF45ov7GQlZ3L2oSZzHbu61umr94KjJ9Q08tIBZvcMi/Lb72VNRsP8PERA7HskxYXmbnjmnPHva1ZMyZz24yHcFh6WPPXV6izm/jIsISr/Z8DUBY8QathCeU9YXWhS+Sgq6uGo7/8LTkyHau+fSOGjFDkoUKh4OL023jD+QxOeezBrkUN/9r9GD/M+tOo2z0wosbjGyC+WiOvyYBmcKV7JKlL8RjKdenTT7ayoSP+fZWV4uKSVeMjxI2FQCBARd1hDtRspsVfQ6fWHhKA+zSJ6L+rkODH3qlCow6/V+bJZrFo5W2npc2jpbLhBOv2v0GHtpFurQAZMJzUYrlfQOE1Rwg1ntHmCE8wrthE0SJxRlbGGWjJ2cnEaPE/gG9evph99TtpaAnPOh6t1fDe5r1cuWJu1PYNH+4jTRGeOXEHHMy576pxa48iQcWdP3+AFx95ghpXyOa2LWDjH394gtvuuxtD2sjSPlpbmmioqsTS2kzA1IncaUbrDaUoGbCRCVEh5v250Lye2cp9PK6/m/r20EvZ7YLnmleyO7OMe2xPkxAcYKOKCBMGTJJEHAojfk0i8qRUErOymTS5hCLjmbUinOD00tHcRIM3doSIEhmX3n1D1HKFSs01v7yPPe+/zcH1XrxCuEMoIKa1JZ9Xf/QK5901m5zS4VlHx+PEsaOssYrxiiM7vzm2Y9x00Sqq0lJY8+SvCQrh72CzHueFn/6AG375f3zy9F9Y6doGhNx3OiWxIxxSA3L0svBLt8cj4kibDUvOTBb6woWFF3kP0pY+GWdbxaDtNu9fh2rWKlyS0Ix1ECmSkmyuXnUZanX8ApdytYplP78dW1sX+554jxSykIkjU720skToABOttDvqSFPnD9oWgHapFX35q9jTGjm0xEvhu7FdCSTi8Sm8q/QJpLcasNcVowq2xNzGOYKiwb0CTXBKLmjmRlQoKtzxFue6t57xosEAHd4EtvnyccURPmVImJbsICM3er2/yTkqO25OlmdIs7uiZCq/NyTUyKTyeGWVhoVJZEAkDd/nCo8ciGysQ4gtyAF4bVL654cYkl2kZdjwV26ncUp8EaV50gqmHw2LsUldAoruWjxJw3PVcEoMnLBXM7zqduNH2rJL4NOwUDMp2MjOzzeycPl5p+R8wxVsyk8KNk6jmaDvHBBHdqWLs+38/PZzT0kbe1Eb9Fz7s1CU02dPv8YO8xwWBUK/1UX+7XRqlmGyRwqWNjwc83VS9ZcnyULN8lXnU7x0HnNnL+TAW1s5kHcs7vkasuz8860/cee1D4yqvQOzQN0DhGe5I/I+EPdzDRpL6lIvo3Fd+qBCQIjnYQ5cmDO2wuJjoaruOPuqNtDsq6JTY8OmhLBJXbRwofIKpNgSyBBNYmbeUqbPmcvmVx9Gow7X3HL01J2Opo8Yl8fFuxtfpCF4iLYkD4ERZGOmmSWke4r46pJbWbNnD6Z+63oG++NOcFpoPlyBM8ZkzKyvDM+x8z+BCaHmP4SHry3ggWda+qJGEODlLRKWzbKSpA9HsRx9c12ESANgSTChTR/f0rhSmYxbf3o/r/3+bxy3htxQuoIO/vH4M9xy9y2k5oerv/h8Xhpra2mqrcLR0Q49XahOWlonCSYScBO/Hv/wSPaZ+JXvd7yX81U+ap/X55Z1pCWFH2p+xkXJ+8mUe0lITiMtP5/8wimkncZUrQnObj7468u44sz850o1ZEzKj7vvvK9eQ9GCRlY/9iE9zsiqRw5/Cp88VUNB2V4uuHt09aGqKir4yBTAI46MVsuyn+DrF1yEVCqlZO5iXLd8n40v/hFBCEfKWLoO8K+fPcSVKeEaBju8U3HEsKMGyJF19v1/jz+LylYTvkA5VY0dlKRr0BPq2EoJMEOrZntbTHfvPsQE0bcfx5UZTtOwpBWiUAwvykibnsyKX99F+9FqTry8kXRpHmJR5BkTFRmggHZXAzIkJKqiE9y7xN3sLjqCKaM1wiUl1kwQgCcxdlrYcDE4IKkljaPlYXvt83QvxNzWydBCjVojUKat5sJ9H2LLkHDQPhfdjGw6E0txdrWyoGIDiz27x9Tm8cLul7DOOwNrnFpPYkQUKwUKS6OL+paXJzK5PragFY9eO24AUcCD1xk9k+c/maorG6OIZRFH1kAQexIYKNR4pPE9fg3JDoJB0cnoBFApA3Q2qSjWbcPhLMSUEPtN6EyfhsUowmAOX7tZ1Z9RkzT8Z0p76mxe+uvj3HzP2Ar6joSyeQvZtr6Q4kDYycuxaz2cIqGml+EINu6gAXG3ga+Jj2HXm1lzUrBJTfbxyB2n163ogm/dgMvl5shjPyBfaESMwFeFvbwiL8Xrjb6PvPippYf61e+R9tE6Zk6dwp23Psjv33+Ahsz44kNF+mH27t/J3NkLR9xGyQB3PO+AiBqlM/JzvUfH/U/vHXPq0mhdl7Z+vpf6Dm3c9WnJHq67ZuWIjjkW6puq2FOxgSZ3OZ2aHnpUwCBfSekTSLGqSCeX6TlLmDl7ITJpZLSeiGT6FGpAqhhbofTxZtuBTeyqX0NbUheOpOHXLNK4BdJNKSwpuIz5F4UjmQ1icUQ5fqdsnPOTJxgxhzduj1qmQUFS3kRETS8TQs1/CHnpKVw+r5q3toTFBadDxK9fO8Jj3wrVXPD7/dj3tpMoD98gNp+JhT+98ZS0SSKR8PWf3Msbf3yaQ92hx6dFcPLcM89RooNEkRVDwEySYEJLgFORMWtDTbfYiE1mxJ1gJEcn4a68Ft6tSKOtIzTTYreLeNcxh4Wlfn5y8Uzk8tHlTk/w5eTYtu00EXtQqROUXPvjoW3oDRk53PTod1n31DPUHUnCTzj6w4+cioNpdPz4SVZ9/0r0IyjuWVddw/vtTtySyBoKGfZybj5/ZUSthdkrVuJ2WNn+1lMI/YQYq/UYayVFXJQYEmHaggYQR6fG6AUlC1QhF5uP3cWYWo4jCKHtAg4zO2RlXOzb37f9lGANNVOW01n+edz2S8RGxFVNiDLDRQDt0mT27N3DooWLhv07pE0vJO23hdR/sY/Gjw6QqsiLmnNMU+USFARanNVoxEZ0ykSOqKuoKayiM90UUUsEILEqAXfM8AoRTaVdw25bf9K7pWhasllffkGUvbYuGLtQQk8wfmi+WiMwQ1vDhYc+RhsIgAjUbQESXLt4Y7eeKYrXOUfczbTA4JFNpwuvT2CNaz5dg9hwF4jkzFgUW4wxtrWNzI5bCZt84Zm7leq9+ByRFtBBZQNBZ2jwqgqOIFQnBvYB9YQEjxYi5njBJ4t/DpVGoLtLRVJyWAgMiKRodQq0R3dinZcdVSS8l65kDQZz+BpK6WqlZgRtDyLGPH0+rc2NZGSdOjeegbimLoUjYaFmmucotdVVTCo89cVNhyvYSM0hwcaVaObya69FpTz99RVUKiWpNz2M9ZUfosOBDgcXy1v40GskZm4WEESgVWyntXwvux8+Tk5iMVb9fixxghWdChGftj5P6bRZwxbLexEPEGo8/iDHG1rZX9NNeaODqwfoQ1taiugMDj5EGSp1aSy8echOMBjfvGF5anfcdeNBc3sju4+vp8F5jM4Ec+hvoj35LwZyv0CqVUFaMIeSzIXMmbUUuWzw3yEluxTBG34KaLRu/H7/iGzpx5uWjiY+3vEybaoaOgzBk+HwQ4s00qBAepeKfPlsrlzxdRTy6KLjmYZEDqkP/F4AACAASURBVPV7ZbtkE+YcZ5qOjui+kiY4Mcbqz4RQ8x/EHasWsbduB7VNIbFGHujBc3Qbf/7eHxB57Qh+gSRZLnnquaQpixGJxPhzQD5OnY6O9jbqK8uxtDTjM3Uic5rQeM2UBcxIyGT/ycvRhoejVjmXSDtIV4zNYSOICDM6zJJE7HIjPnUissQUjFnZ5BdPpiAlLWY0zqqLAzy5+jBrd4sI+ENFmHcclnJ741EeujqZ2UXZMfaa4D+RzR9swh8n1aXAaCRhkBSdgVz47W/ScGgPm549hMMfmQJoceTw9m82U3aRkrmXD52K2FBbxzstPbgkxojlaY5Kbjn3vJidscWrrsZltbF/7Uv0z/FoM1ezUVzI9AQHHeLY0SJJQXB6AnxizcVu3QdEjphbT2yiungmhcH6vmWL/LV8rNQQdEfP4irleaBaiqzLR6Krnm5VOE3jiNXK8GWaMHnL5pC3bA5H316PdVcryYrIgZdYJCIzoRC/4KPGfZR9i45iSQkQq6OYVm2gJUaEhRY5TUnDj7yQBQTS2zTQMIlNbScjBWJE4xuE2LOdLV5j1DK1WmCGvpY9DQZE/iak8gD0+7PpemBWWgOzgjVkBcZWHHc8WeNaSMsgIk1eMIG55zfGXHf0iIHSUdhxH7OELYyTbIGotCd5QhNuU2iQqQ6MLdXBNUB8c7sNQH3kMqUvlI8VB49dQj9DKgzJLoIBgVlT6/E37qI5N3bR/5bMWRRVftH3ObkzgMhtRVAOvy6cVZ7BJ19s5vYbxuYANBKWr7qciqMfkSqEBsYSgpxY8x6T7n3otLWhv2Czf3UDDm901J07aEDUZeCzP3zWV8PmdA948/Kz2b74XjTbH0WMQIHQyCJ9GpUWCd1xItR6MYmcmMxOUo4XYJtTQyDOJdia4uPv7/+We6/772G3y+X2IhZFCjV7K228/nmoYHm2tAVJv0worxw6/Gn0D34cTerSaDm47xjVHfEH8UmJfm7/RmwnrdHS3tXCrmOf0WA/SoeqG5NGCFlLx+k+yAICKVY5qYFMJqfOZ/6cc1EqRuaINnnx+Rzb8CESSehvI5cFqdu/g6L5YzMOGSk+n48PvniNaudu2pMdeDOGHz2T3CMizZHHqvk3kruwcNBti4uK+eR42GHIJdFjs9rQ6uJHTk1warH5vVFh1RrJhFDTnwmhZpy48847eemll6KW7969m7KysrjrFyxYwJYtWwAoKiqioaGB559/nptuiiyYt2TJEvbs2cMjjzzCgw8+GLHuvffe44YbbuC6667jxRdfjFhXX19PcXEx27dvZ+7cufzia5P57lONaM37mdbzMvsrm/jB1oGzqc8BIj65/y+s/FW000Nubi7f+c53ePjhh/uW/eY3v+F//ud/ePzPf2JGUQG2jjYESxePPfsCZouJN+5YhgYn+Se3v+Cvm6nstLPp3hUkJmtYru5B7ihmFyrsTjufbvmUP1bX4HLYMKikTEnVcs/SQlYUhQav1zy7nR31oY6bTCImXa9l5dxSrrjoIkS6FJTJqaTm5VFQXELaCAbKvUgkEu67fBbnlTbzu7c76TaFXhxmi4hfvNDN+XM6uf/yGWd05mGCM88Xb75LS4zoEoBkIYFrf3TviI+ZO3MeNz46g49+/wztrbl9kSQAHkHD7k//P3vnHR1XdXb9351epVHvsiRLlmy5917ABWIwsSGhg5NACiTkDWlAEpL3S0IgIQkt8FJiG1JM6BjcK+5V7rZkWb13aXq/3x9ja2Y0M5bkhiHaa3kt69xz69x7yj7Ps7eXqiMvctPPHkQRYWBWX1vL+zVtWGXBrlIJ1jLunzULuSLySltbu5nMxGyqm8ugm4gQqWkrxyTMwSMLTXuSICFe2ciqRgNOd3idAwlwxOYhW+kXFo7BSHb2eMpObwuoKUUXMwyHdSYx+iqW/Pwhdu3fQ+D6Zasmi47WVmLiLy4ls/DWuaxp/jvO0rNoFQaiFcHHkQlyclSFpO3Oocx7mm3zz+DWBk80pBYlhJn8aHtZBT4PnV0koSGButJCtllGXrBujNSEllCCzIvAGYvfjlyjFRkZVcHBGgN7LTkggz32WdTFpXO39RNizhEORYUjmGE/SNQ1IBp8HutNY6iURk4ZS/FqGT+jgnAsltksklnTP5LGaID/dHy1m4NTiFYctuSQeucdnwCiPZeWGuAgeADabkwBjgaV2VQeqo/GotE5iE8JfR6xiWY8HqF7cqVSemiu0ZKYYWWwdAdGZy4mReh9tObMxHZgB+pzr6zcBSmlG6gfcVu/7qEpYwJvv/o37vjOw/3a72IhlyuoTp5EYsOa7rL8roOYjEb0UZfXfKA3rKnX8JlqCuO1R8i12MISNuc1bKoDRIev5jhhynXTWF91C2PrPwJgkvsg6vHfQmHxcOx0CU2CBW+ECBuAlhoLmXFxVGRHjhgpz6xh3ZaPueG6W0K2RXJdSoiNfM5seWXQ3xadQF62yKBE70WnLl0K/rmnEY87LuL2yXH9a2vCoa2rhX3HN1FpPE6LqoU2vYioBiJk1Eu9kGCUkehKITd+LBNHzkGruXjHPwCFUoXJpMRg8Efx1ZUeuGpEzdHig3xW/CHNMU10dUcL9U7SaJwiSa0xjEm9njlz+06YRcfEoPLWYD+XBi4icPZsKWPGjr24GxjAJcMihGqyJcYPaHwGYmCWeRlx/fXXs3z58qCy+ICJRLjtih4TpvT0dJYvXx5E1Jw8eZJTp04RFxe+41i2bBk/+clPeOmll+jo6CAmJnSF9TySE2JZmLma9oo3EXADXuQyCT9bHJhTLSIgUCPdjcf9INKAvFab1cbokSP48N13GJUci8TUhsbeweoVK0nRKSj6x7PcunB4d/3TZWXcNS4TXUBqyOHaTtqtTm4blc7Kohp+Md+X1DRZW4rCks13P/oYp8vFjTfeSGJMAsNsVVQ2VnDWriNOUYhdHYtJdZYF88bxyyd/RVxCIhs2bORHP/oRudct4qff+m7E++8vhmen8ff/SeLZD46x65gU0QteD2w6IOFY5XGe+FoqQ9KTej/QAL6UOFx0GlEIPwAtzL945SS5QsniX/yAI2s/pmiNCYfoX/ERkdDUlMXKn69k5n1DyR4bHFvS3NDAu+UNWGTBETnxtgrunzY1pM0JxNvP/YUZlp0o9G62ebOobi3HHzbvpVMafpk1waumrK4ab4Soj/Ow1J5k/9BZTHYe6S6b5DxKQ+pQrPWnkQh6tCmjETpHEZdTw90//SkAs6ZM5+jBs93ONm5BwdaiAyyZf/Grmt6qTlJ1oymT1FDjPEAO+WhkwRM/pUTNMMlYBm0YTLHyFLvml4PM9wycohB2TCkXLpx7k9ApIbohlR3FMzhK34imXG0j4eRRjOhwiCo05yJoDlX7CZpAVLsH85ziWzyYtoKO2ALmWXdeE6LB5/GZZShnLpCzFCdqmDC5Cpk8/Op53Vk1BV39s+MuT03H0u7vK69XHcJtCrUfPu/4BBAjXlqEp7OHG1hVaxqZIogB75FFKRCXZUYrd2OxyjC2q3HbpBgSTeijPag00NqiIj7BT+KIUt8BYqIFDMf3YB53SxDBCyCRymlJUJJZ5X9OSU1nqY/s7B0WbkFJe05B/3a6RExe9DWMr25Gcy4lU4+VXR+/xw33fvOqXcM/P9rJ9hLf+3LQM5qDKq5Zwmbuffez669nGerwOfDlF79Fx8L/x8P3LaF050G2r9lCPRYcYRzrANoPS0g0SGmOCd9GuKQCe8VPSTxdQHGTq0+uS5Ie37cg+FOXMt3BUX0OjZQXvhNqdHE1UH62mjMtkUma6GgPD9zVf22aLlMn+05sorzjKC3KJlr1XrxKIIJ3hkSEBKOUBGcSg2NGM2nE9eh1l5+sctp1BOpkud3Nl/0cgWjvbOPjnW9RLyuhKc6NGPrphIVEhOQ2BekUsnjm/ei0F0dSaVyd2JX+fr6+vZVLs2oYwMWis6EJkxDabxfMuLoaX9c6BoiaywilUklycuhKVl+3A9x555288MILVFRUkJ3tC/Vfvnw5S5YsYfv2UC2Huro6tm3bxvLlyzlw4AArV67koYdCo2DOQxRFZGc3nSNpBHzSjALRGn96k4gIiLR3VPPOM48Tp9Gj67a07uI6eR1PnjrJyOpVKGVSHG4PJ2qa+PUNw1i2r7L7OOWtZprMdqZlB3d6K4uq+eqINBYUJPHdd4r4+fX5yKQSOohCIrNRU1PDXbffRWaWzyK8NnoEC29+kCmLv9J9jD9/tJ6cIflMmuLzocjNzeOTTz5h1apV/PTc5O5yQSGT8cTXx7JnRCXPf9yJ0egbFDe3SPjJ640smtrIN+YOvyIhuAO4dvHxi6/RLISPSEjxapm39NK1nUbfeAuDJzax+tn36DBlBm2zuuPZuKyerD2vMv/h7wDQ1tLC22eqMMmD25lYexX3T5qISh1+uc5isbD21Ze4zrarm3uYHd3KBs9gGjvOAqDW5VMvhI94ULlNGHshac6jrPIIBal6DPj0MmR4GalVclCWiiJmCnKjgdRpXhbc6Y8cVKpUJFuqqdIP6y6rVUYmpPuC1iQ3xVmf0phsxCET2G4pY/aGfHIlBSgkwc9JK4tmnGcKg1flciLmFEVz6rFIwk9yPNpQjRGJCCnNSlS1mWyovqHf15oo7wxL1HQJUUxMreBkvZ59YQiaQIgOC46UQcy1RtYE+jxw2J7JKVR4I0wao0QV0dECak34ldbaWjXZFf234/7YERxJEm0SwsYXnXd8UsQNQc+lpYk1OIJD7J1eDVqHiFkVfG/1Dj158g60Gjdaje87EUXo7FRi6VThthNE1BjibXjcIJXB2PwSXC1HaEwIXSVuSswms6q4+++EFjtejxuJtH9DwXbtYN5c/hr3f+Pb/drvYhETH8c+/VjGmfzCkyk1u3G777sq5Me23cd557A+xAHooGc07oIu7hps5ciaql5dogZdJcJGKpUy4hs/p+7VH5EktqLEhXTNn2jLeI686ePJmz6ezoYm1ry6khqHCVNPdzVBgupEBsopFThk4b+7tiiRrSdfZ3PRvfRlKtEz9Sk5RsFfvucbN637Y/ACprsXa+4riTc2lOByJkbcPj62AaWy9wgMs8XEvhNbKGsrolnRSKveg0dGRGJGECHeJCHBkUB29AgmDZ9HTHRkwuhyQaVOA/w6ISrt5Y+ydLlcbNr3CSfbd9AUb8Se1PfUphgzJHWlcf2or1EwcXjvO/QCjdNCe4CaQ4cnssveAK4sjqzZfm6+6YcaOTnjLxxh/N+GAaLmGkNcXBwLFy7kzTff5De/+Q1Op5N///vf/Oc//wlL1KxYsYK5c+cSFxfH3XffzQsvvHBBoqa25AjtjVUI+MLmw0FA8H08ooir7iBj0oJXmadmx2F3ezhc28nkrDiKajqJUcu5bVQaT649SbPZQaJOya6KNlQyKWMzfLm+bqTUunR8eKKJpx76JpIhwxBWV/Cudg7fePBBhkRFkeN2E/XSe3gdDiRu8MrAjYe1B/Zgt9iYc8+tEe9NpVLR0dG/AXt/MGVoFiOz7fzh3ZMUFctABLcLPvgMDpQe5Vd3ZJMef2mTxwF8MWC32Sitbw4bUSFFwpR5U0I3XCT0cUnc8YeH2bZ8GaWHonDjH2V4kFN2OpV///QVpn1zOquaTBgVwZOFGEcN944fi1oXPgWwvbmBvW++wqyAKJfzmB/bwmpPLm3Gs0jUgyCMaLIaBZ3tWy/o3hQIj62LvfIx3BAgLDzEW0FF3gLEJoEZD00iqyA/ZL9JmVlUBXzeRnkyh4uK+hW2bLFY+Of7L9IWX0XjdNe5IYLvR3RrRTYtLmZvSxmzPitgkCIfmRCcqmKQJzDdPIv892o56azEHIb3ahjiz4E/b6/dVTGE7e0Xo6rjQ1QEfQmTVM/++t4tlicrdzIzqoJCx7UhGnwe5c5YDnoScEZwTFMhR5lXSEPBaPZ0niS6sohhuQ1BdTx1VpT9CKbxSqAxPhdLq//jVQkW7PbwLhPnHZ/0CTnguniixoGc7Z1DEXqMujQ2GWZVMAvX4Qkl/QUBDAYHBoMDhw3cHgHZufQnpcJLU7WGpEzfexLXtIeu2JxuW/vzqM9bgOdwcbceiMYCcRW76MjtvxVqc94U1r/7Lgu+9rV+73sxyJ57M94P93anTaaKzezauI5ZN950Rc97tryWl7Z6cLtCG/vMZBv/+40pyOVyhl8PJzavi0jY2K8yYRMTF03dTT/D8ckvUOIiQWzn1LKnmfKj3yGTyTCkJHHXb/4Hl8vFhpfe4mxzEy2CBUGpQTSk0ShLJL1cpHxIVcRzVGV2MrPjM7ZX+N+fSK5Lv/n36aB9BYm0e3FLZg5u34Toz2cc1VzfwqnWyCSNTify0N3hHcfsDjv7j2/lTMsBmmX1tES5cEuEyMQMEGsSSLDHk6UfzsTCuSTEXv3o7EEjptJR7U+/1OucGNvbiIq9dJLoTMVJNh57l2Z9He16EVKgL6lNSrdIcksUQ2OnMX/6Lcjll0+zJKoHYWiRXn3h7wH4UF9dF1KmEy9dCPzLhgGi5jJi/fr1QWlH06dP55NPPom4HeB73/seTz31VFDZ0qVLeeihh3jyySf59NNPiY6OZsaMGSHnE0WRN998k6effhqAJUuW8Mgjj1BUVMTYCJOX6uIiRK8IgoBE8DWYTreHX/5rd1C9lBgND31lJG12Dy6viFzib1yz47Sk6FXsqmhjclYcuyvbmJIdh0YhY3hKDKsrPUwcO5RPamsYkpdP2cTvkZKdzaCcXDasfJusvOM89Ke/AfBgfStbd+7kkR//GACZTMbf//53vvvd72Jet5qE2HhS01PJzy9gCyL21+3c+ODdQdfq9XrZuHEjGzdu5JFHrqx1qFal4nf3jmP9oVJeW2vlfFR8Tb2U7/+tmjvn1HP7zMILH2QAX3i8/6dX6IwQXZImahl7/eW3j539jW+SO+koW18/gNkVPKAzupP4pLGTLmWwG0u0s457Rg+PKJZ3av8e2ra8w4QA+9ueWJjQwofuwTRLw1tRx3tkmC+geRAOjcXbKM0bRZ63srtsknM36h8+RXpGaPoJwJChw4jZuoOOgHs80trcp7Dl6vISPtr7L9qSG2gfeuFrNSe4WH3bcRIrzjL14DAylHkIQvDgMkGZzixlOg22Co56amhW+Wa+ahQ0Ztt89tp1yRw/M6HbXvtSoBHDEzUWae/6W4ujNjLBW3JNiQYDtLlU7HDmYo3wHcmQEhufRnuBry9rNoygfVQ+5qajJHUcZFBGF8UlseT31447S0mzkBxkhDNXfghPt4KaH15VFV6rL6JFLlMQ1uSrj2gXDAiy0HB9hUMBPfSHbGHy9gOhVENLs4qExID9ZAKNdTqcFhlJiWaMp/dQMzw4NVDUxNCSICW5wU8MpdYXXRRR45DoqVZfvUlO/rDhbPu0gEKXf8IvHPsMriBRY+wy85v3m7BaQofKsTFunr6vMGgSOfz6G64pwmb4yAK2lH+TESdfBaDAeYrNby5nwbcexOPxcKaumcPlbZQmjaZWFpC6dK6pOF2Xxsyo16lLDu9EJgpgzD/KeM8g0gdlXdB1qac9tzsgE6qnNbc2MXwfcKXx8qpDOCMQtgCj4+tRa0YD4HA6OHRyB8WN+2iW1tES5cApFQKEvkMJiRiLQKI1hgztMCYWXE9K0tVzT4uE9IJR1J+Roj5HFgsClO7dxLiv3H5Rx7PaLHzw2VvUeI/TFOfE00eTSgFIbJeR6hrCoun3Ej8lAsN1iUjSRhGoomdTXD3towEEw+i0h3wmup4rGQMYIGouJ2bMmMErr7zS/be6R5pBz+0A0dGhjcT8+fMRRZFNmzaxfPlyli5dGvZ8W7ZsobOzk4ULFwKg0+lYtGgRy5Yti0jUuBy+DldA6J58yGUSfnjzmIDvxYv8nBaFCLh7EDWd6BmRM4gN1XZmxs5mfWMZCxfegeP+HzDX+ipVnZ387KfPcO8L/+bhhx8OWvFavnw5d9/tJ1ruvvtunnnmGRoaGkhJ8XWQixcv5sYbb2Tnzp2s/WgVH6xaxb79+5k1cyYiIvYX/g7AG2+8wVtvvYXT6ew+1i9/+cuw9325sWBcHhPzLPz2nWKKy32fkdMBb65zs6fkEL+6PZ+4qEsTehvAtYmOxkaq7OGtkpXI+crSyFFfl4r0YaO445kC1v71depr0hGRgsyN56Y4OnuQNFGuBu4Znk90BM2qze++TVzpZgrE3ifwel0K1RFmqV5Xdb/vQwKcsCnJVkqQnXOHMmDi4EcrSf/BYxH3y/LYCIyZa9ZmXdC1YeP6Dzhm2kNzSjvWvL6HWwM0Z9v4KPsQ2cfOMuFMIcnK4MmDAKSqs0kWB1FtLaVIUo9KJiP3eBbrSuYiSCOoQl4ENN7wRI1TomRsai1FDelhHXjviNvENHsRUVyaW9Hlhs0lsME+ms4IQtwCAqnKGJonzwsqdwsKGpIn0J44lNbqIjIat/Xbjjtl+m3sPxE88dQZZWHTnpSaOuzn3LMVEVKz+opOSfgJgcyhoidR45CGjzAKhMcaHMNmiLchlXiRyXxpUjnCaWymHFr1wdFpLfFJJDf4ya341osXSG6OHcGbr7zA/d+7sgsk5yEbMwf2+4maAncJp44eZtioy68y4XK5+Pmbx2nvCE3DUWtEfvXVBAyG8O3OtUTYXPfVhWyoLWZM12cAjG78lN/9JZ79XTm4u5v0yOctPbqQRMN7Iel552FSC6SnbcS2PZWOkhRkD4d3BOspb+b2+Bost9uNxhzceKUXXH3VEKPRyPHWyNIEapWHGWOkvLnuGRqFalqi7L60sAsQM9FWSLQYyFAPZXz+HDJSL1637krCYlajVvn7iK7W0n4fY8ehjRys3UBTXDuWuL73tXqbSFJ7EjPzb2HMhEn9Pm9/kZOVzdYq/1jGKjPgdDovqN03gCsDS5g+NfYqC8R/ETBA1FxGaDQaBg+ObA/X2/bzkEgk3HfffTzzzDPs27eP1157LWy9ZcuW0dnZicHgD28WRRG9Xs8f//hHNJrQAYZGbwDBV08AJBIBAYHEGA14PIhwLi3qHAQJx5LnoUpIJS49nZy8oeTFGPh6xls8/PDDTLnjG5z92a/55ne+R3p6JrNmzeLRRx+luLiYpqYmZs+e3X3ukpISdu/ezd69e3nyySe7yz0eDytWrAhykVKpVMydO5e5c+fy6A8eYckdd7Jz1y4mTZzEocZymqpque2223jyySdRKpWkpKRcdY2YmCgtf3lgHO/tOMW/tro4x4FxpkLGt18o44Eb1Nw4fshVvaYBXHl8+OKbWCOkamRINaTn513R88sVShb9/Psc37SGg5+0Yrspgw51MImgdzUx3d0V0RXp/VdeZmT7rm6dmN7QghbCTGVjRQ0OYwvI1OCO7NjTExrNEJztYzgwKJopzv3d5WOMezl6cB+jxocfsM2ePJWTR2twCj4SxCWo2LZvNzfPWxBUb8U/n6MpqoyGJBueWOhLuHUkVIzsomLkbobvPsvohkJiezjqSAQJWdp80rzZ1FhLWV48FkF2eUgatRqGx1ShNYcnWkSJQKHrNOpkK3uahuANIC3ujd/ILNsu5NeQaPB5rLFNovkCNtyZbhVNN0W2oHdIdMgbS0hq6AdLg8+O+7bZ81hxzG9TbZB0YHOGn6B5bf7nrvKGjyroK8zSUOJekIBS1APBKbsuhZ3OFiXGTg1KnZPoWDsqZfDvGJdiwe0WkMkC0p+qtCQNsvjSpKKd6Iv3YRyX2f29ANTnzGbE8X93/x3TLqJuOYMtof99lYhAe+FUTh89wtBRo/u9f38xec5cjh34kAzRl/4mADXbVl8RouY3K/ZQ1RhKrsnk8PBsgfy8zDB7BSOQsDm6thKjPZWebdHlJmzCuS5ZzXN4XFNFrliJBJG7bP+hTHiIJkLv73zqUmKMh/QYEUWTEeHMYM6OLI8YN1mbbCd3qIPdxWc58eTTZCij+Mp37yI62R8VIevBqLq9vufQUH0WRUB36pFBel4/Fa4vA15auROb1a9sK4pe0qPLSEk8jSKhka44O+8gQHdGUGifordBollPmjKf8UOuJzvjyo4FLhdEdwwEkPmCrG8SArVNVaze9y+aNJW0RHshFfrS18o9IsmtWnLU47h5xu0oFf2zFb8UpKSloag8hVPwzY+8yCg/W0rBsIFI+KsJu9WGMYyQcN7Ygd+hJwaImmsUS5cu5emnn+bGG2/sjjQJRHt7O6tWrWLZsmWMGRM8SFmwYAEffPAB99wTurIxZPxsdn34BqLXjRikjCcgChJf3KMggNeDAORPvI6F3/lhyHFmz56Nw+HgueeeIz4+npwc30rBtGnTqKioYOXKleh0OsaP96t3L1++nIkTJ/Lqq68GHeuDDz5gxYoVPPbYYyEpBgBp+bncvOgmDh0/jNvtRiqVYnY7aCitJCsr63MX8b1txjCmDO3gd/+poKrOdy02K7z4oY0dpw7xxG2F6DRXryMawJVDadFRaiKkoehQcuujD1y1axky/Tp2sYt2TbBGic7dimZtLQfNEhpPvMz8h78dNPB/+7m/Mt2yE2Uf8zjKHTG0SMLfs97txOhtQ0YibokHvBeOBBBQoU8ajts0m2hlDVkz5tGxuZgYfKv6UrzYNv0L9+hxYScrWp2ORHMltfqh3WVVMl/6T3t7GytX/432pDqa8y8/OXFiajMn3I1M3JpJoakQvTzYQlIuUZCjK+QXnnZOWU+wUjEW50Xmv6vUMDymmlvb/k1ql4U6Ibx2gcrrJMPeyJ1P/IQ/P/8PPmsficzcyP0p+5lqO3BR577S+MQ4gdoLkDTpHi3tsgv/fkJXK9k1ofntF0KXAZD4Vk07HP5FjJnSo3gJXemW4MFj9ZOPOs+lRSXZpKELJzqtl5TYLEoIjkqzq1yoo8GQ4JswedwijVV6XG4ZmmgHhhg7cqVIS5OaEX00rQAAIABJREFUhCT/tyn0WBQeWVCPq2IvtTn+VExbwhA64gRi2vz9f2r5VsougqgBsMji2V2676oQNTKZjOZBU8io/KC7bJj5CK0tTcQnXD59j5dWfsbhCkNIuSDAktEmrpveP/vifhM2Ix3MXLr0goRNUOpSr65LUl52fp0n5a9gwIQeKw8pVvIH8QH00RJS4rwMTpKdS11KQ6UM1AQZj8vl4oVVj1OZGdn1rDa3loSWbIxtNk467Zx94W+koWHWonkMnjwmJKLGc46oqSsuIpDCtOi4qnbmADarlcOtySRpK0lPPokyoR5TrA2rUgigUEPHpjqHSIJJT6p8MGNy5pCfc+lit58HDIl5QE333zp9ZFLa4bTzyY63KbMdoineiiul74sgCV0SkqxZLJx0N+mTP5/0NgCNqwOnwt8eVzc1DBA1VxnH127HQzB5K0dG/pyL1/L7smKAqLmKcDgcNDY2BpVJpVISEkJzMbOzs2loaAhJnzqPf/3rX+j1eu68884QouKrX/0qy5YtCyJqSktLuzs/MTabhpKjxEepQRQRETFa/cymKIqIXi9RWhWj5nw17PkzMzPJysripZde4uabb+4u12q1jBkzhpdeeonp06d3n9PlcvHPf/6Txx57jMLC4AYxNjaW3//+92zbto2RI0dy5513snTpUkaMGIFer+fQoUO8uuwN5syaTbo6jhavb8Dc6bKy4nfPc9/j30f+OYctpsXH8MrDMSzfeIwPd4q+kGIRjhTL+NbzJTyyKIpphb2Lfg7g2saWd9fgiqAfka2PRh8TG3bb5YbT6eTNnTtp1eQGlWvd7Wg3VOI2+wiCqtIM3v7535n/g+tIzMrj3b88wxzb7m5Bzr7gmCMPURoaLSNDirnzEABubzNyaQoumglrTwTIJPGok8bh6RqOLqaEJY99D61Wy8aacmLOrOyuN9hTyeb33mbBHeFD6Mcmp1AbMM/vVKbz6r//SFV6CaaCi4+c6RNkEioK6yjb7WKUycBgzRDUPSIlVFItY/V5DHFVU2Tr5H3FGJ8dTx+gUkNhTDX2rPWIOjsJO32TcIPYFbZ+jLuDbLGGN599lh//5Ceon3qGYepWCh0ll3afVwgbTaMol0aeBCR5tVRjRMeFXV/yj/+TqPCPJCJq0pNJy7BRUV6B0ez/PTRGVdi0J7Wika4AkdNoz8WnCIFPTLgnojV2BqXkgSXYKMCq8lJ5OJHcwiakUhGpTCB5kJ8octqgoTYaj0eEAH4iJt6G2wmygO5wiGo7ZnsunSp/amRLfBQxbf4HmNjaTGSVqt7RnDqOf7z0Avd+/8qnQE2/5Vaant/Qnc6nwsn+j9/jKw88fFmO//GG/aw7FUrSAEzL62Dp4tkXfew+EzZHoOpRP2HjcnspKqvjeJWRiiY3De0SOo2SPqUunYdVpuc/+tt5wLQMKV6yxDoeit3A3B8+3uu+crmcpbMf48Ujj9MWFb7vsMsFHCNqYGssCBIcuCini8pVH5D80TrErEkQQMmc16gxNlQEETV2zdVbeCupOMGRsm1UWIsZPNOGRSXgp6JC+xKNUyTBpCVVks2orFkUDB71uS8UXg4UTJlP6Z4tSM6RaSqlh5pTR8gY5idfD57aw64zq2iKbcYUJUAU9CV6RusQSWqLY3z6PGbMnddr/asBtdNMZ0Ab2ebohxr9AC4LKk+fDSmLEhWXVTj6y4IBouYqYvPmzWRmBofLpqamUllZGbZ+bGzkSd/y5cu55ZZbwnYSt956K6+99hqlpaXdeZf33XdfUB2vx82jt4xFFL243F5++/bekOP88/n/JX3IqIjXMHv2bFasWMGsWcFChLNmzWL//v1BaU+rV6+mpaWFJUuWhBwnJSWFqVOnsmzZMt544w0mTZrEiy++SFlZGQ6Hg9TUVO644w4ef/xxVHI5y//4cve+FY42/v775/nGz7+PUnP5NCEuFt+YN5KZhS387p1ampp9vZ7JBE+tNDJlRBE/WzwChWKgIfoiYu8na6iLYMcdK2pY/OPvXZXrcDmdvPXZNpq1wSvgGk8nCVuLMHUGryybHKmsevYwMUlvMltyrM/n6XIIrGuLxxphYJ7oUWHz+FOnXJ4GFLJ0nO7akLpqVQ4e2XUIXWp0mWe552c/6d42Z/HX2PfsfoYECBrnlK2ltWVe2FXykaNG89m2PXQp/JGGgiEXk/rKORpJREhpUqGszcBcbcAtreaQupPj7v2MsyWQpRmCQhIcPaOTxzBTHsNwZwm7bG42qSO3pT6CpgZ71jo6k3xEhh3YMKiAyTX1xIUharwIpDsqQQKJYhdv/eWvTKGMdE9jSN1rAbssQyi5gDVYrKimVTAjkUjxRPQkBH3ZAbIrIq/sh0NjioTC4b591r6/CrdrNgAJshasrvCRGJYoJ+4uPzkTE4Es6yucYujNx0qNDMuejuQ4eANu2KYQmH7ft9n91t/IHdFGz0BThRrS87pwO8HlkiCX+2a9crmX+godqdl+UkcfpUR/Yi/G8Sl4zw35GtLHM6Rkc3ed+GYPEksHXu3Fue14kNE1bDQtLS1hF54uJ3Q6PdtjxjGh47Pusuym/TicD6BUXJq48eFjpSzfq8QbhmvOTzfxxNLZl3T887gQYePWgCVeTpUqg71mNa/+6ThmiwSxe/H5wsP2wNSlQQkShmZoGZebTKIhChjF+rc6GVvzHgCjzHvY+O77zPta77pqcXHxTBJvZKNnNS5p+K+zOcZD9hiR9gADQS9e6iVm3J7gaMvzETXejpagcqf2ykUfV9SUcvDMZuocJTTrTJjUQPS5f2FaHJVLJLpNRbKYxrjcOYwcO/FLQcz0hCbagNmsICrK/xtVn9iDOjWNVTvfol5eSnOsGzEN+kLOSL2Q1KYgUzKCxbPuQ6PuXfT+akIvegj0DjRLB/RprjY6LZaQV0k7QEmEhRCc/hKM8ePHiwcPHryKlzOAqwVjayNr3/gd9WUnEL2+qBoBQJCgUKmZuPAeJtxwV9hUpM8bTrudFU+/RLXTH5SaLNWz9McPoTNcG0JUHo+HFz89xqaDkqBBX2ysyM+WJDAyJy3yzgO4JvHiY0/RFEH8dFp2Pjc+eF/YbZcTbrebt7Zsol5XEFSu9hpZnKQmMzubdc+/Sl1FGl56DihFYrXFTNPvQilcOKKmyJ1GSW0HKn0S1arwotiZDjvWrgo83ragcqV8EHZn5bm2Q44+rhCPbS4qSSeJE6QsvPeukGOdOHKIuNW/QxYQjXNIN5kbfvhEUD2LxcI/3n8RuT6JhiR/OofSa6Ze8iJu+eVNeVI7RZIaYuisKOBQxwQAbvKso14aHF2hc8E4byoZmjykQviBfJO9hg1uLQdVfoJNqYLhsTUsbnub1VO0NMcEX398l8D0I/GMdJwMOV4n+m6NobWqWUyzH7rmRIPP44QjlZ3uZBwR0u10KJHnj6KjxKdXJEWC/KZvha07ZvMfGFTR9xVQrwRKRqVQkO/rLz4tmcOOBt/3s1i+FXdbqG6cBDflUc0kNvq0XJRxQ7jdcGmuWa+ziJ2WCUFls5JP8vNH7uKJ7d/CpA7ua2/xLmbupIV88sLjZBVE1oxobtSQmOyP/Glu0oBTgsMhQ2NwEB1jRyYVOWCaQ32KT/vJ63Fzwzu/QxPQnB2YUEDdqDsu6R7Ty7ay9N5vXNIx+oLqinLk//5xUHtxdOi9zF1y8VbhDY2t/M+KGkzGUEItKcHJy98biVp1+VyuPB4PJbVNHClv42R5Fw1dSjotioDUpd4hk0NMtLeX1KXQ8+547n8ptPvYFBcymhf8htHjR/bpnC+++2vOZEVOO5R6YVBRNm01wemytrRpnK7zj3tyUrr430V5FC3/NSnVfoKgdlwaNzz8+z5dS2+oqS/nYMlWamynadZ20nXhQD2UbpHodiWelkQamguo6RjCsPQunn348rs4XmvY8o/HSUjytzO1tTo2D+3wCSb3EbEmgURjOvPG3s6QzILed/icsOWzreyW+yPco1yNPDJrIOXmauK5x39PqxDcRoxUJ/P1X/3gc7qizxeCIBwSRXF8uG0D9NV/KaLik7n9sZdoqizh9N4NmDpakcnkpOQWMnTyfJTXGAMeCIVKxTd/8UP+8fRLlNlaAWj0mHjj2ZdY+oMHMSRd2RW9vkAqlfI/t4zhuhF1PPN+Cx0dvs6uvV3gieWtzBvfzPdvGvmlXJ35MuLTV5ZFJGmSvdqrRtL8c/NG6gP0WQBUXjMLY2Xk5PmEC2/68cOc3rGJfe82YPMGhvALtFuGssmWzIiErWRKggmW81htz6O9/jSiaEEmH0k4EWEdSrradyBT6ZE4o/EGRBs4XFWoVTk4HB3oU8fh7hyDTlnDtG/MJmf4sLDnHD56HGt3TmV8l1/kdYx5H0X7djN20lTKz5bw6f5/0pbcSPtQEZWtjjhxKm7BN3FySHTkto6mOOVQXx5lr4gxQ2xDMkeLp3DCnR60TSBUwNYsh7MeI2usThYJjaRpskPWHZNUGdyDyGzrAVbLU1Gnidzc9i45Xe0gg+yGNJpjgn+T1miRJmU8hOElOoVoDKKJTeqZzLXtvCZFgwGqXQb2uVNxhLsJfE5pmkF5dOUUwjmixoMXudvlm4kGIOXwB2RU9S9MvTpLiSUmH5N5L3odtAndaqAojdqwXk5qZSM50ppu2kuXMBhcF0/UOJCzo2soPZ1HY92+31tjk2FSB/9+jR0+3ZqbH/kD6177GWlZ4VOvvI7gNy02zoboEZGf4xScdqirMKC2F6FNGIxFFo9EKqMlUcWgCn8aWlJzOf1T/QlFc85kPljxd5YsDU+yXS5kZuewSTWCUXZ/6IbuzA7g4ogam93BEysrMBlDV9b1UV6eujP7kkgai93O4bMNnKgyUt7spjEkdSm8e1Qg1BowaJzEyi1kaLuYP3cieWmJ/R5DSKVSRn/rJ1S//CgpYjNy3KjW/5nmjD+TmBRefD4Q3170BH/e8j80xIcnXT0SaB9agbwpBZfT31ZKenxpblHCS6/+H3PcwcdRJwa3t/1BQ1MN+4s3U2M5RbOmgw6t6Mu2imDAqfCIGDrkeJsTaWoewumOAsSAFEWpHO6dcvm0j65luD3RBIqaa3WuPpE0KpdIcms0hXEzuH7GTV+I1JXs9Ex2BzTnVlkMbrf7qmsj/bfC5XJhFEL1DDNys67+xXwBMPBW/pcjKSufpKz83iteY5DJ5dz3xCO8/adXOG30BTG2ei288cJr3PfgfSRmZfRyhKuDkTlpLP9hIn/88Dh7jkkRRfB6YP0+CUcrjvGLr6czOPXzJ5YGEBlOp5OS6vqwEb8SJEyYOe6qXMfKzRuo1QcTHUqvhRuivRQMCxYxHDpjLiePv4C6qpF2Sz6BF2/zxnCw6RZqDYeYpDyCVOLbZnV4WGfMxGwsArwIgoYWafhJcaxbwCQIeB1mpCoDEocOr+iP5rA7KlBrhuLpHI3OUMKSx316NBfC1LsfpOHlY8ThI30kiLi2/Js/Vb1Pa1pnkL22XW0jpr2UFn3AfWsLgEsjalJa5ejq01h7JrK9ti2CH7SIlBJlBn8ig0nmYubK7CSqepI8AhmabB4U3TRWlBCvtXf3wtfXnKI0I5l2fc9op/DnM0l17JZOZK5te9jt1wK6XHI+c+RjFsKLUUuREB+dRNuIKQj4dI/c5wgnqdWCJypYKySr/kS/7LjtKijNuhFLzmg63cOJPXOQDpdvUpwuq8PqSgy7nzHKg8LkT+uTy+X0UXs7LNoFA4IseLaoUMGDj/pWD5VOFT0JUaOjufv/k7/+BIdW/ZbE5FDSND7NgtMlQXEu/UkmE2ms1ZKcZek+T1puJ2mA6+QerKNuQkSgKTGPQRXHu4+T0OzE63EhkV78RMspqGlJvjrRooYp82Crn6gZ7Knk0J6djJvSP6FfgCeWHaCpJZQsUajgsa/oSEnuncA4j4b2Tg6VNnK61kp1C7R0SjCZBPzB631JXfJiUNkxCHYMNjuaVheyxsAOSMKeI5uo74PocDgYDFE0fvXn2D98HBVO4ujgzJvPEPvoH3o9llKpZEHyUt6xvoZVEX4i36mFzNEmbPujcZ4jaCRi8IfrFQVcuNFYgtu7xOy+i7q2tDex/+QmKk0naFG10q4XETUQSeJK5hVJMMpJdKcyJGECpaVu3j8d2b0rJ7GLUWNn9vl6vmgwW8x8uP1NajiJNEog0LYkSu9E4gBvGH5SAJLaZKR5Clg07V5iDXGhla5hZAwahKyxrHuhxy0oqa2qJmvwtWmf/mVD2e5D3e3CeUiQMPLGL++3dikYIGoG8IWFVCrl7se+z7t/eZWjrb7Vx07RyvLXVnD3fXeQXnBtWCMqFHJ+eftYdhZW8MInRsznxv+NzRJ+9Go9X53WwDfn9y3seABXHx88+zIdQvh49DRRw6SvLAi77XLiX+tWUxUVPIBViDbm65wMHxFqTbvy+b8y3bwLVZSTE5pqylpm4MJPPHiRUt85kY3ydCbEbqFJ1HKs0YHTfaq7TlTsBNrDxBsICDisp7v/9tg7kavjEO1exABHLJv1NLooCff+7uWQY4RDdIyBA0MXEXf6H91lOd5qThknU50dqg9icZ0E/ERNpzqL+M4EWg0tIXUvBIVHJLlRj6c6m+2Ns333GGmR2uPEJA3vbNUq+EmFfaoC9gELTEeYqlRgUAQTAlJBRpq2ELt3MNVtJ8mN2otK7iajIY52fWtQXZU7/PmsEi1THfvDbrsW4HCJrLOPoz1CJBpAmtxA84wbu/+WIfETNfZgoiZn72v9tuOuzDJgyfEJYppl8ZiH3UDXVp9WzSRKcJIbso8MJxvsY5lv85MACjG8gHhf0SkJtUGO1vp/V6VHS0+ixo6fKDIYDGSPuZ/aU38nJiaYPJXJoKlBTVKKf3+pJvxzGjP4JPaOLJpjRtCQNw9X0XHk5wgotQ0SyrfRlndpgp8tUQW8+forzJ4yg0HDr5wLzvipM9j72TsM9lZ1l3Xs3gD9JGqeWrGNktpQbR6JFL452cmYkeG1pQJTl840OKlrldDWFcl1KTx6S13yadhUndOwCUY40eH+EDYFw/LYVv4ghUf/BsAQVwmbl73Ogm/3rrU2bswkjry3iyODTkWsU51mZtTodNQnpdS4THT0iPjzihLkggdVQNfqlcC697dxasMJvvKD+1Hrg8n9jq429p3YREXXMVqULbTqvYgqIIKsjdQL8SYpic5kcuPGMnH4dei0fkJu+fbI7acgga+PvHYjyy8FWw+s5XD9ZpriO7DGnyPb3CKONiVKha/tkEpFcmo0nM0NEFS3QmJHErMKFjNqQtgsjS8EZDIZGncnRrk/WqqiboCouVoo2ReqlRglKtEaQvvJAQwQNQP4EuBrj34H5csr2F9bCoAJO2+9tZLbb1vM4LEjPuer82P68GxG59h56t2THDkjAxHcLnhvm8iBs0X88uvZpMVfnJjjAK4MTB3tVJrDpxwokDH/rpvDbruc+M/6NVT0IGnkop3rFGZGjZ4QUv+dv/yR62y7up2dhsuqSEtpYn/bbEzO4EgzsyuVnU23odTuxOkO9n0xyZRAaCREvKjGaQ1OknDZ2lBoM3BZPIgBKS5m40ne/sOvuePx/+31Ptvb2zhtOolCmstQj98RYGbTcUrMCVh0wddSEVfKYFcLZpkvIk1EIMU5hlY29HouAL1NJKEhgarS0Wy1Du19B2CkcBpXGPJKgoQiQtO6tsaMpjmqhhll+0jW56OVBUeIKCQq0nXj6HANocN0jOs9RZRnxAXplajd4V2SXNe4AOIa22QaL2DDnSnqaV4QLGIqxa8PIrX69xW6Wsmqqe/X+bsMcGrU/QQqjmj3r8dq9WkRyIxRhKPAlKpGHEIubpf//CpvZKeqvsAsDc29iFH6j6+VxQLNQdsdiuD3PWfESGrPTMVs2YlO2yO8xxUclRATZ8dhA2WYoLDoqgN0RWfjUEXRmigjpc7/PqfUH71kogagtWAKRbvfpLbEgaVTh1Kdw9j5i9HHX96Vd3P+DDjtJ2qG2Y9TU1VBxqC+OSyu+HAnu0rD97k3DOtk0XyfUULvqUu9D6XVGog3eEiLE8lPUzEmJ57BKfEXTF26WJeovhI2s29awIaaYsa0+4Slx7SsZce6fGbccF2v+37rtkf508f/Q3VqZF2s0tTTfD3v23xt6Cj+tHxd0DavKCFGGdyWWrXQKTg4bK6j5A/PkiRVEz81gUaxghZFEy1RHrwKIEIQskSEeJOEBEcSOTGjmDR8LtH68A5e772/mabWyJFSWUlmps2cFnH7Fw3V9WWsObCSJm0VrdEipELQuyQTMJkUKOP8bV2qVUG1x0JSi5Y83URumn77FyK1qS9QO41BRE2rLXzU5wAuP9o6Q80ABoSEI2PgyQzgS4FFDy1Ftextdpw9gYiIFQcr33ufJVYLw6ZfOyJhOo2Kp+4fx5oDJfx9vZ3zfUNVrZTvv1zN3XMauG1GeB2PAVx9vP/nNzBH0NbIELRkj7hyK8YA761fQ2mPdCeZ6GCWrJPxE4Lf6462VnYu+xtznKHpPzHYmRuzlgPOETR0TMAT0PS7UOGyzCU5NoOWrnV4PC5U2mwaIqSraFxWelJXClkaMs1EZDIj1q5tBOaJ1JV+xofP/5HFP/xZ2OMd2LudnVVraUlpxjRMoCs+ntwj0m7NlSgsTDucx4YZPa5HBpqWYszx/lG7MboA3Bsu2LMldEqIrk9le8lsjtA/YjRdbCKcp5JeVOKU+FdqFSoYFlvH7OJ1pFb6npbbXEq1voBE/VBU0uCVWrVUj1o7jXZbAeM2lbLtxjKQ+SgGnSf8REiUXMBC6XPGauN4qqWRB75pHi0eg4d4UzGter/oZCBRI3H6v7uCY//otx13RUYGEn3w7+sVlSBCjqIKqzH8bK8jSgA7uAMczSL9Bn2FTRLKmMSKfj2IOG0qUBy03a4MzbWaeevtfPJyI/LMku6Vb4D4VCsOp6S7TCYVaWnSkZIVet3Dcpuxl+6hJn8ezfEppNTVdG9LaI1MrPUHNqmBtqQp5Ko3EKVvB9opO3CIrk4VdouB+NSxjJx3wyVP+mbcdAvlpz8l/pypshwPR9Z8SMb3Hu113y07j/LBET09/TS0KgdDMizYFNH84P+KLjJ1KZLr0sXhShI2s7/1EEV/rWSwuwwByDj0KmWDcxicl9XrvneN/xH/V/pbOiMEnliVAusbVzB82HMkpCeB/1XDKwpESYKpUqtGQJ3gQZZgxZlg44TBi1sS2c1PAOJMAgn2BLKiRjBpxFziovuWSr6hJnK0jCDAorwLC+5/EeBw2vnos39R6TxMY7wNd+qFNWeMVhmBXGqMXOSnOb8leXJoRNcXHVpv8LtnihhGO4DLDbPoDpES0Msvn1D7lw0DRM0AvjSY/807UK78kC3Hi/DgxY6L99as5SarjbHzry3V/q9MyGdSvpnf/qeEMxW+z9Bhh2VrXewuOcSvvl5ATNSXM+z2i4KqU6eo9oafuGhRsuRH37yi5/9ww1qKe5A0UlzMoIXJk4LD+0sOH6Rh/dtM9kQe1EolApNVJ6hNquNoyxxs3uDVbaM9n2hVMl75etyyPMJF0yiRY2zfEVAioNMXYHfOBYsCvaGU9IJFnNn3EXSHuouUH13L6tc0LPz297v3fPedN6iUn6Ax2YQzR+B8z92U2Mpu/RhmmfyOgxNtRymuGUV1RnBURaX+MHqmdBNPdkkUQ1pGciYlOLRW6oXkZhXKukw2Vl98qposrPQsaLxSkIJCCcPi6pldvLaboOneVxBJMp/GaT5LU0whaep8ZJLgqJgoeRwjiSPto0wOp5/i1OQWorwmwkEhhk+J+ryx3jKGsgjpYQCJXi11GMEkhc92MDilGEvhWDpVmUgDRm/Sczkk+rIDZFX2j6VpTJVQOSlU0LZT7ltBH+suwxE27cnOWts4CoSjeEX/c4/2hI+q6yscQmj0k8Hpj6AZnD6MzZ1bgrZb1OHTl25+6Ie89+z/Y3BhAzKpbzIplUFrvZqkVH97JddGFpcem3YIiyWHupzrGXlsBedN4KI7RLT1x7GkXnokanPCaIoOVTE2v8R3jVKR2DgbxNmA1Rxdv5audi1eVyK54+eRPWp0v8+hVCipSJpEfNP67rIh7QexWixoLqCJVVJazUtbvUSrHOjj3YiCFKtTgdEiw2JTcri0b5MGuQIMUf1zXboUXAnCRqGQk3nPY3Ss+DExGNFio/a9pzF9/8/o9Rceg6SlDWL0kZnsUG/HE4E3boh38frHf0CjuyGoXBQlRIvBZKRVI6FxemDqZyixEGuCBHscg3TDmTjsepLi+08irF+3k7owmkTnkZZgY8EN/dc6ulZw4PhOdpd/SmNsC2bD+WfYuzBwhxDcv+miHCQnfvlIGoA4hYLygL+t8oHx9tWCWQhdhEhJSwlTcwAwQNQM4EuGWXcuRqXVsHbvLtx4cOJm1bat2M1Wpi5Z+HlfXhDionQ89+A4/rP9JCu3ujm/gFxcLuOBF87y7Rs1LBh3bejs/Ddi/T9W4RTCT8yzNHqi4/suMNlfrNq4jlM9LLiluJniqWfajFlB5ds+/gD9yQ0Uin1LDTnjiaXL9jHxMRMwWocTOICzi9F47LdgNITaQQMkeBRYzpEVgqBBnzQSt3E6GqkTdXop9zz2YwA+dDgoP7IaOL8q6aV470fI1SrKxVbaE6pozHad2xo6gNw9poHC7YbulXIJIrNKWvlHiggBThQmnZHMjrO0BjwrmWYo4CNqAu21t3eEpon1F44ISrZSBEanNjD97Foyqy5MKihw0ZrSyKDOg9Rbp5CsHoJECJ7lxClTmduSSuG7lbilh8K6lsS52i/6Pq4UNjhGcxYRkfCr0QZRTSdmCEj3qGho44FFWWzbuIZ2QdL9yggu32BucOUmlP0wevJKoDI1/KS//ZwLmsQUPh1CqWnELQwhX3o6yOi1EqyLAAAgAElEQVQ8RuxnOE8POMXg31eQwKTx/nS7IYMKkLWLuCX+d9shE6iuLyMzNdQ+/LafPMkHz/6S3BGtCOd2ETw90p9i7ditoIogrBp1aj/G8UtojxeIa/Hvm1q1g9LLQNR4kdA1YjIdLcXERId+40qFl8RkE2DC3FTG7g/kmDt1KBXZjLlhMVHxfYuMGH/zrdjf2IrqXCJbNGZ2rHqPBXfe310nMHXpbKOLhnYJbreUNpuatvA8aAguJnXpSuFyEzapaUkcvO5H6Lf8Fhle0r31HHjjL8x65Ile7+/WhfdR895pygZF1gYrz6whvawJyOou84ig7BHVYFZL6SmebrCIaFtViM0abM0KPE6wiSpsmk50w3vx246AVaVCSCRVIOZnXJ7IsquJprZGPtn9Fg3KMppjPKGpTREg9UJyq5JBslHMmXs9LcV/6t6m1bhprakgPqNvqYRfJKQnpHAggH+3yQdkB64G6o6fwRom6Xj0DbPC1B4ADBA1A/gSYtKiBSg1aj7ZshkHbtx4WHdwLw6rjTn33PZ5X14Ibp9ZyLRhHfz27Qpq6n2DIpsVnv/Ayo5Th3j8a4VoVRHU8gZwRXBowyZqhfCDtRhRza0/e/iKnXvN5g0c1+YjBgyyJHiY4Kxm9uxg7YAPX3+VYc07iaVvE8mPjNkYW04AThpb1xMXV4HHfj1O0b+apNKU0xhWvQNw+GLX5dJkFPETcRuHoJJ0Ej9O5Ob7f9xdbfEjP+XtP1ipKw2MEnBxYus7WKdm0xR/YStpl8rFZxn53Fqzr7ss21vLuJOTOTSqPKiuw3EaAoiaDk0O6U0GlF0qjpaE2mtfCsKtBAGgUzC/9j/EG/sWLi/32DCojRjU62k0H6HLPYkkdehgOEWVhVccxKmOMySr9hCr9v3OXgTS7RV90Su9KhCBDZ7xVLm9uCPYI2lQYI7KwtN+DCT+iAMvXk5u2sZ9D3yXv/3qme5ALMHlJKXofTL7acddlaWicfSisNs67WrylWexGcOTrC06OdhBsPlpGmXcEHRcvDU3QL09ePVer/MyaZbf4UKpUKG1C3T1mHeerjwRlqgBWPKT37Hq+SfIHuoj7OJTLdgdMlTKc2LMUpGmZh2pYdKfAEYNrcJVc4CWOANxLf40rIS2Vkr7fYfhYVSkUOaZwXh29lpXr3Oh13UAHVQcPExnpwq7OZq4lNGMmr8wYppUYlIy67WjGWvxC8MmVOzhmXcLqW2ThEldunC0y5VIXbpS6CZstmzg6Jry3gmbEQ5m3H8vckVoxND4KePYUP51xlS+DcAI6wG2vPMe8+68vdfreODGX/DXXT/2EQQBEL0i+jY1eodAF7UEEjVerwSNLZiUMeqkRFk96FuViC0a7M0KPHaBnm9wl2DnmK2RM88+R5qgZc6Sr5A1rm9uUbu2H6KyKYJfN5AU7+C2W6/v07E+b7hcLtbufp8S4x4a4804k3snZs4jziiQaMrghvF3kjPJvyBYcUgepIF19sAW4jNCoxO/6MjNzUVSVIf3XCfqkGhprK8nOfXLGUF0reD41j0hZTqUxA0aiKiJhAGiZgBfSoyeOxOVVs37n6zBhhMvXracOoL9dQc3Pnj35315IUiPj+Hl70WxfNMJVu32iQwjQtFpGd96rpgf3mJgytCsz/sy/2uwd8t+vBGiJ4akp6BQXBkh1/VbN3FEnduDpPEyzlHO3DnBIp9vP/8cU827UEfQ0AlEk1vJjmY91gAnG4C2tjMolDUY1AsxO7MAsMvCRxEZRDUW4yk0mjw8XIdo0qNV1jL+nokMGxNqUX7H47/m9Z+2YWw72l0m4kCzp4o4ZSZtBRd28Dk5tIKhDXkMc/unjTObjlNiSsSs95NoZ+NPku2ejVXqWxHzIsVgm86nJy/vKmC2txybJDwJ0TF6MtbDxRCJ4OoBlcPWTbIk65pIZhVVXdm4hXHEKYPtjSWCQKomH7c3h5Ptp8nS7cGpUBAjvbR0nMsFOwo2S8fSbPZgi0BkyZHhEFM5YBpBSuoQsts/xe7xT+paa33RYHKptJuoUVnayGo91W877rNZN4TdZmmoxWjWM89TjS1M2pMcG1ss40EKngBhSV3CYHBdPFHjQM6OrqEIAaMtgzrURU5tk9GlCf72mjqrL3jsRT98irX/n73zDo/rLPP2fab3GfVuWZItW5ZsufeW2E4lIcUhTnMIAQKhZAMsZdllWT6WZYGlt4RAAiHE6SHVSWzHNXHvKpasavU6vc+c74+RNTOaGWnkgm2i+7p8XZ4z55x5z9Ep7/t7n+f5PfYN8ossSKQC5i412XnhYa1CN7ogWiLdRW3ufKjdM7wsvSeI1NZLQJ9cRMtYdBcs5OiBM8ye0TL2ykNIJCKpqS5IdQGbOfbOu1gGNQS8mUyZs4biufOiXJe6TbOY49g//NQsEDvwtTTQMDB9tJ9BpgCDLoBW5WNKRoAVlbkXNXXpYlFx9TVUXJ2EYHMMWr72fELBZs2GO9nxy9PMdIbSTisaN3F4bylzF8c6C0ai0+q4SncHL3v/hsKmRu+UIKi8mI1+7Blu7IDmTPS1HRSFGGvuqfnL+Oyqezny9y3sbzlIh+BgZIRN1DHho0E00/zSJrJf1DJvbiUL77g+4foAzx93IAYTu8uszLr8IhVHcqL+KNurXqLb1IlFy5Ad+dgijdorktVvYlbmKtatiS9muxzqKKHGYRv9GXSlolSp0PgHscvCon1Dc+OEUHOR6enpi1mmC15Zz9t/NBNCzQT/tExfsoB7NFqefe5FHHgQEdnTVI37l3/k1i9ffjMEUqmUT19bycrybn7wQgc9vaFweatV4PvPWFg26zBfu20WinFYcE4wfjb/6a90JrAUzgpquekLF+fa2brjfQ4piwhGFFQVEJntOs21a66JWve5n/2Yq5y7h52dRmOPv5CWM534gw1xv/d6XPR4XiQrcyFO5zS6JPGtyI2BIGTOx29fjRQRnbGO2/7tc2jj1IJ48umf0mNqpHO9m5LnpuI1h8UWUXRh2N5OQJmHuWj0UfjOmTKmHpEhH0q30uNg+VEDm1eE/z4KQcQ4eApneri4sjtrEqER/4ULOZkqNhHbxQjNBvnTcnGq1CQr1GidPhhRIqHQ2AQ0UTdYjko+G4M8OupDJpGTp52F3T+FLnstWsMHKGSjD8QvNv2Y2CMpx2bxYxXiOyNJEEgJ6tgsWQhAZ68St+njzPW+w+CQs5PfEzoOWUSahVbdR1bT+Oy4myanDNtxjyS36SjH/CvAHt95SKHtQpROC7XHFxZq5HI5CYKEkmJAMCHIomfw44lsCp8KRsQO2Lzxrrholtz5LQ699v/IzHYgHWEjnprqxuUAdYLyCylGAXm1BbsedEMpQJIg5J5+hzNz7h3zt5PBLyiwlS/EYS/G0l+F2mDFZHQPp2wlhUzKoC6XZkcBm/fb6N12CItNFuG6VMhcQykzImp0LQkc5gPCQo1aA3qtD7XCB8EAFpuMQZuKQb+U6+Y7ufeWK7cmyVnOV7CRSqUsePCrNPzmUfKCXcgIoNv6U7oKf0p2TqxwFwgEqGs+wdHGHXT4G1HoBRxpHhzDt1jEb0tH2MoHbGhGvGbnL78BgDkfX8ucj6+l/UQd7216jXbRgWuUZ2uAIO2CjfYju/ng8BGmZGRx7Zc2xkRhHTtcTWNPYpEmPdXHA/fEF3ovNVa7hVd2/Jl2SQ3daT6CeWNvAyCIkN0vJy9Yxq2r7segG90CWSJkQIRdgEx5eUwIXAzUXkuUUNNtTzIPcoJzxub3woh6VnrZhFAzGhMjvgn+qZlcOYONqrt55s+bsBIagB7qasT7k9+x/tHPXpL88rEozc/iiS+l8avXT7D1sIRgAMQg7D4qpab1JN+4PYOKoiTf0hOMC6/XS019S9zJKQGBuYsvjt37jl072S8vGA7DDf2eyEzHKW5YF+442qyDvP/4r7jaczDebmJ4zVGCpasakbHthbt79mNI1xOIM4MpRYLgzkKhNgJeVPlN3PfNr0Wt09fbybObH2cwu53eiGiZU58IMu1vJXjtYaFIFO2kvtOF7+ZsHLmJB+M9Gf1DhYUPDC9b4DpGbesc+jPahu219ws5FF4VHBa5nLJUluaf5IO2gkS7HhdyBWhc8SOXtEEZFsAjM0CSKWg6mxgj1JylJTeN5bZNNFvnYFTOQiOLXlEp1VConUuvpwSr9RhTDYeRycYz6r0wNAkF7PUVIHUG6BvF4anEJ2e6p4rOtBSOeUJ1ggbNMvbqbmC5cTu9ll7OBtecFWokYpDC9nj+WomxmKCmcuPIPuAwNmUmM5U1uKzxaxF0aDWcvU38EcWDFWL8CLNkMUtiB0YpgVgBRhXQMVKocUvGHjiYTCaK5tzPmao/kZbjwuWWoVaFTqhEIjLYq0OtTexaNX/GaVpsSnS28PWd1dsSadBz3gxoSzjV1sj9n/4eAH0dbRx/71UCwTZ0Jjs6bfgcm30GGpzFnHHk0WlPpd+mwW6XjFpTBGCfYjYzXGGhpsJfy40VHRSXljDY1cPf9ulxOeVEpj4JAqwsHeTeW1ZfwKO99JyPYKM3aNHe/i2cL3wDDW5SsHD6Lz8k9Ss/RCGXc7q5hsOnt9HuO02PzopdJcBwyafY55DaK2KyyPDbo78rJDqF1akFvSk1alnezFI+OfNrOMwW3v7NMzTbBzAL8ScSztInOOjra6TqP/+HArmBGz53F6ackA3z0x92E/CnJtx2cVpPwu8uFe/tfY3jPTvoTjPjykz+OW90QJY5h9XltzNzYfKFujMnzSLgCr+r9XoPfr8/acv3KwlNILpflGTm8gTngSNO3ceMtMT35AQTQs0EHwHypk3hU59/gL/8/ikGxNCA4sRAG57//Q33fOMLl6VYI5PJePTWOaye2cZPXu5j0Bx6QfcPCHzryT6uWdDLwzfMvCzbfiXz6k8foz+BLXVeUMuyW2664L+5Z89uPpDmRFlmA5TZa7n5mnAYd2PNCZpfe5ol/tqRu4jB4hHYMpiFw3EEkoi6Gd5OGn+YmxFU4wvm4ncESTGd4ravPDL83f4929jT9i69Ob3Ypsd2JAWphFN3B5n29GS8rubh5UHRQvbrMtrXp+FOS9zGD+Z0MGNnKhmEQtIFYNWpHr534D78kvCgu9LRzIC2ePhzWrEC2pI98vjIFTA9vZv0lADeE/HbqBwqBOzSZUOSw1uVC05SQEXE+p12aEhfxDrXTpBBWepBPpAIGHoVZGoqUEii61RpZUa0spW0uabjDxxhimns6+JCcURewZvWaZT5OmiTJi68WejXMK8/FE11p3s3eZM6eMv5cQAcdoHtqqtYlbaXQE8/APKhwcAskxPDqfG1KZ4ddyT9QhqzPMdxxkl7UggOdjjmIEhhhuQgQTEsbKiCY4uco2GXxtbDSBsqkh2JTpYGI8zfPfLRB6VnKZ45i87TK3C6tmM3K1HnR9TY0Y8tNDm0KohIoczo8SH6PQiyC2eZ2jN1CW8/v4nrP7GB9Nx8Vt37+eHUpepmGx1mGWa7EndyhwwMuS7pfWTobUjVUjrOZJIrhgbbEkSKeg6TWVbMY4f0BOMEn5UV2PjGxtUX5gAvQ85VsJlaWsTOuZ+h7PCvAJjir+e1X/+Qo/NasKiBYe0x9nmv8omYLFIElxKbSsSW5sKVEUA1ouZbNu1Rn53aRBIraE1G1n/7YQC2PraJmqYmuiQORnu32fBQ7evl9K9+Sx5aShfOoa4nM+H6JmOAB+++PGrTNLbVs/ngs/Toz9BvECEHkkltUvhFsvt0lOoXc8Oy9QnrOo3GlIWrqNr26rCjnFwepPHQHkoX/fMVe02RyohMyHTKz6049QTJYe7sxibETnjNWLnoErTmymFCqJngI0F6QR6ffvRzPPnzx+kNhjqxdfZunvr+L9j4rS8iv0g1R86XOVPyefJfsvjhS8fZd1KGKELAD29/KHC08Tjf/kQBxTkXz33oo4TDaqXJGjuAApAjZfVt6+J+dz7s3beXXWQQGFHgcrqtmtuuvWH48+7X/47qxGZmiu0jdxHDYX8ep7oG8fnHN9LVGmbQlmC2UuWXESqbJGHAXMazX38GZfkArRltMfba8RCkEuruhtKnC/B6w+JEINhP/ktSWjYY8SWo1elT+dg5aSq3t4YLCxeK7Xw8s5qX+pYNL3O02CDCzdxsKCJN2UO/J3HhyEScFWjSjD68JeV4gEDVgbjrihp16D9Z2bhVoEpyXN+t1FMx1Gf50F+IzqRmuXtf1DpKqYeKtANYPUc441hCtmY6UiH6tW1SZALXUm+ZgUo4SIHh4tUUEIFd6qU80b6Am2SHaJMmjtTIDWhZ0HuKszkuMj+sbmwka/ITPOX8JKJEhscN2wKLWTlkpy6Xy0hTCBRdIDvuSMw+PUFb/Lorcm0XgiTkwjRVOB0V16ILJD7GZHBJ1FGflSp48JEvxqyXYcgDot3W3Krkc66W3Xo7bzzWgUoaHamQmurGYZOg1SeOXJs6zY23DhRD2SVKN2Se3krv9BsSbjMeRL8Pp83DXk8m7z95iK4BCYMWCYFhDWlsa1y1RiRV7yZLZ6FA10mxpolMRTcRRlk02EvIHQhHRZQ7jvFf767GG+cZkJPh4QcPnL8T3JXAeASb+n9/Ckl5B64MB536+VxtC0VvrnIeoLV1EZZpTVHbKfwimVYlWcECpucuZu7sZTz/5h/ZX3AIkVAkKoA4or5Xmtgf9dmrTU5UWPPQBtYAVe/t4YNtu+kQHPhInALqxU8TFuraghGpcrHMT+tEqZybVBsuBi6Pi1e3P02L/xhd6R4C4wiazhyUkuMp4aalG8lakn1e7VAoVdhsSlJM4RdZV8Ohf0qhJjcljaMRuoFLHt8NcIILw9G3dsY4QqpRJF0I/KPKhFAzwUcGQ3oan/nGF3nyR7+lcyi0vcnTzx//+xc88I0votSox9jDpUGhkPOdu+ax80Qjv37dhn1o3NDZLeHRx9q5bXkn96+9OCk5HyVe+PFj2BKkCOULWqYvnH9Bf+/QwYPs8JvwC9Gz1lNsVay/Nmwl/+oTjzO9e3fcWfiRvOWeSn9HDaJ4DvaiygIgdjsNCtzOqUQG2zj8GXiOGUktHqA1L8mBrEJC/d1Kpvw1F58/bCXuD/Qw+TkpDfdqCaqjBw8ar0hmZyptHVmclE6nIhCOGrnatZNdqhn0uENRFDsa81g93YpbElJ8AshZPK2XN48nL9TIFTAtvYd0oxdvSflwVQRpfwf2BEWb7SWloXXcHuwGAZU7eecngLdli6gQWinwxxZb1QVDfw+D0km5cit9rsN0upaQrZ6CMKLIR4aqAJECas0NpMr2kalLbJd7LrhRsFO9hGf61rJO9j5d0sRpOemihm0spqCwhaLW6PNW1mzjkdzf8kRwI3ZM+H2wvW8Wnl+9yEylglJp7wWz445kkrMOtxi/PkOzJmU47SnS8QnAGDi/Gg0eIXoSwKiNX2tjSsEM3ul7N2qZQy3i8/mSnhn/2ENf4vkffRd9hg+NOqSCCAJY+zVo9YnvU7lcoCtTQk5bWMzJ6aw6J6FG9DjxWx04LUEsNikWmwy7TUAUZUD8+kCRjHRdKk4BeetB5P5G9Cn2qEKnI8mf1IF9QIOOUFSkBjcr5Yd5npVR6xkMQTZkNyAwa9zHdyUTT7AJKJ3481vw5XZiy7AzGJFpWZ9qIWd7MWWBkPi3vuUofzROQaU0kxnIZVrWIhZUrkI5oijxvbd8np6Xv0ZTQfidJUqjI7v0vuh3TVCXIBc0AeXrllG+bhnd9c28+5eXaQvYcSR4RksEGacGEgsYOp3I5+++aly/f6H48Oh29rW8TXdqH/bU5FObdG6R7P4MFpfcyKJrVlzQNvnceojoC/kCl19K2IVgypSpCFUDw+YNbqkBy6AZY8qEYHMx6GiNnWjUiRP1acZiQqiZ4COFRq/nM99+hKd++GtavSFL0jafmT/8zy/45FcfRncZWnCeZeXMYmaXuPjBC9Ucr5OBCD4vPLctyL66w/zHhmJyUideMOdCe0MDbYH44oYaBR//4sYL+nvHjh5hq0eLT4hOZymyVrHhurBIs+kXP2eJfQ+aMZydnJ4Am62TsFsPM5pLRmJk9ErjDyDTAnLypp+hsy4PP+FBpx8FNC5hYWczVdcex2EcW6AQ1QLNG7QUPpuJP6Lz5/N3MuVv+dTdpwKFQKpNILUzm0OnlnDCH5paHNBNopTTKIYKC+twcofqfX7jvg2AIHK0fc24M8ODL39OLhwf++jPCjTz+hqon3tdTNlKU/WxOBIWqJHjmhyKxBDcLpwaOeNxfnpbu5Il7iOYiC966IPRy9PVg6Sr32K/eyEmdy6ZqsKo7wUgW11CQJxM1cAp8jV7MarOv0DiAEY+VFbyfN9aFoj7sUkHCSa4zgyiiqPMwylN43feh7mz+BnmNPdEuTfldgT4cspTPKu9gSZ/KcEg7OmaSp7hFeY1j9+OW8jKRiZ68QvxIyP1e9/EZPfhJFaoUQo2PnRUIAxlkUY6PgGkiOOL7hmJV4xO6UhRxhdMSvKnIe8W8UnDgzWvVKCprY7SouRnHD/x9e+y+Q//iqYw/HdXGsZOf3KnKaEtHFGX3je62BsMBhGcNjxWN3YrmK0yrDbZUOpSchGqcgWkGIPkpAYpyZYxs9BEZVFuHNelsOvQ6YMHaDz2PjJFD4YUJ0pF+MJSyn1UaWewyBGu4TXfdZgXxGWIQ39gpQruL3mdbGMHJ7buwjKoxu9Op7BiNdMWL0mq3Vcy/ZZeWhX9WK5upUd5iAHDyDnuCKQiby6AzL1G0rCgxsNtJ/qY/MWfYTSMLoDfv+qb/Orot0KpO4BfFn1fazzRgps8Neucjidr6mTu+39fwe10sfnXf6FpsC8mfTmQsxBvR4IdAJUpbag1yddxOV+6ejp4fe/TdKkb6DEFIReSSW2SBUWy+9RMVszhllX3oFSoxtzmXFCp84Gw0K/SJK5BdiVjMBpRBZpwSUP9ZhGB+tP1zF/w0Yi0+0dj9bpjLnOdMCHUjMWEUDPBRw6FSsWnvv0IT//w1zS4QkUduwI2nvjJr/nklz6DKevC2JJeDAwaNT+8fx5v7D/Fn95xD+fzN7dJefjXLWxc08Gty2aMvpMJYnjriRdwJ7AWLlTqSM/JuWC/VXXyJO/aFXhHpEQU2qq5J0Kkee5nP2a1cw/SMYSX6kA6J7q9eHzV59wmQ+piBhNY2/hzbOyc14C+sJpJ78/H6Y/uUNtdk5n693Rclfs5VTm2KODTQ9vtRvJeDBAIhsPfvd42pv11Mr7ZU3i3cR2CNPr8NNuz2Jm2jLXuHcPLFviOsDC1gv0DoaiWqlodOZni8AyZTZ7J/OxqDnbFjyOXyWFaRi8rBtso6ymg0RVfZJFa4kdV6ET5sMQiuD3jcn6y6kpZ6/pg2NEqHqYEIkGGvpci1X4azVMQpPNIUUTPFksFKXnaGXiDJZzsr6FE/0HI7eYcaBIKOEARbw6so0SsRyl04EzQZjVyOplCjxC+X55z3kNn4VbWdRyPipQxDYo84HqTd3Pa2e26CkSYZGlFGEdBR7caCtfcy8oZM3nr6V9gK5pNX0pFlHMagCeoImCPX79GqutBEMJCiC/C8UmZVoqOc7fmBuhwR0cKpIrx7X/lcjlat4B5RBZQfXvNuIQagEnTribg/vvw55QUNw6rBK0h8bMkLR+CJxgW1AwW0LUdwp4/D9HvI2iz4rb6sFolWGxyLNazqUvJDRbVGjAa/Bj1fjLl/dxx1XyKstPGXWdtyvwFTJkfGkj5fD6OvfMm/V1HUenMmEwe9IUOAtWS4edmFv2syTjBlr7ZSKRwW9Fu8o2hUbtCHiQj0wE48Fr/zN5Xn8E2qEUiyWfW1beQUXBhipFfSiw2M/tObqFx8Bi9ym769EGCSiBBN0ciQppZQNNjQt6Rg6y9kO0GPzerNiEnQK7YzeEnfszKR74z6t8uLS2dxdzAu4E38EkFRFn0c1HrjL4WTfmxtaPGg0qj5pavPwTArr+8zPGaU3QLDoKiSO1gfsLt1BoRf+s+Hv9WFUuvWkrFBY5OOYvP5+ON3c9Rb99Pd4YDb07y0TPpFoEsRyE3LLiLSYtKLkr7IimevZK+piPDn/U6L9b+HgxpiWv8XKmofZZhoQag03z527NfqTji9BtSDeOLpPsoMiHUTPCRRCaXs/HfvsymH/+OGmsnAH1BB0/88nE2fmYjmZMv7w7axxZOY/E0G9/bVMfpltBt7HHDH970saf2EP9+Zxkm3URhtGQ4vn0nbUL82WOjqGb91x++YL9VV1PN22bwSKJHY/m2Gu4asuC2WQfZ9vivudoTvyZKJJt9U+g7U09QPL/0jFARvdhZszRRQ+2yJkDAleunZ8MHLHinGGfvTMSIwbBX1CE7ehULW6s4eO1pgorRO6HuNOi6KZ2s1/wEI8QIj6cZ+TElgj7+LMvzgyuYpT5JJiGBRwBu9m7hgFiMKMhotKYx3dWKWR2ONMktEUbWaEUmh9KMXlYOCTQQut/NCdJS/MFgjKUkgEqUDAs1EpcTv6BmLOcnc9BL78xy1rp2jrpen5BCujgYszyAhBx3C0ih2HQav7+eBlslGvls9PJoMUIuUZKvm43ZP4VG+0lKDfuRy5JXQo7KK6jyp7BfdjUpwV4KhVrMCYQoGVKCwWxOSWKF4p2uNbRn5rHB9jbGiAw+lRs+1nKUnMmdyFUSMqvHFw3WPDmF9UtCtsopCjsV8rc4frgW67R59GvDAxpV0ItHjD/IqFenR0b5Rzk+6TJKwHfuQo0HObssZUSWFTJ6E6ekqV1yzCNSe3ot46+IPWPl9ex95U202nD6k2VAg9aQOP1JrxfpTxdI7wlfH9kNe3ilsSQidWnsLqMgCe3LZPBh0AfQ6GVIjTqEiNl/kTT2vPxXpnzpK+M+tkjkcjnzP3YLcAsA1r5e/vTyLrwyCW/wYtoAACAASURBVLP94Xo/C7xH2SLMZk1RDbOzTiTcn1bjR6uxABY6q6uo/VCJ02rAkDqDOdffgkp9eaZHR2J32Nh3chsN/YfpUXTRpw8QkJFQmBFESLdJyPBkYHKm4zkow2UvJHLqWxxUsCX3Oq4X3wSgwnWELc/8jWs33jdqW65bcyv1LxylbnI7wYiITanoibHmnlRx4VKLV2y8jRVA/e6D/O1IG67OxOuWGdvxOYO0YqV1+ztkbdtN2eRCVj14xzkV4x3JsdqD7Kh9hZ6Ubiw6QAfJRM9ovCJZfSnMzrmaq9demFpRyZIztYwz1VLU6lDtH0GAur1bmX/jXf/Qdvwj0PicDERozeZ4VccnOG/cThfWOIWEp86dqE8zFhNCzQQfWaRSKfd884u88NPHONYXKsBpFp08+fhT3LNxA/nTp17iFo5OulHPLx+ax7Pbq3huhx/v0DOwukHGp39Rz0PXa1g39/I+hsuB3Zv3EJDEHyBOzUq/YJ3zxvp6Xu/3D9dQOUuuvZZ716xDJpPRcqqW068+yVJ/zZj7e2VwEraBYzBKREYyqLUz6ExQRFgjG7FvqYQDNzRTUtOL4cBCPGL4WEQE7AMVzHk+m84VB+goHD2yRJISQDpvKhyqjXLZ8blPca3kT7xj+GzMNp6gkrfUa/ik6/nhZQViJ+szP+SF3tBMqK91EKaFhRqLqRidzIzdrxoWaJab2yiPEGgAAqKfxnnL47bVIcTvvAnKcIqH0mpG7Rj9mE+lpmDKUMQUDY5HhzKfdHesUGNBT6o0LAbJZALTUo7j9Z+g3rqQNNVMVNJoIVAt1ZGnXUyXuxSn7xgl+mOjWnqLwC7VEpZs2Mi+Fh8VtQfQDtbTm+A6ERBICZh4R5o4daTBN51fqrL4dM7T5HSGz6ckCNOb+xD14+sgW1IErv7Uvw9/tjuMgJVZpY0gNnLkeDnm6fOwKnIxDXjjpq6pJGYOu8OpcrMkBxEjrkW5XE6CQLOkGBBMCLJwiohECovmJ454VPhUjPxBm78//spj4LCmodWGRSa1MXq/QRE6Pbk0OSfTZs+my25kjf450nvCM8pZ5kFs0sTXiVwBBkMAk96PXi+iMipAp0ciHb1rGUSGrXwBp+vqmFJaek7HF4+9VW1sbSvBbAhECTXTAw2sKzjJ2vxdSe9LEMBk8mAy9QI7qH4/lCbldaUxafpKypbHf1b8o3F73Ow7sY363oP0yDroNfjwS4TEwgyQahPIcKczWV/BwvK1ZESmHa2PX3TY0ZHLgby5LAgeBqDyzEu88Bs3t3xmI3JFYnewz978b/zftn+hM92HIIAoQpGiMSoV0q0Gr/9cUnZHJ3/uDKp2Jr4WFSoQOvdGpH6JdEvsdLdWcfQ7jRRqU7jhi/eiNcWvbZUIs3WQV3f9mXZpLd2pfsQkCwNLRMjqV1BAObeuvB+ddvyF8C8UDrsatTr8LLT2n75kbbmYmCTR5pAO2eUvxl6JHH9rO4ER0eEKZEy7avElatGVw4RQM8FHnju+8hDK3z7F/raQjawNN3/5y7PcefstlMy7/IsN3rW6nGUz+vn+cy20dYZCkZ0O+NlLTnZVH+Jb62eiVl2erlaXmq1Pb6JDEj+aJkPUcMu/fO6C/E5LUxOvdjmiQmwBsh113Lf6amQyGXveeh350c3MEke3eG7169nbJcPtSTwznBwCWv10JKoCxDjDWDky6pfHd5lqKHOgKtjOrM0zsDuiQ9ZdgXTStq8le9JhDl/VFbNt5qAUQ2ceW2pWc1RipCTjGEW9zyKK4Ygev/Mk66RP8Z72kzHbv983k7nGE8yKELOucu5kl7qcLlcquxpyWTzVgXcoasknKFkxrZOWQT1LzW3M7MknUqA5y6C3m0DatNiDdTriWkoCuPJDIfUCQSY1tqKTSBI6Px2cUspMWpnkb4i7r5HYJPE76RbBQGqclCiFTKQ8dR9O71Ea7YvIUs9ALokeQOnlqejlV9HqLAPxEMXG2M63Bzk71Eu55ytfBUDS0khK3WnaE9wnAHl+Ha/Jxra2tZHCzwMP80DRU0xvCqfJdUzVMu3U+KLC2iYVsCwtXJx23ae+SPW2b6MbiiKZU1yFc/AoVX0L8DniFxIVdH1Rn4uE+ijHJ4V4fiKoWRI9wNNpgyxatTLB2qASDTCiXpFHOLcaQ/mlq/DaQoKmJyinW17Ihx2T6HKn02fXY7bKIlyXQuxTLGAW7wx/Tu8TScvppj+YFZW6pDOA0qghqNIikSS2VR4Ns6qA3fvfv2BCTVVtM7/fGUrH2j9Qyg26fIrE8BCs3Hkar/9G+joOodJaMKa4kUqSjy6Ty4KkZ4TSpPzOv7Lv75tCaVJCHuUrbiKruOiCHMdYeLweDlXtorZrHz3SdnoNHrxSAYbNH2OFtRSHQKYzhQLtDBZOX0NO1ugRw4lcopo6Z5OV1cUkOpASZLZ5O3/+DxVFUzysvP++uIKNUqnk2uxP8rzzcSTSkGtloaw5ah2HVuBvB37Gv+b9/NxOSgJ++8z72O2J056mp3YidsQXiMyCC7PTRd2Pfk6eoGXNnTdSMKss4b58Ph9b979BVf8uutItuDOTT20yOSDLkseaivWULbw8jCHEYCpEPA0lsrHNDK5EsvRGTkZcAi7F5Vun8kqmpSa236MXFRckau2fnQmhZoIJgJsf/iSqP21i1+mTiIg48fDsSy9zq8NB+crLv8DgpMw0fvewiSfePckbH4Y6Q4hwsFrGA7+o5tGPp7BoeuGY+/mocaK6gXhFMQQEKmfHGbSfA2daW3m5bRCnNDVqeabzNBtXrUauUPD6n56gpHMXGcRGUESyzVdCZ1szgeD55VELggZ15WIsOb2IR+IPRjOCSvpSE89yunUi+9dXMeuDLqhfgJ9wJz2AnEDrIhY+10rtumM4TEFyutXI2wrZ0jZkcz40vmuQVKJId5HX+xJiRNHkoO0wV0lUvK/eEPPbL/jXMI3TKIeiD7S4uUO5jV+51uMOKjEMNNGXXhHeIDeDh065gcSddnOC2iGm6v10xakTJEeKpXQOEkARdKIbGrDGc346VF7BslGKBscjEC/XCrBLdaMGUWkUHipSd2JxH6HNsYQczTQkQvS+UpXZwI3UWVrQSfeTqwvV7BjAyF5VJfcPiTQAGW88T4skccpMXkDHa7Lrkz4uUSLjT65Pc2PxKyxrbabTaDwHO24pdz7yvahlRqORwS4tupLwvjRaOYqGbmwJprSrlflE1ukWXNFilCqYpNd6AuzSaLEtRe3i6cd+w30PfSHu+npZGhAtjnoU42tD54CZA3Vd1HaYaOrYyIBdjd0uQUxCk6j3zsBqfAfD0CkURLgmbSfNc+6NSl06y7lJNGF6ihbz55/9hPsf/dp57ad/wMJ/vzaA2xWumXJANZciV4RQ4zqGZPaDzLvhJgBsff0cfvcVPO5GtEYbBv34Qqc0aj8adShNqru+mrpDSlxWPTrjdOZcfwvqCxQN4fP7OFrzIdXtH9IltNJrcOORjS7MmJyQ4TBRoC5j/rSrKMgtPqffPivYVG1/l6NvhASbfda1pBpeQIcLEzbKjQc4fHwNrV97gUkz3XEFm3lzFnH0xT3UDDU1XYiOEnNpJLTm2fnjiz/lwfXnlw53Fo/Hw8GBxLXl5ArI6zxJH5KYmf6otuHltOiladPfyHlWy4IFc5l32zXD39e11vLe4efoMbQxoBchB5JJbVL6RbL69JQZl3LtslsvuwFratZ0oHX4s1Z/fs/Cy5WpRVPY2hCeJHJJU3C7XFdEmuOVhNnpjLkttBMSRFJMnKUJJhjimk9tQLnpVbYdP0SAIG58vLR5M26ni3nXXX2pmzcmUqmUh66vZFVFF//zQie9faFutNUi8L2/mllZ2c+jt85CIZu47QFe+slv6BPiuxnkBrWsvnP9ef9GZ3s7LzX34JClRy3PcDZw//LlKBQKNv3ylyy27UabwBr8LH+3FmHpPUmyxWrj4RNFdMuvxpLbTVP6Gaa+n0lPAkcpX2ZyosLxpf2kFb9H8bZ5OHzRHWO7exLFb6QTyGzkVVfiPPsa6WJUGS5Se98gMvVDYvmQ5RIlu5W3Rq3f6shiR/oyrnFtH14233eMJakz+XBgGo0NCgwRp9yizKMj5Qi5g4lnywYN8Ueyyp6+uMv1ohKnPBSpdtZqG4hxfjpeMZO1rj3DblXJIgvGX98p1SSV7WZU2TCq3qXHfoQB/yKy1CUxw4dMVSGiOImawXpQneZMRgH3P/Ivw99v+u+f0zKKuJQV1PImY0fSxONN56105O9jKYdQjCO7JygBz9SFcb/z+jMZWSNI7IlfRFgtGeCkJ9rpZaTjky6QpPV8AlwjCoanSM20zLyR3723hZTGejY89Pmo77NMBYy0KXOp4v+xA4EAtWe6OdrUT32Hl7Z+CQMWyXCBeZAC2rjbnkWuAJPeR6beSp62h8naVgar5Bgs4Xswa7CLlovkLuMV1LhmzOT4wQPMmn9uTis+n49vPV2L2Rzdxnf7K1mn2U4KoUgtBX4OvP4yOQ99GQB9ehqr7v708Potx49Tf/BdkHVjTHGiUiafiicIYDJ6MBk9wG5qd+zBPKjG50wjb9pSylcmb/0cCAQ4fmo/J8/soUtsptfgwiUXIpzNY0UAvQsy7QbylKXML11DUcGFTXkuX30N5avPCjYdbAncyMelLyIAU8RmunJr6Govp+6YMaFg8+D6r/B61TEAjCPuK4dKAojUZVdx6Mg+5s1ZdN5tfuJvW7BYEgvzpRn9fOkLX6PlSDXbXnyLdtGOe5Q8xwBB2gQbbQd3sPPQAdRlAoOp7XSneQgkmdoEkDUgI9c3lZuXbyTddPkaV0xbupa63e8hGYo6UykDtJw8RGHFvEvcsgtLelYmyvqTeIYiWINIOF1fT8Wsyz+a/krCEefeMmkm6mgmw8SIbYIJIli14RZUGg2b9+7GRwAvfl7fuR2P08XS224ceweXAdMLsvnjl9P5+d+Ps/2IlGAQxCDsOCKlqvUE31yfxYzC3EvdzEuK0+GgoX8g7sSXDCkrblp13r/R29XN86fbsMujXZLS3M3cv2wpSpWKTT/7Caucu5GNMqPX55exvScFp+vouTdGm4Z0cRmW3G7adeFZZumADuKktBhEFfWLmxCSnDPvzw7Qd+deFrw3GXf3LIKEZ7a9oga6y7lT+z6vSBbhFeK/nI9Ir2JRmgtd/3vA2UGSiHJwB4vSFOyTR99/L/QvZ5b2JNliWEj5mHcLlmwTa4sCnPK0YVGGO+qNU+TkJqjP7At6aJoX/2/u9/vjhg6oRclw+WW5PzzAP+v8dLZo8DrXjtiNk0AViF8PxitNXA8iHpm6XjJ5g1brJLwsIF0ZPXgRBIEcTSkBsRix5wyDLR2kFOby5u+epMaRWEFJFTXslC4jKI6vPZHkKs1MqhunHXeRipvufyjud7d86avseenLGPQhoczrE/E446c9oR9gpC9xpOMTgDFwfkW6PSPswlMCfXiAfu0UBmcW8/ibr5FrtfGxu+4BoLSwgjc734zaxqEWMdvsnGju4WSrlcbuAF2DEswWSUTq0thdObVGJFXvJlNtZpKxixJtIxnyHiQjnoFnMhTQEO5Up/f4wesExcXpVPfpp3Hk8NsUlkzFmGIae4MR/Puf9tLWHUeAlSuoMc5lqWX78KIpfftxOV2oNbGz5YWzZlE4NDjz+XxUbd9Cd/MBlLpBTCY3UmnyaVIymUh6hhNwEnQ/x76/v4RtUINAHmXLbiR3ajhdNBAIUNNwlOPNO+kINtGrd+BUCDAcgBn7ktJ5RDJsevLkU5hdspppRRUx61wMIgWbnXuXsyqwG4DlwQ94PSsTT3cG7qAxoWBzNktO542ebLBqZYAPp1Lgna6nqPDMRqk89+cKwN7+BPc9IJXBvUtC3xfOmcEDc2bgGDDz5m/+SovTjCVBLS5djgJZroXurC4cyuRTm/QukayBTJaV3sz8BZd/hDaAWmfAZldgNISfz2eq9v7TCTUAap8ZjzIcAdfW180/5o76aODz+bAKsROMk6aeW6TfR40JoWaCCUaw6OZrUGnVvLZ1Cx78+Amw+eBePE4XV917/lEW/whkMhlfu30uq2e28tNXBzCbQ52Kvn4J3/hjL9cv6uWh6yrGbY36z8JLP/49ViF+BEs+GiqWLT2v/Q/29fHsqUZs8ugIk1R3KxsXzicQDPLq//03a8YoKvthYBJNbd34A+dWyE9ePAtfmYLubDMuRbR7jbpPRq8k/jkwCgKCfHyJDRKphPZ5nWTX+BGaS3GLkfU5BJyOEm6R1FNjlHMiEL+g6j75DSxP8aAc3E54FB1E17+NOelqjsjCkW1eUclbyrV8yr1peFm+2MXV2kauuelz9D/9LJaSsCjRm1qMVziDQox97Q36ehCN8dvkFuKLaDJZ+N6R+sMde7dMzalUSdJFgxOhDSaI5hCSHyBEMsnQCrRSPzgdhWwuRkX0bK5UkJErLaLjD4c55H+FY2IPAWn8Y9ehJDB7IUs6m9hhnoPvHIO8yiy147bjrlOOPtM52KUZFmrqTxXgI14Iu8gR+eSY4DT/CGEmJYE9erJ4xeh7SOkfGI5fCyKhJ2UWAyYv3S89z8z0dOYsXYHmtJGgbSo+cx52aypWq4Z7XmsYSl0SGKvbJpGAwSCSYQoyOUPA6N7HdGM9ellIkG09baDAZE14GeXk+/CoQDn0aFB4Ibf+bTrKbz/n8zAWfWVLeP2xn3HvN/9rXNv97JkdnGiJFXcECWyY52ThvE/gfXL3cDRbClZ2vfEK13zi7lH3K5fLmb3ueiCU0ucwmzn89ku4nI1oTbbh6ytZQmlSVsBKX2MNBw9oaA8I2I1uBlLd2JUCDAd+xf5hNF6RDJuWXEkxlZNXMr2k8pK+u8tXX8O05Vfzwf/1UuY/BcA6yVu8brgTwRqKbIon2EgEERDQOKOjlSzG8DF3pvt4/LUf8KU7xnctRPLkX9+mfyDxZFRJppnKudHCvDbVxCf+44v4fD62/+E5as+00i04kGkEDMUi9oxe2k1nn4djP4PlAZGsPg0l6nnctGIDyosUlXYx8Ti1ECHUeDwdl7A1Fw+Nz445QhccONcX2gRxOb3rIN4RYcBSJFTeuPrSNOgKY0KomWCCOFSuWYFKq+HF197AhZcgQbZVH8X9Bw/Xf+aeS928pJlfOok/PZLD/750nP1VMkQxVL/mjT1wuOE4//6JAiZnp4+9o38iultaaPXGT+dQIeemh87PgtIyaOaZk6ewKqLjoU2eNu6dV4m5q4Oal55kWYQrSTxec0zB0l2NKMaf3RsN5YJV2Av6ac10ERRcxOtYlnyQy5k4aU8CAu2VyVsSK/wiOZ0GPC0l7B5yXlLpHXzcfxCnM7rApiuYQvGgnxLjNl4NrARJ7Ctot/JWrjJ6kFg+iFjqI63vbWZkqKmOcBbabSlnnracyohzWd61ldqTS5l2WkNrsQefEOqBeQUNp4ptzGyITYUxx7HBBgj6vHFnggC86eFCtlJPaFQ7oJDj9hsoS02+aHAiDMEE16g4vgiUkUxNqcXvr6HOOg+jchZaWXTBW4VETaFiOhn+XOpd9RxVDII0LDgokaOZPA1rwVQomMqafe+x3b4wIuUmOe5O3TRuO+6mySlsHVhGz6/f5et3zSMtopjwWQTVZCAUfebrjO/Wopb2U++dG7VspOOTMq0UHeduzQ3Q4dYP/1+lBuuSW4Y/B4NBBKcNu8VNl62QXWdkWHZW43FtTHr/cgWkGIPkpAYpyZYxs9BEZVEuKmW43sW2v7wxLNIAGDM9NNWkUjwjfk0mmUxCZ6aU3NbwYDqr8xQdF9FF1SU14S6r5J1nn+bau0a3fD7L82/uZWtN/Aic1aVm7hqKinxXU8kc56Hh71Ia9gCjCzUj0ZpMrLjrweHPZ2qqqP3wHQRpJ4ZUJ+ox0qR6XXJaPBIGVB76TT5sUyMFwdhns9onkmFVky1MZuak5cwsXXDZTarIZDLKH/w3uh9/lAxxABVeVmg3s9N1ExJfuK2Rgo0kuwIh6Ec7IoizOzP6/DUVtLF56ytctyY65TVZdvbEPhfOIpHAHbMS1w+Sy+Ws/PR6LLuew+k8SHeGk/5RnM9Gkm6RkDaQw80rHmDS4snjafZlh0KRDYSfEwr1+aWCXq4YxCCREpR9nFGrE4zOqYPHY5bpRSVq/eipuROEmBBqJpggAdMWz+MetZpNz72IHQ8iInuaqnH/8o/c+uUHx97BZYJKKec/757H9uMN/OYNO46hd21Hl4RHft/O+hWd3Lfm8nAa+Efw+mPP4kqQiz5JriOr8NyLLtusNv569ARmZbSrhtHbwT2VM6jZ+yEcfoPKYGuCPYDFI7BlMAuH4zAxuRmjEJQqUKxYgiWni2bT2DNfDr807sRgRlBDfXGsW9NIDC5I78jgdP1ctrminVvcaHlOtoq1KbswDGZGRTUEkYFlChvkB9mpKaAjTqHX99UbWBv0INrCAywRD7l9r+LJVNMsn82UzAGuybFTMvtB3Ju+iWooPEKDh7q3NjFZXEO6uYHOlHCkTGd+BjMbYmt+9KfGfxUa64/RG6cgjAQJgxXhmhpSb0ioaZoyjVWe8RUNToRJjJ92k+47N7vmSGwyIy25Oj7x2WvY/9PnSfVmoJRGp7ZoZAYq9fOY7Ouj1nWaWrUTKRLSTdn0V4RrSFgXrWP1wXfZI1uAzZZcFJZO7KekrXNcbbakCNRaQrPkJzqy+O7fqvn2+iKyc6JTuW588HPsfP4R1GoPblf8YqJBgzmcXTdEkSTa8UmXUQK+cxdqPMjZZSlDkIFUEqAg3Y6jxYXVKsFsk2O1nk1dSm6mXaOBNFOA/HQozVUyrySDouy0MQfwRZXXYO9+cviz0eCh4Or7qNrzAgUl8SOGPKlKaA2ngaX1ezFZ6zAbLpyV9ki6M2ajOPwaJ48eomL26OkV+w7V8swBNcE4Ol/5JCv/ujEcLZG14jp4J/wcmRw8w97tW1m8+txqKwEUlJVTUBZSrnw+H9U73qereR9KzQDGFDcWr5QWj5R+pZcBkxdLSuQzJPahq/SLpJulpDiUpPul6F0yJGIe05fdSP60i3fOz5e09BTar/sq3rf/EwV+sulleuZeatuXIBmRL+oOGhEkInmKVqQRp8OrAKvJF7W+Tyqwl7dYbF6NyRS/xlQinn9pC919iWu/FGbaWLYyvrX6kZp97Dz1d7pTu7EZBDBAMtEzWo9Ieo+RQLsRW6eXLvy8dOQZilMyuP7LG1GorrxoGoD8skXYu6uHP+v1Xtx2OyrdpbMNvxika6IFA5dcn2DNCc6FAXPse2aikHDyTJypCSYYhcmVM9iouYe/PvksVkJTxoe6GvH+5Hesf/Szl90s12isnlXC3GIX33+hmpP1oVvf54VntwbZV3+Y79xZQmZK/BnofxaqP/iQNuIXEDaIKtZ//fNxv0sGl93B0wcPM6iKFnoMvi7uLp/K7tdepbh9JxnCAF6jEp9Wjl8rJ6iUIiIgBEXMTgVt7U4EaxPJijSyrGKCczLpy+nDrkouNDnviJGBBIWU5ZrRixpnDUjRd+axpXY1Acno18uWwAryjG2scLbh8EWHojt8uSy22LGk7marP7bjvEV7P9cGvPidYRtyUXRR1PM8yxY42PC5h4eXv5W5mgU97w5/nu07ySHTNIoa9XRGjPnM6kn0GI6RaQ13xDxBF00L1hDvTla3xbdK14tKPJpwXQyJy3XORYPj0S1JIysYK8gEkJDjbiFuY5OkRcijVlvKxkceBWDlf34KS1s3R377GlnSAmRCtPuIUZ7OInk6JZ52WgOd1C+/Lmaf1vnXsPDkBxyTl9I3MLZ7yZ2mV9GPUwNpzcri43VV5E3u50XnXTR0Gvj3Te18bmEr80ekKlq6NLR7sqKcyMKIHJBMjRFqBEf0bLFcLmeU2qIJ6VGkU6WtoFaYSq5Ogc0p4rBLqT9jhPiXUxQSCej0AQwGB1pDP3LjGXI8gzx6+3fG3xigqHIRu198BqMhHBnWcPRtlt71LQ688n2y82JnyTMmBQkeB8mQEKKzgbFqO/bFhfiFizPbLCJhsGIxvS/8Hlvx/6E3xC/83draxf+948bnjR1A52Z6+P4nowtNV85fxJ4tJZQGwhFuzoNb4TyEmkjkcjmZM8tolndQ77DRo7YxmB554cS2UxEICTMmu5JsJBRq3cilAhh8hC+6Uww2n6L5hAKnRY9aO4W519+O1nh52QfPmjuTLQ33UVkXEgNnBatxlOVha5IP23qfRSqIFMuborZ36kJpsyPpN4j8cdt/89XbfjKu9rx3JrGIIAhwc2n036PP3Mtru5+mU15Hd6qf0LzB2OKMRITsPgXK3gwG6n2YgwKRuZT9gpN+cws13/sR+TI91z+4gbTCxC5UlyMF5fM4eubPKBWhB4FUInJq71Yq1378ErfswlKcX8juiHkDpzwVn9eLXKFIvNEESWMX/TG3lF4+EbWULBNCzQQTjEHu1BI+9fkH+Mvvn2JADA1uTwy04fnf33DPN75wRYk1Bp2aHz0wj9c+rOHJ97wMZWzQ2CrloV81c/86BbcsKbu0jbyI7HhtO35J/DD14tRUNNpzC8V0u1z8ed9+BtTRqT56fy8bSgvZsmkTCx17EHIlDGRmEpTHRrOICGh1IqUZakpnFzPY66SlbpDuM/GjM5QVS3AWu2jPtuOT9pNM5/IspsZU7JJYoUaFnJpVbTHLpUHI6VYjbZvMtra1oYVJlrBpF/PZpMzmVs1OgpbJoYiaIXyo0QxMYoNmO6/KFuAe4VLzjvYBrgs+hs99aniZKNrpPLiZ5uplTJ5RCcBV9zxI3c+Pkiv2DK+X496FzHwHel83tqGCziICp6cIZB4O/8agtxupOn7pQNHtiXucGlEynDTm7uvG0NPJCvfe5E5IEnQp8shyxwo1ZvSkSc+9bsoxyLAswAAAIABJREFUWTlep5nAiFQNY34WdWI/B12tzCGXfPVUJCOKmKQr80gnj5xXt1E1I5/+0uiZflfFUtYefYNdsvm09yS2Np2tOEpR8/iK9HblSplZG4ryWtjYRfqk3/EHz6fo6FXx8w/83HnmRW7aEK4fpsksx3ww/nnSyHpp8c2PWR4YkbulEEcX3AIiNGlLqFGV0SQW0OlOZcCuwj0IxM+ki0GuAIMhgEnvR68XURkVaOyv0jI5ZNHtH/rn6zy/Qr5eZxYYwiqRUtuLyWSibPXDNOz9Jalp0eKsVgN9mQIZXWGxOMXfj//MAdonxY9GuBDYFNk0z1yF748/45pH/zPme6fTxX+80IbdHisGGo1BfnD3FJSq2AGAp2wFnAwLNTM81TQ1nKaoZErMusnQO9DN/qotNNtO0qvuY0AnImqABH8mWVAkzSzBZFWRg4QinQe5lCFhBhI+uwUwGrwYDf1AP3Uf7MdiVuFxpJA1eSHlq9ZcFrbOa++4lfd+Wcds2x4AFpm30HTzN9EHbcO23iAgkYhkCj1R2zo1iV8kLQVmnnn1Me65JX7x8JG8/dYu2nsTC1l5mU6uvW4ZPp+Pd/f9nZqBPXRlWPFkJf/uTLFDljWf3MFJdNR20yVxMNq7146HWr+Hhsd+Ty4alq9dSdnVV0ZBYZlMht2mQpkW7iv0d1YD/1xCTW5BPvKO0/iEUORTADktzc1MKb18o9muJOxC7IxHXv5H29BkPEi/+93vJvzy8ccf/+5nP/vZf1xrJpjgMkVjNFBeWU7dvhM4xdCsSb/XQcsHx5m5dN4VJdYATCvI4OpZak609TNoCXWUAn44VBfgaEs7i6emoFRc+g7ghWTn8y9zrDt+ylG6qOFT3/nqOe3X6/Xy1O499GmiK9hr/f18oiiL7c9vYqnsQ9zT9HhTVIhSSbhfNzQOCiIwVC0UgdDMn1orJ7vAgClNxWCPE78/iE8UUS+7CscSNS3T7VgNPoIjbVvGQHCLSBr0+EeGFADZQRU9lebhzxqPSF57Kr4j89nXcCNN1nOs0i9IqKUIhaaDbK8Tvxg9kPf5Uij3daJUd9Mlhl2yJHIJTCoiy9yGPxAe/Yqih7q9+ymcNR+9KRW5XE69S056x8HhdfQ4OG7QoURgwBjuFHjVWqactg0LEW2BZrqnxy8kLK07jjNOJyNVUOMorUB1cjeLz+xkoffIuZ2XBJxWFjPJFyuYdQuZw3bD42WXajGFAwcoVTvolWYxfenK4e+e+o8f0yRacUtFmqVWelxt6AIiOnlsDRC9zMTkATBWHcJsUOHVhwdGec4u/Kd2oyzIZ8AeP9z/dvnLpPUnb30clEBHShbplnDkR4rFzyztIeokk+l3Gah1puKq2kzl/JDdtikrl+Nb+xHjhR6ZOqkJFsUsLra/TzCiLlBWegH5gdA0q0tQckxfyQ7dSt5SrONl8RpecK1lu3021dZ8Oq16bE4Z/lG0HbVGJD0tQF6Ol8lFforKFOSU6sgo0KDL1CI36hBUahTOFszG6MGs2hfkVE2QvpPHmTJj/MVipDI9nog0QqUygM2cwuQZlfR2CDjtDSiV0XlEPVYZKb3hAwoKQVLz2xlUTcEjvXipAS5DNrLWGrra2igpj07J/crjB2jrjr2ulCr4zi0Giovid/7zS0po/WAr2qGoWAkix884mbpwWVJtGrT0s+PQa7x38lnebn2OzY6tnJY306d14ooz6S4NQqZVSok9j6WqVdxX8XnWlq1nYfkNBHuVdLVY8Pj8KBT+YSekZJBIQKPxozfakIi1nDn1LjV7t9Nw+AQKlRFjRmbyO7vA5M6aT/2+fZhES6jkdetRNKvvY/kdV6HRtDDY2EqjPpfZ3n2kmcPP1J4MGY0lifdrkbczyTuVtLSxrax/9nYbZnviKIgbSxvZXf88b/U8y0nNaSx6L4Ek3p8qn0hej4FlirU8sPQrLJ6xhrLZc1i4dgW5Mg3Whm6cBAiM4t4YJIgFDycb66l+bx+O5k6K5l7Ewk8XiMbD+9Dqw89FlytI0axrLmGLLjwSiYTDjfVRzzWduYXiybHviQnGx5njNew9ObJ/JHDrXXegNk6kmJ3lv/7rvzq/+93vPh7vO0EUE4fXz58/Xzx48GDC7yeY4KOG02bjyR/9ls4Id5A8mYkHvvkFVJqLY196sXnm/RM8vyMY5dyi1cHDN2i5ava5zThejvzyWz+gR4i1ogZYVVbBuvvGX0TY5/Xy1I4ddGunRi3XBAb5WIaGqjdfZHZGNa5sXYw4c/a/4ohlwwhDBj8i+PwixxwmTmcMYD7P+mszNufQ7orfoTQWeGidbybNJmDqyObAqWUMBi5suLZSdPD/2Tvv+Diqc+9/Z7b3XfVqyZIl994NBoyxMaaTUEJCSUIISSDJJbnp9+Z97829IfVNQnpISAgJJdRAjI0bxsZV7kVWl9VXdXvfmfePlbVa7UqWjI0L+n4+lD07Mzq7szNzzu88z++5TdqLz1vC0JVIkShKcwOvCldRmuPhmqxebr/7doLBAE99+WECwVMJ2ysV2Xziez8nPTvWx80//g6zgnHjugBq6tR3s+uKOUSJC4+zTlYwtTHmfbDDWkvrkutT9lV48y/4h5YGAgrMeSiVAeaEaimSW8/qexiJd/VXcJXvvaT2I8qpzIpUjulYQVRs0y1j9aAy4S6MdC56gKWrrufFHzzJUacdOcWPsMSvYZq6hHRN6t9ARApxKtLEkasWE7JamVyzlY7Kduyil0jeVRxpSyyRe5NlPcurK8dU6amhREcLWSxrOpXgbQHgMcEraddwLDgXjRaus+zlC1/6DP/4+W/prkn2PhKQ2JumpSOSXLr3Ovu3kGUPUVM2wZx5RKyz6A6Z6fYZ8HhERhgqJSCKYDJGsRkCIMpEwjK9Li0zp9pR5J95Yqbr3kVj7uaENrMPdKrvoJKDZLYfZGF+MTOXLhldh/rZ/o8vYbXEjag7O3JZeX8sauXNP/yGrOxj6LRxAa27WyRzU3wlXRbAsUZPQ8ckWubfhjTakLqzIM1Xz/Itv0Bx93eZNnsuAP/3T9vYU5ssHCqU8LkVEdauGNnXZt3Tv2NhW7z0uQc9aY/9Fos5+Zhuj5M9RzdT13eILrWdLnMUaYT5vChDhlskM5hNiW02i2dch8V05lLjfq+H/f96Fa+7CoPZjdkcPNuibgC43Gq8DiNaXSnz134Eg3Xs5c7fD6caW4j+7d8xEXvONiqKmPGlH6HTxcS1B3+6j4/1/o78tviFfLw0jcPLnbh1w3/wgg4tX7/5lyP+7R3b9vH9jWrkIY82lRhg4aQdiFl12DNCI57HwQhAdo+SvMhkbr3yftKswxsUA/Scamf9n56nOezGk8KkPxU2WUexKY21jz1w0Rqr7v3nX9Fp488ir0/JkttGPheXIk9tfJsOQzyCpsx1nLvX3HgBe3R58NYv/sJ7HdUJbSY0fP1/zy6V93JFEIT9siwnh/oyLtSMM86YCQUC/PmJX9IUiq/w5yhMPPj4IxhtH+zA6FzR2NHN915spq0jPvgWBFg4PcI3PjIroYrIpchrP/8dFcNE0+RKBr7wxLfGfMxIJMJftmym3Tg5oV0XdXKtykfXu/+kLLcZf7YhNuobcqsdHEUzLIIQG7gLMmFgnSFK+/tMWC1/uQS7mCxY2WQdoeVt6FoL2VC7AkExfPrKueBaxU6sjjTCcrLAaVC1c90jy8ibHE9J8jh6efrrjxIKJwojamUen/zhrzBa0zhVX4vw3DfRDRooH1HNoH7W1djN8fOU7qvnundl/FEPr15bhkKX3AddUzV9R7YltQOUGI1cKR8/6+iWM7FTu5hlKUp779HMZ3Fwf4o9UtOHmV2aOawNvpv03ibdVWTYcnmvpipldBWAVdahnDeX3OoeJnm0mFWpJyuBqJcGOvAWg7O2mxZF7Pelzl3AHnvJwOTpq/ycrI7RV3oK6ODZtBuojk5hnnY3t3TtQj/kpxtWwbuFZWzw3YRSBVfbDpPV7MUTLEg6nkHVwfO6mIeJLMtkmAMYjRFUQgRXUIfTqx1IBx0NKjVYjSFytA6KFG1MCVVT5q1EK0fYqLuaZ7tjaYJWS5Rpy9NGdUzR10m7JXFhTSFBWujfEfurkWglNxmN+1m1YhX5+cmCVCq2/vX7ZGTHhU63R8WyO54ceP3ST/+HkiktqJTxe5JrQwDLoDSu+pk6Jk6X2etbRXvWyMLI+6WwaiMz2yso/+KP+ftbB3ntkCVZ0Bbg1tlOPnvXVSmPMZi+7h5cv/sceuInuGLCbdxw36fw+b3sObqF2p79dCo76DJHiI6gQwlAulskM5BBsXkmi2deR7rlzBEfZ6K9ro7j299Epg2zzYted/Z+V9GogNOhJeCxklk4n5krr/9A0qR2btlB6a4fIfafrEOWq1j16FcB+PTP9vHJ5l9j7YufyP2FZXjyNFTNOzmiK9v0xlIeufObw77/pV++S01b3DNtev5RMnMP0pPlwKcZvfpl9kF2XzbLJ9/K3KmLzrzDEEKBABt++VfqejrpHsYHbih61OSLRlZ94jbypowQXnQBcNjbaD70XwlrKlllj5M98fJKC3p+wzpqTfHI2lxvNZ9edXlFDl0InvnOT6iWEisM5khGHn1i+Gv5w8hIQs146tM444wRhVLJ7CsW0rznGH2R2IPYI4c4ufswU6ZPQWu8OFdGRsJq1HPjgiw8ITt17cLAxKq1U2T9oU6Ks0LkpV+aRsMBv5/1/9pEQEge9CoQuX711eRMLB7TMSORCH/dspE245SEdq3kZk5vPeK+f1KS1oKvwHx2Io0YC6eRRRlZON1XKI6IVKtkwme56mpp0uDvUKWMnsiW1Wxovpc6RxmCeP4H9A1yIT3aCJPlJsLRRF+BsGSibm8Hnq59FM+JpbOotTomLVrGsXe2I8nx2XpUcnN86y5mXXs9GVk5bK1oYkIkPiHNljrpkIvoyYybPAdVFnLbWnF77bTMTDyHp7FVbMcVSR5oG9Fwu+ogRsZeNn20dAlp5EqdSe0N6okURUbhSEvMNPigWMLayM6U73f4tBzochMaxvxYj5qbb15Fvc5Ae+l06oozkRsPY4oqUYmJPiBKUU2mmIa5VyQacNIm+kEUiHramJwl0xzM4l7rc5Q2jK0aVvUkG5v9MbGjPVJAlSGPcvVJ9INOi0KCkr5ecrMqOeCfRV9IR75HgTwo4iOqlPBnK2nPMyEa1IhKkUhUxBtQ4fRo6HXr8PqV/VWYUqPXy2Rb/UxJ6+BK8zHuUa3nXuk11kTfZVlwL9P9lWSHOlH2pz9UKks44Y+FzufYfJjyRmcCK6sMRKVtRAaVBJYFSHfkEdVmABARNLhsxdR226na+AZz5qcc3yWg1lrxO/YNTLg0aglnl5H0gmIApi29ip2v78GW6RuI6rA7RKy9cREvqJQwFikItHfhSSsnLJ6/ajbBtGxUp07SeugAf2uanRQpAbCo1MFX77s6+Y0U6PR6dh+qJS/UQhiBI6ZM6vXdbOp4gzcdb3JcrMKud+HRSgP33MGkewSKnBnMExfysfJPc+P0e1lYtpKyCTPRa8/NM9+UlkbJnCWUzllFwZS1dLcaaauLpUmpNBFSeO4OiyiCTh/BZPWgEKppqdrAyT3vULf/CEqFEWt29pkPchYUTpzAe3U+ct0xX7Gc4Cn2dBuZOHUyb+5qYll7BYpBunCHPodI82QMaXYcluFVUpexF32zgQmFyem3hw4c55X9atJ0XSyespHsGZtwlTbisgQJK8/8sFRFZfK7DMyTl/HZK7/BsumryM0cnQA6FIVSyeRl81ly3VXoOn347E68QiTlM/c0YaL0yn4OHj5C1aa9KINhcsovjrQbrdFE3ZENA4bCAB2nQhROO79C7QdNe3MTrcq4mK4gyOLiwhH2GGc07Hh7Gx4hMSo5V2FgzrXLhtnjw8lIqU/jQs0445wFokLBrCsXYd9/ku5gzDvBJ4c5sfcIk0onYrBeeqKGKIosLM9hTonEgUYPPn9sgBMMCmw7EqC1r43F5ZmIY0mqvwh44X+fpCWaOvKhUDZy40OfGNPxIpEIf9/8Ni2mRF8TjeRhUv0Bimo3kK+y4ypPjwkuo011gtj2YmxiNtSfUCAm1lglgVqVPBbv4AHKtxTgSFHKRoHIYZbgEz7Yspt+hRFfro7JqsOEvNYETxEJJV1teup3bKJo7kQ0OgN6o4miWfM4sX0HshwXSiJRJ8e37saSX4zpgBaXqhkzcTFH5e6itXAGYTEWOSMjIGnakdvb6Zyc2p/GePwQTiE57ckmaZmjGb68+rnAJRjJkJMdaZs0EygKn1moOaycxm6Tmo8GDqd8vz1sYE+oAG+KzwegRsnVc2ezYM0q9jY2x3L3lQq6JpVQl2dAWXcYk6BHISSGd6lFLVmaPIokA1LAQ68qQtDbxVRjD7PaatCMLiMAAIdN4IivhFOK+AqzR7KyT5zFJNtRLK7EKKCsviDTrPsx6FQ40zKxZxtptFmp1KVxAhsNITNtbjMuj5JAQEg58Yf+1CVTlEKbm9m2JlYbK7hP8RofldazMryDRYH9lAVqsURcjGRvsSUym5b+SmcTzV2ockcfcaH078A/xBM3vddE2Ji42h5SGHBlTeJIzWGqN/yLWQuGjwAwZ2RTdWATOm1cjWo/1UXJ7BUDr6ctu5Y9b+zElhW7ttwRJZbm+P1CE5AJlyrITA/hqg3hzEpM+TyXRAU1WHWsbHmTgMlMjS/Rf6Y0z8v/fHrJqPzhQuEQ+45to4p6duZJbJqmo7JIoDsjglsnpfT5snphgjONOczjrpIHuWXmfSwqu47JRbMx6j8Yb4WsomJK51/FxFnXYytYyanjfnrsMTcUjSY6pjQppVLGYAxhNPcS9Oyj7vAGKnftoOVEHWl5E9Doz90C08RZszmw9ziZ0ZjYbO0+yinzTKobm5jXfnJgu6gSVv74+xiNzfS9GyFU0Jn0ux/YVhToclUyK+0KdLp4tGcwFOC5d16koHQT8syDONJd+EapH2Y5REr7Snlw5pdYM/dupk2cfU79BgtnTmbhdVdSZErDebIVPxKREX1sZFxCkBPN9RzbtAfHyUaK5k674B6INRXbMBjjN29nb5SSOStG2OPSIxoIcDwQX6CSRSVXTHj/UXIfdrZufofQkEXSKZkFlC2Ze4F6dHEyklAzXvVpnHHOEoVCwce/8Sgv/fR3HOqOTdwcso+nf/9nPn7/PRRMOX+D2PPJtKI8/vSlLH762hG2HVIgSyBJsHW/gmOnjvLNO3OZUpjs8XAx0t3ezqngMFWTULH2wY+M+ZjPb36bpiEijVr2UVi5k9mdWzDhw1VoRVYkjqKHjaLpdw+WhQEZJyUSsQJEEyICEyICTaoxGH3045RJKfBkSjr2iR/cORVFmJjt5Kp0O3feeyewktp97/HeszX4oonpNb2uCfzju28z/2Yrs1ffSG5xKbc9/l1e/el/IEnxyj4+fx2b/vALVljv4pR2Ofn+lwbeyxe6SOuqw5sbP3ZnZjGevMSQ3MGEZCnld6UbboZ/DrFIqYVFrXRmpWO7dgkbp1aizNSw61ApSzvrEt73RBRsCc7ANUxYvojI7Nx8lt95e39L4u8sYjRx8ObrqbLbmbH7MBPUxSiExImETZ3NMnU2kwLNHI00kmmpwTTGLLGG3BxUXclDlBB6ngw+wj0TnyXLZ6AhrZQWdS72iI0+r4ZAcrXpYVGpY34y6eo+TOFGjI7jKNqPkFm+ihvdyR5BoyWAmp3OKZzWsayRrlG6VsTQBNUwZA9B6hp2e4e2COesCfx2w3oympv56EOfSbldNJQLxMsj603Jv/9b/+1/Wffrr1M4yUlufgi/HnT9PxVVGFqbFBSVScwtPoLPNZFu8/mrEthpnclbaau4uXc9NcY8ajwxsSYzPcwPPjV32FSecCTM4ZO7OdGyiw6a6DL7CagEGNB6ki9six8yPRYKdFNYULaCooKLy59Nq9Ox7CP3Dry2n2ri2DuvI8ktmKxeDPqxpUmZjGFMxl6gl/qKg7E0KbeFjPx5zFp1w/tKk1IoFMz81Ndp+92XyZJ70BBGXPcj8jSJ5tBeY6yy0PRrVjP9mtW8+MLv2W3YQ1iRWoHqtEX588YfMtNRinFxOXsa38Ju68I9+fT2Z1auDEGZnJ4MFkxYzZWrzk2J9jNRsmgOJYvm4OrsYd1v/kZTwIlLGDnHslPw0tl2kiP/+QRFeis3fuE+DGkXJrVeFDOB+LNWpR1bZOSlQHHpJBQVTUT7p8UhQUdbczN5heNRNWeLo92OR0h+8k2/evEF6M2ly3hEzTjjvE+mLV2Ap6qZVlds0BsiwonDleRZbaTlnZ/w4vONKIpcMS2XSXlBDjX6CQZjAyCfT2DTIS8uv525JRd/dM1zT/yaLlJPSEsUJq6685YxHe/vG/5FgynREFQt+yk8/i5Xd61HR4ioSsQz0TqQ8lRZ183q+59j14EWblud6Gcz96anKC22UVpoQ5BFBFlAkEGQBSoOt3PTJ1/g7hunodOqBsagIqCRoUY9eqFGKclM2ZJNVyi1F4lSttEgFI/+izhLRBFKclzcWnSKrz60lukz499lWv4Epl5TRuuhrfh8FgYPuqNoaKmK0np4I6WL55Cek48tv5i6it3Ig8x+I5Fe7FIv84TFnNT5yZHsA+8Z3N3UFi4dSIkJi1qMqiBeQ0bKvkZrDhJK4d1SKESYqE5OSzqXKImgTPG3g4IKm5S67HQQFVt1y9l+VQ2i4fRgU2CuPa6QhMIybwQW05miNPtppmjSuPNrjw683ttwiqAyOW0nbDTSOqWUdoUTbWsDJqUVYchEyaC0MFE9AdmpIhrqQy2njuAZSnuegv0+E3q01AslKBURstJ8ZNhCGA0SCpWSQ4G57JanUR3IpcNrxOMfueqSXi9js0bIsAaxGAIIsoTXryQQEFnU+HPU9vdQuNsRZAlL7lRKw6eGP9gZ6BTS2RxZPvB6sr6aUMHkEfZIROM8iNOcOJGzuBREjCOlOAn4NBn0ZhZx8uA2+k5UUTI1Ma1PZ8jE27t7IBJDrZboaVORWZQoSmSWLaRq727MlgidvTJmZ/xe49bImAti15Cz2oU3t5yocP5SJSMZ6VjqDjFXUcd74VlojQqe+FgeGRm2gW2i0SjHqivYeOB5NtQ8xxtdr1IhH6ZN34NLH0lIIzuNKSCTb1cypVHBIuNtfPrqr7Ck7HqmTZyP1Tw6P6ELidFqoWTO4oE0qV67jdZaJ4FgBLU6ikIx+ueDKIBO158mJdbQWr2Byj1bqa04hIAWW+7YS+nq9Fq6LFNQVr+DEgkDflySRHpv/B7QZ1NQsjJe6nn6jPlU7zpAjzW1EKD2qzD49TRm1bFLfYhek4+Q6szijEKCvG4NMwLzeOSKb7J8+g1MyD3LCobvA41Bz4xrFrPo6mVET7bhdwdSVhUcTFCIYI94qNi5j7ot+7BZrVjzPtjqXn63FykcN7FXqqJkFK1Cobh81voVCgUHGuoIifHIMpOjiaIJRSPsNc5I7H7xLer7OhLadKi5+RN3XqAeXbyMR9SMM8555pbPP4j26efZUXMMCRkfQZ57+RVu93qZftXSC929s2bxlCL+VJzLEy8dY1+lAuRYGe9/7oD9dUf4j7snMCFr5GoIF4rqAwdokVNPSI1o+Oi/PzKm472wYR31Q0QalRxkwvF3WNn11kBbIFOfsLD38voq7rpxKm9uqaG+2UFJoZWRY9aHrg4KIAsIcr/yI0BhSOCK3UV4JTU+pY4+0YRO4yNostNe0oSoi02kDEGZrPZ0vG3lyH1doEgONzCgYYt8fvOFRREmZrm4KqOjP4ImNRqdgY989zH2vfYPjmyOEpLjgyYZkbbWYp77+rOseGg+U+YvxX/fl9j6158mpEG5fMfZrlAzXXsNPqoHzEPzgm2keerpNsYj3SR9ipByWUbZa8edotoTQLH63Fd5GoxdzCQ7RfREBJGCQBOpKk47MLFTM5eK5YkVoVqzghyzFjLDEUuXWudfTLsideUzgGJMfPy7jye0CWcwvO4rKWFHSQk5R44wtaGXLE3iCqSAQK6+lKiumHZPFSbnMbQjxJf0mq0cyJuHX86kMmLF6JPxepR09IwuLS9WdUnCqgtiE/xY/H6MXUF2iGl0+qwwqPrX6cswMiQ1Ui2fvYkrgFOMp77qdOBefPOY9hejJsCR0BZRDX/eBiOhxJ4xl145QNOLf2fppGlMnRfzecopnUx1hQ6bLX69tDe8x7TliVXPrFYr0675PLW7niSULsKp+H00vSuCFBUQFQpmTm4nVL+HltLzlwbhVWZwYuZabjn5LJ+0bSDrmo+Sn59JZd0hDtVvoy1ST5fJg1cjwIB2k3x/NQRlMt1GchUlWI/WMt/fiNj/AzjgOQDXrD1vn+GDYOqyK5i6LFZuPOD3c2j9P3H2HENndmO1BMaUJqVRS2RlewAP3u56dr7yZzwOI2pVMXNX3Y4lZ3RCwfRZU9hc9yCzTvwhdtxIovjo0yYLfA/f8i1+suXLtGfEBAwpIlPYlY2Ih85ML6cmjF4kT3cLZLoKWT3vLsoWp/YiuxCoVCrWfPEB1gAHX9/E3t0VtAneEct7BwhTJztofPl5cl4yMH/ebBbdecMH0t9JC6/i2KZXUPYbjauUMnUVO5iy7IOJSPqg0IWcuJXxdKcu7+UXOfRB0taUPFYyypd2YZILwbhQM84454jVn7wHzfOvseXIfqJIBAjz8vr1BHx+5q+59kJ376zRadX830/MY/PBGn6zzoevf77Q2i7yxd+0cNfV7dx7zYyRD3IB2PKPDYRTGAgDTDRbMZhHZ+4J8PKGddQMSXdSyiFKKzdxddeGhPawSQ2ALAv4A2HWb6vjqSduwh+M8NrbVTz+0PsR7mJijYCAWkijr60AJZCFhErQoBQ1FB3LAlUAWR0lopLxqbRB9bXrAAAgAElEQVT0iiY6CrMxRN2oQi6ifgcOTy8KpQpbVAUK9fvo0wi97RdoltvauPu+u0e938Lb7qR0YTPrf/4mTl9i9R5vOIv1v6mldE4F1z70EAG3h12v/hZ50OS/z32QKoUKe+Eylvq2DLRPbD5I99S4UBOikPJ6O6agCpsrhNkbRhmVECSZqHIFAcL0yi66ZRc9sguH7KFEPXy61LmgQ51LdiBZqHFiJl3hSGo/JeRTKeRzZWQ3J4KWhAonsgD78xXMcMBb7nmcUgxvgJwnGbn/vx5PahdGmerVMWsWWs0m9IKP8Ek3NnViNKFCUFBgmkbIUEqHuxKL6wTd2XnUpw9JXQoALaP6kwOpSyZtgIk0oncBHQYUjsRIP4OmA6eUegV9nmInspwogmijYyj9lAK3Ii4qWQxjSXqKIYhWINGLKKQJjcmWKixoaStYxjqvk73P/Imb1qwlPSsHKZIP1A5sZzD3EolEUCoTh4MFE0vorLuRqPA6USUDpdH1XmjtUJOXH4v4Kte9iydQikM7Ycyfc7TYc+fxams1ekML1W2/4p9+Px6tAAOZIMnfjC4kk+U2kCMUM6voSqbPmz/g9bG++y+IDfGIqWmeQ3TaO8jKvjRSes+EVqdjye13A7F7bldzM0e3vE5UasFk85xlmlQf0EfjoUM4HBoCHgu2rNnMWb0WtXZ4U5iVt9/MxtZq5ji3oQon3kt86mTxVaPRcH3Og/zL/jx6nxJnWh+tuafFmTNfAbqQTEanmd722WiVWXzh4YtbgJt763XMvfU6Wo9Ws+mFf9IiefEPs0gAEEWiVXDTenAHOw8coDQjmzVffOC8VvRSqTW43doEgdfecOiyE2oMkcR7tUu4uCPGL3ZcoUDSJWs8j9GXlyvjQs0445xDrr7nNrR6Pet37yBMlBAR3nj3HYI+P8vuuPFCd+99sXJuGfPLfHzvhUpO1PWnVgTh2bej7K7az3fuLiPLOnrx43yy6/V/0SakXoFOk/Xc/vjoo2lee/stKoeINArCTK7cwJX2jQntMhAxqJARkGWZTe81kJNppHxiGjdeW8Y3ntjMYw8uQqWMh0UkDz1PG8mkjmSQZRAEGaPVib25oH8PkZBsIBQ1QBQGVaBFAeQDKgIoxTCiEgSVljxNFlGVhF+pZoF4nG4xE4NeQI8PTcSPEA7S49dy3FOEoBxbdRdBhOIsN8stLdzzwD1j2vc0afmF3PvDz7HxN7+j4XgGUeJiUgQNVYeysX/jV6z9yh34PG4ObfwrDDJK7nLsQyGqaUnLoUCOhd/OanuP45NWk9ajYlKLh+zeQH/EyJCJuQxKFBhRYBS0FApZgEyYCIGIDrXiCKKQOgXp/eJWpDb1dIom0qVEoeaIcirBgIc1yr0A5LfbqClO3KY118vb+2ZRKw4/OcuQ9TzwrS+gVqcS7EbvySMLMPfBm/nJ1/6LfFcjk/WTMSoTfRXUooYJljn4jaX0eO2s656ONAqhUKcHkyGMThVGlqK43Er6PFp6Qwp6MRASrSx0hBOqPZ3GY44MtXwZYAKnGLpuapLGYHSTAr8YNzu1qd0U1J+gq3g+QXF0JrRRdQFwNKHNp4twNnavfoWF5knX8mzlKWyvvcoNa+6gvfKHAxEWBn2EE+++xaxrk6N+5l13Hev/WE9P5i6y2uP3o3BHGPJj37PJrMFybBfuBXkD/g7nAtHTgtJTgaQ6hdvipn1A346Q6q6pDctkunXkyEVML1zKrLmLUSlTTwquvOUOOn6+AQux86wlxL43XmbtQ184Z/2/mMgsLOTaB+LpjNV79tB4dCtKbRcWmx+1avTXuCjKpKUFIC0AvM2RTZtw9umJhjIpmX0tkxYsTNpn+UOPceRnp9D4EyPXXKrEFDOXx8lr7z5Di3CCnvQwXaMM1hVkyO5RIXSWsK/uSo5F9Oj0Mk9/8YNPbzpb8meW88DMr+J1OHnrV3+j0dOLQxi5smC34KO7p4ET3/0+hSozax/5GNbc85NuHw6aYFClw2iKqoSXOjaVapCDF/hUl14F14sJT4qKkumWi2OOcCkxLtSMM845ZvEtq9EadPxz8yaCRIgQZX3FboI+Pys+8dEL3b33hdWo58efns+r753gmc1hgv3z29pTSh55soFPrdZw00UQYlyx6zCSmFromFpaOMyENJk3N63n+JAS3CIRpp1cxzL75qTtvZJAVCEi9Issr71dxY3XTgJBYMHMPDRqJe/uaWLlFYNKbyZ1c3TGiHrj2CaTYbSEJS2EiP0zSMfKBQpwoxJ8KJR+BGUA1CHyVFHKLc10YeNEtByNUY1eGUQvBtDhRx3xI4YDdPn0VHonIKq1FGe5ucLSzL0PfGxM/RuOVZ/7LI2HKtj256P4Iol+Mg7PBF7+r63MWWMhyzaPzr4KGPB2keno3UlEvYQCQ0d/yyTWbO9BFVEiDHzvwkA1LiEmscWrc3H6LAixKCZUhKQFhKT5KMUatIqtiMOY8p4tspx6Fc8tmhI0kx3axZR1v0e2Mf4Yv+aUnVMFakKDStLm70ujVhaRUnjeAJhlLRMN7mEjzM6U+pTQdwRau/sI5E3iiNbKdreOFR1VTNbmoR0iQOkUJhaZTUwNN1Lhd/OaejYolIgiGI0SFr0Xm+iiJ2yhx6nB71Ph96lIlboEsFSsIkyyAayCEOtDw5eSlX3J15F5mCpxoyU0aNUwTe7lwU88yIEdOzjUfoLOnDlEhGFK2/QTNCRPML0aAb3fh6DSn1Wf3Kps3DNu4MWaBqb36khPj0+6ulr2AKnTs9Z8+mFefuIoWe1xOcvSEwLi4u2cKQ2E2ypoy1tyVn0DELwdqFwVyKoGPGYnDhuDUpmSUUdkslwasuUJTMldzLw5V6BWje6+bjSaqE5bwMLedwbaJtr3EAw9hEY98rm5HChfvJjyxTFDz1AgwMENb+LoOoLO5MJiCTAW67nBaVL+3j+y69Vn8DgMKBUTmL36dtJyctFq1eTe+03sP/hmwr49ylwANu35F4c7tmDPcODPHH3cmMUL5s4s6k4t4b2+RC+RaZY29j6/j6sfvB/VJXRODVYLH/325wHY+vsXOF5fj130jlje202QE+Euap/8NXkYuHrttZRdOZKf1djRGwqAuDijNZzb597FQH56JgcGfSy/6sKYN18OBHx+3CmMhMvmXXzR9xc740LNOOOcB2avXI7WoOelf76JnxASEltOHCLw+wA3PDy2ctAXI7dfMY2lUx389wv1NDTHokMCfvj160G2n9jPt++ehlmvO8NRzg9v/PqP2MXU0TQ5koEbHrp/VMd5a/NGDuvLkQcJJiJRZlSvY2l7skhzMJJLY5+b024vzW0uDp2w8/2vrQQEBAHWrijj1Q2VXHdFccK+sb8gD2kbeYIsKs5t9aEoKqKyBcKWWGDKoMW8NGA5Pai6/ChFH6IqEE+vUoJGaaBXY8alzqEvoGdztJSdT25HLwTQ48MoBLFpJMqL85i3dD4Gw9hWqornLCDvBzP414/+gL1jQkLURFA2sfctiTRjFjm2RXT07Sb+XUp0d+xjc958lqpKiEhlqPv3HRBjhH6BRpb7hRoSzrnc/+/TcU6xd0QiUjleqRCtYitKsWpMHhAjoZBSm0v6FXqIQAgl23RXsMq/DYyJj/DcoJP89lIaCmOT6sxqPaE2I+FhQul1qFmmaqRE6OPvv3iSe7/4WNI2wwk1kiQh+NwEnQHcLgGnW8F+1wKe/2kTEPdyatAsxRx283H/MUr1RajExMm0SZXGClUas4KV7IsGaZU0KF2V4AKrrOeIcNOw39VgVC5zisLzoNN2EJCHr+AjBZInHGlycorZWAgOEtuswVga27wrr2QesO65v9NqMtKVNgMpRfQPgKyxoQ/KSWlsWm8dQevMlPuMlj7dRLq8OaSnx9eOTZa+lOlPp5l/66fw/OjnA69tvdDTpyDNFhf/8v3bcUVK8ShHV9JW8PegdO4DRS1es5M+qzwolSkZVVQmzanC2K1lWreLkDyJm778rVH9rVTMXHs7kWe3D5h2Z+Bg+5uvc90dd531MS9F1Foti2/9KBBbROrtaOfw268SiTZjtHowGkY2ux2K0RDGaHAADpoPHeGYU4vfbUZtnEjmoGeKJMJkXxP/Z/Nn6DHL/RW5znwTVUdksrr0BLpmsLt2IYKQbNql1kJmrZ+aaA7NX/0HhTP8l5xgA7Di4btZARzf+B47t+ygTfASHkZwh1ghi0acNK17jew3NzJr6mSWP3DHOelLybxr6Kw5MPDaZAjj7OzAknV5pAsClE8qRzhiHxhfBEQTfd3d2DJSFxwYZ3iOrHsnyXNJjZLyaxZdoB5duowLNeOMc56YvGQ+H9fpeP6Fl/AQREbmvcZKAr/4I7d/8dMXunvvm5w0K7/63Dye2XSUl3dIhPvngkdrlHz6Z9U8epORq2eVfqB9CoVCVDe3pxzviYgsuWZ0q0wbt27moK4kQRAQkJhRu46lrZuStl8XLKOn9SRqbQCIpTe8+nYVUUnmhgf/PrDd6TmvvctLTqax/7hCUrWc039xJGTpHCkDo2Sk9CodsJgQKqpjQo7Sj6AKgDpCVCXhE9UcD+bxUrUaxTu1qDWg1UTRqcLoFSF0YgCD4MNAkHSNRHlpPnMWzUsQdNQaLbd/5zEOrnuNg2+5CcqmhL71eCajV6STkxWho3PfwHtp6lxmspxw1IAgCAjISIA8RFkRBskzw1QxB0CSY1sICMiCHm90LYFwOdmadQjC8IPo0aKLpg53DyvUMdNg7VzW+rcNu//SZg9N+aDuVaI7loVzmPB5JQrmin1M1sSEBHV4GLNaWUKOhJHdLnzOMG63AodLicstEo3A4MiK4XApTfzFvITJcgsrnLUU6koQh+T/p2tyWQN0+Js4HFLSoY0QPYNYeZoiVTO+SGqBoM/EsGlPAOFwolCjyZyOYbQmOcPQEohFJymUcN2NyxPeW/uxWInlF37/W3qLS+kZZG49GH1AxKdJ/PyKYCvw/oQagMaCFZRLjYj9UYc6XZTjW99k9qrbUm5fPHUu29MFbD3x/jhboqQNinjJy47ScWwX3jk3Jwidp5EDTtTOvQhCDT5TH71mGXmEKHilJJPmVKLxZiIJUwnb5oJJj5Yq5jb+Cuhm82svsfK2s4tSLSyayCbtTGYHDg20Gat3AB8uoWYoaTm5rLj/8wOvayv2UX94Cwp1FxabD416LGlSYLMFsNkCtLQkenv5DLA8up+OxiX0zKo/47Gy+hTo3Gm0ZzoJtF7JnuYpw4rjU9M6UHXGBOGAZKHmiOWSFmymr7qC6auuwF7TyNvPvEJL1IN3hJuahEy76KG9aj/7vllJiTWDNY/dj/Z9LJ5lTyyn8YgSva4/nUWAmr2bWXDTx8/6mBcbOqMBXdSJTxG/sVXX17J4XKgZM6cq65LaTLL6vHopXa6MCzXjjHMeKZ49jfv1H+fZp5/D1R+isL+jnuCPfsOdjz88YG54KXP/dTO5cno3//NiM+322OTL64EfvuDhnWP7+fpHZqHVfDA351d+9Gv6hpmY5ssGFqxZfcZjbNm2lX2aIiQG+8jITK/fwNLmRE8aXzDKencRHucBQCIUAEmKSQFvbK7hsQcWctWiwSHZMt/5yTu8trGKR+4dPh1jNAT8FyZiaSSGS68SgDJgCm2o/InpVZIqSlCpwB61sc07hajSAPUgbq5FM0jQ0SlD/RE6AoYpImpPG4JDjeQ0o+6P0vBFM1B4lpGXo6Ot410yNaUsyrgHpdBv8Iw0EBWTOJmMS2WynCq+KRkZOVZKHQGtMImTwU/wXvQ4ogxKRBQIKGQBEVDIsbLqIjKCICOI/Z0QZRBlRCFCttTOAo0dQzS1YBIRlOwWp7I28O6I/ZrksZPbPAHt/ly6hknLEhCYJkdYqItPkKYFTtJYU4nKlsP+mg5Otvpp6obOvky8Hh+yrGQ0Q4ZY1aUoGVovuXIXRd4mSttqMHbEP1ev4gQR6wxydMkpPjm6CWTJhbT6azmBHUaRzbJQqiGYIu1JSZC3AgtG1DyHVnwyphdB+OyFmgBqdjqnIChj38PkqbNTbnf3wzGfrL/+9lc4Js/BqclPeF8T0IBliHdStPus+zWYoDmL3kYdGRnx30d7804MJ8qYNG16yn28OVZsPX0Dr429QSBxwjtv0glCvcXY02YhBz2oHfsQqMZv6qHXLCGNYNEjypDuFNF6MpCYQtg2D8FoJNTvN3v6FHabJvNW9lpusK+j9Pg/qJ06nUmTp57N14Bt2WrYEhdqSqONVOzczoJly0fY68PFpAULB3xnQoEAh95eR5/9CFqTA6s1OCD2jUS914rb6WFwPTifIXZGb+uooCtjBt15bUn7GQMy2T2ZiEEtNSUtYOtCDsmcdKUWNyFmMJ5X3wdDHJ0uB8Emu6yY+/77cQI+P+t/+QwNfd30nCH1tlfw0etsovJ7P6JAYWT1/XeQXVZ8Vn/f59Gh18VTIJ29yZPxSx1dyIlPFxdqOhzvL7ryw4rD50167hrGJYezYvxbG2ec80xeWSmf+twneea3f6a3v1z0sb4WQj/4FR//+hcuC7GmJDeD3z9q4zfrjrJhn0A0Eose2XNMyadajvPV29OZV1Z45gO9D5zd3TR4U3tLqFGy+t4zp1C8u2M7e1QFSENujVNObeKKU28ltFVF0zlkDxMMHx9oSy9ag8/pYH/VYRyuAHesmYrVPDjiQGbNVaW8+K8TPHzPPABa7W5O1iVOwApy4kvNtaf6MBsGTd4FKC9Ox+OwcKkxUnpVBnAjXaiEpnh6VTSAHImlVzlEA4d9pXTJxfGdBBDTQaOR0aqj6FQRdMogemE5RRmLWOQ0okQAWY7F0chCPNWJuBgjAxIiItIoYzji+8nIiAjkCmksUUxla/Rw/CgjBT3JxCKT+oNwasliVySHuwypy3/7wgpCDpHXWYzQ/xlOq0CCCIIigjHqpMRbhXlfHq0jlOGeFFWx3HSQGv0kKrVTaZAK6Qja6HkuRDDQ1L/Vme9LKjVYzFEspggms0xOuJGJ9VuZWD1y1SRT1Ak979GuqkFlnU6GJrGylygIFOrLyJWLmejdxXOKqfSO4BcgulK/p9W1ExGGn9SlqvikUilJmUM1SnoFK4Iypi7YtGf2cbjvkS/gcDh4/ZUX6Z20AK8yZrCqDOsYanItKc5dudguXy4ZxCdaaZleXrP7ydj7FLfd9lGs1sTvNHPu1XD8tYHX6Z0yfn+s/DhAIAwNPg0eaROS5k16zRLRESqqCzKkuQT0nnRkuYywdSEYzIT659cjXTpdk5dysP0Ic8UWGl75Jf4v/RjdWUQLzF96Jbu3vUhptHGgzbFrI4wLNSlRa7UsuuUOIJZO4+zo5ODGVwmFGzFaPZiM8QvHGVJz1G+k29JNZ0E3V9UkRtCFNLHXKiLcdayRp8w2QkYvSkkmu0tLkWo2t11zHzqNDo/Xw/977yt02qJkH1tBvXP4e1N5Zg8rV6Rz8I06XIE8hv6SBgSbr/QLNp+89AQbrV7HbV/7LADbn3mFI5VV2AXviE8vL0GqokHqn/4TubKBZSuWMWP1GH/nUhoMsl5XqC4/EcMQ8dEz6LVzlFUPx0kklZGwVX92/mofdsaFmnHG+QDIKMznoX97hKd/9nu6+iuKVHvsPP29n/PANx9FNUpz24sZhULBozfPYcXMNp542U5PT2wg5nAI/OczvayY182Xbp45rA/C++WVn/1p2HDgAtHAxJkjm5jt3LWTnUI2URKjf8qbt3BV/RsJbW+HJtHZUoskxyr/iJo0Mkwr8HROxJl1glc2VLFwVu4QkSbG6uUl/PzPe9l9MLZq///+tCdpm1/85/XodLF+PPzNN5Pef++lT+LqHcFp8xLlTOlVS1KlVykiRCUJX0hNgzeHY/5izEoT9yjdKPu9ZWJxNOLAmF2I/bHT/0pIeYK4Se3Qdoinrw1G6hdrCoQM5oql7JdqkzcaBRE5jJXU1aS6A34cqcSX02JPGMDAYfV8VATRo0YpiygRERQKwtZs3NoM+iQrbwf0vOS5jegY/CD1BrCYIlhMEYwWAbVZh6Q1IA5yHrXu3UDxqdGXtk4Ld1JvdlPXXcAU7SQsqsQQc6WgotxYxjeiLk76K/m7ag4BReKEvFxTh9+VujxMl0mVVNBrMBPkhqSKT2p5bKWLh+IU4wKqTRxdZTCr1coDn3qY5lONbH7vXbomzEOUzEBfwnYR1fDi21hpLFxBuVSP4nT6kyZKRvMRWsqv45lDldiqDnLfZ+MpMLOvuokDr76Gvr8LEVngWIcWf0YEhzFId4ZEZITKYgJgcwsYXDZkqZSwZRHobYTOYuzuV1homr2KuUefZqLUzDt//AU3PPb1sR8I8JQvh8rGgdfTA0dpPtVAYdHE4XcaBwBLThbX3PfZgdfVFRW8W/U2vaZ27JleQsr4DcbgT0wL7VOaCOBES4gMHNyyJ4PDJenM1IbJ0PoIhw+x6x9VRALpFE65ihXGO3kt8hzVruGjpxRKuP+KfKbNmcy0q1dxYttGDr5Zh8ufQrCRLdQcvbQFG4Dl99/BcqBmRwXvrttCG16CKSbJpwkTpUlw0fTOBrK37GBqcRFXf/rOUaWkpOVOBSle1t5oCozobXUpYhnipO09S/P2DzPhcBi3kOyLV1R+6VRhu5gQ5BEqOixYsECuqKj4ALszzjiXNz63m6d/+GvaB4Xb5yutfPIbX0B7GanNoUiEn7x6hB2HFQxekMjMkPj2XbmUF5xbA7qGo8f463P/IJRigGJAw+cf/zyWEfKM9+3bw+aQNakay6S2d1lZ9VJC26uOItw9J6D/b1mLrkHsLiMgxyZoBrOLedfsQBDk/kn94AFibEI/GgZXHoq3xEQEj9PMgXeuZOR15w8nCsLMMunIUMUm9DLywNcUK5s+iu9siFCTKOjEz8PgExTztYnVjNrNHqrCY49+MGg0PKRMfuZGEHnSMwUxhXFmUte1BmRLAT5lJu6wFadPh9crpBSYUnG66pJV78OscGAMdaPr60AVjqCQhUFpXImpXIIgIytAEGWQwqTbOykJj2AOAwR0sCUtH1cUiErMCVkp05WjV6Y2L/FGnBz2dfOCZn5sVgbcJWzB70xOe1Lh51VDMbJi+MnXrcE/4OlLLINdPvValoT2j9jvkdirnsuv+mIRByuzDvKVLz845mPs2ryJiu4DVJdUJ7RnOkREw9kb6A5lWcOTZGbGxZ/WNisV5Y8MvE7z1WOrO8nHPvt5gqEgL/zm63hNEfpygvSkSYQUI19LNg8YXFaIlhI2LwD96IyGR4OAROGB17nBuRWAozMe5Npbx26cGgwFqf/RZ8ggHh2wz3Y1az//lXPW18udI9UH2HbiZew2O85hhjEfeTlKRmf8JrS5pIyIoYT7fc8NtO02LqR4auqIQq9PyfaWBWxtmztsP8ry+lhUUMXHb/tsQvtIgs1ptILzkhZsTuNot7Pud8/RHHTjFkYnmltlHUUGG2sf/QQG6/CRugGPh6od/56Q7mbOeYiiWee2wtSFZN++PWwIx0uc66N9PL58+N/cOMlUbtnF3zYlLjAqEPnGN7+BzjRe8jwVgiDsl2U55YV0+cig44xzCaA3mfjMt7/En5/4JU2h2Gppa8TBU9//BQ8+/ghG2+VRDlCtVPLNO+exa0YjP3/dgcsVGxx1dYt85fd2bllm51OrZpyztK+Nf3+DkJB6FalYbx5RpDlwYD9bQpYkkWZix84EkaYpYmJ3h4pA8AgAEVkmr+AWvF2TkAeliXhdZly9NizpvQhC6giMsyV2PIH2xgmMizSpyVTrSB8QaQAEBmciJVbTGvT/p8UcWUjhU5Mg0cR3TSHoCAjMUMwnlHGCdH0bacYg4aCCcEBBJCgSCikIR0UCEYF6l5/ooCpIFp0hZdqNA3OSSCPLMqIlk6ghD4+QgStkwunREAwwYhTJYFRqsBjDmLUejPSg8rcjOzrAJUO/lnzabmhQyavUyDBYJ61Lz2A/IioUKBFRyjHfHuUQ3x5bSCZdiAk8Ll2YAxwlx2Nigr4MtZgYPWNQWlhmtjAtVMMef4B1urngTkvZHbW+A1kxecTPH/Un+1mZpLGVvR+K/3SfBcg3nl0O1dKV1yEfUlIdThRqfLooI2QTjZnOQD6ZxP9GRoYLORJGUKqQpAhOnwtvZjf/u+5z9NpCBJcl+joNxeqVsTnVpAfVROwZdM27i3Dm+Zn0yoj0zVxG+4Yd5BrCFB97kfrpMyiZVD6m42jUGhqyF5Nh3zDQNrlvPx6PG6NxBFOdDzkOVx+vbf8LbYoqOtLCyPkjb6/3Jj4ImyOF9Mil7NXPZ5EvJowu9uxjT+sSivObkvY36COcCKX2T4KYwGzO3MbxtCZqapZTVjZt4L1pV6/60ETYWHOzuff/fJlwOMzbv3yG2k47XcLIkXgOwY/D56f6hz8jXzCw8u4bKZyVHLmkNRpxu9VYLHEBvunErstKqJlUWsaGk/GFVL/CitfjwWA8l3fey5uqiiNJbSZZMy7SnCXjQs0443zAqLVaPvXtL/HXJ35FnT9WcaUj6uapn/yaBx/7DNbsc7fqeKFZOrWYWRMDPPGPE+w/qQAZohF49V2oqD3Mf9xVTEFW6onWaKlY/zYtwxjq2WQdH/na51O+B3D08GE2+XWEhcQUpaKuvayufH7g9TvRElqbm4hKsXQlfeZs9MFZePqySUXD8SnMXr4LQTgdF3N6UHj24srpdJyAV4XHLqNXdhKJ6gnL+oTqVB9mBKBcr2VIsMsZ9ujnTGJOqqgcOeE/yAgoAENETZ99CS9LWhTKwR46YfTqIHrBjx4vFqMHEz1k6jqxGILYe9JSCjVO0YyYPoGAJhuPnIbTb8DlURJ1MSConAmdXsZiCGJROdFLXYjuViSPAyE0NG7o3BFFipfoHMMlUKcNcjDYw/xoNkWGchRC4lDFqs7kejXMC72sYSgAACAASURBVBymSdFKWNeKKMggyLHrRJSJiHCb8CZ9sp69rqn49blJfyeSotKVOepClsErK+mUdHRLWoKIyIASGYsQIkvhJ00IkiqgJCTEUgj0Opl7HvrMmT/sMEwrmY1Q9WzCOfFqBExeF7J6hHJJY6CxaCWTwzUoFTKSJGEPaTC3/BGv1Y3TGiCQO7IwY/bLWHrUZIQ0FGujZOrCoJNBFwRrKxVNe2ktOn9+L25VNvtnf4Sbap/HhI/6f/yC/H/7MRrtmSuRDWbBzR8h8NRWtP1l7M142PHPV1hz7wPno9uXNBt2vs6x7m10ZDgJZI3ueab0MZAyd5raUBlmWUSV5qU2UMwkqREBmNl2iHpTGZnmnoTt9zbMxN49fIp4UZYbR0kzIPDKyV/z9bJfJm3zYRJsVCoVN/5brLro3pfe4sD+w7QL3qSSyYPxE6JWDtHw/N/Jfc7AwoXzmH9HYgGGoN8Ig4SaUKj9/HyAC4QtLQ2t1EpAjIm0MgK1tTXMnjMeVTNaeh3JKb/jRsJnz/g3N844FwClSsX933qM53/8GyqdsQddt+TlqV/8nvs/cz9ZxefXePeDxKDV8t/3zWPD/hr+8JYPX7+m0tym4NHfNPOxFe3cfdXwK2VnYvc7FUhi6sFHeWEu6mH8fyqPHWe9W0FITIzVLujez3VHnuW09vG6uwRX53Hk/kF8xsQbCNkn4WP4wZurz0Zr3UTySxv6U6BGKvg8GmLTNVkSeb1yDgptgGx1DaLfTdDnRZueg0pjRCkrEUJKCKuRw1qikZiQM9R353IlW61ELZ7rSKNEUeZMQo6EgCgLXCGG2CppiEYEfBEBn/d01SQdkBw5d1rQ+Zf6mv6y5QF0QgC97EEf8VCo6CVDtQuzLkJYqyCiVxAOiYQjIt6whu3uKXSIZQOpSxa9F7PCgTZkB0cbsi8Ag/RMGRCGq297EeBTyWxXdXAs0MlcuYACXWlSfzO1+WRo82n313Mo2kyXtt8HQ+r/J3Ykpuq390f2KFCdjuxBQEyfhV6eddrBCIkom90R3EIGkSTZSk7QmpRIFCk8zFL1Uih6B4TUoBy7cVgMI6d9nQmr2YY+KOPVJH5mk+sIrowr39exASQpihRsZ7dTi9vio8caxZfuZaBUW4r7lSEok96tIr1VxYSGEDm9QVqmqvFgIX1mZ9L2ZaqtuEOluNR577u/w2EvWMCG5gauD+6hRGpiy1NPcsOj/z6mY2Rl57DBOId5nr3xtsadRCIfv6z8N86WmqaTbDz4AnZTC70mGXJhNM8zTUQmu9tEsasQiKcY+gwQQo8kR1n94A9pamrF8devYcWNgQDW6m6Cs9VoVHHVerd/+CqJggCZadsHTGBbcgL88m/fZUo4jenLbyK3tDRh+w+TYAOw6KM3sOijN3Dq4Am2vLSOVtlDYATH9CgSLYKblopt7NhXQVl2Lqu+8AlUKhVqdS4MstvVDFXgLgN04T4Cmng0XWtPF6lr942TCo8cSbo9mC/Ra+diYNyjZpxxLjAv/fR3HOqOh/qa0PLx+++hYMrw1UouVfpcXr734kkq6xMHv2XFUf7j7jIyLGMLNX/rqWd4r74q5XvZkoHHnkjt51BTVcXrXaGBVZPT5PceYs3BP6EUoTui5J1OGz5/zBhW1GeQob8aj290JpOCGGXm0n1Y03thkF/NaGNfTlcUgnjKU93Rabh6wjzHypT7FAnVTFccRxlU0aKIz8qNShVpajUaSYEYFiGkQg5rkCJ6IpKOMBdfqe+zYYFZj02pOOeRIWPldERPpbcDp9ALqgCyKkJEJQyqXnV2Pk1KFWjUcqxsuTKMXhlAhx+D7EUvuzHTR5qqE5M2QjioIBJUEAmLBCMizrBEg8ONSnPphXHnBVXMVEwgR1uU8n1Jlmjy1XBAbMOtGtsvQB640s685WBOZ4NZhSBXqu2UKt38llvZ5V3AtLxufvxo6ut0tPz3xofptCaK0Eu65hPpVNJTuhCfYmypsqKrHqX3AJKmCYfVmyQCDUUfkrE69CgChUR0c4iYSynd/2dmH24e2MZpE7jiJ0/z6k+/zaQZPUnHOFBdTuu825DOY9Rfmq+BlVt+RJpBicz/Z++9w+Moz/3vz2xv6r1ZkmVZsmzLveJeMLYBmxYgGAiQEDoJ5JAQzpucc36cJITkJLRAIIRQTTHG2AYXbGxw792SLVm2eln17Tu7M+8fK2u13pUs2XKNPteFzMxOeWZ2dmae73Pf3xuODnuAadcv6NE2jh7YR+zK3wb0L46PfYRrZl/Xq229UrA7bHzx/fuUew9RE+PC24OvL6FRSZKYzY0T7iEuJp5vP/wr8ev9ZdDN8QpeVDxJZKSXj57xVT/cvXU3KRueR9WmsO5VD0eI8WKMtHCqqR8fnpzdachfWoIdzcS3A+ZpPTKTSpPoH1VPa6sWW2sYxrAcRs2/Cb0x8P737+RhA2BrbOar1z6g1N5MixCc/hmKcFlHP204w2cNQ7T7o40lSWDgpBfQm3onyu9y4J21q6g0+VO/MixHWTRn3iVs0ZXF737939gJNBOemZnP9J/cfoladPnTlUdNn1DTRx+XAcv/9i92VhS1TxvQcvstC8kalX8JW3XhWLLpKB9uEH1+Gm3oDfDAHB3zxnTtK3Eat9vNq799kcYQaU8KBOaMHcc1C28I+uzkiRMsrbLiUAaa5iW1HGLe7rdQKWC71I+Sslo8Xt8ocUT6NBT1A3HJPXsZUapEBo/dQ0RsY1salK8sbfeia2TaM2xkgZIjuVSe6I8CD9VxLex0hQ7F1Ug2RivWhhwxS/MawFmBx23H47Hj9bYi40ShDseYMBiNOhylRwVuFYhaJI/uikmvMikVjI8w9iDt6cIiAHWihwOW0C/Capwdqle5QCPiVUvYFRpOir7qVYLq3AU0ldoXoaPXeNCpRQwKX8qVUbZhkCyYhEaiVWZMaq9P0HErcHuUuDxQ1urGobg8IwmyHDryNP2J1oYWukTJxSl7EbtVtbhVXf/OTssz3b1eFLJ0ZoBVe5yNAhigsrDEeQuSKppJicf49RM/6OaWQ/PCysepSAi8fgZXZ/LQjc9x8ngRG/fuwJw2ErcQ2sFVsJShsu1BVpfSGmHBou/6fOhEmdgmFbqWSGzhU/BE5qJQBHojaRpOMXfZv9ruYz52DxvIj578NStf/RXpA4NL9u6wz6YmvvOIiN4g9fg65lcuB8CCEeGO/0dmVrDJdFdseuEX5Hr8nj1H1IOY9swLvdrOy53N+9azq2wNtTENZxXyOhLmkElojGfigBsYM2RiwGerX/olqQdq26dL0zS8Jj5KeLjEx7/yP8fWfvARI0r9IsD+rEXMvuMHPPLyFk7VdCIuCzB+wLeYhxwJ+ii+Sclcj4C2w63M4xFoadbjskeTMmAiQ6bNaP/s302wEUWRjW99QmF5GbVn8bE5jRY1cyfWodX4BWRJuI5hsxdeqGZedD5f8zUFYX6Pozj7CX466/xE938Xyg8W8PePPzhjrsBTDz9KdFpw+nEfPvrMhPvo4zLnxkd+hO6dj9lcdBgJGTsuFn++lJtsNgZPmXCpm9fr3Do5j2sGN/M/H5dQWuHrCDjs8OoyJ5uO7uG52wZjMnTtM/DF/70RUqQBSJaMIUWa0pMn+aKqFYcysLR1QutR5u3+ByoFrLAPoLnmKLLswCMrSE6dH2QY3F28HjWHto8hPaeYtAElCIrTHT35jN7hGfJCe11oAZdTS9H+oTTWxQMgoSLLamVnJ9lMM+Vt1HYS1lyqSMWcOZMRioM89uj9KJUqNq1cxom9u3G3NONwmvGIdjxeC5JsbW+TR1YQlpiPTh+LSlZf1PSqzUdW88XWd3nh/vdQKX378HhFnvnn3cSGJ/Dr218CIEqlpLSxknmv/4i37/ojr2/+gN2lwaZ21+VN5c83/WfAvN+tfY2Pdn/Jb+c+yW0j5rfPf2f7Z7y++QO+e/IT9OrA69EreZn56l3clH8tT067n3s/eDpofzIwIusa7rvWV0Hm8df9VWk0ai2x4YlMz7+B8bkz2jNOBKA/kE0VasGOUuVAUDlB40ZSe3GplNR6o9hpy8Wr6tyczyOCRxSwoQbUgAEILumuUoNOK6PTeNBrRQwGF/rw04JOKya5kShNPUaF7Eu1ajNDtriguKXlokfnnNA7OeE9zJDWMgbqBxCmDvS4Uiu0ZJuGkObN5IT9OHs1jUghzGS6H0XTASHU//q2IiFQ5AkjV7WFEqYQ4Q5OBeopOo8RCBRqHLIv/z9zYDaZA7PZ9NUqjok2zPHDkKxm1NbdyKqTWCIstEQD7acn+BxoPTJRzVoimtWka2TSjE6UaoFqj8zO6MEhpVl3TAaNMQIx9f6zp/c08/radURrMqgqO0FyP3/Fs63V4zlc4iZzVhN2ZfD111uYB4xnc3Uxk6SjhGGj+LOXSX7qRbQ96ExL+dNgr1+oGSQWcuzoYXLyhlyAFl8+VNVVsHL7B9ToSzBHSpAM3RlMUEkyiWYD/XUjuXHKnWg1oZ/ZgjXQSMuiMoAI0hkV+GbeeTvfvVzE0DZz4SEnFvPFJwZK6zpPBU+MdYUUaQDqorxsPhXDzAi/Z4ZKJRMTawfsyO5P2bn8c1qbjCAlkTtxPne9OJuCTevYu7z4qk+JUqvVzH5kEbOBA19/x45N26kSbHjwdrqOC5HWFi1xcf77UmN1AXD1CDXxpjAKOkw7eskT7N+Bwxt3Bs0LQ9Mn0pwHfUJNH31cJlx73x1oP17Gtwf34EXCicjnq1fjtNkZNffqU/OToiN5/ZGRvPPNQb7YLOMRARkOHFNx/0vHeOKGcCYNCZ1mZGtt5VRr8MgtgBolM34wJ2h+VXk5S8sbsatiAubHWY8zb9ebuESJL5uTsFn3AjL6xOEY7UM7NQzuLrKkpLKgHy2ig8gkF/2iGtpyJjqpPgQgC+BVUVmaSumxbDxioAhic/RjTsT3rLFPCd6fENobI1o2oImzMSFsOzc88LP2+ZOvX8jk64NfsooPH2LXmpXYzGY8diuepkZazeV4pRYIUQZdE5GJITIdlaBDIap6Lb1qYEo+bo+L0roispJ8o1ynaovQawyYm6uxOFoI00cQplKy9fh+NCo1I1J9nkcLh83hZ9PuD9ieThXoWeT2uFl5eD0/mXgHn+9fFSDULBg6m5c2/pM1Bd+zMD/QVPH7EzsxWxu5aZg/NaLj/k5Lb/ttgaLZnVMfZnD6aESPiz3Fm/lww6uEG6LI6xcYIeVFjVeOADHCZzDcob8eC8zHjFoo80XlqJ3nnF7lEcEqCljPIuioNW0pVxoPep0bg9GFPtqBXrZhlCyY5EYiVPUYBHyCjqjA6VVQZRex9CRvojsoFRw2WDnq3csISzRZhoHolYGCkU5pZHDYCPqJTRTZizikbQWlrx3nJNJ0QkfBRkZAjZ0sNjB+2vXnvW2DIhKoD5jnUvnF6erachpNtThsR3G4VtMURaivrh2NVya6WYPanoBXNRhP1DDkCA1R1SvIiDnCaWOu2BgrgsuOrA0dqWOOjSSmvql9Oq6hniLTAJqG9Ceu8TD1R/eTn1dFUf0Avj45AlGE0QWbsQ+ZH3J7vYFLYcKcPwn2HwVggPcU6//xao/KbF8z+zqO7FtGsuwT2RTInFy34qoUakRRZPn3iznh2E1NrA0xqfvRM7EtChLt6cwdcxf9xmWcdXmNLfCZ1CD4LlLpDGs5pVLJmAd+QcmrPydZrkGFl7ziTwhXPkyLFFqUztMcprSLfZ/q18C+E2mMiA1teqvXedEn+VzZm04d49QhDfaWMPqNGkBEtJJD35Rf9YINwLB5Uxk2byo1RadY++7nVEjWoPSV01ha1AFCjYSZL//4JnOfuAdND428L0ey0jP5rsz/jmNXReF2uzv1O+zDT11dfdA8k/Tv4ZF4oegTavro4zJi6h0L0RkMrN6+GREvbjys2PQdTruDa245/xf/y5H7ZuczZbCZ//20gpo6X0fBaoHfL25lwtC9PHPzUDSawBv9khffwEJoQSJVMDJw5MiAeTVVVXx2sgabKrCiVqytmOt3vs4RKYHCmlZEj8/vJjbjOtx12V0aBncXo6aSw2ERHK67kVRzJb8wupESSpHDGpFNzaDq8DLkNCJYo1A0xyPVJXOiPrRJsoxAVIOWM7WPTKkEsyJ0lFG0wsuoIQfxSgIrXnmWGff/J0Zj5xEZA4YMZcCQoUHzW5sa2fTl59SWFCNaWvE6nXg8NsTWWppbTna6vXNNr4qPTCbCEMXxysPtQk1R1SFyUvOpb62luOoII7ImEq5SsqP0AMNS8tC2iTF6tZY4U9dVxb45tpnkiAQevOaHfLj7S4rqTpId7xMIo42RTMuewNIDq4OEmqX7VzM2fRj9ovxGqR33d1qoScRBrdv/0qfXGokw+joqc0bdyoYDyyms2B8k1JwNGQVu2YjbawQvASW59cB43Kg53mvpVaIbRHdHQSf0taPWtKVcqT3otW4MYS70ggOD5IvQCZcbCVc0oEXAIypwexTYRDje1Nrj6BxJqWCPvplDnp2McsSRaRiIWhH4mw1TRzFSPZZMdy0FjhMU6Z3nJtLIIAsKn8DavgGh7a/U9n37plW4+GbdNwzIHkBERETIzXWHKGMiUNw+rXQowa7gta+fxayvp9EkIxvwaWshUEky0c1qtLZ4JOUgxKiRyOFa3OEdWw+nMmcyyF6AWu2736jVEhknv+VkbuhnTlXaOHILV7dPx9ZJKC1mvGFx1EbnoxqTg+XkPtaV5iK23d4+OTWJBf0KMIcHl/3tLeqihvB1zGzmNXwDwOim7/huVQ5T53bv2alSqahKm0hy2bL2eYMse2mqbyAqNqaLNa8c9hXsZNOxZdRG19EaDoRDd6JnDC6ZhIZoRqbMZNqsnvn26G2Bz7FKr++eKUnB+w0LN2K49Vnsn/0SA06iaeFh7RL+4L4bhMDnQ1y0yOM/vos/f7uL6tjQUaReBRQll5PZbCDSEFp4aEeAiHA3EeENQAMer0DKCB1hNeVYKlNodaVytQs2idkZ3PP80zjtDr5+6V1OtTYERS43NCvo32HaFOFmQ2EpBf/zR1JVYcx94A5i0q/cCIrk1FQ0pUfbU0olVJQUF5Obl3eWNfuwetyc+RpnUvUJXOdDn1DTRx+XGeNuvBadUc/y9etw4cGDlzV7duB2OJm+6NZL3bwLQlZyHG89Hs1rXx1k7S4FkhdkGbYeVHJf+RH+4+ZYhmelAlBxrIhyb2gxwoCGBY/dEzCvvraOT4vKsagDI2OiHSeZv/N11rn701BZiCxbURoSiDFMxlqXcd7HpMCDPqaIxY4pCKKvM+xEjeDUoiz1jdDKyKDwgkICrxJB7pBeJUsE9L7PwCYmcXPMNyy1z26fN1Q+RkWIbqgKJQOG1wCgVMhk5DSxe/lzCLrxTLnpjh4dV3hUNPN/FLrs8I51azi2cwvOpma8DrvPC8drRZItSGIrloptnW63q/Sq3JQciqsOAT7Pj6LKw4wZOJUoUxzHKw8xImsiRqWCXWUH+cGIno3af75/FTcMmYlerWNWzjUsObCKZ2f7S7rfMvw6Hvr4OcoaK+kXnQJAvbWR74p38Lsbuq4uIwAmpZLaEBFIkuRlf8l2bC4rygvkByOiQ5R04Mb3Xy+nV4XcZw8EHZ1WaovQETFEulBh96VceVsxSU2ECw1o8UXnOLwKamwiLVKwmOdWwjalmUMuM6OkZNIM2SiFwFTFKE0CEzUJmFxH2aOoPucibEL7H/ArNr46YILsn25tbeX9d//Fo48/cc7VteLCkoipMqCTPTjD3DSGeanM8KVthEIpQaxFSYKYhFilwpUxBVtYP9xhHdoeAllroL7cRFKiP0UlXl1KZ7Jrc+porGGrMbVlOCkkSC5eQ/mIRQCIbpktNdnYbYF7bNlXgmZKeqeeOr1BY95ECr/dR666HgFI2fsRZbl59Mvsf9Z1ASYuuJmGV9YS1naODbjYtmIJ8+776QVr84WmsbmBZVvepVp1nNpoD3JK99ZTyJBYryFNMZSFk+/GZOx5mqPTYQ8qzV3i9lVhkjpRTLMHZvL9yJ8waO8rAAySi7kzYiOLW2cELDcxrg6tVsucxB/xqf1N7JrQV3izEbY3K5jlEVCpui/TqpQyMbEOYmIdMKSBmtLj1BZmY3GlcbULNjqDnpuffQiA795ZwuFjRdQobMjIlNsERsu0V7oz6D2EKb1YvC4KPS5O/P0NkjEwadYUBs24MlP39WITbo3/PlVWW9Un1HQDqxD8rhMX2/VgWR9d0yfU9NHHZciwmZPRGQ0sWb4SB24kJL49uh/nm07mPrjoUjfvgqBUKnnixhFMH1LJC0vNNDb63gKamgT+818NzBpl5vEb8ln1r89xCqFHz9K1YcQm+UdymhobWVxwglZN4OhOlLOUGZte5euWBKwtewGJyIwZCOYBWO3nn4+sVzTRmGDlS9schA53WbukAaX/QSYggKTqUErYT3c6d8q6eJQ6m68z7XXTqgh9XuIlHRERgTuJjnHiFr/ny78eYcHP/l/3DuwsjJs1h3GzgtPOKk+VsGX5UlprqvDYbHhdDkSPrS2NytdmlSDhqN1PKOvd1Lg69uw4gUP4FENEP06ZC/nxguuoM0fx0fpNGBVNnKxvwmxpYFzG8Pb1Ptv3NcsOrg3Y1tMzfsKdo24EoLypmj3lh3lhwbMA3Dh0Nk9/8TxPT/8xmrZRoGv6jyYxIp6lB9bws+m+tKYvD63DqDUwO3dywLZD7e++yfeRM9Avpr2//iU+2PAKHo+IJEsYdWFMHDSrG2e397lY6VWh8Ak6CixoAA0+QSf4hS5A0DH4ypYbcGCQbRg9rRilJsJoRI0vOqfMXcNBcymjNANINmQFdKecspsCZaNvwq+p9IDOO3mnBRwBkGVfalV1bQ2f/eMp4gzgsqlx2VU43Sric/KZviBYdLdYW9h+aB0lTQcwa2oxh3uRuqhsrZAh1qIg3pVIZlQ+44bMIiLMXwmqoa6GFau+pqH/qCDz9DOp86aT1KGEckyMFYXThqQLFtoUShXmOD2mDkbZCeZSygHJ46H6UBMNjcFizA7vNdxQsp2KrBlBn/UWNlUMx/OvI7fAZ2gZgZWiT14m4akXuuVXExEeydaIUYxu2dQ+L716O6J4H2r1lTMyLIoi63Ys50jjZmpjW3HGd/9Cj7JCQmsqM/NvJXfs+aV9nTyyG0WHR49TD62yLzpJDh0wCkBieharD07nOs8GAK7zbuBkeCrbWwcCEBnp5Ud3+FLCR40Yx/4lW9iffrTT7ZWlWNlzKo9cOQ6b5RjGcAvh4S56oqEmpjtJTD9EQ8UxKo/k0HoWwSZ1sJ1p9997RQs2AFPvu5WpQOF329m85nuqZBtWq5qwMP/7Rko4FLZlQ4p4KKWVsnVfkbB2I4Oz+l9xFX8MopWWDj/3BnfoCO4+/DRX12INkXo/eOq4S9Caq4c+oaaPPi5TcsaPYpHJwOKPPsOKCxmZLacKcL78Njc98cClbt4FY2j/FP75RDwvfnGIrYeUyBJIXli7U8H+kv1kmNTtkQEdiZT13PLMw+3TLU3NfHjgKC3a1IDlIlwVDNq6mHXVelziEZ9hcMoN2Oqye6GykYzJdILljMBmCzaLsHm1oA4ecQiFgIAouVErOu8cOKUobjVs5hP3HGZpt9PoCR2BExNhDTlfo5bon2dm3btPk5CzgKHjgz1veoOUjP784IlfBM232WxsXrGUyoKjiJYWvE6Hz8xYsiDLvi/ZI8uMHTqTpVtPoDDHoWhQE6OP4sbo2dhNDl5p/RcDVHrWn9iGTq0lPyW33f/nukFTeXTyIjq+TEcZ/B3WpQdWMz5jRHu60tj0YWhVWtYf38rcvGkAKAQFN+Vfy5L9q3h86r0oFUqWHVzD9YNntKdYnca3v7sDj1FpoLKDN+OCCfeS128ETdZ6lm59h1nDFxIXcXmGiZ9XepVSw0n3+VevCi3onIEAGg1oNRJ6gwd9lkiV0okeO0bJjsnjJM4hY7O14GhLmRQE32/stKhyrhE2oRDa8t5kGQortGSPb0YV11GCXMfOFRtw2NQ4rW0CjlOJWeelcIIZ4jrZLhDdCpGWCHJiRzN26CxiIjpZGIiJT+RH995Pwd79bCvaSn3qCNxC6O+iNGMmg+xH0JxOf1LJZJ78hhODQpuE1iTkklmyr306rk5E9riwFVRRWhMsuKnUMCmrCvupKqKSS2nShy6z3hvUJo5iVXkpc60+sSXbW8L6t//GvId/3q31c+fehPfjLSjbFPR4uYHvv17BzAW3XLA29xbHTx7hm4OfURteQZMJSILuXNw6USahPpzB0ZOYNelG1Ore8ZWoKzlMx6Qxm9HfljM9ajryz40lHGyeRr+wCvJkX0XMe72fUaZ7mCpnNGNiqtFq/SnOD9z6FC8u+xllKaGfdQBFyUcYYXiQSSN89+jqEyc4smklUElYlB2DvnvP5phUNzGpbYLN0RxanaEFm+LDEVQ8vYTUwbarQrDJnTqe3KnjaSitZu+3fw4QaqIivNAUGMUoI1OjsFJz8iB7ny0iIyyaeY/fiz6sZ1GalwKTFGiobFP0+aycjX1ffRfk/qZHQ/qIvkik86FPqOmjj8uY9CGDuOe+u/jwncW0tA1376kpwfXi69z21IMolT2vRHQloNGoee72kWwZcpKXl7diaQuxr6tX0aieRV5SEcqqvQFRJwMS49DpfZ0Qm9XKB/sP0qztF7DdcHcVUVu+5sDJKiS5BX3CcIyOoVibz88wGEAt2CGhnMUdUpHORFDpkbF1u08oKLp4k23D09CPOckbULfYg3KDAcJkLQPzy6GLqlUJSTYcdZ+w7KXvWPjk/9fN1p0/RqOROXcEChtHt2/n2OotGOwqwoQIItRxaBQ6Xo74klM1Tcg0Mrafr2y9QaMnL3EAu0oPsrP0ACPThqBRqEH2hnRhvwAAIABJREFUvTaH6YykRwcKdXJb1S2v5GXZwTXUWRsZ+nt/FJAkyyzZv6pdqAG4edh1vLH5QzaX7CZcZ6Kkvow/tkXhdCRMZ2xPjwJfG0453WD3jzKFGyKJi0giLiKJB679D/742S9Ii+1PQlRq0PauBC5FelUQMrhd4HadKej4u4gKRPJY2f4rOO0ngyAEVXASOk7JHWL8z0HMcXkEyswa+icG+mPotV70Wi9E+9WvQcD4Og02mxrXaQHHocImCxxPqMaerqQh3Eu2OIC5k+7sdhsGjRzOoJHD2bBiBSckkbq4fKQzXv9krY6GsjCSkvwVcuK0FZzoZJu12bNx79mHpu2wtE6I37uMbeZg/xJBgLFZ9djS87Cl55G8aymtY5IvWKU4CSUt+RNo/GYD0UbfcY5q3MimNTlMnjPvrOtnZg3gW+1ghrr8EUa6gs1wmQo1doeNpd+9R7l8iJoYd5dRWB0RgIQGFUnegSy85l6iI3vfh8dhrgxsq07V7kXfmVBTXVZDoTkOBHjDeSu/1b5ODM0YcPKY8iP+FPZjHlkUHIX4wzE/542i/0dzJ7cTu0ZgTc2/GOIajlarJSkri6SsJ9s/P/L9BiqPbUVtaCAiyoH6LGlS3RNswik+HH5VCTYx6UlotElAUfs8U7iI774bmibBQZO1kmO//xMpChOzFy0kOTfrwjf2HInV6TscHdg1YZesLVcK1eVVQfPC5D6B63zpE2r66OMyJzk7i/sffYB3//ZPGmVf3vzhpgrcL7zGXb989KoVawCuGZzJ8Cwnv/v0CPuOqUD2Vak5WJ1NUnwayZb1yE4bcbKRhU/6PAQcVhvv7dxNky4jYFthYi2G9cuordwDeIjNmIu7bkCvGQYfCovkSBcizWlkWe62Z4VSIYLUdRUFt2wk2uahRNFJNI2sQKU++zWi13nJGlTJ6reeIf/ah0lOD11xqzex2WxsfPcjpPIWTB4T4apowtTRDGE4nHHYY9OHsaP0ACCzYOisDvPz2VG6n11lB7l37Nk7UkJb+MSm4l00Oyx8et+rqJX+R2F1ax2PfPobKluqSYnwpfUkRyQwIXMkS/evIkxnIi8pm0GJA7reT9u/YmdGDEBcRBL5/cexbNt7/HTer8/a9iuRS5le1ZFIylC2pdmdGTnn/4ZOmwPLba4zvhRE3yUj0FXq05l0jKoprtIFCTWdoVFLaCJdEBkYQp7vVWOrV+MsVeO2nWLpn5/DLWsZu+AO+mcP7Na2p99wA9OBz//5D8zJKTSE5/oFK6BGziSJ/e3TMTE2lPZWvIYQ6aAaA/XxKpIr/FEIca1lIU/RsIwGGODvlFWNuZnkqu1UJY/vVrvPhRZtKtsG3878U58DvgpOibs/pCI3j9T0jLOubxw7Czb5hZqB3hMc2L2DYaMvnzD+jbtXs69yHTUxTdhjuq8ihjsgoTGeyTkLGDHmwh6PcEZ1Rota3y7UyBJ4PB5UqsCuyOtfHcDt8v3mWzwG/q69k2d4ExVeUqjlbsVKVKrRQftKSUlnxIFpfK/fSGeF5qpjRd5c/jsev+2/gz4bPGU6g6dMB8Bhs7Jv9XIsTUcxRFiI6CJNqieCTfnTS0jJaWXGg/df0YJNUv9RuFr9UkZ4uIskKY5ahRMpVC53G3bcFEmNnHzvXZJkI+MmjWX4/OkXo8k9IjM5lW1m/7RDFR3yWu3DT6vbGTSYYRL6ztf50ncG++jjCiAmJYkf//wh3vnrm5glX2jvcWst7zz/Evc++xjqq7hsoFGn43/vGcXv/vI+e6z5ONo6etVmHQ3a+QxOPMKIRF+v3uV08u6OHTToA40jTR4z+q8/psW812cYrO9Fw+DYYhbbJ7cbBp8dme4OzSuUni7z+E/jaM7EEHOIFjEwXFdAoN+A4HKJXZGS3sqp3f/H3jVZXP/gz86+Qg8IFS0zUNGfdt/ZLhiXPoyvj/j8Cp6//qn2+aP7DeXpL36HzeUI8KcBcIouzNbGgHlqpYpIfTif71/NpKzR5CVlB3yeHZ9JZnQqS/ev4bGp97bNlbll2Fx+ufwPqJUqfjHzJ/7y6h06po4O+zvdra9yiKDs3Dx15rAF/OHTn3OqtoiMhOxOl7ta6Y30qq2n3Gz/8CdEJA9l/KK329c/9NV/UXl4JXDa7jdQRZg/bx6HDh+mrKys0/ZFhIfz8MMP8eHixZSHWG7QoFwWLrixfbq0tIydu3ZRWVmFKIqEh4eTmZlBZkwu2emBQ/0/ePRzTpY1seSN20hP6dpDRqWU2yrSBAo+lhN/YdshFQ776SgcJS5RTcaoCYzrpDrPLff/GIAP3niNluwh7WlIZZnTybMcRKuR2veZWbqe4kE3hdxObVwqyRWn2qcTm2xBleiyUiwYBgcb+VYSS5hoxqruPHXrfKnNGMe6yhJmib4UrUgsHF/8MglP/+GsfjPjpkxn55YlZErl/u1tWg2XWKgpqz7Fql0fUmMopT5CgmTozvNE7ZVJrDeSpR/N9ZN/gFZzccooq22BAwjNikDRz+FyE9ah89vY0Mzh+kBh9pgtmU8ibuQuzxcAjPQcYP3iT7h20Q+D9nfzvEWULTnCiXRz0GenOZlWwer1X3DdzNDXNYDeaGLiLf7t15ac5MimFUhyJaZIG0ZDcJpUdwQblxxOSWE4lU8vISK+iH7DhzH8uut7LdXsYtF/9CQOrv0UtartXqGSmXH9WLSaODYuW0sVdpyE9swD8OClXGilfMs6vt+8jZyUNGb89I7L5jz0y8xEVVeCR/DdJ0RBS2V5OemZF34A60rFGqJoQnTkuVc97MNHn1DTRx9XCOGxMfzkl4/xzh//RrXXV53jlKuBfzz/Evf96lF0hgtXSeNSs+TF17A3VZGnPoU5cTplNb4wVLcL9tUMxm7wkFPfxJf791BvCIx0MHoa0Kx4G0tDgd8w2NEbhsGNNMTZ+NJxLT0ZNJCRCJmjFAJB4enWGL4XDYnOKFqUdQHzY2UDSf16JtQAhIWJGI3HWPnqs0y9+xnCIoL9ds6GzWbju/c+xlvWdNZome4wLmMYotdDQnhsQEnskWlDcIpuTFoDgxMDhY4vDqzhiwNrAuaNSBvMSzf/psuqTXMGTWHpwTU8MuVuFIICAZiRM5EwrRG76GR+3gxfepVCbn8PF4BlB9aw7Iz9DUhN59nbn0AWdfhkiUAxLTkmnZzUYXy18yMeveG3PT8x/wacLb1q9773mDFkOtuPbWZqzWckJ0Uha7zceGM+zMsizVXBBk8MbhQIyKz86muaGpsYkJVJ9oD+eL2+78TpdPLW2+9w000LSUlO9kXWKBTtXa38/KFMnRJoIN1xhHXfvv2sWfsNgwfncdPCG4mMjKSl1UJBQQFvLd7HH381qX3Zw8fqaG5xMn9GNsvWFPLk/ecmACgUMiaTiMkkQnyHD7zL2PHlSp8Pjq1NwHGpCU8bwHV3+irjLXroUQDefesNmgaOwqqOo6E+nORkfxREnK6iQ4HwQKqzZjPswFvtZrHhLZAdcZQit8+TID7WTdzQ+JDrCskDiNq3AtuI6wOienoTUdDRMmwi7PZ76Qz0FvPN268z76Enu1jTR3PWNVD0cfv0YPsBKivKSEnt18VavY/L7WT594spce6lNtaOmNT98xXXrCDR0Z/rxy8iefzFT6/U2QLvdzVyoB+Xze4kzOh/d/nbkm04HcG5W2tbRpIZXs5E724AhpZ+yq6t2YyZOCZo2R/PfY6/bHmauihv0GcAolJgO18zpmEyMTGx3TqOhP6ZJPR/on26YPNmygu/R61vICLS0V7aHrov2NTVjqJ1bSuVR/8LY4IdpGSyRs6i//AR3WrTpUSlUmFp1RId7Q+RrD21n2mL/oP+Y4fTWtfA169/SJmzhVah8+qVAHWCjbqqQg7+5g+kGyKZ/+jdGKMju1znQqNSqdB7mgKqhZaUl/YJNZ3gtDuwhDASzh5xfmbkfYAgy513A0aPHi3v3r37Ijanjz76OBtup5N//eFVytxN7fMSlGHc99RDmKIu7cPtQmC32Xj1+f8LeNjLiXkcaRrCaSN+BV7mTzHTEJ4TsK7B24x2xStYzSUkp8zH1tzLhsGKngsYf1ZUo+qmMd239lIkZ/dGnAUkpMRDVNn9L045KhXDJ9X2uI0daWzUIWvGMO3mu7pcrnDnHgpWbcBgU2MSIohs85a5eAgI3fxu5SDLu7Nt2f83YH5nHkIygAJZZ8U5amXQxxWVYTQ0RiI7lOBSgqhGdmuRPAY8kh7xzLCEPjrF7XHxn+8+wJMLn2fjwZUYtCZumvijgGU8gp1q0wEAtm7byvbt21m0aBHx8fEI+KNt7HY7L73yGnfeeQf90vshyAICEiDwweKPiY+N4dprQ6c3tlosvPHGm4wYPozZs/2peadfsdJim7lmiP+qe/6VTRj0aqaNT+eXv1/Pqvd+iEp5vvem7uF0KbDbNO2VqFwOFbIunFqFhgiThuHJB9qX9XoF1qh+jGgM9i+RPB4mf/W/xJn9x3WgfzQf2u8lLExi2EgFUljXI6oJjQepjc7vvYMLQdrR1cyr/bp9WkKgeOzDXDM7dMTRaVxOJ6V//jFR+MuW74qZ2S2RpzfYdXgrW4tXUBtdh0XffXHG6JJJaIhhdNocJo+ceQFb2DVut4uCR3+KsoNe8pf026l2+YWYVx9JoH+qL4LGYbdzz1+PY7OGPlajXuRZ1dukST7fm2bC0N/7f6SmBnvMbd66jmXCYlyqzs9bRnkkT9/8p3M5tACcDgf7Vi2jtfEohvBWIiIC06QaKjSdCjan0QmtxKYdpd/QOmwOHdZmExp1BiNm30REYmix81Kz/t3fEJ/kHxwy10Yw4+4XApYRRZH1r3/EsepKzEKIKhAh0KEmRTAy/eZ5ZIwa3Ktt7glvrVtHbYeBvxzLEW6bM/+StedyZudnq1i+b3PAPA0qnv3v/7xsoqQuZwRB2CPLcnA+J30RNX30ccWh0em4/7knef8Pr3HC4QvvrfVaeOtPf+NHj/+YqMv0oX6ufP7i60EjMkLNUfL1ZVTFzaDKrOb6a2qpDx8UsIze24Lu65dBGUZixCKszed/XjSCHfkshsFnQ+4ifztofyoHXY9FddyuAlNTDGgrANCiJiWn4RxaGEh0tBPRs4Uv/1rAgp89D3QVLTPinKJleoeeSC+9tEdZQBBC7deX+OSNrgi5XmqKhdQUS/u01yMTt8+Mpi10uMZr4rgqE7tkRBZVCG4ViFokjw6P14AoG3pBcLw62H9iG1FhcaTEZDBm4DTe+eZP3DhuEcoOvkOi0vcrKi4uZvPmzdx4wwLi4xJ8HjL4jYUlue2cygLIp+UbRZtnTdcUFhTi9XoZPyHYd0UGvLIR8KWtOpwia78v4c0/zCenfww6rYpNO8uYPiHjvM5Fd9FpJXRaZ4CRMZjJEhXY7Cpqqky4bD4BxyUpiFF9Sc34+4O203ComqqwKOLM/vTCZEsTGgOMGOTCE3Z2byF7dTO6SAtOxYUz66zPmcCOmmOME3zWyApk4nZ+QOWgvC6jY7Q6HcVxYxljXtc+b0DDLhx2B3rDhRFTzQ11LN/2HtXqImqjvZAC3UltUkqQ2KAlTTmUm6bcjUF/6SvrVBQdCRBp3BqolwNFFbvLPwr/2kcbsVlT6IyBMY1EXPsrbJ88gxEHkVg48cHviX/qRTSawM7gpImzOPzZLo5kdGaHDaVpzXy47O/ctfCnPTuwM9Dp9Uy42W/ubS4v59C3X+KVygmLsnXbw6aibDz15X7BRqFs4tT+/TQ3a3FaIolJGs6wOfMvm46vMawf4Bdq9EZ70DJqtZrrnriX64B9X65j5/bdVAk2vF28BzkROSE3c+rzj0lcYmTUyGGMvW3uBTiCrjF6AyNELMLV6wd5vpwqDP6dhcmay+ZavZLpE2r66OMKRKVWc8+vH+fjP71OQUs1AA2yjbdfeZO7H7ibhP4XrvTpxaS2tJQydyelpR0ufnN7DGuKCqmNCgyv1EkWtDtXYdRl4zZn945hsLaC/YYYCs9DpAF6FMuh1LWe7tt1C5srlcyoZk7arcTLWnInPcWBNa+Tmt56XuWHG+v1eJuMrH7mJcLaomWyFRmgzjirt8zFpfv+P92ls2iaLpuAAIKMJ7GzpJFAmq2RpFDdPp2otJIoH0IUlNSNi0d5xqiw0+mhvDwJm1WP7FIiuJQgapBFHV6PT8i5UBV1Lje2Faxj7MCpAGQnD0aj1HCodBfD+09oX0ZGoqGhgZVfrWT8+Ank5uZ2srUO51nuWAtKABn2HzjIoUNHAhadOnUqo0aOpLGpCa1WS5jJFHLLHsm/vbWbSkiINZKb5Uu7mDdjAF+uPXbRhJrOUKslIiPcEBHog+P1Ctiq/4zTpmkXcGxuFUUtw9ipHcMw/Ol+sfUyk64pwhkfcnAwCMvgKaQVrqE8d87ZFz5HHMoIqvOnwiF/ZyKKVgo/fJn4p37XpV/NiOtvxv3OxnYRNYpWNq1YyrW3dx1h2BNEUWTNti8oaNlKbawFV0L37zfRFoEESyqzRtzOwHGdXdeXhqrj++gY42s3CSiVygDnEofLN+VyudhdH5gW1RG1Bn4yN5eMzH5sGv0QObv/ggBkeUvY+I/XuPaRYD+1h257lhdWPEZFYujhDhk4Er2ToqLJZGf3XgnhuLQ0Ztz7WPv0se3bKD28EZWuntzpR7DU9kywiY6WIboGWM2BNWtpbTLgccfRf9gMBowOTv26WGSNnkFNoT/rwmQUaaqqJCo5tNg2YsEsRiyYReWh46z7ZDkVkg0HnZuse5GoFCxU7tvM1r17yYpN4Lon7r1onf8YtZaSDtN2deh7ex/QYrcFvSYZ+ySGXqHvLPbRxxWKUqnkrl8+xpK/vMl+cykAzbKDf/3jPX549+2kDepeJZDLmRV/X4yjE0O6fmoT644dpjYm0EBWK1mxfb+fhCYjVkfGebdBiYgutpjF9ikI3vMfRe2JUJOak01pYzNOqfspbSpzIl5tAQOHZ5Gcnknyg39k2cv/S3J6FXp96Jz9jridHsqPpaJoMBLmDSNcFU0/dTQCwiWMlukeMhJCyDLkcrt+Av50lF7YYQgNpy06I7IaWd89la3FGvr7bSY8SKQB0OlUZGd3bpYJ3Umv0oVq/BWFuaWakppCfjTbZy4tCAKjB05la8G6AKHG4bKz9IulpKWmMXnS5M42d1Zyc3K55ppJAfP0ej2yLCC3CTtSB0Gm4+kVRf/El2uPMW+GP6R+/vRs3vn0AOYGG3Exlz4S4kyUSpnwMJHwsMB7cb68FrtdhXlANE6bCrddhdOtJLJuHzW53RNqAMpz5xBjLabB1HUltXPB98v3UBubx1cR05nfsqH9s1zPcb555+/Me/DxTtdPSk5lrWEYI+x72udFlWwBzl+oOVK8nw2Hl1IbWeUrKa2H7vwmdaJMYn0EQ2KnMmfGgvNux4XCVlcWINQ4jUoUisCbpkv0XVNvfriO1tbOPXRy4hrIyBwGwOQ501lTdpyRdV8BMKLpWzasyGH6DcFRFzfnPsI71X/uNHXMohdYWvg3fpn9ag+PrvvkjJ9Aznjf/cjtdLJ39Qpicw8R7TpB48msHkTYKNFqJOISrIAVR+PbbPviPazNJlTKfgy7diHRiZ2LXb1NXL/+nNir8hsrC1C0ez1jb7yny/VShg7k3qG/wNbcwqrXPuSUtZFmwdHlOvWCnfqGkxz97e9JU4cz76E7iUwKTnnrTVLi4tnlD3zFob76rAV6i1BGwpGGy+9ZdiXSJ9T00ccVzq0/fxDt6++yo7wIkLHg5P33F3P7LTeRNerC5v5fSA5v2UoFwaG0AOGyDs+ITKrOEGk0sp3I79cQU52EVc447zboFY2Y4+0ss8/pkWFwV8jdKePUhlIloE6pw1ne/RcEuzeWXFMM03/4g/Z5C594jqM7t1B19AsSkgPFg9oaIy0nYjE6DG3RMrEMVujhCiwk5vTaUApqNAqfoOZLMzutygi+hCS5N8WJM0o2d4imEZOPdXsrojP0CGGLIhxTF5UzuuLM9KozaWxQU10bi9uuAZfyikyv2lqwDkmW+M37D7bPOy2ENlnriTLFIskSH699G0EQuP766xE6q7HbDbRaLVFRoX2poqOicLlcWK02TKejauT2Pzia4tixfAzmlhPsO1zHgSNmXv2Xv/MvyxKfryrkoUWjzrl9FxtBAKPRg9EY/JLuqH8Ru+10JSoVDpeKJn0c9aNuDLElUBUWohqVhkc4v+hHUajGpTiJKFQjKmrwdvCXqRmv5ERjAllWOyktIjl1LkaZ17H121wmzug8UjJx8jxY4/+uMqQKtm9cz/hpPfd/abW2sOz796gQjlIbIyJ1nukTgCBDYqOaZG8OCyffS2R4z/3RLjZyc1PAtMdoQHHGWIHD5bt2djR0nianVMG9k9MC5s287wG2/18JOWIBAAMOvk1BZhaDhgQOUGVn5zH4yFh2JO+is1t/RaKTNz77PQ/d9mx3Duu80Oh0jF94G3AbAPVVFexc8i6NpZFYXN0XbE5jMoqYjE1AE+X7D3C4RYfDEk5kXD4j5lyPRndhR1fsVj1Gg/85Y2k+2e11jZER3PrcIwBsePMTjpSUUKuwdTmYZcHFUdFM8St/IxkjU+fNIHtS90XhnpCdPRDF3kqktsEfl8KEuaaWuMQLKxBdaYiiiEUIjoxKH9hnvNwb9Ak1ffRxFXDDw/eifecTNhcdQkLGjpvFny/lJpuNwVMmnH0DlyGbVnyH58y3ujbiRg2kMj6wQyPY60na8B22lgF4esMwOKyYL+VR2O2XbhTF4xJZ9Munee/nb2ETz+73cBqvOQ1zXQ1x8f518sZeQ/rg4Sz/y18wWrVXXLTMmUiyRKtYT6u3CavaihxrpfJUJQpHE9MTf4rqjA6fIAgIvWQi3JF2n5o2A2GQ8cadRIrsgYmzJ7R4Z1WaMNEU8rOz4XaK1JhjsFgjkCQNShnUsohOcmL02jFJVkbJxwnHikIjBwlzNhcc0QykWYhE8qjBfXmlV3klLzuPbeCGcXcxJD0w/P+9b//K9sL1zB19O1/t/IjS6hPcdc8P0WrPPwWyM3Jycvnu++/Yvn0bs2YFd/pFu4wo6Nh4dDcZCQO5c+qjAZ/vL9nK5ys2Mir8CVRqJ4LKCRo3aDyg9WIwOejXrxqd7sp4bdPrvOh1XogJ9MFxNRZib6tE5bapcDlVtChMnMydRf+ynVSm9zziSUbEoSjArtyLKFTjF0/lM5aTaIyGpmg9e2Q9aq/MkBonAw+/T3XuIJKSQ0d05I8ew5Z1Axjo9acy2nethx4INet2fMXBmg3UxjZhj+u+WBhhh4SmBKbm3UL+2JHdXu9yQGULHGhRRESjaDojosbt5R/vr6axqfNIkAEJzQzOHxa4bZWKnPt+Rf1bPyNWbkKHm+blL9Cc+hciIwOrOt618KfULC3iVFoznVGcWszmreuYNHFWp8tcCGKTU5n3xHMAFGxax94vi2h1ptCVYBOTepT0/EDBBkChgKgoJ1FRTmAdh9Z/S0uTHo8rjsz86WSP6f3S8oIcA/iFGqW65Zy2M/3B25kOHF23lS3rN1El2BDpPALYjYdTtFD29TISVn5D/qAcJt978zntuzO0Oh16TzM2ld9IvejkiT6h5gyKvtuF+4yIGiUK8udNuzQNusq4Mp74ffTRx1m59r7b0X2iZf2BPXiRcCLy+erVOG12Rs29dJUfzoXvP11KlSJ0hYD+w4ZQmRz4whF9cAPGQgmr5/zTvXyGwRUsts+6IJkhPTETlkTfw8+Q7cV2tPv+Ky45jNWvvc+Y+TMoXLURnU3VHi0zWjHhio2WaRHrsdCK3WAnNruW6DgXOkDbInBgvRWnuwyAgpb1DIm8DgEFMl4QFO0izYWzHPZ9N7LGgTtz31mWDUQjBpe1BHAoDRBCqKmp0dHcHIPH60tf0sgiWq8Lg2TH5LURJluIwUI/uk6P6gqjFsZy3DehIuTbQqGcTKWQhOjVgKi6qOlVR0r3YHW2MjFvNiZdYMdsVNYkNh9ZTUJkKt/sXcoPZzyGTiVgtZ6OJvO1SaVSoevBiLPo8XTYhg+lUoleryc8PJwZM2aybt03uFwuhg4dSkREJFarhaMFR1E5Tdw1KZudxzZy7chbSI4JNLE16kys3vMZByvKyEnNBxHokA1gBcyFEmrBgUphR6F2gtoFGhFZK6ExuElMNBMTfW4RWBcLrUZCq3FBVMdrvp4RnrexqdWkFe33VaNyKLG51ZwcMg1FTEan23MLZTSrvsYrNEHAvVXAf+2d/tf365dlkAUZl0pgb6qefSmQuev3PHjdHzBpQ5sau/MmwyG/UJPnPkpJ8XH6D+j8mXOyspjVuxdTayqjIVyG5I5t6RyNRyax3ki2aSzzJ91+xRpy6uyBHW1DYjqKlsA7sEv0ssUcXFHsNAol3D4ydOWwuLgoKuf8AnH1b1HjIVE2c+DtF5n0s/9CeYaI8cCM5/jrnmd830MIXCqBDU2fMdw2HpPx0niRDJo8i0GTZ/kEm+XFtDqSCSXYVJaPp6Gic8HmNBq1RFy8DbDhbHqHbV+8j7XZhFKRSv7shcR2Ikz2hJiUPPCcap82hTnxeDyoVOfWvcybNZG8WRMxnyxnzTufUe6xYiP08xFAQqZaYaX62B52PVtAZkQMc5+4F10vmX3rxZYAoabWcm5C1NXM8b2HguaFyVr0YX2pT71Bn1DTRx9XEVNuX4jOYGDVts2IeHHjYcWm73DaHVxzy/WXunndZt++QuQQ1XTShw6iKi0wQiht/ae4a7Ow94L6YNJWsM8QQ6G990fVYqNFhisPI5u7H6Hj9fiEmlsfeYj3f/EqVmf3TaKdDRlUfnWEwfLwKzxaxo4xJ4mW6qOkD2kiQhModJUcV3FyfyVeyV95psS6kwTdQOJ0WW2eNb51ejftqY128xsBBAn3gJ2g6llnWe/19ch0HQ3JAAAgAElEQVSrvEZKtf2xK8NAoUQpezl1MBm914FRshEmWYjAQiJuCLA5vDTkClXkUgVKfP+dcZ11rF6FqIJeTK/aVrCOgclDg0QagBEDJrJ8xwe8882fAfjw21fh2+Ci7EOGDGX+vO6XWz106CCHDh0MmJeakspddy0CYOSIkURHRbNr9y6WfbkMURQJDw8nIyOT60b9gEOlu7E6WhieFRzlGGGMpn9iLtsK1vmEmhDIKHDLRtxeI3ihY0k4G9BUDGqcPiFH5UBQO9uEHC9KrZeIyBYSExrRXoZROSqVTES4m4jwwBD6fOkTbDUqHDY1bpsal12Jw63C6XFTneegMc3eIaXlTGHmTNpi5AQBZF9aZFuBL0qSXfzXnl/xkyGPkXNGBUGASXPnc+zwchJkXyU9JRLHVi+j/2PPBCzncDlY/t0HnBIPUBPrwJPc/XtOfJOSRFd/bhh3N4kTks++wmWMx+PBaA38vaUOHI6iKHDeidJqausD05o6khFvYfyESZ1+PnzUUNaV3M2w4+8AkOc8wPoPPuTaewN9UiIjoxjPPNZ6VyIqQ38ndVFe/rHqf/nZrb/v8tguNKcFm8JN37J3+TFaHKEjbLor2JzGZPRgMjYDzVQdOszRzTocreFExAxm5NwF55QmlTNhJgXfrUKp8H2vWo1E2cHd9B8ZXP2uJ8RlprHof57CaXew+tX3ONlUT4MQOhX+NI2CncZWO4XPv0iq0sS199xMQnbGebXD6HFS32G65cKN9FyxNDYHi1emPnmh1xDkLlwVR48eLe/evbvTz/voo4/LkwPrN7F8/TpcbeGIChRMzxvG9EW3XuKWnZ1lL/2d3bVlQfPT8wZS139Ke6FcTVUxSTsKsTrOv8KVEhFtXDGfuHq/8ohPoDnC7MMbaB6VSljFSIyq0COEZ1KcfIq5Dz0AwLolSzmxUUDqwQPQFFbEePWwsy94iekYLeOKkMlfMIf+Q/xVOFa++hxpAxpQnNGn37dFRX15EXKIIuYqQcuEuHuI1qa0udNISG0ll7uL0M1oEJ/tiYwtYxcklQS102qTqauJx+E2IUsKlLKEVhLRSacFGCsRsgUjXRsqXm1czPQqq7qWJt1pcetimSj7rjaN10SCfehF2mfXKBFRCQ5UKnvI9KrUtDoMnRivXi6IyKwJk6hUB9gAdfmtyginf6i+ZWWZ0wXYZfxFvpQouaf//YyODk4T+fqdvzOm6qv2aSsGoh9/g4jwSLYf/I7tJauojTFj1XX//JmcMgkNsYzLmMuE4dO6vd7lTnlJIS3P/6F92quCwX/7Bw+8vB9zvf83nZdWw9Hy0Gm9ggBPTXMwc/bZO/3rXn6BYZYtAEgInJr8LOOmBK/3yme/5XhGZafbUUowuX4Kt8zv2hD3YtKVYHMandB9wSYUblHhS5NyxpKWN4VBE6/p9rqbPnuSyAh/1EtTwyCm3Plkj9twNja//wUHjhZSK9iQuvEkV6MkSTYycfpEhlx7bibyK9etZr/BX00t2lnKIzOmntO2rlZefvZ31AmBEfCD1LHc9d8/v0QtuvIQBGGPLMshzZb6JK8++rgKGTZzMjqjgSXLV+LAjYTEt0f343zTydwHF13q5nWK0+GguMYc9C6SnjMgQKRJ2rIMoSweq3z+Io1e0YA53skGe++KNLHRIsNVR7j24AaaBsUS+5v/YGj6YPb9+vNub0Py+kLHbTYbYkMLhrAmrJbsbq9vt2RyJKGYwWLvV1M5VyRZbouWaWyPlplw60KMxuAw2RZzLTtW/In0gYGmuB7Rw661CiyWw3SWzOSRXZTG1hBvFfDKyW2RG92XabrT1fInVMiU6E7R1CSgbUwL8IEJly0kYGVAh/Lbffi4mOlVBjGWFm0ZkuDhQpRxD8Z/rZnEy8fTwIsar6zGJYZfkelVnjNEGoEA/SWAjuOQvtTHDiXXBV/JdeH0XNkn1njx8t7Jd1AISkZGBb43T1h4G61/W4+hTRh2qwXeX/UXmqJqqIvyQgp057pSSTIJ9XrS1fksnHo3em3vpGlcTlQU7KFjEpnN5Es1VJwRKev2dB5RlxpvZ+bs7nnsTfzxkxx9qYx0qRwFMjGbXqY8I520foHeNw/e+Gv+vP5nVMeFvoa9Cthv/J7xlVNJSTn/94veIHfyDHInz+hWhE19RSuRiYVkDq9Fpe5+tGLHNCmP9X22L1uMpcmIQpHKkGkLSEjv1+m6bocJOgg1otgDf7YeMOnum5gEFG3ezfdff0sVtvbByFCIeCkTWinbuIaEbzcxKCODqQ/c1qNUwqTIWPZ3CPLrq/wUjEUI/i0lp17ZEYGXE31CTR99XKXkjB/F/8/emcfJUdb5/11Vfd9z38nkGHLfkECAhJsQROQSReQQFVR0VdQFd911dRUXL1wFxJ+KLAIiIIdCIBIgISSQixzkPibJZO6rZ6bvOp7fH9XTPT1XZpLJRfrNq5mu6jqeqnRXPfV5vt/P92aPi6efepYQcQSCd/dvJ/arP3DNv9xxopvXL88/8EifMo2jxo+lqWohAgk9GmLsm68T7hg/AhVp0obBOT4n9oRKXDv60fu8XI0ZylYWbXmTYKUH17e+wNTJPUanhlEbOtzUzrv/+if81nzGy6Ow22zsI5Z8OD08Bha6OlRwDfcoRg4zWqaVLjqI+wTTP3E5Z009fGrZhytep63hVUrKM/PT21olNr8VJaEdGnR9X8V8zomvxmaBmH4hcX0KUiq2Zgj/Bt1Pb71n9ZgyH/LCOCxLmW3s5zQLiDkujFR6lYyCSy0gZOsWzI6HWAOysOJUB/bgONk42dOrVrpFpkgzyLJ9BBxhIKQe9w3JPF5JGOa2kp7gpljzRwrshVS40g+oOTm5vOuZQdQTZH9BjIaCCAnLwNEZvcnrlCgKjeLyOZ9i7LyhC+6nIl0N+zOEmqjbjPKQh/qTk2DRqIG9SXrjcjnI/9R9dD31LbxE8BNi/1M/puDrP8fhSKdF2+12FpffztOdjxKx99+YoBueWvtLvl324JD3fzwYimATFz4a6+fS0dCJv/gArsIgvrwoXs/wxFW3S8Pt6gA6aNyxlV1r7EQ6fHhzJjF78TU4nGlx0e4oBVrT065Q3w2OIFXnnUnVeWcSrG/k1UefpibeRZfUN6o2jaBRDtN4cCsb/2Mfo905LL77ZtyBw0c2V1VV8drWtpTIG1N8dHZ04PMPLSr6o86BD7YRpXfFJ4kZixackPZ8FMkKNVmyfIQZPXUSt9z+GZ587Gk6kk+R6xv3Ef/pw9zwzTv7GO6dSFrq6zkQz4ycqBg7mpaJFyCQCWxagXeHRkgfCcPgMEZxLU+HTcPgSAM4XVAWCFHbcmRGgrk5GjOt21i0eRmdRXaUuz7J/DMXIffKgxlO3SELFgrt6fz9ClFMbe4G1LaJg6yVSSg2inU5WzgzfuxTLwwh6NRa6NTaCVm6EAVhFFsHUy7+PGMnTR3ydpb98UG8BbvJCWSaUe7ZbmX/5oMYYuDqHQB2+1hm2YPYhQoSOC1LWR1XmGgZgwsHcvIJrvvfIrOrKwZ5+Ov5aGhglXfgUN5GGrSTmOVo0JDpwEun5COkuInKTmKyA1W2YiCwyjECgTYqcxqwOfoKrbGYRk1NCeGQE0dMojouoaXE0mMl1qRLwgfio5E5ea6zI4GKA9VwQALz1SPqvfMA1B2j9KoDVsEuuxiSSDMUBBKSMCNtMpMiBaqh8uT+x/nWxPuwyBa27N7I21ufo3FGAx2p4L/Dt8CZEBS35DC9+EIuuXjofkinOkZ7ppG56jYf7Lu9TLoZKL20JD/GNddcMKx9Vo4pZ9XZX8H93s+QEVTqB3jn9//LpXd/K2O5mdPnsv65lWwcvW3AbR0sC/GH537BHdd/c1htOB4MNcImVj8NR0MnyuQwhaNnUb1pObKlEX9uGLtt6EUNJAkC/jgBfzPQzLa3VtLR7kCN5FE+8XxGTz2X4KG0oazXkyDSEcTlP7bRJ4GSIm76/tdRVZWlv/k/9jQ10iz1X4Sim6AUJRiJsuuBX1Imebj4xiupmN7Xk6obn9+PQ99PVDGFGYHE7t27mXPmsSkJfqqx7Z21feZ5sZNbMXAVtyzDIyvUZMnyEae0ahyf+8odPP7wH2kTphnbh+21JH7yGz5z790njVjz0m/+j0gPZb68soK2yRdhoIywYXAN692F1BnnU1Cg0dxsXgajEaiNehhVGqW23oYuhnZecnM0Ztq2sWjTMsJ+C9rNlzFv4SdRlP4vr8MRavpbsiURxi91Ehd9TVT7R0JtcUP/xUyOip7RMlFXhLwelZgKeyzXuOO3fPj2aD7+pW8fdpuv/Pp7lFW19OnQb1iu0FK/A/qM3pgI2Ym/bAoOTyGKolCNTq1RisuI4tLDTPKsw2esQtGnohpTEbh6PSSkH64z6b2MgSIdwqaswyrvP+zxZOkfA4lOPHRKXkKym4jiIiY7SEg2dAlkWcXr7qK4sAmbw4oTHSedQOcAW+w/Gs7hsFBVZT40bqwpJJrbjmWdv8c/d3fqS49/54yv3nDlgPTKDi2AS80f5vqnPkeVXuVUKS5p6pNeFZcE77gNDEZGpOlGSBIyaXPhdBqU4FCkhgdW/CfE2mjIVRFlQ9umLKCo1Uq5mMwnFtyCz3P6jb4roV4PzD7zob33dX2gf8gLigcX4wdi/sXn8/qBncyufxmAmR0rWPbCBC6+5qqM5e64/pv89MWvc7Bs4OiPXSVbWf/B+8yZNfJlrUeCoQo2e7b6qNm2i4rJPhbc/FWQZLYse53mQ+txuIP4AzEUZej9EqvFIL8gAkTQo09Rt9uCLCs47ObAiizDjtX/ZPaiG0bwaAdpj9XKld8wo8TXPLeEDes3US+F0QepsBlFZY9op/ovT1HytJuzzprNnGsv63dZpxpMCTUA9cGWfpc7HWlq6nsuPEZWWhhJsmbCWbKcJnS2tPLYg7+j2Uh3TCrtudx631ex2k5sveZdGzbw9HMvomLe6EsryuiYcSlKzT5K1u4eVrWjgVBQsefv4ZlE2otGCMGYsjA1TR70HqnOHq/AbY3Q2DZwecHcgMYM23au2PwGMZeMcelcZl1xG1ZbOjcjHA7zzlPPktjXgkdz47PkAuC3Du3hbTMfMJ1Zqeka/QBviX2Mc3iJNk0eZM2+eIp3cHZi9rDW6Ul/0TIV42uxDTHFQQg4tDfA2Z/6Frm5fY8/1Blk5TM/pmx05oN4Z6fGrs0FyC4XFqsdiwR2kcChx3AZEbxJHxgfg4+kZbZFQTOqSBjT0EUJIHN4K9IIVnk3VmUTitQ2yLJZunDRKXnpkj1EZBdR2UlCtqFJMrKk4XR0UVjUgsd9/ExrG9stvFMQp80rsH/gxXrAMbA21wupd7WwAYWc9AeKsFEUnoYiTuy19VSld3pV7ZRGaia1mKdbkPQ6Gd73xxggXVZCmJWgDPP+I5CSul0y4k4MbU+BMBQFS1k45VqmVc0cVts+aqz4zu3ktqR/D61XnM3CG+7i7offY9+hdNpMVVkru2szUwML8lQev+fIIxZ0XefdX3yPSYkPAYhjpeOqHzFlemYkam3tAX67+4cEB6kiXNJi5Z6LHsRutx9xe44XQzEdtkudVEwOc8Edt2K1mcfU1dLKB0tfJBbdizsQwuftfzBkMFqaneQXpBXZmn1+/HlTmb34GpwnoNz5gQ+28eZzr1IrQsQYWtpXgXBTVVTCpV+5OcPH5k+vL+GQNx11M7pzG59dtHjE23wq8tC991MvZ4qdVXIut/73PSeoRacmg5kJZ4WaLFlOI6JdIR574CHq9PTDcJnFz+333o3DdeKMTH573/0cksyLfUlpMV2zLqNw1RI4WERcHP1N3qm00pQX5+1Y/9UjAp4Yss1KW1s6ikaSYXRJmP2HnOZEkpyAxkzbdi7YtBSrTSGycAozr/48LneAXRs2svUfb+IIKfgkP35LHnYl87wGE80EbAVDavcWNjCNtLiyPL6G/UoIXVOZGJ9IRB/adgAccpA5rlyctqH528T1CEG1hS46CDui5IxrorDk6E1YgkE7MW0686/+FFtXv0ttdTXRUBhZ6NiEisOI4dIjeIwwPmGWo5aHVatpeAihYIh8dFGIIfIQWDDNUDRkKYIsNaJITUiEBjQtPV2IYqcTL52yh7DsJqq4iMs2NElBSDp2S4Sighb8OfrhN3acWRKzUtP9/TXAsdaHpd6eKbr08+8rCSnj928ikDB6mElnln5XkBil5WJXvSNevep0REiCXdctQ/VEwBggXaaXSW1/v9WBhBpzdaNHUFWvbQ0i1Ng0QXGTm7z2Aj77mXuHZVT6UWbdl2/D0SMj1HL3F5g4+1y+9shq9tSk74njS1vZU5cp1Hx8Qi133Xp0D8KtrUEaHv0Ghcly6k1SHsV3/pK8vMx0nL+9+mdW5L2NPojl3Rn7y/jqDf91VO05nhypYNPNgQ8/ZNea15GUBvy5kVSkzGDUH/BQMjr9wN7c5KKgMIKmSQSDThKRXMrGz2fqBRcd1bENl3BbkFce+jMHIkE6pKH1X3zCwSi7jyvuugl/cQEvLF3CVk9aqMmP7uOui4/vcZys/M93f0hXr6qb8wvHs/jrt5+gFp2aZIWaLFmypEjEYvzpJ7/hYKI9Na9I8XL7N+/Ck3P8He1Xv/QKS95fjYGgqLiIrglnU7HinRExDJYQuJOGwRH5MMcmBGPKIxxocHcPrAIQCBgoehxDsTHDvp0LN76OXZFpmV5GzD4GbX8wFS3js+SZI7OD0J5oIsdWOOgy3WwRG5gmmUKNqqm8zBpCmAaLY1weEg1D930BcBds5xx9Tp/53dEyXVo7IUsYR1Uh5954XUYlptcefxSPayt+/+FH25oa7LR35JPQHEhI2ISKXY/jMqK4jRA+wxRgrJx8D/SnIyoW0wdG9hCWPURkJ3HZjipZMAywxcLkNLdQ1JXuiK8bU4LdasFqEVgtOla7gcWuY7Xr2Ow6doeG3Wocv0rYg7CsOY+9Z/SqRGKAY4MXyyHHgGKN+ba/FEiBjIEQPR2NzI04bIKFU7vI9WV+tw/VemltCyCiilmGPHFk1atONxJ6nEjlIQ5dtDUVTTPgWRpMz5XINBLOWKn7NcjqvfZb1KZQ2BpgYc1+crUoMWzYP/8bCov6LzV9OtFUX0PTv30vNW3IcMavH8bhdPH1365k18F0Hu74sjb21OampnMCOn/8lykjEsGydfMO/H//N+zJiIrttqmc+80f9kn3fvC5+9g7urm/TQBg1QWXhT/GoouvOeo2HU+OVrABUFWVrcuX0bh/DXZ3O/5ADEs/aVJNNS4KKyKp6WhMwenoe3+PRhU6g24wSpl83scorTo+FSlVVeXt//cMO2oO0ngYH5tu7Fgpw0XZ2ZNYm5/2+HNrrXxjQd9+1OlGW009v3jkIXpfO+/81M2D+v5k6UtWqMmSJUsGmqryxE8eYm803TnJk9zc9tXPk1M8NBFhpPj1vT+mUQ5TUJiPzebHtZNhRYoMhE0KoxfV8mLk8BWGelIQCBM3nHR2pjv1igXOztvDhMYduDUPPvz4rX2jZYZCe6KRHNvQyvVuMdYzTTY7BBsTm9gkt2Z8fka8nHC8fMj7tkkRJgYk/IYzFS0T8xpM+/jFjJ8x47Drb1v3PpuW/xMUKxgyFnTsRgKnHsVthFMCjGMAH5ksxxcDKWnE6yUke4gozqQPjAWBhFWPIKkhyvc34NaG7lVVV64wy56+drzmXMiBs6/DYXTxrfPSHdodmzeyadlrSGoYq8XAYjWw2nWsjm5BR8Nu07FYjl3E1Hs1xWybWoPWX7kZAZaDDuwfepASvWt6kYyk6W89I2U+m8qekmB0YYLZ4yPEIjFqqsuxycIUrNwaDo+K26Vitfbvm9DWaqW+MZ9ExIaUUCDef/WqE4UqIii2DhRHFOQ4EglkWQNUhKGBoSMJAYaOEAboBsLQEYYwqy0Jg3c+3M6Lq9dy/y03oMgSQhiomsq//flF8rxuvnXNBQihI9Bp6ejigRfe5QuXTcP/6TM46BKs+8NG6tbXEw8lcOe5GHPBaGbfOgOHL/2A+fLdS6j7oAEA2SLjKXQz7uJKzrpjNrK9O9pF8Ntz/sClP7qQcRdVAmDoBsvvf5f979Sw+BeXUjSlgD9f81dCDZkPdRLw2ds+w0MPPsLa/7yJSx/8e+ozp9PFtBkzue+++7jyytPHOLg3a//5PM6n0+cl5IWzf/UnAL720HL21KYHTcaVBdnbY/qysYf4+udH7ty9+be/M237/0tNbyi9mstvz6x6GQqH+OW795gl1gcgr1PiqzPvJy/v1POcGrpgE2Lh527FZh846jYcDLJ+yd+IRfbi8nfh9yZAgngUbI7MSLaudgvenIHLZyOgo8tGpMOHyzOeWYuuxe0fqvfekbPp1eW8/8571ElhtCEMFrkdTvRLbk5Ny+jcM7sMu2No0ckfVd76/V9Ztm9TxjwnNv7tx/95glp06jKYUJN1/MmS5TTEYrVyy3e/yjM/e4RtHWa52lYR5g+//h2fveOzFI09ek+YofCn7/2QRjlGfn4uOZ0q8Sb/iBkGr3EXsXeYIg1Ac9CNZISZNCrOjtpchABdg3cbx7MvfzS3x9spjB75A9NwzIR7dqqaRd/KQqGcVuSG0iE/wCWEi33GLq797l0Z0TJtTfW8/cJzNNc1omlxFF3DZiRwGqYAY/rAhCggwvDPaJZjQSfuTB8YxYkqWdGQsOhxctVWxsf3kGPrJEd0mqWW++mTrtWKhyXS6AqoLh/oaaGmTG3iAH3rZU2cPpOJ02fy2Hd/xF4imF5AMr2NfwutglyHBYfFwGo1sNh6CjoadruO3aYPO/Vsf7Ob/VWH+hdpACTQRsfQCxPYt3jSqVAi+aHonujrQ9NToPE6dWaMjVKeb47c2/12/DP7jtB3dcTZdaAUiyFhd+rYXRp2t4rLrZKbp5KbV99nnW5iMY09u3OIRFwYuoRkJFtgGAjJFEIkQwehIwzdnG8IMAxTPDGEKaAkRZPUyzAQGOZ6wkCgI4T5ZUm/1wADNQp0DPHk98OoPJWEprG7bitjikxzzurGDhw2hebOLjoijXiSpZT3NDRikWVGF/jY1B7iha+9RemMIi6//2LchS5ad7fx3iPrOLj6ENc8eiV2b1qsmXhlFfPuPBNd02na3sxbP1oJSMz7cnc/OPMarMU13vjecpp3tHD1bxeTOyYtHMz53EymXDORUfVerpv9BQqLyvB4PLjcbqoD04C/8+eb5zK52EdNzMkSYzSf/OQnWbNmDVOmTDnyk3UK01G3F2eP6YjHvL7UH2zokTBo0vOa4fUafOmzI3uHuejaq/jnb3Yys2MFADPrXmbVmxOYf9F5qWU8bg8Xem/kRe1J4pb+rxWtPsGflv+Ee6792Yi273gw1LLee7b6qPnW84MKNu5AgAWf/lxqumb7dnaufg2UOpyeGD5v2g8m3GEfXKiRwO9L4Pe1AC3sWvU+He0O4pFcSsaczaQFFxyTVMIZixcyY/FCGnbvZ+njz3PICGUUsuhNOBbFb4SIy2YavoHCzu3bmD7ryD3/PgrU19T1mecV2dTPkSYr1GTJcpqiKAo3/evdPPfL37Gx+QAAQRHlT7//P2767I1UTDr6MtgDEQ6HefXXP6NVUyjwesmtcxCKjTrq7XYbBj+duNx8thgi5VItF7CNHNWCj4AZLdPgYktBE0+HCwiHzU5NfYuVn9oKWVTYyiVNRxYFMDyhxlw2qLfTpPQVauoiUSa49xMKjx3yFqMdY3jpVz+nXO7AY4TwihA+Qkw5hj4wWYZOBAcdkpcuyUtY6WHEq1ixWGwE8vOZcd65jCuryFjvyV/8nMuiyzM3Zhtc2VhuncSEfY2DLtOb/WNczNf3ZsybrO1k38rnaDu3f18JxaYMVKwLgCZVokk1VSSPzYG/ZSa9HyQiooXC8oPYFB2romO1GVhsvaJz7DrWZHROLK6xJTdCp7P33voinAaxuZ1IURl7tRPHXg+6nsyz6f2zkCQkYSDL4LMb5NgEdknQvN9Bwx47hgZCN1JCSfq9gTBsIJrN9z3EkrR4oiMw/5KMLDFFFA2BDuw+/MGcxBT4nXidNvY2dKSEmr31QcaXBGjrirGvoYPplWY05d6GDkYVepFtMv98aA3+ch+L/ucSpKTo5i3yUDAxn6dvfJ41v9vA+feck0o7tTisuPPdgMBT5Gb30n3UrKnl7C91CzXp71YipPLad94g0hrhE7+7Em+xp8cyEjanBXe+k/HhTlqWPs/kb/wAi8XsOk+4cBF8/8fkumwUeR0UeQXq6Fn89rcqb7/99mkr1GitmdcU1WWKaA+/shmpl7m20cPbaVZePXb7LEaa8z//NbY8eIBK/QAyguLVD7F/TCWVY9LRqOedcxEfPvs+Wyv3DridAxVBnnzxUT7ziTtHvI3Hg5EUbLqpmDSJiklmmsuyJ+7F501X6xLK8JR1iyLIy48CtaA/zwdLXqSz3YXQS5h4zhWp/YwUxVWV3PLf9xCLRHn1V4+zv7OVNinS77JOtZ24Pe2XuGbjRja/sJwr7vgUeaNPz1LUnYlYnwAtj5SVFUaa7BnNkuU05/pvfBH7I4/zfs1uQNBFjCeeeJobr7uGcXOmj/j+avfsYtvzj9HZ7iTHb0XUjyI0IobBLdTlq6yMXj7ockKLcrnzA8bEQ3h1Dz5LLl4lD1ma1ceOYlqbzDilmSdKPGyrN9Oc1AT8vS6PzUVxbg8FyYkPr7z5YOmm/SwMwDZtD5qSDofQ9QQFDjt+pwtNxFDCCfQhRiLpWNGDASb5s2mtx5M4Vjrw0iWb5aijipO4ZEeTFDB0XHoX5YmDVMgduESMN8cUMe/1g5TKFrbNHMOnv/avg27/3KsW0/LXTeQztLK2kbhBfldTbw/WQYm6oLrYzvxegR8KBrlKgtYBIrtySorgQNeQ9lGiuoj0E57vlzzt5bQAACAASURBVDxc+y/fxp00Pb/lhyuwRtvIVYK4ieCUw9iJ4xRhZEMDBHmGTr5hS6bhGJCMMDGFEmHO6ymSCANBJ4h6NAlUix1VsSLk7ugaHVmLYtG6UDSzlUcRYHJaMq7Yz76GIMwwhfm9jR3MGltIwG1nbw+hZl9DB2efUUxNPE57dZCL/2tBSqTpxp3vYvylY9nzz32mUNOncLdE6+52GrY04S329NHcom0xXv7KEiQZrn7kSpw5zj4eOMKsCcU+m5+xrW288vAjLP7SXVitVkrLKzIiQlTd4M2//BHgtDYVlkOZVWCE10dba5CtLUWU5WZWzOs24Xa5BV+5aeExaY/DYaP4pu/S+cQ9+AjhJcyBv9xP4b/8HJcrLULcdcN9/M/f7+ZQcd9BETA12625a9i9+3yqqoZXdfFkIiXYvPsWG17aQUfk6AUbAItSBD3uPw6vRkfwHCJdu5NpUvFh2XA5HTrOki6gi2DNLg5usxEOenG4xjHnimtxB0bGU9HhcnLtfXcBsPyx5/hw524a5HDGoJo10gH2HoMjfg87tL3sffS3lOLivEsWMOmic0akPacKoX5GQ3MD/n6WzHI0ZIWaLFmycNWXbsX+2DOs3L0FA0GEBE8//zc+EQ4zdUH/Nx8hBDtrInywN8Te2ijVDVHCMQOBwGlTqCx2ML7UyZRKNzPGepBliTVvLCW68jm2t0nkeM4gXDdChsG+PfxVOws92je/ud9oGXEGQ82wcukydzZHeK84zAvBAmLJPtyBRjv3O4r4REEL8wf2IeyH4UXUbPKvJVfEuUDX8RhhvEkfGDtqKpXltYBCKDhhyFsNR0azIjCNBWLLcBqepR80ZFOAkbyEFDcR2ZX0gbGiClDVBB3RCM2xOIpio8Ji5cOrDgGQX5/Hl7dsT28s+VNIYGHPqEaMxaVc9loTcqy9nz1nUlk1iecdk1gQWz2kdr/nm8SUbcP64rKvMo99UzvYHKtgensNkbhOl+KiVfIihxpxr3qBZz9woMYiaPE4uqoidB1D1xilaiAEQtfNv0nBhF6RJZ3GfmB9rwgTjRgGj371j6nokhn95HHpQKjP3CPHomU7SSPNuJIAL72/F003zZgPNndx/fwqAi47L68xoxmaOiJ0RROMKwnQ0mlWaskZ3f9DWU6lnx1dCWLtCVy5ZvjUtpd2sPPVXRiaga4aSLLE+ff0vY+t+t/38RS4uf7xq7G50zeEnlfoNb9bz/o/fgACfqKZP9BPrFzJlPGTCAe7EELiqj+sQZIkVE1DCEFBIIdAq8rqp/9OfkUJpVOrcJ9GDzC2SGY5ZFt+CQ89u5pYtLRPBb9uoWZ6XgNez7EraV4xqoT3zv8qnnd+goxgtFHDqt//ikt6CeDXTvwyj9X/nC5n/4pCl1Pi+Z0Pc2/Vb45ZW48XE8+9kInnXjhigk3Z+DOJBnempr3eOFMuujG1fN3uPWx/9xWEVIs3EMHlHEbYM+DzJvB5W4FWdq9eSzDoIB7KoajyLKZccMmIiKMLb7+ehcDOFWt457W3qSNMAg0l1Ak56eU0t/l7VtE4QCcH33iFoqVvM2XcWC78wo1H3Y6TnWhXmC4p3mf+GbOn9bN0lqMh2wfJkiULAJfdfiOOZ+ws27QeHYMYKs+/9hrxcIQ5V1ycWk7TBcs+aOOV91rZVx9NVj5JBX8A0BnWaQomWLujE0mC0jw7o6U9zOj8J7WiGL80hlDn0Zvy2aQwWnEtT4cvAcvwomWGy9ktEhNtTfypyE91oxnKHY/BM/X5bCqJcktbJ2594J10GEFqXQ0UxIcePSQLwflDePCeadvAGqmchHAfdlkwa9aEWyogLyvUDISBRCceuiQPIdlDWDEFmLhkQxcymiqjhWyE24qwyml/DLlkMzXhvnKBotgYJVxsuao6NS8v2P/DWxA/kk1i/5g23lowhrEH++aC96S1tZm6vXsIJjRW6ZXEDAVNSGhImHYlZiSJ0e1TohsII8RKjyMtlBj9+JckPUvo9i7Z3krldp1NQmcjGmlppCnVloPDOstZTjfGFfvRdIMDzZ0IAS67hTyvE4/DRmsoRmckwd76IFaLzKgCL63tneaKA9kMJR/0e/oXjb94LGfdMZtEOMGGJzbh8NkZd2ElkCnCjJ5fwf6VB9ny7Dbm3Na/SDDjU1OZ+PEzUNoseNaav1e3200MlZAURyC46uNXkZ+XT1tbG8veXMYliy5nc1cdm7fUwRbgVbCiYMOCTchYkM2/soRNtmC3WnG5HHgDfnLLiimqGk1eZdkpG5XjCmUaZntLx7Kp2kwP6R1RaiBjd8Dd18895u06e8E5vF59LbMPPQ/AjK53eePZF7jkhnQ1p6qqyUzZOpf3S9f2KNeeSW1RjEee/TFfuuG7x7zNx4OREmwqZ5/DptefxpY0TLcogj3vv8XkBVcAUFo1ntKqf0kt/+Hbb1K7ZxU2ZxuBnOiwTOUVRZCXF4W8KIiX2PjaP+hodyG0Ys6Yezmjpw6vImZvJiyYy4QFc2mrqWfJ7/9CpCMEPQJq4o5M4VggaJBDNFRvZsN9u6n05rL4q7fi9A6tT3aqseW1Fehk/s5tWKhaeNYJatFHl6xQkyVLlhQLbvwEDpeLJatXoqKjovH3d5YTDUc57/qPUd0Q5cHna9hbF8UwkjabknlLl3sFxnSLN4YBNc0xDlHGJulGZobbydH7r3wyHDyOGra7nEyNCr6qvYUXPwFr/rCiZYZLICHz9dYu3iwN8WpLHmrSd2NHvZP/djtYUPghxdE6rELFqUdxGZGkEW8XowgzWsAurh3GHocWJ1yshLDlHyDRPPRw7HCijKXSXC4Ta4bRno8GIVx0Sh66ZA9h2Z32gUFG02S0sJVoWx6y8B52W9buKBg9jsXaiTWhka8YWGRTG5SEYXqa6AJDijL1eTeSkUy70Q/xN6M0afSajDRJCiQT/qAljV53sFfo/Orz16X8S0TSGbin0Ws3Q0t8ypLlxJDndRJw29nX0IEAxhWbDzx2q0J5nod9jR3sa+ygstCPIsvke82HwfbqIPnj81LbkZL/tR/owO6z4wikHxptHhv+cjO68pLvX8hfPvMcO1/ZzYQrq7orfAMw/rKxjL2okjd/sAKhC868o68/it1nx1/uw6rY8OT0H9Xj9XjJzc0lNzcXm83GCy+9yBfu+DwuV7oqoHk/1Ql3X9K7/xpAPPlqB6o3w0qQkbGjYBUKNmQsQsYqSVglGZvFitNhx+11EyjIp6CylNIpZ5wUD4Wdbc24etl8vL0jTiR54L3vaIaQmFLQRG7+4asOjgSX3HwzKx/cw+SYWa1m8q4n2Lh+PDPnpCMBPvOJO2n42272Vwx8Nd1bvpeVq97gvPkfHXv9oxVsLBYLoS47ubnR1PKNB7cwmSv63d/UCy5i6gUXARANh/hgyYuEOnbg9HXh98WHZR7vsOs4is00qc663by700a4w4PdMZbZl12DNz/vsNvoj9yKEj7zX99g386dPNWj6GbUkoPAQOonIrxditIeqmXn/T+jTPZwyaevomzKsfN8PBHs39HXy8krbKesuHwykxVqsmTJksHcqy7D7nLy8rI3iKOhobN0w/usqbOxoqWYhCYQAmTJfEkD3E2l5P90XU+KNhJdwsVKp4uqRCcTEh3DSVdOoaDiKNjDxNgo5op8ZHkUHIMqiXE1RoOzgTZHF5rFQMbAJhI4jBgTQlEqvTb+Kn2c+hZz55GwxGuRacwuzefOjt/jEAO4pw7Ls3foZ+h8/V3ekkuIGTmHXziJ2lhOxP8eLvuJK/s7krTFFVqVXFokP2HJTkJS0IXA6K6Ao+umuWsyqgShgxFEGG3JiBJhlhQWAoSOLrpLC3f7l/Q2eu1+b0aXaHGIJYNpDl/0M0uW05NxxQH2NnQghGDO+KLU/LFFfvbWB9nX0MF5k8sAGGW3kzPaz6antzL+4rFIsoQkmSJNuCXK7qV7mHjlGQPehxSLzJxbZvLeb9cy7uKxWOxKRvpN1aXjkBWZZf/5NsIQnPWF/iu5yF1D6y6PGjWK/Px83l31LpdeculQT0kfDAyiGESlZBpRz8PTMAPZQkD9LtgMvGyOaNtQsAoZK8mXJGOVFRw2Ky6XE29OgPyKYoqqKgmUF4/4g1X11nUZwasRN6wPjusxp2/q0xcXHz+/F0VRmHHHt6l5+BsUi2asaNhf/xnNox6koCB977zjon/jwfXfodXX/w07bpF4q/1ZZobPxuM+eo+9k4mjEWy0hA9ICzWCliHt0+n2MP/6dAnsxn3VfLji7whq8eaEjzBNqg1oY+/a9XQEHcTCAfJLZzP90kXD/t6PGjcOS8teNMmMntUkGzm+AMHOzgHXiZBgt9FG9ZN/pkS4mHfePGZeeeGw9nuyEoyE+3RP3VlJ4ZiQPatZsmTpw4yLz8fhdvHcy/8gSoJ6MZ519QXmCIIkocgDCzTdCCHMlAvM8PTu7o4Adtt8aJLElHhwWGKNS2nBUxBhemJO7wq/w6JeqqPJ2UbCoiPLBlahYjfiuIwobiOEzwiRa++iCA1UzFdvdJghtvBsxY0srZ+KbvqXsqG2hO/4vssXXM8xrevDPqsJhhFNNAxRx20HS+EhaBi6UBPV81hhOY9FrBr6joZAOC5oVnx0Si4ikp2YsJDQu0UTUyMx/Up6lAg2RLKscDKqxOglkojuMsLpqJJUdEkqykQD2g7TuixZspxIxpX42bjKTJf75HnpkeaxxX6eXL6DuKqnIm1kIXHpl+fywvff4rV7lzH7lhl4C9207Gln9UNr8BR7mPvFM/vdTzdVl43j/UfXseW5bcz+zHS6L6ym9bBE1SXjUCwyS//9LYQhmHfnmall1KhKpDmC84ADLRRHRUeyyDgcA48OzD1rLi++9CLz5s7D5+vrm3asSKCRQOsnbAWIJV9twF7gbVCQU+lYVmSsQsYiydhkGZvFgtPhwOPzECjMJ39MGaWTq3C4Bi+j1npwJ4U9piNuic7O9EBA79QnISRGjS474mM+EgIBH/Uf/1diL30XBwnyRTs7H/sJOd/8UaqiVyCQw9nSx1iqv4w6QPWiphyd3y/5EV+//v7j2fzjxpEINu7CCiBd9cvpjnIkFI0dQ9HYr6Wmt72zgpqdK7E5W/HnRLFaht6PUhRBbneaFK+w6fUldLS5MdRCxp95KWNmHN4byWKx4NLa6bQWp+ZNmDSR5vd3UkeEWL+dRBMNnRqpi5p332DFytVMKKvgojs/dUpHn4T7MRIOuE58RN9HkaxQkyVLln6ZcPYcbva4+NWTq6hlerK6hUASAkke2IulW6ARgIxImQV2395F8lVt9WIXOlWJw1eDkTBw+/YwzZiAOzFwR7GdVmodjcRsGsgGFjTsRhynHsVthPEZIXx0MYk4k8zskaNCkeBTbc8wN7CGh/TP0tJu3ng7OhV+EbqR+WVncXvr41ikdKdiOAE10jBjjhZJ77HEmk9YHXq5SLV5NM/Z61GEnqyMY/QSSnq8DAPoWUq4O/3GMKNKeqTlwMAjTVmyZDl9GVccQDcEPpeNPG/6el5Z6EfVjFQaVGp+rpdrfn8V6/+4kdfufYN4VwJ3vouxF1Qy57ZZOHz2/naTQrEqTL1uMhuf3MzUayZidZnXabPimUCSZMZdOJZFP1F4/b43EIZg/t3zkID1f9zI+j9uRJEUhBBIQudjU0Zx7+JL2aUZPAKMteVSLuWgqnFUSaJgzDRW+N5mzar3WLxosSmenIToGERJEO2djiVID1B0AbXAB8Df0lE7NqFgQUpF7dhkBYfdhk3emyHUhB1WGCC4FMAQJyaac9LUM3ir+g6mbn4EgAnqdpY99gcu/0K69Paii65m97Mb2FVZO+B29lc08/wr/8d1V95yzNt8ohiOYOPcVcecHplOHrdKW10NuaUVHA2Tz1/A5PMXABCLRtnw6gt0tW/H5evE7x9empTdZlCYTJMKNe5l1d+shIIe7LYxzFp0Db78gn7XcyU6M4SaiMPK5378HTqbWnn1kSc5GOugU+q/Ylg3TVKYprodbP6PnzDK6edjd9+CO3dkqlcdL1RVpUvq+6OunDiun6WzHC3SYKVizzzzTLFuXbaEa5YspyutnSp3/WIbobgpr0ipkUgJWckUa9ICjYSEgSTIKF2asWzyr4zg/EgjfmPg0QibFMJeVEtAchGyxTFkA4ukYzMSOI1MHxgvkQG3c6zRhMyfcm/h3bpxGD0Ge/JyVK6X/4Yz1EoEG3nhmRQ7Koe0za2J9dSHdg1g9KqnI0x6RJd4R52F3jxnwHPfH56cHTTV/mOYR5wlS5Ysx5742BLqLvchJIEkpGEL2ClE9zBBut8rKZYBM0wNYSCACmcF/zrp35EkideeeIw5B1/IWG6TYyaX3PMDXv/Vj5gdej81/5BUzLTvPIyWUKnbtpuW6lqCTS2EOkPEYnHimopqGKjCQJUMVAwSkkECrY9R56nC2bZGKg+mhakdY5zsjBZjEwpWJDqLx/Be45TU5/m5Kp917SBQVEBBZTmlU8ZhGyRaaaRZ+vCDzGp/EzC/FbvO+ibnXXZB6vN4PM7Pl32d+oKB+yiBMNxV9T3KykYf49aeHAwm2ADMuvh13O70dyASOZt5n7jtmLWn8cBBPnz7JQzjEN6cMG7XkQujhiERDNqJhQLkFc9kxuVXpiJfnn79FfZ609/dkvBO7rj08tS0qqose+QpdtbX0iyFh7Q/B1bKJDcXXruYyjlTDr/CScC2N1bx1JuvZMxTkLnv37972Ii7LP0jSdJ6IUS/oaFZoSZLliwD8oMnqnl/eydmBpOB1LODmxRrego0ADJGKopmMLq35DcSnB9p7LdIt8dxkDLfNqYoh/qU9RwOkbhOixKgU3IRFnaikgVVSGi6hCEks/2G6WWSSsnJiC5JCiKGMH1Kkj4mplCiky4jrBMvncRG9410dqaFLMUC0wObCHz4B+blf5YSx5ghtXtbYj17ml45/IK9KMy7gVB06J1GC3GilpdROw8Me19ZsmQ5XbAgYQFJQUJBSv5FkpGQzWlJTr2QZCS5+71kvpdlkGUkJflekZAUCUWRkS0SihWsVoHNYeByJgi3ByhrnMzfL1tHm7fziIUaIQRSL/FDSH0HHHqiCx0ZmRtHfYbzCszRfE3TWP7g95ke35yx7Pox1zF62gzyXv6PjNbtnPtlzrt00bDaqqoqwUMNNO7eT0tNA13tHUQiEeIJlYShm8IOyZdkkEA/aaJ2LhJ1FDam79XrxvnYE+5hyl44ng1NaR+g3ByNyva/9diChB0l6bWjYBWSmY4lydgUC3abDbfHiS83h/yKEkomjSVQUsSRkkiobPjFtxmn7wMgjBP9xgcYNz59/9y4eQ1Pdz5KxD7w925UnYdvX/3gEbfjVGQgwabqzOUUlaYrH9ZWB7jotu8PWNZ7pNn53moOfPg2FkcL/pxoqgrVkRBPyHS0u9AThUQLz2BLXjpNyp+o5asXnNvveh+89AZr3ltHnRQekuiqIFMs3MyeOY15N155xO09Hrz4wKOsC2bWdwwIJ9+6/99PUItOfbJCTZYsWYbN7toI33h4N7oBSlJFMQyDzOQdqTt+BhDIQgw5kqN7KxJwZqyFEi2dy6yQwFGwh1jHgaR3SX/lg0VSJMmMMDFTcfoavR5PDNlK3bRvsKupPKNseVFelNsat1DqGDuk7WxPbGB30/AjXZzFM1E6L8AYRnarx7OHpqYXh72vLFmyHE+6xRHFFE26BZKkcJISTWR5YNFElkCWkRUFyaIgKRZkRUGxWlFsdmxOF3aXG5fPQ05hCRaniz0b1pAItmBVdKwWHavdwGLXsTl0rDYdu0PDbjX6DLAf2C1TuT4d6Rh1gfVKK0pSINlX7SQa9OKwadhdOg63isOt4nap7Hq/ggnxaTgUNxvH7GL51A+OIKpGIJIpuxlzk7kSAwk1QggMDFyKmx9O+wkOJf2Q2d7SSu3vvk2RSBulxrHSdvm9BJf9lUnaztT8bdaJLPzOA0Ns65ET7QpTt3UXLQfqaG9qIdIVIRKLkdA0VKGjCoGWitrRiaNjHIOonY+Fa/H0yGZeNjqf5niP1LT8Sja0pEtxB/w6YzueP6p9WpLCjhm1I2MRUspE2W614HI68fi95BTmUzi+gqIzxmRE7Rw61Ej08W8SwGz4IbmUM772S9zudHTAH577BRtHbxu0HTMPTOaO6795VMdyKtJbsCkdv46xk9M+Na0tTvatPpPySSEuuKNvWe9jSSIWY8OSl+ho3YrT10nAHxtWmlRPWsLFvFt0W2raJiJ859zBjbBrt+zijWde5pARJjpYDmAP8oWLcflFLPrarSelj80fv/sA++jImFcuvNx1/70nqEWnPlmhJkuWLMPmV3+rYem6NgTw4avf59CWvoLB/Fuf4MD6v5CIdjDn2l9mfKYloqx6/CYKxp7LpIu/lfHZrhUPUbftVebf9hesDi8Feoxzos0AuJRmor6thGtP/WtPbMxCPpCvTZUmBfiO9j5ljqHl8u5IbGDXEQg1AIXFVxPqrBry8jI6wr+ccP2GI9pfliynDxJmdImSEV0CCnJPsSQllCTnyVJSKJFT0SVmZEkPwcRiwWKzYbE7cLjdOL0+3P4ABaXl5JeX8/jK/6G6NLNs8PjaQs7zz0N74QXc6YFs3p58CUvap9GnmyfBx2d0cNcnFxzxGXj7zz8lrzBdojUcseCr/Bxb3lqKpEawWnQsVgMsKuUbW7D2yBypme+mfNTg4nn1m+M4wzoDRTKFFFXReHrhUto8pveVPCRvk/5FGjCFGgmBkGRkOXNb3SKNjMy15TdwYVHfEswb3l9F8Rs/w9ojkqVOKqR16pVM2/JYap6BRPCaHzFh8tQhtPf4oaoqbftradh9gLa6Rrrag0QjMWKqimroZkpWRjqWjnqYqB1JGNzQXI/cQ/95vrgYtUcdKCmvnPWt81PTXp9BVedzI358gyEhZVbIEjI2n5uPizexJMWr9ZaZeEpnkT+qhNJJVfgK8/jpi1/nYFlowO26EoJPur7InFnzjtehnFR0CzaGTWXGgrSolVBl3nv1MmRJwS51nhDBppuWukNseeMlNL0GTyCExz30SDTdkHjVd0/GANjc6t8jogo5hdOZedmVA6bthYMdLHnoSfaH2ghKQzNY9mKnwupj8V2fPqqosZHmf+/7MU29UrsmWwu46b++foJadOozmFCTNRPOkiVLH+KqwYrNQQyRjqbJr5zHjKt+AMlyxyCwugIDuuNabE6mLf4+a/5yF4XjF5I3+iwAgnUfUr32z8y57kGsDjMkukVxEJUkCrw7qW96FaXr5AjjPloc1cuZZ1vP/knfpLoxPzl3GClcQ0ghG4j2rrW4KEdlaDnDBgqe+HjCZIWaLKcKSmYqTrdwIik9hJKkSCJJydQcKR1d0iMVB0UG2WK+t1gQigVhsSFsdnSbC8UiCNbVEdEExVhZ4b+WZ+6bddyP2IEPyBRq4kqIORdeTc3oCez73QPkNRlsHT2d1zv7EWmAM8cEueuTC4+qHVMWXEf99gdSo9Nul4bRXs+N30iPqj75i59zTuc69hU4Ka5LP71r9SpbW4qwKAKr1cBiM7DadawODUOoGJsmMck5MWN/Vt3CJR/M5bnz3sSQDLrd0AZEJEWafq633SJN93KZq4nUtsd5xrOw8KJ+Nz973nyW7FjMmYdeTs0rFU007NpAnVREqTAjCmQE1W/8/aQTaqxWK0VVlRRVVQ55nXCwg7qte2g5WEdHcxuhUJhYLE5CU1GFgWQLZYg0MScZIg0AIlOgE8aR3+OOFIEgjkoctbv0F4RCvOabz8f0lQDM0TbyUp2X/dvXwevdUTs5jBb5WJGwCAkZkCUBsoFhU9GcGu/ZnidXeCifdsZJGQ1xLOk2Hd769j9Ro9tRFPO3ZbMauD0NRMNlxIWPvdt8HPrW8ydEsMkvLefCW76Smt699n2qN7+FxdaCPzcyaJqUIgtcWjshS9psOOHIY3TBTuCfbFm2jI42F1oinzHTL6TqrLRg5w74uf7fvgzAW797hq379tEohxGD9Ae7iLNNbWbPrx+mFDcLF19E1XmDV7g7HnRJff2aSipKT0BLTg+yQk2WLFn6UF0fJa6aN6zuMtyyxYbDkxYbDN3sLCMN6MVITtkMxpx1Mx++9kPm3/YUsmJly5LvM2rmdeRXzktuyaQrtwFR83Lvbt0pj5wIMXbTDyiq+hgfqJchuoYu1ByxaSaghuuwle9HbZs05HVCsQoClRcR3P/mEe83y+mGDChIkoXutJy0UNIdcdIjFSf5nm7hJJmGg2y+l2TFnJZkhCxhyBJCklGETEHlKFZXW8mbtI6a8iiSc+hXC8WAqnUlRNevSM1z3vSftLmGloZY0rCW8KEGrLKFpYlzKXYNXt3jWOGzFwCZ/gAJexyAirETyf+PX/Pybx7gmfjF6PG+648pCfO9W+f3/WCYFIway7ZVTnJz06PDjTWrmcqVvL1kCZEPV3NZYqPZPpcHeqTZ5AYTnJ27ycxITQDJwdmdegVyeC4FzvJ+91nans+svWewYdxOhOlW3+81stuPZqCrZ7dII5DomQfRLdIIBE7FyU2jb0GWBo7cufQzt7HiwX1Mi3+Ymjc7vonlgQspDaZTPyZ1baC9pZWc/LwBt3Uq4A74qTp3DlXnzun38+V/fRhqDqWmw26JQ+pCioxWckQXLmLE45kVugxh+luoSRNl9TinKfdkT0eQ9b6pzDHMf8/F2ir+7J5PZziIho6GTqR3hSwwOzFxIC4BVv7w3FNIz0nYsaTSsczS5xJWScFuUXDY7Lg8Lvz5ORRWllM6efwpV/1nIKZccCnv/PUVAoH0NdKX30Q0nC7DfqIFm26qzpqXElQSsRgbl75Ce9NmnN4O/P44spzZX3PEM4WaLiU39d5mNSgoCgEhYu2PsfqFPxMKurEoFUy75GryS83rJztzvgAAIABJREFU2oVfvJELMU153132DnVSeNDvfQKN/XRw8NUXKfrHP5k+aQLn33rtyJ2EYXDgg239pHBJzLry6IT/LAOTFWqyZMnShz11UYRgkFxe04TR0M2bS/fIZX/+NOPP/SLN1e+y861fYrG5AThjwd09tmSOKTS0Bxk/wsdxMuHe/Q/mu99DOC8d+kpH7p8MQEPd6+Q7zVGsoSFhaSs7/GJZTjIk+kSXZBi9Zpq89jV6TablJCNLJElGUsw0HVmWkBWwILBIAoessq/IQluOSldOHD35bFHUpnDnuvpke0yfqHopQN5nv09ZhVma9Tf3/ph6OR0ybeg6YyOzUHVXnyNy+3fRpEcIGmZnf4xqp75NpXj6XqorE+axDYPKvYXEeog0ABFH/gBL90VpbwcgIGyotiJylIZh7X+kKMurBNZnzIs4elRYiWm8xNXE+omuz89Vue7gn6jeKnHGzHOOui2SUQHsSk17/e386ac/Zba6gymiOTV/FJ0IyZkshw3+dqjJ81Ih0mYm72kzKI/PxGMf/GH13G3T6XJG2F1a069YI0Sm6X1vUilPvSoX9hRpbLKNz4/9EoWOwdMNLBYLM277Bg2/+w6FojU1f3rHWrpwpaoQuojz3svPcsXn7hp0e6c60eZDGdNhh4UmrYgm0udxvK8pJcyBWWWnpwlpuC1I3bY9NB+oI9jcSiQcJRY3vXYSwkATokdKlk4cbdCohOEgSRKrwhaKnUWU0YgVnavZzF+sE1DVoaWrdCMQxFCJdUcf9OwaaclXBGgCtq2FV8GKgg2LmY6VFHdMrx0Zu9WKy+XEF/ATKCmgqGo0BeNGnbRRO4mYB0gLNZ7cLhoPCPor630yCDYANoeDuR+/DrgOgLaGejYtfRFVO4g3J4THreKMd4A7vU50kOuVx63icQeBILWbt7BtpYNopw9/3hRmX3E1ky+Zz+RL5tNcXcPrjz1LjRYiTD/qehIDQb0con7netbet50x/jyu+Nqtx7XS0tbl7/eZ58V+UqVmfdTICjVZsmTpQ21LnN631OZ9q3j95+elpnPKZzH3xl+npoUEUoaZsFkGVVYUpi/+Pqv/fDsIg3mf/j2K1bwRS5LAEOaeIpYKLEph6qGS7ofK7lHP5Esi2bBkr18kw+BBN9Oy0MDQMYSGMDQMPYHQE0cRmzJyyOEWcByfiBoAxdCQCw5C09DD7iNaEXmVi2jd/9pR7fv0pFscSfqXICNJloyKOJD0xOgjmiSjSSQJSemZjiMjFAlhkTGsErpFoNoFmsMg6tHo8sXQ3XEm7pzAnXd9N9WScDjM2h/cTX7zQN83A3qZiUZdIBXBaLlt0KNsdU9m35hMr4bGXJ13C6s4t2l3al6JaGbJs3/llm/eA4ClV1PK3QHUcF+RBqDBGsUST3//DUDPbWd/5eBt64/yBgexf67E2kN5thdOIigPVcCESKsp1LgMQIEco3XwFY4Rk0bPgAOZ5qthh0QkGsZqsXHfEzsIBvs+6Ljdgs8d/Av5oQSdv3uUVYt2Mv/jtx1VW6ZecAM1m3+cGnV2OnWqjL2U9BBpAIpElO15TnLT3rs0CBcVSfPWlZGzmSDNxGrJjLboDxmZyzfMQxISu8oOIqRuHxrz88OLNCCQkZV0pEy3J42EhENx8vmxdzHRN7RIxLz8AvZfeAfqmz/HmhwVzxEh3necybxY2mdtVP17qOrnsFptQ9ruqYjUmWkwGrI66W1rMzknzp769LTRK9PEnRug6rwzqTqPIaGqKk27qmnac5C2hha6OjqI9fTawUBFpISdRDIyZiAMQ+MVfRw3K0FcxMmlg4vsLbyecA8cOjxCqOhmZEXvqB2BGXmWwMx63A+sBrnba6dH1I5VMo2UbRYrDocdt8dNoCCX/FGllE4ZjzvgP7YHkcThLAPSP3h3IM5FN/lY/+L2fst6n0yCTTe5xSVceMuXUtN71q3FtmcbpINoTKFmCJn6sgw5gRg5gRjQxJZly+lod6LF8hk99QJu/sE3iUWivPab/6O6vYVWKTLo9tqkCG2dEXb8908pVzxcdsu1w0pjPFKaW/refz1GVko4lmTPbpYsWfqQUPt2dnMrZjHtivTIl5LsVEtSugKHkADR3fNKb8NbMJ7C8QvR1Sj+kilJE0dhVm5Krqsj0PSmY3I83YXDwZKONEima6RTNNIGoGZahpT+ax4oIMxjlNLVrwyhmYKToSGEZv41NISWQBhqev3UWTl+Qg1AY/USiv2FRLTCIa8jmiv+P3vnHSdVeX//9y3TZ3Zme2d3gQVk6SAqiGDBnhjBQhQ1scQUjZpiNInmG40lxkJMYiIajUk0Ro2xxEJsgIhU6W2BbWxhe5te7v39cWd3ZnZmd2eXoua35/Ualrn93rkz93nOcz7nEBJlJOXL6BUUbfQaRZL0TcURosiTHkNRQYCo8ptISo72XhW1e0ZFBlVGVQ2oQSMhv5mg145eiu1oWlP3svnCfYQSVE9c9FEGUwPxKSLv205l7Snl8SsMCB3VEw/y4l+eZMk3bgTgP0/eS1m/JE1iVBancbrvwKDLnV21h4rCTDr7cCx78zzM7fMVzg9EJsh97n2b00wia06T1Eqd30NGlL9SIEvg0PiqpFPlepDqBN37Db0pPz2wFpX1cXrpHzrVS21LK6KsQ9SrEIK04OdD1ORk5WHer+LWR5FYAuw6uI1XPglR2xhPPun0cIXnbTKcWsfJ6AX9GytZUVfBOd+5Z9jHkpZXyPZVJtLTo1Kd0s3QGL+sM0UmrSXye2JyBnHrFXZ7zqTMOHlIv3WSKnHOZyeR1ZnKugk7CUjBqIGCQfrToogoCPQEafSoaERECsyFLC36BvnmxKVX/WHmKafyzr7dzKqLGL+PUmoJIvaa02bRxuq33+TMixYPadtfJsjO2HLAdiGWFMhK93PO6bN4Y3fkBulL1AwVOp2O/LJx5JeNS3qdzsPNHC6vpLm6jq7WDlxON16fD38oqEWfu1VWOOZycUgrAZ6gVlDvOIkdnQN3no83lMFUO87w6zCwA3gLdGETZb0qIiNqf0UBvSiHVTtGbKkO0vKyySktIq04f1iqnaLJc2iv2db73mb1k182hfFzFrBv7covFWHTg7GzTsQlyxyMug08+jTamow4HPFlUgNBr1PIzHIBLvxdz7Hutefpbrdgyy5g6devZt/KTWzfvZfDggtlgDajCx/7Qj4qnn2GXNXCnNPnMOnseUdwlgPDGfRrTekoWOX/XfL5i4ARomYEIxhBHKQEHUtJZ8KSWhg7UVV7JeOaKWN/DxQVUZRQBBFBUFFVJW5R4ZjXpiuAH1WN2vXRUUz3C42kkWNKUoa0PmAyjw63ZTRyC8LXDwWFIKqixZAragAl6IdQgOgTkwWBUFotNCVP1HhVOzn559B86K0hHW8s+qTixBm99lFO9Ri+9qhKRLHXvyRi/CqgihKSDkSdgKQDnQwGg0Jrk4kqbxBVTO4al2Bk68XVABRuMCJt3hG3TKrlW0mVjYmAPsFuVZeN4gM5HBwXXyZjDSVOD3EbhkfOdZsE9ud9xu4dm7EZbRRXDa00py1dYHbXARhc1IBBUMmvT6dzbCxZUZ/pZ3tqIVPaD/VOmxjcx9+XLWPprbcS89GEFHzu3ITbF2wtoIAY7nVLKDRPr8GjH9q10QdVsjZn4OveHzdPSUveL8Tsb6Fb1qFD4g3PbPQpcMMPbh7SsRxNmD0ibn3sj9faHZvYUR3vEyCIsHhKOylbDsZMFxXI31jDirbvcNptD2MyW+LWTQYdTbFEjT3bR7BeRZZiPyuHGCC6Uya166hM+Spjk0zA6wsRkZkHJ2CtUdkwczttGYpGoovar5/Q53GkCgKiKGq0TM8zK7wdWZA5J/d8FmafiywOr1m8cOm1rHmsgjK/Rr7m+g+zXTeRKVFkrGnPGvgfJmpM7thn+GElJ+b93MxmzMbYAucBgmePGew5mdhzMhk/yHIrnpSZ0fJfAM4IrsdQcinWkISzqxu324PL4yYohAs9BRU/KoEkVDufJwIECRCkN4iy569C2GcHaK+GCmCN9v0wIKFTJfSIyH1UO2ajEbPNTGpWBhlFeeSVjcNks1AwYSr15RImo3YdBAHK177PjPMuY/ycBV9awmbs2FKE7c29AwZe0caUs+9GUkJsefff+PyVWB1ObNZ4w92BYDEHsZg7gU4adu9CNRgYMyaFUiWPyopOGkUvvgGkOwFC1Ahd1KxcQfaHH3NCcTHzr7v0qJfGOcX4Y8jKSr6EeARDxwhRM4IRjCAOdqscloj3D0VRwiRBz1KDtbi0+ULY/Ebt00LTKf3HXn65EUQlCGpPMdhQWqYCHnfFMPYZa/DaWb2ZDEcmTl/hYCv2wt9ajCltGmLIrxlGCwJqOF5YFdBIE0HQRnuUAKGAH0JeAt4uAj4/pdPPYtH3fzyko37v9j/QmRtgvjuxmXEHNupKC0h3dMbNa6xJRxVdCdaKh4hIzaQIySD00/7RmdrwuZMvj+kLnz+DpWd/jWfXPEhNQez9bVe6Eq7jMvc16kseTakh3jr4V8buVSgd4tepITuLE3zJq0TOqTpIdaEdVxSxpArwWb7ElPbIcjIK5pDWkdcZRHpK8AvMdgKuRA1vlQbZDf6Iosx6ooca+9B7dEXlBfh2r0w4L2BPTXo7Rpcm93aoBgL6bDItw/+MjgYMPj308TLwqonvp9PHt3P1ogX4LzyFDx//CQW7Y3VE+Qc9rL/3Zkpv+An5owfrukawdsUK2revZYp3L11KFlJ4NNloCFFpzKc0UB+z/OhQG1W2dKzdUJmRR7Y4mVR98uRxIlR4dpF3aBOXVorUFgrsKhOpKRJQwgMNMQneAr3lTaD9Bth1DuZknMqcjFNx6JO/HxJBlmUmfeM2mpbfTibaF0DWqxDVXysNHWTrxnVMO/HkI9rXFxG7tu2JiYYHOOiLkDKpjiA3XH0+Lnes6kb5YvIZAJx+7Y1seqyS0oBG9E5vehPf4gcZNyFiQP7rN2+iNifeWNzQJuI4bCa1yUBOcBRKUMXr90dUO6pCQOghdpRwJ/xzYK0GgYKCBwXPYKqdhnLYBrxBb/T5iScYMBkjJG79wc/Yf89hzGYztlQ7GYU5LPzOhTTV7GPbW/u/FISNxWrFFNqPW4r8Xhw4uJ8TTzyJ+Uu/1TutYusWDm5+H1HXhD3NhUGfvHRMEMDh8OFwNAPNpBeIdLYb6W4xU9+iozY00PNHpVF00Vizi613V1BkSeX8m5YelZK3tkMNdCfw0Jm0YPYRb3sE/WOEqBnBCEYQhzF5JgQhqoopAURRJBRuZQV9LrqaYss1dAYbJnvsiHnvII5KFFmjNZ3TxG4M1gI0nw8BoaeVrQphkqOH6egpmepR5iioqoJKKKw0CaGqIVQ0pYna69z3xcCQSp+G3W7TFDeqGgjvE1ymCgRfHmqSqp4AJmz6UTQdfmPwhXuhGdrqRInqbatYdv2aiJpIEBEFCUHUXqIoIYgyoiQhSjKSTsYf8GGs8fKelIkkaHGYOlFFJyjoBJUGWyE5zlZa/KA3qhgMKrKsIkkSnULyLf501Yjo9dJTbd2fYlm1uOEI1O5BDLz71xe4+IIbeLH6cRrTwsfoV3HQnXCd5oyhe7BEQ2rTU1zZPPiCUagrkDnDt2dI69gUP/n1aZSXtMdMr89xcbAqizHOSMlTmXcPu7dsIz0vByq10ipLtzVh2ZNZaqHOrzUGBVSyTpDYXzB0ErfokI3AqpX9zveYklfUyJ09/jSC5k9jSI4QPFYwBM30JWpEffz9VDaqix9dtQAAvd7AuT9axvvPPUTGJ7uRo34SMxoVapc9QNMllzD9tAsH3f9fH3mYqb69lKpNIEJNq5H0zIjZqjvdrJVbREESBdrTJGqtJYxnCkZpeAoegKAaYF9oG2Nb92iSIaDwkErhoRBOK9TlCTRnCbRkCnTbBLwGEbM5BaNkJM+UT6F5FEWWYsbZxiMJR68ZnJGZTeX8a0ldtQyZEBNde6gUCilRIwqzpjXvwv8gUfPaRxu4KOon2K+HFjWiqJmdrhnTGPSx11tVwe/3o9d/8con9Dodo6+6g7ZnfkAanZjx0vHqg3Tf9Bi2FO3+XTThuzzb8Ajdpj4EQ5pCY5qTxolOuhtd3HHh7wfcl9ftoXFfJU0Vh+hoasHZ2Y3H48UXDGpeOz3ETq/XTpAQR1g3dozgJ4ifIN2dMllRHrMmu4919Y2ax3AbcBBYCRIiellGb2tBh4isCkiKgBT+KygSgiJTu0fPCz98luxShTO/fd3nRtiYAp0xRE19R3vcMqOnTWf0tOmA5qO0/b13aan/DKOlA3uqt5fYTgY6WSEj001GppsSwO2R6Ww10dJioLJDwdNPsWeH4KHD7aH8ocfIF6ycefkFFE5JPgW0L7a9u5q+ZKIJ/RFtcwSDY4SoGcEIRhCH0nwzPXlMfZUvsdAeEO21W1n73NUxc7LHnc70ix6ImRa9JUHV5OiaXl3B5NqJLxCbGnG0oKoqgqBHkI2Ikh5R1Gv+NKLmYULYtFhQe3REgtaCVNVwRVcPKaSGSaCo/4ffq6qWdKMRRGEVTYKG1JAUNf3Hbg0ZrvqNZGUV4HQmX2rg6SrBlDkJT/POwRcGIucf/qyHQTQlpi/CaKimOc6+RSsvk6kkLWzi21NeFV1qRZRxryiISNsEyraJBAwqUjAAljFoVf8qatiDyOWpB50Eqg4VIygGVFUPITNikiVWakeIsRPKGLdxFh7jerrMkN2chUw8meJDR3tKxxF5E51Q04FuCKrrkAwhsxWG4Q91ek0D1YUGfHLkeIOiwKeFKYzZE9leGp38d+X7nLd0Kese+z2qquL1Ji57UlNa6akaEPKhurSOobp4ZnaImNb46C9AW9XbcOuSJ2pCYSNhUa9o/jRqfMP8eMKEHYg9hpAhllHMz/Lyq2/Ej3Sedc3tbC74N/7XXsccxTdZnBB4/hU+rNnPGUtvS7jfxsOHWf3Cc5zlXddrnAugNoUgkliLPctLsC6+/MnvHc8keRqSMLQS0Gi4g90cELYz/nBipaHVCePLVcaXaz8+dQUy59yzfNj7GypOPHU+b+/bw4mH3wagxZxFiStC1Exyb6eutob8glHH7ZiONWqq65BdsWo8lzXy2dtsCt9eqqUdyrKMIMYOAnm+oEQNQE5uJvVn/oCUD+5BJkSeepiNf36Y+d//OZIkUVo6kbJds1mft1FryiRAXbaXP758P9+59KeJFwCMZhNF0ydSNH1i0sfWdqiBw/sqaTlUT1d7J26XO6za0YidYNhIucdE2X+cB6xaOkWiWxs2ux+IN48PoeDBjye6HCtB+X0PDjTCxl8+EPbakZARNDNlQUQvShgNekxmE/Y0B+kFueROGE1aYeLnzXBgCbhpjeKIOgcxWtLpdMw8/yvAVwDobmnls//+G5+3AovdSYptaApNsymIuaCb3IJuJqnQ2WWgq8VIY6ueSlcQVYi9eB4CHFDbqXzxBXL/YeHEE2cwc9HZQ9onQH1tfdw0m/rFTB37X8IIUTOCEYwgDukpOsbmmSivdaOqMPXCXyZcThAEJp9/N5PPv3vQbU654Jca8RDVedfIGjCEnKQrXkQ5N87oVRCFcIc7HB8cfgmiFE7FkRBkCVWUUGU9qqxD1ImIqorDnsq0U04lKz+flNS0/g/uGMHn8+LsaMfd3YG7qwt3dzfN/0leuSCoAnpDqUYCqSFAQUArOVN7lENqNDkUggEk1J2+7RgoIJiMEQkQQodNHY+HZImazwMqhHM9hkQQ9fTiB2KGnIeArf3M7JvwFInE7jUtFiQ6m0T+dNP1CJJE/nrI1YFIO2+pmYiCpjSQRRVJVAkJOgo/EwjqVUIGCBpUgkaVgAn8ZoWQXtUSofrBtE+zKKyJb0wNhKpiM3NCwymvg2xfF/n1Y6kYFVt2U5fbyeGKFHJ8kemFvjrSMrMxoSPDqCfYHd8xE1ColzwQApNR4PDkKvzS0Egas08lsHU2gueTfpdJG3cq9Ukqy0QU6pqbkZF4zz8TJHD4j43pebKwG7PQol8i8BsjChuHPcQDS8dhMCb+ns8882KqR5VS9fQjpEcZTusCkPXhNt5t/AFn3fIQshxpIv7ziT+Q23WQBaF4s+kSZy0doWwkqaf8SaHCmM+4cPmTyw/l7oVMNCXfCU2ENn8DrcHtjG9L7voHdOAdO+uI9jkcnH3N9XzyaAUTA3uZ6tpKOymkon0XdATZ+J9Xyf/2rcf9uI4Vnnp7FyVq7GfiNkm9hOuM9AYMhum980QRQlF9W6fbh91qPR6HOizMOHk671UuYVrF8wBMdm/mgxf/ydlXXgHAlV+7kcOv7qeqsH978oMFB1mz9n1OnXPWUTuutMLcIREQXreH+t37aamqo6OxBWeXC6/Xiy8YIKD0lGP1RJ8rR6zaqXULzFYj400mYwiHFKIjNHyitgc9qp04Dl8BPOFXK7B/C3wUVu3EJGQJ4ehzCYMsYzIZsaZYcWRnkllcQF7ZGPTGxIqdFDF2py55aPHYtox05l9xfe/76p07Kd+wAkE+jD3VjdGQvDpYEMBh9+Gw+xg1BqYHBTraTXS0GDnUJtIUFQwSQqFW6KZ20yrWbNxEaXYuC7+3NGkfm26/L+56W4+iInEEiTFyhUcwghEkxPknpXOg3k1I0Xxl+qYXAQiiiBoawoNc7ftWQFBVSm21OL/24BEecTwaUTjcVIdl9w6ykLjgssuP+j4GgsFgxJCdS3p2pDG14q34pJ/+ICCwquBm3FEj33oDLFkgs2R+WcJ1gsEgPrcLZ1c7zs4OvN3deF1OvE4nXreb+t1VONuT96JwuYtIGbUAT93e3hIzwuRQbHnZF9hs4Jig5/z9g5pT+xIoXDzxkwCQmwZ6MAv0lJcRRQr1GDW7BCcfyRFzZhHNoFkMGzWLCOH32oClIAtIHUE+ldLRiSH0oopeVDAKQfQomMUgZkIJjZJ7MOdQFzUFKsGoxqtPFvioKIevl0eImgmhAzz38CMYVAlDV0rCsV2T3Izb7yMY8iPNcNMxxOoYQYW8vWNY0X4i5wb/2+9yYmZ2v/P6whxsoyUEGaqBLikPUYSTZn2+Uu+89GJQN8RM84RNO40muPNCBxkZA3uuFJVOIuPny/hk2e3kVcaWURXsamPlvd9m5vfvJzU9i78/+gineDaTkrBYDSxikMoWIxnZkbvam2mGejgQykHxzqHElLw/ViLUevZjbN/EqCEk0VWW2Fh09bePaL/DgSzLnHD1rbT8+Q4y6GCLeRwnuSNR3aWtG/G4PZjMQ+vgfRHR1tLGzuZspvdhvJ06A4TAbFH57hWxJteiGPu08HjjfS++aDjjsktY+bv9THFp37vJVS+xae04Zs3RiMDrzvgZyzbfTmtK4oeATxb4qP1lprlOxmr5fEgpo9nE6FlTGD1rSlLLBwIBuupbaNh3gNa6RrpaO3C73fj8Afw95ViEX4ISp9oJqiJd3XrsKRHFSF4KJKgUOuZIqNqBnnEe7dUF1O6BzcC/BAxI6MNGyr3EjiBiyHfA9MgzwKO309HQiCM3+edKNIomTaJo0iRAu+a7Vr5PY9VGDNZ2HA5vLwGeDGRZ7S2TGkukTKqtxUBlp4IrLPtqFlw0Nx1g590PMsqQwnnfvgJ7TuaA23YmeGqnHae49/+fMULUjGAEI0iI06Y4eO6/DbR1B1HVxFU4GnkzmO1wNCLhqZrLjIBeDXBe/SdUb9hJw7jTCDkmHJ0TAFREOoyFdBQUUgfsX7URW1s11s5OLrx0CRbL8H0SjuSohoKnbynl3n/uYc9B7efa74O/rgjy6b7N3HX5ODLstpjlZVlGTrFjSbGTnSBltqG6ircf/hS/mlxjUUXE0JlHV2hl3DydlM3p136fyaecSsDnw+XsxNnegcfZicfpxOPswut04fd68Ls9BH0+An4/Qb+XoD9AKBAk6PMR8jhBVVBUFUVVtFQWRQmXlCm9qqFe9RAhVLWHHPpi1ukfG6j0Nac+Pv6TA0Xbd1OyW0vlQggr3gQRQWzjNTUTUVCRRI0cCkiVmBQRj+JC0DVqMefoAD2oOgLWZnShAOkTBQ5meLSStSGguCqdFRUXoPq6CYbiDad7EHAMwUjYo5V09PjTWK0KJ80/bUjHdbSxamsIpsZOcxkFTHo3152qZ3LZ6MQr9oHFZueMO//A+3+6m/wt9TGeWDmHgvz3sV9hsadxjv+zQbclNAUhqp9iz/SyrmYy+b7p2AzDN+pVVJUD/m0Utcansg2ELjtMX3zTsPd7pMjKyaNy3jdxfPxbxvgP4kOHIews7KCb1W/+i3MuX/q5Hd/Rwh/+tR6fNw+rGFto2CFqJuxT0huwWafFzOtTmYHHP7SEnM8DkiQx+7rbOPD7H1Kg1COjYP/oMeqLHiUvPxuHI5WThQv5b+gNAv2oAJtSQzz9zn3ceskDCed/0aDT6UgvyiW9KHnVjqfbRcOe/TRX1tHR3Ia7a3sMUZNqD5HRZuv12vERQvlCPsNVfAQ1k+eeZm4YhmZ3jLDEIzl47A+/Q1DE3nKsHq+dXtWOTsZsMmG120jNyiBrbCHZ40riVDs6nY5pC88DzgPA1dHB5ndexes+iMXRfURlUmUqdHbp6Ww10dSqp8IZpEvwstPvZf/jfyAPCwu+ehZjTp4esw1VUWhbv4Hi7kZEVcEnStSYjHTLOsYnSfqNYPgYIWpGMIIRJIRRL3Ljhfk89M/qAVU1Q+JpCFvSqKAgIqKy0LWOTJ+LlHIXAXk17YUf4LctAWPyHhLJwqnLxJmdCdnwxy0HsXdUYW5q5MxzLyAnL++o7y8Rhpb5JOCwmnnkupm8+slu/vZBAF+4Pby/SuZbj1dw/TlGzp+dvEImt6gYfdbL+BuTJ8RcgTzSShbSVvle7zSzaSxX3vcwKeFOr85gwGHIwpE+tCSXd39zFzP9lQnnlYslpLrgc1IOAAAgAElEQVQuQNfHD2ansIWLf/kjAJ66/R7qJCcSKhIqoqpofxUVUdX+goqgKgiKil5QkcQgiqKiKipKSEUJhcvJVCVsWv3lMac+PhhetP2Qx8m7wAoojVCyCvpG2wtCD0kkRpWXhUshBRFFbecc4U/IgoJgytckNgmi7QMVB7DUt6EYTChGK4reRMhoRTE7QB/bcNZ3aebOkk4BBRym/rRQxwdPvrSadZV5TJmgxiZuAWdOOMD5p181pO3Jssy5N93P6leWY/lgLYbwh7b5hDKmBsrJT4KkARjjrqUlmIMsazdGzYZCxitT0cvJlVkmgl/xsk/dzrjmfUNet6owjzmlyf8uHgucdNrpvF2+mxMbV/CZfgoz/Nt756VVrAW+3ERNt9PFthatE2/2xHa2G9VsDEa46ZKT4tbrUzmCJ5Hk8AsIm81CyiV34HrpJ1jw4KCbg39/kIzbHkKv13HuGRdx4KUt7Cvp32uvqrCZf731VxZfcHW/y3yZYbJZGD17GqNna+Tc6n8sA/b2zrc6Atz6wM963wcCAdqq6mg8WENr7WGcHZ24XR68gYBmoqxEyrECgoKPEIHP+fnr8wdwKN14RW2QTEUkLT2d5uYWgoRwJ1Lt+MOvTqAG2KS172LLsaKizyUZo8GAxWIiJSOVotKLyJ0whs7Ww+z9dAWC1EBKqrs3/jwpCGC3+7Hb/YwaDdOCAh0dRjqbTdS2hajwtVH9xqvkvLaCqZMmMHfp1+hYvZqWN9/E39LCCara29yf0t1Fk8HIqLH5R+eijqBfjBA1IxjBCPrFvMl21uy088nOTkKKlsLTl6wRBRFFTf5hoagAIgIqhYHDzHNrHQGDF6btrWejmEvV1CfIaBiHL3sRgnhszMq8YgretCmQBs9VdmHfsQPz4Tqmlk1i6qxjGTc4hNSnqHGbRXMncsoJHdz7YgVVtRpx4fXA71/3snrPZn5+aRlWc3IpCHO/cgarn9mJR0net0doLiCoqsiCjsz8WVx976+TXrc/vP7Mn5nj35ZwngsjAfXUOJJGURXKvhap83dJEkFBF2m69VyyBGKMFNXIgtPrIOxPEgyE+OTjEgSlCV/LlrjldVI2mUXz8DZm4FUjEl9FCYHoQxDdIPgRBD8IAbSWWACBYMQzSA0i4sOUYiIUCKCEQvjdLgQ1hNqrIIp6hQmiHsVQj5KIfsyp/7cxPPXQoM34bRFzV5EevVD0lKhoeyQyBIluJM4RdiC0iPz+238Mp5Zp6WWiJCNIEpIsI8o6JJ2MrNch643o9HpkgwG92YTeaMJotWCypmCyWjFZ7VhTHVisdnSGwQmNtz/azH922kEFs0fCZYi9H9LThl9Cctol32JP8QSq//IkXaOnstDzKbohdIiMYoj2FiN2RzeH10xkkmGK5i82THQH2qhhO+MaDw2+cB805Etc8YP7h73vo4mzv3Ejax+twi7Flo0VK7V8+tF7nHL6ws/pyI4cf3xhJW5XAaoSwuKK/XJWBYopy20kLWNq3HqiGFHWAnh8n2/c/VAwprSYj2feyPjNyxCAMcGDrPzzE5z9nVsAuOGiO3nkg1tpyExMPoVE2GpZzcl188nPLzqOR/75IG/ciXhaI0SNzebD53FhMGlqZp1OR3ZpMdmlxUlv09XRSf2uAxzc/BlNVa0EVQlFUlEEhZCgEhRVgn0SspSjLD01+tvxGiNqZlOqHZpb4pb7bMsWPvzoQ2675VYkSWt3hEIhHvvtMhwOB9dfex2+cPR5W3sbTz61nK8vWUJxUTG4ofVQK2s+WUN1TQ1erxeb1UbZuAmcdcoC7MZUZFVAVlV++88/U36oGlCRJYkMh5UzTxnD9745BZM50oaeccFTPHTnmZx16mhkWSU11cXv/vYuq9dX85ufnk9+ejFX//gPtLR3IlwTey7fLCvjlhkzqHc6Of/f/wZAePopUux2JkycyJ133skFF1yQ1PVbtmwZd9xxB7fffjv33HNPzLxVq1axcOFCxo0bx9atW2O80saOHct3v/tdFi9eTGlp6YD7uOuuu7jrrrt44403+M1vfsPevXsJBoPk5+czd+5cnnzyyaSO9fPGCFEzghGMoF8IgsDNFxdQ3+qnssGTkKzRHn/JyWq0JTSSxqF0c2Xn20hR65ncMHNPA0FdNvun7Set+yFMnfMIZh/bUoOAYKTFNh5s46n1h1jzwUosjYcoSHFw1oVfOar7OpLmQm6agye+O4Pn3tvBv9YoBAPaBrfvk7n2t/u4+UIb8yYPXPaw8Y1/EAisRcrLg9rkiRqPkk5u8flkF6dzzjU3HMFZaNi1eSuTG97rd/4m82lMbY8/vo5AEyfN0Do3m1atok1IXuHgUGJJn40fF3NYdJHbL/8hkDM+ndquNnBHiBot8ckMSnyCBcR/xgIBFn77JHLztdGn9Q/cxGilJm69NzPnsWX6AOoBv4reLSB7BXReAdkL6fUm8hrcKIoQLgoTCKmqFtCuaolnSji9raesTCE61j5cWtZLEiXyHjou9VVfEMRH2x+f0+/rPST3eg/1KIhURM4WJFRBQnpdJU0CRBFVFlBFgXZhKy9tuQfZYEDWG9CbDOiMZoxmM0arFaPFitFmw2p3YE1JxWC2xDSCd2zaRU5BDjM9a4Z1Bt7aIMKOExlnGntEV6LRW4PPu42xzv7NWftDUIbukumDL3icIMsypUtvoevZO9knjWF86GDvPM+mD+FLStT4fD4+a9NUqDm6BnRRXEtQhsOM4ufnJ/bsEPuQ6N7Al8vfbN65Z7DiUDkzmrRkr+ltH7DyP+NZcOG5GAwGzi/4Jv/oehK3ITFR2WGBFzY9xo/zlx3Pw/5cUDz1JLateB69TnvISpLK/nUrmXR6ch36RLA47JTOnUnp3JkA7Fu7ks2v7aHTnQ/arygy0DNsFVJCmMUWHBmdpOTk4Opy4XZ78AcD+EMKATVEQFAJRpkoBwbx3NO7OyM7AAR7SuLzLyoiEAhQ31BPYYHm01VfX4/BYKCtrQ2X24XFrJFWNYdqkGWZgvyC3uVe/Oc/KSwsZPHFi7DZbDQ2NbFy5UfsrdjP1UuvwhgunfIICpMnT2b+aaehKAr1DQ28/PbbHGwxcO78s3pVO6oisHdHJjZfIari56k3X6bqcAO/uuEKSlJs2BxO9PoQN35lGpcZYn/HTbIctizQ8MQZZzA+LQ2P2cw7NhuXXXYZGzZsoKwssX9iNJ599lluv/12nnvuOX7xi1/0kljRqKmp4dlnn+WGG+LbmwUFBdTURNpQy5cv59lnn+XTTz/tnWa1Wvnwww9ZsmQJd999N08//TSSJLFv3z5ef/31QY/xi4IRomYEIxjBgLCZZH71zRLu/kslB+s1skYUVARBI3IGju/WECFzREDFipNvtf+LVCU+csfigtk7GwnJmVRMagfbanKb16OKF6OmHFkHIBkoSLSbimkvLqYW2L3yU6ytNdhdXs5dfMmR+9oIw1PUROOahZOZN6mF+146REOj1up1dsODL3azctdn/GTRZPT6eCXSO088QFbRIWxGhWkzqtnSmIYrkHzJV6CliCnfOCXp5fuD3++n7b2/MgF3wvlbdJOY2p7YsLVDicTAbl+xZkgjZcao+u5NK/OoEcP7H+AetlvWUmMrpp9DTQohdLz3/PNcffvt2jaVroTLdZsHUUToBfx68Ec1l04+6KagK/nSgZAM28aO4bzA5n6W0OLOtZeBYEjFh4hH1eFVJLyI+BUJvyLiVwSCqkhAFQgpAs0GHSFVQQiCEFJ7X1JQI4JCihZPr6WYxXoPxUbba+///8LQou0TfeIBwDWkQCrts45OL6sXJLagi6Tu9aTwiWLElFoQtPA9QUAUBSRBJSDokTFjkBpo8zWjE/ThlwGdYMSAAYNgwqiakaX+m56Vnt2kt2zCkajMNglUlVhYdO3n502TCLl5BVTNuRrX9jVE+zFP9O9h787tTJj05fN5+NPf36erS+tQluhiU+NcVpiQ086oohkJ1xWFWEVN4EtG1ACc+c3rWfdoBeMDmlpkzLan2Tt6NBMmjmPalNlsfmUtW4v6T0usyXPy9CuPcv0lPzheh/y5QJZlnN1G0tIiD9Dm2h3A8Imavhg/ZwHj5yyII2x6IIkSPrJpbMmmo7Wbggkq591yI3pD/wpkV1sH9bsP0FxdT0dzq1aO5fPiDwbxqwo6ZzdEjSMFLYmJmrS0NKxWK9XVNb1ETXVNNcVFRXR0dHCo5hATJmhl6NXVNeTn5SHLMqqq8tY7b5Oamsolixf3Do6mpKSQk5PDk8ufZNXq1ZxzdiRmW6eTsYbT01JSUti9exeVlZV45wfwCj0DDyqtopd9wXZeefVfuJxOliy9ilpdCrVVQJUZp0dCOGwgc4JpwMeQ3Wgk02QCQeCH553HE3/6EytXrhyUqFm3bh2tra3cddddvPTSS7z77rsJlTg33XQT9957L1dccUVcu1uSJHJycnrfW63WuGkAb731FrNnz+aOO+7onTZ27NiklT9fBIwQNSMYwQgGhcOq44Hrx/DMOw2s2NSKomij9QIhzdNDSMw/xBI0Wvxuhm8Hs8SdZAxg9mnthpN2NOOX06id0EVDpg9JeZG8+kx89iUIxuPnNN+lz6UrN5d6oPqzcmzt1VhamznnokWkpw3dR2coxSv9ETUAo3MzWH5TKk+8vZ0VG0SUkMY3fLpd4ps1u/jRogymj9Ua0l6vlw/+fA+FY9tiTKFDGU0IDTmoSZq2+lUr7z/9Clfd+6MhnEU8/rP8CeYliPkFaMWBwxvva9ADjy1SjuFShIQlTolgRs/EKYcAmR3rsqggQtr0e5UFAZ2sYk7vxt2oDrTkoBC6tAP1ejzYSUzUNKe3JpzeH6Z/mklBTcOQ1qkqNjP19HOpfK+JEnXwshJZEpBRsTB4ecL7+RNYW9bWZ6rAybuyOLtuL++0XJCQGAzO3EL5pD4KI7+CzisiewX0XgHZIyD5BWQfiD6QAipGt4SrMw1RDSIpQQQ1iKCG0IVcoCqA5kOkRimICBNFseqhwaPt/zcxzGj7I8ZA0fYigk4M/1/Q0svCBJGWZKYZUwsISILmdyIR1mnKKuasiWz871uYrFaMKTYsVjs2RypGa0qMeuh445TTF/KffbtpdGaQTUv4Kijs/+/rX0qiZmNrpEOUIx6Omec2SVw7v/+yHkmMvck8gS+f55csy4z/5p20Lr+VdNox4qfjtYfoyHsUhyOF6y65ld+8dis1+YmT0gD25+5i85b1zJze//PufwFBfwrRIx2q0PcZcXQwGGED4FNtHNxjo/ZHr1IwoZsF11+TkLCxpDkoPXUWpacm3tfqNR9TF/Xeb0zlO1deQ9OBGtoOt9Dd2YnX7cUbCFA2aiyNNXVkzrEQQKGuppaJZWW0pbRRXVPdS9TUHKph+jTN26exqYmWlha++pWvxNkN2KxWJk6cyJ49uzl74cKE3pGNTU3U1tVht8e3lV0uN8//4wUEQeDKK6/sVfT0QETFHIpSlEZBiPm/AIJAIBRi+eOPAyQV9f3MM89w2WWXodPpuPLKK3nmmWcSEiff+973ePHFF1m2bBk/+9nPEmxpcGRnZ7Nv3z62b9/OlClfvt9ZGCFqRjCCESQJi1Hi5osLmFNm56m36jjU7EFRI3b4atS/GiJOagIKBqWDsc43yfZ+hiDnA/oB95fSAXO2tbNSZ6NpjJuQCIcKmrH4Hiet4QS82V9DFI/vT5hbSsWdkQoZ8Oc9jdi71mNurOfk2XMonTgxya0MoSc0yKiyJEnc/JXpLCir49evNtPWpi3f3iFw13OtnDmjmSum29mx8glGlUYajMFAkM0fynS2f0hWhh2nuyTpQ/K2F7Nx5WpOXDC8crQ1K97j5M7VCecpCOw1nkZZZ+JEqpAa5MSliwHYv3MXrX2SRgZCWkiHwShTvt1BuVcbWYog8WfSQ5RNGNvCpr2deBVH0vvrC9WlNZgO7t5HVgK6zouejpSuAcm5aCieIGPqDg++YBTcZtg8EfbVv0ChqYQS99D9PwbCgto9lBfk0GKPvZ6VuZ3U1aXhDuTEraOOOkDN+GriSDC9SEAPgRQVT4LPJ61bYNfKr9JojI02U33dLGy/F5XE94Z5yV20WhMr89RQEMHvQ/R1Ibm7SW3ZS0dVDV41HZ9qxKLzMSnfSNDvJ+jzEvT7CQWChIJagpkSCqKEQqhKEEUJaQbVYZNqRY2Kte/1LxqJth+KOXVS+GQf+xPO6Cfavje9TPMcEgQp4j8kaf5DoiQjyjKSXoes02v+QwYDOr0BvcmI3mTGYDVjNFsx2WwYLVas9lRsaRkYojqB51z3Hf7zh0fJdkW8LCZ5dvHuyy9y7qVLjtIFOPZY/te3aeuImIimqbHEs8eoY0JZ/+pXsQ9R4w98Ob23MjNTqTvnhwRW/B86guSoTWz982+Yd+v/IUkSS0/6EU/s+z86+hHhuvUCKw7/hUm+aRiS8Kj6ssKaUgxEnlVm6xHIU5PA0SRs+kPJqCJW10buW7fsIKu0iPyycXHLqmPTueWWW/j2//0QVVW55w8PseLxZWzfvIXbf/ITzj1hFrv37MHlcjGvZArF2Glsq0JAYExaATbVSEAI4SPY227JSE9nm9eL2+3uVZts3baNHTt3EgqFCIVCCILA2QvPjjueDz78AJvNxrXf+GbC+05UVX6/dStPbt8e87P84Lx5zC+IPG+vXfEuoiDgDQZRgeIxY7jkkksGvG5Op5NXXnmF997Tyt6XLl3Kgw8+yOHDh+PUMAaDgV/+8pfceuutfOtb3yIzc+D48ET43ve+xyeffMKsWbPIz89n9uzZnHnmmVxxxRW96qMvOkaImhGMYARJQ1EUdIdXcE3dCj4Wp7FVGkU3WYTCpEvPQ6SHupFUH45ABfnutaT7dyOGO6j+YCMN5nHkugf2F0ltUzltSzcbA1aqJ2jLugwCrlF7Se/6NQbnfAKZ/Qx5HGP4BTPN9olgn0htRwD7ex9gbqplbFYepy7s33dAHUrpU5KLTh6dzzO3ZvPwq9v5ZLuEqoASgvc2imytaGPpOAs9mvvuLpUt7/vx+rXuTLewD5kCQiRn2hzEwN53PxsWUdPZ1oF58yv9mpSuN8ymrLN/0qjd38iEknMA+OTF1wkOoYNr1IeoqzKxt81IMGHhSCJEGneyqQ1cwydqvIF0aqsqqK+uJFEuVoeQQk63jsb05EaXT92YQXoC88KBUFmcTnt+J+340bvbcVaYsR5JTVcfyILAqIZ0Wuyxx9WYFmJ74IQ45VZI307LzN14dUNTKhmCKvpt02gMxufPn2H9FLW9fwLPY+pfBSdIMphkFJMFxZGL3lmDTkhlpXg+AONz2/jqd08f0rEmg/6i7ddv2U9Tu4BO9SGrQSQlgKQGEdUAFslLAC+CAigKakhLNRMRNJJIjX4pYVPmCFE0Em3P5xRtL1MdTQ4JAkLNf/jDh++ESaEockiSkHS68EuPbNCj6yWITOgtmv+QyZaCyWLFlGLH6kjDYrMfU/XQ2ubYDpPF3+c5bk1cBtKDvkSNL/jlvQ+nzZrC+5VLmVr+FwDKvNt4//nnOefqq8nNLWD6ltNZbfqIUD/Kz4aMAMvfuJ+bL/3l8Tvo44zS2WdSt3Nd73uLOUjLoUoyCpMfIBoO+hI2Xe581KNE2OTm5aE/tB+/YAK08ubKigrGTYhP01ywYAFer5d169ahqirp6emMHj2a7Oxs6r5xNWMXnsIudxNWq5W7n3oUnU5Hyssv89xbL3PVLTcwdapmyO33emksr6S54hBt+2v4SBAYr8/AKBgxqjIzxk9m4dwFOH0ePtzwMXqjkQnj45Pvxo4Zw/4DB9i0eTNz58xJeH5XnXACXxsbS7amm7Rz7RlMenD+fMbY7VR1dPDw5s0sX76ctLSBfQ9feukl8vPzmTlT8xcqKSlh1qxZ/O1vf+PHP/5x3PJXXnkljz32GPfffz+PPfbYgNtOBIvFwuuvv05FRQUrV65k/fr1/PznP+fXv/41a9euJTs7sY/WFwkjRM0IRjCCpFD+2Xs0v/oq9noPgiARyG5hNPWoKvixYJJtuNpqAAFJ9WEN1mMONSMkbA0HqbYYBiVqANKbVWbudpGnL2N7/u7eSNrWFBVSVpJ/eC0W/yl4smfgF4/QP2aYCKGjzTKGtpIx1KGy5aM1WJtryFAFvnL514e93YRx6P1AL8v89LIZrJ1UyW/f6KS7S1u3uVXH7zYt4oxxuxndsYaKLQ2EonxePM07ycoZg7NrYAf9aLicxbz9/D84/8qhndvqv/yBk9XEpTo1Qh4lXQObgHaqEcm0K0jSZU8GdJRPqaXpswI8QnwnPhlCTLF6wZXc/hIhhI4P/vkK9ozEDZlOMYWiTWa885roTOxR3Atbg8To6qGRNG3pAqtntyKGH/uVYxp5yz2Ryw9vGtJ2BsPC6j0cLMyks89XUe2IJ0jc8zdr3+MhonBfESua5yWc5wg29lNYBpK9AJeUPNnma+vAogg9IWGkqcdGsp8o2v7FNz9lhasYNUErbWFZO1dcNJ2f7/4hqgCR7Cr4RekDZDj6H3l8afmTZLeVMzG0H68CHkXGjURAlfAqEj5FJKCKBBSBgCISUgRCqkBQUXtLXgOKgKqImt+QovQhhHpSy/qWl41E2x919dCAiI+2j6iIwiVmohynHupJL5N0OiRZ10sOSXo9BpOJQ4c7yOxIIQUjXsGMHyMWbyxhbi8Y2NBe7PODGwx9ucsNz7p0Ee8/Xs7U7rUATD30KutXj+Ok005m0flXUvPKTg4WNfe7fmVhLe+8/yrnnbXoeB3ycUVaXiH71uuwWiIDJAc2fkhG4XXHZf89hE35ulVsenX3USFsZFnGFGjHrzf1TqtuqEtI1JSUlDBq1ChWr16NqqrMnz8f0EiEGTNmsHr1alatWsXcuXN7S4d6Eo12797dS9TojUYKp5xA4ZQTUN59lbT0dG586GcIgsDf179LWVkZ9/72EUCLPZ86dSoFOTnMnzSLltoGulrbEQSBsyadxLzxM3j2rZewKDJnzF1AQFDw06PaEbAbDBSlpMRR+YIgIEjasybbbKYoJYUiqxV7VhZXXnkl27ZtIyMjo9/r9swzz1BeXo7JFLluiqLQ3NyckKgRRZH77ruPSy65hJtvvrnf7Q6G0aNHM3r0aK699lruvPNOJk6cyPLly7nrrruGvc3jhRGiZgQjGMGAqCnfRPXLfyP1YCd2wGsW2WkdgyfcaxUEMOAi4G8n37cbVe2/Jjsavq52kvX8yGxUULbv4ropt/Fh5cvsTa8jGI5+rcvxowutZFxLOabGXPyZuXSnFuOWUodzukcMFYFOQwGdBQXUAQdWb8LWVoW1vZOvXLZkiG30oXuizJlYQtOHd/Np+nx2VGWACsEA/HfXRHIzihlv/S1Sn55sa9c6rBQQwJR4o32gItH6WTtcmfxxvfPiPznJsz7hPB86muVTGcPA8m9futZAaG44TJuYfBRxuqLH/9koWoR+1CP9fiiR62/L6jhinxqxS0IxJ6YRXJKVwvY63DvG4J1ZiU/ufz8n7pKxOIcWxVxRkItoijjNKgLUTKjmdfdMLurqz1h46DAIKgUN6XSOjZCBjvoUPMFY8sB/8kYO5Q2d+SqusbOi/KJ+5yvu/hVC9jEzcSb5+UkEqD3cQonO2nt/2P39d7aOJtas38U/Nps1m50+mFzUxW1XLgDA4lNxGmPPZ8/BrcybmVjR9/dHH+Fkz2bsYXWdUQSjGCR1COTJxtBEsj0zSNEN3Z8LIBgK4hO8HPTvwNZ9EESJgCAQFASNxhE0aiMEhNRwchkqSjjJTO1JLouJtFd6Tar7EkMj0fZHXz3Ut4DRbIxVRuz8dCWfvftmmCSSe1PLel4zEDV1naClmgXfF3n2k5eOabT9scac629lz29rGKXUIqGQ/vHjHCouonBULtef9zMe++SHNKUmVoAGJIH1wjvMbj2N9PT+O7lfZnhcphiixuWMTz081hh38nzGnTz/qBE25oCTzqgK/lZ//8/kBQsWsHLlSlRV5aqrruqdPn/+fD766CNWr17NLbfc0jt96tSpTJgwgWXLlnH55ZcjRkWlNTQ08I9//INrrrmm38E8nU7HHXfcwc9//nOu3ruXE8xaCIT4k++w4OtfZdGiRZz9r0VcddVVnHjmqfziF78ANNXO3//2V9Br3ykt/iOS6hq3P0UBUWThkiWc0NTEfffd16/yZffu3WzYsIF33nknpszJ4/Ewf/58Pv74Y+bNix+AOe+885gzZ85RI1WKioowm804ncn1VT5vjBA1IxjBCBKiqa6cfS89TeqOJlKBoE7APb8MW9HJ1L3137jlJVmP0ZCFx5skUeNvxKtmYRSSk0VkNyhU/mMZl97yEM1dDby5bznV6VqnLCAJ7MpuwGqvZ1bgJK6d81XeePF52g0GnBmj6NLnJn3eRxsuOQNXVgZkwRNbKhg/hBZzsn4lPehsbmT9mw8zZlw3Y3iZbWmT+feeuXjc2nYaWsy0pt7JtLyV2Pa+2rteyN2IobCKQGvipKVEcPoKePF3v2fJzYMnrNQcqKDk4H/6PZv15rlMaR/4MwooPuZeczkA7zz1HL4hdC4NYoj6fjxLAOR+JDXRjZLSknY6d3XgVYZPAKquFPSBxoTzvLKVkFnH3M8O4LeUsH/SoYR3yuidqRRXDY0wqCuU2TwnPg7IoxeomXSIdetKOFmpHNI2B8LZVQepKrT3qt9Gb83BGyV/UsfvoXpsHUMlvbLbJNZu/sqAy4S8A5RypSdf427xt+CRdWxCG9kUJTjttFlJrz9cVFU38Nv3AwT88demINvLr649ufe92SPjNMZ2/g41V/RdjQ0rP6Jx02rO8R0ZIfex5yTGMxW9LjlCNxEUIUQFu0iVK8jyaeVIw4PmOeOyShiWfotpsxNL+Hvgdbtwdrbj6urE4+zC092N13Fah+kAACAASURBVO3E53Tj97jxe7wE/D6CPh9Bf4BgwE/IH0AJRryHlFAQVQlFSsuUaBVRMK7E7P8Hc2pJb8YY9dOqiODpOKwpaZM89YAXPPEBkEM5in6j7cVe9VBYOSRKmpIorCCSdJr/kKzTIYeJoeFE25vNRtKX/JTuF36EDTd2nFS+8ACZtz6M1WLldNvlvB54vt8yz9YUledWPcgPFj18JBfiCwuBDIjSOsr6/nSPxx5DJmzGd7Hghm/EETbWUGwJtXMAz8QFCxbw4osvAvD000/3Tp83bx5XXHEF3d3dLFiwoHe6IAg89dRTnHvuuSxevJif/OQnFBQUsH37du644w5GjRrFL385cLnckiVLuOuuu3jiiSf40Y/iAyAWL16MLMtcccUVhEIh7rnnHvRGI7JBjzRmNC1er5ZQoUW8YpRlbNEx2opGfgs6HfbTTuM2SWLJkiX88Ic/pKAgviz5mWeeYdq0aZx55plx88444wyeeeaZhEQNwAMPPMCpp56alFlxNO69917cbjfnnnsuReGkrd///vc4nU4uvPDCIW3r88IIUTOCEYwgBh1t9ex8ZTkpG6pIVbSGV9fsEiZdcgOOtDz+dMcDBMTEI0N6Rzqew/EdhURQVQ878rI4sSH5Eo682hAbfncHc277NT8693E+Wv8Gq11v0mLTWoROo8BK4wZ2f7SZMydeysXTzwLg/f+8SW13B66sAjpNo1CQBtrNMYNPtB0zRc3O1Stoa3ib3ILIqM6owA5Oa97O3pKvU92kEQx+H2zwLaBoyjRGlz+K6O1AEtPIOSGX2k868arJJmoJ+A6acLlcg0aW73v1aaaROOVrj1TKxNZJg5YxtQeamJij1RO7XSGS/QhlJA4JHsI1InEYpZiR5fbktmVqA9fwiRpPMANT4GDCeSGDhaDRBPg5/eNKgpZsKkriU6BOqO5Al3waN0EZygvSgcSJUu1W2DHVz5g1kHmUKgdtip/8+jTKS7TrKrZFRokVex0NU8oJSEMjaSw+FfGzMjwMfP0Dwf5VOgH7wPXz0TC6WnGoRjahSdmtFoVpJx5bosbpdHP3y/W4XPFNM4cjxANXTYhpqBr8Bvrmxnf6Ykm8vz7yCJN9+zhZHZrxdF+s75pPmX4q4jBjswGcgXbqDFvw2QJk7To6CpfKomyWDELSABjNFoxmCxm58R2IY4VgMIjX2YWrq4Purg68XRo55HG5qDt4EFNTeW+0fUgBLzoIhVD1ZlAJE0RB1FAIRY2YUytR/kMkLC87fubUZkcqRHHALisIXcebnBpatP3RQXy0faS8zBiOtm9hw63XIUk6REmmRIWQpIIkggSqJKDKAqoMik5A1XXz9AN3UFo6CYPZisFixWyzYU5JwWxzkOJI+0Koh4aD7FGTCXkjbUObzUcwGPxck9iSJmz2JiZs0o0m9qsq6a56rL529Eo3qt+LoI9X4CxYsAC/309+fj6jR0dKA+fOnYvH4yElJYUZM2Lj7E866STWrl3Lr371KxYvXkxHRwe5ublcfPHF/PSnPyU1deBnoV6v5zvf+Q6PPPIIN954IzabLW6Ziy66iJdeeonLL7+cYDDI/fffD8AjL77II4qmXuzBBSUlPHDaab0EDQCSRO43voHO4eD888+nqKiI++67jz/+8Y8x+/H7/bzwwgt8//vfT3isixcv5pZbbmHZsmUJ58+aNYtFixbxyiuvDHjOfTFv3jz+9Kc/ce2119LU1ERKSgoTJ07k1Vdf7ZcU+qJBiP4Q+mLWrFnqpk1Ht359BCMYwRcTbmcHW19bjvnjPcgB7XehfUo24y+7nqw8bVT5k9fe5N0N6/sk5mhIV8189aqLeO3hWyFJs1azuZR57qGPqFaXGFjwg0exWCz4A35eXfkkW8xbcetjH7KjW2wsmvw9igoipmjbNm1g2+4duLML6LQWERCSd/o/Gpj85stM1M0YfEGgwVvFaQ8NXsf94bOPY03fhylqdL2iXE/l1hpCitZZdo7/Glu8ZxCtzjWZVGbJq7h6yQXkl4zl7w88THddvPncQLDm7eOqn/Yf1/3a8ieZ2/xWwnldWKhnMTm+wcmPct92Lvj1bbhcLn5738O4k4iLBshWLDSKiTvvuYqF9umVZG/U09W2M26+QT+K+Ysi7MWW9cW4GsuS2m9/mJH/LqOV+LSldYWX4G4/QNk2TRLerQRZtdhBXU5kuHr6p5nM3jq0OO4DpWY+OGvwa1Vc7eDqfeVD2vZAaDSk8Je5Bqx16WSvPBUQ8Cs+3Bd+SH1mcp9dD0QVxm4bRcX+E9gnx6dq9ODk4DtYWz5EJbEEXXf1g0mr6/KrPyaw9RCvSVpsaFG2iz/eMjghMFwEAgFufXITlfXxBkVGE9x7qZ2yCcUx03/72p0cyI8lZkrqU/nBRb+h8fBhVr3wV+Z61qE/Al+Y1qCBeucZFJr6v+7JoMl3iKB5PbLkRW5UsRyB31PvNnNEZtz+KA7H8E2+Py8Eg0G2PXQTo9T63mmbDVOZ6dtGhVjEtNt+g8E4vGeTz+fF3dWBs7Mdd9f/Y++8w6Mq0z58n+mTSSadkJ4AIfTeexFRFBfB3ljBsquoiKxlLbuf7rpWbKy6dizYFRUFRFB67wQILQmEJKQn0+v5/hjIZJKZyZkQFHTu6/KS08+cnPK+v/d5fk89VpMRi8GAzWzEZrbisFgaRQ/ZfaqXNUQOuU5FDrlcuEUn7kZeRI3FoaT09vQ+5v3ulCcJ7DgpbbAmTGtoUtq+ifeQrKF6mQyZzOM55K1cdtp/6HTlMtWp6CEtKo0GlU6HVqdDE9H2pe3tNit5K+9FIfe2HdXR19J58OiQ9jNz5kw++OCDhun4+HgGDx7M008/TW5uLkVFReTk5LBhw4YGw9rTXHDBBXTv3p2pU6cywV/BB1HE7fakN8dFJlBt9DeIKHoCTGQyDi/9kDl//wffbs1vtNwTfTJo4EDWrt8AQKdOnTh2zPNd12g0ZGRkcPPNNzNnzpyGqN3T592UyZMn8+WXXwb9XW+88QYPPfQQ27dvJzMzs2F+aWkpffv25YEHHuDee+8NclX947bbKfvwQ+rXr0d0u70CzakIG3lkJO1vvBH9wIEh7zuML4IgbBNF0e9IUDiiJkyYPzgOu5UdP7yLfPkW9BbPi7imUwyZV91Aj06+743tG/cgyvyLu11zMunYrQdqZXtsDmllf23WSiD0RnZmgY0VL87lsodfQ6VUcc2Eu7igpoLPN7xIfvzJhgoLRxMMvFz8H7rtyeLqUbOJ1EXRe8Ageg8YBEBZSQkrln6PuV0SdTFZWGXBq1W0BcHE8aYI0GLEyvevPEpqTiXyRn+XHWsUVJ444NNhjcxfxLCoDeRnzqa00rM/i0VgjTAGw5o6/p5k5YaH5rJg9tuYnf7qEvnHWdqeqqpq4uObRyvs3LCZvhUrAm67M2IkvWqkRaiIyZ50i2//+4ZkkQYgQvA/ch8vRnDooqN0KElGpfZvat00diC6XQ3mk2KzUbdQiHb7D/mOTkwiJjYSTgk1UTIFXX8B28UCldFi68px62C7xGy2wsxaPjb35drjO0I6RiCSbPWklnQibk8i5lPXyz16a8giDUBWQQInC2yoAwgwp0nWGqkPsI5TpsCuku7/IFbXoFC4G0bnY+W1krdtDU8sWE9BSfN3oVwBfxnlbibSAETIYwFfocauNJ8yDD7EWNeZCW973dloLQNJ155Z6mihZT/RI/ZgP6qm0iLQ0XTmlcbcMihP73JeijTgMSOtzB5GxlHvCHEP2z6q5dF0cBWx8q35XDwrsAAeDLVagzqxPbGJTd1kWs9dr6zhSGnz7+NNinegUbSkXadmyn0vYTcZMRsMWI1GbJbT6WUeYehYaQ0umwtBdCITXSgFByq5EEJpezeIznBpe/gVo4fOvLS9wyqiUIFcLiBXgsv1PSVFx31K22sj9ej00c1K2zdm/PjxvPvuu4BHjHjwwQe54oor2LNnj6RfM3To0AbhBODRRx8lPz+fzz77DIAj29az/8cCquoTGr71jy+8g0sHX0+/jsMB6Krbim7j+2icRkZ1SOCVab28V0sQ0CRl4bYYkGk9USyPPPIIt912GzabjRUrVjBr1iz0ej233nqrz7ktXryYXr28+9JIEGtvu+02Fi9ezC233MKPP/7YIP7ccccd9OjRw8f7JhRkKhUpM2aQMHkytatWYTlyBNFuRx4VRdTAgegHDkSmUrW8ozBnRFioCRPmD4rL5WTPL59hW7wSXZ1nxLUuRUvitGmMPJUy1Jjv/vt2wMiE9m4dF824AQB1dBy2SmlCjctdw/b0TvQ7HloFG4AORyws+s+dTHnovwAkxCby10n/Ju/QDr4/8jbH4z2RCHa5wM6EIo5su5dB7uFMHnkT8lN5tu1TUrh+hudDaTKZ+P7zTzHoozDEZ2JUShcrpBKZtwV3CH18AYHXtx9CX1tIREUFEy+9jIR2nvQfY30taz99koxcb8ff4XCyZZmA0XgAfy04ueEkXfY+REr36eyq74/T4Vlt5wEFM1/K5+7L9Gg6WjHnSzfNtYrR/PDK29z4T1/HfqvFguWXD0kN4A2zVdWHXjXSondsbgtjb/UY8BmqLJLTnmQIlCsszdryelFDxeBiBK3I0A4TyNv7TYA9NInQyq6jJq8Gi1t6Ck1j3IKTGPybMWTn5pLeIYttS75FfeqSdawxUrUzE8uQYvpsSSS+IjRvmqOZnnLcUinsXMwX5oFcUbUlpOMEYtjxevbXehqd7l67KcwO/TlPKVdxcrsLhVyOSmghUs8R2IcovvNoyiSWoBcQKSuvpkr0RuLFukI/d6m89tlqthY0FxwEAab0rufC0f5DtOMi2gO+YoxVbadvxeqA95lU1jn6kW3vTYSq9eK1S3SR79xJhwlHAYF8oulVIO3b0BKF2Vqu+ev9bbKv34qRl03jxIvLGv5WahzsVHdmsHkL/etW88viHMZcGtg4+9di88ZdFJT7vw/0jiYitz6Gjt37BN3fnDfWc6DQO/gwINfA49NHtOrcGpe2t5rqMRsMWIz12MwWbGYTdrMFp92Gw2bHabfisjtwOpy4nQ5PapnTE0HUWBxyh0vbN+HslbYvK/BfYMBD49L2HpEob+0uTDY7nz02+1QEkYyOChcr9u3jlTtnYLJ5osK+feV58tLTfErbVxQfo1B0sfqzD31K29tNBkSXE61aiS4qmvaXTGX4JZxKicqj3pwGAmhVEUTrYklUlTAivgDh1KCbSiEjUe+JhBRENzJEMJdhXvYqkVMeACAyMrLBQHfGjBn873//Y/ny5c2Emvj4eB+jXan873//o2/fvsyfP5+77rqLBQsWsHr1arZv3+5jRNwaVImJtLviijPaR5jWExZqwoT5g+F2u8nf8gM1i75Df9KGAjDGKYn400UMHX6535e63W7nYHGp3767DBlDxw1qmO4yahybv9qN1C+5pc5EZTuBhPLQv/ydDpn46um7mfrAyw3zuuf0pXvOfJZv+JK11qVUR3r2a9DCCtaRt3ITF7a/joE9R/nsS6fTcdWfZzRML/nic8pcdkyJGdRpUj1VKs4Q7ZHDEMJHU0CGRR6DJb4PxMM7h6rRb99O1MFdpCWWkZrp7ZhWVsrY+4sZu/NE0H2qZAlc1qM903sk8+/PT3Cy3HM+BgM8+XE9Q3sOJbNoI0ZruuTztFVmsm/HNrr19YbkLnnzv4xwF/pdv5x4FLWZkgWXGvtJepyKKqoN4I/kjzhRS6XLd/RegxJ7lyoMqQ5SKtQMnDSKvYsW+d+BHz8OeUQNGFsn1Kiizcj9NPAtqMnokAWAIUpAbfU+C4P2FWFVZpJdVBTSsarjBdY0KsctBYdc4Fj3QpZu7sVF1t0hHc8fFlMEFlc87uRCjnc7ijtEf5NoE0RsTcEk93QGFS2kVLotgSM1FO1SJB9X66oFu4L9Qs+GefHC2akQsfinrfywN9rv63JIxxpmThsTcNsOKbn8YlztM8+scZ+5SGMaRq68DwpFaMaNjbG6TOQrd5M7srhhXkrlCeRtEABhjoD2o87/jkOETsehuAEMrP65YV4n80HsyFHhImPXJxR07U52x05B9nL2+XhrDW6X/8jHCKvvM6lKaDn6St4kKtd1BpqHv9L2vwZWswlDTTUmQy1WowFzfT02kxmr2YjdYsFutVJfUwNVxYhuEZcb7KICuVqD2+XCZjPj5lQ6idtTvYyGSmaBvIf+4KXtRRBFK6LoxOH0pABbHU62HDxC+5gI7JYjGIxWQKS++gAVMt+2kKW+gmqZiV0rF/jMP7rzMCdrzbx13+ny6M1L2yPacTrX4bCV0inaioAbEZpH1woCIAPRhSN/A26Dr8AviiKrV6/mwIEDdOrUds91cnIy8+fPZ+bMmXTr1o25c+cyb948n1SoMOcnYaEmTJg/EEf3raPk84+JKTKiByyRMoSLhjPgwhtRKAKHMH75zH+pEfynh6SJEfS/0BuBM/LSKez4ZiEOl//qNk2xmapJun4OFZ+9TlxV6GJN5/x6Pn/2Xq78m29JwAlDpzHKfimf/zKf3ZH7sJyqtlAW4+QD6/us/+EbpvadRXpytr/dcvEVVzb8e9Pq1RwoOoI5KZ06XQZOIfRwT7fDRpXMTgIh+A40aQPYBS26I/l0yiwmQutttB3cq+BY3jHcYvDoCY06iysffoJ2aRkAvHVXPK8s3s1PW2W4XSC6Yf0uOco4JTElLsmmyw60bP9sVYNQ88t3ixliWOd3XRcyijpcRHaeVNNiqJN50k6+fv1N6oXAURNNiRRFKhtdQwVydO2sHO3m6XRHVSWdWiL9vnNHWqGVfXZVpNlvpH6toCfj1L/NEUpoktqVYq5EF+Ixm5bjlopRI1DQq5wD6/R0UZ5ZZY5icwZOmYHagXsbKkBJRekSSdjXFdHiApnn3aMM0lEZJl8XtOKTswXjxcZoLZXI3LIGIVGjhRl33yF5e6nszjvC2+uVuPz8rJxUI4/OGBN0+y4deiHbhU+UnkUlUKGKItEeulhjtrs5YJlAd02PkLdtTK29nFrddoaLBzhuzUCrcbF3TzQ9S6V9E1qiICuBq0c2rxxyPtJr0uU4PlyN8tSLIZ46tkb2Z4BxG1GYOPz5y6TMeRa16rcxkT2Qd5jD5YGfnQiT77szIatbi/ts6iPuDCXM9BzhtDl1IsEHNFZ+9R0997/ZML09ZQoTb55BbW0NL267nyp94G9Puxo59w5/nkhdJODxNTIZ6jDX1WKqq8FiMmI1mrCYDNhNZuw2Kw6rFYfNhqvBe8iBy+n0W73MEz3kbhQ91EQYahCIzq3oofwTNTz60XoA7E4X0RFqZlxwZt5xvviLHhJxu+txuUpJ1XoGjU7HHf98qIJOjy/12cOMwRk8OrEr9oMbAXjsscd44oknsNvtOBwONBoNs2Y1r5g5btw4n8HS7777jhEjpEWbXXHFFXzzzTdccsklTJo0ienTp4f+08Occ4SFmjBh/gCUFuVx+LN3iN1fRQxgVwvYx/amz2W3oNFEBt22rrKSQrP/Rr8KBRNvbB6arY6Ix2GQ1ih3uMqpr6tFd8l11H63kJia0MWarvtr+Oz5v3HVfc/6nodKzQ0X3sfJyhK+2PwyBxMqcQueD+zhxDpeKvwXPXblcNXou4jQBvaBGTxqFIPxROAU5B9i7frlWJJSqNNnYpMFv36nSVqzlOPYEZHe4G5anrvb5nfJzi33MeTb9oucqrIDBDdwlhGb0Isb/vUsqkY5xXK5nNl/6suYHsU8+1UlNTWe460yDuLayJUYjdJHfEyGbFZ++y29hwwlbs/XKAJ4B2zUDUU8WoJCJt0vRJ7tiWCpLKiQHIUDYFA5GgYhBQSSNAL7hntGuFROkQsHeUbQAvkGCYJA4YE40nJqGq55dFI1ljJ3qyKsFEqbX6GmvpE3kuVU5afTHElOILMwtLSbQOW4pVIR42ZD3zgSN9UQr2t9hTSnoR320dsojw09jCLzcAqrqiYwih8b5smDCDUprmoMQSo+2SLjJR9bbagGubdzEq0L3VenJU6erOLJ7+qxWZvfR+0SHDw1s+UKU/U1dURaob5Jteyj+kQSK0MTaopdsRgto+igyQppu6aUWI8So1tFH1k9IFBfrqZG5SD7WNuINJXtBCbe8kib7OtcIC0zi580Pelt3dkwL9bsTXHs5CpkxVvzmXTHfb/F6fHOqiJcTv/vai0GIppoox26t3zfNv5+wZlF1JzrjJs6meXz8+lT54l861PyDetXdmbYuBEMES7lR9e3ASvglce6eGvJv5l9xX8Aj69RdGw80bHS32Vtgc1mxVhbg7G22lPa3mjCaqr3lLa3WrCbT5tTe8Qhp8OO2+HA5WguDrlcDk/EUKPoIZHT/5dW2r5Dkp6pQz3Gu2abk435Jby1fC+zLgmectcWKGVNA21FhmTF8exlPT0+wggIgoBe5XmvixbPCMvs2bO5+eabqaio4LHHHuOCCy5g6NChzfb/wQcf0L27V3RKSZEeCQoeL5xPP/2Uhx9+OOTfFubcJCzUhAnzO6a6ooi8z94kZnsxsSK4FGAYmkPvqbcRFZ0oaR9fvfAOpgAGnekyHZndmo+gJXTpgnHLPoln6Wb38iXc+vSLrDObqF++CL10W40Guu6r4NN5D3H1nP80W5aUkMKdk55i1/5NLDm+gBOxno6XTSGwLf4whzffw1DZWC4adk2Df00gsnNzyM71NBIMdbUs/vILTPFxGGIzMSkCN6AcRpMn5TpEjxoAt83MwPwFpHVrZNpod7FlqYjJvD/4PoQIsvtO4PJZcwKu06djGu/ek8QzX+1hwx45ogjbVOl0x4ZTorDkRsGJNYVYDu5kkOjfS6VASOfC2+5izT/fRGpgkcVlZNQNVwFQL5Peoo8VtVQ5vVFgaYKavRd704faVWrpPPRUaos7kDgoMPnuJ/nxgzeI0OwlOtpOx8x6avfUYHGH3lhWBYhKM8m9IqFTE01jc061si7kctz7M+KA6pDPrzHHU8ws7dWb6480r4YlhZ2yThj6FVCYEfrDnF6igyItVgs+gpi/tLHT1FusuF2Bj2VWSxcGZTU15AmZXiNh1ZmlEjXFZrXx94VHqK9v/mxFRok8eU0GWk3w5+7zt14nsfII2r5y6rW+QlilNrToi23OriRY+9FeI/0aNUVE5LB1D921K4hQeP5mbgSMtTpwVJPaBpfQLYPStBzGnKcGwoGIGz4RVniFmo7uYxyIyKWL2VNNZkDNKlYtyWX0xZf+qud1rOgE+eWB74lu+oPQyN/cpIPI6JYj1xRNtEnXeRhREwojZs5i70tFZLmKkCHSfsN/KeqQxUXj/sThz3aQn10ccNvC9Aq+/P59pl1y0694xr6o1RrUScnEJ52ZqTjAzx/NJSHRGx5aUZbKuJsebbae0+nEZjZhrK3CUF+LzWjCYqxn5bHnUdTWMmrSzdgtFlwOB0OGmrnliWfYWyZnfL/ewFZkqnQio9r7lLa3Ovai08SgkLfzSS8TBCWexpmclsypHW4QG1n4iSJolTKy4rTI5Y261G7Pfk6bCcfFxdGxY0c6duzIp59+Srdu3Rg0aBBjxozx2X9qaiodO3YM6Zo25nR1rt+y7HmYtiX8lwwT5neIsb6SXV+9QeT6g8Q6QRSgpl8q3a68hfgk/6k+/ijYs5fjov9R6kjUTJ09w++yaX+9hxe2rmgxFec0tlpPxMDwSVP42WrF9MvSkFM9BBG67ivl0xcf4erZ//K7Tu+ug+nddTA/rP2YDa4V1J6qhFsXAUv5md0r1nJR2k307dZ8pMMfUdExXDvjlobpRR99QI1aiSEhHYMqpSF/WXXiKBWn0jdCixcSiCw9QG/bMhI6eDv5ZaVy9q+rbcjTDoRC3g5xxOVUJOr54N03GT16PBkdOvhdV6VS8sg1/Vjbo4CXv6vnoCGHfrHLcUo0/AUwWTJR2/1Hf1hRIRt5HREREUQL0kWOasdJeul0/PT55wHT7/yhdwvUnNLc0tw69k7zLRkbVeM17BNF/wLA6eoJF954G9XVlWz89FnSOtSd8qkJXajRuP2fv1XhjcpK6dCnofLT3twUeuSX+N0mEEVZERzpdWYizWkKOpTzmXkAV5VuDXnbo5oEinKPEJIyCcTXC5i36pDFp4EJRNHbqxMCVPACUOnBUudfUNam9qFaYuQbgKWynjzR+w6IE2skbyuFh9/dTGlFc3NWlRoeuEhLSkpwv40P5s1jiGUbMRjYYssEfO8rk1q6oLnGNojOrt6olc3LgkvF4baRL+5iRPQGOCWsVRPNJk0f5DITPQ62QS1u4FiWmmtn/b1N9nUu0W/IcDb8kk0nV0HDPJvD2zwXgNTtCznWpRsZ2f7f32eDN37Iw2FPCrg8R1HgM22JlBZlqGgyFnI+pj6Fglarof11f6f+g/vQYyQKE0UfP0W72c9x658e4vkVsylN9K/Gu2SwU7eaISdGk5p6/vuNiO44GucOyxT+q+kpFAoU+mh0+mga34HtP/4KZWQVF8/4a8M8t9vNrOfnkzN4OLOeeYYnP11E8pCR3D7XWzWtvr6eRz75jhvmPMQNN9zgc6zCe+4hLy+P+975CYfNhrG+BmNdDVajEbOhHovBgPyzraR1GUbn/n2prttOorO80bib0NBW8PxIj3sNcgXK3OZtydjYWO644w7mzp3Lli1bfLcNE6YJZ+6OGSZMmHMGm83Mxs9f4uCDfyN69UHkTqjJjSPu0XsZOevfIYk0AD8u/A57gHSDLJ2e6ITAo20ajXRzP7vjJCcKPR3psVOvoXbISMyt6DfI3NBlXzGfvfx/QdebNOJaHhr0EgOqclA7vdJJSayD94xvM/+H+ymrCG7K648p19/IzVdcw91jhjOsdh9phauJMxcQu2MLrlPRAKIQSnlugcGyxSQkeDti+3Yq2bu6qEWRRqvpgOHKhzHmDKM8HtVmZQAAIABJREFUpgdFuRNYWOrktR+Xs+CDd9m0erXf7Ub0yOade3Lpk+vkO+cA1CGYqIoIWCtS/S7bEjeWASOHc3TvPmJU0u+NernHJ6Vo2yHJ2wDY1Z6Gb5Jbx97LDvss09pFpk7wjlCKAeUzbwMqLi6BSX99msJDWbgjg5eJDkSEy3+H1a32RtSMnDwVmwbsbjfJ1cH/xk0x62BbyxYRknELUNiliG/0/VteuRHH0FPSuwCbIrQGqMYhEr0rDadLoEbhebc09kkSAkTUDJBtQhmk4pMuLUfyOahEM85K33yOaHvbpO0APP3+L+w73lykkcnhxsFW+vcNLIxuX7+eb597nImWXxoMg1X25n5ZVpW0EKyNhpF0FwejlrdepDE6azmkXM+IiA0N83YrunIgfSw33Xcf7aqLkLeBB6pFC9EDLjnzHZ2jmHN9fSi6Ow5Q2ug9GY2R4k9fxmZv3bsnVKorq8mrCCzS6HQiiQrfc7FHSPNuaxpR4/6dCzUA6RnJVIyYhfvUNyXTfYy1b72MWq1mUtrNRNgCtwtqdbBw6wsBl59PxCZ19pnWRUn3nDuNzWajrKyMsrIyDhw4wOzZszEajVxyief9cM899/Dss8+ycOFCjh49ypYtW5g+fTrx8fFMmzYt6L6VajWxie1J79SVnD4D6T1yPEMmTUGhVNFzxBguuf0uOl4711OOHEAQsLvcVJgcnKy3nPrPTKXJgarLCGSR/gsP/OUvf+HgwYN8+eWXIf32Q4cOsWvXLp//rNbQr2GY84ewUBMmzO8Al8vJtqXvsfv+u4hcsgOVVaQ2IxLtnBmMfGAeqVm9Q97nph+WcULwb84ZK2qZ+rfg5praEEoMithZ9u4bDdMTr5vJyf4DsWqDbBQAuRNy8gr44tXmKVCNidDqmH7RA8zOeoycihhO6yduAfITq3n+0GN8sOy5VjeMx066hD9fdxN3XDCWOtHbcQolokYQBCJ13l7OlhUyig/swy0GyyOQo0voR/UN/4BI3xQBp6CiKjKH4x3HskKRxvyVq3n3049Y8tUXPutFRmh4cnp/bp6ajCwxcFi2P0yOZJaJg33m7VV04dKZnjKUu778Abkg3fckqqfHZtcQgsClFzWUOh3EiVoKxxUgKH0/dQmVkbRPzvDOCOBR46/q02WzHiSpa4eAokEwolz+RS+by86hPd7UB2OUwKHu7YivCC3+qiAznprUtvVTsSoFinoeZ61cusi7omcs1VGhxo5Bdn46cS6PaFXt8phNu8SWhZos90nc5sBRG6446dFPEbZKdCpvNINMDiNHDQqyhXQ+/GY9qw/6Tw2Z0KWWaRcN9rsM4P15z8MvCxhq2+oToxRhax4YbVcHf2fVOpTsrr2ILqp+yITWNwMrbCcwaVYyTOGpEGZFxU/aUfSYfi9/umkGC194iOQTbVDmCSjIjmfkRZe1yb7ORUZcchkVeO8NBS4KFL7PXI7rKCvefvVXOZ/5X2zCFqT/1yu+FJnR9zvkjpIWtaZs8vr/vac+nWbI6GHsTL28YbpP/Vp++mIRfXoNonNZzyBbwrEUI299Me9sn+JZp8uwC32EOY3axbG8HSHtY8WKFWRkZJCRkcHw4cPZunUrn3zyCaNHjwZg7ty5PPbYYzz33HP079+fK6+8koiICFasWIFW24pGZRMU6d3Rjr3Z83FAZPWRSno9vZxez/zk+e/ZlVzwv41oL/xLwH0kJiZy/fXX8/jjj+N2S29L3HTTTQwcONDnvyNHjpzxbwpz7hJOfQoT5jzG7Xazb/0ijN8sJbLK00EzJKrQXz6ZYYMu8VtqWypbVm/DHcATJDcjxceU1h+T77iHBX/bgog0td9a4Wt+OvnmO/na/jwZO/fQQr+jGUoHdNiTz5f/e45pt88Num5aciZ3Jz/H1r1r+LH0I0pjPMKIVSmwOe4Ah9bfyXDVRCYOuzLofgKx8qNPqW2UshOSUHOqS2axiGxb5sBsDf5BFoRIVF3GUTk8+KgRgBsZtZoMatMzOAEcXLWZyKoiouoNXHLl1eh0OiYNzOVY6o2sfHopFpf0zq6zPB1TzCZ0aqglivRLb264X3QmtWR/GqOzlrHXXcXWVauoDiHtKcYtxy1XU92vDHts8yseU+ebay8G8KgJ1H24aNpVvLf6XSyu0Dw9okX/VZR0URaqjrzF/lVpXDbrQSo1GrKOhWYgXJ0gsDrEctxSqdXB/t52ctdAYmDPbQA+zurJ8eTQI1Ayi2K4smQ7W1R9OATUnlJpnY0iasQAQo3dJcdlC3x/2PXSy6lrjFUclrVvKHSij3TRZ2DLBqktsXrDXj7focNfll3vzDruuX603+1OlpXx88IPGGfZiNqPYXiMtfkOrZrAISz7XekoLUPI0IZmUtmUIssBsiN+Qn+q3naRkMo+bSduutdjento316yi0KLCAtEVaLAhbc097H4PaFWqSlsP4TEsiUN83qY95IvyybX7U0x6l/9C2uW5TJy4qSzdi4Go4ndVYH9SDRauPPKoex6/nOf+Yq4wBE4jVE2Mc91iX8MoQbgghtvZO0Lh+lm84ibXfPfZ/f2jsy8YjbPLprNsdTAEayHkvPYtmMT/fsGFnTPdbSRegxGJdF674DCsbz1ZHTvK2n7t99+m7fffjvoOnK5nDvvvJM777xT0j5feumlFtepqfFNf9UMvhxZbDKvpnzJKyX5DfMFbRTq3heiGXolgtoTqXj4sG9E72lee+21hn9nZmZitwceZGlp+Wk6duwoab0w5w/hiJowYc5TDu36mQ3/mAXvfEtklR2zXo7j2vEMevJVug+ZfEYizZI336dM5n+EOsmt49K/+vemaUx8fCJqlfSoGputHJPJ95iX334fBT1zcSgl76YBlQ0yd+/l23fmS1p/QI+RPDDuv1xoHoW+UZ+vRgeLlct4etmd7D24LeTzOLTX1xsllNQnECg5Lmfj4poWRRqlvD2u8X+hVoJI4w+Dsh2l7QdysPM4XttxhDcXf8tH77yJCjfqEA1hLe5Y1siHA5CfcTGdundtWBYTQrWnWofHlHj3srW4Q5G41E7E7FrqspqLhJFWkaun3C5tP0Fyx+UR/nPrA+EWnMTgX6iJi6pGF+EkK6eQH157ALlGhi5EW4+jqcnItGdv7KU0wcGS/sFTiL6L60NBp7Kg6/gjqUrBZXs8jdme9n1o7VYMRo9A48D78Ad6dowyN84gFZ8sWukio6K2lp3ugQ3TMVrpAmEgDh8t5uWVThx+2s/p7a08PsO/J9YXb7/JvgXPM96yxq9IA5BmbH4fmrT+Ba31zj7oreNJULdepHGLbvbbt9M7Zhl6lQs3AuvUg1BPmNEg0gDs/fZ1os6sujvg8Vc7kZpNzO/MQNgfgy6bihXvAIgeE9VJ3TDgTU2TIdJ+60cUFxWetfN4deEqzKbA777uCSeJi49Ba/K9z2LTOwfYwhdlk5TIP0pEDXhEhF633M9JwVPMQYUT5dLnqKio4YbBc4kJ8t43qwSWlb2HzfbrpL+dLWxm38grmzU0H7ZzBVXnIehvehb9ra8SefX/EXXDU0Tf8Q7aMdMbRJowYc6UsFATJsx5xvEj21nzn9nYXlpA9AkzNq0M0+RB9Hn6FfpOuNHXeb4V2O129h897neZDIGBw6WXQFSHkHLgFg18+8YrzeZfccdDHOyRjasVP0tjgeTtW1ny4ZuS1pfL5UwefRN/H/AifSuzUTXyrymOs/FWzWu8+sNDlFdK64zWVVZSLjRtVElvlAoI5K0vwOEKHqEQEZFD/TWPYssKHj4tFatMz8m4XhR0mcCCgnrqenRBpwrNs8demckqoT+X3ug17tu9dj0xSmnVxgDqlZ7QelMIDfkIVBgUBkr6+O8lxldEE633TT8JWJ47yN/KHRXaqJUq2ozMj9hkRo0+ypNiKAieIutZBaGpNGdajlsqhRl1fJzh//nfq0jmSPcSnLLQOl2RVhGxVk9RUhoAGuzokzudLpqBQ2gk1Pi5fv3lW6i01+AKUPFJ0MZjVkiPqBGrffcTK2tFCbpG1NcZ+b8vT/rt+MbGuHj6pm4olc2V6A/mzaNX2Sp6OPObLWtMpqEcRZOIMJtC4ITGV9hYZxpKZ8dQdIroVvwKD1aXiTzZRoZGrQE8hsHLtaOYMvcReg70ilvfvP86WQUhusEH4FimmuvufqxN9nWuk5CYRF6kb2RBetk2Crr7RnPGYKDo45dx+FP+zhCbzcb2INE0KjXccUkvLGZTM8P/rO4D/W/UhKYRNeIfKKIGIDZGj+yy+xtEuQSxhvz3niIxsT19zWORB8mEKU1w8Ma3T/5KZ3p2UCl9B/BU2rZ5V/xWyOPTUGb3RZHWDUEZWsW9MGFaIizUhAlznlBRepg1Lz1I3b9fJvZQLU4l1I/tRpenn2Pw5XegaiMF/+t5r1MdwJsmVdQxZLL0kOvBU64EpPuR1BUU+J1/9V3/4EC3dNyteGNpzRC3eR0rvlgoeRtdRCQzLn6YuzP+TscKfUN33SWD/YkVPJ//MAt/fBF7Cw3lJW98iK3JSHgobVJBEBADVN3yoECXNIiq6x4BrfSqNqHgEDRURuVizhJC8mWxizosTUbOji5bH1KFg6RhPTi6fx9VMulmeXEuJYUXB67SE29Kbz4zoEdN4OP0HDMqpOuhjPL/TNUJvsay6pPVKEIwX3UqoESXji6IGWVbUphzgi8TfD1bjHbY0EtGfYjp/3I3pBzKoLxjNTtSvQ93XSMT1cYRBm4/1zvbVUZ6pAoR/6PMMZ2H+pT4DoYMF45y3wiVGKf/UvNScDgcPPD+HqpqmqvM2giRxy5PICYmymf+ni1b+Pa5J5ho+YXYABFYjVEKIjpL8xv1WJRHJDfb3WytG0c3xSAUMmlmr/6odVRQol7NSNUWz3meMgy+Yc59zdbVHt4aUkn5QFg1UKuTbjz+eyBr/KU+cmSaWIYqIoKt0cN91uvsOszyt1+jrXn9w+UYDIGfl9zESpIz2lO4byuNA9wsWohvJy1SS9nETfiPFFFzmm49cjnc0xuZnGvfz4r33mHqpOvJOh58MKMgvZglP311tk/xrJHWzTd1KyrKjs3SNpXhwoT5vREWasKEOcepqy1j7VuPU/rYv4jdVYZbBrWDM8l88l8Mu/F+dAFc5VuDqb6egnr/KR1KFIy7MrS8+J6DhqJSSMtbB7CZA/tyXD37CQ50Sw5J6DiNzggRa39k3Q+LQtouM7UjsyfN4zrVdSTVeQUns0pgQ+xenlx7Jys2fRNw+5OG5o0Pd4hVnwIhE/Soek2hcrK0POwzpXLARHQRRSFtY63NYtOKnxumI0Nwh653VDHk0otZ/dEinEg3JJVrA6sc0Sa4auptfpYEiKgJIir1GzYUrbxK8nkpFf6FhDqZV6jJ2x9H2rHQeriF2Tp0GsjYl90ssuJs4JALFHUr4Ae1N3rr6+5dKE0IvWeeWdCOgz090Xsn2ps5HOl5V1QL3neaDe8IpcvPs+NwyVAGEUyFeOkRXDpHFcUy385msqb1qU//9956ikqbC+gKJdw5RiA3J8Nn/vsvzMO+/G2G2raEVNRca20uBFVp1ZS4YimyTKGTpmeIRdJ9KbUWoNIuoZ/8IDaUrNCOovspw+CmLHzhEVKK26DME1CQHUtyzfmZFtFauvTozQGlb+Uv986fGXfLPRTIfO+X/lUrWbd8aZsef3OQaBqFEm4e7SkRffLIHp9lFp30O0zdJPXpj1D1yR9jL5vEjthxDdN9Ty5m7fJV3DbpEZKqAw9wOeQCm4QlVFWF5mN2rpDevT82u7f7KZeJ5G9Y8RueUZgw5y5hoSZMmHMUi7meDR8/z9EHHyJm/VFkLqjp0Y6kfz7IiNv/j9j4tDY/5hfPvo4xwMh0uhBBTr/Qq0epo0IwoXVX8uNnHwZcftWc/7C/m/SOV2Oi6kFc8Q3bVi4Pedshvcfx0NhXGWccSqTV21msihRZJPuOZ5feRf7RvT7b7P5lNZV+DHADpdn4I5BQo1SkoBs6CWc//94WZ4uaLknIA3hl+MOJioM/7m6YjlVI/9vVOj2NUFMIfT41SvaOOhZweWxlLDpdczfcwH+T4B0IWQg+NSr8d/hNMs/52K1OkktCL8cdU+xAZq3hjtseIfuQ/9LobY1RI1DUu4L9zji+aN+XwqzqkPeRelLN4VTv73XJYEO6JwKrxu6NxDLjFfdcfiJqjDI3otl/tBKAMyYEI2FLJVvd3tFerRZu+Evgyh3B+O8nq9he2NxXRRBgam8D40Z436Uny8r4dN6zjDOvI0MMXZhQ2ZpHyojlGuyWi0nWSK/W1WwfwGHrHjK1i0iR13BMSGGldjjXzJlLkp+qficKj5J5PLQqcYGojhfIyKsmvtzFvi2r22Sf5w29x/hMdnHkU3jkIHFT78TU6HmQIZK4+UNOFAd+54XCG+//QE1t4BzjnHY1dOneCQBrpe99atNJN5JTNSn79Cvoy+csY265kyPyDoDna5O2+VVKSyoZo78ajSPwhanSiyxY9dSvdJZti0KhwGjwrShQdWLfb3Q2YcKc24SFmjBhzjGcDitbvnuDvAdmE7V8D0q7SG22nsgH/srIOc+QlNblrBy3OP8Qx1z+OzwRqLj8rumt2m96f2l566cp3LQx6PKr7nuW/V1bF0UUUyNiWrKQvI1rQ95WLpdz+diZPNjneXpVpKN0eRtRx+ItvF7xAq//8ChVdZ5UiS3LN/j11Agp9cmPUBAZmcvMF97ktlv+yr2jBtD72HpSi9cTbStGCKmmVOjUdxmMNtp/elogTKYsvlvwPpt/WIZeKV20M2jMVJSWUS2TbpwY71bhjgq8PM3Z0f+CgDpN8D+WO0q6aKUR/Qs1FvmpyhAHY1pRjjuBBIsdrdWz77tveJysY633IAmFihg3O1JTKexSHHKUW4wJtBWRyDS+HbYTyfWUqqOpNXqFB6vg/beziVDTU7aTWsGKM0jFJ6tO+rtCVecrvEXrWmfa+e2PW1iSF+P3vhqeU8ufp45omP763bfJWzCPcUEMg1tC3USoGbI0m4HV/ULyg2qK020nz7mFAdEr0apkrFcPRDVhJjfNmRNwm42fvkh0aB7bASlKSkUnE5A74dD3H7Np6adts+PzgGHjJ1IieCNRZYgUrFhMp9yuHG3iVxNLPUc/ahu/mnUVge8XmRyuG9DoWar39W5yRbZQDq4RGqWvGPRHTH06jUqlJO2Gh6jF8+HSYaHu86fo22sonYo7Bd22ML2WDxe1ffrbr4HL0eQ7JZMenRomzB+JsFATJsw5gsvlZOfPn7LtwVlov16PxuSmvr0G5Z3XMuLRl8nKPbslGX9478tmfiqnydREEetnBFUKF183HblMegfdZmh5dP7Kv80jP7d1HdK4KpGKRW9TkLe75ZX9EB0Vw62T/sGslAfIrvQ2Tp0ygbzEUp7d8yCfLJ/PSbf/zqM8lNeuj1CgIjl7JLe//AY6nTfiYPI113HzVddx19gRjDYdJq1gFXGmIyFFvoSCLVGBMoCHkT9EZNTuNrGvqoSDWmkjv6Io0mHiMJa+uQAb0kNq1PLAKVLxBoGrr/EfHeFPUIPgqU8AAyddiExiWpbO5T8H3y6oqaxUkFUUWhh7VYJAzl6PgXCE2dtJm9rnDpIrW1EmLUQUtTLqMiswq0LrZKlcIp3zkhhaV9ksVcuuEFjt7o6tkSWRWfCmDjlxgei93rnu44iIOB3+zSgdoohJJV2sEJqUYI1VGSRve5qduw/zzkZVgxlyY3LTjPz9z94y3B8+/zzdS36mp/NAyMdpjM7uFbwmfJVLf/tANHLpHeemmJx1HFRsZIRuPTXo+VEzmj/NfdTHMLgpiz98kw4FbVDmCTiWqaLvPm9kjsZtR/PlEpa/fX6bqEpFoVBQmj7MZ143ww6qKisYN+UKtkX5RlJ2cR5k+bv/O6NjfvjJj1RUBfYw6tCunv6DezVMq0y+vmHyWOnPmbppRM0fWKgBSEtLonb0bFyn2gbp7hNsfOsFbr/qIdLKNAG3E4G8+K0cOJj3K51p2xEV08FnWqs78+p6YcL8HgkLNWHCnAMc2LqUTY/OQvHBEnQ1TkyxClw3XcyQf71Kbv+JZ/34u37+hROC/45kjKjlygdnndH+NVrpJZntzpPkbdvc4nrTHniJw51bZ6CbUC5S8NGLHD90sFXbA3TI6Myci1/iKtkVJNZ7X6UmtcC6mJ3YxxejiW+eqiFTSDegPR1RIxNi6HvRn7nu0X8FXX/EhAn8+frp3DFhPFP1NjIP/kRi3T5UonRhJRiRZYWMM21EHV8Y0nZGWxrOkmp2jh7N0jEq1nQ/ya7owwHXr3NU0GvEMEwm6d40CuQcGho4bSS6MohYGNBMOHgHolufvmgU0kYCo1z+O/1Ot5q6IjHkctwnklKxnaoWFGnwnn92x470NIwIWua1LUg16KiIkX4vnybrYCoX1e4h21RBamlzMcGq8k3fsqNqeA5ERFR4RSmHS4bTZsHl9l+ZKS5nFE5BehWOmkrfCJo4MbSUrtKySp76wYDdj/d1UqKdJ2cMADyGwd889wQXWldJMgxuiVirC7kB/vRZX7oq+yEXpBu4N6XSVkK9ZgXDlDvYo+hCXspYbrivuWFwUxSHNqNsgyJENjVUx/gafsdVu8ApkrzuIEufvgubTbq5+PnK8D9Nw4D3+dBiY9M3XwIw+pbZFMp8U5/7Vaxgw8+hp/We5ufSwAMfggymdvd9jjRN3s36lADRin7QqH2FZHfor5HfHQNHDGR3xhUN072MG1n+6edM7XIHUZbAkZZGjcCig+dfVE3nweN9Ig51EU7KCwO3CcKE+aMSFmrChPkNKczfxJon7sb56ifoy6xYdTKsU4fT/6n59B5zNTLZr/OIrl223q//A0Cn9omoVK2vFgIQlZEZwtpONn71maQ1pzw4n6MdQyw1c4p2ZW7yFzxN5cnQfEGaMrL/RTw0+r+MrO/nU3mnKhpOjqpAN7gKhdYzXy9qUGukR7oICKiUaVx+/1OMu+r6kM4rt0cPbvzzLdx+8SRmdk2iQ/5ykip3EuFqXW6C2+Gg38FvicLESPc6NLLQ9qMsiaVg/QlqhQRK0odxYOhEvr9Az+q+NWxOzMfq9HaSa9yVHNi2nWq59GsV79ZgSgq8fkdV94DLWpn5BIBcK618c7Tov0Nut+iQhRgBU5yhpGfPStwTdRzKao/WApt/8pqKTr7qejIO5AT1ODgTcvanUJQeerRJRnEk1xzf2TDd/4SLpv7A1Yomoq4gR9GoclxEI9HRKHOTHqVBxL9CoGrvp8JXADTuepabx/vMi7FJr/hksdp4eGEB9fXN39lRUW6evDYbrUbN+/PmYVv+DsNCNAwOhqoCrlo2kkztmaXFHrPkk6BdRAd5GSu0I+k+fQ6X3zyzxe0+evEx0o63TQRfQXYMU/48C0ejR0JrhpIkz3s+Ld/AusfvpLz0eJsc71wlSq8nP6a/z7zMso04HHa0EVqiL78TE95oCzlu4ta/T2lJ6B5B33zzC6WVgSM3MhJNjBnnrfRmt9ualeZO79pP8vG0zYSaP3ZEzWnGX3cte7Xe69j98EKMNXZ6VA9u9p5szIkkK699fn5Fm8UkpWA0+d4HR7b/HGDtMGH+uISFmjBhfgPKivez5vm5GJ9+jdiCehwqAcOFvej+9IsMuPRWFMrAjaa2Zvl7H1Mq8z/83k7UMeWe28/4GFPumI0gSI9+sVZL7yCNn/0cRdnSR80b077ExbZXH6W+LnQz1MYoFUquGn8HD/R8hq6l7XxSOkpSnNRPOElUdwMxchGZPAQzYUHg1hfeJCu36xmdX3xcPNfdfCu3XjaF2/vl0PXwKlJKN6G3SxepOu/6nq4uz4iXTg3KdqF1CMyuRIabN7J9jR37SU/KjlGRSGnSAAr6T2LZpHR+HmxiY9ohTqoMrF30PeYAHXB/aGWBh2Xb1cq4bMqNgTduZUQNgEvfcgfVLTiJxr+wYavVURMrPa3QqQBbkscrQq+3kz2wjoK+yeTv9DVcvfUvD5B5ICtoA781dNibQlHOiZC3S6iTMXGv73Y9ao+TWu777Fa7mo/sKxo1VbSiJ5qiK3uoE6yobIF9ZFwhGAlHWH1Tz+QKuOCSkZK3//s7WyirbC5oqzRw/8U6ZDj5ZN6zjLWsJ1MM/foFYqOzN6mGoSSqW28u7xbdHLDtoFfMUupViayMGM41c/7m1zC4KaUlxWQebxvRpDZWYPgNc4mMjqW6na+PiVvrjeBoV+riyDOPkrdxZZsc91yly0VTcDa699tRzZrvvwWgc5fuHO7q61cTRx2HPngJpzO0qltLCtVB1Gq4pKPv/o4f3EvjLFO7GlIycyQfr6lHTQj++r9r5HI5/W6ZS+kpfyIlLiKWz2P80KlkHY8Nuu2RtCOsXtf6iKrfAovJtyKe2fD7Fl/DhGkNYaEmTJhfkerK46x57THK//k0sXmVuORQO7wjHZ76D0OvmYM2Qt/yTtqYvPyjfucLCPTtd2YCwWl0Oh0adTvJ69vsJ6mqkibW6HQ6xsyZx/GM1vlypB53svbFBzGZzjxXJDY6nqjt8UQvb0dyqbcx6pALFHc2UzCxiGqb9NFDARmaiOblfc8EnU7HtJumM2Pa1dw9ZihDqveQVriGWEthQL+V+MJdjDT4CgEThQ3oFGUhHVusSEVurmXrFjUluysQHd5OtlUWRXlsLwpyx1HvBLddevqGDIHiHoFTkKIqW/JPaJ1HDcDQyya36FOjiTEh83MMMxpEmxaZUbrQWJito0NHbxSPXC6SlVtDeqqF1d/4RqLNmvEo2UdbbyjbFH1ZBDVZJdgVoY2Aa+0iPfdEkezHGLprqa+4UWtpHiHX2NdJe6oqXQ+hEDcibkvgtD5blHShRt3EGysq0kVu154B1vblPwt+Ib+4uYu1TA43D7FRvHstexe8wHjLGjQhiI8tsdZwqPg3AAAgAElEQVQ8hI6OoUQqmleXkorNZSZP2MRg/WqvYfC9gQ2Dm7Luw+eIqWmbnnZRejrJKR7ByZXuGw0VU+8riEbVge2991n1+fmX9iGV7I6d2Kfu4TNPc8BrhH/B1CvZFunrXdfVmc+P70n3q1mxfCPHywN/Y1ISrVx66SifeSWHdvpMm0MozQ2gi/AdiAqnPnmJ1keivvxBLHi+CXHUcmTBU9w06n7i6wNfZ5tCYJXpC4wm/35d5yIyme+3SaEOPUozTJjfO2GhJkyYXwGTsZr17z/FsYcfJXbLMQQRanonk/rEo4yY+SjRMa0z6j1TvnhmPpUBjGFT3DpGXnl5mx1LkyBdqBFFC9+//ork9XU6HYPveoqStNZ5M2QU2fl53pw2EWsqbFacZhnmjfG0XxtPXKOMF6NGwBR3dkx+W8sFl07mz9fdyJ3jx3CJqoqMQytJMOSjFE91qi1mBhf+gMqPqa+6XQmBh2KbYxOjuEzl8R8qPKZi11orripfgSVpyZeUykzUyqT708SJWqpy/DfyZCL0ShwSdPtA5bkFCZ/Izt27tehTo4z0b5RYK3iEWZdZmqBg0kF0pv/Geny8BZ3iFxa9+KjP/BvHzyGttHXpgY1xW13ocVMToi2UAGTnpzPSfMjv8qHlR2hf5RE11YfkGI3Nr7m8UVkp9SmhxuH0rOe0BRZqLBrp3ljypkbCGmm+Tu99vZa1B/2Pdl/UrRbD3jV0Of4zvZz7JZ9LS5jtbrbUjaW7fBBKWeuiCQHqHVUcV6+jp3o/y7RjWjQMbsrSLz8gu6BtyjwVpyu5fvbjDdNdxvpGi0TXwLFk39+qskPc0k0sffnBkKNIzheiBk/wmc5xHWXH5g0N06Numc0xwdfXqe/J5WxaLS2N5OsDjqARLRekNE/ZNJ/0NYW36gKX9PaHtkkqdVio8SW3a0cK+tzaMJ3jOMi2r79giHCpT7XJppTHunhryb9/jVNsE5KyevtMR+ltOOytq7QXJszvlbBQEybMWcRuM7Ppq/kceGAu+l8OoHBATU4ssQ/fw8h7/kNCe+kGfG2N2WTiaJPOyWkUyBl92Zg2Pd4FN84EpEe9mEtD846Ji4+n923/oCy5da+1rAIbP730t1Zte5p1i76jupHwZalQ4PypHWm7oomwexpYLlkoqU+/7iu694BB3DR9Bn+ZOJHp2VFkH1hOz51fky76/1vkUEKkRlolp9PYq7PIlBUCYDbBpo0KKvaX43Y5SVryOcdlRpKVSuoF6YahkUF6Gu2qFYy7YHJI59iATNpIsSwieGdVofT/W+plnigMqzuWI/EtizWFmQkkJATukKqUbjp2q+Cn9+5j3+Z1ACQkJnJBwhUk1p7ZvZRTnEJx+9BNXLMK47iidHvQdTqUegSrjNI+fjttskZNldMRKcZTz5HT4V9cVSbkYJFLrwxXXu0r8sbKWvYeWrl2F1/tjPLb0R0Yv5u0E2uYYFlNHNJ8jKRQ4tRTaPkTOZpeDSbLraHMWgjapWjULna1H8ONQcpuB8K9dw3qNuhX2VVQnZDkMy8jpxvVCU1+X1IspU0iJwUR0naWsfLJOzHW+f+enc8MGjmaAlmGz7zKtcsa/h2h0xH5p79ixitiKXATveZdyssCm6sDbNywk8LywFG87RLsXHPVhGbzxSapwk5daEJwlNY3okYMCzXNGH3JhWyPv7Bhul/FEiJsEXQ4Ftx3qzC9gi+/f/9sn16b0GngKJxO7zOuVLg5um3db3hGYcKce4SFmjBhzgIul5PtP77PzgfuQrd4K2qLm7q0CDSzpzPyoRdI69D3tz5Fvnj6tYCd4TQi6DZsqN9lrSUjpzNqpfTIIatVuk/NaZLSMsj984NUJLXu1dbxsJmvn7qrVdsC5G3c22yeIAg4jkaRsLCU9EMy3KF41LSZ3WjotE9JIT4imiFW/xW47CjYlHkx9Z2jkYVQQtuBhmGuI8hPD8KKcOiImrx1BoqjPSH4KmuIaWyxMmRG/9cqqkpCJFegiBopbsKAqA8e/aMS/UfUmGSe8BQRgVp98POsShDo1Fla9EJSiglj2UIWvewZXe0/bDQdjvUk0tq6FJWcvekUdjgZ8nbtK5Vcvrfl0tNjTuwnoU6gVpXkd3nj50ApOsgSDlArWINWfIrKlpa2BKAQbfxc7ms2HesM/v7JP3SM//4i4vQTIDctdjmTbesZbtvsN+Wttex052KzXEKKpkPLKwfhqHUv7bWLORTZlW7T7+OKmbe2vFETFr74TzKK2iaNqyBbT8/cSg5uWuUz35zsW6lNW1bO2Ede43jP5pFSKYU2tv97DoUHdrXJOZ1L1HUa7jPd3bKb4mKvQJ7bvReHukzzWSeeWva//2LQSKNPt9f5LSN/mhGJ/iMFFSbf95kQE6Sinh+USgWNP22iCFZ726UE/l4YO/N2Diu83j+Z299kXLfrSK4I/H10yWCHbjUnThT9Gqd4RihVagwGX9Gu7OiO3+hswoQ5NwkLNWHCtCFut5u9679h80N3oPpkJRH1LgwJKrhlCkP/OZ9Ovcb+1qcIQGlBIcec/nOZtaiYfPu1Z+W46mjpDTqXu4ZFb/435GOk53Qm7Zp7qEpsnciRc9DAF8/MDnm7n959mQo/HhwACS4lMosJ+U/5aAqk52H/lkLN8aOFZB1ZHLCjuU43DFdyPLU9hhMRVRjSvs2GbC5qv4O4RuXLDfUyttaOwJI6ktoQoo5iRS1lI68jVXUvPaqm0X/vQPQlnrK2CrfI8JzmI8LNCeKkKYERU6cEFas0bv9CjUXu9YaQmYIbiJemJKPSSE8x0GpcdMw9ztI37qekqIAbZt5F5v4OPkbXUmh3NIayjsdwhdhaiLKIJO5rR6SEgnEKQSCjNI4awX9UkdAo9UmJgwEcwo2bdH3gik/ESU970tkrERSNrr8AqZGBUxRraw08sagCi9n3/hBt1dyYsJwL7Rvb1DAYYK19IO2tI4lVSU8hbYpTdJDn3EpizD42RI+QbBjclMqKUtLaqCNYFwOJHTzvzeMHfNN1kgf4VuGKL3dTU1XKxfc+R/kFfXE0ubfiKkXK57/A5uVftMm5nSuMmnw51Xijw5Q42b34K591Lph2Ddt1vmlr3RwH+HHBW373mbf7EIdPBvY2iot1csuNF/ld1rQ0d1T7UKo6gkKhaBasaLL8/kuuh4pKqST7pgepOfW3j8CK/bvnGJtwAxG2wO/xOh0s3PrCr3WaZ4TD5uvt5XKX/0ZnEibMuUlYqAkTpo04smcVG/7vLnjra6Iq7Vii5NivHsOg/7xKj2FTfrVS21L4/s1PsOK/I5KhiiQpM7SGl1S6jr0AqZ1fgJP7mkeoSCGnd29ip8ykJq51QkeXA7V8/tx9ktf/fv4/OVlUhSXANRUthd4Jg3Szv99SqDnwxRvE4z+CY7+8E1PuuJtZ40YyzlaIPVWOAukNbTcK9AVGOg+OpmeHWk4/GqIb9p9IZlfcxciipIl6erdnY7sQQYW+K8W5E4lMnEXXuuvodXgk5rqWfYcCetRITH3q0LlzUJ+aCLf/c7DhTRkI5lNTnK6ke7dWVCYTIDWrnoKt8/j+zZf5y20Pk31QenUgt9WNLNqIQRvafSh3Q/q+LEp7l7DbJU1YmFh0gBqbzu+yxl5BClw4T/nTKK2B827s+uBVUhqjMfn+7SK0Itfc4j/KxOFw8OD7eVTX+IpmoyPWMrfdUi6wrG5Tw2CADcYRdHUPRiP3f32kYHYayJdvRBZngzHTuWmO9PdbU35+7xniqtomUqgwLZnYaM/9FaH3/Tt0HzoBY6N+nMwNu5Z9AsC46+5BdsM1PssBIsyg/nwxP737VJuc37mAWqPhSOIgn3k5VVuwmH0F4OG3zOa4kOwzr2/ZMras9Y1UAliw5jiuIIGQg+P9R9A5nU50Jt+/fUpOb7/rBqNpVq/VGo6o8Uf75EQM42fjxJOameouw7JuBZ1KegTd7liKkbe+mPdrnOIZEaHz/R5pdNK8wcKE+aNw7vQcw4Q5TzlRuIs1T92L5YV3iT5uwq4RME7qT69nXqHfxD8jl4dmtHe22b12LcX4/xhGixqm/e0vZ+3YIy6ejFIeQvUnY+vLZvcaOgL1RVdT18qCKF32V/HZ8/cHXcdiMrDkfw+Q0bmMaqt/U884UYvZeLBh2uWWbib8a3vUnObrN96gj8O/SGZAR+LE6ahOGUIOHTuOmbPuRhNfGNIxjJYMkjd+S+KRNfTVr0av90bXVNco2GEZjz1lYEAR5TTOpOY+JC6UVEd04ET2GFbrcnnl53W88/nHfPPxwpDOUWrqE4BMF9iHJMrlX5xzuL33jMUdw6H45lEgTgXY2kuvXuQPfZSDtPT9LJ7/EDOn3k/WMWneLR3L4imLD92kNetIEgXZJ6mMFtnaV0uVqWVjaKUgUmfyH34jNmqqyAUXplMRV2KQik/WCOnRe4om3ibRusAC0D/e28CxMl9Pjmvif+JPwsY2NQwGMNlhR+0Euir7IxdaZ5QOUG0vpUy7BoNez2VzH6PfsGGt3teKbz4lu6BtvGBK0hT07O7dV6TOwf613hLDCoWCuiTfikTuAq8pde//Z++sw+Oq0j/+ueMSd2msmqbuQguFFlooxZ3FZfGFhUUX2MUWZ5fFHZYfroXSFlqgSt3dIo17MhmX+/tjaCY3uXcyk6Rpgfk8T5+nV+bcM5M7d875nvf9vlNmkXP7/R1SXdUeSFu2iwVP3oLrd2JOOnrOWTjbeLzFYWHp3M8l50RFRWOcc31rxSDwC5vmJW9RXRWo0FdUWMLuGuXvR0yMj2svni57rLxwD9o2mopHA30GhJ5meIj261YtQUTXPzpjJo5hW98LWreH2daR40knuyy4s/ve9O2s37j6cHevW+SNPE6yHWV201QdXjXJCBF+z0SEmggRukhdVSHL/nsv9Q8/R/yeBrwaaDpuEIOeeJqJ59yMXt+zZZV7ihXfLsOjUE64b1IiJnPXV21DQW8OfQLl9lazetHCzk9UYPyMWXiPm42lC1XPBRHyd1bz8XP3yh4v2baeVV89QJ+8JmrKtdSo5NNbott5BHi94QxIBd5Z8Dg2e/erUYXKltVrGVWzSPH41owTGTyq4wrqrBsvQS+EU15TQF9mplGwIzZW0s/yBQMyajikjXg9sK08j7LkMxAUytbHiAbqJs4OehURgSZ9JuWZk9iaM5nnlq7nza8+56O338DS1PjrOUoRNaFPjn0xyo6YsWLHyikAbkfbCb+AJaajUFOUZ0btEfD5uhddpVKJ5AxsYN039zHMOYT02uA+QAO296EoN/wJeZ9KA+bVKdgT/BFWpWl25o/ofCL3pTARp0JQlkSoUTXT+Ku3llLFJ5/ajFUb+nPGVS/97sZr5YW15z9cwqbCgMgVLxZxbeI3zHQsJbEHDYMB9nnTKHOcRZ6xoFvtHHTspc68meb0AV0yDG6PY/OPGHogS8WtBXv/sTQ2SkWv8v3LJNumQVI/t8QqF842N0p6dj8mPfACpQM6/m712dXM8oduoLriYPc7fIRJS89kh0n63E0sXNnhvMHDRrJ7gLRaYzIN7GjjV/P6/F24gwSwjEmsQK+XX3go27Nesm2N8gtq4dJeqHG4jq5qiEcbJ5x3DlvNgaiqYYUfMc58OnFBhgY2ncDCyndwOo9eESyt3yBs9sD9Iwiwd83iI9ijCBGOLiJCTYQIYdLcWM2Ktx6h9P5/Er/RX1WhYWwWWY/+k2MuuwdziCkbR4KfPvyMcpX8L3uyaOLs22847H1Iyh8cxtk+tvwwv1vXO/b0c7EdMx1rmGWFwR9qn7+jnI//84Bk/8pP36Zs7zskJfsneIW7U/HRcaKuQY2laV3rtiCYyeg3vsN5SgioWJ+4j3+t+Qvzlv0fXm/oJau7gsNup+XH9zErpDGt143k9CuulD2WnJKGLi08Xw6rO42+Jn/ugiD6yKj8mTGJazCZA8JJda2eLZ5Z+NKHd3h9nC/8KAOrJpGKlDHsGzSDV7aW8tp33yqaCYda9Qlg+vlno5ZJffOp3MQiL2C5GqRirtAi9amxmsHq05O7sZL9a2OxWMI0WZYhIcFBUuw6Bu9KUBzkZ+1KoXTAwbBtcONbwLR0NGRIGy7Mq+XjjDFBX9toVk63FMXAUCVWJeL99bumVPEpIX8KPkKbPAr4WFWdJ329r2Ma2xcLV/P9jkB43plxi7g1eiHHOHrWMBhgtWcYesdJpOiDV3gJhk8U2ePcxJ7B9Yy55nbOvbr7kZIfPP8Q2cU9M+kryovi9Euvw+fJkOw3x9ZLDHDHnnwRrjaBVnoHrP/+U8lrDEYTs+55kfIJufjajWpTyr3se/J+dq7rmP7zWyN9mlSUzvGV8stPP3Q478TzLmKjaaxk3xDXDr7/35vU19azo1betBvAbBa56eJpisctFVJvIoe5a5Fe7YUauzOS+hQMtVrNuKtuo1Tl/75o8JGx5k0K6qahDlI1qyLJzWtzH+ulXnYNW4tUrG2q33+EehIhwtFHRKiJECFEHHYLv3z8b/bdcxexy/eh9kDD4CSSHvgbU294mITkw+Pr0pNs2bJbIXpAYNjQ/r3Sh7OvuwWVEHrZXGdjbbevOf3cS6gdNxl7F4Kc1F4YtL2ET154GID5Lz6EwbyGKLN/Ul5ZoaZeYaKW7DMgevyTdI06hRMuvZ0Zl10V8rUPpd40mmCB4SeeWnwzm3auCv9NhMj8119igK9Q9lg1CYy6MPhk78xbb8CkDu/vJVRn4v21dE6S14Cvtoh8x9fkpQf8cdwu2FSRT1XqqQj6wKBOiA7BqTYITlUU1XHKuf7hpD71ye2LQdtxgq+Ps8lO5K0YEF3SAarXLk1xKs5NQRPlVxgHFlYi/uCgrChG2fs4RLRaH/2H1DGtJJasfdJIBG29Gnt6DXZdeBE8Oo9I2qZB6Ozx7BwrjWAQBSjKL+HL2HEKr4YGtbLA7W0zVPF4/BNDj9OOR6Hikzo5dINck6eeKq/0/FiX1NBy/cbdvLfK0Foh55LkH5jl/oVcsTTk64TKcvsk8tzHEK0J3WOnPS6fg43qNSw4Zye6ZH2XDIPb09jYSGZZIUIPaFKWGBh6mv9ZUnDMmRKd1GzysGv5963bRpOZ+lSpQNm8Q74S3Ul//gctp0/H0a5adEwT2N58m6Wfvdr9zh9Bho0aw+42VYAAHOt+lD130lW3UipI/+4jyxfw/CerFCPXAEYkVWA0Kf9Q+tr9HrvDLM19CFW7G8nuDD/F8o9GdLSZqLPvwvqrt1k8zeTtW092cfB08sKsUuYv+iLoOUcUn/R3T63t2ejECBF+y0SEmggROsHjcbFu3htsu/MvRC/chM4p0pgbhflvf2bq354mPWdI540cBXz53CvUCPKpAhk+EydcfH6v9cVgCN2nxuWuoqzoQLevOfuSaykfNRpH8OI6smg8MGDbfv7vmfvo078crcY/yNy5UcOBTTqaFMqca93+ibvJ2I9LH3uRkcdNR28IvQMCoLUEBrBl8S7etrzBC9/dRWVNz1aV+XnefCZalsse8yFQln8aqX0yZI8fwmw2o8sNJ/0JHL44Bpv8KT+2Q5ETXhfxFd8zKnUz+jYfV1mViW3CHMTUQZjQUTbplLCupYSSD47d6WThF6EPcAVTxwGmVsEcsVFGrLT74tid6v9u1CULzL7uQTL6jmw9Huty02dVNXs3JWJ3dN2z5BApaVammT1MWRZYYU+3GamNDX82nrMnC2F/PiZ9Be6YjpFFTo1AydBilrSbaB6i3qucn+htEx1zyJ8mK9oICqa97rjQPX2Mdqm4ptHCKWcFIhfKy6t5coENlxOmmH7hr7EfMsPW84bBNpePNU3TGCKMQ6eSTzsJBYu7nmUpq1gx2//MbPF03eerLd+/8TCJNT0TOVSYk86AAr9AmpLbn4YG6WS/qvgXybaYI414iqlUfsZMnnMJsdddT2M7I3m9E+Ln/8KCF+4JWrL6aMddMEWyXeDawYE9uzucFx0Tg3729TgIiNkuN2xrUH6GG4xwwzmTgl5f3SKNYhNiumYC1z6ixun+7f5NepMBA/M4OObPrVp9P89+CmpTSa1X/j1wqwVWC/Opq+v+otfhICFNGmUdFW3/TX9HI0ToSSJCTYQICvh8PrYs/Yx1d9+I4fPlGKw+mlP1qK87j8l/f568wcEHNEcTDrudfdXyP9JqVEyZNUX22OHCGMYKr4iLhW+/1iPXPf2qWygeXiAJpQ8VrQvy95WxY7d/5X/tIhUHd+/Ep5MvAxyFnqb6DSSmjeX6F98iPtk/ATebzYqeKHJcmfIXBtTEta5k+wTYnVzHs3sf4P2Fz+DsAbPMuuoa4jd/jkbBu2iVaRInnX1WSG1deNstmHXhRRq463IwqqBOJRW8hKrdDBW/ITM1IHY4HbCxagQVaSeg1vaUUbf838Or0bM2bTT/WbKaN7/4hE/ffRurVdkUQIzp2I5WIy/iNauiZfYKtBj991dt9iDMZjNT55yFs522N3B3Gc0/C1RVdN9PymjwUjC0jtmbEhiwK4OSPqFXJTtEzsFotGv9qU22NPlKYeAvG7t7hJVya8e/W5NdeWXe/atQo/P6Wv1ptEHCApxRoQs1OovUhyfG7CGvr18YsDuc3PtRCRaLigsSF3GWsJIRnh0htx0qtR4jB+xzGGgYEVYUV3uqHCXMHb2C7ZMqWvc51eH/PduzbMFc8gqVq5qFQ0Wmmotu+5d0p09a+SUqrkEyURs643zaVGgnpomgqUwDhk1gyD1PUJkljcQRROizoYIfH7sRq+W3uWo/9eQ5VArJrdsqRHZ//5XsuQUjRrGj3xmt2x8lXoTNqnx/DU2qJCExuPBisEkn0MaUrqXnqVTSZ6XTdXjTen9PTJ11AhuTT27dHtOwmPzKKRjcyuOKuhiRd5ccnZXQBk46QeLBptf5KNux6Qj2KEKEo4eIUBMhggx7NvzALw/ciOqdb4mqd2ON0+D500lMeORFBo8/5agqtR0Knz35Ek2CvNltH9HM8GnH9mp/5tzwFwRCjyxx1FR3flKInH3dnewf2h93F+w+9E7ou7uMdavjaKjdjiBoqFHLr6wneFQUTD6Xyx97psOxzioZtSXWGMstpzzNJcZLSWsMTHDtWoHVCTt5dOVNfP/LZ+G/mTas+t8rZIjyn3GR0IcZ19wUVnvxI0wIMp49SrhEE9ligqzJtei0k1r1LSPTd6FtI7Dtr4xh83I7vrqemUDK8mvVLYs2lYq08ewecDyvbNjH6998zf+99Rq11dIStif+6aIOPjU65IU0q1reNEllNVCareXsG+9u3dcS3XFyldbYQtqSOvZvTcDl7v7zqEJlpHhA+FFayY0q9D/7U5o0uNg5rijo+ZWJHn4YmyvZt96RgKVF+T14fq12k6k1tfrTKFV8cosiNr28eCqH2CA1eo4zBNq9+811uGvKuCbx218Ng5VFqK6yxduPZvtp9DF0L/W00L6ddfkHqMuVCjNOXfeF3KZ18zDK/3yEhUcDlryORuRDjzsXX5vHhcnoYfvP37Zup2f3oy5Zen8Ur/wu6LXiE1OYdv/LlA7tKNplFDlZ98itFO+Vr2x3NKPRaCjNnCDZN7hpA00N8vfmzAv+xCbjaJxukY0tyveYTg/Xz+68zLaxRfrbldIveJloJToINZ6IUBMO06+8ht3a/NbtCaVf03dvcNP2oqxG3v/q5cPdtbAxRsVgsUhXz0p2/KJwdoQIfyx+W7PNCBEOMyV71rHs0b/geuH/iC234zCpsJ0+kdGPv8DIEy466kpth0JtRQXFTvlVVQNaTrn63F7uESQmJqPXhR5V43RWB41kCJdzb/o7ewqy8XYhe8RohyHVlcRmDSc6YTwu5EJ0BXKH5DD7Gnlz5nAiapwt/jD/ccOO5e4TXmSGbQoxbSZNDWaRbzQLeGLhjWzfsyGctwLAt++/z3jHWtljDnT4Jl+AOSo8J+Y5l12G2VwU1mvsTXnE65RDnVQVWxiuWUBKUmDiaWuB1as01O6qwuftTqi0wt9DJrrBro6lKnEEhfkn8dbeel5dsID33n2TnZs3kp6ZiUErjVwz+OQFBbtKPoLEY09AP1xaGtdqUlYV+28vp2Klkfq6LuT0/UpZtZ4D/cpwqcOL5jA5RZJWD0Hj80cH6Y0VeM2dC3TFWc18kBOYFO6Om4wY5GUu0f/+fW0EKaWKT3E543EJoZtRHayVnhuv8kdaPPr2zwy1ruIv0d8zxbG6xw2DAVa4xpLsPI6EMJ6F7fGKHra71zPi9vMYOmRih+N2Y/dSCD584TGyi3rKQNjMWVfe0mF/YmY2De2MtWvLpc8kR3qyZNtQUdPp9TQaDbP++izV00d2EOYTa0Sqnn+a9Yu/DLH3Rw+TTzsPa5uFDjN2Vs79VPH88VffyofxF2KxKA/585NrSM8Ofh9WlRVJKn75VJBXENwkXIn2HjUud+jCfgT/vT3wsjupwx8BZcDFMWXb6HNQ2f9PBLYnrmPXnu291MvQcdqlYwyXK1KiO0IEiAg1ESIAUF22h2XP3Unz4y8Qv78Jt06gecZQCp54lvGnX4dW1/VJ0JHm6xfew67gp5ClMZPZr18v98iPPiH06lg+0cLcV57v0euf/5eH2FWQ2aFKSCiYrDC00YIQKy/cJYsmTrrsEsXXi2FEm3jamCyq1WpOP+5y7hnzHKNqc9F5AoPd0gQnrze8xEvf3UtNfZVcUx3Yv3M3g4qVq2qtTZjGhC5EW5UVFpNkikIdho+HFy2ptuBh96KtmcyarxiTUcIhzVQUYc8+AztWtuBr7lrEg6Jw1kkaikswUhOTT8mA6XxpjealRT8hmKURGiafvMDoEuSFGocvFpdXelM6jMENO3Mr6oj+vp6i3fF4wyzj7XR62BTnoTHMLCpBhOxdeQiVfVv3taSH/vkXDSjns2R/JE6jPjnouU78ni3WNh+Lxy0vPs94LacAACAASURBVBsz+8rul0Pva2GNRboKHe+u4a3Pl9G3YR0z3avIEw9PaecVLceQ75uAUS2XAhcadq+FjeoNnPGvO0lNS6NAJlqlxQB2Z9fCYRobG0kv3YuqB+bQLdEwaPbVisdVZEu2o+MaJelPWZNmSY4n1PioPChvfN6eEy6+FeHi82hp91GbrKD++GsWvfNESO0cLcTGx7EzRiqQZJatUvT1MOiNbHTmyx4Dvy/TldM6/94U71gn2bZGgV7ftbGRul1EjeswVzT8PZKSmoRj5h2tqaHpYjXjDpiIsip/YVsMAl/tOfqianTtxGq9sfspmxEi/B6ICDUR/tA01pWx/NV/UPngY8RvrcangsaJeeQ99iiTL7oDk7lrRnlHC7vWrKNUlJ8oRmPgnDv+3Ms9CjDhjHOB0ENamoqLerwP59/2KDsL0iT+B6ESZYGCukISZYJAUsydrOiHkfrklEnxiDJHc+XJf+eWrHvoWxuYfXhVsDO5mqd33suHP/wHl1tZKHG5XBTPfYs4hdLR2zWDOPWqa0PuZ1vWvP85/b25GGOLwnpdiy2XjCAVR8BfiSm3YhODpn1OfEJgYtLcJLBmuUDT/ip8vjBnlkp/DyH0n0gfGupNebijpG3FeBVKc3uVJjgClbukE1C3vvMqaTpBRd7GCvavjaXZEroJ03JrMmWp4UdM5BYlotoUEAY0ONg1tjjIK6R4VALFBUXMM42iXgxe4cgh6FB5fTQK/n4Gq/jkDUMANjnb+XYJ/ipQWfu+Y4Z9KUaFtLXuYHXBxsYZDNGORS10PUKzwVVFUVYNF/7jntZ9GSl9MLqk959PgF0HtnTpGgvfeISk6h4yEM5OY/DwUYrHh59wnkRkNBq8bGlTqWbI+OOxtPkaqHywddFHIV9/5LGnkP3X+6hNlX6nNR5IW7qTBU/9BVcP+H31FgNOOg0fgc8rXaxh+YJ5sue+/dFiGhuVf2sHpNQzsKBzoaa5TFo22d7F0tzQMaLG7en5iLU/AiPHDmf7wItbt4c5NzNy67Cg1dnKUh28/MnRVbI7u0Dq+Rgd7cLe0qxwdoQIfxwiQk2EPyS2lkZWvv8kRff+nbjVRah80DA8lbSH7mPKtQ8SlxC8us1vhZ+/+AG3gkFsXmwc5hjlSiuHm2HjJ6HTpHZ+4q84bYenYsH5f32cnYND97RoS0wTjGspJ77NfEuPhlOu+1PQ14WT+uRyKE8ecvr057aTn+Mi3YWkNgUGzTadwMq4rTy27EZ+XP217Gu/fesNhnl2yh5rJJo+p16JLkgqUjBMFv8HYvHZ0ClUGpNDREVUffCJtgY1eyeV44wuJ2HKqwwcXNKqp/h8sH2ngb2rGtE3d78qliiEPxEpGj0DTZtIolhRfrDpaV9DuA0qi/RY28pPnTGosBKn6hhKC2M7LeO98mA6RXmdp5C0J71Gi/pnaaltg6kS0RjeZMuqFygeVo7RGlzgsWEkV2du9TDyV3zqWFkKwBkdupGwvkVaEemChEUc59rMSM/hSQ0o9KZQaj+TPGP3KgWWOfaR+edjOO26azocMzk6DusOVOwJ+xprli0mr6hnnrlV6SouvD24kWlcagaN9VKRtqFaaijalNouBTPMaoAZOQOY+MALlPXvKAb32dnEsodvoKbq8ERQ9TT9Bw1mp05aLUe9fansub/UKldZVKlhjBBaZJKnXaSm29T16mQdImoiQk2XOfHcs9kcHRA6jmtewqCtA4O+Zn/Wfpau+OFwdy1kMgtG4nQFnl0qlcieX+RLz0eI8EciItRE+EPhdjlY89XL7Lzrr8T8uAONW6Shfxwx997E1FufICVDvnTsb5FlX8ylTCUfTZMomjjjtiMXTXMIfXToq98eXy3ff/L+YenHeXc8za784Kv6SsTVi4xzlGP6NT8g2WcgNim48BOOUOMOYZV30ojp3HP8SxzfMpEoR6DtumiRL1Xf8NSCm9ldGDDOXL98JePqlAdBu7Jm0n/IYMXjnRGnSmS5Yw3lggNtYlFYr7W6MskzK6eDJPoMWFN/naSrfXjzv6Zg6ndExwSiaOrq1SxdGYWwZw9ppSuJdZYhBP3MFY6pwg+10kXFo9f6DY59KjcxyIdwOxuUc408dqnYMPqEmTjDmBPVlO7i5D8/wYE92djs8lEbe8pjKRpYgjfMUUCMHWJ/GdmhhHRTn66lndXGisQNWYvoalA8xy4Y8LYZxOuCpPLYjaE/U9SN/j7rXaWthsFJh8EwGGCttwCNfSaphuzOT1ZAFEX2ODYz7sE/kZmXI3uOwdlRXK23VsicGZzKpZ9hCl1jVcSrhrqc0IQptapdGe74JsnzL6ZgrOR4YpUbuy087zKD0cTMe1+ibHx2h7TX1DIve5+4n10bVoTV5pFCN0bqZZXv2cu2Tesl+/734UJq6pQ9rvqmNHJcw7dsWruq0+up2pXmFqO7vtDT3kzY440INd1h8tW3UaLyV09T42Nm5SbSypXHNE6NwBLrp7RYj44UI41GQ0u7BYr6SvmFpAgR/khEhJoIfwi8Xg8bF/8fG+66CdPc1ejtPpoyjOhu/hNT7/032f3Hdt7Ib4xNa7YpCgJDBuR2OVqiJ8kaM67zk9pQtLrzwWRXmPff+xgw3M6egV3zi0ioFZnkqUQviPTLz+30fDGYc2o7PM7QfF7UajVnHX81d498huG1fdC2GfiWJNp5pfo5Xv3uAcqryvAs+wCDgn/MGsMY5lx6acj9a8++zZvZJ5ZxQOMf1O+01WFUKU/CZd9LdSpej3zEhFHGMMORsJ/U416lILeRQ9kAXg+s2JPKmqp8Th+Sz7HW3fQpXEKC7UCHykxd9ahRQojyR9Ho4m2yJrRWjOBSVl4cYizffvC/1m2z2UxLTOh9Udv9n/fpN99LTOalVJZJIxFsDh870xtpMYT3/jQ+kYwt/VE1SCMOtdjZNTa0VXk5ytIcnDR+geJxq2DG1mZi57PJKwia6Ezs6tAF1+Z6D2fELubuxO8Om2EwwDL7BHJcU4jWhh7t0x6Xz8l21SZmP/lXzGZlkU/v7hipZfOG9/376MUnyC3sgTJPQFGeifOuvT2kc0eceB5eb+CeNOi9bP7+89btMTMvkAiWOhesWxh6+lNbZl73EC2nTaN9YFtMI1hff51ln7/epXZ7k/HHHk+JkCnZV/aTtBrWz5XK6duCCk5tmY8OD6ofXqehoV7xXAC9Tfrc1Cd3PfK4vW+5O2JR0y1MJgMJ599DC/5osVhamL7DgU4mwu4Q1fE+3pj/aG91sVO87nYpvqrg92OECH8EIkJNhN81Pp+Pnau/ZfV9N6L9vx8wN3loSdDiu2IOkx56kYGjZhzpLh4WvnnxDaoUomnSfWZOuvJi2WO9zckXXYZGFXrakdPSsz/cTTVVfP/W38geVIdKBXnD7OyXCYsPheRqkclUMnzGMZ2eG05EjS/MsqWx0XFcc/I/uCHjDnJrAxM6j0pgW3I5z+99gH0pHuQWMCuEZCZcfF1Y12vPyo/nslfd0voe1RotYmp5WG3YvUnkR3WMjFAhUDpUvhx3gs3L09cex+3nmDC1mceWVqi55eVSSrVZXH7xZdww4wTOinGSvWcxyc070Ik2lCJqRHX4qU9J2xbh1ftFMJ1CSEKj0PlKdP0+6WcWrPJTe4yOwCR78NjxnHjF0+zfntJaxnu5K4aqhPBnRrn70lHt6hgdoTNXIGi7N5wozKvl5AFfyR6L9lXTIAQiKzwueREhpt8YREITn9S4iXbUM9PzC319hy/dZXXzcQwRJqBTqPIVChZPAwdzqjnzn3d0eq6Bjn5GTk3oUSeNjY2klO3uEQNhaxTkzAieBtqWmMQUGuqlIlRTQ8BfR683UJ8mXWCw7Qq/0t0hJp92ObHXXk9TvPSe0Tsh7rsVLHjx3i633RtoNBpq8yZL9g2xbaK60v/s+PLLn6moVTb7zUlpYZRvB+D3uFn/1r+DXs/YIr0pEnO6HnXZPvXJHYmo6TZ5fbMon3hDq3dRP18xU9b0CfqaoqwaPp/3Xm90r1NiE6SFLUxRPSMWR4jwWyYi1ET43XJgx3JWPnwL3lc/I6baiT1KhfOcYxn7+IsMn3o2KtXv8/Z3uVzsKZUvbahGxcQTxvdyj4KjN4WequDyVLF9/Zoeue6OZT+w+cfHSO/jN3ttahJY+Y2TXXu2Udiva5UsUit8bHn1n9TXyYsJhwhHqPEGMQQORv/swdx+8n84Vzib5ObAvW7VC6wa7uG1CSlsiA5U2/Ggpn7YmSSlhe4b1J71PyymBG+rl8gh9lstmLXhpV94a7IQfNLPKUE0UjdA3pw3ttZ/H00fNYA3/jKAgn4Bo2GXE/73vYdbXt1AdWMzg4YO5dLLr+LPs07hqsGpimbCoip8oSavbBX5+3ajwYlW45A9p1nVeeSW0GLkzS8/4+N33sRqtXZa+aktJlvHe+aM2x7CwQyWlqdRlBN+ek9WhRHdLxNkjzV0ob32iEBxfgmnZn7X4dhJug2Se0qp4hNJwatHtcXkqmOObyWmw2AYDFDn0bO16RQG6Uei6mJkFkC18yCaUzKYdc3lIZ0fY+j4GTh1ob/HBW/+i5TKnimVfCAnhZHjJ3d+Yht0WulkLTa+GZcz8D1S5UrTk2MrrYrVjkJhwIgJDL77MSr7SFMEBRH6rC/n+4evw2qRN64+Gph62lk0Enie6HGz7hu/CfOCEr2yT5UAY51SkWuEYxMLPnhX9vTm+hpJKpwoQN8hXY9Ebi/UeCLVuXuEY6Yfy6a0U1u3pzjWMWxjf8XzvSrYaF5KWVnoRvCHiwHjp0t+ik1GD5X7dx+5DkWIcBTw+5ypRvhDU1G8nWVP3Y7t6TeIK27BpRdomTWSYU8+z5hTrkSjOfIpP4eTz558gQZBfiUiUzQz5qSjK4ooJlvea0EeD6u++KTb1/zx7edpafiK+Hj/BKZwr5Z1C6twuErQqAR27N1BSW7X7pP0Mi9rnr+b5qZg0T/hCDVdn4QAHDv2ZO457kUmVA/B7AxctyYOvp0k8N7QNEq1UayKPoZpc04N0lJwinfsYPGPK3EomLw6EusI5307xWgG6qRpLFFKGUrAAFOgAlFclImnrxrDNbO1tK0eu69YzXX/LeTb1bta9yUGqxIU5gQ7a+3/yDzoIUoloNfVoUNeqLGqo2T3t8VtT6QidSx7B07n5Y37qSuYzoYJ42hSdx5ZE2WR/6CqnRaKBoYfPZJgEYhfly57TCdY0ShUDgsXp0agfOh+Jscsl+z3tdGdglV8cseFnvZktAUXU7vDNl8ejfbTyTJ0z/OsyLGDwXfOYfiU0MWOPon9OuyzGUN7hmxas5K84qrOTwyB6jQVJ18VfkTKiJnn4/EEvnd6nY9NCz5u3R4+6wKJt0yUBXasXtytviYkpzPtgVcoHdIxNS2j0MG6R26jZO+Obl3jcGEym9mbIBVM+lavZsH8ZZRWK0eHZibbOfOKi6gSpBGtQwvnsnXD2g7nH9gm3WczQVRs13zdQEao8XZdzIwgZfplV7BLV9C6fUrNWlJLlRdgmszwwdrneqNrQYlNSaPFKv19K9y05Aj1JkKEo4OIUBPhd0N9TTHLXvw7tQ89RfzOOrwaaJw6gAGPP8nE827FYOh8cvRbp6m2lmKb/GqzHg0zLzmtl3vUOadffyuCEPrfxlEffpWatsz77wMkpO/EaPCv0G9coWHf+j14fYGJm0YlsPXAXkqzQ083aUufg26W/edurFb5lAMxjPLc3h5I3tdqtCTuaOSaZY0M3q9B0yZSpSjDx/+ONVLTz0KTpWuREZaGer7835c0C/LChAoVcS06oozhrdo56vOI0gSiWhry5AWB5AYVp865sMP+M48p4OWbcsjLCnyGDju89LWTu99ZT7PNL2gqRTjFemxkFi8j3l6ESqF62iG8dht5pYEqNILZgsEnL5jaVZ2n1znFGBI2LvL3WRVDVcJwSobNZvnlt7P8/AtZP3UKZQny/hNGO6xZJPV8KTmwm82xy3Fow5sQ6T0i/QvT0DTIm+DqoyqYnGtlxooUfLbu36tNJmDkVuII3CvWNiOV7Cjlik+OMKLztM3h+baEygr3aBLsx5Ookxe2QsEretnp2ciJT95MQmLo7wmgIG9Eh31WvRCSaWjxovcx94C3qE8F1ZmDiItT9kdRIio2gcYG6e9BS3NAJElOzaIuRTp0LVvT/eo1Go2GWbc/S9Xxw3C3e+wn1vioeP5J1v8on5p3pBl+ypm4CUQEJdLEt3sFpUBBAE7s00J8UiKu6VdLXqvHjW/BqzQ1S38L6kukkQ32qO5NH9oLNZHMp55Do9FQcOXd1Ah+4VGPmzN2lKO1KUdllmS28MZnz/ZWFxVxWKW/jTZr6RHqSYQIRwcRoSbCb56W5lpWvPMYB+97kPj1/od6w+hM+jz8IFOuuI/o2NDD4X/rfPHcm1gVQvmzVGZyCgpkjx1JzGYzBr1y+dD2OF1V1NWFL9a0NDey8PU7yR5UjVol4nF7+GWej5qD2xBlIh80Kh/bDhZRkRl++gtATpGLH5+7Q1asCSf1SfR1Pyb867ffZqxrIzE+N+fuL+eiZU6yKgOPf7daYGtKGU9suoMvf3oTrzf0CbfL5eK9J16hNkgZ7v4+M6N0I4mJ1qIi9AghD3oyXf5V23jRSMlo+XLB0XXK3/G0hDhevH4055+gQtsmSGrLHg1X/3sPS7ceQCnSJyUjgysuvIQbp09jtrqWrH0/kmTZg1bs+B3L3/g2CXVtDG8NLsw+eaHOSWipdVG1HaM+3IKB2uhBHBw0g/Vn3cySiy9n3YwT2JudJTmvcOdqyfZHW1+iLib82VDunizMHgGH2NH7BMDQpxmNRqRvQT1nH4ynz+6uV4I5RFWih9FjfwJA66qisY0/jVbBn8YtqrFpQ/e70jX0TOnptqywTmaQdyImTddMyQEcXiu7o3dx2mOd+9HIkZyYgskp/TuLAmw/sDHo6z557RlyC3ugzBNQnGfkghvv6vLr9fp26U0JFpz2wHfJmZEmOW6q7LnoqOmX3I544VlY260dmK2g/ugrFr/7VI9dq6fok5PLduOw1u3NwiCKqpXvwdQkF+ed44+sHT1hMpv7nCI5niFWs+YNqV+Nq06auuoydS8yWd1u9hGJqOlZEhPj8J7yN1y/inCp1DF7lQExiCK2N3076zeuVjzeG6hV0rGgVt8z0ZoRIvxWiQg1EX6zOJ02Vn36H/bc/Tdil+5B7YGG/AQS77+dqTc9SmJqXueN/I7Yt3kLB0X5gXYUes6+/epe7lHoGJJCF2pE0c68V/4bVvv7161g/bx/kJHjr8ZTXyewYq4di2U3wdJxNEIU4uDjqErv2qMy74CdH56/s8P+sISaMM2E27Nz01aGln8v2ZfrbOaKLZXMXC2Q0GYcZDHAj1G/8K+fbmDVZuXy3W157x/PUqFgXA2Q641iks5f3avAMwBTdHjVgWwteaToDcT45AfyKhFGJneeGnLZjGE89+dM0lMDwldLCzzxkYWSYdfgU3WMnhLa+FiNmDCByy69kutmnsTFWUZyd/9ASsMWDD4LxvJ95BVLxcPBe3cS7ZUfZLp9oQk1QkvwyBsfahqMuZTmHsv2k67ix0v/zJrZJ7N1yGA8jdWt5z3/fw9wMCO8MsYAuSWxHJdeia1YPjJCL1jolxdY8UxOsTE9zsGxy7vuc3SI4iwLM4d8xhzTGtxtopmUKj4l5h+HRwh98pjXsKvzk0LE5vKxoWk6QzTj0Ahdi8IDaHBVUz/Szel33tKt/pgcHcXl4sq9QV+TULwddQ9U3rGZIPXYc7rVxqhZF+D2tCnHrvWxcX6gulPfKXMk5yfUihw80HN/z9HTTiPj1rupbRe5o/FA6pLtLHj6Vlyuw+Nt1FUSj5nZ+v950bMJpu9PTZEKWydefDlbdUMl+0baN7Dwo/dbtwWL9Fnmi+5ehLKmfUSNwvM9QtcZNnIIu/Iva90e7tnNhHXK42KbTmBh5Ts4nUfu3k7rO0qyHR3twH2UfdciROhNIkJNhN8cXq+H9QveYcvfbiZq/kZ0DpHG7CiMf72SqXc+S0busM4b+R2y+KPvcClEK+RGxRAd3/XSsIebGZdcBYQ+wbFVhG5Mu+T9l6kt+5CERH/UzL6dGjYursDpDh5Sa9DlcP79z3HSRZfS/9K/UZvStYFk/71WvnhCOvEKS6jxdj2ixuVyUbPgHWKQn6QbbEncN/UlJjUMxeQK9Kkq1ssHrg/493e3UVy2X7H99//5DEVB/EkyvFFMVksHXpm6VLQK3i1y+FATb0nAkSo/QU+p0zJtxuyQ2uqbnsRrNw3n5Eki6l+j/UURdlVlsqH/k7jTh0vOV2vk78k+2dn86YpruHb2aVw/qi/99n6Bqd1HbFKpiRWbZV/vsYcm1Lgd4aW9NOvSKU+fwP5J51M17Wpen/sVr7zyGEX9ysJqByC1Xs1EdQsejxeXJU32HF10JRqNVBTQ63zkD6ljzpZ4Yiq6LloAFPavAKf0e+dxykfUaFNCLxVs8jYyQAyvEpkSJd4kSuxn0tcwtPOTg1DuOEDKFaM47tyzu90ng7OjYNVor5Y5088Hz95NWkXPuLkW5iYxfur0brVhjIqhsb5dSXlbIPVm4MhJNLXRDgURdi7uvndZW7L65jPhgf9S1q9jukifHY0se/hG6qp75h7qCUZPmMxedV/2kcW+GmXvmIR4D1f+aZZkn0ajYcQVt1GNdIxQsP8rtm1aD4DOJp0saxPknwmh0iH1KSLUHBamn306m2Kntm6f1LSWrP3KvoAVSW5em/tYb3RNlr5jjpGItBqNyL61S49YfyJEONJEhJoIvxl8Ph/bln/B2rtvQP/JzxhbvFiSdQjXns3kB56n39Bjj3QXjxirv1tImSA/GU8QjZx1xw293KPwyB4wEL029IGfwxFa6tO8F/5BTOIWTL+aaW5YoqFw8268vmD+FCpi44dxzfNvkJ6TC0DOoMGURudTn9S1weTA3c189tRtgR1heNSI3q6bCc97/RUGe+VX0uuJpf+ZV6PT6rjopFu5Y/BjDK5J5tD4WQT2J1t4vuQx3pr/KNZ23kdfPvcKe5zKn2OSaGKKZjjadmJHlpiGPqEorPfR4shCh3x0SUx9eKmNarWam+eM5F9XJJGYEPg7NDWrWa66mprhN+D79adRSahpy6rvvpBNGXGqNMQqiFiuBrPs/g5tiNEkrFvQ+Yky2NTxNDrUlA4+gFsd3n1rdooMKksgxiSw/0AfnKJ8GoU5SLWn9CwLc7xqJqwIPVquPV4V2NoZOns88iYqnjCEaKOjZ9Ke1nkLEO0zSTPkdrkNEZG9zi2MffAicgfl90i/9J6O95dN4Zm3c8tG+hbLVwkMl9oUgZlX/71H2jKZBkm24xIs2FsCwqclTZpipzpY0iPXbYvRZGbmfS9TNjZLYmAMkFrmYdfj97Jr44oev25XsedP4YvYMwn2kzEhUf5vnZiUjP34q3ATEF4NuPB89wqW5maMVqmQF5fVPaNsbbugr4hHzeFjylU3U6Tye4ypEDln/w7MDcpiXmFWKfMXfdFb3ZOg1elpsegl+6qKNh+RvkSIcDQQEWoi/CbYu/knfnnwJnhrLlF1LmwxatwXTmf8Yy8xZOKc322p7VBZu3Q9PuRXRAdlZ6LTHf2VrvSxoUcPeH0NfPnaC4rH7VYL81+9i+yBlWjUIm63h5Xfeqmt2IqIcrlrQTCSO2wWVz/zQofPrL7FyxpDJo3xXRNr8nc28MnTft+J3vCoWbnoJ8Y1yldMEIH9ebPJHRCoEJOckMoNp/yLa+Kup099YKDk0ghsTCrksXW3MnfJu3i9Xn768DO21JTjU3gfMaKBieoBGNXykSMxXjN6QT7aRB4BQ0nHdBqNT+TY/JPDaCfA0LxM3rx1KFNGehF+fXz4vLClOp+tg5/Em9gXtbpzfyLPtiVoZCZGdSlpyN0pLZgQ3aGXf49qCOdzatMvhw1P1Hy/OW8YqETI2d2PJL0/6slequBNo2qkf55ylAaA2exh+OB6Tl6XiLoLVgO+RjeNqsBKfrCKT67o0IUaXXOwimyhscw5niznMcSG4YvTHrfPyQ5hE6c8cRtmc2jiXSgYhY4+QU6NfETa7nlvENUDNhA+FVT0GdAlA2E5Rp18AS534HddqxHZuCCQ/hQ3TJrumFjloaXp8BhEz7zhYZpnH4uz3dc2thGsr7/O8i/fOizXDZfcgrHsqVUWrmNifFx7sXLVx7GTp7IpQxptkylWsez1ZzqYTOcNHd+tvmpU0qdjJKLm8GE0Gki96F6a8T9jorFy1jorKrf875tbLbBamE9dXc/7eIWC2yFdGPD5uldAIkKE3zJ/7NlthKOeg/s3sOxft+L8z7vEltlwGlVY54xn5BP/ZdSJl6BWazpv5HfOd6++S6WCR0iqz8zs66/o5R51jcHHzwDZqa081Tu2y+4v2baeVV89QJ88/4SupkpgxddWWlr2BG1Po0riuItv5+zbOppg7lj5CzWCjUaPyPqYTJrl566dMnhnLR8/e3eYQk3417E0NaNf8zF6heo4q40TOOWiC2SPDR04hrtmvsip7pnEt7mtmo3wg2kZjy+6gdUlmyW+IW0xomO0KpNElbLwVuerR50SXplomyeV0T/0l+xLqdUzYsyksNppi06j4d7zRjNV9QnR0YEPurZBx3LTrayyxgc1Vv70hUfJPCi/fG2NkfdwaJSZRAdDaFGu1BGM2Jr3KE9WFiWVyC1M4vqr7mX8GY+wd2ssLqt8pJs2JrhIcwhBgKx+TZxdZ2Lo+vBSuUYt7y9J58yO0qNU8cmqD10w0TZ1T6hZZZnKEHECenWYKlgbWjyNFGaUccY/u2YaHIw4Q0dR06nv6PPwxVvPk1sYvneRHCU5ei68Kfxy3ErojWaa6qUTNqczEB04evqZ2Nt8NbRuWL/wwx67fnumY9bUegAAIABJREFUnHkl5muukaRcAegdEDNvKQtf6plIou7w1uK9uIN85ccmVaDX65VPAE665Cq266RFB5KcBxDa/GTZjf6S5t1B227o5osINYeV7JwMqiffhO/XMVaeWMrxq5S9xOpiRN5Z8nhvdU+CKVpqjG8094zJeYQIv0UiQk2Eo5Kain0s+/fdND36PPF7G/Foofn4AvKfeJoJZ96ATt/1AfLvCZfLxa4iea8VFQLjjhnZyz3qOlNOnoNWHUb1J2vHydbKT9+mbO87JCX7fSx2b9Oy+edSXJ7gXgJGfR4XP/RfxpxwouzxVfOWtoorNU6RjYl9aOlCYRdBhME7KhHDUF+6ElHz01svkq3gwVEqpHHs5Td22sbMyedy76QXGF+fj8EdGKVXJngpP76CqNENqNoFamlQM5R4ctTKOfAAVlHFLks9JnWYK2WVmajarOzG1HfPJ+EQ+rJNjCu8mwGp5a1aoccNP+1M4YaXN1Na3fFes1qtpBbvU2zTq5FfrbSowrtx3I7wIzZid39IUV74q6EZ1Tp0DOejt98EQJc8ApcoH+kRkxde9EJcrIvxOc3MWJkcehlvhwpEkSiPhyy7ndz6RvqJsfQTY8kRY0gSjWhFFYb0YTjD+Fzj6sMTCQ/R6NaypXEW+brRqISuD59qnKWIJyYx+4ZrutxGMLJS+nfYZzN2/MyjCzfLRoOFi90IseNC84kKh6jYIZLtuIQWWn4V2XQ6PQ2pUtHBsXdrj/ehLfmjjiH/7seoypSqDCofZK4rZeEj12O39YzwFS7V5TXsqFH+/TRHidx40bRO29FoNBRceiu1BFJjGtuZdNuiui+qaNWRiJreZtLxx7Ap84zW7WPsmxi0VdlcuDirkfe/erk3uiah3+jjJdtRZjeNVUePH1SECL1JRKiJcFTR1FDB8jceouKBR4jfUolPBY0Tcsh57BEmX3In5qij1xD3SPDlMy9Tr1AWOVM0M3HOKbLHjlb05tBX3N3ealYunNe6Pf/FhzCY1xBl9q+4r/tJTfG2nfgUDF39qIhPGsUNL79DUoa8GanL5aLGJ12mrLCJbEzOwtaFbAWVL7zUJ3zhJe8v+ORTJthWyR5zo8E65lxiE0JLTzDoDVwy8w7+2u8fDKxOCPjXCFCW48I2s5LogTZAREBgkC+aAs2QoG1W+WqoUzlQa7S4U6rCeWs4fHGMWTIQAL1H5ORJ54f1eiVERASPg+zNj3OM8WuMpsBnfrBczU0vH+TjpdIIrnmvPCgpx90elSA/A25Rh3fTOMUoEtd9F/L5UfuXUjZgH+HOe2JtoLGeTEPWZPYNms5LGw/QsF1e7DGq6snLCl8I0qhF+g5u4JzSOHJ2KkcWCT6R3EIfAxrLObuqkjnVVUxpqCfXYmegGM9AMZ7BYgJjxVSmi9lMrnUzatm3xNZ2bjKuE+2MsITvebDTm0Wt/QyyjYM6PzkIxfZd5N95KqOPP65b7QSjoO+IDrGJVr1AfWOg2s8Hz91DelkPlHkCDuQlMnXWaT3SVltGzjwPp6uNsahaZPPCjwPbfaWePvGVdjyeHlCegpCYksHU+1+ktKDjMzTzgJ3VD93coxWoQuXluetxBvFoH5FYgdEU2gJXSmoalmOvxPOrX42n3cPEZeqeSTiAtl197ohQ0zvMuORSdugDpvlnVqwnsVx+7CMC2xPXsWuPfPTy4SIltz9WWxsxVIA9qxf3ah8iRDhaiAg1EY4K7LZmVn7wNAfuuZe4lQdQeaFhaAqp/7ibKX/+J/GJfY50F486LA31FFrk/Rq0aDjh3N+WSAOQlD84jLN9bF/8PQ6Hg+9eups+/cvRakQcdh/Lv3ZTX7UNpTQJAEEw03/s6Vz55L+DXmXR2x9iETqOgMtsPvbl9peE34dKeKlPoZ9bXlxMzt5vUCm0vzr2WKbMlI8aCkZifCqaZfEk/phMam3gZ8OpESgdYoGTqkhJExmrG91pW3t9+/H8mjZVZG3BrA9efas9rtpcossMJNeY6Nu/e5PmAIHPy3BgMRPL7ycnJRBF43LCuws8/OW1DdQ2Wdi7eTO5hcGFCr1PftbkUIUfDRjVIG+g2x7RUocldQVWfXiTHq1XJG3/EJx9AhXz7F4tToW0J01s9zwDkpLtTEtwMG2ZNAJA4xYZtd7Hxe97mTXfS7LTit7nD9b3v6PA30lo80/vdJK3az0nfPU6x819i4zCHYqG3SZnLSZdeEOfle5RxDimk6QPvbJUe3yij53uTcx46kYSEsNLAQuXuJh4TM6O739H4SYA9u7YRl5x6JXzglGXLDDz6vt7pK326PQGmhqkeaYuT6AK3aiTL8bbJnDNZIXNy+ZxuNHp9My6499UThuCp10KT1K1j/J/P86Gn+ce9n4corm5mS21ytGFBiOMSwm90h7A+KnHsTHNX/Jb8LSr0BTVfT+l9mbCPjEi1PQGarWa4VffSZXg9zLS4eG8bcXorPK/Sy0Gga/29H5Ujd0qHVhZGg/0eh8iRDgaiAg1EY4oHreDtXNfZftdtxKzaBtal0hj3xii7rqeqX99ktQ+PVMF4/fI58++QQsdfQcAsgQTA0aP6OUedZ+zr7sFlRC6GaWzqY4Vn95LVv9GEKCqXMMv3zZhsyunpABo1alMv+xOTr/h1k6vUVwoH3IbjYFzbr6T0hHDcQZP+5chjCiZMCpEbfv4NZKQr8SzW92P2dd2rfrX+/98jjJVC65mFbaliWSsSiDW2qZikllgz6QqPpv4KUVRwYUXe7uVU0tcHYKC340cbowMXptHTGP3PBKkSD9jlaOZ/lv+wZlj69C3MRDdW6Tmz/89wMLlKzF1kjZv9sqf4KQLyp7FhFbsfKJlavmA6vjwoyRy9mfSmH+mZF/qxqW4Zfsq0jwwk3X1U9hTkhn2tQ6h1/kYOLSeOVvjiCvTk1Yhcs6nXias9hFtAUEUEAFfm3+i0j9BAFFE8PlIrCxhwqLPmPjDJ+htHV1y9da6DvuCsdw6mYGeiZg1XTSmAhxeKztN2zntX7d3uY1wMds7pt4drPGLHFvnvkp01zyqJYgClGXm9ZiBsByxCcMl2/HxVprr/P5I8Ykp1KVK32fNhp8PW1/aM+PSv+G94Ays7XQLcwuoPviCxf97plf68dJHy7HblIWOofEHMe5dGXa7J112NTu0+eid0vRbm9ADETUaaX8jHjW9R3xcDKrT7sSBP6UtmQZOXa1RLL1Vlurg5U96uWS3Typmq7Xyi5IRIvzeiQg1EY4IXq+HTT99zPq7bsL41S8YrD6a0wxob7yQKX9/ntxBE450F49qinft4qDCRNCEjjNvvqyXe9RzGIyhl1t2uavQ6Pyfw46NOrYuK8TtDV5q1mTox+VPvcqIY6d12n5VcTHVKrvssSRBh06n48xr/0rR0HzcYRTWCkN7QaGYVwe+fON1RrnlPRosmIg/8bIuVf/68JF/c6BN+phKUGGt0CJ+n0qf7VHo26y2lid7+HbaMr4b9i2Nmo6T5Ba3lTpVuzQyux2zuSisPtmb8uhnGhjeGwmGwh9kcpaZF27IJiczIH7YbfBd+WTeHXEJDq2yQhftky+l4/aFrerhciZxWV4Mebt+ILV+CwZfx1l27L73KMoOfzCbVW7Gkndlh/2mMnlXUpO6jvp+kyjLnsLOgkv4UX8FaywnsLWwP05n+Gkn6RkWztru4owvvcQ3+H2cfEJAhAkJQUBUqRAFAVEQEEQf6cW7mPH5K6QXSdNQtCFWBrK5fKxrOoEhmnFo2psxhUGju4a6YS7OuKdzUbgn0cmox02OGr5+7xXyCnugzBNQkqPjolse6JG2lBhx4lk4nAExRq0W2fxDIP3JnSkVC82VyiXjDwdjTjiD9FvupC5ZOpzWeCD1p60seOa2w5qO5XQ62VCnHOml08OF9R+S797Nrm3hpfxpNBoGX3orBrv0mxjrrAu7rfbo24XUeCMRNb1KwdBB7BsaKDQx1LOP8etzFc/fn7WfpSt+6IWe+UnMlBpaR0U7DntaY4QIRyMRoSZCr7Nz7XxW338Tmv/Nx9zowRqvwXvpyUx85CUGjZl5pLv3m2Dhu1/hVEjryTXGEJ/WMyarRwJTWuiREiIu9m01s2aRitLd2/CJwVJENCSmjeX6l94iJi4+yHkBfnjnM9nqRgICE06Z2rp99o13s3dI3w5h8Mr97tmImq1r1jOqapHy8bQTGTImfGPpb156k102+QgEAQHt7mTGrh1K3xJzqyeGT4B9uRY+nf4NS3KX4W5TtWezepvsfVupa0QTpGx6e7xoqVrTk+aC8p+xVqMhMymel28czbnHC2i0gdO3VyXxZM517MqST9eLVfBGctvCj6hxiWaWzZ3LxVdeQ77o4fg3nyZv9WekV64l2l1NzO75FA8oDrvdxGYBj+bcDvtFpx2HXeEZEicVgyzaVCrSx3Ng2DksibuJVc5ZbCoeisUawsTLK6L6xY1+n7u1qowvkOckIaRpnCD4RRtBQBBF9HYrExZ9Su6u9a2nGBo7T9sq98ZTbD+D/oZhYdSh60iFo5DEi4cz7YJzutFK1zB4Oqan2MUmDPvWoVXOCA0ZhwEMI6Z3v6FO0Or0NLdLf/L6ilr/P2iaNBIsvk6kaFf3RIRwyR5QwNi/P0dZX0OHY322N/DzQ9dRX9MzqWbtefH9RbRYlO/S/KRKktQWBKBocfhpYXEJiR1Kc2f4LFjnvoLN2nXjZL1GOv2IRNT0PsefPpuN8QHj3pmNa8nemyt7rlMjsMT6KS3W0NJwu8ugSdMlvkV6nY+D29cHeUWECL9PIkJNhF6jaPdqlj18C96XPyam0oHDrMJx1jGMefwFRkw7H5UqcjuGwobFP1EmyA+Q4kQj59zVeUWfo5lTr78FQQh9Muusb6CxdjsESZ9RCdEMPuYcLn8svFD0God8ukmyaGLoMZMl+867+QF2F2RJPBOUCE+oCX7YYbfT/OP/MCMf+bNBN4LTr7oq9Ov9yoqvvmFTaQlehZCeaPScdsEcosp9nLr5NGYtmURqfeA7bNcJbB5WysfTPmVT0jZ/XxUmiE1eN4a4wrD6Z7Xl8NWbb4f1GiWU/h6aNhFIV5w4nLPSfyYlISAotbSoeNszi49HnIdbFfjD2zU6YpAf0LoauubvYK/0Cz+jT5gJBhUjtm5jwrfzGPrZm9TlbMCpCW+iY3CLxB8ciy++o/9X2oaf8SAX+SNSPWyYzP5f+6iOoypxJMVDTmV5yi2s8J3OxvIxVNTJlCr3iahWuRFKfP57XABU/kGJEE7EmSCn6git0TUqn5dRy+eRvWcTKrwMb9gYtLkN3oG47CeTblCuhtIZIrDfsZUxD15I36EFnZ5/ODCpOorRyfvVZJb2zKp0YV4800/vGTPvzohPkYrM8Qk2GsrLAMgdPIrGBOk9sPvnz3ulX20xR8cy8++vUDomE1+7oUxaqYedj9/L3s2re/SaTqeTdbXKCxsaLZzT8EnrdkHLRupqw/OXOrhnG+o2P60uPSThIFssY+kbwf3dgqHXS1c1ulDcMEIPMO3qmzig9j/rBOCcwm1E1ct7aFXH+3hj/iO90i+90YzFIo1kLN3Rs9+fCBF+C0Rmxr8TrrrqKnQ6fyqGyWRi4MCB3HXXXVitVoqLi1uP6XQ6kpKSmDJlCvPmSVdX3nvvPeLjA4O7JUuWoNPpGDp0aIeQw/79+/Pss89K9h04cIBrr72WvLw8oqKi6N+/P+effz7ffv0hy565g5YnXuaEf7zIqHf/x6j33mfyq+8z+awbMZljeO2111rbeeuttxg3bhzx8fEkJSUxevRoHnzwwdbjXq+Xp556imHDhhEbG0tKSgoTJ07khRde6MmP9Kjllx9+UZw8D8hI6VJ6y9FEYmIyel1qyOc7ndV4gpS71qrTOfn6BzjlquvD6sfq7xZSp1BRKzVGfrJ9/q0Ps6sgo8NAvSOhj0o7m7TOf+NlBnrljfZqiGf4BX8O+VqH2LVmHcvWbMSJ/KTOgJZpUybQf8RwYn1+f4oBzbmcu/xcJq4bSHSbUPn6aFg6aSufj/+Mhhhln5X9nnp0CgKkHCIqmreHHoXTWWtyaA2BFXKr1Urf/Zv4644XOTZlH4d0GVGE9VWZPDXgRorTcgGoT06RjcSwYAJP+KlPAEKL/54zm820xARaX3+ijvro8CqDCUD23lwsA+UjGA0V8venSVODM6NfSNdwCUZqYwZTMvBE1udcxzLV+ayvmcSBUr+BsGqbRyrSHHpLQmtgTBjvRm53m+gan4/RS78ho3Q7ySrle2y5axwZzmOJ04aeftkej8/FDnEjs568FbO5+6arXSXeLH2Gamogr7RnojoaEgWOv/zOHmkrFIbPOAu7IyCEqlQiW5cEBAhLutQjR1ta1mt9a8+sGx+lafbUDr5lsQ0iTa++zMq57/TYtd7+cDGNTcorAwNT6klo8xtmxMnqrz8L6xrlezdJttv68YxpWc2iLz4Nq71DGDRSn5uImfCRQafTknnx3TQSDUAUNs5e34TKKe9DVJhdy+fz3uuVvrnsUoHf5Q6e1h4hwu+RiFDzO2L69OmUlJSwZ88eHnroIV555RXuuuuu1uPffvstJSUlrFixgnHjxnHeeeexfXvnZfdKSkp4+23llWvR7WTVp68zfvRItq9fzX//8x+2bNnCO2+9TLyrlnuuuYX47bX+SANB4Ln/PM3B0lJKSkpa/11yySUAvPPOO9x2221ce+21rFu3jmXLlnHfffdhswUGG4888gjPPvss999/P5s2bWLx4sXceOONNDX9/s3GfnjnQyoUJhopopnTb762l3t0eNDHh14VxSdaiMsYI3vMbBrAVf9+g/yx48Puw5Zl8ivverScct0liq87/7bH2DU4hWDjzrACBoKkPi2dv4AJzctkj/kQODjwNNKzwquYVltRwbwvFygaVatRMSavLxNOmUlzQwMJbUQ1laBifMUYLlh8NgW7k9G1MScsS3VTNaOc6OHNCOqO78mjEtAmhZe+Y3Vl8MHTXV/VDaAQUdNmMjHvZX85bhVw6pZvuMHzJfGxgaXmxiY1L6vPZO6w02hRqIrSJCiXpO4MlzOp9f9Ws79fi6f34WC6fCRVMHKK42gaIH8PC9Ym7A75tCcxoWveJl401JvyKM07jm35V7CueRbsEDuKNJKOgEpoeyg8MSrQjr8Flc/L0OWLUNJ0f7FMZbBvAoYwy6e3xeppYl9KMWc8fEeX2+gpclKlHk5TtpqI7SH7loOZOSQl96SZd3A0Gg2WRqkY4+Ng6/9TRh4rOZZY7aW5vnuVybrD1DOvwnzNNTS381g2OCBq7s8sfKVnfH1W/j975x0eRbn+73u2l/Qe0iGEJoI0QRCkI4KigIgFe++eYznn6Plajr2L7SgeKzZQsVFUlI703ksKCem9bN/5/RHIZrIz2d0QIPjb+7qWi5l59513NzOz837meT5PWZziNrUGrh4Sx95I6W9jetE6HA7/Be6GYuk12WqUThu67pnH/r2Bl282GlpG1ASFmtNFckoilSPuwXVsSpgmHmX0Ovl7MLcAW8wrKCgIPNU2UPQGqfeS3tT2VLsgQc5UgkLNXwi9Xk9CQgLJyclcccUVzJw5kx9+8JSIjI6OJiEhgW7duvHkk0/icDhYtmyZz37vuusunnrqKepl8pFdJTlU/fdWbr7376SGqPh+airDChdStvxTQj6by12RKbw7biyVfRNJeuoxBJWKTp3SSEhIkLyMxsZUlx9//JEpU6Zw880306VLF3r06MHUqVN58cUXm/b5448/csstt3D55ZeTkZFB7969ueaaa/jXv/514l9iB8Zut7Nzn3zkhIBAvwG9TvGITh7nTpkO+JFDdAyxtmXki5aYpMHc9uYczGaZtAsfWC0WSgV5oSJONBAaGdXq+y//2wvs7aHcRgzITVieyvIKwrZ8g1Yh5etP0xDGT58aUJ9Wi4UvXv+QSkFp8i/QMzSGC2+eBcCyDz9Hp/JOUzOKesbsH8Nlv40nPd+z3aWC/C4W7BOKCcmwen0Pe+rLMaoqWnbXKva8CNlrU2DIz971xyJq9m3eTEaOtBx3anEOfz/wFgPi8xGO/ZK6XbCqtAs/6MaSZ0jx6q9WFdrmEdpFE1++/TYAVoORtf3SyckMPEIivlyDK3Si8vYtq3DhHZUn4Kaot+/y674QXC66r12LcKzsvCioEEUBURS8tZhjkTWq1uZwfoTeiMfamGpraaiQHq81djXbqsbTQ9cPteD/NaclZbajOEaEMfme29rcR3vSq0sfVMe+z8wtsWRkt0OZJ+BImpYr73u8XfoKhJhOAyXLkZENlBfkAdBnxGQamulraidsXDT3VA7Pi+79htL14acoTpIeUyo3JK3PY8nTd2BpaPt169MvllBWoVx9qXNcNX379aLXhCk4m93qx1LBip/9Lx0utjDfthkNTRN6ABNWqr97C0tDYIKxUdcioiaY+nRaGTTsXLaneu4Xhli302tbZ9m21Wb4fMOrJ31Mqb2k6eWhIXYaqk+tWXiQIKeboFDzF8ZoNOJweJtCOBwOPvjgAwC0Wt9lFu+88040Gg2vvSZ9ci2KInXfv8COfYfYV1LLHcM6o8KNu+wIKQe3onFCZddI0p58kPPveZaYBN8h8wkJCWzYsIHsbGW/ioSEBJYvX05xcbHP/v5KfP/ae4qpOJ3cZoZNveQUj+jk0XvQEHSaANKfmhneqoQwzrpgJtc+9Xyb9//zOx/SoGBum3V2pl99TP/7K+zrplTSNwChRuEGdvVHb5Ekyp8DuUISY26+y/99HOPjJ1+nuJXUkExVGDP+cW/Tsqa49SezcfZoLt4yhfErBxFT6ZlQN+gECvpWoxlTgjHWIzSpNVrccYGZBFvc0Xz76tsBvcdfdIbGSf3exXMwypx6WreLy7fN40b1IkJCPH+o0nItT9TcwvyoSyUVT+vUgYuGzXEUN/reVGvDyTk7H2erCoY3IVaR8zQX8dD4UZyVu5pOBWsJtxUgNDsedcXytwUmbQnO+NS2D/4Y6Xs3E1ZRCohNAoonTUmFSAvRpj0etB9LgUIUsVQacDkaP+M+VwrF1imkGbufUPd5ln10vX8cA8ePaYfBtg8moxmztfFL7Ha0DF07ZAna9UDP4T7bnQx6XTCJBosnCkOlgp3LG9NuNBoNlfFSAc55WFrt63QQG5/C+Y+9TX4P79+BpEMNrHvqbgoO72tT38uKlA3xBRVM7934faR1zmS3/izJduPeVX7vR1MvFWC0MfFsjpWaSKe781keoF+NThv0qOlojL7ySnYaz2lavrh4A7EFSbJt85LqmDP/5JafT+11jqTim0olsm+dctGEIEH+igSFmr8oGzZs4Msvv2TkSI+j+6hRo4iMjCQ0NJSHHnqI9PR0pk3zXY1Cr9fzxBNP8Morr1Ba6gkndleX4C7P53B548Sua4y56eZab7JjuvUyzv/HqyR3PkfS33XXXUdkZKTktXNno9noo48+SnR0NN26daNHjx5ce+21fPbZZxLB6cUXX6SiooLU1FT69OnDrbfeyoIFC9olSqGj0lBfT3alfFlZDWpGTBl1ikd0cqkuLUYf0nrUSnOc7jIMMd3QaZKYfN/TjJ8VuHlucwpL5J/aRIpGRs70v4LL1Idf50CWdxRFQGbCMvw0dy6DrBtkt9nQ4hpyBeaQwESBjx97gSOCcmpLihjCdf+R+lKE41/1rPqaOmx/xNBpUwQh1mb+NWFQNKwM0+BytMfmWYcb6jBrAxNr7MXJFObmBPQeKfKzBJ3RyK9ffUJ6jrxAepysI3t5KPddzoovaxIWnA748Ug/Hg95hBJdY9qSRSb6KCDqQqiuqaSwWyk1AXaldkOX7B6MGjMZgCkzr+KG6TO5e+RQhlXvITl7BZEl27HY5NOeXDGtfwd+IYp03r0RQXQ3Ciey0TDNRZvj0TZKHQag4jTbl7Vazxrn2Zito4jVB5Ya2By36GaffQujX7yDmAT/heVThdGqYeCqeJLz2qHME3A4I4ILpyunfZ5MNBoNdVUtrjeq/Kb/6jOlps2RxVbsdvmoyFOJTqdnwoOvUzS8h1dVwJhiN/mvPcvWFQsD6vOb736nsFTZ6yotro5hIzwRSKHnjpVs7+o6zJb1a/3al6FeGrEZmpDG2OtvZa9GmlrXv3Ytvy/w3//GZJRWyPoL376dMajVavrd9CCFQuO1TIuLy3dlo6+Tv5c4kLibTZv9O47aSn2t9DipLN5/UvcXJEhHIyjU/IVYsmRJkxBz/vnnM2zYMEkUzKeffsqGDRv49ttvyczM5P333ycqyr/J8FVXXUVaWhrPPPOMZ6XTBoiNTz+bI4CgVpOWcbZsX8899xwbN26UvLKyGn/0ExMTWblyJVu2bOGee+5BFEXuuOMOzjvvvCafmh49erB161ZWr17NDTfcQHl5OTNnzuSSSy7B/Rd9LDP/+bepEeSNWJMx0XPwuad4RCeP3St/ZdvvzxCZGthMVOPScvNrc8jsLX/c+cvBbdspUcmHcUdrAjeCvfSR2RzKNEnWBVqeuzg/r2kxZ99+snIWKU5RN0RewLkjRwQ0xq+fn80Bl3JqRLzbzLX/vk+yrqyomEitf5PTWosFlaCiPk+PZkk8yftNaJuFmhQmOqkaV0ToWbUIKhFbQpkkysMXdjGE3+YEZpJ5HGuDsgCh0+lw71qB2o9COQaHjVnbPmVGyHKMJs/Y80rM/KvhXhZHjschtM1I+Dg2ezQfLH6OwtjAJ97p2XHcNEveO2XEhRO57qpZxB7Kx413jXkVLor6Dg54ny2JKcwhtKrMZzsJraU2+e843Nj82DFVWx1CV/sgQjQRPt6hjM3VwB7DTiY9d/r9aJRQVarpXNA+ZeyrIgWGXn16P2t82hDJcmSkhZKcgwAMuPBqHM0ChI0NsHXZ96dyeK0y5rqHcc24RJKiBWCuA3Hu1/w+1/9C+69eAAAgAElEQVSIlF/yWvltFGBypvQ+aND5I8hWSaPhylYt9rkfp9OJuU56He6UdQ5arY7OV91DJVLPrc675nFw3x6f/QKYDdL0yr/ordsZR3hYCLopD2E5VvUvmiomrxOQhIYeo0EnsKT4E2y2kyeIup3Sa7QQYGp0kCBnOkGh5i/E+eefz8aNG9m1axe1tbXMmzePuDiP2VxSUhKZmZlMnDiRd999lyuvvJKyMv9umlUqFU8//TTvvfcehw83+qSoQmNApaZLdOMk9EBZA4JK1egNaQxFFdVJtq+EhAS6dOkiebWsVNSrVy9uv/12PvnkExYtWsS2bduYP98zEVOpVAwYMIB7772X+fPn88EHH7B48WJWrpQ3Vj2TKczOIc8pn45iRMfFd159ikd08vj9wzeoq1xAZKSNzK5VaFQxvt90DHttJQaTyXdDH6yavxi3TISFGhUjZ17Upj7H3PsiORmeSXpgZsKw7b0nqSgvx263c3jBB0QiL6rsUmdx0U2BVXla/L/P2F1dqjiqSNHIjLtnYTBKJwerPvwCrcq/CmPVKk/folugdlcoYb/Gk3jUIwo4VQL5XRtwTCimOKsYszEws0JrZTqbV/gf0t+0X5n00EZUzHvzPwGXMw4TDnCv7lO6Jnqisuw2+CJ/GCu1g3Dq2/7o2Hr2AXLSy303bEFSsZ6bJ/v28LIWyHu0GHXF6MJOTGQCSNu/DeF4ylOAIkt7ISKgcbtR2wIUjJpR7SijuHstU/51fzuOrP3plqsjoqJ9QhXykpNJ7NT26KP2oPuwcdQ3eK4ZggC7V38HQEh4JBVxUpGxYtvqUzo+X/QffSnx9/yd8ljpsa91QNzSrSx+5QGvCpst+fWXteSXKP/OJcVauHDi+V7rqzOHSpZ7WXaQ3+wBgBxHs/ejbXZ5dGogObPRCy8pOZXSc2fhbvbIwIyFim/986sJMUl/T4JCTcehe8+uZPe9uWm5p+sQgzekybYtjHHw3vdPn7SxhEdLU83NIYGb5wcJciYTFGr+QphMJrp06UJqaqpP75nhw4fTo0cPnn7a/wvshRdeyHnnncdjjz0GgKA3oe83ibOSIsiKDeHtVYdwudygUmMYcjmCpnESV1V1YuZfPXr0AKCuru6E2pyp/PT+l1iRn0ym6kKISzq9N8/txc+z/01U4h6MBhfV1QKrf7ShN/pf/cnuLGLXpvUnPI4yp7yZQ5zbSFrPnrLbfGE2mxn5wCscSTt+XgYk1dAp38m6Nx/hu7ffprdT/ollNSF0mnRDQOXZN/3yGxsPHsSpYEhsRs+Fl4yVPcYMlf5NtHcLe2XNiZ0WgYZ10cSviCG6WcG2er1AcXIDFZ2LUCmUB5fDiZ7dCzf63f44dquycXJ87qGA+qoPgQFT7ybJUcijNS8zI3k1umb6RnZhCMsi06hJCdy0Vkw4zJGe2a1WE5Mjoh5St6l9lorOy87GYpePkDIkudCVZRO/8zcSC9cT6vDPH6ymtJgfXnyUl6cO48nRPbnhuX/zxJo1FDczf75p8WKe/fNPr/d+f/Ag5809bggr8u627fT99DPp65NPGP3VV5K++n78sdfr4eXLQRQRUdHn00/pP/czjpRKQ+j/+eNL3P6V72o8RdYcIq7ozuhrrvTrOzhdLP7mUzKy28d4Mz9Vy5X3P9UufZ0IGo2G+mppFLBK44kYcqZIDbxDi9rHQLk9Set6FgMefY2j6d7CZ/LOCpY9dRuV5SWK7/9+n6vVNKGxKfL3QMMnX0o5Hq8cLU62//Rtq2Mt2L9Jslwf0vg3OM7QMePYFC1Nu85w57Hsf2+02i+AQaeTZi6KYLW3g5FSkHZhxEXj2BztSZkbV7OR9H0Zsm2zUwtY9Fvrx1Jb6TpknOR4NxpdHD2w+6TsK0iQjkhQqPn/mPvvv585c+aQn5/vu/Exnn32Wb755psmI1/jqOsxjbyO2deMIKeigckfbWa5eSAF0Wexc+dOXnrpJSZMmCDpo6qqiqKiIsnruMBy11138fTTT7NmzRry8vJYt24dN9xwAyaTibFjG380ZsyYweuvv8769evJy8tj+fLl3HPPPcTFxTFkiDQ0+kxn+6pVFCCfmhEuGpj+8B2neETtT11NFUvef4jUbiWoVSKH92vYuKQImz0PVXggpXJdrP32K9/NWmHpp19SpVDxKCnBf88cOcxmM0Pve56CFE1AqU/CsZl5Sq4Dc+0eGmzyjx73pEwg6yz/haTsHTv57Y+1iiKgDg3n9++jmFYXLvj3fZTZWp8sWsvV2JfGkrQlHLPN870cHFCMKUzZVFyO+rp0lnwR2DFgs8qnFIJAVHlg0Qg56QmERccRRuP1bGLlYp42zSY51nMOWxpgeU0S+7KicGn8e4zsVNVSdu4uGnSBqTQ6l0iXzUkk1vouq73m659xy1RaU+Fk+BVT0Os0FJ81hsLEQdRq44nat5qkvFVEWnJRyQh9lYX5vHfrZZRk7+fSf77AAx//zDNDh3KoqoqrFi7kqJ+ievOb9PSwMH6bNtXzmj6deZdITdQvyczkt+nTJa9HBw9GEBur4wGoBIE31vzo1/6bc9i6k37/dwWZffoE/N5TjXvnSvTtkJHg0IEzc9CJd9ROdMqURotERFgoPNAoXvcYOV2yLbxS5MCOdadsbP5iDg1n1D/fIr9fopfwmnDEya5nH5Yd99rVW8gpVq4cFx9j4/Kp8obWeoOBw7HSv2PX8g2tRr/UHs2RLFvN3teHsTfezj61NOphQPVq/vjhO8V+j6NqMQOpC7ByVJCTy8gbb+OgxvO3nZa7jbCyWK92DrXAOmER5eVtj1JUIiwqmto66cOn7K1/vcj5IEGUCAo1/x8zceJE0tLSAoqqGTBgAJdddllTTqqgUmMYPJWRL/zIuq076HXBRdz38gecffbZXHzxxWzYsIHXX39d0sdtt91Gamqq5HW8/PaYMWPYsGEDM2fOpGfPnkyf3njjtWjRIrp27QrAuHHjWLRoEZdddhk9e/bkuuuuIzU1lV9++cVvz50zhdU/rVSMdugcG+2VjnKmcWjjajb9/Did0hqffG5epebQ5gO43I15yJUFGxEE/01xbRUndqNwcLe8MGBCx4Rbrz2hvgHCwqPof8dTgQk1zR47pmfb2Kb3Lvu8Qd+PybNm+d1ndVkZCz7/nloF3yMVKvomJitWEjty6DCROj/9afzQFlSCirocA5FLUuhUoEd9TL/YOygbLf7fvLtRU7IxsNQgp1Mp9SkwUaQsTmDSrY9xYNcuyfo4ewlP1j/LhJQdaJoFVO0vCmFFfBoNCb5/hm0XbKA0IvDcgPT9SQzYmUtIre/jzV4kn9pk0heRkNQJocVj/IpuQylIHUalMQ39kX0kH/yd6Lr9aMTG34afX30cgFmvfEzn/ueRroJBCYn8d+xYBJCNopEgNp4lzXerFgRijMZjLxMxJhNRBqnZpEGtJsZk8rwMRsK0Osl5NLNbN5Zk72PnUf+MKZ2ig13uLYx/4V6fkUkdgbmvP05qbvtEJxzOCGPS1Tf7bniK6DF0LHX1nohhQYC9fzZ60aR27UlFjPS8PbSi4/jUNEej0TDhrmepvPA8bC1OvYgKkep332HNj59K1n+1pabVFKHhca1f+/pNvgwbnu8uglpW/PCNYnt3tbQ/h9n7fkOr1ZE+8x6qkApIaTu+4vDB1s+vlkJNvTUYUdOR0Gm1pM16pMmLyISVqVvKUdm8I/bLw0Q+Wv7cSRmHtcHUYtn/h8tBgpzpBIWavwgffPABCxYskN2WlpaG3W6nf//+kvWCILBz507eeecdAGbNmkVls8pCI0aMwG63ExMj9Qn5/PPPsdvtPPDAA5L1XbO6MWfOHHJycqivr+fw4cN89dVXnHuu54m83W6XfT3xxBMATJkyhQULFpCbm0tdXR15eXksWLBAEilz4403snjxYvLz86mrqyM7O5u5c+fSs41pKR2VP76YT4FCqeRY0czUB87saJrln71DWcEXREVbcTqcrPnZTVn+LkQ84oFGUGHQx7XSixSbvZjy8lLfDWWoLiujREG4iEPfbqJYTHxiQCUuWsoFnQ9ZWK3yiDVFQgyDrr7d7/7sdjufvfS+Yql3gO7GKC6+W3lytnHuAtSC7/SdXPKoUIhQkiPSruNokg19tZ6EUjU1SRZ00Tl+vx+gzpbMV2+85Xd7h0JEjRCgUFOR3guz2UxJ/hGvbWoBhlWu5KWbE4iJ8qRz1dUK/G5NJjsrHLcgf0w4Bm4iN8V3RExLUvNDGLms0YPCaIH1vymbhx7cs48Gh/x5Zkg99j2IyjNES0pP8jNHUR6ShbO6msgN33Bo3XLOmzK9qcS5saEWEDFqNFzevTurCgqoVjKhFEXE49EvSvXp/fC4EdwiKgSvv2XvmBjGpKTyyh9zfPbR4KzhQNRhpvyn45oGN6estJCU/MD8nZSoiYDBM+7z3fAU01ArTYnV6Is82xKl2/QFRXRkhk+7BdON11PTooK3wQIh3y9lyX//D4AdW/dxqETZ/Do6ysn1V1/Y6r4SEpPYbZJGg8UcXq3oi6Ouk95/CGHy+09OS6do4NUSv5pQGiidN7uViEXvU7jBotw2yOmhU2IctaPvx3ks2jJFLGLcn5GIMubCuSlVfPrdO+0+Bo1a+lBIawz89zBIkDOVoFATJEgHZfv2fch7mQic3TtTZv2Zw89vPk5Y9HZMRiflZSpWfW+hrlb+82rC/a/MIooWfn53dpvGtOi9z7ApeKKcc8GANvWpRGBVn7wnpJkH6lmhycCJitJelwZUGvjj/3uFQpVy2kmGEMaVj7Vukmqubd0D6zh5jqO4A/is7rDGJ6oNkTaKYl1EFRo5NHA/BqHaxzubI2A9bKC+Xl7kbIlT0RfBf6HmSJqWy25rnMjbauRTvWpVoWQlx3Nx+Cb6JlSiOqZziW7YWRTOmpQUbNHSfYpd9pKb5S38+CKmWsW5S6SfP3uPcgrIhm+XIMrcDqixM/rKxnL0LSNqFImIo7DBiiAIXDtyCJn7lpJQshGT3fO9dAkPRwTyamQ8REQRt4IRT3Z1Ned98WXj6/PPOW/u3Eb/mWZ8e+AAQ+bO5by5cxnyxecM/mIuX+7b69XXPeecw6Yju1h5SL7MPUC5vRDLeQYuvv/MEcX/+OiFgFP2lMhOTiIpvXO79NWepHQbKVmOiLByZPdWABIHjJZsiy5xU17SPpWvThY9Boyg6yNPUdJJKn6r3JC0Lpclz9zBJ6sLcLVi2TU42j9BKvECqSF+qljA+hV/yLY1NEh3aIzzjuY8zvnjLmRT1AWSdZ3dufw+503F97SMqLE7AjNuD3Jq6D+4PzszZjQtD7Lt5OwdXbzaicDumI3s3b/La9uJkNiln2Q5NNSG3RYU9YL8/0FQqAkSpAPy3avvUqoQ8dDJbWbklZef4hG1D5b6Whb992FSs4rQqEUO7NaxZWkBdqdyKGtd+X7Af4PchsLCNo2tuFZ+Yh8jmug/Tj7vv60EZiUsP2nttq+aVboMRl0y2e++Pn38ZXIF5adRSe4Qrvk/35VsItT+mTzXB+B8a0LHjmHSSICKRAs6QYMqvsDvfgAanHF897p/T/bsViUjD//G7tCCue84z7us8t9vvaYxhW/azbeQeaCQUeojhId7okUqq1QsFVPI72rGjYjLVEpR333YNYFF9hjtIlnroomyS1O61FZlryB7qXw6j9FQRFTssYjKViJqWiIee1RuNBq54vobuWnKNMb26NL0jR4//rXqFlFZrYg0AMmhoXx50UWNr8mT+XLyZB4cOFDSZlxaGl9fNImvL5rc9Loow1tsSA0LZ1qfcbz6x4e4ZT7bEct+Ot81ksGTWo9S6Egs+2keGdmVvhv6wdFkNVc9cPKquZwIWeeOoLZOKhYf2LQQgF5DxlLfLFtW5YYti+fS0YmNT2HYv98mv3uY1zbdUQ37S5WvueHhLm660r/fqN7n9GevpqtknW3T77JtTS1Kcydknt1q36NvvIMDaum51r96Bct+/kG2fUuhxmJXSkMNcroZNWM6O0yea+3kkvXE53kXGagzCCzY375RNZ37D8Xh8BwsGrXIwXXy4mKQIH81gkJNkCAdDKvFwsESea8VDWqGTRgqu62jk7dzE38u+DfJGY3REZuWa8jevge32JrZrIoQcxp6rf8RI1Zr4KlP25etoFQhRSf2pPgAtc8T7+57K/n65Yf8avvtK++w3648iYsVzcz6550+q0btXb+JcK3vdLRidynlKv+fekW5tKhM3ulUoVXxTLv/Lkwa5UoocjgKEygvr/DZTnQrTA78LB+dkxHK8Es8JqY6h7zgZ9d6xBCtoRxjmcjQgjx6JlQ37crlhC3F0azPSKJ2cA6V/tszNQ4ZSN+bQu9D3mKl0Sov/O7cuIUGp7dBJICpWUl5we3/MRuXmIggCOxq5tej0usRhEbZ8XBVFRpBIMlsxqTVUudwILYQaWrtdkK0WpqfK1qVitSw0GOvMFLDwogxSf0LQnU60sLCm7anhoURqnBM3z7sKo5UFvLTTs9Nv1sU2WffyqgXbycuOcnvz9wRqN/yG4Z2eNDs0IIlc6DvhqcRa630mNUZGgscaDQaqhKkx4Q7+8ApG9eJoNPpmfDQGxSd3x1Xs0rjv3SfiKMV+5b+UYXo9fIeU3K4ekoNmXvad3Nwn7SaYHFBDvpmx5JbBWk9zmm1X71OT/KMe6jGc+ESgJStX5B96KBXe5VKek2xWIMRNR0VtVrNwJseoECVCIAGN5fvPYi+xltYLIi38s7Xz7TbvjUaDbW10uO7OG9Hu/UfJEhHJijUBAnSwZj/wttUK1UeEk2cfcHwUzyiE2fNvA8pOPARMbEW7HYXq390Ul64A1C++xQEI4ldh3PLq2+jD/e/TLfLXcl37ymHW8ux4Ze1yIknWjSMv3lmQH35Q2Bmwq1sE6H7nhK+fuUfrfbxx+dfs6OsUHG/4aKBaTfNwBzmfdPVkr0//4HKDxHjgPuQohG2HBqD90261iVyQa+LMJvNGDpbCUTgsorhLJz9gc92LgV/Bn8iaupCG8txN8fslE8rE/WeyYsY0iiaqN0quuyv5gJTAeYQz2crLdewdttUDLkX+BxDc9JzIhm+Okd2m6le/lzbvnAFcp9Vg43xszzh7oH4KpnDQxk/fjzvvvsuDQ2Nn1WflASCgMXp5Ot9+xiZkkK4VkPnsFD2lJd7maTuLS8nPSxcpncFAhCSANCEEBMaw3XnTuWN5R9jdzoQcbNbu51Jz/0tsL46AJ/P/g+pOe1Q5olG8fGSWbe1S18ni7Te0giS8HAbuds3AmDM6ivZFlVsx3YGpUqMuf4RbNMn0WCCGo2ePRWJim3NISJ3XjVScbscwy6cRJHgEbpUiBz4RRr1krt7o2S5PgT0eqlxtxypGZ0p6Hel5EodRj1F897AZpcen6oWvlxWRWP3IB2B0FAz5qmP0EDjcRBJDVM2OMHl/ftxKOUQK1b/2m77dtql9yYi7V9hKkiQjkhQqAkSpANRUpBPrk1+omdAy8Sbpstu68gseutJDOb1hJgdlBSpWPNDHfX1rT/h1KhiOW/6HVz5j0aT6R4jxxCIZ0jJbv9zpO12O6XIT3Di3AZiEpVvkttKABlB+PrcKjd0313I1689Jrt9+7IVrNm5B4eCaGJEx/jxI0jq4p1zLofZ4l+EkcXt/4fUo2HHiDyv9XFlBs7u21hSdsY9dxKiD6zag60sjd1bNrXaxmFve+pTbnoiKV2zJOtC3fKpT/rwSE+bVKlBe0ihiwtK88hMqG/ardMBuzb3pmHdDWgsvgWLhHINwxcqRx2F1CmYFZfLi3MGUxEhoZ5KLkIAqU8IKt544w3cbjcTJkzgjz/+oMThYGN5Obf+9hsalYqHBzX+Xad260FBXR3Pb1jH/ooKcqqr+Wz3LpbkZHN1z16Sbl2iSJnFQpnFSllDA2UNDZQ2NDSZBgNYnS5KLQ2SV5WMabGga6wQeN3gqdhdDpbuX4PFZOfSfz/g1bajU1VVRVL+IRT8qAOiNgzOuvjWE+/oJNOl33nU1EojpQ5tbTTMHjjxKuzNNhmssOmXeadyeCfMoLHTiL/7ARb3noS9FY2pb3QhxhZRZb7QaDTkJ50rWdejZhPVlZ7o1pp8aQSMRaY0txIjLpzExsgRknWZrhyWtvCraZn6ZLMFI2o6Ol2zMsjt77k+dHPlMHS9dwqUTSOwvH4edfXKfniBYA5JlSwbzcFS7kH+/yAo1AQJ0oH48a25WBSiTFI1Zr8n0x0Bq9XKwrcfITnzKFqNyN7tWrYvP4Ld2bqxo1GfwTVPv8ngCRc3rRt24WS06gCqP9X7Tnk5zpL3P6VOQajJyFI2TzwhAqn65Ieqo3JD1u4jfDX7Ccn6gkOHWLJkheIxpUXNkF7dA4rSilTH+GxT56inXOV/qdUotx53qPf6kMoEyXLcgGhUAUTpODCyad7yVtu4XfIChK+qT2VxApNuedRrfbgoY5ALxHXypNFcev0N6Ft4BakcAt3Kt3LOgNUYmmlhhUfNZC+bhaFAOrFqTqhFpNdKI4ZWIp2MDbDpd+kTzk2r1tDgko9WC+va4g8SwDErCirS09P5888/6dmzJ9dddx1ds7K48aefUAkCX0+eTKzJjEtQkxQSypxxEzhSU8sdS39l1qKf+SUnh+eHX8CI5E6SfnNqahgz/xvGzJ/PmHnzGDNvHmPnzcPVLJpmwaGDjJ4/T/K694+WHhwCgq7xc5t1Rq4+90JsLjtRif5fYzoSS95/iujSdjIQTk2ka8+z2qWvk42tXvr30psahUqjyUxFvNTDpmb3+lM2rvYiMjGdXdXKv0EGI1w3vm3VLs+7+HLq8UTImLGy5oevm5adlVLR12H2P7UKYPRNd3FQnS5ZN6ByOSsW/9S03DL1yeYMQAwOctoYPmE0m2M93l2jazfReW+GV7uSSDdzFv2nXfaZOXCUZDnE7KDiaOBG+0GCnGlofDcJEiTIqWDv+o3kI+9vESoamPbwmVN5pCh7H7tWvkdKZuPn2fi7ioqSPUBroc1qwiN7cNPL8qWV9eZoHDXFfu3f4SphzZKfOW/8RT7bHjlSIitZh4kGRl19ckybxQAefftbJlrjhKxd2cx/+1mm3fEP6mtqmD/nK8U0OgGBs2ISGHXVDNntcmxY8hvhWt9CzXbVTmyi/2HsBrW3+GJwiFw8VPr9j585g8+2vUZtnf+CZUNNBku/+Y7RUy+V3e5UNLBU/t5FwVOOuzmV5RWEKZzDXc6SRodoDeXYLB4xxO62UTdkOzXRTlJi92HZPp38/MbtdivsWj+I1NQs9L3n49Z5/qZqN2TsSCWzMFtxvMc5uGsN/UeNbVre+9t6wPu71GJhzFXS6D2hZW5SaxwTjJKSknj33XebVr9wxx08/v77bCoqYkRKWlN6RK+YGN4aM1amI88+b+tzNrf1OWZmKjSesIIoPT/+N26Cj4GJbL/mGkBAMDYKZ4ctu0jJvJg3sqahwsVnf/svcZ1hwJSJRCWdJKG2HVm5+Ac655a3S1+FndRc+cCz7dLXqaBL3wnUFHlKrIeF2Tm8+U869xuMmJoBR/Z7thWdeSV93/xiFZYGZZ+kXhFHyH7zNWzX303nXv0U28kRHhnBmvD+DKhe3bQuuWAdTucNaDQaVC1Kc4shvtNim6PX6UmYfg81Xz7WdE0UgE6bPievW09SMzqjbvE7aHP4L8IHOb2MvuFm1r1ymCzHPgCm5m3l/aiuVMVJBb7s1DLm//QJ0ybNOqH9xaRkcHCTBrPJE3V1YP1Szp1y3Qn1GyRIRycYURMkSAdh2be/KqanZEREYDLLV2bpaGz88UsObX6TuIR6rBY3q753UFGyi9ZEGkEwk9RthKJIAxDTvUcAo3Cza+kvPlsVHDpEiUrBRFil92ms23ba5+l3S7R2yNixj2/fe4lPnnmLUkG5RHWWLoKpDwQm/hWs3OKXbGQJIIJdg5oDQ7yjrGLLTKR27ua1vufEAWgUIqDkcKPh6J/5LFr1hez2nH1KaXLKnzQ/1VOOuzmHdsr3VUMIkdFRknXHfWqO4xq5jqLoxi/Ora9HP/Ajeg3YgrbZIZiXF0H+shsxlngiHjIOxTNkk2+RBrwrPzkqImXbGczFmFumUwQQUaNkxPzA88/z9Pnnc6iqCsuJ+FGI3iJNIAiGeNwaM7scmzhsyUCravyS3aiptXXi0J5OfP3sZj594H0Wvv42JTkd14y2auNCjPI+0QHh0kBt5z4n3tEpJO3sAVRXSyM9snc2XvfPGjtDkmIaVg17Nq44lcM7ISwNDWwt76S4XaeH8TsXElEhUv72G6z9OfDKVl3HXoy72TmUIJayalFjxIu+QXp+6mOVx6JERpdMjvS5QvJrF04d+V/NxuGwe0XUOJwn53cxSPuj0Wjoeu3DlBMBgBEb07aVoLZKz0e3AFtDVlBQkCvXTUA01El/k+pqck64zyBBOjpBoSZIkA7Aym9/oEAlP6mOFk1Mub/jewYALHnnWQTVCsJCHRQWqFn7UzUNFu9qD83RquMZdvmdXPHw/7Xabupt96ASIvwei63a91Pm3z/9TtbwVoXAkEtGybyjfWiP8txK6G2Qum0n6gjl2VuaGMo1j3sLDb4Is/kuQ2R1WKlQ+z8Jj3YbqI/3bh9aJe8N1G/4MAyROX73D1BvSSN700GeW3IH2/e2SIGoUCrnLv+9O3QQ0k++ZHNJgXwZ8WrBO68rMsOT1uU6Zys56d4Vuawpq8gcOZe4eI9JhaVeYOeakYg7ZtDpqJnUPf6Xo29e+Wnt0j+wuKNk20X0lEmHCiT1SSX/3X30xU/E9JzAjb3PxqTxx/PCe58CAiqENog04rGXgMOUwhbVFspqvcP1Pa1V1NkTyD2Qwrcv7eaT+z/g55ff4ui+nQHu9+TxxZvPkJbTPia52RlmLrvhnnbp61Rit0orAhpDGr32tCkAACAASURBVKv+JaZ2oTxWeoubu2bhKRvXifLOF39QV6d8jHePLiLC0Xg+Gy1g/u5XfnnvCcX2cmR268FunTR1SrN7JQCmOmkEXWyGNCLQXy6YdAmbwqVVprq6DvHrnLe8zISDATVnFnHxMVjG/w0HjdfyTmIJE/4MRXRJ/67VZvh8w6snvD9BlP5eaXTyacZBgvyVCAo1QYJ0ALas36lYkeesrPSTGNnRPlitVn5+658kds5Fp3Wze7OWnatycLiKWn2fydCF6178L4P8SFECMBjlywjLYXMUU5BzuNU2pTImowCxbhPdBw3we1+Bc3KfHBos0LfgCMky5a4T3WaufaJthqkRWt/f/zbtDhpaqebVEpPgnVJjsonMmKQsTo65aRo6wX+TQhGBkJx4CqLsfFDzHm8tfITisqN8/eZTitEISkJATnoo50++THabrUa+/HmNyluomTzrWvRCDe7kQ+R1z1E8IuymCkLOfZ+effagPp6sLMLhg3Fs3X0dpQn++4k0r/x0eNk22TY6oYFxM6d5rQ+kPLcoc2vxyltf8n1+T5YZ++Fqsv4N7DxolGjaetvSuC+X2sTS7kdYM+kg269cREjXtUSF56IVlIVNERX1jjjyslP5fvZhPr7vQ354/k2O7NzSxrGcOFVVVSTkH0DVDrYedaHQddyJpSacLrr2nyhZDg1xcHB9o9hgTZSmaRoKlc22OxI2m42NZcom9hotDCyWRoyq3NDpz2yWPHsnVov/IVaGAdIHEt2cB9iwapnkuigKkNGr7b+Ho266m8OqNMm6/hXLULW49jsU/MKCdFzOGdCH3ZlXNS33t+/mnG2dvdrlJdUxZ/7LJ7Sv2OTekuWQUCtOxaqNQYL8NQgKNUGCnGZ+fGsOJQrRNIluM2Ovv0p2W0eh/EgOq758lNSuFQgCrP9VRf7+XYhiaxNpDeFRZ3P72/8jLEI+/UIOU0IgFZjsLPnwPcWtK7/9gQqFyVl8pIyzbTsSyO2ogIC7DVdqUz30Lc0j0eQRHKJFE1f//ZY2CX8r5n9HqMb336rB5v+nUyFwpLd35FNMaShRUcol2RPT0tHFB1YBqt6RSN+lXXALsDe2jJf3PUaFvhiHSkEskEnfkSvHLXmLTd4Ho0EjH4nkDjlK2YBdWHStR4cIarB1/o1uF8wnKtoTfVRbq+L7wtF802cqrpYlVGRoXvnJXi3//epDihSOjwBElRYRNU+/+S1LC3vgckKhNpY/QgbgRkDdFOXim+NxNG1DPPavwKKRDg6d01jaVdSq2DmgmNEPzuC6V6cycJydmMgcHyKgQIMzhoIjafz0bj4f3/sRC56ZzeGNa9s4traxeM7TxJa0l4FwAr36K5tVd2RSevalqkpaNjp379LGbedKPYuiSt0UHfEvTfB08sEXS6mqVo44y4qrYNKjT5Pfzft3KulAPWufusvvzzlk5FhyBakPzpE/l0iWG8xgDvVdeU4JvcFA7PS7qcWTuqJCRN0imtXhCqY+nYmMmTGN7SGDm5YvKttAQo63v9eBxN1s2tz262TXwRfgalYKXKd1k7NtXZv7CxLkTCAo1AQJchqx2+3sz5ePOlGjYvDojn3zvPWX79nz5yvEd6qjvt7NygU2qsp3QSuVeVRCKMndL+Cml2YHvL9Jt9+DIPhXHhrAWqr8BHXPht2y6w1omXTXDQGPLTACMxPe0ysxwJLejYTUwjnl+cTpBUIxMOXKSwiP8W0GLEfV5kP+tVP5H78eJRop7+otbkTWepf7bMll99+BUR2Yiar6aCfclsbxWXQCu/pa2T3ZjpiZLtPa+wuXK8fdHJ1DXviza+X9pSoHFVAW7v+xYAstJGLou5zduQDVsXmc6IZ1xam8mHUn+XGtm98er/y07MdFWN3yaYQxfRXMSwMozy0KnluLf7y5mNVHu0je/lvoIIo0MYg0TtjkzgdVk5wptINI0xivaOvbk/ws6edo0AnMW/4uGo2GARdPZfpTd3Ptq9M572IVsdE56IXWw+sbXNEUHk1nyUdlfHTPp3z71Gz2rmxZZap9Wb9yKZ1zS9ulr+JEFTP/9ly79HW6cNqk1eFMoY3XhV6DR1HbzANX5YYdv315KofWJv4sU64+ptbA1UPi0OsNTHh4NoXDsnC10HRii9xkv/wE29f8Kt9JC8o7D5UsGx1lkmWL+cSnCp0zs8jtLTWuV7cIB3MEgyPOWAbfdD95qsbfDjVuLt+/H1O1VNxr0AksKf4Em0Iksy/0RjO1tVIPnKP7N7RtwEGCnCEEhZogQU4j8194k0qFqjxJopn+Y0ef4hH5z6/vvYTTvoTwcDv5eRrWLazEYm091UirSeT8K+5kxkOPtWmf0dGx6HXxvhsew2Yrpr7eO1qpob6eUkHe2yFONJx04+ZAqz7NuP9Z9vRsm8ASVg39ago4q0sCGb3bXnY31Ok7ymizsJ0ahe9VjhCZryHUIjJz6u0+32s2m9GlVPls1xyLO4pzl/Ug1OLZcUUo5I7VYrs0C7dExJIKA0rluCVjcspH1IgG7+9u9mePk5fsf/rWcdKPhpK21cUobT5hYZ6JTkWVhrd001jY+6JWI7YO7lpD/p/7ZbfphVpGXXqx7LZAUp9ARU11FffOXs62o95RcC5BwxeR47EIBgSUxRqOedGciEgjHhNpTJmZ9Ln9HjqVeAu9RyJzaLB4rhMajYY+4y5i2hN3c8Psqxgx3UB8XA4GVevHm8UdQXFxOn98Vc+Hd3/GN0/MZsdvC9s9PL9oxXxMyj7hfuNSQ1lq28o7dyS6D75EYqEUYnawZ3WjSFGd0CKazUc67Onmo88XU1ahVdzeObaavv08fjFjb/gntukTsbTw/g6tAecnc1n2xRs+9zn84qlU4blGuVuc63ZT+6Rej7z4UjaGe0QhdYsrlTOga0yQjoTZbCTq8keoOxY1FUEtUzbYEBxSFbEwxsF73z/d5v3YrdLz2en0rxJokCBnKkGhJkiQ00RlURG5DfITNT1axl875RSPyH9+fvNfxKUeRK9zs329hj1rD+F0tZ7/bzZ15apn32TAWHkjVn/RR/ovWLjFOn541/tG9ee3PsSiUIWqx8COOXG5/G8vsaeH/2lizYmoFAndu4Y9G9oeJhylUX7Ke5xaa2DlZ6rSvI//6NIIr7LXSlz59/sw67wrRrWGozSVXsvN9NilR9cs1L4wQaRgaiTu0d0Q9UaJOCAKUJ7hXY67JWFueaHGEC79u332xdvkZB4JaNwAsVUq9MsGAmAscXP+0Tx6JlY2ZWm5nLCsNIvXet1BaYS8n5BYV469Rn6bPqxUOS0uADNhR1Utf/twLwcKlc2/C7WxfBg1GaugkxVrGuNoTiyS5rjvlyE1leT77kOl19M/1ruEd61R4Mul/1XsqeeIsVz277u5/o1rGHN1OAmJORjVFa3u3SqGU1KazqoFLj65fx7z/j2bzT8vOGHR5st3XiA9W17cD5ScDBMzbg3cVLyjkdi1B1VVUgHu6MFGn5qwnlJvlehiB5aGdlC5ThIriuQNvqGxKv3lfbyvQYPGXU7snfdSGSM9V3R2iP5tM4tfe7DV485oMnIgemDTssYhFVDcob5N5P1l1E33kq1KBUAltEx9arfdBDkNZHRJ4+i5tzddxTPdeZy/PsGrXXZqAYt++7ZN+zAYpBGf+vZQrIME6cAEhZogQU4TC2Z/TL1CmeFklYm07t1P8Yh8U11azC8fPEhqVjlul5N1S6Do8C5EsbUJupaI2D7c9uYcoqPbFhXSnHOnTAP8qRhzbMy5OV7riirk0xmiRBPnXyYfUdCeKBlHy9F8ojr9wVfZ3y2sldbKRJWLFH/zLtm7tgf83l/+9wkmje/9Viv5vcgQKRrJHeCdvhFvTQ9kaIT10iEE4PpjF824bakMX1HPpK/UJOdrmra5VJCX5ab0qiSc/eJwHfs7HUnVMdWPCW24KC/UxCV7UpK2b13PvsTN2NWBCRAmu0jMul5o3J4n3yq3im77yrkoeilms+e7LyrX81rY1SzvOdKrH6crEpsoHx2VOLCL4v4FP4UaXc5eNhxJo0AmcqUl2fpk3ou+jDqVEY551jR6V7hPMNXJ3XSOmTIzSXvoITQhjZPNMedeRGKZd8RCrmkPDofvamVdBw/n0n/dzXWvX8uFNyXSKTkXk6aM1tIZbWIIZRXprFuk5uP7v+HrR99k/bdf47AHlgJQVVVF3JG97WIgXG+GTsO9TaPPVNxOafloc3gFTqeT/uOvwNYsW0Jnh41LOmb60/xvllJUplfcnhZXx9Dh/WW3pfc4h77/fJmjaVKhVRAheXspf/znDmqrlMXFsyddhoPGa6HOJj2WtVHek+22ojcYiLrsTuoxom5hJmwPluc+4xk6ZgSb4jzFIS6o30LXXVJzYYdaYJ2wiPLyspZv90nqWUMky6EhduqqWxfNgwQ5kwkKNUGCnAYObtvOEQVxIwQ90/520ykekW92r/yVbb8/Q2JKLXU1Imt+clBduYfWrHFVQjipPUdy4/O+w6/9pfegIeg0AaQ/NUhvBvau30ipSv67j9Ep3ySfLlpOWC97+A0Odm1balZMicjhz1+jKMDwf9t+334Yu4W9iml8coTJOCRH1sHVVymb9cox5cbrMZtyA3qPtSqD3MgYYqvtpKxUk/azhZhmBZsa9AI5Ax18d6WW3ZkhhPbzjsJoSXlJKaF4P90TgcyejVFa9fX1LMz/mKoA/3yCCKl7MhCKvKtpONFhslp5+Mg79Ij33LA67PBzRV/e6n0L1WaPyCbWyUe5GIRqRk2ZpDwIP4Qa454NbMqNbzV1oyV5ukRejb2Kvfp0RAQExGYVoQKZuIk096Nxq9Xk6FSkPvww6hBpREBPw1Cvd1eEisz//cMA9gfpfQdwySN3ce1r1zP5jjSS03Mxa0oRWhm3XTRRXpXGpt+NfPzA93z1jzdZ/eVcbBbfT4YXffAscUXtUxknOy2OkET/q+h1dHoOvVRyiJpNTvau+gW93kBFglS8aNi7+RSPzj9+OdLKhUGAS7JaPx9CI6IY9a+3ye8T7+VplphnZ+vTfyNnj3ylsuTkVHYZG6vqmOql+4lMVfblaguZ3XpwuNd01C0jaqxWHA7/KwYG6ZiMvf5G9mi6NS1fVrCJyGLpPVt5mMhHywP3xkrp2ReL1fOgThBg/9rf2j7YIEE6OEGhJkiQ08DSLxdiRz4UOT0knNBI5fDn08HvH75BXeUCIiNt5B5Ws35xGVZbTqvv0WmSGHHNHUz/+7/afTz6UOWKQC1xusv45evPmpbX/PA7bpmJlAY1o2dd2i7j80UgETVyprZj73mB7C7+myo3J77QzY4PnqasuNDv94S5fVf8KLUF5hdjjfMWyyLK2nbcZ1yQhVohlU0OJzoqNB7DYiEvH9OXB0hbK2K2ev425eGwcqyVddplHMzZ02qfB3fLb68hhPCoRnHk/R+fpiA+cCPF9JxoVFv7KG5XN+gw2G1cv+1jLg9djaFZEZzcUjMvxd7I+q6DcYoi9nr5ymm6iNafbvqKbzFuWcXqo1nU1gZ+W1GtDqUyLgx3RF8Elf7Y3o4LL26aizDyL08bEaiKTmD9xEvZ48xhzxrvm/gpI68mtsp7nAeFTQGP/TjJPfsw+e93Meu1G5hyXxZpXY4QoituNdrLgZGK2jS2rwrjkwcX8cUjb7Hik4+x1XunBG5dv4bOue3jx1CSoGJFvxIOFuxql/46AnHpmVRWSq+JxbmNFWaE9EzJ+vCi+g5X1nfJ4lUUlCpf05NjLYyfMMxnPxqNhgn3Pk/5uAHYW2QxRpaLlL71On8uko8oihk2AasoePkfpfcaKNv+RBg1ZZrEdBwAUeDXD5VTEIOcGWg0Gnrd+E9KaUz51eNg+vZCtA3S4zs3pYpPv3sn4P7r66RV3qpKDrR9sEGCdHCCQk2QIKeYdT8tpkCQf3oaJZq47O++jVRPJT/P/jdRiXswGlxsW6th/4ZDON2tTeoEzOYsrnn+Tfpd4DsSoS2kDQysGlbOuj+b/l/ukp8ox7mNJHVRTv1oL1YsWkJAVZ9kykT/NPsD1lSHkpvetgigxAIXm95+jBo/Qobr6+uJ0vr2p6kPIFMlTDSwf7h3tbNUusm09s2wiRMwhgdWdre+PoM9nVKbnsKrAGHrQWI+O0LqHjWaZsaWudENvFX8Eu8t/D+qauS/s/IC+XLh1UJjNMucT14iJ6N1Hyc5Eku1qJe1PlES6z0RMwMOrOfBkjmkx3om+zYrzK8dwv/63YRFa5LrgvThvVvdR2v+14ZNq1lR2htrG61TbmQJQ+mBIews1J0uRRV1LmijaBRsmos2Si8BERVV5nBWTbya3y+7BYdJBbhY/qX8pLSz6xyvdSWRLn5cceJpMQmZ3Zl4/x1c88pNTHv4bDK65ROqL0TVSjU8J3qq6lLZtT6Kjx9ewucPvcMfH3xA3bF0ldzfPsMcuPe0F24VZMd3Qh2qobQ2MH+nDo9LWi0uJKISp9NJnwkzaR7AF1ILu9ctPcWDa50fDgitBq2NTQnMi+OCGXehu+4aSdUraKz8Zvx2Mb/M+Y/Xe84ZNITt6gzJuW4xQVSsvLh7ohiM0t8vl6iiX+lS1v7hX7WqIB2X6JhInBMfxH4snS5BLOPCdQbEZr5wIrA7ZiN79wcmGItOqeeboKlUaBkkyJlPUKgJEuQUs2HVZtwKT1m7pycpm3meYupqqljy/kOkditBdDlYu0ikOHcnoqg8GxPQExnXh9tmv0/ESYwKGn/FNWhU/vvd2GobJzu//G8u1QpViVJSTn4aQGV5BaFbvsEdYNWn5iya8wm7a0pRa7SsqgsjP9X/NJPmJB1xsuq1R2SrYjVn2UdzMahbz9XJJY/yAKo9hYveHkMx1QLTpt/odx8tGTrzQrSC/2bGIiqsFu+y54LDhmrZXlLnu0ku9PjXOFUCO2ILeH77g8z//b+4XNJJt7VWPqKoVhXK77/9yKGMPbgC/MUNs0D42r7oVK0LclZHDKXNHjKGNtRyx473mRS5BW2zy8nBwjCWRadSlyT9/o2qSob6rDAnf8yqNm1gWclZtCVjQXRauMe5jLM1/dEIjcexoNKiCumKOmEi6vgLUUX2RzB3Bm0ECFpABYIaVHrQxyGEdMcS3osN5wxh6VX3U5KcCYIK3TER0mLL5c9vPvXa9/RR1xMhc+jvrF8R+AdphZiUDCbcfTtXv3wLVzw6iMyzCgkzFKBWiKgEcKGjuiGZvVvi+PzR5Xz0/JOkZwdm1K1EbrqRrec1iqT1jsDK23d0zrpgOu5mP60mo5Ndy34iNj6F8jjpyXd0Q8cRA1av2EROsbJhb3yMjelTA68Aedbg0XR+8HFKEqXnu9oFndYcZPFzd2GzSa/bNrNU2WkwCWQfOhjwvv1Bq5Euu0Q1atxErfmEwqPywneQM4ezzzmLzakeH6y+jn0M2JIhaVNnEFiwP7ComohYaSqeOaR9zNWDBOmIBIWaIEFOIQv/+zFFKvmJcYLbzMRbrzu1A1Lg0MbVbPr5cTql1VBVJbD6Rxu11XtpLRJErYokpedwbnju9VMyRr3J//Qnu7OIXZvWc/hAnuz2EPSMv3lWew1NkVUfv02y6B1J0hrNdYSNi39h0+HDuI4JfWqNjjWWKI4m+W+u3JzUXDu/v/q31sWaPN+P8fMcRxXFRzmEUO+oprCyEzOa7nxWT/Qx8n9fJepsyTijkmS3qass3DX6ZaYxhZhaz1+hTi+wPHQDzyy7ndWbPZM9lU3+e6pwa1nj+ok6Q2DmuBq3SNKOTFSVnXy2daElN8k7Gmn4nmXcX/MpidGe77uhXmBZXRIHsiJwH3Ol1Ub6jqySMxO2bd7JqqIs3G2o1pKmyuGf7KKLQb5kvCAICPpoVKE9UEcPRZM4GU3KFWhSr0KTciWa5MvRxI+nyBTFr6OGcGTgWGkHTUaVIht/WezVv15nIK3W23vjaIyd5RtPziQ+PKETY2+7hateuo2ZTw6j2zklhJvyW03bc6EhuTYHdTtUxLGYYFsXj6JnVf+1KqZEJ6VSWSmNGCs7ugEAWyepR4axsOOIVF9vr0ds5fI5PL7tZqnxSekM/fdb5Gd5C0HJ++tY/eSdFBfkNK0zCtJj0WYQ2LNkQZv33xqaFjMQ17EpSRTVHPj09Q6XnhYkcCZfcyXr9J7KaxdWbCApO03SpiDeyjtfP+N3n1nnjZFEnxkNLvL3bjvhsQYJ0hEJCjVBgpwi7HY7e3PknxKpUDFwWL9TPCJ5Vnz+X8oKviAq2sqh/Ro2/VKEzd76BFivTeH8GTcz/e+PnqJRQlhqmu9GTbhY+81XlChEfcSgP+mRTAvnfs65lvWNCwFE1ByXarJ37GTpinVYW0zq3GoNq5xxFCe27XKecdjKr288qLg9XFQusXyc+pZhKa1gQse2YdLjSRChR6h3KkqgXHLvTRhUgXnlCKUJOOVyDgQwm82MGDiJfw5/m6HVfTA1q4ZSEubmS9dXvLLoPrKPHEBvl5/0ZmfZKY4KfJadfjARYU8vv9urG+Qjq2Kqyrh319ucm5SL+tgTbFGEvUVhrOyUiiVOoNvYQT77b56C57Q0ULn5EJuOpgTm93uM0dp13OiykmBID/zNxxAROWDdzvLxw3DEeotttdlbm/5vc+Tz2/veAvIVo+4gxOr9AdYV/tjmcflLaFQso268kStfuJ1rnh1Nr0HlRJiPoGlRCTA8YzUJR9vHQPhQegzFmZ7KZHad/1FwZwoqUiTLoRFVOJ1OOg+TVvOLKhMpOLzvVA5Nlm2bd3O4RNkDLCbKwfVXnVgKsV5vYMIjb3L0vExcLTT9uEIXh198nJ1/NqaCqWqrJdudOhXdKzdRWyNfKfFE0LaofOdqlp/Ww7mPXz4K+tX8FRh950NkC41piSpEph/YjblSel9xKOUQK1b7J5CHhEdRWye9X8vdsaZ9BhskSAcjKNQECXKK+O6ld6hQSM1IEk2cO+nk+LkEwsLZjxMauRWT0cnmVRoOb96Py93a0zyBkNDuXPPc6/Qfe1Er7dqfS26/D0FQDhdvia2yTMHAWWDQuCEy69uPnAOHyMxZ2BQdE5hMI1BdVsaCz7+nFoWJlaChIqovpfFtK2mceaCBb5/zrrZUU1lJpK710qylYhnlKv8nfFEuLSqTdLYQV6lmwkWX+92HEmERkWg7BeYD0+CKJaHzRK/1zVPOtBotV4y5mwd7PUev0gTUzebN2TF1zC54joOdKqkXpJ/r6079yEkLTDgCSCk0olsbmA+T2KA82VMBnXNyGCUcISrSIxrV1Kj43Z7CH8UGn0+vj2uLYk0lxbuq2HO0bRFQV6l+ZbwzkXBt2yOoHG4b28UtbJ5yKWqjt+eO0VWFo0LqWbR7/Sqv8tsh5hCSy1O93n80roFteze2eXyBYgwNZ/is65j5/B3MevFCzh5aTWRoHqIhn855gUXgKVEWJ7Cin9RbzGL460Us9B5xOW6359w1Glxs/+07svoOobrZ3FAQYdfSr0/DCKV8trYIVyt/hsHRgftaKTHupkexXDYBS4tTJrQG7B99yrKv3kTbIBUKBbVAKPWs/v6bdhvHcbQtRCMX0hXnFP/KuhV/tPt+g5xajEYD5ovvpYbGFOow6rl0UwMqh+fvbdMILK+fR52Mkboc1nppOrbVUtB+Aw4SpAMRFGqCBDkF1FZWkF1XLbtNh4bRV5xakaMllvpaFr37MCndihDdDtb85KIsfyciyhVqBAxEJvTl1tf/S3ik/2lI7YXZbMag921yexybvRhBZjIaK5o4+4Lh7Tk0Lw5+N4dImj+RDEyq+eyl9yhvxX+luymS6X+7h07T76Y8pm1iTdb+Wua/cJ9k3R9z5vr0R9nnOoizFZPUlmhkJoeh5f7/HX1x9SN/w6QJrDqOqyQF0etzen+PMZGx3DbxP9wacxcpFZ4UEodaYH9WA+8Ni+L32ETcosgycw9yuh0JePxRtQKmFf0Dfp/VEU2FSiO/TWj04zGUiwzJzad3QhXHC6643fDHJjU3vL6DPXnKlcAEQYW6IIfDu53kFrWtPPxtrl8ZIPRBr5Y3NPaHOmcV6yNz2HvhdMU2Rqt3WovDVcLCN7zD66edfysGh/R8dKlg6b4TNxVuC3qjmaEzr+b/sXfeUVJUaR9+qnOanPMw5JxEBBEFEUERVMCEgnnNirquu+5+6q66665pxZyziBgIIkEQkZxzhglMzqlzqO+Pgemp6TDdMz2Abj/ncA5161bVne6q6rpvve/vd90/7yU1bi+Ghra3aQtRgKLUHOQR0vOjUQNW2+8rqyYmNY2aaun5VVPeZEndkCzVX5GdyD9t4/LG8aMFHK7w/dsZHeXkthuC16bxx3kTryPh3gepiZPe31Q2iFu+FY1Rei/XiU336+QT60NeiqRolVHjEuWYcN+HFbiI+vVDykt/Z6LX/4P07deTLVmX4Tr5u5rjKuSiTdJyxPIYF+/96Cly7Q1lK4MDlSYESuthwpyFhAM1YcKcBr558T0afQQ90gUd3QYOOM0jclOwdxsbv3+S9Jw6qiplrFtgorHxMP71aOLI6HsBtz73yukbqBc08YFP8EXRTLras4QgUd/+SWMgfPf2Wwy0S10Ngs2oKfGhawTQRYjkhr8+DEDPIUOIumImNbHtC9b0OljL1y880rysqmzb8trkCvxYahTsHSUNXshdMCwjtIEyXXc7wXzKVjGSxNRxAffv3XUQj136GlMclxHb6P77G7QCawc7eXdYMocyTViUwX0PaodI0vZeyC3BBz6dKMnN9u5adiQ1BwdNgSUZAtmH6xmrLiQy0n09VFbJeOy9ct76YZeHUDJAQ52FPccjKasMvkRQJ9byiH0dvdWDkbW25A2CCmshv/ZUUjjCMwOqJeqGauSCZ8le7oGd2FpZUyXFJZNe7nkfKUqq4XjhmbN9/faD18jODY2GTH62muEj3hk/RQAAIABJREFUxngNSB08vjckxzibkMuyJcuRMXXYbVai+4+UtMeVOWisO3OOMe8tP+RXhPucuBLU6vY5+/kju/dgBj3xIiWZ0mvZ5RI9nMUSxaZzME0sY/3KZSEdh0rROlAjcKTXVElbHLUc+OSVsF7N74DrbryJVQb3NTjKtJNee3MkfXIzK5m/+JM295XaQ1quGxFhxWb9fQWdw4SBcKAmTJhOJ//gQU64vGdD6FBx1f2zTvOI3GyY/zFFRz4iPsHEkX1KdqwsxObwn0KqUWVxwbU3M/2R06dH44txN90GBD5xdNVIH8rVKLjsrhtDPCo3O9dvZEilFxvYYFyfvNhznyLNZeCmJ2dL2gZdMAbVuGnUty0t45VeB6r46qU/ARBFjN++jXYj1bLA7X5iXWqc0dK/PbFaycgLLvGxRfuYfu/dGDTBZbPYqrugiGihdeLncz/FuBFX85fzX+Ocsh5obe6/qyxWpDzDTGqpEnWD9ywXb2QdykTI8xS4DRSZ2fu14DB7ngy6MhfjK7YzrI+zOXnI6YCF6+Cu13eTX+rOSpn3+bcsM55PbV3wotWDlPt5xFVAprZ91uunyDMfZOW4gdR3bzuorayvJ6vnQI92p6uab59/yqN94pBZKJ3S89ImF1i89cN2j7ejROTuQBGCualFC0X2vqz4uAa9xfORL7fkYMcPcpYx8JJrcTrd169G7WTXim8ZcvFVmLXufko7bFv25RkYIZQXV7C/0veLBoNB5O4bxnTa8SOiYxnz1zcoHJDQ7HxXHaWWiFZb1RDfstx21+qQjkHpJVAzbup1bNcPk7T3sR9k+cfvhfTYYc4MU+64n90K92/BlcVbiSt2C+a7BNhpWENRkf9st+yBw7HZ3fczuVzk8IZVoR9wmDBnmHCgJkyYTmbZx99j9eHqka2LJCbZvwZIZ7Hk9X+g1m3CoLez/Rc5uXsO4BK9l2c1ISMyqg/XP/MCQy+Z7Kff6SOzew/UyqS2O57Eaq6QLCeIGqLiO+Y25AuTyYTll8/Recmkaof+qgcJop6Zf7nXqwjy8AmXY7/gMhojgt+vIELv/WV89fJfiFH6Pzd3y/b6PLe9ofFiXRNRFfj3FwzOuApkQZRk2dEQq3O7U7S2RfeFWqWml344t/7aQI88BbJTWi5AcbIdUWsnpVCD4PC/v+yCKCK2d/Hbpy1cRk+dGqNcgcWS4rW/NraRp28cwiPTdOhaVDMVlcp48O1Cvvh5D++8/QVfHO2KyRh8ltYU5S9cY1cTr27bucoXTtHJftt2Nl11OYI+sOhjgiGSSbP/hkKe4LGupGAfDVVS3Y8emb1I8yLoWphQRkVV6DRCAuWLl/5CSlEIbJ6AY13icFU3nVdqs6fgdGlV7u8uWyEyLpGaGml5Xl31blQqNTVJ0gwVy5E9p3NozbyxcBv+qs4GxRWj1XVutqdCoWDCQ/+hatwQ7Cow6aWBWFOrCsde9kMc3Bs6dx2VXHo858nszPNvf4gTgvSeNbh0GVvW/hKyY4c5M+h0OjQXTqZMaMoaVeFg+t4CVEb3uV6nhy+2vOx3PwqFgsYGjaStovDMXMthwnQm4UBNmDCdyPaVP1MkeE9fjxa1THvs3tM8IrBYLCx543EyuhUhuuysW+SgsmQv+JlwC4KOuNTB3PHym8QGUW50OlBHBR5ocYq1JCvd5R7d+3RsYuyP5e++TldXxzUQvAUMokQt026/Fn1kpJctmrjwqmtoGDkWYzvkRGQu6LW/mJ3Ra/32Mwcxv1Mg58gIqdaA0ikydsAVwQ+wDQ5s2UTfojx0hty2O7fA1NAFbfKgpoUAMmpOUVlcRJzTQkRFPIZKFUlV7p9Wm0KgJN1ChM1FfJEOl8szTJdYI2fW6EeR69pvwwtgccRRoZBOxo+ldMHhJetMwMXQK5vKvS4e3J33HuxOn67uL9Rmhc9WuNhk6Y5cDDxr6hS3sozRzu7oFb5FjtvC4jSyU9xATbam7c4nUYoWRk+8DKVSSc8hniLhLrGB7/7zrEf7hd2mNwfZTmFWCcxfe3qdZ3KPHCL7RGg0OariBYqPuUsElFbPz9EkNvLJ7K/5+m9z2Lbou99N0EalkJYBRsXUYbNaUOT0krRHl5pP+99cX1/PnkrfQXCtTuS+60edtvFcdP0DyG+6HodGegFYNDIKBfc4BSBv5eKQHVellE5BXCdTewyGCDSX34WlxX1LgRP9Lx9QWRGc/liYs4/zz7uADenDsNL0W5VINZdvUkKLrMaCtEbem/+i3/04bNLnHxFPbbIwYX7rhAM1YcJ0IhtWbMSJd2vVHqlJnW4J3ZrS3EOsm/cEGd1qKS+Ts35hI0ajfx0GhSyBjD4jufmZl07TKIOj78WXEMytTFnX5MITJWq5+KbrOmVMqxYsYnjjOq/rnMhwyQIfb+tAjRYVl146mrSu3vVIWnLJtTOpPOc8D5ePQJA7offhQrYZ1nhdb7FbqJYHnk0T59JgTJL2T6zU0HdA8MK5bXFk+UdoTZBgLvCwO/aHCwUR9m5BH89WX8t+eSJH+5ZSn2CjLM5FXJGOaKP7wbNeJ1CZZiK5Voah0j1h1ltFzhMvJT4hBdEQ+Fh9jb8gS1rz7zR6L1/TKcvp0ddt/x1t0PHCbUO543Il6hbz+ZIyFS6ZiozEwMQaRYeZ+x0/M0AxFIWs/fe3WnsFmxw/U1S8ClcQYuU6WyV6fVN0csLdj6BSeGbzVFYcojzvsKTtnD4jSC3XevQ9EZOHyRwarZhA2PHNa0T6S2wMEFGAE6lZdM2uQKeoBETkVs+orV1txioaqKzJZvMyBR/P/oavnniNzd/Mw27r2Pl4Jhl46bU4WmSxqVUudi6bx+CJMyQW1Xoj7Pr1h9M6tte+XIvZ5DsQ3D++lEg/QfjOYMD5l6JSSDNcbEoZBcosSVvfxh0hC5aoWx2vpVtXn4GDOdD9asn6BGrY+9HLv5tg4v8yd8y8hx/j3EHk/o4jnLtN+uLsSMp+tm3f4HMfhshsybJO79twIUyY3yrhQE2YMJ3Eig8/p0TmfXKTKOqZfP8dp3U8WxfN5dj210hMNnJwl5Ldv+Rjc/h/c6tVd2HkVdcz/ZG/naZRBs/ISy9H6aXEwRdWY1PWQoK8c4JklaVlJOz7DoWPAN1Gw0jkimBuvS1sopEzsl/voFyqLp91F0WDBmFthyalwgE9juezPcIz6LRTuQ8TgWda6ATPzyOyJvRlf8u+/JCsvCbB2PSGGjSxwWXVNJqziMwaHXDpE4Ctvor1A1TUtQiIVaWZqFXLSCnUSkRcy2NFTHEWUkuUqBsV5BzvwSWXNk1IupwzEKGDhXEyo/u8blCpMFu9f8YyQ6XX9vGDsuidUEJyovu7tVrgRLmB9BQLCrnvSVKqUMif2Us3Tf8gPj1Pii25rKv/mrqK7QDYovxrJbVEY5S+VR081lP/SBTNLPqvZ+B5WOJEj7YGrcDclW8FfPyOsOCTt+iSGwKbJ+BEloobH3qKyX+6j1mv3MLk+7qgcXreBOxqaTDGJuqorsti289aPn54AXP//DrrvvwM62kMVoUCQ1QstTUGSVtj3T5i4hKpSpIGCCq2n76SGrPJxM4q36WAKg3cMzn0wetAUJql54ILBelH8pptlQE02Ni88NuQHE+t8h2oARh/zQ3s0Ek/i762/az47IOQHD/MmWXSlBn8qhvcvDy+dguZR7Obl00qgWVln2C1eg8Ydz9X6oim1zuoPBHc732YMGc74UBNmDCdgM1mY+/hPK/rBASGnNPX67rOYtmb/0SQrSEyws6WlTIKDuzHJfqbEMiJjOnLjL8/z7DLp/rpd3ag1gf+xt3uLCdaDqOmT+iUsWz+7E2SRe+T4OOyTMbfcV9QZTWnxIRlCPSPT2HMDdcEPaYrb3+I3IG9sbUjNqWyQbfc4+zSb5K0m62Bv9WUIXCiv3QCrbGLXHlh6IWcZfvXSgQxu5YcQi0EM/kVUNdm4M2e2xfF2UaKE7wErRQiJelmXDYlqSXKZg1plwDFKXYEtR1NogzLSbeKCyZMQCPrmAuNy+TWcTmemI0TT10SAScZNUVsW7VC0l5fV8vjH2xj54kUSstVZKc0oGhxzhSWaFBp5KTEeQagRyu38gdXAyma9pcTisBRyx42VnyC0+y+hizawK/vUxlzpxh13a1oVFke/WrrjnJ8l/ScHnvuZaRUen5e+bqD2O2BZ4+1F82xrShDcBirBtQDpZOYtF796dXTMwBg0vq+ju1oqWnIZPe6KD754498+ac3WPPJR5gbQpDycxpQq7tLlqNiG7CajdhTpYESfenpc35684ufaWz0fW/pE19OYmrgLx5CibaVNbfMKqB22Nmv6i1pzy7diN2fXVWAqJVSoXWXl3cbI26bTZEg1TEbWPQjW9f/2uHjhzmzpKSk4+rWnaOyTABkiEw7vhdDdWxzn5J4O+8s8CxVBYhNzaDRKL1fH926utPGGybMmSAcqAkTphNY8Mo7VAne0zDTRD2jpk45LeOwWCz88PpfSMnJx+lwsnaBjZqKfYDvh3NBMBCXPog7XnyDqITOEXoNNfG9erfdqRkXUZbGTrFEX/Txxwyzbve6zowaxQU3oNPpQBZEoOZkwKC7KoarH7673WObdtefONa3K47ATYiaUVsg68Rh9ujcf1utLHCx01hRS1V3abAkoUJPamZoNYK+mvO0hwhrpNOBMr4gqP0Y7Sno03q13RF455PnyeviPTB3CpveQXGKHX2lhsRq93dvUQpsiTvEcxvuY+m6uQAh0KmJpeykpa+zMdZrH52yjDhTI8f2udPKjx04wsMfHOJYiVtTJq8kAr3CTHyc+35hMgqUVhvISjMhE5o+6+vlP3G5I4FoZfsnmA6Xjb2OLeyv/A5Fi0CmqIrApAw8UKO1e97bRk2fhufjjp0V773j0beP5nyPtuoIka9Xdu5b/C9e/itpJ0JT0nEsO4aLp1zr0d47y9MJy6gRyOxRQIS6xK/4tgM1tcYM9m2O49M/r+SLx95k1fvv01Bd4XObM83gCddhb1H+pFK62PHjXHqOkZbUxFSJ5B0MnUiuL6xWK1uqvAt7AyhVcPv4jrmjtReHw4GuUZrNp+zXF7MWoktrcLS4fhKoYdFHHc8y06pbBWpEz9/FiMhIFJdJ9WqUONH+/D5VlWfvuRcmMKZdcSObMpOppcn5wICJq7fVI7O5z43czCJ+/Ml7FpfZKC1XNTbkddpYw4Q5E4QDNWHChBiT0Uhujfc3dErkjJ4y9rSMo+pEHmvn/pXM7tWUFMnZuLgGk/mY322U8mQye5/DzX8/O/VofDH1rgeQCYH7UVvrQy86d3jvfnoXLvO5fmvcGIaOGtm0EExGDQJZRHDTU490dIhMv/9vHOqbKdFoCBStCdKK9rFfs5vtwm7qBT+WJa0weKnmiaxrvxOQN+rrqknLz/O6rk/efrRy/8EUDyrSqK/1/6Z96dL5HM85jCvAr7MxwUJptIuUfB2RLeK4NXr4QfUTzy+7F2NCx0pfXCgoTM+mWqPDbPNe9iQ3NAWDZJamv2/9L+t4cnE9xRWeYrN1Ji0VlXK6pDUiP/nsLIqQX6TDECEwLWorw+iPRt4O1eqTGB117I/YSnmjZ9p6bI9RuAjshJXhYsRoT0vjgRdPxqD1DAo2GnPZ+/MSSduVY24kodbz0eiYzHsANhQU5R0n60RhSPZVEysw9pbHvK5LTkxFZ5NejC4BEscO5sYX7+S6J4fTvX8pkZoi5H6C+U6U1JnSObQjkS/+by2fP/oWK956h7rS0IgghwqtIZLaaqn1ncl0iOzeg6mNlV60h1aHppzHH+9/sZI6Pxb33ROqyemW2enj8EZR7kFJNpdDAWOvuYu4ex5AEGrZp5C+DEmpPMrSVx/vkF6MVi1N8fSWUQPQb9BQ9udIX24lUs2usF7N74I7r5rNksxeOE9OSbPFYi7e6DaJsMsFNgk/UlXl+RsuIDWTUKjqO3ewYcKcZsKBmjBhQsz859/wOYlNQ0+f84Z3+hh2Ll/AgY0vkZTayL7tSvaty8Pu9C8AqNN2Zfikq5n26NOdPr7OQKMNQqfGXkZR3vGQHdtms1G8+AOi8K5JtEfRm0m33u5uCOLOKyAw66mHOzhCN9c++HcO9knF1Y67v94ISWW7MMmCK32ozZJ+LnqryDWTQqvRtOzdZ4iu9q7vohZkyOODm0SaXTEs+O97PtdXVpSwRbYCozo4NRa1CJnW7vxl2CsMqcpB5XCPuTDWyoELCmgctQqnuv2aIPJGNSfiMr0GOGQ4yKxqciPTWkws+uYHXlmvp7rGd6qVIAjkFhmI1pqJjnbPpurrZXzbeA7fpGhwiO3T1qm0FlOStYkeg4tw2DyzEGVBZPXpHNVk5uR4XTfu1tvAowzMyZp5X3n0zXEO9mgrj3Gy8Je5AY8lGDbO+y9RtW33C4SCjEziE3xnbejMnhd+flmToHxUQgrj/nAHM164ixueuZDeQyuI0hUi96NF5UJBvSWNo3tTmPvMZj575B2WznmT6sK8Dv8toUCn6yFZjo5twNxYT2Oy1I1MWRiaQJk/Nlb5dkyUK+CmEWcug7X48A7JstHQZIGc03cIA/7yb+oVUn2jbq48ZJVyVj13L4117Ssd06ik16OvQA3ApdffxE6t9Lrsb93Lii8+atexw5w96HR6hnY7nx9jhzW3jbDsps9u9728KlLko1/+5bFtUmZ/ybIhwhoO3oX5XREO1IQJE0JKcvMocHifYGlRMfneGZ0+hhXvvIDDtoyoKBubVwgUHd6HKPpzbFEQHdePax7/P4Z7SZf/raBL9j058cTGsg89yx7ay+L33qGv87DXdTVEknPlbVKHryBcnxCEkLuDXTv7OQ72ScJLpnmbGBqgZ10ecQEOKUbUkn+ONEU9riKS2NjAy1na4sCWTWTn+i8ZGpx7BL2qKKj92iozyTt4yOu6j9e8QHlM4OVfp8g+lsaNM+5HrzNwy4S/8FDWE3StiGpWxHEJUNC1gYKrV2AZsAVRCP4YTnOUz7InraqUGEtTIDlf1ZcP9qXT2BDYiVDVoKW2BnqmVSOcPIVdTlhXGMW/omIp0gc31gLzIRi+jvQuTYE/h8PzPmWPDkJI2Ow7a6rr0POJivR0SjNb81k//2NJ2/SxtxDj5Za5z+TdAa0j/PDlB3Q5HhrNlxNZSmY86D/QrrZ6Xrg1xlKPNkN0LBfdcis3/PtubvrnOPqeW020wb+Lmgs5DdYUcg+lM+9fu/h09nssefkNyo55v4ZOB4PGX4fN7r7fKhUiO5bOJWHwhZJ+ceVO6juxjOvDz5dSWe2pf3SKnMQ6Bg7p02nHb4uG4jzJskXvDtxGxiYw+cG/clzWKtvHAKl5VrY/+zD5h3YHfUyDRhr88ReoATj39tkUC9Jg18ATS9i+aX3Qxw5zdjFqxFjMMTK2t9BDmlK6hYSitObl/IxaPv3uTcl23YaPweGUljfm+XGKChPmt0Y4UBMmTAhZ/O5cLHhXg8xU6UlMS+/U4//w2hMkZh7FYXPy63cWaqv2gx/dAZkQQULmQGb840XiMrI7dWydzaS7H0AQPO11fWGpKA/JcTetXsO5NT/7XH84eyLZPaVvdYUO2HOHimsefp4DvdsXLImshXMai4mSt51FEekldSe2Ic1Lz/ZzZPlHaM1t99MYShB8uHF5wybq+PXTxR7tr3/yD/Iyg59cZxTreWDG36VtqTk8dNmL3KCaQVKLsgizSuD44GLKrlqMLfNoUMexOOKo81EupNA3vf1e3vdClpouxBp4BRsAk1XrmFlUzV0x5URGuL//imo5LxqTWJIkw9lGdo1LdHHQtpO6tAYMJ415qqtdOF2en6k1CKFwVb3/N/uT7n8YgdblXSLbVkhLFtUqDZmNnlohxfE2ftm6wqO9I8gPbUDVcV1WbGqgT9tucGqHZ4mayeX/c9NGRDF65iyu/9e9zPzPRAZeUE9sZAFKfF90IjIa7UnkH8vgu5cP8clDH7Dohdco3N/5WjAt0RgM1LUqf7JajzDwwiswtfgo5A7YuvSLThvHmjLvgVMAQQbXDGh/6WAocNVKg5x2vfQ6USgUNPQYJWnrZ99PXVQksZUiZXNeYvOK+UEdU6ORBg3FNm7NUZHRyCb8AWuLzDglDlQr36OmMvTlzGFOL/dc92d2dnVQLDRlRytxcs2+XNSNTT8SIrA/fisHD+9r3kal1tDQIA34FR3detrGHCZMZxMO1IQJEyJ2r11LEd4FhKNEDdP/dG+nHbuuoozl7/+RzB5VFBcq2LSkCrPVv02hSpFKRu8hzHzqJTQaT22K3xpxcQmoVYGnjlutZRiNHbOcNTY2Ils/F7WP4NwmzTAmzfDMonI4A7d26axADcA1j77IoV6Ba/u0JKZa5FxbCTqZ/6drS6J0Mhdphuumtl8UuTXLvni/2Y67LfoU5mPQ5QW1f3NdNhuWuyfn879+n9zuwe0DIK5eYFrfe3yuP2/gGP485g3GNo7AYHEHOqoj4OiYfdSO/xF7dGA6Oy7kRMR59pVjJ6c0j4UDL2dVzRAcQToM3SwsZ7QzB4Miml51Mp6wVDAw1dhskOV0wLKiWF6MjaZC4z1AbHWaOKDZyxX/egQcbj2B40fjaB1UtosiJnU8gaKo9R88S+7ak7j4Hh7tNnsRK955WdJ23di7Jd/DKTaVLgp4PG3x+Sv/R3pBaNykjneJYuL0m9rspyXSo82iCPw+qNbqGXntDK597l5mvTSFoWPNxEXno/Ihng8gImB0JFCYl8WiN/L5+MEPWfDPOeTt2BzwcTuCIVKaqRId04jFWE9NkjSw7zh2oFOO//U3Kymr9LRGP0V2UiPnjz4zltynkBul358Q6ZnJdsEVV1GFu2RMiZOqkw5VOhOov17MTx96lqf4Qq+VPne4RNosW+k/ZBh7u0yWtCWJlWz/6JWAjxvm7GXqwDtZ1DupWTw6jlqu2CyAs+le3KgR+P6wNKvGbpYGYh3O0LyECxPmbCAcqAkTJkSsXfwrDh/ZK10T4tFoA8/2CIb9v65g16rnSMloYPcmJQc2HMPh8p/Crdd1Z+iEiUx79O9++/3WUMcEPqlziY0seOvVDh3vp3dfI1v0rm1QJCRx/s2ewbnyokIsZt/lA63pzEANwNTHXuFIj4i2O3ohrkJkhLMMteA9gyJC1HB4dImkLbY8Gr0+dG+PZQfWS+y420IvK0LuI7DmDScqjq7cD8DhQ3vYE7cRqyK470RjFxlYN4qcbv4dXeRyOVeNuY0rnDPIPhCH0un+XItTbBy/Yh3GEatxKtsOTMmNnmUWWnUJiwdOYW15jzbLDFoiOszc51jFIPlglDL3hFMjyri13MysxAq0Onf/ogol/7YnsTpR+jnV2Ssp69XAlU/MBkClcQ/C0eCZ2hPd5TxsQWTJ5WR7lja1Zsofn0AQDB7t+7esl1hwG/QGMqo9hV2LE0zsONDxAENJcSFZhSc6vB+A2hiB82/8Y0B9o7SeOik2deD3o5YoVWrOvfoarnnmPma9PJXzLnMSH5eHWvBXaitgcsZTXJTNj++X8dGDH/Pds3M4sjH0ZWWnGDThWqw29+OuQiGya/lXqLtJAzgxZRZstvZ9Fv5YccL3/U4QYHL39uk7hRKNURog0SZ6Zv+qVWqOJ0o19nrbDmJTNJVJyR2Q/OtBlv77gYA+R41KJdXVF8HuxbWtNRNumMUuzSBJ2wDrLpZ+9mGb24Y5u+nWtSc5smy+yXTrEfVxHOO8LVnNy0VJFt6c91zzskYnPVc1uo69gAsT5mwiHKgJEyYE/PzFPIpl3n8cEkR9h2yV/bHqozk01nxPhMHIxqVQmrsXUfT9ZhOUxCT258oHH2Hk1TM7ZUxnkuFXToMAHWIA6n24BAXC8vnfcp7Jey20HTn1g6cSEydNdzcZjcyd8wlOH4ENb3R2oAbgqsfncKybru2OXkgoczGSUmRe8tajRc/vIskWOkvuea962nG3hRhjQRvlP9usNUZjNos+/pjvD71DdUTwk6ouR7tw1dWzAu4/8qKxxG/rRZfvLyKt0P3W2SmD/B51FE5dhrnvdlx+yrhcJs9MKVOMk+3F6U055AGSJCvhcfbQXTPA57k4pErgCVc5PZLdASSbFb4rjuPVeAP1Shelljyir+vFxTfd0NxHpXMHRpwmz/uWJtW7MLA31K4GRl1ySZv9ohOSSU731AJxOMtZ8upzkrapo/6AtpVLklMGPx+eF/C4fLH2sxd9il8HS356BimpgZXVpsd7BrNMPrKfgkGhUDD4siuZ/vT9zHx5OqOulJOYkIdG8J/lZHbGUlqSzU+f1fHhA5/yzdNz2Ld6eYfH0xKVWkNdjTSTyGY7xtAJM3C00NDWmmDn6gUhPfaypWsprPAdbExLMHPphFE+158udEbpuZjcbYDXfudccbWk9CiaBk50k97T0w/Ws/bv91BR1nYgUmg1C2kwB1aLOfTWhygRpAYC/fMXsXPLxoC2D3P2csOUO3HpalkV4c4yu6R+K9mHs5uXj2UcY826pkzXLoMukGwfYbBRXx0uhQvz+yAcqAkTJgTs3nMU77MfgQEDPFPtQ8EPc/6P2OT9OGwO1i+yUV97APxM3GRCFAnZA7jhqRdI7t7bZ7/fMj0HDUWlCLz8yWIK0rL5JCUnCkk/tBCZjxnvpsgLGD1xgkf7p8+8SrnMiDOYmXIQVt4dYdyD/yE3p30lcEklLkYpy5E5pW9DhQjpW9WYRrjxhtCUANbXVZMaZKCtIRJGXvsQF9w0yW+pRmtEZNTsMnEiJbASq5Zk50dzz8y/Br2dTFeDojGaqJWX0m3FIOJr3eeBUS2Qe84JKq5cjC3Ne9DJ7IxD1LpFYhVY+dE4zGtfX4xSbuVuRw2pmrYDJhEOGfdWGpmeUom6xWl0rFTDsyRSfeVwug0cKNlGrXOfLw6bZ6DbGeNb16M1emvg1/JiS48qAAAgAElEQVTVjz+FXOZZ2pF7YAcWs3scSXHJpFV4ZqAUJdVwvPBIwMdrzdJvPiUnt31OOR5jyVAwY3bgmZF9cwZ5tBk1ArVt6PsEg0KhoP+4y5j65P3cMudGxlxvIDkpD63Mv7WVxRVNeUU2a+Zb+eD+z5n/5Bx2LV0cEheXqBhp4CEm1ojodFCVJHU7q961rsPHasmCw4LfwOj4jDP/9r+sKA91i/iISwZZvT2dzwASk1PZp5OeQ+mOEzhk0j8ysdjJkX/9jQNbf/F77NZybWZbYIJNMTGxuC65Axvu70+FA9mKd6mp8S8sH+bs59aL/8LBnkUckmcDTdW1U/N2E1HZpFlmVQj8YvqaRmMjqd37YLa4XwoJAhzZENpgb5gwZ4pwoCZMmA7y7UtvUiF4f9hKdekZc/20kB6vsb6Wpe8+RmbPcgqPy9m8tAKLLd/vNipFGpm9BzLz/34fejS++OnDL1AZAp/cOV2VLJ/3WdDH2T33bRLw/jB4WJ7DxNs9M6g++uu/OXGyJEA8yzJqAPR6Pcrq3hRkt89hKrXQyUhtNU5H04O2DhW7RhVI+kRXhM7padk7zxBdE1xGQkFWKsnZOWT36okqoaDtDVpgtKUzYHXgGR4ASVUKbhn756C2OYUY4c42URVnEb9gEjmbs9Bb3X9zVZTI0XG7qbtkKY4I6fkoIkMX5X6rqNaWYhMCz5q6VrGSKxwJxKh8Wwp7Y1QFPC4vJzPRPeGymOHtH5w8/vE2Gk3uGaG2RUaNw+l5D7VFBH4tqxsCn5xptHqyenoGLJyuGr5/XuqadNmQWZISNACbXGDR1vaXWbj2/Uo7q40k2FVg6X5uUNvERsdJziFoiiMcON55Ir+9zh/DVX+7n5tfvYlLZsWSkpqHTu7/jbdVjKSiKpv1i0U+nj2fr/82h60Lvml30Gbg+KlYrO7JnFwusmvFPBwZGZJ+htL61pu2m3VrtpFf7llmd4rkeCvTpl4csuO1l/z9UvFVowHUat/PCWljLpMsZ4rF5F0wAkurxKHIOjC9/yFr5vt2WGwdqDGaAlc3HzTsPPZkXiFpSxEr2PZBWK/mt050dAzDlZezZIiCmpO6WnosTNtRg8zalNFVHu3ivR+fAcDYID356qqCE+APE+ZsJRyoCROmA1jMZo5VeH+Tq0DOqEkXeF3XXo5tXce2H54iLauenesVHN56BKfL3wOvgMHQg0FjLmbqo/8I6VjORvJzSzAbPMUy/ZG3KbhU6QXvv88Qm/dJjREtUZfM9NAj+uqf/+Woyz0BcAWTUHMab9NJmnTSTVMoylC03dkL6QV2RkXU43TYiHUqkemkpU/Z8l6hGCb7Nq4lOy+4t6YVSTIm3flE8/KUB25H08Yb/taoClNwmQMrEzFYREYqLm+3Dfngiy9GaKF5JUOG5sAg0r+ZQPbBGBQtTqKiVCu5U9ZgHL4Gp9I90ZEb3Xoy1YbASwLvFFcwXOyHRt4+LaFYq4y7ywu5MLsAxakqCRF2H1Jw638P8eue4xzauhXtyZIbX45PZm3gmlPy2uAyQiY99AQKeYJHe8mJ/TRUucUou2f2Iq3cs4ysKKGMiqrgRSs//+/TZOaFwOYJyM2OZMqNdwa9nc7seS4UlJ+eiU23Yedz5V/uZ9Z/b2bSXemkZeajU1TiL+3EJuqprMlmywoVH83+hq+eeI2NX3+JLQjLMqVKTX1NlKTN6cql15ipkrboGpEjezYF9Tf5Yt4uo18no9HJZ0fmR32h9Ls36/3fK/oNGspBRXdJW3R5HlF33U1trPTFgtoKMT+uZ+lrf/YaZGudMGoJQKOmJeOuv4ndamm21EDLTpZ+8XFQ+wlz9jFh7BRSayOZ16sbjpPPQRliKeM3xiCeDJ7nZlYyf/EniC5pUF+mCO63PUyYs5VwoCZMmA7w9fOvUyd4f1hMQ8eAUaGrPV/zxdtUFn1JZGQjG5aIlBfsRcT3g6qAmtiU/ky88y4uuP62kI3jbKUsP59ymZlKhwy5LPAJnjWIN/F7t21nQKlve94dSePoN3SIpG3J2x+zv0E6EXEFUfoknKbSp9Vz52NQRKNVaYh3XE5JauAT+5Zk5VoZEdWIXCN94I6vk3H11FtCMVSOrfw8IDvuU4gC1OX0l4gYR0bHoEz3L7rdGpMznnPXtB1skrsg+0h3xo67os2+vug//By0cs9zU27XoNs0mi4LRpNW7M5+sssF8nvVUHT1Uiy9duHChfOkTo0SCytMbbvKKBx1zLb/Sl/lYORC+75/gCpbCcfSy/nTnVfwyl1pJCe6Z6uNDfCvuQ18sKUW+0nr9mNHY2nt+KSIzcIsl06s/Y7dGJzPuFKppNfQER7tLrGBb//9jKRtbPdraFXZgVkl8PWvbwV1zMqKEjIK84Laxhf1UTB4avvKCNU2z6y5Wsvpd0rJ6DeYyY/dx6xXbmHK/TlkdilAryxH8FPCaxd1VNdlseMXA588soi5f36dtZ9/itXcdglRTKI0iyo61kRUZCzV8dJ77LE1C9v3B7Vg5/Z9HK/wff7Gx9q5+QbP8tgzgaNG+t3b9b4dqk7h7Cu1gu9tO4CgiqTvn5+ntFWgXxAhfXsJq/55L8YGaUBW1urCsliDc0FTKBQMuXk2ZYL0N79f7kL2bN8S1L7CnH3cMeXPyLRlLEp0l+2ea91L/z1NWlsuAXYa1qDSp0i200cE93sQJszZSjhQEyZMOykvKqTAi64CgAYlk+64LmTHWjLnKSJidmI1O1i30EJD/UH8vYGUy2JJ6tqP6/7yHJn9zqzt5+lixUfzsZ+c7GmCeBNvc5Syb1vbLi42m43aFZ9i8GHBvkPZn6tuv0PStmnJMrbn5+JsNfEIpmDndJU+1e/Ka/5/pDySKHEi5cnt+4nIOWYmQVMmaYusDE3Z04+fvRuwHfcpTmSpuPKO2R7tNz72MHplqZctfOMsy0BZ7T+IkZ2bwI3X3BfUfr0h0/t+K6isjyVqxUS6rexPXL37HGnUCBwfnkfV5MXUJzTi0pWg0pUgyv1PvnopjvMn4TjZ2o7pV50wH2blBT2JzEwFICclnnfvH8CE81zITn5sogh7TiTwwu7byTdn4vTi+BTZZTBigOe+QrQx8frrgx7rpXc9gkqR5tFeVXmY8rzDzcuDew8nrdyzbKwwNp9Goz+HIymrPvoPsVWhERDOy0yjS3f/LmK+UNs9M6XMon/R384mtWc/Ln/kXma+fBtXP9qH7O6FGFSlkqyy1tjRUNOQyZ4N0Xzyxx/58k9vsPqjDzHVec+uGjDuaomWhVwmsnvVPEzJ0rfx6qKS1psGzWcbynH6SQ45L/7ssRCWNUqfY8SItrNSR024XCLmK0PkyPKFxMQlctHf3qKwn2fZYmqula3PPET+kb3u7Vpr1AQZqAGIiY/DdvHt2Fvo1aix41r6NnX14cyK3zJqtZrLM27nWM9jbFH3bW6fXL6FpBNNAup1etjk2CFxMtSonRTs23G6hxsmTMgJB2rChGknC1//HDPeU9gzFXpSumR3+BhmYwM/vvUnMnqWUnBMyfafSrHa/TspqFWZpPfsw4wnXkKrb5/t8m+RCot7sifGeAqF+sbJhm+/arPXD++8QU/nMa/rKomm9zRpkObort2sXrsJixcr6GDEhE9XoCbSKX04j5HHoJZfTGVi+47f7YiRi1Y1TW4FEXpHhyZgqDi0MSg7bpsKoodN8rneHlNKMKEzqxjB4HXdfK5PK1Nz8YE89Abf2hSBIka0XQagKswh8fvL6bItHV0Lh6KKGJEjl+6iceROStuQerlM9Ss32Z0kqjP8d/SDSxQ5aN3J+qsmIsYk4LS5z3u5XM4Dkwfzz1viiY11j7G2Vs5bWy8nN+0iXK0fR2IDD7bq7FXEtbPEbMgl46HVNSaKZhb99yVJ27CkiR7bNmgFvvo5sKya1Yu/JifIcj1fFKfLuWH2s+3eXivzzPSwKs68qO0pErO7M/HBu7nppTu45s9D6dq7mAh1MTJ8Xw8O1NQaMziwNZ7PnviZz//4FqvefY+GanfWnEKhoKFWWsbmooCUYeMkbXHlLqrKi9s9/iOH8jlc7vuii45yctv1Z16b5hRqo/Q3Sh2f2uY2CoWCorTzJG2967dRU1ONQqFgwsMvUT52IHaldLu4CpGyV19g28rvAM+MGqu9fQ5kQ4aPZFe6VDsnVSxn83thvZrfOgP7D6VnxQCWD6+jUGgyi1DgZPqBo2gamn5n87qYaGiUZgoW7Ft/2scaJkyoCQdqwoRpB/s3bqII7w+2kaKGaX+6p8PHKNi7jY3fP0l6Th3b18g5tv0gTpc/HQYZEZG96DPiPKb9sf0P8b9FNi1eSlULF58CixOZEPhE2Vrt3zFm7bIVDK9b43WdC4H8bpPIyMlubqspLWXh3EU04F0xVDzLSp+MRiOxSk/R2EQhGdQXUh3XvjH0PFTP6NURJNbImTCh46La8159Kmg77rwukYycONnnentFAQZtcMLClups4o57BkGjjXDhHiMWdTCBQt+cM/ESZH4yCk4hiHK0e4eS8c14so5EIW/xZrEwzUbZRbsY3vtrFIJnJtIs2XLGOHIwKNs/ZpvLzE75TnZNcet92ByeQez+OWl88EBfzh/obLbldTlhZ2kX9vR5Hmes2+bXHhW4kLDG2H4r1vOn34xGnenRXlt3lOPb3Q/6Y4ZNJKVS6dEvX38Qu73tLIDGHT+hCd40zAOHAoxdh7Td0Q8x2mSPNos6NLo5oSY2LYPx9/6BG1/8Azc8PZIeA8uI1BYh9xIAP4UTJfXmNA7tSuKL/1vLZ4+8zYo336a25ATxKVLns5gYEymZPTG2+LmQuWDn0i/aPeYPVh7B4eeUOCe+BLW67fKi04XOKM34TOjS10dPKSMnT8eIW49Nj4WNC+Y3L4+9cTbCjGskn23T8UD+1QJ++uh55K1Ln4LUqGnJJTNuZo+qn6RtkHk7y+YGbxgQ5uzi1qkPkV6l4uvBcZhoErqOpZ7Jm0VwNj2fNDZI789WS/uDrWHCnC2EAzVhwrSDNQtWNZfZtKZLTAw6fftEOE+xYf7HFB35iKjoetYvdlJZvA/Rx6QfQBC0xKf35+IbZzJ2Vmjsj39L7F63U7IsV6hQqwN3q7Hayqiq8q5XUlddi37b1yh9vM3dpB3OhGuvaV622Wx8/soHVPuxf46SaX2u86Tzb9O/fvE1Wrn37Ks0MYNDmmxqY9oXrOl9oIbuezqeXVJdVUVqvn93s9acsuP2iyjSoDji9219axxo6LpDOrlXOUV67Euim6uaRnnH/16APoMGo1EEHoSQ23To119EzqKRpJS5H1ptcoHKXqX0u/Rd+qevRhRdiA4z9zpWMlgYjErW/kljvb2KDQmlHBkvDcQ5nd7vjyqVkieuHcJ1vX/GEOGeIFZWq1mrn01t35twAWZd4BkyyrqOZaqMmjYNz+vMzooP3pe09NF4isPXGGDeqvc92lvyxZxnyMoLgc0TkJtj4KoO3uOzkrt7tJk07ctkOJ1ExCVx8R23M+M/d3Hjs2PoPbSCKN0JFD4yWwFcKGiwpnJ0Xypzn93GriWlmFuIKctkcGDdd9QmS0vbnLmHW+8qIEqLyzhQ4SlSfQpDhMjd149p1747g/rqCrQtfqpEAbr0PSegbaNiojkQJc2UzCjeiN3u/j4Gjb6M9If+TGWS9PpSOCB5zQFkrRwQbe3MqIGmLJ+Bt8ymHGmQt8+x79m7c1u79xvm7GDG8EeRayuZnzWwua2XM5fzNzeVQFW3krZSaQMvSw0T5mwlHKgJEyZI1n6zgCIfdtxxoo4pDwXvwtGSJa//A7VuExazk3ULTDQ2HsZfaYZCFk9Kj75MffTvdD3n/A4d+7eIxWymXPCcBCmiA88QEEUzi9+c43Xdmo9eJ130rmNSIKQy5japFslHT75Eqcx3GUGOEEmf0cMDHtvpKHxyHPMdDLDYLVQ4YXtkGvWBa7tK6HOgiq9eap9N9SlWfvBsu+24/SEC5rKd6CJyg9q3qbEL2TvcAobZR9KYULunaZ0iNIEaAJkueO0QZW0CMUsvo+vqPsQ0uNsbtAKmYXsYcdGbzIz5hR6agR3K2Cqz5LN6QBSlrUpHAFw+AjWn6BV5mMcGf0CfzMrmk9xhh21VwzjY718YxcCDmUJNx3QoBl48GYPO8zxpNB1n98pFzctXjrmBxFrPx6bjsu0+911bW0ta4TGEEEjTNERCv8l3dXg/fXMGe4zHpBaorA1OXPtMoouK4aJbbuWGf9/DzOcvpd95NUQbClD4EdgXkWO0p1FV2iooLStE20MqNBxbZsMahKvUKd5cuAObn5jcoNhitDpPvaMzxfG9UsFdkx70EYHf6HuOn4Krxa9UkljJ2qU/SPqk5fRk+N/mUNTV8+9uHaixOjp2ocTFJ2Aecxt23ME4DTYcS96ioT501uthTj8pKekMNo3hRPdcVkS6g4kXN2wj52AX8mKlKYsREbaARMbDhDmbCQdqwoQJku1b9/ksXenXIxuVytNRIxAsFgtL3nicjG5F5B6UsXNlITZHkd9tNOpsMnr35Po/vYgh0tNC9n+BH9740KtWUAkqIPDvwlTqmSa75Mu5DDd7t2q1osR67rVERLm1XT75vxcoEBq89gdIFw3c+ORsNNrAMxhOhz13pMv3ubNTuQ8TNsqtIjvi0j3S2ANBEKH3/hK+euWv7Rrfvo1r6dJBO26fiE3XcrVpK0o/k7zWuJCTeLiphCSz0MB1Be6sLpuyYxl1kuMEoFPjC3V+d5K+u5yue2PQttSviXWxYdwRFg9cSKWyfUGO4+Z9rLz0XMxZ3gVtfWXUAOz6ZTUatQu1zE6fihWM1C1Eq3WPr6RSx+Y1YCttW3BVQESv6ngZybhbbgValza5WDt/vqSli3Owx7bl0S4WrP7S636XvfsP4ipCIyCcm5FM9z792u7YBga9Ab3Vc0z7ju700vvsR603cMGNM7n+X/cy68UrGHRBI7GR+SjxXmtWeULqEBMTYyZvk5GWZlgaC2xb/nVQ46ivr2dvRYrP9VqdyH3Xh84JMhRUFRyULJv1wf3e5PToyX5VH0mbcv9aj35anZ5Ln3iDomGZuFocQiZI0yDsDj9+5gFyzsgL2JkqddRKE8vY8H5Yr+a3ztWXzSD7RCIbhp3ggNwdXJ9asBOTIgqrzX1yyWUihzasPBPDDBMmZIQDNWHCBMHCOe9S7iObJsVl4JJbZrRrv6W5h1g37wkyutWy7Rc5eXsP4vLrwiEjMroP3QcP5OpHnmvXMX8vlFR4n2gaRANqZVLA+7GapW+TC44ep+vxH3xmtGyOHs3Ice4U9vn/eZ0jDt+T3gRRx8y/PoBKpUKlDSJboJM1anzp05zCbHUHCkpMIjsS0zG144WwzAW99hcy79Wng9722MrPg9L38GbH7ac3APKMDFRxeUGNq9GSwYA12Vy6VxpQFbShE/EeMXlSUGVZrZGJCuIOpZG7bCZZudpmm2kROJ5p5JtxS1jV9WesfjQ/WuIUHex1bGfLVZORa31H7Vyi7wnXka2/uvfXaEF77CfOK3mSrES3BpfNClu3qincVYFo9x1A0zprmX7HHwIauz+6Dj2fqChPkWizNZ91X3/UvDx97C3EeMmo32f+1aNt/YofyMlvv35OS0pT5dzwyL9Csi8AnVnh0VZUeTxk+z9TqNQaRlx7Pdc+dx+zXprCOeOsxEXnoWrxu11fk4XR5P77BQEiU+qoTJC6udXu2RDUsV+buxazn/tU//gyIiPbdlQ6ndirpNmiNl3wL5o054yVLPd0HPFpjX3p3X+ncfJFWJpkRjwyaqrKy7xsFTzjb7qNfa0CSINNW1k+r/3aQ2HODu687AmS6mQsPBeqaMr+0mJl2p4KqmoMuBCokGeTrxjAvnoLR2rMOFyhCZaHCXO6CQdqwoQJEJvNxuFi7w8RcmSMuOQ8r+vaYuuiuRzb/hrRsfWsW2inqnQv+Jk0CYKOxKz+jLjySsbf+XC7jvl74eiu3ZTLvD8ZxyvVqKMCd45xirV889arzcuHv32PWLwHyw7IuzPpjrubl1d8+iV7a8p8ZlpFi1quuXNGs3aRQnP2ZNSseu9T1HLfkZdamTQzotAksjs9A0swMjsnkTug+75cvn498OBiKO24vSGKIrKoZMqHVrF91GHUQjDp8QKqE8mkyKS1Dtro0FiRA/To2yconRpvOE0x3GDbzKQ9k5i0ejSpFe5JqlUhsLdPKXPHzmdb0k6/ARazs4Gt2oPsmzS9zWOKfp6L5YI78OI0NwlkyCy1dNv9JMOjf6ZlgkzBCRU7f7XiqPBelqM1+xcCD4ZJ981GEFqf2CLbVyxvXlKrNGQ2emYRlcTbWL11qaStatMiif5He3EqoLbLgI7vqAVqm+c9qM569lhGhwKlSs2wK6dxzTP3M+vlaYy43EVCXB5amYnqVuVPMam1VCmlvxfRFSY+euATvntmDoc3/uL3WGaTiZ2Vvt2SVBq4Z3LHRKA7A6FBer9zRQQfZB4x5hLyZemStpJffvTZf+Tkm4n6w93UxQjIW9fg1ZlY+noAmZBtoFAo6DPzISqRlkD3PvItB/b8NjPHwjSh0+m5OPp6BE0DX/fJaS5zi5M3UiIfxk/6e1ivvY6dmss5mjiceQcrmbO9mJX5tdRb2//SI0yYM0E4UBMmTIDM//fr1HpxTQFIE/UMuTh4gcBlb/4TQbYGU6OLdQsbMJqO+u2vkCeS1rsvk+95gn6jLw36eL831s5figvPiaUcGRfdcAV9L76EYG5zlQcPAPDdO28z0L7Xa5969CRMuLm5xG3Xz6vZfOAQDh/i0jpUjL/8Iolduy4I2/TOtueWFfueSe5gN/WCZzZDXr2L3ZnpWNtRcaK0Q9e9h/nm7RcC6h9qO26P/i4ntrEJ1BjAGS0iSz4R+MEAkyOJZa4RkraUTE8XoY7QHp2aU9hdNlLVdfRTDUEuKMhuTGPaxumM2tSH6BbJgXV6WHfuAb4ZOZ/jEZ6fQbWtlC0Z1eRdNCWg44p+Aj5qrfsLdVil55/h4HeMGVZJSrL7gdpsgs2bVZTtK0dsZaejbgiN5TVActeexMV7Cu3aHEUsf9tt133d2LsxWDwjUZtLlzT//8vXniMrL3iNE2/kdtEz7bYHQ7KvU6gdntlmZn6/Gh4KhYJBE6cw7en7mfnyNej10ms0JsaC0ZiJ2OJ2G1kHNl0jpaXZrPysng8f+Ixvnp7D3lXLcTikE743Pv+Zxkbf9+o+8eUkpvoWGT5TqIzSsmFlbOBZqC2pyhkpWe5j2kVpie/S7e4Dh9P78ecQZNL7hFOQk76tiGXP3IWxof33PYDEpGQaRt+Ko5VejXnRmzQ2+i5RDnP2M2L4RXQt7E55ehELk4ZRq03gu3MepTB7GCYhChFZ82szF9Bod7GhuIH39pRR1BAaYfcwYU4H4UBNmDABUFNaSp7J+0OsGiWXzroyqP1ZLBZ+eP0vpOTkc3SfnL1r8rE7Svxuo9XkkNmrK9c++gJRCe17mPq9UenFAhgg0aUlq1cvRl56OUp54A/HVmMVOzdsZkiF77rmvanj6T2oPwCFh46wbPmvmH1kQClRMHJgXwaMkuoSaPSB1w51dulTtOjbBrnO6juIc7xOZE+XdOyejsVtorJC1u69LPzgNb/95v039HbcHozOoDDZPaHecsEhdPLgRFXtFekYTz77uRDo1j8we9tAESPb54QiU1cwxFBPF63neIaUD+S6VdPovy8FdQsBz5J4J0suXMsP/RdTo2i65xWaj5L+h1EYe/UKfMx+TluVzn29OJyedUS2yCSyhsQweKAFxanzS4RjuWr2rDPiqnVnGMlqajy27whXP/Y3ZIJnSdeBrRuabbgNegMZ1Z7BuKJEEzsObKa2tpbkoiPIOi63gdEA3cfP7PiOWqGTe4qt25QhSP/5DaBQKLjwprtpNLpvXoIAiSklVMVLT9w43aHm/1tcUZRXZPPrt1Y+mT2P+U/OYefShRiNRrZW+9amUarg9vHetZzONK2tuWMye7RrP6OvmEot7hcQauxsX/St321iE1JQKqTTEIfQ9J2kHbew9dnZFBzZ367xnOLcCy5kR/J4SVuGWMK69/7bof3+L6BSqfz+u+222zz6xcTEMHToUD755BOf+x0yZAharZYjR454XV9WVsbDDz9Mz549MRgMZGVlccUVV/Djj+4srW7dumEqVJFequXAgHK+Hfww33/5Oc9c0p/D634CXHz04AyevrA7T4/uytOju/LU6K48NqILV0y/jnKTvV1jb83333+PRqNh5kzPe3R+fj4qlYrk5GTq6qRBx3HjxvHggw8G9TmH+d8kHKgJEyYAvpvzMSYfFqAZMh1ZQUxgqk7k8evcv5LZvZqtq2QUHtyPS/T3dkdOdFwfug/qy1Uh1Cj4rbPy07m+M5yS3cEHtT7wMhS7s4IjK75C50NUdqtqMFNuuQWAhppq5n80z2vGCYAMgQEJKVx07TSPdZExgTtSAdSHeDJ6iuqqKmJUvvVpGmT+67qP1ors6ZaK01Puok00ZkjZvpUfP3vX59hSC4K34z5/xqMB9//w05fI6yotZ5Rp5dgy/QdNW2NxRbNG1uS4VkcEuhC7uoy6+sqgdWr0UccYpoogSeM7u0eFkjHHL2LqT5eRU6BvdgJyCXAsu4Gvxy1mWfZSBj4xnbQuWQh+smRaI/qpfVLrmv6WygoBp0v6AKtNG4RVZkAmk6HNSOLcC2TEx7sDVY0NApvWK6g+XIbodOKsDl1GDUBEXCLJ6Z6BLYeznCWvukv2po76g0SgGZo+t1WHv2Lp+8+SUBYaTYRjWUn0HRq4S1ygxOqSPdosat82179HTPXS34aY1EYaE6SOR7E+XtBYxQgqqrLZsFhgzltLqKuTe+0H0COhipxuoc2yCwVmkxFdK8m97L7D2rUvrU7LkTjptt0qNmG1+HZRy4UAACAASURBVM8qk7X6jXEK7s8xrtxFyav/ZtvPC9o1plOMn3UH+5XSZ7Qhxs389M3cDu33905BQUHzv7feesuj7aWX3FmGb731FgUFBWzbto3p06dz++23s3z5co99btmyhcrKSm688UY+/PBDj/X5+fmce+65LF++nGeffZbt27ezbNkyJk6cyL333uvRf2qf+4iyXsS3r/+HTd98wk3/eZ9eI8cgO/n7M2ji1Tz8zToe/X4Dj3y3gYe/28BljzzD0lz3M1WgY/fGBx98wKOPPsrChQup8fGcZjKZ+M9//uNzH8F8zmH+9wgHasKEaYOju3ZTKHp/02hAzdRHbg94XzuXL+DAxpeIimlg7fc2air2gZ8JmCAYSM7pz9BLJnDJnYFPQP8XOLrfu52yHjUT/jCreTm+V+8g9uqittF7dkwZcQyd0WSNa7PZ+PT5t6kUfL+B7qGO4arZvq10/U1kW2Mxds6b7l/f/xylzHv90n7hINU+AmEtOVwjsLdHssTJI1C0JojdvI6V8z0FHttrx52UHtiE6JfVP3Ikax9OL+PePToXg7owqGPbqrIpcMZQJ4ReLPS95cfQKgLXYomPOsBQoTsRSt/ZUpL+9mgm7ZrMZb+MJLnKPVGyKAUO9a/hlZ2PsWz91whBnLOin0wwrbbpGss9FgmtShf16a1Kj3QRdDs3mn59zMhODk10wcHDGg5srEeZ5ikA3FGuevxJ5DLPYGrugR1YTtq9JsUlk1bhGeS0GJ3k5IXG5rosRcYNjzwfkn21JifVM8PDpAlBCtBviIxe0nLl6CgLMT2lwYa4ShGNJg986I8B7BM9rd1PIVfAzPPTOjLMTuP43s0Sm3azrinLpb0MnHQ1dtxR+xjqWbPoO7/bKFoFauyCNOClN4L8y+/46RPfE922UCgU9J75EFVI3Q27H/yGQ/t2t3u/v3eSk5Ob/0VHR3u0RUW5g5rR0dEkJyeTk5PD448/TmxsLD/99JPHPj/88EOuu+46Zs2axaeffupRQnj//fcDsHHjRqZNm0aPHj3o1asX99xzD9u2bfPYX3xKFgv+8SEHf13OrFc+JXtgi+tXBKVGS2R8AvqYOCLjE4mMS0RtiOREg5Wyk2V/gY69NUVFRaxevZrZs2czfPhwvvzSu/Pffffdx5w5cygu9nQWheA+5zD/e4QDNWHCtMHKuT9g8xFM6WKIIiImsMnQindewGFbhrHeycbFNZgsx/z2V8qTyerXiwmzZjNofGC6EP8r1FVWUu4jkyUBFZoWrkpT73oAuRC4dbm1zvMNvRMZZX2mkJja9BD7yVMvUyzzYv1ykmwiuPHJR/wex5fwsDdMxs6pp1dV+p6YVVgDt20+UC1nX68kv+UuvtA3gm7tctYt+b65bfeG4O24y5MDtOMG6uprWGtZQIPW94Cru5YgeNE/8oVd1LHfOoAGeegcn+rranlozmp2Fqci6APTD8nQH2aAbAgqmSbo43VtyGLaumkM29SVSJP7/KzRw2LlMuqtXyCrOehnDy3x/tmuX7wQtarpc3U2emoFOOM8M+BkMhmROckMHwVR0e7vpLZGxryDPXl14Q6/duDBotHqye45yHNsrhq++5fbteyyIbNQOqXXcf9cq0eWQntwyaAys0/bHdtJr5wBtE6YM6sEisuDC1D+lukx/EIaGlvUbgpgqymgoUWsVeaCjL5GpjzYjaycExiUZZL7QmOGiapq3ymFXRNrqN27if9n77zjoyrTNnxNr+m9kQRCEnpvgqioiGJD7IhdVxTrrq5dv7Wv2FbXLiCKChYUkd6l95YQCCG99zKT6ef7YyDJZM4kMyHgKnP9flFOf2fmtPd57+d+zAbPz4s/isrjrj5sRt2ppdnGxfcgQ+Nqeh10bHOH28janYSCNoCqSNeuidwG0eszWD7rESyWrvmLREbHUjf2Nmxtuj1azDT98hFGQzdcsH4AsNvt/PDDD9TU1KBQuOZFG41GFi5cyM0338zYsWPRaDQsXdrq61VTU8OKFSuYMWMGer17+mlIOyWywWBg8hVXUZx1kDs/WEh0al8cLgMEglt89eRiQYB9Fa6/e0dtF2Pu3LlcdNFFhIWFMW3aNGbPni263tSpU+nfvz8vvvhip/v046c9/kCNHz8dsH3Jcoo9qCZCBS1T/jFDdFl7lrz/LJE9csg+KCNjSy5We8clKLWaFBL6JTF5xiuEJST52uy/PMs++Rqzh+DZkAvcpdsqjQ8+NdZyym2uKpNtunO4cIrTh2j+/71NXgemm7EOPbe+2Hk1LsGHIIDNdHrM74IknoOMBh/e2QMENVvOqyazT9eqHQU0gLDmF3avXQVA/lrfy3E39BzoZTlu+GLFa5SFdZxKdGxECTqduGrLE831yZQ6ukdRU5hXwD/mZHG01PlyatF1HIgQaCJNW0yaajDSU/A1qrIUM3jweTw94j2GVCWjdPGvsVIR/gPKig/B1HElKk9Bu5KsPS3/PlnxqS2WAM/npCQgiL5jAknvbWp54XbYYfk2Kfe8f4Ccku5RsgBMfuQZ5DJ3xUxZUQaN1c7qSL17pBNX3hoEHrQ1mqRc3yqUeSIvWcMNfzt9KkqNSoNeJNadmbv/tB3zfxFTo+uzQaEpoz7atZMo5OUQ27svlz12P9PfuZupj/cjKbWIAGUZmYpkj/uWSiG5pIxD20KY988VfPPEh6yfMxtj/elJZfUVU5VriqdZ2wXDsXZEnDvJZTrZUcCOjes8ri9r3wuRyBn1/PsU93QvKxifWcfvLz1ATaVvqaknGX3+heyNuthlXg+hmI1+v5pT5vbbbyckJAS9Xs/NN99MWFgYd955p8s633//PfHx8QwePBiJRMK0adNc0p9ycnIQBIE+fTpXQQuCwOuvvcqBXTu484MFhMYmILFLwCHB0WaQYPeSBbwyaRCvThrEyxP78/LE/uxc9BUCUNls9brtYsf/8ssvueWWWwC45pprOHbsGHv27BFd/7XXXuOrr74iM/PUPJf8nH34AzV+/HTAzk17RKsKAaQnxbdU/vFEfWU5K794nMS0KnauhpLsDASho9EbBSGR/enZP4Upj7yBWu37qPjZQHmTePAsXNAy7OIL3eZroz2XTXXHwnZzQstUriSBiffOBODn9z7hiNnzS3a4oGX6P//W6XkBvqU+WZq7p/PXluLcfEKV4qbU+RRQ7UGxJEaw4JSrbzqvnsN9fPPfadlHrYBh2Tcs/OAtEn3s7BYkKrn67ke8Wvejea+Sl+SdWid/YDFyD95UYthR4Kg9dUXNru07eeaHCooqWjsrKxoGI/NgWq0MKGao3k6C2r1ikS/kNmcy4MmrGDjuHHRaPXde+gwP9XiaXpWBLa++dikUxtXQqPoQZelCBId4mzyd3XJZGyNhi/t13KzpONgnkckITYti5Dk2dPrWo5RVSHn0kxLmrOqeVAaFQkHfEee4zXcITfz075dapiek3oBUAHujjeSykm4xEDbqIO6Cm059R52gaXZXgpTV+OYL9WcnccBFLtNBQWaksa6pTGEVVkxtgooRiSlc+tAMlGOTKa/yXPouMbIRZYMzeGxDSb0xgcO7I/j6mXXMf/xj1nz2OY3VHQ/anE4kDa6qSYeIisFXBo8YTbbM9ftr3OHZnL996pPNARqtjkue/Yji4fFuKbVRxTYOv/40R/dt7VL7Jt7+Nw7LXdP+hjVtY82i77u0Pz9OXn/9dXbt2sWyZcsYNGgQ77zzDr169XJZZ86cOUybNq1letq0aaxYsYLSUmfgzdM7UVVhLlsXfsviNz7g239+yNyH59FYZaR39GCsVhvr5/7HdVtBgoAEkNDvgsuY8cUSZsxu/Rt4sVOhbnUIXre9PWvXrqWuro7JkycDoNfrufLKKz2qasaPH8/EiRN55plTLz3v5+zCH6jx48cDSz+ZS5lUPKgS7dBxWRsfFDEyf1/F/rWvEhjSwO+LTNTXZIKHEs4AUkkgsb37MXDsuVwy46lTafpfmgPrN1LpQeUU6cHE9fIZDyKRuI/QecJc53yBNaFEeu7NaLVaNi78iQPlJR4Dd4GCmim3TfU6Fc4XRY2pufsVNTu+/hGZRFyyX2Dx/DnFkOhbgxkbz2/kSFrXVCWh1QKRhYeoVnkfoLSoIHykd6mBv/4yn9xeOV4nnZWn1qIO9k1VYzAm8svsuT5t05Zli5Yxa52cqhrX0e0maRRqhbuKJSj0KMMl0YQpu+4tYRfsZFp2o5DvcTO6TozrxSOXvc3NypuJqGt9ZTAqJRT2OIrN8m8UFb+779SDqkepaVUyta/4JNGEYZR7d/3IQsKYqFvLoDRbS5aVzQrfrxOY8eEeSmu8T93zxMX3PopS7u4vUl2VTVmOsxrQkD4jiavQMm5vFFFl3ePxcjwpgmHnjO+WfXWEyuIeZGiwdJ8q6c9Ar6Hn0NDoGliX2Bsxt/lqlGbYtdzdf2JVoefAhkQCvavcy9yDM6Db0BzH0f1RfPPCFr7++yes/PAT6krF1z9dKIyuzxVZaPeUDzelu1Y57Gs+RG7OMdF12ytq7I7W+8Yl979Mw+TxmNs9DoJqBRo//YRNv7ib0XaGXC6n9/SHqcHV96NX5vcczcrweX9+nERHR9OrVy/OP/98vvvuOx544AGOHGmtmHbkyBG2bNnCc889h0ajQaPRMGDAAGw2G3PnzgWgR0I8AIvnfskPL7zPV499xhcPLuD7Nw6xb6Oe4sJE6gwJNNudz6iU2L7c/tBbHFy9mF/ffBqHo/X+K5yQdKr1AYQlJBEW3/qn1jvfTzQnTr7O2i7G7NmzqaurIzg4uOXzLFy4kAULFmA0ir+fvvrqqyxbtoxNmzZ14Rv2c7biD9T48SOCxWIhK69YdJkUKSPGD+tw+7Vz36ep9mea6u1sX1pNs7njzp5SHkvSkBQuuPY+hl9xY5fbfTawc+VWxMbrlciZeLf4dxcWFoHKg3pEDLO5HKPZzq7QCQw/dyyZW7ayad9Bj15FahRcOOEcn6p/+WKTa2v2Xt3iLdpGz74KBg/+ImJoULL/3NZR+EAjTJr5GsdSuzY6G14pIARZqJN7V0oqLymIUZMmd7peSUEue3QbaFb6lhaUOSoHpcR7DwMBKfWHuvZ7zf9yIZ8diqWhQfzRLNG5VkiKCjjMEKEfWnnXVTwmu4EMYTu9KjLRN3o+K0cPmkCYfSoJhYPQm1rXqwkQKIrbgLRuFtKG4y3zPZkJn6z4VF6GW8Wn4NQxCF6+lkix46iu5LXbhjHzKjXqNnHY/CIZ93+Qz4+bTl1mPmziJbT32xGEZpZ88E7LdIp1ML3yu0cZURklZdJdZ2bUVWV3v0abO0jr/KtiNrgGKLQB1dREuQZvDFmuKQ3Llv5OcaXn4H98pJHBPU0E6wo7VOU5kNNojiUnM5bvXtnNV499xrL3PqIyXzyw0Z1oDK4DR0FxHasIvOXcyVdSQWvAVY6DrOU/i64rb1csq22gBmDclDvR3XMP9e1s5lQmCPx1Ays+fM7n9sXExlM95lbsbe41OkzUL/ovzcbuV6+ebfTq1Yurr76aJ598smXenDlzGDlyJLt372bXrl2s+vVnvnjlX1x3/kTef/Nd5jw0l19e2U5a3GB+Xr2JwtIomizRWITWwTej2d3nKT04jWmvzyZj3VIW//up1mCN5OT/3J9DwonFycHuA0JibW9PTU0NixcvZvbs2ezatavlb/fu3ahUKn76Sbwsfb9+/bjlllt46in/QKwf7/EHavz4EeGnWR9R40G1ESfoGHXZJR63/e395wmNziR7v5Ss7cewOToeodTpetOjXzyX3v0a0b19qVB09mGxWKhEXF0SKagJj/GsKlCFhHt9HIfQxFppfybfdTfl+fks/XWNx/LscmSM6t1bNOWqk6N4vabF0v1lc4Ol4ikmlUIV1VLvAw2hdgVSbevbdmhlMDqdjquf/IDjvbxXMbUlssyBKVKgSdLxI8pZjrtj0+aTzN/9HlVBviseYuuiUUb6NtJtsMTx7Vu++R7896NvWZibhqmDfoJZ62y/1WEhWXucAYphyCVd95WotVRQYNtGWonT2FxjpMUnSAyZRIIl+gq09kdJKIxxMdItjTBRGTIfZfknCKZ6j4oaldaZ+lSYH0z7a0Aa7rlUfHt01ip6DXIa/l42Mo1PH+pJ76TWjqfZBF8stfL3z3dT29B1s9Bzrr0NjSrRbX59/TFydjuNUqVZu9B1g1esQwrlCaktlT9ONzq5e5qiRXn2dVR7Db7UZTow0IIl0rV8eVCZwaVCza/HpJ6j7RKY1MPM+bffwU1v3M+tb1zCgDF1hAQUoMDzvVVARpMlmrzseH58M4OvHv2c397+LyXZ3e9rYbGY0bY7ZxPSOx6A8haFQkl+9GiXeWl1u2lscA8Ctk99ah+oAUgfMpb0J1+lPM41eC91QNyuQla8MoNmo2/X+DkTLmZPhOszO8lRxPov/H413cGjjz7K0qVL2bJ5Ewc3rOKLTz4hLSCGPV9sYdvHhzj4s4X64+kMiLuOyoZa9hcU40DODefei4DAmz8+zt6cLZTXFVNeW8Tvh5bz2sJHXY4hxUZIeQ690vozbdYcsjat5Jc3/gkSAalM6jQHNzfTWF3R8tdQVYGxoQ6lTMLACHFPu5Nt37lzp+jy+fPnExAQwE033US/fv1c/q6++mqP6U8AL774Ivv372fHjh1d/3L9nFX4AzV+/LSjsbaGvKZ60WVK5Fx442Wiy5oa6lj+2RPE9ixh50qBstxDCEJHL71KwmIGkJjeg6seftPvR+MFKz6bR5OHQE1S7wTR+ScZdfW1gKzDddpirqnDZrWy4OP51HkoUy1BQr/gSC6+Y5ro8o7wxaPGbu3eQM2x/fsJVoh3io/aj2HrIEWvPXK1q8ooxtrqT3DhI7PIT/bs4dAR0SV26uOlmB2evydvy3G///WLFMT73pNOLAzgwekvcM1j96OR+laFylwQhMHLaiJvfPADy0r60tnPvLh2GDJlGUP0dfRS9/epPe0pNuVgqVlHYqVrydCcjI68H5yBFYlSjyX6LsLqbyO2vHXE0yaVUBhfiUH5H+okx7Ha3P1rtCdSn2yN7h1Wa5D3/kbq5moumnpDy3R4UADv3TuUWy+Ro2xzyh0+Luee/xxj1e5sr/fdnnHXXov765KV1XNm8/3n75J8XDyo7yv5yWpuvN/zSG53E653T+syqcQ9h/7KJA4cTn1Du/uUAhd/FH0jZG53eq1s2rCT/ArPisGYcDNTppzfMq3S6Rk3bTo3vvYAt751BUPOayI0KB8Fnt8PBKQ0WaMoON6DX947xrxHZrP43x9QmLGvS5+xPflH9iFrc5s3qyCmR/coagDGXHUdRlq/0wAMbP7lR7f1FDLXwIxYoAYgLDKWc5/7L0V93YOYcTnNbP/XgxQe97YinZOL7/gbWfJUl3nDG7aw9ucffNqPHyc1RXls+/5bfn3zAw5+vYG0mHTuvflhPnhjPXUNTaRET3ZTyQTpQukZnc7Ww85y2GGBUTxx7SzS4wfxy9Z5vL7gUd5f/AKZ+Vu48+LriI7Jo9/IGrRBCkZc1Z/b3rmTC/rEkjRwONPfmsfRLWv58eXHcJyoArhv6Y/MunpMy99bU8bw3VP3MihCh0Yu3gXu378/F154IS+88ILo8jlz5nDVVVchk7m/T06dOpVNmzaRnS3+vImPj2fmzJmYTN2vkvbz10TSUWdh+PDhwq5du85gc/z4+eOZ8+y/yXGIB2p6SQK545V/us3P2bWZouzvkcnN7F9jwGTp2JBRKgkmrk8iCUnDGHNtx143flr58MnXRMtiBwpqHvm/f3Zq4vv+vTdhsZV0uM5JZNJw1BHDKZJ47uCnyIK5/aXHvdpfew4+sxi1zLsqRUXp1Vxw8/VdOo4Yi16YRX9hiOiyVebtlMi8CzAokVNzQQn2YOdzJLRRwv9N+MxlHYPBwMY3HyGhoGsdwIJEJdG5JpRS15eqimgpE171PHJ1km++/ZDdybuxyHxLeYqok3Jv/2eJjnEGgua/+TYN+b6Z9eqjs5j+bMfnx/MfLGFXaYJXuXAXKrZzviWYQEXXqmuBsyz8MdMBoiv3oRRRLGX1CeHax98R2RI+Wb6UykD3ktHyyu2YdWvcFEsRDVLOD5rC+OFOxcKaBd8QGbIRgM2/OjAYXH0AlNNfpV7lHjwQI65wM3fcIB4gLaqo4V8L8igqbfMiLYGh6Taeuq4fui4ExT+ZeRdNxvbpKFIGxSYTXXLq3jTNWrBfczOjJ0w85X15y8HsfXxa94HLPJVNYNaYL85YG/5XWPvVq0REFbRMNzYpMO8yENHGd6hoYDiTHpnFwx9sJLskSGw3ANw0oIzpN3lW3Z7EajGzf9kScneV0FAXgUXw7nmglVUTFN3IwIuH03P4GK+2ac/vP35GyG+tpbNrwySc+6bvni8dsfw/rzKscVvLdIkkin5PfIS8TVrruz9sZuWe1qBXQoyZTx4c2eF+13z5JmGbM5C3y0Q26EF57bUMGX+5120sLirA8OXThLRJ+WtCi3Dd/9EzNa2DLc9erBYzx3dtpfBQNnUlJkwNaszWAK/P346QY0Ylb0CtNxIQISM2LYHeY8ai7SCILwgCPx+rIbPK2KLRbP+0F9rM7xGo4uY+Ecilp1aO3o+f7kIikewWBGG42DLvTAD8+DlLyM/MpMgh3knVoeKaR+9ym7/xm09Q6Q7SUAc5u8uxOzouW6tSxNNjSASDx02nR//ukRqfDRTn5FAhFR+BDJepvKq0pAoIw1LrXaDG7qjCpGgAm/ioSw8hoMtBGnB2mL3Fbu3eUW69UQ0iWUlNVgPVMu/VO2EOFZXBrZ8jqMrdCFan0zHqwdfZ9d4TxBZ5r9Q5SY98C3m9NMTmNLcEa06W4+6MA/t2cDhmj89BGq1FIPZQPNEXt6p1pj3+GPMe/RSD1XvTXmt5PGWFxUQnuAcfDAYDL8zZRmZJx0qwk9wiXclAex9Uiq6lkwFYHWYyHYcQ5PWiQRoAjakDdYgHdZMtYhQSxzASChdTE5mBQeX8visDHXwv/MjOZcu5qt991BYcJfLE+3b7ik9WQcCq9D49UVLjWeEUHxnKR/cHMXvVIRZvAbsNEGDPYTl3vZvFw1cFM6ZPktfHArj4zrtY9MHz0KbyVkzfkURndo83zfGkcG44g0EagNTEdOQ1ArY2HRazXEJu8TGS41LOaFv+aHoPu4y6oo9bpgP0VmrCgokoaz3PNKXV7NuTQU655yBNeKjVqyANgEKpYvhVUxl+FdhsNjJWLyd7ay4NNWGYBc++U0Z7GMbiMErnVqGZN4+giHr6TOhP+tgLvDougLGykLZdX7O2+7sDyRdejuPn7UhPPOtihXK2rF7O+EmtgZTOPGrEuPC2x9md8DPmRT+ja/O6pmsC6/wfWFNwlAtvecyrNsbF92DzqFsJ2v7flnbqMZL74/vEPToL1VmudK4pLiR762YqcqtoqpZgbtZjtgfiQA5Ed7q9JyQIqCSNKNWNaIOthCUEkDxsMDFp/V0CeV7tSyLhqpRQtHIpu8ubcAju4x4SnNm46aEarugV6g/S+PnT4A/U+PHThhVfLcYsETeMTdTqCQp37Ugsff9FYlLKObRdRmVBNkIH+ecgISAglZiUAC6a/iIa3amX8T2bWPvVItGUHClSxl1zkcgW7iSOGMWhlQe9PqamqQHU7lLraIeOW1942Ov9iOFL6pOjmwM1wTJxRcYBaQZmwftjqWWuv0cveT/R9ULDwhh07wsc/OhFokt9Vx8k5ZrJSdXT65izc1+QqOq0HLfBYGBp0ZfUee8hDYBEgITMeAJFAnT6dAnGg8KJ0p+dYxb0rP70W2556R8u8yvLy3l+wTHyy7wLTNxnX0WabDDSTjx7OqLJVschWQFNDX3QRWYC4mbpWqPnQJ2kA18lqVSOJfoa9OaLCK38jtLY8pYAQF64gQ9LZtEjXkcPqwSNQsBma3TZPrT3eCok3qfJmcrLOlwuk8m4Z9IgzutfxisLS6mscn53DQ0SXp5fz7hBe/j7lIEovewU9Bx6DsFBKdTVH3buXxNOz8LuCdJURUi45O5nu2VfvqBSqtGZJNS3K5Z3ND/jrAvUJPQdTF6GiuCg1tRau9b1fAytEvhyazkOu2dF2znhFV06vlwuZ9Ckyxk0yTmdsX4lWRuO0FAdjMnh2bOo2RFCc3kIZd82sXXB1wSG1ZI2rjfp513UYYdXqK91mbbpxSsmngpp/Qay4bc0+lrbpCQd2ABtAjXKdukndi8fD8MmXE1BQiq5n88irLJ1I4UVotYeYHn5o1z08JtedfrHXjSRpccOM6K6tYx4sqOAtZ//h0tnPuFdg/7kWC1mcvdso+DA0RMqGRVma+AJlczJv67RXiUTkxZH6phzO1TJ+IpUIuGS5BBGxgSwp7yJg1VGDFbn+4laJqVvmJahUTqidJ0P6Pnx87+EP1Djx88Jdq9aQ7GH6i4hgoZrn5jZMt1saGT9Vy8T07OanSukNDYcpqPcBQlqwuJTiIiI4LIHX+zmlp8dVJrN7npWIMKhIXXoUK/2IVHokEnDsTuqvFrf0lTjFqgJFbRMe+RO1JquKxvAt/LcdrsvNaI6Zs+6DQQpxcuwNtsEr2185MjIHlnaMh1RJ+Wqa271uH5UfA8stz/JsdmvE1Hue7Cm1zEj2al6EvObCB95Zafrf/brKxT38r2seVJeKOat65H0dR8Vv+Zv9/DV4+/T1Jzk9f6aa5PYs3ETQ8c7S9ZmHjjEm6ubKa/qvCqWVqhjhi2DHhrxNDVvqTQXkSnYsDY4O9+SJs/nbkeVnyQd+AW1oArEEnUvaUeX0hSRRX6YM7hmlUnISTFSbhJIztdjFRpcXF+U0d4piwA09noUgnfnUGp8NF88FM57vx5k3R4pDjsIDvh9r4zM/EP8c2oE/ZO9S7e64uHH+PqlhxCEZhLjo9Fn06E6kQAAIABJREFUd92k+CSCBErie3H+GTIQbo+mWU691nVwory+wMPaf21sphgIymuZjoxqoj4Ygk5Uei/XhHK0wnOQJjjYzh03+WoqL06/8yfS73ynwurotg1krDlAfUVQS2liMUyOIEyVQVQssrLj54UEhFaTMiqBARMvdwtYyA2u6lRpkLsasjuQDr4AdrYGatKtRzh8cB99BjiNwOXt1I4OwXulQ4/efQl79h02v/tPYnNdB8niM2pZ/6/7GPrgS4RGdK6CvPiuGWx/K580e2t64/D6Taxb3JsLrpzidZv+DNQUF3Js21bKj1ecHpWM6oRKpkfXVTJdJUQt58LEYC5MDMbmEBAEAUX7GvB+/PyJ8Adq/Pg5wbY127FLxV/+U+OjW1JrCg7tJmf/fLRBzWxebMJs7bgijEwaSo8BPQgLS+e8W2Z0e7vPBn7/abHHKlxRId4pk0oLi4jPWsxxTTgGg5eBGls5WkkiRsEZvdCj4vLrLiUkuusvMyfxJfXJYRdXeXWFgrU76Sdx7/ibrCZqZN6racIcao7GtqovAqs7V4ck9E7FdOPDlHzzLmGVvgefeh9tIis9iGs7Kcf9+bxZ5KX5PrIdU6XAsmwnCglIRYwCAeLOTSR7pe3ES23n2FCRsXQnQ8ePY83ytXyxP5i6+s5H9QYrMrnCZCNcc2o+CXnNWWQ1RyKnVcJva/bcKTtZ+WnYhIvdF/qgAlOpgrlv0n9Yt30xGwy/Uh3g3LZJLeFgmoGIyF5oNxuRFDqVPfZg7zuKGnM1PQd7F5wFp1rh71OGcEH/QmYtqqauztkZrK6R8NScKiaOqOT+ywaImkO2JTIplbDwVCwBSpJzvbuHdEZBkoqbHzzzapqTKK1qwNWHq9HcPZ/tz0ba6CupPv6flgEBvd5KQYSWoDrns2d12iXYSj1vPzysFJXK+/PSW1JHn0fq6PMAyNu7g/3Lt1NXpsdoD0N09AIwCwGYqwOoWgp7lv1AQFAVycOjGHzZlSiUKrfS3LqY5G5vN8CYCRdzcNci4gWnAk4C5K/9rSVQo2qnqHF4kfrUFl1AEBOf+5jl/32G2L3FtH2Fiy6ykfn600Tdeh+9B43qcD8KhZKkmx6i7utnCKZV7Zd4cAHH+/ajZ0pqB1v/b2K1mMnbs52Cg0epK2mmuUGF2XJSJaMB3KvZectJlYxKZyQgUkpsahwpY85F78N9/HTjTG/ypzj5+XPjD9T48QOsnD2fUqn46GikQ8cVD9wNwNYfvgTZLuqqBPIPlmJ31IpucxKVsgc9h4WSNuR6eg0f2+3tPls4vDNT9HmrQcHlM+/0ah/7v/uUYdSgC0vBy2I8gJ1wu4kCqQ4VCs4fM9xr9U6n+JL6ZPPd28UTASatqD/NfsUhjDbv/Wm0ktY3YokA/UJEfdDc6D1oEM3Gu6j98QtCanwP1qRn1fP9rL9z3T/eEl2+dvWv5CQfxu5jDnpgM+g2mrCd+FwSD6NwE668kpKtb9PY6L2xsLEpmbnvvM8S47kYDZ236yrFBkZZ49GpvC9X3R67YOeIdT8lzeluD3qTEMSh2Hj6lxSJbpuTsfWUAzXCCT+hC0ZdyVjrJH5c/xH7tAcwKk/414QAl2uJL0hD9nsZ5kDvDZJVDdVccM11Xq9/kqG9E5j9cDRv/HiAHRlyBMHpX7Nsq4R9xw/wzPUJ9IzpOOB4zRPPsvXdp9yMTLuCSQP64Zd2vuJpRG0PoH2gxiRtFF/5L05s774c26MmJKRVnWHWagEjdQotWTWeA/QBAQ4euMW7FNxTIWnISJKGOM12CzP2sW/pJmqLtRht4R5TMi2Cjuo6HdWrYf/qX9Dpy0hvcr2W43oPOi3tlcvllCeeQ3zeTy3z+jXtpaqynPCIKJSKUwvUnGTSA6/w+4+foV29GVUbIWVwrUD9px+x5ZLDnHPl7R3uIz4xid9H3ELgzo9b/GoCMHL8+/eJe/TN/2m/mrrSQo5udapkDNUSzEYdZnsQduSAj/m/bZAgoJQ0ojqhkglNCKDnsEHEpA84YyoZP37OZvxXmZ+zHovFQkZ2nmggQIKEISOdZXCX/vclopNLObhFSnXJEQQ66tRKCQxKJba3jvE3PI8+8I+Rtf8VMBoMVEjEvX8iBDVaXee507/Mmc05FmdZ0/GOI/wk0eMQvCvXbK2vRRYSwNCEREZfIV6avSv4oqgRvE3c94IQuXjak9Fs9zrtSYKE4gGtJpuRNXIunnSN120YOGYcX69fgtRR1pJW4Avph6tZ+NYTXP/3f7vMr6mpZovtN5qCfHvZlzsEYg7EYi7f2DJPKvX8eIzWFmBqjMcqFvESwYEMWbGsJUjREXeygn72AcjlXc+lN9kNZEiOUNuU7nEdi8KzEk1qEg9AS7xMN3Ku3PpZlQoll464jfj1z7BXgOOxZuwn+mdFPRwob4ggpnQdKKJB0blXhqyu4wB5R6hVCl64eRgbDuTwwZImDCduA6XlUh79pJip40q59aIBHrdf/OW7DCrunsDp8aRQrr/06m7ZV1cJUIQBrjIRs8Jz2ei/OnZrLHC8ZTo63kDzUViRPhlLB2qaIWGlqFSnlqLoKwn9BpPQz6lMKTuWxZ5f11BdoMJgjUBwKyfvxIqGBrseRRvxpE0OETFdV1d0xrirplL+3goCcY6QqLGw45cfuezu+9EoXO+z3pgJe+LcqfeQldyXmq8/I7DNc0XdDMrF61lRkssl9/1fx/uYeClLc7IYUbOuZV5PRz5rP/+AS2f+o4MtzwxWi5n8/Tsp2JdFbberZCyo5PWodEYCI6TEpP3vqWT8+Dnb8Adq/Jz1/PzOJ1R7SKuJc+gYcdlEln74JNGJVexcLqGp6WiH+5NINET26E1IaAiT7//X6WjyWcWSD2ZjQjwlp88I91LB7cnYvY8BJStbprUqGSpVOM0m7wI1Zks5yYp+TJ5xh3cN9pI/IlCz6edfiVKIv3TVSb3vfIYJGnJ6t5q5BtSIB388cWDrJtKLyigJDEcaWEVAQ+fbtEUiQPrhCha88zQ3PPpqy/w5a1+jPNF3qUPisWjMeza6zPOU+gSQKi2mNDQPa00fr4/RZIrn8uB1LDGKV2YRbM08xDZ6qYedkli7zlJJhqyK5jrPQRoAicFzQMRj5ScfAjVCO+PjbT8uJC7BzgWA4xcpxnMESqOc14BFLiE/oZSA5rcJKhuKOfISpFLP37+tomuGrW05b2AvhqQ088qCTA5mO1+FrBb4bq2D7dl7eO6GnkSHugbYc7OPkFzoXdW4zqgJlzDh9q5XjesuwgNigUMu80zq7jUv/zPRb9w1lB2Z1RJnDAgQOB6mJaMu3uM2Wq3AAzefd4ZaKE50SjqXPeq85qsKc9m1aDlVeTIMlkgc7SLwKo2rEbdBD988swadtoLYPiqGT7m6Wzvnen0AG0OGM6J2Q8u8pPLtmC13oVDIoI1fmy8eNWKkDx1LZVwPDnzwIlFtAqpSB8TtyGdF9f2c99gs1BrP978L77qf3W/n09veGrAbVr+R9b+lcv7kzv3Ruou60kKyt2+j/FgFTdV0m0qGE14yKlUj2iArIQl6eg0f7FfJ+PHzP4j/ivRzVmNoaCC3rk5UTaNAxtDxA9i88BnUAUY2LzZisYlXSjmJXBpO4uBYAnW9mXDHQ6ep1WcX5bWNiA0Ohgpazr2m45cmi8VC9ap59MG146kKDqa546IxLQhCMxKFd0EdX/AlUOOpLLKvVO/IIkrunrq1lwM0eFAtiaFv0xy5Q+CcniJpMh2Qv/ZrkpuhZ3MVx+IikDoq0fn4FUsdkJ5ZwoL3nueGh//Fh/NeJq+P7/KchFIN9jWb3PcvFR+RLjyehwYzY9jK75JYTILnUr2uSNBVBYBI/yBWUsStlBKj9qzk8IYSUy6HrUoEa+ejqtYOfGo8VX7yyky4ZWXXm2pTTTGc8AsWystR/VRHYmoSDSPl1AY4123UQGPCHiJr9yMzX4Y9zD0dQy6YaS4TT9nylUCthjfuGMbibVnMXWXGdEJIklsoY8YH+dx6USlTzmkNxu398QNS60/9uIIECuOSGe+FyenpJjWhHyuqVrrMa9IIWK1WFArFH9SqP47IpBQOb9MQGtqqKtobORFTB/G5AeFlBOgHn4HWeUd4QjKTHnL64dWXlbBj0RIqchw0maJwIEctd71PNmtk2CxK6o3x1O+Go7vXo1NXEJUqY8SUywnqhvO0/6VTsH2zCfmJyo0R1LLpt8WoE/vhEqjphjGJiKgEzn3uQ9a+9wTxh10v2LgcI9v+NZPU+54iNlE8fVWlVBF/w0PUf/MsQSfSAiVAwr5vyU3vS3Kv7q2I1qKS2Z9FbfFJlUwAFkEPqIEeXd53W5VMQLiUmLRYUkaPJSDUt8EVP378/DH4AzV+zmp+nPUJjR46qHEODdbmFdRVSyg4VIxD6PgNXaNKoufIIOJ7Tab/ePeKMX58J2vHLiql4qP7EarOS/n+9umHjGtTxeEko1SFrEAJHaavtWIs655R9Lb4pKjpjrdXINAaIHrXrzcbvU57AqhLbI2qRFarGHHZeK+3/e3LT0hsU6EjpbiSI4nR9HCUofEg5PCEzA5pGQV88/Zz5I4uwVfjwNBGCYrVDaL1t6Ry8S8k7+hR0oEglR15ZCGUexuoAaMtkms1K/mheWLLvPMUu5hg0RGs7rqZpwDkmA6S3ZSAQupdypRZCORAQjwDC92DHh4rP/nkUeP6WyiVTpVGeRk4BKeESnI0j4BsKaEXjaE4sRyTwrlNRYgdifArcWUbsGmuR9C1eoPoLFXoulmKf+XodEanN/DygmyO5TsvELMJPltiYfPh3Tx7Qx82/DSP5Nzu8W4pTFQy7eHnu2Vfp0pyfCqKcgFrm+o7VpmE3KKjpCb3+wNb9gdijweyAbBYBTIakjyuqlLDjCuHnZl2dYGg6FgunnEvAI01lez86ReaSlzP42al6z3DjoIGUxwNByDnwHZ0qgoikx0MnzKZ0Djvq7O1pUdyT9ao+zPQtL9lnvbI78hSh0AbxWxXPWrao1SqmPT4e6ye+wYRWw4jayO0DC93UPD2K1RMvZ7B48XTmXsk92TD0JsJ3PNpy1MlEAPHvv8PsY+9iUrZ+fuHGPVlJRzdtpnynAqaqk6qZAKxo+DUVTJNqFQNaIKshMbr6DlsILF9B/tVMn78/InxX71+zlqKc3IosIm7ympQ0ntwEUd3QU35EfCQeuNESlBoOrEpasZc/iRBEafysPXTli2L1+IQCWjIkTFhesclMzevXM3I+o2iyyLkFlSKqE4rdp3E3Fzp1Xo+4UOnt1uGGYEQhbg5baPU+7aECBryhue1TAdU+2Z4q8reQfviamn5ZWT2jKFnSSlq74U9AMht0OdoISZ5DHvHeP87qWwCA6rHUGRcIrpc5uHltq6iVYo13rqZ9fJIjDbvvwNJRQwyTQN2eSA3yVcx2JaKWtG5z5InrA4Lhx0HqTD2QeFjFVKbVNynxlPlJ4kv52y71CelxtlTKsgPpu0IulRwoAkZR5AxgnDDAkpi6nBInKqTopgGVLbPiCpNxBR+PRK5GrWhmuRB3e8FEhkcyH/+Noxv1h1kwQYH1hMx3MwcOXe/l80lehO9uiEjyKyCotDYU99RN6FQKNA3S6htVy3+aGHGWRuo6Tf+Gooz3kAqhdX5F2Jo8hw86BtRQWTs6THi7W4CQiOYcPfdrHpxu8t8k8SzSa4DGY3mGBqz4Phre9AplxOWaGX4VRcTmeS9oTpA0OiJsL41UJNiz2NrwXHaBii6STzawkW3/5OdcT8iLP4VbZvXPX0jWOcvZG3hUSZMe0R02/MuvZyluUdcUrZS7Hms+fwDLrv/7x0e12azkbd3OwUHsqgtMtLcoMJiCcAs6DhVlYwMCyp5A2qtgYAICdGpcfQe41fJ+PHzV8QfqPFz1rL08+8xScTfvOMkcHiTCYPRXY3RFolER3TPXgQFBnLZfa+cjmaetVgsFqrsZlGRRKRDQ1yvXh63ra+pQ7Pre5SI+5VsU49AGVSBucq7QI1dqOPHj//D1Pu6L53Np9Snbnh5XfPVN/SQuwcRD0uOUiPx3jw00NHaAVfaBCaOnOr1tgvee55+JeJeOH2Pl5LRO4be+aUovS8+BYDCAoMOl2KXxHBgtHfBmqRjSVw7/S7eXfGr6HKph0CNralVWadVSVFGFmMsicBbNY9JCOI6zVaCzFLShUFIPVSX8gaDrZ4MaR4NDd575bRF0uQ5QCRa+cknjxrX70OldV6L9kb3c82kCQNFBFbtTKIqMnDIl1Ae5rw3m+USChIKCDLMIqBsBDKDkgumd69fVFtuvmAAY/tU8/LCAorLnL+N0QCLjBdwfFBfrsv4HqWt6xGb4z1DyB1USJOhCb1O3/kGZwC1SQF6189U1dj9KsI/C+EJyWRs1hIQYGBvg+dghEIJ90xKO4Mt6x7UBtfnYkR6KjEp9RQdrKepMRIr4oEbASlNlmiasqFgViZaxUZC400MmTyeuPTO0zaHjz2X7RsX0tOR3zLPdGQvMKn1GN3nm9/CiIunkp+URv5nbxFa1fowVVghcs0+lpc/xkUP/VtUeXLh3TPZ83Y+Kfa81s9Ru4GNy9MYP+lyAOorSzm6eTMVOeU0uqlkul65T0wlkzRkIPH9/SoZP37OFvxXup+zkgPrN1IkEVfTBAkaassP4hA6NjGRyyLpOTwatSSRi+/946sB/NVY+/VCj74pCQkdjxxtmPtfxgjiJToKJTFk1NiQq3TIkIJo4os7VVmHvVrPW860R40xswQU7oGaSnONqAeQJ0yRrR3tiCoNqWO881Wpqa4mvqDjwFi/7FIOpsWQfrzUpSqJN6jMMDirFLs8hozhHQdrkgqCmDn9OQAEDyoRT2a2UrPrfeMiYRfLVeE0mb1PCbBUJxES4kAq6XqQpspczFFpBca6rncUrSbPKUSilZ9OQVGj0jp/UHuza6DGIdNhULSWxHaE9sPhSCe+aA2NITuoPxFLqtdBvW4ntioZ+w73YXCf0d63xUcSo8P4+IFgPlt+iN+2O0t4I8D+8ihyk+/nJuNv9CruOIgvRm2ohPXDapGq5Xy39iPuvuKPNxMGUFk1tFeNNlqr/5jG/K/gSGB9QQQNDZ6v0dSIKpKS/xxqmrZo25Xmjk0dTOrgMQBYzCb2/vozeXuraGyIwCqIm+4KSDFYIzHkQuEHuWjluwiJMTBk8lgS+ntWvDWmjoWs1kBNmjmLtoGabhKPupHYuz/hz73L5neeIDbP7LIs/lAN61+awbCHXiEkzDWwolKqiL7uIRq+ew6do4lygim3RVK//iBfryrGYgk8oZJR0Z0qmaiUWFLPOYeAML9C24+fsxl/oMbPWcmm5Zuxt8+/OEGwpYmGToI0WnVPeo/WER59EYMnXnU6mnjWk5ddKCpS0KPikntu9bjdsu8WMLp5u+gyC3J2SVMxCjVglxIpi8BqL/eqPWZD93ZcznSgJtAeBCLeoB2o+t0IQM3R8a0v2YG10R2s7cra2S+TXtv55xhwpJSD6dH0zS5D5mMVZE0zDM0sxSqL4ugQ8d8rslbGbePbBlbF2ySTixupqm3ursdBIfkYymIRvDT6saIh355NjIdS6Z1R0HyEfEwoVKd2XpiFAA4m9GBAYYHbMrHKT76U526rqKmrq0N7IvXJZnENdIWmj6O03fcmlcqwRk1EZRtPQsH3VMTmYZY791cWbmdO4+f0XrqIa0c8RHREnNdt8gWZTMZ9kwehOvYqay0Tqa51ng8NjVI+k17ByIH5XHXoZ2Q+9CyPx8UiDXDebwr0RzBbTKiUntNOzhQqIQBwLb1mlnaPH8+flYHnX89n8z2/B8jkMMy2C7jwzDWqGygrzEXVJk7hkEJin9bAilKlZtS1NzLqWmf6zr6lv5C7s4SGuvAT5rZiSDDawjEWhlP8cREa2QGCIxvoP3EoKSPGuqx57hVTyM1aShhOQ+OAdunnpytQA6ALCGLC0/9l9cfPEbe3FEmb22d0oZWM1/5J1G330XvAKOorS8nesoXyY2U0VQmYjBNPVFw6VYNtp0pGqWxEG2xxqmQG9yd+wFC/SsaPHz9u+O8Kfs461n2zkBKpuJomQtDSULtSdJkTOcHhaST21TLkgpmEJSSdljae7VSVllLhQU0TgQqlUtwwteDYcZJzlnhMQtmkGUNBVU3LtEoXhrXBu0CN1V7JpmW/Mu7SK7xavzM8KTk8rHxKxzIYDKL+NPkUUO1Dtadgh4yT1rMai8A1F3sOmLVl3+/rSMoVUWh4YEBWGYf6RtI3q8LNz6YztAYYkVGOXR5BzgDXY+rMAiMcFxPuUsXEQ6BGIf541NndAzVjJIdZro+hqclzOl57mhuSOBKZS5rNexNhh+DgiHU/xc1pRPevpLm5AWo6364jrBLx9CfRyk8+VX1qVSJsWjCfxGTnttZ2gS5ZhOdgn0SuxhIznZCmMuTNCymObkCQgEMCRyKqeTv7eQbu6ct1F8zssrlnRyz77ksGHT7KUEs2iwdezfaqJBwOZ2dyW0Ui2akPML36R2IrO08TKuyhYNe41ntNrR6+XzuHWybN6PZ2+0qgMhxwrWhoVvpoFvUXY9Hag9TUeq521Cuilsjyo2ewRd1DweFdLoXnDHpQqcSDhXK5nOFXTmX4lc6gTcbaFWRvOU5DdShmIdDjMZrtoTSXhlL6ZQ2bvvqKwIg6+p7fj/RzJ6BSqjgeOZKwCud7ltrhep8RHM5jna6ghVwuZ9LM19j4wyfo1mxFYRJoCFBTpwnGKASTN3sPv9uOn1DJKDk1lYwVlbwetdZIQLiEyJQo0saO86tk/Pjx4zX+QI2fs44DB4/hMpTSggRVc5EHVxOQSvTE9u6FPkDPuBufR63+40dC/6qs/Pw7LKK/hIQRE8d43O7IT58zGPHqXIdlKeyvrEYqaR29twYHtx9I7gAHh9et6bZAjU/GM6coqNkw7zt6y5Lc5hdYSnD4EAmR6FtfqsOr9ESP9e4ltnDDApJ96PcJEtCExHO4r5S+GWXil2sH6Bth5MFKzPJwik6U7JYK0PN4KpNuvbb90UT3IZWKPx4DHeJKg7ogOeomMza8CxjYUVDb1IwHOwg3zHYjhySHqW3qgwITE2+9EavFwg/PrvLoKeENnnxqxCo/+WIm3FZRY250KhNKyqQtFZ9OYvWigpOgi8aqe4iUgtU06LdTHuZsR7NCwvbQwxzdMpNxqkuYOKb9b3tqSLI2nfBLEphyYBEDY3vxXeDl1J9Ih6muk/O+6gbO63+EiYeWeswgtCjheFQYUOUyP1e2t1vb21UiA+OB/S7zmtWenoRnB79XhHlcJpXBBflrCGuw01BTSeCfyMS1oTjHJVDTrPNOBSiXyxk0cTKDThSsy9ywiqwNWdRXBWNyBHvcrtkRTHN5MOULDGxdOJ+AsBpih8ZhrlCgwopC6kCCAwVGJDiwocZsOT2Bmsbqco5s3nRCJQMm5XmYZUHYHQoQH7vzkjYqmSALoQk6Egf1JWHgcL9Kxo8fP6eE/w7i5y+NsbGOzM3LKT2eicVkoCK/hCYHSDXROOSuudexdi2Ght9F96OQRdN7VARSawyXzHjqTDT9rKbCaBRNe4oQtAw8X7wU9KJPP2Wc9ZDoskZ07LCGI23nS1RmkRIuCcYu1HnVLnN9VecrecmZNBN25Nc5BwfbYfChnLUGJfvPzUN6Ik0luN7zaHNbfvvyYxLzfBudL0hScdVdTuPmhbP+Qd9M37/3wHoYu7+aDYpAylIMJOWGc++t/xRZU/zLlSvFJe4hgngg8Li9J0NDMmmq9d4zxmBMZHfQQYaZO/b5qbdWkSGpwFjvNA1W6crQabWg1aJSVWE1x3t9zPZYzOIdUtHKT130qFEqnZ3+4rxA2ntCmfXel9rWo6O/eRKNxkZ2SDbRoHHOr9UJ/Mpy9q5Yx+XJd9Evdaj37fTA/HefZ1CBq29Lr5IcnpD+l+8HXMf+imgEwelfs7YqjcP9kphevJDwOvdzNTc5iOCeSbQP1FQEO/h53TdcfcHNp9zeUyEtaQC/lfzmMs+gEf5nUrPONAt/WE15lefgS1JEA732Of22di3/hgk3P3ymmnbK2GorXKatuq4p0fqedzF9z3PeG7K3beTQmv3UVwTSbPd8PZuEQExVgVSuhLoeA+hjPsB+Wyh9WYIMExJAQMJ3Cw5x3rnnkpKS0qW22Ww2ig7uIW/fIWoKDRjrlScqLunpFpWMrA6Vsg6tqoZQZRVBUgMh018iPjGpy/v148ePHzG67mTox8//MI01FSz/4lU+f+J6Nv7wEUd3ryfv0E4MjUWoDEUEVu1GX3MAucXZ6ZIjw24Q7+TrtCkMuCCciKhx/iDNGWD3qjVUSdz9MQCi9OLGhge272RI5WqP+/xdO4K6ZvEhM5XG+9FQs7WcguzukbufyUBNkMiIZ6VQRbXU+wBKqF2BVOsM0uhNAjdc/TevthMrx90RZhVEjGktvX79P2aR1SfE+x20IbhW4Ny9DfTK1HPv5c+JruPpd5CLpNIUHDuOGveUIBtSsg2RLLMORilxT43yhIAES5Wmw3XKTHnsNJsxNiS1zAtKb/09BZ33xxPDIug54KGDkZOx1WW6q4oahcZpNmRrcjUStgoCRlU43iKrrmHCVVO56rzbeWrYOwypSkJpa21TUaiZz2o/5MOlT1NZ411KoxilJUX0KBI3vlY4bNy8/1umq1ej1bUeu7RaxTuB09nY53yX9etCJOgiUrh+wl2EiPxUmSbxwYEzSXJcCiqb629rk0o4mp/1B7Xoj2VVkedqXBIJjC/d2DJty+lek/mT3HXXXSiVSv72N/f77FNPPYVSqeTqq692W1ZRUUFAQAA9e/bEIWL4cucrX/DloYyWaSEgkCNHjnDLLbcQHx+PXq+nd+/ePPHEE9TWuqaOXnTRRSiVSpRKJTqdjrS0NJ599ll6DBnedPQJAAAgAElEQVTFlGce5Pb3buPSu2OIjc9HK6/i5INr6c7vePCja/jg1xda9pXTFMtXzSl8sr2It994kTlffI7zjugg59gx5s6dyy+//EJsbCyhoaHU17sHyE+255V/PMrStz9kwdP/5ctH5nDPpEfpO2YCh3dHUF6RxO7jNdz74W08+NFUHvroGh7/fBqvLXiEHzZ9QXW71OdtWWv5++c3cVIlU1Sxlgc/msJDH0/h4U+u4fGv7uDlJS9Tk/c1YzQHSJOVEC2p575rL+fKK6/0+HumpKS0fHdt/5555hmP2/jx48ePP1Dj5y9HVdFxvn31fjK3rMBqbkZwCEhOjNW0IiC31KGvOYiyuZwYmwqLsbjdnhSERvWn96gg+oyYyfArbjyDn+LsZe+6naLzVci59G+3uM03NTfTtPYrdIgHHXYpB5FdKW4sGy5o0UZ7pwxxYmH1V1/4sH43cQqBmobaWkKV7jnxR+3HsOG9W6+8TSpEWGUgQYGdB08WvPc80SW+mczkJwcx8qJJLvOuffwdjqZ69kToiNAqgUGH66kqcjfMdeLBo0akbHbOYfFOWT2BOCQK6qQRyCK8K/l+EoM1lm2qPaLLcpoPsbcpGCyt37WCZibe2JriIw87dW8Wm4fKLm6Vn7oYqFHrTlR8MroGYIMTR2KRiB9bjOaSopZ/63UB3HnpszyU8BQ9qwJa5tulcDiiglmHn+bbVe9hsfpY6x3Y9PVbhNR0/Fn75x7kicJPSI9q/Y6sFlhSO4QPB9xDvc55vubGxJC9bQsKhYJEQ7rbfkrDrazdsdTnNnY3umb38/148ekJQvwvs/S33ymu9Bw8jY800Lc8u2U6pNyEzXZ60sTi4+P5/vvvMRhaBxlsNhvz588nIUG8yty8efOYPHkyarWalSvd/fYk7Xym8uqtnHPOOTQ1NfHDDz9w+PBh3n33XZYvX8748eOpq3NVm952220UFBSQlZXF66+/zkcffcRLL73Usjxp8HCuenImt717B1fcn0hCUgFKqYFAbTA5JYepbqjAKjVSbinChIwDBw8SGOi8VgSkCEhAEHA4HMybN4+QkBBGjRrF/Pnzydu7g/VzZvPTS+8z/x8fU3KkDBly3vvsO45lR1PT0AOjLRyHh2SBp294j5du/YInrpvFpSNuoLDqOK8ufISckn1oZVUEaXMIUuciw8ZIy8+MNKwgpekwEgQWzv2QgsJC9u3bx733zeDhRQfYXdh67Qc5GqgsyOvw93z22WcpKChw+XvqKf/gnx8/fjzjD9T48Ym77rpLdBRn9+7dKJVK8vPzXeZPmTIFtVrN6tXuaoeXXnpJdMQoPz8fpVLJ7t27W+a1HYEICgoiNTWV6dOns3nzZpdtD+3fRXRiCg+8+xO1jSYkUhlSmQyJVILBbOPZr7by5JebKao6ObTpQFt/FEPNRn7ZnsOT835n+9FSpJJAEvv3ISohgLHXvcrKrTsJCWntLG3YsKGlPSqVirCwMIYOHcpjjz1GXl6eS5vmzZsnOpKiVCoxmUwt36tSqeTVV1912fbkcaqqui/l5n8ZU3MzlSKKBYAIQU1QuPvo+7LPPqS3I090mwpC2dUonoMfKKiZcttULp/xEBJJx6oGlzZWVXS+khf4Yibsi5KhPevnfINS6v75jHbv056UyMkY1xqACDN0Xoq6prqa+HxPwRFxGoJg/G1Pus2vqiwlY6iZnBTvO/VtiagQODbvTcpFgzWeqj65vuyXFJdw/HiR6Lr10tYgktVoRyP1rUKYvTwSk6U10GhzWDlo201uc08UUtecNbW+DLWm9fe87LZbUeCqVPEVTz417Ss/te/kdbzT1tcLleZEoMbquj91nPfmyypHE4LItZcYn8Kjl77DzcqbiKpvvdaNSglbgg/y6u8PsG77Yq+Ps3LRt/T00vhaa2nmzv1zuS5gC239WPMq9bwVcRcbBo+mInMzFlsJyz96i5sunEFAs/t3uKtiudftO12oze6pflVN7Qcv/vosyZF6DoxLYLR6B7Y2twaNEfasXXRa2jJw4EBSUlL44YcfWuYtW7YMlUrFeeedJ7rN3LlzmT59OtOmTWPOnDluy9uqGwVB4N15v5CSksJPP/3E6NGjSUhIYPLkyaxYsYLCwkKef/55l+21Wi3R0dEkJCQwZcoULrzwQlatWiXalvi+g7j8Hw8w+LJhxCaEM6JfH/YeW0yDqgiHxEZFRSU1NdWkpbUNYEqcfwLs37+f+Lh44h2xzPrXuyz7otypkilPosEUhwM5Q1LGYnXY+P1Q58HOAE0gkXoFPSMFJo6K4b8vPMjA/mn8mvE1t7x9Kzf/+xFC+8QjQUBlcx1gCFq1lsy1C0hOTubxxx8nLDyc9WWu7xbBlko2r/ZcjEKv1xMdHe3yp9d7Vm/58ePHjz9Q4+e0UVpayrp163j44YeZPXu26DpqtZp58+aRmZnZ6f4+/vhjCgoKOHjwIJ9++ilKpZIJEybw1ltvtayzY8lXAARqVOzKqUByYlTXYXew73glOk3bl1HJif8KWK1N7Mut4Pz+Cew6Vkv/8QlolRFcdv/rHZoG79+/n/z8fHbs2MFzzz3H3r17GTJkCBs3bnRZT6vVuo2kFBQUuOxbrVbz1ltvUVlZ2el38Vdl+SdfYsAsuqx3X/fqOOuXLGV04ybR9R1I2KQagNlmdVumQcFFF40jMT2dsLAIVCKKE0+YzBUuI5xd5UylPsnL3QNfTVYD1TLvlQZhDhX2YGcjgoxw/TWdpz2tnf0yQd5Z/7RQ2COe8Ch3hdOXG2dREWJn5Tgjub265pkRVergwCf/R011uyCKhyCYtI03x8E9+3j6u2LUdvGASKPU+bL9N8dKzlUMQxbl2zXc7Ahlr8aZjmC0NXBIl0F5Qx/RdUMHuJ6rwcHBqFSnFsj15FPjXvnJF0WN8/WipKiopTS31eZqxOwI9d6fRmuuQqbxHKgbM+hCnrrgQy5oGo3e1NrO6gCBn6SLeXP5gxzJFU9vbYvtwDqX8sXeMCJ7O/+o/ILEiNbcJpMJfisbQ+6g53Ao9RzZsxWFXEl8TaLb9sWRRvYe3u7bQbsZpcU9mGuweV+p7a/Apg07ya/w3HGOCTcxPDmLqkjXV+ea/eLPoO7gjjvuYO7cuS3Tc+bM4bbbbmt5t2nLpk2bqKmpYeLEiUybNo3ffvvN5X2itrrCxZg9q7aW43kFPProo0ilrp8pJiaGG2+8kQULFngcVDhw4ABbt25Foei8ZLVcqeKpV19mb9lBzKpakDi3T09Lb6niKBUcSAUBBKivb6CgoIA+ffrQI3UgZXUlFFXluu1XpdAwadh1rNz9I0Zz6/UnAbSyakICCoiMKUciFZj62GDufP8mbnnrb0x94UEuvucennz2OXJzc9m3bx8APQeMRKJSURPu+v0qrBC5ei9L3/o7ixYtor6+ntHTZ2Kg7XUjELF9HsUe1Zt+/Pjx4xv+QI2f08a8efOYOHEiM2fOZMmSJVS37yABPXv2ZOLEiV7l6Qb/P3vnHR9Fmf/x92zfTa+E9AqE0HsVUBRBijRRUcDCHYoFT085y51nPc+Geio/GyIWVERsCIgC0nsJnYQECKT37Gb7/P5YyGazu8lOCNZ9v177eiUzz8w8uzszO8/3+X4/n9BQYmJiSExMZPjw4bz77rs8+OCDPProo+Tm5lJXWUb+IUfZTJ+MduzKKUYURex2GyKwM6eYPunuFsUicPBUOaEBGsYPvJxyfS3F5bGMueufbm2bEhUVRUxMDGlpaUycOJG1a9fSo0cPZs+ejc3mLCsRBMFtJiUmxtWWdvjw4SQlJbll1fyZOFvk2Ws4VNRyxc2upWflJaWEHViOwkv5zmZNf85UuO9PgZx+HTrS64oRDcvU4b7rZIhiHV8tfNXn9s3sSUJb37NfmhKCe4nSAdkhTLgHsLyhkTs/47DSMAICPGdgXECqHTdAcYyMafc95bb89Q+eJD/RoU8g0ypYNdTI6WTP9uwt0f6sjR2vzqemuvF54fl7UKkdx1j97Rqe+cFOSbkKnehZO6nSouI+y0Y6q3ohF+QMMPUiQNWyZXNjLGWJ5JpPYBqiw6z3nAWmEuoYOXWi+4rAi9WpCWBfUqr7bps4P0nK7Do/kNz51WfIZBccn1wDNaYg3wM16roKFIFBzbaRy+VMGnE783u8SLfSBJQ2Z39PR9SzsORl/m/lP6ms9pzx9NEr/ybxlPRSKYAQfQ1zs9/mmvB9KBudnieLo9ie8DT6+I58+/KTTB06B63Z9XO0C/DTic9addy2Qot7aaFJfnHn1e+Nzw7UIzZTqdlf63Dp0oe7lhsGFvlsHSiZ66+/nt27d5OTk0NRURFr1qxh5syZHtu+9957TJ06FaVSSXJyMv369ePDDz9sWJ9/aIdL+xMmR787dXIvyQPIzMyksrLSJdjzzjvvEBYWRmBgIH369KG0tJT777/fp/cyatQojEYjJ/PysFqtHDlyhK7dujVq4fydy84+QHJyMjqdDlFrpHvKALYe8axDNyJrEIFaLVuOvU/HHsV0GRKASqtk5iuzuP7ZuQyaNhFBkBHcLsZt28xMR0A8L88ZBJLJ5PR65CUKk5wX8jVffMmgjz5h8kOvcP11U/nXY49w7eQp5GZNddlfGDWc/OhVj+Vw//znPwkLC3N5fffdd27t/Pjx4+cC/kCNn0uCKIq8//77TJ8+nYSEBPr168dHH33kse3TTz/N999/z6ZN0mel5s2bh91u56uvviJ747fYzwdHMhMisNrs5BRWgQhny+sorzHSLdl1QC6cV6/ZcaKYPh3i6DIklKuvHMXes62bSZTL5dx7770uMzS+IpPJePrpp3nrrbc4efJkq47/e+bU0aOUyDxnLEQq3Afm25a8SazouQwpT0hgb4V71ouAQJfQaK6cdYPL8oGTpgG+2ZQC1JzK97mtN6Rk1Ei1p75AWVExYUr3bKF6q+87VCDnRL/Chv9jLe4D+qac2fApGglGT3YZ1KX1cFu+7PN3ycvId1km0ypYOdxCQULLs7ieiD9jYdMr8xtlRXnTqFGw9MNlvL0vmurzJTU6m3ugJscWQ2xtKsla1wwYdYQJAd/1ecxiAKWKOvqNGYW52nPgUB1U0jD73BhltO+le96w290zlbQG2L2+UVmDFI2a84MuW73jXno2z93xqV7re4BUUVlBet8BPrUNCQpl9ph/cWfsAySXOYOKVpnAwahzPJf9IJ/9+AaWRtl2ZaWFJBTk+9wfbww7vI7Z9g+JjnBeAAa9wGbzdWxUD0SpUBFX6n5Nno2u4sTpX0+8N1jlLqpuUklMLfods3vnQU6WhHhdHxVhZmCq4zc9LN41cB5aKZJ7cLenzS6asLAwJkyYwPvvv8+SJUsYNmyYR32ampoali9fzvTp0xuWNS1/qjjtKoRv1pzPKvaQnQPO8tzG66dOncquXbvYuHEjU6ZM4bbbbmPiRA/BYw/I5XJGjx7N/v37ycnJQaPRkJjY2IFJbDhu9sFssrKyALBjo1+HYew68TMKexFBmnxCgo6gkBuQCSZ0GgO3ThzLD/u20nH0aNqldvCpP97eI0BgSBgjHnmD0nRHMPntUVfy6bhrWDp+LP8cMICnn3iS/zzxT664dgq7gwa6bNvJepw1ixa6HWvevHns2rXL5TV8+HCf++rHj58/H/5AjR/JrF692m1W4PLLL3dps2HDBiorKxk9ejQAN910k8d6aYAuXbpw0003tUpULSIigujoaPLy8jiXk90w+JXJBHqnt2Pn8SIAdp0opltyJCqFczB+vhKa8lojeSU1dE0Mod+4fzHn7nl8/PHHmEyte0j1NEOj1+vdPrPLLnO3mR49ejSDBg3iscc8O9T8kVn/8TfYPAxsZcgYMsVVXPbbJR/Sz7jL436MqNhGkscxZYYihCkP3uW2PKt3P1QK99k2bxgNF68ZJKn0qZUZNZsWfeKmcWK0GKmU+y5+GWHXoI91ZBmE1wrccMMdzbZvjR33mSSnHfcFjh/LJjtiGyaF+3sXtHJWDbNTGOd7cK0xiflmflpwP3q93uv3sGrNZpbmZmAwOI8faHPNMNhu6Yqm/iqi1e4Dp16mLAJ0p9yWN4exKoXPF76DUfQ8YIzp7V42A3D19JtReXFK8xVB77nkIzfb6fwk5Sy8UPqkVDvONaveNQirCIqjXu7uRuYNW0kRl13j3VXFE+mJmdw/+hWmCpOJqnE+7ujVAhuD9/Dshrls3P09AD+9/zzh5Rdpr3ae6lAlE8Tv6RG1H/l5PRNRhKPFscx5M49O7SehsrkeyyIXWLlncZscvzXEhLufW/XaSyOS+1vk4x2l2JvRVu+hdpZnh4XaqYhwvRpObFh+qbrGrFmzWLJkCe+//z6zZs3y2Gbp0qUYDAaGDRuGVqtFq9Vy1113cfToUbZs2QKApbzIZZvoWEfJo7fS86NHjxIWFkZkI224kJAQ0tLS6NmzJ4sXL2bdunV88MEHPr+XKVOmkJOTw86dO+nevTuCICAIjkDJhU80Ly+Pmpoavv32W55/4XmefvlfvLnySQwmPVtzjlFrTKa6NhOrTYddVFNrak+sZhxRAXHcdPUN7F/1I6IHxytPHDkvEJ+S4l5arVAo6D/5ryAIRIYFkhAcTFpoKBMy0rkmJYVXX3iZbSs/Ztjt86gVXLNMe5WsZes6V+2e8PBw0tLSXF4tZaf68ePnz40/UONHMkOHDnWbFViyZIlLm0WLFjFlypSG2d9JkyZx8uRJduzY4WmXPP744+zfv58VK1ZI7o8oigiCgFFf6zI53rdDDAdPlVFnsrIvr5R+Ge6zmAIiu3OKSW8fQrBWxc/frWTgwIFotVq+/tp3Acqm/QHXGRqdTuf2mX388ccet3/22Wf54osvXMSU/wyUWTwHxqLtWtK7O9Ojc48co+Pp773uZ6N2ACV17laeiWIQM574u9ft1BLKMGz2MlYvXdJywzZCaKVIjabSfWi9X3nQqw6QJ7SC84E3tMyzlklj1Mel23HHDJ7itnzFsbepCPL+vm1BAmsGyilu37qfsZRcIz+8+iDeMmp+LuuAucnHFGJ3ljhsqh9AinUwgUrv7ldhQVrkEkrMrKgw5nkuN1ELNVw2bozHdaGhoajU0gSMm2I2RWDwMFJt7PwkJbPrQkaNWucY7Dd1fApO79vQpiXkWKg+2fpsk8v6jOYfw15naHVPAkzON1EabOcz+xf895u5hJS3TZnPuTg50//2DGPvfYSYw98yxPwG4aHOc6CmRsZr3yhRHJmE2OTjLoguobjJYPqXonNKd7dldRqoN12cUPXvgeOHT3KixPv9PyzURp8o1+BzTYRrRp/q3KX73i6//HJUKhXl5eVeLaAXLVrEnXfe6facMWbMmIZJMqHWtUQrJT2ZTp06sWDBAjcr78LCQj755BOmTZvmNeNGqVQyf/58Hn30UQwG3wLFw4cPJzY2lqKiooaMmQv7F2QCggyyDx6gY8eOzJo1i1tvvZX33nuXd595khHdB7D9qGfhYoAJA2ew+ch2Dh7TYzbZ+GDeu3z7wuuU5Od4bG+z2Xj11VdJTU2le3f38/8CgkyG+oZp1DaKn8sFAbPVivbLNWz86HlUSZnYGmXlyrETtuUDigr/fILcfvz4aTv8gRo/ktHpdG6zAnFxcQ3rq6qq+PLLL3nnnXcaZnbatWtHfX29V1Hh+Ph45s6dyyOPPCLJ6rKsrIzS0lJSUlJQqFzrxqNDdMRFBPLx+qMEalUkRztr8AVAhojdLrIzp4TjZ6uY/8FmJs24mdCgQM6cPs2rCxZI+2DO42mGRhAEt88sPj7e4/Z9+vRh4sSJPPzww606/u+R9Z8uo1LwPCBoH+WcdTebzZz++l1CqfXY9qCiEwdL3bNdYuwBzPr335rtQ3J/38oqLnBq58WJf0orfWpdRk2I4D74MJh8t+QWECjKcg7U01RZzbb/dMFjxBRKs+POTw6h9+VXuix75ePHONO+5Qd/Y5SdH/srKYtu3eeTfkJPSofOHteZba6uT6JoJZRqDGY7O6qHkyX0QyVr3hq7oyUVbXC+pD7p9ckoI9y3UQeXeix7auhfwMXq1Og4np7utryx85OX8ZpnzmfUqHSOIIXV3OT7jGg56HcBnbkcrfzibMiVCiXXjZzLQ13/S5fSWBSNHKzOxJhYfa2NDcMCqFe2LksLwKoAfWpPx/GUSjoPGIyi5Cjdj/+drHa5DUZYdjtkn4inavMc1LVO8WyjUuCLTf/X6uNfDLHR8R61c46ePPCr9OeX5L31J/GgOd9A3/BC+l4zHbPF+cisau96LUYW2ygvkaZL5SuCILBnzx6OHz+OWu1+HWRnZ7N7925uu+02srKyXF7Tp09n2bJl1NbWotK76i+pItvz9ttvc/z4cSZPnsy2bdsoKChg5cqVjBo1isTERP79738327frr78eQRB44403fHovWq2WZ555hrvvvpuAgAAXoWJBJsNoNHLixAm6dOlCVFQU8fHxXHfdNG7++0M8vfBFcoqPEtM5n4jQU8ia6NNlxHYhM7EnP2c7HKD01mjO5CeyZUUxdpudpc8sYOfaVeTm5rJixQpGjhzJvn37ePvtt5HLm7/uI5I6EThjLtm6en7IP8V3J/MYnpCA3AaxW09Se+oIJfJQDhZWN7wKC0/z86v/bnimrauro6ioyOVVXe0+qeTHjx8/F/AHavy0OZ988gmRkZHs3r3bZWbnzTff5PPPP/fqmPPggw9SVlbmNZjjiQULFiCTyRg/fjwhke3dBhL9OrQnt6iKfhntEBCRNRkcHz1bicFk5Z6x3Zl/bQ9WzxnKD3cMZcn03uzYvo3PHrqdFW+/RV2Nb2KBvs7QtMRTTz3Fpk2bWLPGu9XjH4lj+054XK5FxTV33tLw/3fvvkMXq+eZ9SqC2GkKRia4PnCFizqmz7u12UEuwFXX3YRc5rtmhqn24jIYpNhzt4YzuScJ8+BmVSXzPVATIWop7uh4kIyqkjH+2pu9tq0oLyf+9Bmv6z1REwLDZrnacb//4QLy03wf8NS2t7G+T6CbS4evdDheS2Knnm7LraJroCZBU0mlVU1e/Tg6aLp7nWVuSoo8TpJ9togcdZ37oCF+UMdmt9O2b15o16djW9y1blycn6Rk1JyPSmjPZ9RYba7BVUuI7xlsWkN5s45PUggLieCvY55gTtR9JJY7369FLnC0s4kvp8PubkHYW5HFlpcayMRbnKWVI2+7F7UyHpndTsz+VxgqLCYoyHn9VZQrObZ+CqqTVzZk15wJP02d/tcR8dUZ3R8JTxYe99Dyj0Ph6SKOlrrr81wgKMjOHTePRBMYSHWF8xprF22icbWgzA77VnnOkm0LgoKCCA52F3wGh4hweno6Xbt2dVs3ZswY7HY7n376KTq9Hbsoojjv8BSWkEH//v3ZsmULOp2OyZMn07FjR+655x5GjRrFzz//TFiY94xBAJVKxR133MGLL75Iba3nCZSmjB49mpiYGARBwG63I4piwys7OxuFQkFycjIymYzRo0c3BKf69etHfHw8ewpLuO6pu2jfIZqYJDuR4fmoBcc1M77/zVjtTSf7HIXu8155joGjxtE9qzv33XEXyTFR7Nmzh6FDh7bY5+7du9O7/2Bue+8bXszey+QOGTzYr2/D+oAaK4cOH+WqhZsZtXBjw+vjb79jzftvAY7nusTERJfXPffc4+2Qfvz48YOi5SZ+/Ehj0aJFTJ48uSGt9QIZGRnMnz+fzz//3GOddVhYGA899BCPP/64x/1WVVVRVFSExWIhNzeXJUuW8OGHH/Lss8+SlpaGyjKazT84ypUuDIJ7p7cjMzEctULuksFwYYi140QxHeNCiY8IpEuYhsxwx4N7p3ZBpEUGsGvXRv4eXMKSvUVYTUbWLFvO8PFjG/ZTWlqK1WpFr9eTnZ3NK6+8wr59+/j6669dZmhEUaSoyD01OioqyuNMTlpaGrfffjuvvfaax8/ij0RtZQWlgpeyJ1GNRuv4TnZt3Eyfip+87meTtjc1Za7Bk0DUjL9+HGExvunPaHSR6Ot8058xW4vJ3rGVrv0GttzYI5c2o2bXRyvoIrgGC/dygBrBd/2YwEZdDC5rPoj107tP0kmqHXdSPIMa2XHv2PwTJxIPYpVJe7+mdgbKOvdDlr2D0ErpA+zMo1WImb05c8RZbmgRVS6FOT0Vh6mvHUucxncrd4B2QiR5kXuwlHl2VvFEnSkBdcwxTEWO4IxGVsWwa7wHyQCmzrmDd+9eilm8CM2DOnedmsbOTzIJKTWiIKMg7yRajZWCAhl20TXYbQzwPVCjrKnE3oLjk1Q6pnZhdviTfP3eo5zsbqT8/Bi4Viuwa3A9pzNVdN2iIv2M54mFptQGQ5fxc9yW9xk1hs3fvg2IKM/upo8im7NZ93G8JA5EsFnhyP5ORBclE9HjC+p0FSz96U1uH+e9TPNSoTGpoElZZIW+0HPjPwhvfrcfs8n770PPiELUakcgNyAoE9gGgEwupyJKJKDOGRSw57VdUOvdd9/1ef3LL7/stV1AQADV1dXoa6s5sflnqk0mIs//piZnOQINmZmZXs0eGrN2rWfXpfnz5zN//nyP6wAee+wxF929kJAQbrnlFj744AMqKysZPHgwgwcPxm6306dPH/r27YtMJmPMmDH06dPHZV+5ubkNf//4448Nf1utVo6sX8OxTXbeumMRRtEZ1OoQ14XX7vCsIbT+5U3sjfyWTsM60XnYlcyYMYMZM2Y0rB82bBhms7sT3A/vPoN623EuJPU8MWQwTwwZTGWYAl2EgkTROdlgLV7DR++9Tf/LRrjtx48fP36aw59R46dNqaioYN++fUyaNMltnUqlYuzYsc1mzMydO5eoKM+zW3PmzCExMZHOnTsze/ZsTCYTa9eu5W9/c5S0xHfsQWj0+RIs0SkqHKhRoVTIEeQK7OdneUWgtt7MkaMVMbwAACAASURBVIJKuiZFIgAZQa4pxWOz2vPpnjPY7SIqLMhFGz2Pvc/x5+ewcdkniKJI9+7dSUxMpG/fvjz++OP06NHD4wyNwWBwm0lJTEwkPz/f62fxyCOPoFD88WOpKxcuwehFx6PbYIcTkMFgwL7xYzR4ts7drupFbpMgjRolIwb1c9G3aYngpGSf24KN7SuWSWjvijQxYekE1Lq7IlWbpAnOViU5ZillInSL8h6Q2rdxHSn50qI0xe1lTJvntOOurqlkbfXn1Eg0MJKJkJbXiUmz7kA2ciI13o1bmiXzaAVxnfs1/C8onJ/fFOVPDDYkecxQ8oWuxkw0Mmmfj7wsDLPdcb6rQn3L3rpYnRqTKdJNp6ax85OvWUTg0KjZ+fUyBAEKzwTTODBplSkwKH3PXqO8lMyBQ3xv7yOr33mSXgfruPZjK913adA1Kv0pCRf5aayJ1WM0lAW3bAeflxBDRucubssHTJqOVu0U6pVZzSTsf47Bmq/QNYqplRRryFk3Hc2ZIZwOPIbJLE2Quy1Qe8ioMtha54D4e6CivIqDZd6DNLoAkbk3Dmv4v8eoqZjMzsdmW4TrM0NYsRmT6Zf/3nxh60/f8+7+bOyiSK920dTrIDyqfcsbXiKioqK4++67mThxIgkJCSgUCuRyOcHBwQwdOpR58+YxcKDvkyAKhYKuI8cw5fG7ueW16YyYFkC7dvloW7jvGu2hFJcks+FzI+/d/RHLHn+N/Wu+a7EE/8rbHsY4eTT1TRL9wiqtVBqCMeA8NxTYCd64iJKiS1Ma58ePnz8uQnPp93369BF37fLsrOLHz2+R47vW8d3//Ru7zYYgyBBknmORot2OKDq0NAQgI1jFgChpM9EicFyeSmlYJwaPm0B07K/30PN75tV/PEOJ4D5rHSHquO/ZRwBYseC/DNZ7tm8vFKL4sj4Oi805wJQjo39SOmP+OlNSX/R6PW/dcx120bfSA406mblvts6p5ce/v0GitvlylgucMB5gzH/vk7T/HfM/dgssfGPZRoWP7kBhopb8SfkAxJQreORqd7vRC3z71F9JPum7QLFdBvmD+jD+VmeZyEufPUReivRAQ1puNPOuf6bh/3XLl6LdsIpA37Lw3fqV3SmKosO7+DHGoVE1276GTGU35ELrg6b1tlr2ao9iKGpe46cpunZHMBRn0nNyMANGDGux/QeP/xd9WWaL7ZojoN1eeuWddFl2uGcq1939Tz5fvIhjGb7NCgdYy0ja8SUZ3crZulZNbdm+hnXBHa+geOiMZrZ2IiAStPxZ7nnhLd/fhA9s+eE7lF99jrbR5VCrVbBjsIq8NDO2Rj8dKqtI+hEt/bYYUHtwkymKlTPyKe8ZEIc2fM+qxc9DE00NTUgXjna8idzTrqO9uPhaBiQe4baxs1v13lrLm189yeFYV6eyhGIdD4599Rftxy/FU//3PVtOxXpdPyCxkH/OcXUc/HHJfKLbOQb/FosI35hQNZo/qJ18BQNbyH77NdCoVSToApjbswcjk5MojxIY9pxnJ85fgwslUC1pxbSGnJ2bObhmD1UlwdTbfMvkUwl1BIeWkdI3lh5jJnidNMs/spcz771KWBPHuNyOGQyyuurYHVZ2YvDfnvlTTMD58ePHdwRB2C2KYh9P6/wZNX7+UHToM4JBE25FJpcjinbsNhuiaHfRAxFFsSGbQZDJUITFYUwYSZEgYYYXR4Cno+0kQ8pWYlx0D6uef4xVn37mMU3Wj2cObt5CqZfAQZRGA8CPX65ggH6LxzZW5GxWZLoEaQA6B0ZKDtKAI01crfY9a8JkLqa8vFTycSQjsfLp6I7dhCijXZYdEY77HKQBCLY7DxpUEe213TeL3iAxX5qV/ZkktUuQZuEH/yE/WXqQJq5Yzexxj7gsGzHpemoHjsDQigogmR26HCulXWY/FFY98yw/00XV66KCNBXmImr6ypn56Hx0imJJ29pK4pAJhT4FaQB0sa1MJ2qMh6yKC85PMkHKI4MMlcYR1Gjq+KSM9j2orbVVI9S0IurWAuU7vnEJ0gAE1Vu5Yq2B0csVxBU736tZIXC4q5HlNwvszQp00a+xyaEy2V0bpDFZw0YTGJDqttxYfZjbUovp3WMnKo1z+dmCIL7b249vt7fe6ao1hKjdr3OTStq1/Xuh3mBgf5n381Ctgbum9HNbHhLm/K6VSoHyKNdrovqgZ2fLX5sVL97PlxMnMDLZkd1l1rlnXP6ayGSySxKkAUjvO5hrH7mbWa/M5Jq/tCcu4RQ6RRnNlR+bxUDKKpPZuUbF4vu+4NNH/sf2ZUuxNLECTM7sSY9HXqQwyTXrLu3YCXYpe7gs62w5yprF77TZ+/Ljx88fH3+gxs8fjv5jZ3D5jfNQaXQIMgHRLiLabdhtVuw2K6LdhoCATK4ga9Bo7vzPB0y4+35y0kfzXbsJ7FT3RI+m5QM1QouJ3ub99M75kJzn/8JXLz/Hns1bL9E7/OOwY+VGjyVASuRcOWsKxQXniDn8FXI8Owlt1vbnbJVran6qLIRpD9/b6j5porwHJZoiivV8+2brZpsvpevT0e/WuemJlJoqJO3DFOUQwFXYRQanX+m1nTZn10XZca/67jPy0k4gVYYnVA9j4mcSEOAekbny+pkU9+pHvcQyKgC5DbJyirkh6ntStJ4doXyloD6H+L8OYci14wDQZViQok1kEoPRhvvuCjLlL39FJVycEK2gd9epueD8JJf7/sggCoJXxydbmAQh4foyFMq2ERK+wNLX/0NSnvcSlbhSI2OXmxn8k5awOuf3VaMT2HGZkW+uU5Ef6zi58lN0TL19XovHHDX7r0DTEio7m5d/QWawjZThH9A+1plZaKyHN74yMf/93dQYfhmL7LhI92CSQeu7C+Pvif99tB693vtNp3NkMeGR7udp96umuJQ/1TcpfwouavugYlsg1LjeR2yB7tf5n4HEbn0Y/9BdzFxwC+PvSiEh5TQByhKEZoM2Oiqqk9izPoDFf/uapf94nU0ff4ip3nG9BoWGM+KRNyjoHu3yOxadU8gZwTUY2LNoNTs3bbgk782PHz9/PPyBGj9/SLqPuJbb//sZw667k7CYBGRyBTK5HJlcgTYwhF5XTmXmk4sZdet8FEoVKpWKiddNZdbtt5EwbDxr0yezOmw0h+UZ2CWmM0RRwSDDZhLWP8uWZ+/hyzffoLjAX5vcFLPZTKnoOfso2q6lXVISez5ZSDSeMy1yZMnsKXWtP48XA7n1qQcvql+jbvkL7gMq7xiKWie2KU2jRto5GOAhQlEnYRdBaDg2zCF+HV2upnc/z64YrbHjzksJbbDjLio8zQ7VWgwqae9PZRPpWNiLbj3cZ7wvMO6WOyno3g1TK1ydlRbomHuGvYGtC7aKoshx0376PX4TcSlOfZKpc+8gUCPNGctcnsThvbtbbniei9epiXDTqbng/CSXkLIvIkPtxfHJFOR7oEZVW9Fmjk/gEKVvV3DMp+Bil2O1TPzQRte9GjQW5/VaFCGyZryFNaO1RAwe28wenCR360toqLv9udF8mrgKgWBrDbr+75HVK5tG8kgcOK7g9gXH+Tn7pNu2bU1Weg+3ZXq18Ku5UF0qTCYTu8u9Z9MoVTB7tGfxb6VKTXWFM3MtIh6XwXlwNRzZ9XOb9bWtUBpcM0EU4b5PSPxRievUlbH3z2XGy7cx6YFMkjLOEKgqQvAyMQRgQUNlbSLZW0L44O/f88lDb7Bh8ftY6vVcfe9/Kb+qD+bzjw9qq4XKulCMjZ4nFNgI2PAeZaXSsiv9+PHz58RfKOnnD4s2MITeV02j15XXUV9bhdloQKFSow0MbXbA0bVvb7r27U1NVTUrf1jFEXEIEedy6WA4SqxYIqkPGfZ8MiryMS7+iTXKjljju3L5xAkNTkZ/ZtYu+phaPM9qJ6W056tFixhk3udxvQENW8VYZIJzABgtBjDj0Yu3uoxLTkWtbIfJ4tuA2ljfytInwfdAjdSIepjctYzvNAWUS3B7CrXLKTj/d2C551KwsuJCElphxz185kMN/3+49WVKE6QFegCScxK46aY7W2w38S9/44vX/0Nq9lGUEisSVWZIzc9hX6KCHoa+LW9wHrPdyHHlESY++YDH9VF9ojFssmHHtzR/C1p2f76Bzj17+9ReDDLg5bLy+XhH0jrSOy+nYdkF5yeFXEKgRpCh1Vk8Oj7p1b6XmcorKxCC2s7xadW7T9Ol2PdrTynCoG11ZB5QsnuogrwUC3bBMTjPS7ZwzvoFuasOMm3EPWjUzWdiTrj373zwxJ2IomuGzIH160ga34eKoCMYk9aTEXmIsr0TKS11RBnr6uC5pbWsP7ib+ZO7oVJdmrKVyNAodCYRg9oZeRAFOHRyL/27tmxh/HvhrY9+pKYmzuv6jlHlJKd097o+LKon4HAgDA4WqYgUiCh1nlOntqwks89lbdbftkCrdw2+Bse5Z0/9mYlOzmDMvRkAVJw9w64vv6MkT4beFO31Xm1FTZU+gaqdcGznjwRqi4npqEG8bhK1Xy8nqAbaFRWzp1NPBlmcejVRVHLw/ZcZct9Tfr0aP378NIv/DuHnD48gCOiCw9AFh0naLjg0hOunTgNg/ao1bDVnoKioJ6bsGJ1NRwjCd70PDWZ6WrIhL5v8l1ZyTNeZuF6D6TPsj/PwK5VTeYUeIxBBooaEHlkErH3J67Ybtf2pKHOW8oSKWqbNmY7OQxlMa1CHRGAq8y0IYRer+GLhq0yeIy1IJM3zyfeMk52r1xLSxFHnlLkAu4T6JCHwvNuQVWRUP3cHN4D1i59rhR13QoMd92tL/s2pTtLLBBLPBnL3TY/73H7y3Pl89toTdMg+iUJiFYfGCMkFR8mOV9DV0LPF9rWWCsrS9Ey83XOQBuDq66eyZN/L1NW5Z1d4w1CTwk9fruDyide22DYoMRL9RcomySyuaUgXnJ8USt8fGRRnctCG2yg8E0rjs13TviuVMt8DL8ZzJ+k2YLjP7Ztj95afSc1v3YcTZrAwcrWF0zE69g2xUBjleE8mhcCuiOPkbLuLgfIrGDPkBq/7iExKJTK6I6XFrgFos/UcqaesBAWL1GoFzAGlBA18i4iTozl+JB27zWFkuC1bwS1nDvHApEh6pse36n20hM4ox6B2vVecKjrxhwrUbPcSfAaQK2Dm0IRmt+925ST2fr8BjdoR/KiNUBFR6sxY0RRKm9C51JhMRgKa3GoTOvkW+P0zEh6XQJdJ43nyySf57rtvKS0uIUAdSFZiH67ucwOhgREALPnpVXYcW++2/T+mPkfH+AEs2vMmP2cfdCwUaCivWv3Xoaja1dFjwDjqLRYm3rmQzEQdo/tFEKQy8+KLL7J8+XLy8/MJDg6mU6dOzJ49m6lTpyKTyRg5ciQ//+yetTV16tQGm3WVypnFExAQQGpqKvfee6+L9bgfP35++/gDNX78+MDwq69iOHAmJ491+2V8FTiSiJMHSaw+QSdbjlcNFU9EUMUgwxbYtIVtWz7lXEgnBlwzjtikpJY3/oNQfOoUJTLPuguRMhWV65YSg7sTFMA+RRZHGwVpAlAzZtwVtGvDzy/riqvY+ukB8PF7LTt6RPIxJGnUSNjv2Y17CZX1clmml7AHLSr2D81HhpzoMh0dBroLpe5e/0Mr7bifBODTT98iP/00Uku6IqsFpveSpj9UU13FFi7D2MFM92MFyG0tb9MYrQHizh3kSLSSTLO7/fIFSkxnCJvYiasGDGhxn12v6c/OT89hxbe6LDsKzm45BRNbbjvxllt5b8/HmMTWZ6GIde7b5mZvJSrN98FddMFBiABrnWtAW5fYCV8Nn1ViPTX5Bxn0z//6fNzmOLvuE1I931Z8JrHIQOxykS2DEjiXVkT1+aqsKh18z48cWLOR0Qkz6Z7Z3+P2kx58jLcfmIVddB055+zdQVxMF44mngVAkIMl43syoxM4t3c8lZWOqHZllcBji8u5vFcp94zr2uYz8hqTiqYpWVX1v63Aw8XwzpKVVFR6z6ZJb1dFVjfv2TTgsIKuqQxFE+MoM9TEKOCoM1ATXmqn+Gw+7eKS26TPF8vpo/tdSv1MamifmPbrdeg3Tn5+PpdddhnJycm8//5iMjIyyM3N5ZGHH2bBN/fz8JT70Ckd7nod47tx8+Wuv0mB2mBqjXLqzdF0jO/OX0ddj05TRFJAMRH2Sr6Q38C++iyqLU9grjdyOF/PkVN6Pv/xJEdXzEG01PLEE0/Qt29fVCoVmzdv5umnn2bAgAEknX/OmTlzJk8++aTLcbVNMrUXLlzImDFjMBgMfPbZZ9x+++3ExMRw1VVXXcJPz48fP22JX6PGjx8JJKSnMGPydcwd0ZeQ6EiO9B7N0i73sS5gmJtonC+k2U8ztHIN4of3sfa/D/Ptkg8x1v8ywpG/Jj+8vwwL7iNmAQFNoJ1M2wmP21UQws5G+isqFAzp2ZXOgwa2af8GjboGpdz3Gn6T/uJ0QVrG94BGsMlVJLJULKNc5nstTLhNiUznSPUOqvQ881y4aRlqCeU1dhkY0h2D/EMHdnMoegdmhbQgjdYs0ks/nNjEFJ+3OZN/mgcWHeV4YRhLK6ZysGMM9lb86gXUQVTZXo4pPQfk8oyH6Tp/Ap19CNIA9Bg6CE14nqQ+6OsT+WKhbxbVSo004eimmMzuOjUyYyWqFkp7GqOROQautib3MzE8wud96ExlaBVt4GQFfPrm8yTntc299XSKjjtvfYqH+71C7/J01FZn0PVsmJn3at/m9ZXzKS5z1yYLDIskNsk94Ge1lxF9zIrW7BrANYacoUeHDxnSw8YF0y27DdbulHH7a9kcL2hbrQu11T0r0WD3NbT222dTaZTXdTI5TOvl2/kW2d5ZDtkuxkZtcKP92CF7zdJW97GtKco54PK/IVCicvufjHvuuQdBEFi1ahWXX345CQkJDB8+nB/WrkUTGMhPRTuZ8dwowqLMaNVWIgJ0hASENbzkMmeplFyuQqHKxGwfQb76aparbmKvmIXt/PBLQEQQHDmHR9a9ztmCUzzx2rfMnDmTzp07k56ezsyZM9mxYwft2jl/j3U6HTExMS6vkBDXczc0NJSYmBhSU1OZP38+4eHhrF279hf5DP348dM2+AM1fvy0ApVKxYTJk7njyisY3k5HXWoqay+7h+UJM9mm7ksN0hwVVFjpbjlI/9Ofcfql2Xz90jNs+3H9pen8b4BSo+dRfpSoY7h9p8d1IrBJ3RPDeXtMGTK6t49j6FQf0gxagTrAd8FTi62UTd9/I2n/l8r1KVTpOhA5bsvB6iEo5g2lxlEfpDWLTLrSPU26NXbcp5PUjLtlLnq9nm9PLaJSouGIAKTkpjFuwnSft9m1fSePLiuhoMQZ2Puo4gYOd4qS7DAFEFQDYZW7yFM4tVtsopXD1r1c9d+7CQ6TVlp55ewbUQu+l36JCOiP+dg28OLSRqxoOJLhKqaqNRrQ6XzX1lKfP4+aOj6ZJZSgqvXlKJRtU84YWXBEkjuZNwwBEDfCUd6k0wYw6+r53Jv8KOmloQ3hVLsAR6PKePH4Y3y45kVMTSx9Jz74L+Qy9/tLQe5B4gvcA1mF7aqYMkDHIzcGExTsvG+UlMp44O0i3lm9H5tNYqqYF7RCsNsyk8L3Mt/fMh9/uoaSMu9C8cnRNQwY6C6o7ImsEWOpr3cOyCujXHWDxFO5revkJcBQ4lrGa9T5k+m9UVFRwerVq7njjjvQ6VxFzHU6HXPmzGHVqlUYzBZi0tOJ75zCzBfH0n1oDeHBp1HiPRhcWhHFbmsmdmTIsNFQEirakAkiRUfX0L7zaFYflGG2uN6sNBoNGo00N9IL2Gw2li1bRkVFBUrlb8uW3Y8fP83jD9T48XOR9BjQl1vHT2ROVizBWit5fa7gk4GP8X3EOLIVmVh9FA29QBg1DKzfRtq2l9j5zJ18+fqr5J/47Tz0XSzbv11FueD5wT8MEyo8C4lsVfclr8KZudJRE8aEu/9ySfoI0C7Le5mLO3aOrPtR4hGkqdT4ws/LviRI4ToQNth8j0qoUHBwiOOhPrI0kJj2iW5tdK2w425/3o77na+foSBGutJtcn44d8x42Of233/5PS+sU1Ba4f5Q+kHFTRzp6HsQrjEhVaCt3cYZ+WnqbXVky3Yz4RnvejTNEZMQhyJKmhiz3tKej/7rXbvpAoEJ3rMGfEVmdB3Q6gxmNBICNaoGxydXIWGj1nchYWVVJXIJx/TGxy8+RDuJ7mTeOJkcRe9BrkKxCe1TuHfMC9ysmUFMlXMQXK8U2B52hGc238Warcsalqs0WlI6u2se2cUqwg6YUdlc7w0WucD3exYzqHMK783rRK9Ma0OSndUCyzfAnW/up6Ds4jNfQjXuWXQmtbTA7G+Vnwq9Z8sIAkzs5PsgVqFQUFvd6F4b6Xq9RBRbMNb/NgJcYo3reWELbFu7+z8SOTk5iKJIZmamx/WdO3dGFEVychwB+9WrV9Mupj3XzLmLOW8+ypd5i+kz0khE6CnkWDlyei/3v3MD979zA4+/NZVdn88DXHNkBUSMdRVYjDUEhCdTo7ey/WiNh6M7eeeddwgLC3N5LVy40KXNrFmzCAsLIzAwkBtvvJGIiAhuvfXW1n84fvz4+cXxh9X9+GkjgsPCuOG8+PDa71ZyMimO7SHD2VdWQlz+DtLqjpMknpW0z2SxgOSqAiyfreNHRUcMMZlcMXWq20zP74kDm/d5rOTRoGSoZq/HbQqEGPZUOgf4yQQz/Z9/u1RdBODa2XNZsG0NNtE3LRZTdZmk/Usz5/Yt2FK1J5f2CucAsM6ip0Luu91RhF1NaaijZ6E1sW7rP1vwGJ0lDnjzU0KZfPmVLFryEnkdpJdpxJQruG3UP3xu/9HiZSw/nYGnCkLRWs88cQepdddwoOPXdDxWLbk/YeUi5bKfydVFoQm6uLIcc7kWrbycepvv5UDmgkhqqioJDvWemTLp1lt5b+9HmET37AhfEfWuOjWBtSIBQSF4kY5yQ62zcKZA4aLFIqjCMCh8D5LZyoqRB7X+PQAc2r2dtFNtUx5U2k7G1bc94nV9366X0avzYL7duITtsk3Uno8xVQSKfMMq9q1azzVpt5GV0ZMxd/+DN+88iMXm2rfSohMk5GWQm+5qiV0QXUJxeRHtImJ46uberN51nLdW1XMhFnDmnJy7Xj/NDSPOMe2yrFa/x4TodLBsc1lm0LZNts6vyTffbOBcaajX9QnRBq64UloJbbuEgYgWRyZlTLwF0z64ENNSmWDXqk8YMvG2Vve5rVDWud4MZaG+32/+rAiC599cURRd1g8dOpQ333yzYb1WqyU2Npa+18L3Z3dj1VRy4+Dx6KvD2K5OoEoV7Pjxb7R/ERmy8/8LgkM4vKCs+eDo1KlTeeyxx1yWRUa6BsH/85//MGrUKM6cOcPf//537r//ftLS/NpEfvz8nvBn1PjxcwkYec0Y/jJ6DNeFiURYz3G25whWDX+IL5JuZaumH1VIE/pUYqOb9TADCr7g7Muz+ealp9i4as0l6v2lw1hfT4ng+QEkyqYkQOEevrCgYIs8gwuTzLH2QGY8ft+l7GYDaq3vmQkmSzGnTxz3fecS7Ll9DdQEWV3Pq2z5IYxYfD6O5rzSbqBRZNq1rtlKZcWFxEu14w6FYTMfYsP67zmRdAibxF+cQKPIEM0EQnwsl3n9zU/4LM9zkCZJls/DHCJV6xjEdtOP50SH1gnuRpSKhJjKMNikZcs15tyZM9hsCYiR0lyIjPYwvnr1nRbbKbUXq1MTSZ3deY5qDXD6aLbP22t1VgrPBNA4JBnacRB2Hx87ZNioPLaJzP6DfT6mJ3JWLyagruV2LWGXQXF8B0JDvQ/2AeRyOROGz+Lh3i/ToyzJJTvmTISRtyte582Vj1BdV0XWwCFu24tiHcG7TMibxEONSoFlG/+v4f9RfTrwzj3pdEp1ZiCaTbB4lZV5b++mvKZ1b7pzane3u41eLVBRdal1uC4tK08qvUfHBRidLD1rqNPQUegNjvlOpVJGebTr/aDu6B7J+7wUaAyugbaAmORfpyO/A9LT0xEEgUOHDnlcf+TIEQRBIDXVYW+u0+lIS0treMXGOic4ZDIZ7RKTufu1J3jgvbtJ7ZSAJjgaARE7Apx/yeRyVAFhKLXB1JXnA6CUN/+bHxIS4nLctLQ0N42amJgY0tLSGD58OEuXLmXu3LkcO+Zj/awfP35+E/gDNX78XELSMjswc9JU5vbpSOdzO7HHhJA9cDpLhzzGd5ET2K/ojEViYlsotQyo30Gn3f9j9zNzWP6/BeQe+X38+H73xiLq8Zzhkaws8rh8o3YAhdWOrJZIUcfMh+e6WE9eSnQx7lkl3jGzdsm7PreWlpfiW6AmXOEqgGyw+B4MkiPjRL9CACJKQ9yCI+sXP0ewVDvuxASUWg2bjF9Rq5UmDCO3Q0ZeFsOGj/ap/XP/+5zvz3XG4uH0ukK5ndttJmI0yS7LuxiuJTe9ddlp0UV2IqqPU1xwulXbb1z6NXYUGIs7EaCSlmlnLk3g9PGcZtuIARdXdmFFzbH0Di7LzuXu89LalaDcfWjUNux61zI3Icp3gW6dpRy5BQaNGuPzNk35/J0FJOe1TfnJqWQN18+d73P7wIAgbhv9GPfE/4PUMmdA0CaDw1HFPH94PqUJAiqVu812VeVJko+5l+EURJymTu8MwIQFB/DS7b2ZNVqBqpGB2PE8BX95NZeVO6X/LoQGhxFgdL9vHDrp23f/W2T9Tzs4Xepd66h9pJEJE4ZL3q9CoUBf48wQM4W7uriFFl2kxVgbYLVa0dW5fp/xHXzT4fkzEh4ezlVXXcXChQsxGFzvHQaDgYULF3L11VcTHi6tfFahUDCwb4ojc0ZwZtBcQBBktO90JYWHv8dUV0zXFFchN6PRiNGLtp8vpKWlce211zJ/vu/3MD9+/Pz6+AM1fvz8Aqi1WiZNmcqdsbtbbwAAIABJREFUI0dwla2Q2JqjlHQZxLahc/ikx0OsDbqCPCFB8n4TxXMMrf4J3fL5rHvuQb5atIja6uZrm39NCks9j/TDRC29tKfclh+Vp7G/1JEZECJqmDLrOgKCL64UQgpj77gbQfBdI8NYJsXGtm3tude89wE6hfOzMVqMVMo96/14IsKuRR/riHJE6V21aS7Gjvvd1c9SFOF7Py6QfLIdt87wrbztn//7hp8LO2D3UKFxk2wNo2yxBCs9p/un1lxDfopvNtlNiTlnZ/9bT1BRLj3bwFToDNCag40IEkJ3ZjGADR+saLZNeIaUIKNnZCbXgKjMWOVTP6OLHC4zVoPrQNXaTLlWUzT15SjkF3eth+VnS7Zj90S9DiL6j2vVtknx6dw3+mVuUFxPdLUz48KgEtgcup/yqTrE1CSXbUSM6HZZ3a77Oo3A0p/ecDvGdUOzeH1uIolxzjdbb4D/rTDy8OLd1BmkDfB0RvdMsYKy369O2vJDJsRmTtsR7aWXQF6gfYoz4ysiUXRxlQushQNbfmj1vtuCs7mHUTZKqrQqIC6t86/Xod8Br7zyCjabjauvvpp169ZRUFDAhg0bGD16NKIo8sorr7Rqv1f2DketkiHiEIdHEBpKoERRJGPoXDTBMez48Ba2/vgZhw8fJjc3l48++oj+/ftTXOwskzQYDBQVFbm8Kiqaz6K87777WLlyJTt3ejZs8OPHz28Pf6DGj59fmL5DB3HbuGu5PSOC1HPbUQSI5PaZwJrhf+fz5NvZrBlAJdIGKApsdLEeZdC5Lyn531/57sUnWf/tykv0DlpHzv4DlMg8OyJEeBhh16JjuzUKmSBHi4pRo4YR3zHjUnfTtV8RUahVni2qPWE0laDXt/0sqi+lT6bjriU0+5UH0eN7Or9OcIxkQvQwZdJsl3WFG1tnx/3mB8+Qnyy9BCeuSMPs8S2LB+v1eh7431p2nUtE9BD3mmP7gd5CD9Qy78E2jUpDkn48p5Nal6UVW2Bl+2vzJX3vp3JOYjA7zytLWRoBOvdAZXPUV6WwdY33QeDYG29GI7R+AAog1rneh7RGg0+BGo3ccd41dXwyBviujaGqrkShar0W1ycv/YOYc22jrXIyOYJBV15zUfsY1HMkD494g+G1/QhslLFSHixyapQK84QOiKHOWfraujwyDrg/op0KOo7J7H4xxkWG8fqc7kwZLqC4kIwjwr5jCm595RibDvpuB68yuQcuq+ulBKF/O+zefoCTJd5/T6MizNx0/VWt3n/noaOo0zs+8KAAkfIo13v1uR2rW73vtuDs8f0u/+uDBBQKvzxlc6SmprJt2zY6d+7MrFmz6NChAzNmzKBTp05s3bqV5OTkVu03JEDB3PFxyGUOHRrHS8RmF7HZQakNZuTsD5g1cwYvvPAC/fv357LLLmPRokU88sgjJCQ4J/MWL15MYmKiy2vSpEnNHr9Lly5cccUV/Otf/2pV//348fPL479b+/HzKxEeHc2NUxziw2u++ZY8pYLylM5UpHTjgMVM4rFNxFXlkGk5hlqCzkgwevoZd8L+new9sIK8oE50GX4VHbpKcTFqezZ9vgq7h0GeHBm9NEfd22v7UVVWjgI5AzI70m34ZW5tfgnU4ZEYC/N9aiuKdXz15gJufMC74GhDWwkaNXgRNmxMsN21Pt1gsuGr4ZiAQFGWwxkkrCyMgABnmcA3i14n6ZR0O27CQ8mL3OOYOZRAWB2MS7rFpQ+eKC0u5l+fniC/yF1HSCdWcYf1MIlad2cdT2hUGuLrJ3A24UvizkjP/kk4bWH9S39j+N9earHfAFuXrUTENYtCr1Ajx4IN35xnbKjI+fEwA6+60msbhbYCDK0XPDZZHDo1gTLHd6gzWJCJduwtfKUqjSNAYrU5hYQtoohV5bvjk6yyHLm2dYGaE4cPkny6sFXbNqUsSmDU7Y+13NAH5HI5ky//C1fUTOHzza9yJOwMlvNaFOdiRRTTwok9HoWwKR/BYkKx2wLdXC/iqgD4/KdF3HT1HR73f+tV3RjWpZSnPiuguMQR6KmrhWeX1jCw6x4enNgVlar5c0xjDYAmNsP1/HYzNZvj410V2G3eM7kGR0nTiPKEoTacwABHtkNduJqoYmcgTVv462r71BXluUz7GHWt19X6MxEfH+/motSUd99tvtTZ0/oreoWjVctZtLoQ2djHGyYYZDLISg7gjnEdSI4ZCDzrdb9r165tsf9ms+cS85Urf1sTeH78+Gkef0aNHz+/Aa4aN5a/Xn01U0PMxBfvIkBWT0GXy9k+5C980vMh1gaPJFeW1PKOmhAvFjG0Zj3BXz/Khv88wFfvvkt1hUShkTaizOb5wSHarqW9yjUbYbeyG8fLyhEQ6Brejituvv6X6KJHBk6ahs8RD6DmtK+ZEW0nJqzX6wlXuup/VMt8zyaIELUUd3RkX8TbXLOWdDm7pdlxa0DX9Qr2BGygXiUtSKOyimSV9COrW+9m2x0+cJAHPzpFfpG7GHAP5WHut58mUdvBw5be0ao0RFqvoSi2dQOZpDwTPy7wzarbXOyesSDWxKIN8T3rAUCvT+abxR94XS8Ges5g8xUrKo516Njwf2CtHcGH89aT41NY6hAsgsbnY9flH0Ie1Dqx54NfLySoDeIKogDn4tNaFBCWSmhwOLNHP86dsQ+QXOYM7FllAqc72Sm7OQGxRwZ1xlN02OX+mHZS7tkd7wJpsVG8c3c3rupvR3b+dBbtsGW/nFteOcSBk81rIulk7oENk+LX11uRyvHDJzlR4j1IExZq5S8zWq+BdIGEDiMa/g5scv8ILxM5e/LX05CzNxGBtgT4fg36uTQMygrh/+Z15KlbU5kzLo65E+L5390deG52Oskxvpda+/Hj54+PP1Djx89viIyszsyaOIU7emfQ6dwOwurzMYVGk9t7PGuH3c9naX9lk3YgZUgbOMix09l2nEFFX1H+5hxWvvBvflzxlddZl7bmhyWfUCV4HjRGy1xHVKWEs1vvSPbLUIYy+YG5l7x/zZHVux8qRYzP7U0G32ZQ29Kee/37H6GROwd8ezlAteB7rVLg+c5E1AhMm+Z0e/p0wWO0k2jHnZccym5xC2Uh0rYDSMlJdDm+J9avXsdTq8wUl7kHOyYoN3CdRU2kunX6LMHyYAKEkZTEtO6nMTW3nhX/uavZNscPHcJg8SyqK4TIUQm+i9+KyKg84H0AHdkh2ed9eUNmcJaEaQ0Q4IOgsDrAStFpV8cndftE7xs0QWOvxVRyhC6DpGfRfbnof6ScbAObJ+BUspob7360TfblifTETO4f/QpThElE1jivcb1a4NRAMNyQiq3MPXBYGmpnxboPm923XC5n3oSePHNLJGFhzu+hslLg4UVlLPhqLzab52BuWIB7uadJ/cv8VrQl760/ibWZZNR+EW2TddVhwHBq6xxZSpFRNqob/TwLIhz68bM2OU5rkNe53k+EEGkiuH4uDTKZQI+0IMYNjGRM/wh/gMaPHz8e8Qdq/Pj5DaLT6Zgy5TrmXjGckaZTxFQcQCkaqUzM4tCAG/h8yKN8024ye5RdMSJNWyMIA31Nu+l26F2OvHAnX776Aod2X1pHj9zD+R6XB6BmkMppg2lHYJO6G/UWC0liEDP+7VuGwqVGHeT7w63VXsbqpUtabCdKSDZpselp14FptUma001VomP7kHKnhkhZcSEJp6TbcRfGhnA6XvpAOelMEHfd3Hzt/BdLV/D6rjCqqtwHr7eymstsGQQoWl/qY7TpyRdPcKhGpCxKWjbQBdKP17H8v/d6Xb97xVpEDz+9csxcc/sMlJHStGr0png+WfCqx3Vjrp928To1eld9j+Dywy1uo9VasBpcA7O2cN/1aXTGMmRCEP1HjvJ5mwsE5O1FIb16zQ2jFgJ7jrz4HfnAsD5jeHjYG6TtDiDA5AyqlIVC7tUW4s7JUVe73ucPGzf7tO9uqXEsujeLQd1tDRWUdhus2S7j9tcOkHvOvfQnqZ17NppBKz3w+mtSeLqIo6XuZZEXCAqyM+cm72WDUqmvc5b1VUW6lpbJzki7ptsSjcH1YtBGubuM+fHjx4+f3yb+QI0fP79xBowYxu1jxzMrJZiUc9sJspQgU6o413kYO4fM5uNe/+CHkKs4IUuRlKUBECuWMKT2ZyJX/Yuf/3M/X77zNpXl0sVfm6O6rIwSL9kdkTYZKqVzQLxF04/TFeXE2AOY+W/fHH9+CZL7D5DU/tTO7W3cg+aDBiGia4ZVrYQ7e6io5VRfx2AtXd21YfmGxc8RLHGMn52eRn56gbSNgKgqGTcNvK/ZNm+/9QlLjqeg17t+FqK1nrut6+mm6I1C1nrb9ipzKdstazl37kfsxhqiJt5GRUTrgjUdjlbz+fOez19zaaDH5VptEWHh4Vx772w0Mmnliea8IK9ixgrtxV3PRksENY3OJ621+ZqisIObUKvs2JsEakwSgp3q2tY5Pn300sPEFrSVgHA4w8dObZN9+YJSoeSm0fcS9XEZicdkyBvFRc7G2rAHmogtUCOYHedkYaSFtdu/82nfKpWSR6f14h83BBPYqJqsuETGff93jvfWHHDJrslK646syY+JQSVQXF7U6vf3S/PGdwcwNyOt1SuiELW6dW5vnkjKcgb1hCjX/UYUW9HXXlzAtLU0teZun9H9V+mHHz9+/PiRjj9Q48fP74R2sbFMnzKNOwb2oFfpfiJrjyHDhiUkgpO9xvLTsPv4NGMuG3WDKUVaerMMkUzbCYYUf0P1wjl8/8K/WPPF8jYpjVq58EPMeJ7i7qjOb/g7X4hnT4WBcFHHzQ/8BZWq9YPutuaq625CIfNdCNVU60P5k6SMGu+NayorCVM5S7OOCMep8FJm5omQ88qw0ZUyxk2YDsDun34gOU9asOBIUiAFnU9hlksLbujMIv3MI4lppjTmpdc/5euCzjQ1u4kVCvgHB0nXdJEoWexKofEkm2s/p7rsvEOKIJA1YAgBo2+kOqx1e+50tILPXnzQZdmBnXswWD3P8gemOrQjgkPDUMZJc9gx2CL5coG7bTOAGHRxOjU2VJxIcWZYaI3NZ2uFV+UAYDG7Bo7qNb5n1MirKiQ7PuWdOEbKmXOStvFGRYTA5bP+3ib7kkJkUirRoSnIfjpG/LIK2hc6zz2LXOBcvIlAm53oszrsdpHdpask7X9IlxTeu7cjPTpaG+4/VgssWy9y18L9nC1zCIrrtAEEGN3D/odPNq+N81uhoryKQ2Xe3fp0ASJ33jisTY+Z3nswNbWO36zYeBPGRpUsSgvsWvVxmx7PF4rO5KFuFKyyyyCxkz9Q48ePHz+/F/yBGj9+fmeoVCrGTJjAnFGjmKirI65kFxq7Q7SzOr4jh/tPY9mQR/i6/XXsVnWnHmmzhgEY6WPaS8+j73P8+TmseOV5snfsbnV/S/SeB3aRoo5MtWNAakLJViGZQFHN+OvHERLpe1Dkl0Kt871PZmsx2Tu2NtumJeecxjQXqFn3zkeoZM7vuNRUgRQFHFOUYyAfVO4MIBRuXubygN8S9djJ7S1S1bLhkQuCCCm5GVx9zXVe2zz1vy/5sbATtiaxvmHKXcyx19FekyLtoI0QgRxjNv/P3nmHR1Wmffg+00t6JyEkAQKhgxEBRUB6EQGpio21ARYs61o+XV3dta6rrl1Xd3XVXduqu4oKoogISu8dEkJ6b9PL+f4YYDKZmWTOZELRc18X18W8c85zzpyZ807e3zzP71lf9U9cluqWZwZA/tgJlCel0CQ9uQNBhLy9lXzwl3tPju368gcCKXQqbEy4wnsNrrj7ToxqadkL9vIMqir99+nSPxdpjkj+KCxe0dRobrsDnV7tEXdbdnxSJ+RgUYbuq+WoKJbc8Wnrxy9KzgALxrGu2SQld4lMMInMuut+FEIMQk0N2k8PkLXCTkKT9/1r0gtUZphJbVTQJMCmPW3PM62JMuh49Op8bp6po+UlPlqi5KYXi/jgB08pqt7q3xS0tKYwrNd0qnnxw/VY29AnByaWER0lcbIKAZvJM4cqlUpqkn3LM60Hdkb8eO1RtHeTz2NTFGi1spmwjIyMzNmCLNTIyJzF9Bk8iEUz57BkcDa9SjYQZy0CQKFWU5Y3kk0XXMu7Q+9jRdxk9it74JaYd5BKNRc0/0DKyodZ+/jtfPLaq1SXV7S5jyiKOIv3Yl75GiWv3skw/W7GaYrJUjbRcsGYJHqVgB/0I2hsMjNm5DB6Dhoo6RxPFbFZ2RK2dvHzpx+1uYUgpT13G++bptp34dws4S2ORsf+0eUoRBicfD4A/33zBbpJbMf948SulKRK2wcguzCRxVfdE/T5e1/4inWl3RFb2WNcplrJVGcyserwBT2H285O1yb2VH+CqlX785bCWJ67gvrUWEyBK5baROGGvD1lfPCsp72zvSaw4qM3lBHVqsORIdeFJMFNjOarF/29kSbMuhSdoqM+NV7fn6imtr1KNHoXR4s0Ph2fonMGh3wslWinZv9aVBI6Pn32zmvkFEamfXRRloaFy9r2SupMouKTyMjuf/KxcPgo0e8eJmuTgN7u/TxUxYk0plhYdfBtjpUekXycqUN78+ot3cnN9pY82W3wjy+d3P63zagDtHVvsHa8lXVn09RsYntNcJFNq4Ob5wzrlGP3GDzl5P/tib4/kMSVm3E6I2CeJIHGksM+jy1RcmtuGRkZmbMJWaiRkfkFYIyKZt7cedw8dhRjLEdIrduJ6rgQ4oqKp2DIVFaPWsb7vW/he8NIygVpC1wFIr1dhxlZ9QWmN27mq6ce4KsPPvQrjbLv/YGmf9xO0zt3Y9v0P/TV++ilrGeguppZusNcY9jHQFU1GpScp/OYku5W9mZPVS35Od0ZNlW6eeip4pLFt6IQQl882uqq298oRAQhuPoSi7f9bBHF1Ejo9hTn9vzhnlKrYsz4aQAYD2+R1I77x6HZFOZIK9UB6FKt5trJgUWaxoZ6bn3+e7aX+i+4bnSv5DxxkE+XK6mYnA0UdDmGOz6Yn4nnetvtduJp5Fx3ARXpSVikJXkAHrGm155j/OvZ32NxBb7vonv7L4rnLF1MlK5I0rGsNdns+Gmj33gkfGpqFZ4MC70Zog8Hz7DTGpxUHNPjIzIlhj7fGBxVqAU3A0aPDXkf3cENqCPQlMimBdXAi9rfsJOZedfvUSq8pWKCKCJsPEDqv5pIL9Gc9I8RgeJ0B88e/RNvfvknTGZpJt5JsdE8d8M5XD1ZhaaFrrD/iIqNuy5HV+krmluFyIhhncnL/1qN2RR8vuyXXEFCUud0PsoaeC4NjZ4LmdLNjauFLmI0wY61yzvluMFw1vnOyw5D5Dx5ZGRkZGQ6H1mokZH5hTFy3Fiunzadq7oayC7dQJTTKxg0pvdk37B5fHLBvXyWvoCN2iGYkJYKbcBGvn07+Qf/ycGnbuDTZ59g24/rsax+G9NnT+EqO+RpKyKKuIETa34FkCDYGKstZprmGPFqGw1EscERR//YNKZcf1XErkFnYDQa0WoDt1UOhM1eQU1N8F+gxTbEl9YE27KyuIR4tdef5qi9GDehqyxClCcbJ7rG87ref/Z+Se2493dNorD/MVwSv0miLSJjoi4lNibe77nCw0e48+/7OFTmWypjEOu5w7GWvpohKITwv7qqbSW4x8Ux7aYbEFun6pzEc8WLDh5GfdxfaYTrAMXdUny8J0JF5YS8fUVEZfoLHGosTLo8sGltl+HpKIL4OwXCiY7tn631GxejQhfvAuFCTUF2j5OP42t2Bd1Wa3DgamUkbJfQElhnqkEhRDN09LiQtn/3md+TcSwymQpHcuKZOOuyiMTqCBqdnh79z/F/wlxBwk8OdHVa0qq994BdJbA1qYDHNt3G/9b8M2jb7WDMH9WPF5Zkkpnu3c9iFti9bjTijgXg8HQxsqmldZM71dhsNrbUpAd9Xq2BG6b269RzsFs83jgGPdSk+M7clVtWd+qxW6Ns8hXuxJjwO+LJyMjIyJx6ZKFGRuYXSnpWJlfMmcfS4QMZVLGFxOaDWOqq+PwvD/LcwgncdNP1XPbka0z4pISnK3LYq+yJG4FDVc0s+XALg55cSfbDyxn2zLf84as91Ft8f7Ke/eZ6nvtiDReYfqTr6j9hWfc+otvlaTstKEn9/XLSH/yS9Ae/JOeRFQx9ZjWLP9zGxqO1ZKsrUSDyg34oQmUzV/7+t2ze7F3EajSagP9ee+01AL7//nuf8bS0NCZOnMi6des69ZrqkkMXakTRwucvB26bDNLacwebqn986wNUCm8rWJOE0jY9GrZfWIjKLTI6b8rxdtyhd2wyKQX2nt9Ms05aOZ3KLdL76ADOv9C/Ne7PP6zjgU/qKKn0VUP6q/Zxh/soWfo8ScdqTZFlP7m3T+KccZ5sDTHIgvZEBlPRYd/SgZGOfRRmpWIP44dptR36FhZiyNjuM64zlqPTB1Z/xs+5FEN0gaTjmJuy+eaj//iMZQ3uQyR9avSO4EbTer0Tt8VXqLEaQjcSVtfXo1KGlrlWVlpMdrG0FvLBqEsQGHnFnRGJFQkm33Q3aqW/Ia6pqgSX0kJ5kpvEUgNxJu/72qCHFfrveWLVzWzZI20u7JqSwEtLBnHpaFCdmFJEOHI4mYrvb0BXk4tN17Y/0enm1Xe/obEx+J+1vVOq6ZaV0annkJs/9eT/mxN8JwpjWV2nHrs1mlatuXWJp8d3SUZGRkYmPGShRkbmF45Go2H6rEtZMnECKx9cStXO9cy56wFueWcFlz/2Kj3Pv4iC5FzWjLqVJ1WTmPj6z9TYlbxx2bn8eOtF/HFqP749WMmMv62jwRLoD3URBaJnHSgCbhH38UyFpy4ZwNbfjmXNLaP4y4yBqJUKZr65gZfWHgEBjDVVzPvt4oDn/corr1BUVOTz78orr/TZZvv27RQVFfHNN9+QlJTEjBkzqKyUXoYTKpMW3QCE3o3KXF4W/MkImAkbGrxTeJVYTY0i9MyJBJcahUFJSrWWQfkjWC2xHffaSYlUJErPZMg5nM7VV97mN778P1/wl7V6amp9TUwvUf/AZU4VydrwF1hu0c0+x1bGPbWUpDTv4lcU2xYvmgJkRI127GV/9/QTSQaS0NqgX/Eh9Gm7T47FDwjcBeoEgy8dhZrQ31c3Ksp+8u1+NHr6JZJbfrdGNHn9dYJ1fkrathKN2u3T8cmt0GJShy7UiDVVIXd8+vGdp4it65gAdYKirpl0Se8akViRQK1W0+/8UX7jomgid7nnvq9JN1OvVdDlmB6dw3sdyuId/KP5Tf66/C5KKkIXspRKJddNGsSfr08jOckrYjY3KdizdjL1RbOwn2KfFSlsqEkL+pxSBb8ZndXp55DZdzD1DR6BJibD1xMmvkakcN/2QLt1CgaTb8Zgck7/IFvKyMjIyJyJyEKNjMyvhPr6erbt2M5rL73MU1fPYairmL7dE7hgwXUMGHcxoijy3t9eIC47l9EvrqB4+M0Up45kRO8cPrhmOCUNFp5Ytd8vrhDgl3rh+AI4VqciNVpH1zg9F3RP5LlLB3HLhd159JsDFFQ3M3lYcO+KuLg40tLSfP7pW2UeJCcnk5aWRv/+/bnvvvtoaGhg40Z/j45IkZHdHa06eNvX1lgtbZhvRqD0KVbwLoAPuA7hJPSSB7XOs+CKrk1j87cryZHQjvv7kdkUZklf+Hct03Pr5Y/4jb/15gf8bXdXmpp8v5IWCSsY5epOlCr0jkGtsbnM7NHtYvpjv/V7TnS3XfrkNgVWrpJEONgvG5d/Y5x20Vmgb8U+dCn70QgmJsyb3eb2A4aeizaxUNIxmq3d+PCll33GOupTY3EmUXU81SJY56f4Zo8o0LLjU0KfUbgJ7UIJiNQf+Cmkjk9f/vstuh+JTJun4m5qFt72cERiRZJxi25Gq/YXj0z1x4gtPz7vqkTKMi1om1TkVsZ7/WsEOJhcx7OHH+Ltr57Eagtd7OvVNZWXlvQir28BiuNag+iGAwcy+M0zO9lVUNLRlxZxXn97ObV1wT9nuSl15PXreUrOxWH1CEaJCS7qW1X97V/9nwB7RJ66mkr0LfRUUYDsfvmn5NgyMjIyMpFBFmpkZH4lREVFERUVxeeff45Gp2X+3PncctFIRjYeILV+F1UHd1BVeIgR869FpdVS0WsY286/mveG38/WrNmMHtiXT3eWtspCOJ5N0wqxjXSRxedn4xbhq30VuPb/iNsqzQAzEGazmbfeegsAlSqM1bMEtLGhZwe4xXo+fvm5wE9KmH0DmQkf2bWHOI23FMvsCl340aBi18hjaJ0iU0fMp1xCO+5tvTIozJNebpLQJDCr9w1+48+//C/+U9Tbp52u6LRwi/NbBimHoFaEb4DZ4Kimoo+JWf93e8Dn2xNqlC0yQ1piURmZd+tD7OvTFXcY36IGE/Sp2YUq9RAaTfsZWpNvuhKtJCNXAcsB3/tAjJLelaslblQczeoOBO/8pNM4/To+KSS0uTY4axHNlahD6fi0by2aCBgI2zUg5o3seKBO4rxpF9NaqhWxkrHSd7uGBBd6dzLXRF1Lep033cuqFtiYeIA/rb+ZL9f+K+TjGvVRGDI/p8+o/xEb5xWAa+sU3Pv3ap7/31bJXjidyY9VwTPTFEpYcK6/H1Zn0fu8i09WGjYk+t7f6uLQy0s7QuHuDT6PzUYwRsseNTIyMjJnE7JQIyPzK0GlUvHGG2/w3nvvkZyczIUXXsjdd9+NISGO66deTJ+mYsBNtwzfLBdRH8XRQZNwjZhJnc3FZ2I+xULwFPP2iDNoSDJqKKqzgMuBu7Y04HbXXHMN8fHxPv927fI1Mc3NzT353HPPPUd+fj5jx4beLSYc+o2biJSps3r/vsBPSMioCZRTs/3j5SgFz8/dzQ4TtcrQV62Jbi2uOJHkKgO71qwkM8R23LUaNYeGVmJVS/Ol0TpFBtQMp1fvAT7jj73wEV+X9sXR4tRTFWUQluJmAAAgAElEQVTcw0566gYGLfkKhXJrIXEL8hh3xYKg2wQtfTp+WL0zsFDj0ng6Ts2//Y/s7ddFot+Qh6gmyK05xI/LP2132+SUNNRdAt8nwTA503jniT+ffJwzdFDA7DcpKE2eRWewzk8avYuKYh0t/XBccRKMhK01gED/djo+vfvs78ksioxfSkH3WKYsuDoisTqD8y65DIMu22/c3FxISoHv+1kUfYC+PYfwu3EvMMkyhtgWGRX1RliuXcXjXy9lx74NhILeqsIaV0jSha/QM7fs5JTlcsKX6xXc8MIOjpRFrrtduLz3/goqa4ILnjkpjZw3fNApO5+M3gOoa/CY9CtTfGskEypdNNZ2fpvz2qO+2a9mo/znvoyMjMzZhjxzy8j8ipg1axZHjx7lk08+YdKkSaxfv56RI0fy+OOPk5SWgkJQsGBQLgPKNpNoOozQooOQZ1ErcOSc6Xwx5j6qdF2oVgTOLjmxIGy9fvU8FhGPP+92uagoPBQwxuOPP86mTZt8/vXq1ctnm5UrV7JhwwbeeecdsrOzefPNN1GrwzAPkcD5k6ahVkro/mSqCfyEQkrpk/+2RpM302SncjdWQl+4apWeX8Jj6tMkteP+aYqBmhjpi/3sQ9nMmXutz9gDL37BD2W5uFv8KD9SvYmlzjrSdd0lH6Mlh627OOfBBfQc1PbizB0ko+bE9Y5qUcLTEoXR+8v0/NsfY29fae3uTxDTAOKqz9i8emW72166bCkGpbQFnqMklcZ6j4HphZMno1N0zMzUbfa+7kCdn7QGBy6Tb4mNzRi6UKNtrG2341N1VRndImQg3BAvMHzesojE6kxGX3YFoGw16iRxta9fTL0RPlz1JkqlkotHXcG9Q58lv7oHWqf3ni1JsPNG42u8uPweKqrbFv809uMdAVVuxP4f0XfkNxijWnjhVCi4/dUS3vpmZ0deXof5tjR4poggwMy+ofuKRQqX3dN9qku6HXOLSj6VEzZ99V6nH99RW+Hz2G489ddARkZGRqZjyEKNjMyvDJ1Ox/jx47n//vtZs2YNixYt4pFHHiEry2O0ePDgQWbMns2SCeOYpqghvXorWreJ6qOH0UXHYDj+C7ndEENNSi5uhQKEttpNuzlRDCXipsZkp8ZkJyteD4hsWP4ebpeL7WtX++yVlpZGjx49fP61LhPJzs4mNzeXuXPn8sADDzB37lxsto6VeISCVsLi0+GqZO2X//MbFzoo1MQpvOKA2RG6eKJEwaHzyjDYReJrTCG34/52bDeOpQfOMGmL7KJYbr7ygZOPTSYTd77wLZtLuvo0Ilqg+obpzmSfci6pON0OdotbmfzkMoxGY7vbB8+o8VzvWHdgoSY2ybfMYt6df2Zvn/BKK+LqRExfvMfejT+3uZ3RaESbI+36W91xfPrc6ycfKw0dE2qszkQqtB6BMFDnJ63BicviazRs1oYuYilqa9vt+PTdP54kvjYyBsKFXbuSkd0xUfBU0PfC8URH9fAbt1iL6NpKIzmi3obD4RFtjYYorplyL8uy/o+eVbEnZxG3APuSq3n6wAO8u+IZbPbAc6bO5XsPWZP2cl6ffzOwl1cgctjh/W/dLH1pC2W1HTOsDof//e97Sqt1QZ/PTDExbtywU3hGHvpeMBNRBIVSSW2yr8jmPLy3048vNPmWSorRMUG2lJGRkZE5U5GFGhmZXzl9+vTB6XTSu3dv8vLyePbZZ09mGgwePpTfXDKLGYkKdq34hPwxF/n4pTiUGmwqzx/zIgJuhcIj2BzfxLucEhGPZ+e8uq4QhSAwOS8FtwhNDgcgsnPVe7xw40I+eeEvYb2OhQsX4nA4ePnll9vfuIOk9pPSPUNk73ff+I0KitCnX0Hw3XbH2nXEqT1igdVhpU4ZeieWRLceU7qdpAIj3YpCK6f5eXAWhT2lG4im1Cm5epTXxLeqooI7/7advaW+mVg3uldwnjgAnbJ9cSUYZmcjh5ILmfmIv2lwMIJ71IDdbieOwL4wXbv7L5rn3vUMB3qHtxhKqBGp+PgVCnbvaHO7BbfdQpRWmseFozqLwn2eMohI+NQUd80G/Ds/OZsaMOgdOO3ecUNmPjZF6O+ppeQQak3w7Vd88i+6H4lMi+OSTBULb/c3tj5TmXz9YgS/jnNujD/7ZjBVxbr5fO37PmOZ6d1ZNvVpFmquIK3e611kUQv8FL+bR3+8mW/W+5vcGlX+GZMOXSOPX5PP0hladC283QuLlSx94Sif/LhH+ovrAF8UqIN3nhdgSk4EjIzCIDWnF3V1ngvkSPL12YqvsOLs5O5ZGpPv61YnhG6CLyMjIyNzZiALNTIyvxJqamqYOHEi7733Hjt37qSwsJCPP/6Yp59+mrFjxxIbG8vrr7/OgQMHmD17Nj/99BPFxcUsX76cOfPn06NHDz594zWG1+0hpWE3Am5MDQ18bs9kZ1kTu8sa2FXWSFmTHfdx75QGq4OKJhsl9RZ+PFLDsv/s5MW1R7hvQi+yE40cNTmxuk/8lS1icxRzZMtnuF1Olv/jdQ7u30d5efnJf83NwY2HFQoFt956K0899RQmk/TMDynMvP4mlIrQMyhsDf7lT4IUM+FWGTVHvl53UjDbod6NidAX4AbBI050LxFCasddlBRDwaASHEppRixGm8hQ9wSSjpvJ7tyyjbveLaKowrsQVzkbuN3xA30155z02wmHGlsZtpEGpi8L3Oo9KG2UPhUeOIQa/8WUHRXdcv2FGoBL7/4rh3LDE5uSKkWOvPss5YVH2twuYXCMT0lie9hFAz/883MAeo7Il7RvIBTHS+5ad37K3P8DKpWI0+UVt/QZuSHH1bpNmI9tRmHQB93GufO7kE2v28KhBmuPczse6BTSbUA+cfH+19PmOEaPn3wnk722HwPGGDZoDPeMfZFxpguIbmHeXRsl8plqOU9+fTN7D287OZ4ck+4Xw6rzCAAXD8vjlVty6JnlrV20WeH1Lxz89o3N1DcHbuEeSVat+pljFcHvt/QkKzMuGdPp5xEM0eXp2JWW6cLZwttbb4Yt337Sqcdu3Zo7Iat3px5PRkZGRibyyEKNjMyvhKioKIYNG8bzzz/PuHHjGDRoEPfffz8LFizg3XffBWDYsGGsW7cOg8HA7Nmz6d27N7feeiuTJk1izZo1xMfHM37aVG6YMo1UtcDu7z7npoeeZcLLa5nw8lomvvQDr63zLjTv+u8uhvz5Oy746w/c/tku7C43Hy06j5suyAFgX0NwX5V/fPE1ffr2pWtGBt0yM+nWrRtPPfVUm6/xmmuuwel08vzzz0fgirWNThe8y0hrbI4Kig4e8BmTlFHTSqiJsnoXsyZb6L/MCgiU96sje3c02YXtqzQ20c320U4a2u+W7INChO5HejF58hwAVnyxgkdXuqms9mYE5KmOcLdwhGx9H2nBW3HMcoDut1zEeVMnSd43aOkTAsWHDwd8pp6YNjs1zbz3RY70CC42tEVquZudb/yJ6oqyoNtMu3IhRmOhpLiWhhzWff01548bHzGfmtadn6JtVRQc1fp0fHInhC5mGmweU1pVkBKNd597mMyjkcmOKMiJZsZVEkW9M4BL7rgLQfC/GRU7fTO/yhIdfPPT5wFjKJVKZo5ZxH35zzC4OguNy3sPHEuw8mr1C7yy/H6q66romdHPb3+TTjxZWpUSF8NfbzyHKyYq0bRIGtlzWMV1zx1k5ZaD4bzMkPl0j52gtzBwUbqUTmmRp/+oS3G7QacTqEnxncNrdwQW0yKBqakBQ6vfKrL7nddpx5ORkZGR6Rw6t4+tjIzMGYNWq+WRRx7hkUfaTvfv06fPSeGmLX5c5/lD02axsOeth+lWuwsBNyICoihS+sjFvjuIIohuFHgKoY40OamwukmI0vHE1Rf6bNr6Magx6LvRf4in5Gj06NHY7f6LNqPRSEVFhd94Z2Do0gXT4QPtbwiAnW/++Qa/efiJkyOCMvzpN17lFYkaFKG3yE0Q9RzpXc6kr5QhZSasmZxOaYr0ri7ZBUnccNXdALz/zsd8eLQHZpN3oTJV8wMX2NKI0mZKjn0Ctyhy0LGdi5+6M+wYojvwKk8QoKk28OtuULRf3jTutj+z+uk7yCqUnv7RpcTF5pceYMQdTxITG9gLqdfEgez4pBanXylMYFyoObxqP+dPmuTxqWkOvcV8a6zOREq0BjLMZqIPb6apRz4AOo2DqhLfEg9bjAQjYVMtVgTOGesvuFVXlZFZUoAQAWuaxlgYMvvmjgc6DSRl5JCc1pvKsq0+4w5nGXmrerNvnFc821z9NeO5uHWIk0QZo7l2ygMcLT7ExztfoCDJk63oUsDu5HIKdt/DYPMglFFuXGqvqGxXCRSWHSa3W97JscvH9Gdk3xoeeb+IkjLPtmYTPPOxmR/2bObeOQPQ6yJrZrvhp+0UVAa/F1MS7SycPyGix5RKUmYOu380kJBgxpSgg1JvGlNUWQjpjGFSuHuzz71iMUB8YvjeXzIyMjIypwc5o0ZGRqZDaPV6Bt/4J3SDJ4KgQEBEgRtBdB8XZ0QE0Y0CNwoBRIWCUiGRjXVJBGo7HRgHZsthNvz3RZ6/YSH/efbJgELNqWTa4lsQhNAzJ6zVlT6PBWV4HjUbln9NjNqz0N7KDhoEa7Dd/IgWYcDPyXQLoR332mE5FOZIF2nSqzTccLHHPPjVV9/jX4d7+og0VytWcJGzO1Hq8Mx3AexuC3s1O7j48fBFGg/BM2pcpsALKZMyqt2oRqORioZciruF14Es45iTtc/eE7SEb9i4i9DHFUqKaTJn8dnf38Id07H7xo2S8q4ega1l5yeN3unX8cmqC10QUtZ7Oj4NvqC1SAvf/uMpEqojZCCcmU5O7tlbBjL77odQCP4ChfNQDaLTK9qWpljYuGtdu/GyuvbkjinPskA5n5RG7zxj1gqsi99BrEVBfLlvFs+hot1+cbqlJPLK0oHMuBBOatAibNqjYtFze/h539EQX2Fo/HtTnU/HuNZckNz5LbBDwu25V+K6+n7XxdWJHN7l3+I+ElQV+HZkk1tzy8jIyJydyLO3jIxMhxEEBYYpN2OYcCPKuFQfwUaB29PxSVBg1sSwMWsq/x31ELVXP4owfBF6fU8g1AWtiN1ZTMGOL3hp6QLeuv8u6qoq29+tE0hMTEarCd2g0Wqr9Fl4C6rQPVlalj6V/uht89Jok+YDUd+tmR6lFe22496blUJhvyLc0mxpiDXD+IQFGI1G/vziB3xe0o8TDWVEp4WbnKsYIgxBo9C2HagNGh01lOU2MPOBO8KOcYJgpU+CIKC2BxZJLKr2hRqrxYLb1o0DVRMozQjPe6fbUTvfPnNnULFm1FUz0AihezGJKGjYaaHfqBER86lp2fmpdccnZVQXzKrQM2rcVWUBOz59/+WndC+s7cDZeinLUHL5HY9GJNbpwhATR0bOAL9xp7uafl95s/TcAqw58lHIcS84ZwL3jXmZ0U1DibJ574vaGKhLM9OlUomuwZMVU9kQ2NBaqVRy45RBPHV9KslJ3s9YY4PAw+/U88SHW7BHwER33+5DHKwMLvQmxDm5/qqpHT5OJBg4Zh5ut0B8nJvaRN8J9eCazvGpsdb4lk7aDXLyvIyMjMzZiCzUyMjIRARBENCdezExi18nas79aPuNQZ01iCZjOsVxPViVdwVvD3+YTdlTEBWexau5/2hqFz6AY9q9GGP7oRDaXwSfwOWuobp0A3+/5xpev20JB7Z2zq+TbaFNCL31sCg289nLz558rAhTqIlxeK9Ro4QZPE7U08XqJrW87UV6o1LJvhENmLTSVBq1SySveBBDh4/iDy98xnelvXEdX5MlCZXczXZ66Qb5dA2TSoX1KMZZPRh/9cKwY/gQpPQJBPTOwCKIU9u+WfDX736AAz1qQc/BurFUdAnvqzbniJWVf70r4HPdevVEk3xMUjyTPYODP29Bp+yY8OE2xQFgaNH5SWvw7fgU03MoYogZc0qc1O5dg0rj77/SvOlLdJYAO0nEqYLm7kM6HugMYOZvH0Cp8M9WshZXoLB67++SlAYOFPhnvwRDqVQyZ+yN3D3wKQZUZaBqcX+UpbhwRttIL9HSYGk7WyUvM403bh3A2HwXJ6y4RDd8v1XJtc/tZM/R0LrNBePN74+enFsCMTSxvEPxI0l8egZ1dZ7PdWOi7w8SmpLgXlQdQWj0zQZ0RYf+vSojIyMjc+YgCzUyMjIRRVAo0eQOwzjjLqIXPkrWstcZuPQ5hvQaQHrVdvQu/5ISZ5ceVM/9HabLn8CYNgyVInSjXlE00di4h/89fzcvLV3Emo//HcmX0yYjLp0PhC64NBZ50/+VqtB/5Wwpbpzwp9nHIWqF0FewsW6BnGPt+/esnxxHZXzovjcnyD6cwayZv+HuF1byc2n2SZPPEept3OyqIkPXU3LMlhyx7mbgvbPIOy+/Q3FaIgbLLBEgytUU8CmloX2PmqYD3n0VxHCgeRRVqeEJVD0PmvnP47cEfG7GrddJNge2FcXh1HQsC83iSqDYaMBwvPOTpzW306fjk5AY+j1scNSgcNtQGXxFsPee/yPdwvD5CURBThSzFp2d3jSt0ej09Ojvfx+4xQb6fOGdjxxKgS+3/1Ny/LiYBG6Y+geWpt5BRoV3nnIqBEozbJSmlfHRt6/icgWfJ1QqFb+dfQ4PXRVPXJxX8KmpUXD3G1W8+Pm2NvcPRtHREvZXBhfIY2LcLL5ivOS4nYmSLAA0XXx9ehIrXdRUdky0CoTa7HvPqOJlfxoZGRmZsxFZqJGRkTkl5PbryzWz5rAkP5e80g3EWwoRWnuE6KOovngpTb/5M7reU9CqM5HiY2OxHmHjFy/z/A2X89HTj3W6j02//PPQqNJC3t5m9rbpVqilpKN7rsHqf39ElMqTzVBprya4x4o/ar293Xbcq0dlU9hNusllZqmRhZOXcc8bW9hZ6l0UzFWvYoYzjngJJWKtcYlO9ri2MOnJW4mJD9/XJhBtdX2KcQfuGBOb3PZraW5qwmJu9ZlwJbLfPpKa5PDEml4Hmvjoydv8xmPi4tF0leYjZHElovGvMJKEiJKKtMyTnZ+67fmWomKNT8cnR1zo75Xu+H2hjPGKYPX19aSXHI6IgXBzNORNu7bjgc4gJt/0O9RK/7nHXFWCtsErQBanVFEephiQm92PLkIf4ssNJLa4HUxage+jN/Lo6iX8uGVlmzHO7dWNN5f1Y1h/Jyf0ZpcTvlgncOOLOygsl/b5fW35bhxtTOvnJJSi1YZfWtkZDBw3D5dLIDXFhqlFcovSBdu+ei/ix9M3+wpgMRk9In4MGRkZGZnORxZqZGRkTikGg4E5c+Zx07gxjLcfI61mO2rR3xC37sIF1F/9RxhxHQZ9LkKIHW4A7M4Sju7+ipeWzucf991JbUXnpcJro0P34XC6q/nyvbcAiRk1x4Waxu2FJ8eaJaz5o0UtAyraNvPcmteVwt7SSmkAEhsFLoiewe/ePsThcu9C+3r3Cka4+6EPwXw3GBZXEwfjDjLjT4HLfzpMEKHGLUAcgYWazB5tL3q+fvt9nPgvFEVbMrbBE6hLCE+sydtXzwd/9jdPXvi7OzCqpZVQOKu64RY61rpY0axFb4bow5uJdtZSVaLzed5qDP2+0DTUAgLnXDTx5NjXf/sjSZWRMRAuyOpCn4G/jLKnE6jVavpfMMpvXBRN5C73/mlnVQt8vP61sI+TEtuVujQz1VEiqcf0GFr411TGuPm3633+8uVtHC0+FDSGTqvmwcvzuWt+FMYW00FpuYJlr5Twz1U7g+7bktrqWnZXBRdKDUaRJZePCSnWqSQ2JY26OgMKpZLaZN95310QaufA0LDZrBibfce69Tk3oseQkZGRkTk1yEKNjIzMaWPYmFFcN30G1+TEkFP6M9EO/9IcS7+R1Cy8H/u0ezHG9kchhJ4O4HLXUlO+iX/ct4jXblvM7o0/R/L0AcgeNlzS9sc2bwTC86iJcXmEkCKKqZHQ7SnOrWqzHXeFUcuhcyuwqaSJCDqHSM6xgby8OZayKs9CXeU0cZtjDf0156AUwjexrLWX0zxczfQ7O69cJVhCjSYmCTX+ZRk21GT2yGkzprkg8IU2qKqYeNnlaMbPoTFO8qkC0GdvDe//5W6/cWNv/LPT2sAmRhET17GSC7fZkzETX7MLrdaJy+T1p3GISszq0EufqKn26fj007cr6F4oveNYIMrTFVx2x2MRiXWmMfaam45nHfpiqi8ittz7eShOOEZjc3jtoHt26weAoBCoyLRgdyvJKNGgbFE1WJDUzF+LH+ONLx+hqY3jjBnYgzdu7UX/XK/BjMMO/1rl5uZXtlBZ1/Y5vvjxz9jamPYGJZURHdW+h9TpQK3qDoAr0VfEja+wY2vrRUmkaN92H7N4mxbSMtues2RkZGRkzkxkoUZGRua0k5qezsI581kyYgj5VdtJatqPotVC2dmlO9Vz76L5iicxdBmOShl63b0ommlq3MtXL9/HS0sXserf0n0bgjFx3hWoFKGbCtuaPGUeKm3oGUKCoMBkMpGg9rzmInsxbgmde/TKtn0+Nk/QUhstPXsh60AWX5ReSG2dR5Dprizgd+wnR99XcqyWFFsO0vXGkZw/fVqH4rRLEKVGEx1YSWkgBo0m+PtWW1WNxRq4FE6T7DEnHjZ5Go4Lp9IcRvmRIEKfPRW8/8x9PuOzF9+AUV8kKZa1LgdRH34LY4srgSJjFHpHPRq9C5fZ65eU2HskTiH0z3dTwTZUSm82VtW6T9BLa2gWEJcS6rIHdjzQGcyw6RfTujxUxEbGSu9nu1kn8P53r4QVP7tLDzRObyyn3k1Jhp2LXTPIrPFmUdmVAtuSjvLY1jv5ZPWbQf1nYqL0PLkon8XTNWhbJGEdKVJy4/OFfLp+b8D9mppNbK/uEvQ8dXq4ac4Iia/u1DFw/AKcLoG0TCeOFreGzgpbvvkwYscpO7jd57E5KnzzdhkZGRmZ04ss1MjIyJwxaDQapsyYweJJk5hlaCajcjO6Vl4hgtZAzbQlNC16Cm3eNLSaboQ+lTmxWI+wbcXfeP6Gy/jgqT9GxMdGawhdqLE7K9i5YT1qjRQfBYEf3vsQ/fH2xaaQfXtAj4Z+ZQVBn181rivHukhfFWcfjWNV0Qyaj9dgTVSv4zdOB6m6bpJjnUAURQ7YtnPeQ1eSkZMVdhwpxwuEShM4E6hB0baR8Kr3PsIVoERPwE3+zHEnH4+eNY+m88diCuPHf4Ub8vaU8v5zv/cZzzi/KwpCb33sREu0MrwsC/C0+65KzcBgNaMzOnA6vF2y1KldQ46jd9XjqC042fHp3y89TlZhBNo8AQXdDcy9zt/b55fE0IsXYNBl+42bm4+SUuD9fBdFH8Rml565oVarMVr95xuL08TvJr/ADOdUElrUYTbp4FvjOh7/9iZ+3r46aNxLRvTh1Vuy6d7NK+jYrPDa/+zc9eZmGpt9PwMvv7casyn4vNcvqYKExDBT1U4BMQmJ1Nca0WoFqpN9v68adm2M2HEsVb6t061ya24ZGRmZsxZZqJGRkTkj6TN4EItmzmbJ4Bx6l2wgzuqfMVA/ch71Vz0CI2/AYMhFCOANEgy7s5Rje1fy0tJ5/P3eO6guDb8UJDYrW8LWLn7+9EM0utDPVUDAediTiVPjqqdGEfqCK8GlRisEnup/GpJFYU/pLWJTa5Ws3XLJyTKEKxUrmODqRrQ6dF+S1tjdVnartjHtiTswGk9R+UIQoUYtBM5Wam7Hb8daFDieQV1Jr379fMYmzL+K6nOHY/HvSN0uShf03l3Eh88/cnJs7KyZGGKCC3KBMDfnoExo27uoLRTNOgxmB1q9A2eLLlnO+NA/BwbrcSNhg4H6+npSjx3wKd0IF1MUZI+7ouOBzgLGXnEF/t3nnCSu9gp39Ub4YNUbYcXXWf3Fx6pGz3w5fsSl3HfBCwyv64fe4f38l8c5edf+Ds8tv5NjpUcCxk2Jj+WFxedw2TgF6haH2H1IxbV/PcB32zy+NzabjS216UHPT6OFpdPO/MwpjSYXAEur8qeY8o75RbVEbKj1eeyKCmOCkZGRkZE5I5CFGhkZmTMaY1Q0c+fO4+axoxhjOUJq3U5Uom8pjyVvBDWX349t5gMY4waiENpvoXwCl7uO2orNvP3Ab3ht2Y3sXL9W8jlesvhWSd45ttoatPrQ/4AWBIEYt+fX4n3iPhwB/FOCoVcGzrIoTImnYFAJToW01Pgoq4hp2whsxAKw1LWKc4QhaBS6dvYMTpOjlpLsKmY9+NuwY4RHYGFF5w6cZWVVBReQyktKMduClD2lBhbWpl29mJLBg7GF0aRG5YQeuw/z0StPnBzLnzsaNaFno7hRojeHXxrhssSjrHNSUa726fhkj0oMOYamybOwVMXE8NUbj5JcEQGVBjiSlcrg886PSKwznd7njyc6yt/k2mItInO79/09ot6Ow+GQHF/r8L+3TU5vBzutRsvCibdzZ69HyKtKQnH8thKBQ8kNPHv0T/zjy8cwW0x+cQCuHDeA5xZnkJ7mfe9NzfDnD0089O5mXvrnChobg/+52ju5mi7dQu++d7oYMnE+TqdAYlcBscVtF9MA+7b8GJFjqE2+c40iLvR7UUZGRkbmzEIWamRkZM4aRo4by/XTpnNVVwPZpRuIcvoajrqSMqmecyfNVzyBIeN81MrQ20KLooWmpn2seP33vLTkGla++/eQ9zUajWi1oXvm2BwV2MTQS64EFCf9acyu0BfWGlT0rij0G7eKIjtGWWnUhxwKAIUIqXtz2d4whGixjrsc6+mtHYRCCH+xX2k7hm5GJhOvuybsGOESrPTJ4ApcCubSBs+oWfPvT3HjX2agwMWIOcG9dmZedxsFg/pgD93S5SQaO+Ts2Munf3sWgL5D8tEmScuQabZmok3dL/3ggNUVT0F6N6rLfU/erAu9FFBZWwMIpPbIo3thZVjn0T6wnb8AACAASURBVJqKNAVTrr03IrHOFqYsWRogo9CNYaNXuKuOdfPfH/4tObZO9Be+rUp/0SU1KZ2bpj7OtTE30LXW+5mwqwQ2Jx3m0Q3L+HzNOwH9a7LTknj1poFcfAEoj99Goggbdqv4qTqTlLjAIo9KDYtGd36ZZCQwxMZRVxtNTIyb2iTfObNw7f8icgyd2ffaRqXJRsIyMjIyZyuyUCMjI3PWkZ6VyRVz5rF0+EAGVWwhsfkgihbmuoLWQM2UG2lc9CTaPjPQarIIfbpzYbEVsGPVP/jrDQt4//E/hORjo0uWYm5sYdOXn4e8vYCAVmnA4rBSqwxd4El0a4kW/TMU1kxJoyxZ+i/r2UeSWVE4hXPVO7lDLKarPldyjJYUWPcw4J4Z9B0urXNWxAjinxzlbgo4rjQGz5qylgTu4qXXVJDVs3ubpzFn8d0c7tcDZxh2ElorZGzbxhdvvQrA1FuuRSup9baAsiY8bw8RBSiicLfo+KRN6YNVISG7rKwIhRCDs+BHDIHX4pJwK6AqM4+4uDPXr6QzyOwzhPj4nn7jNscxeqz3igL77eskx47R+Atvdk3w8suBeedx96SXmGYfT0t9pcEAX+tX8+Sqm9myx/88lEolS6cN4olrk0lM9M5bTY0C1Y1GsjNMfuWKuSl15PXzf91nKnqDZ85sTPQVN3VlHRcpnU4nhmbf65PRa1CH48rIyMjInB5koUZGRuasRaPRMH3WpSyZOIHp6joyqjajdTf7bFN/waXUX/UwjF6KwdgLgdBLdBzOMooPfMtLS+by93tup7I4eGedSYtuQAhgJBsMc7V/K/JgCMczVrYpd2AldIHFIPj/cv3D+TkUZtcE2LptMiq0rNg6g9mq1cx2RJGgCd6BpT1copO9zq1MfPIWYuLjw47TUcQgSk1sEKEmJjlweUVRQQEWe+DsLW16aAa/c295gP39uuEKvWv7SfRmSNq0npXvv01iYgKaLtL8lszOVPQpe6QfGFA0a3FZvEJNVHa/Nrb2RS1aqTuyltjcAWQXRKDNE1CYo2fBkt9FJNbZxvQ77kIQ/EsqFTu9n+eyRAff/BS6SAyQFu9vEG7Rtf+5nnzBAv5vxAsMremNroV/TWm8g7ea3+T55b+jrOKY3359s9J5Y9kAxpzj4oS9ltsNhSVG4hPcJER7soQUSrj83PB9sU4HQyZeht2hQJ/mq8omVLmpKCnsUOySw3tQt/h6cKgho0fHOvDJyMjIyJw+ZKFGRkbmF8GAofksmjGbG/tnklvyM7E23+4Xltyh1Fz2f1hn/h5j/CAUQmzIsV1iPbWVW3jnwRt49dYb2L5mtd82Gdnd0ahDL7WymiUINQjYHDbMjtBbaCtRkNXgew325KRS2KfIxx8hFOJMULBpHNcpf+B8sTcGVRi9pY9jcTVzIGY/lzx6qv1oAhCg9MmFkjgCZ6Rk9/T3AQFY98EXuP3MXEGBk9GXzQr5dOYve5h9fdNxh/HNbDRB9Lpv+f6TD5i1bCkGlbRf6MWqDBxI7wrkMifgdHhFFnd86J4YBlsVakEgq6kMZei2S0ExGyFt1JyOBzpLScrIISUtz2/c4Soj7xvvh2pz9deS4vbO8jfqbdYRUhcpnVbHVZPv4rYeD9GrKgHh+C3nFuBAci1/OfwQb3/1FFabbyyNSkWGq4aUODPR0d77tK5OSYNFT3Z6MznJDeQPO/NNhFuii4qioTaa1DQXTS0qyhRu2LlCellaS4oPbPN5bI4SUKnkrk8yMjIyZyuyUCMjI/OLIiYulvlz53PLRSMZ2XiA1PpdqFr4wbiTMqiefQdNVz2JoetI1MrQTShF0UJz836++cfDvLj4ar5+63Wf57WxoS9SFTQGq7wJiNlloS6IMXAgEt16Uqxe0+V6lYp9w+swa6SpNBqXiH5jTy41FTNQdQ4qQS1p/5bU2StozIdL7ro17BiRJND1j0rsjiqAWbMNNek52QHj2MsDuwEbtOWkZQTvVhOI+bc/yr6+qZLFNICoJlD/sJxdP6xGmyMtQ8UqxhKXKK1rFIDVHY8Y7RU97bGhZ0jpzLV06TeM1LJIGQgnc96F49rf8BfMpXc/GNBM3Xm4BtHp+VyXpljYuDN00/RuXbJ9MmIAXArYd2RXyDEyUjO5ZeqTXBP1G7rUeecQq1pgY+J+Hl1/M1/9+L7PPt+VxlBRa8Dc7KZbugWO3xMuJxSWRmFyGzlaLj078HRjjO4DQF2y71wqHj3cobim8kKfx1ZDGOl5MjIyMjJnDLJQIyMj84tlzOSJXD/1YhamqulWtgFji04lCrWOmsnX07joCTT9L0WnyUaKj43VXsiu79/hr9fP51+PPojVbKbfuIkSYgQ3sw3EHs1BTNja3/A4Ufgufn+aHE1VnPQFcY/NXbmwKpnu+tBLWgJRYj1Ml+uHM/LSGR2KE1ECXH9tXGDhrp5YNBr/0rZDe/djdgT2J9J1C89ked4dT7C3T3jdWmLqwf7NR/Q9bwhRWv+ykraw12Tj1tS2v2ELRARi4rJPPrbqQzcSFo8V0uNoZAyEq1IFJl/3fxGJdTZjiImja/cBfuNOdzX9vvIIA24Bvi/4WFJco9V/Xiso2yf5/M7pez53j3uBiZbRxLZoUFZnhC80K3ni65vYsW8Tn/13NaXVnjJVl6ikqFRPRmIz+haN18orVSx7tZj3vtsp+TxOJ4MnzcVmV0CS73ySWOHAagm/BNBd7ytaOaIkusXLyMjIyJxRyEKNjIzML57MnjlcNXseNw0fwICyzSSaDiG0EDIahs+g7qo/wJibMBh7S/OxcZVTemg1L9+ygH3frkStlGAqTOjCic0VujeNgECKterk4+9Gd+NoZmDflbYY/EMmw4r7kabLlrzvCUREDlp3MPTBhWT2aNtU99QTQKjRBm7B3RDEIHfjf772mOq2QomDcZeHX4Yz77dPsz8vPEPc+FqRuk/fQJ+rQJDQyt2BnhhddfsbtkJp8twvoiYaszp0z5CU+gMYm9vfrj3cCijPyP3VGQgHY8adD6BS+At91uJylBbPnFOS2si+gtAzYrRW/0y66uaysM5PqVQyfdSV3Hvus5xT0x2N03sfFifYeKPxFfbY/odBWe+zX0l1FG6bg4w0r2Btt8E7K93c+upmKuulmGifPrR6I411MaR1dWBrkYynscGmr/4Vdlxls6/II8ScPv8vGRkZGZmOIws1MjIyvxo0Gg0zZs9myYTxTFPUkF61Ba3b25bE0vNcai67D+ushzAmDEYhhL7wc4sN1FVtRWuUYm4ZekaNTRH6tgminuzGBgA2982ksFeJhHPyMPKL7gyrzSdGHV5mB4DDbWO3sI2pT96O0RhYADmdBMpoClYZZlIGbs1trwr8uvS6MhKSQ88uCcTs3z3LgV7h+QElVokkHt2AMapQ0n6WxhwUcdIycVxmz2c+vvfIgF49gUjb8hE5BRFo8wQczdZx2c33RSTWLwGNTk+Pgef6jbvFBvK+8Lw/ToXAV9vfCTmm1uFvUmxy1YV/koDREMWiyfdxW9b/0aMq9kRlE24BSrMb6D7pbfJ7fAGit+TT5lQjukWun6ZG20JPP3RUxeLnC/jvT9KzfE4H0XH9UasV1KT43i/N+7aEHVNn9i2NNaRkhh1LRkZGRub0Iws1MjIyv0oGDx/Kb2Zcyo390ulR8jOxdm+nHHdiF6ovvZ2mq57AkHkhalXoHY5ECb4AYoDW2cGwSfCnOeG9WRqt53B+GXaVtBKciR/3YbBrKFpF+Knzzc56jnYtY9YfzgDT4CAEuio6MXDmklXtL9Ts2rQVszM54PaGnMC+NVK59J7nOdzTf5EcCskVbnSaYlQSSuZcqDHYQ/+sAVjccagT81AmhW6mnV2+Fwkf6eDHNkDisOkdD/QLY9KSuwL6b5mrS9DVeyaIkpQqSiuL/bYJhE70972xKSOQDgVkpnfntqlPc7lmIakN3vnTohGoH3iEcye8Qq+UjSfHx6c3MuuCvrx8cxY5md6MMasFXvmvjbv/vplGs4UzmUET52CzK7Al+M4TsRXhi5etW3On9Ty7jJZlZGRkZHyRhRoZGZlfNTHx8Vw2dz63jDmfEXV7SWnYjfJ4C2yFWkfNpOtovOZx1IPmoNNmQzsZA6bynSgVoaWcB2sPHQi1hOk61t2ETXSzdbySusCJIAFRNQjM/CCfPM1gFEL4Xw9VtmMoJqUwZfG1Ycc4FQTKqDG4AntEODX+mTM7vlxDILlHhY1JV83v8PmdYPyypyjoHno5Xkv6FFejiy+UtI/JnIUq+ZCEPQRiY3JwxIX2uc9Z/wpppRFo8wQcyUrk/AnTIhLrl4RarWbAhWP8xkXRRI/lns+sVS3wybrX/bYJRKzOX5C0aUMXAENh+KCLGG9YTNSm/kRbWnR6ihZxXfAT5494jZ5pR1gwbwIAaQlxvLjkHOaPVaBuYfey86CKa589wPc7OmbO25lotDoa62JJ7Cb6dHmLboQd61ZKjld+rICWb4dLCVl9BkfgTGVkZGRkTheyUCMjIyNznHHTpnDDlGksSBTILN+IoUVqf+PQ6dRd+QfEi27BEJWHIATPNtEFWNQEQopQowxROIkT9fSpLmfthEyK00Jvt9x1TzzzVo6im75XyPsEotCyl7zfTWfQ6As7FOfU4H/9o92BswRURv927o5q/ywDAJ2hnKjo8FuYt8ZoNDL29qcpyvY3Mw6FrMr9aITQsx9EFGjrpWXxKJp12Iztl8kJFUfofqxcUuxg1CQLTLr+gYjE+iVy0VVL0Kr9y1/MDUXElns++8eSimlsbmg3Vnpitt+YRReBlKhWvL+lge3HLmL319eTvD8Vtct7j1ak2VAM+4JXlt9PTYPXg+vq8QN45sYMuqR6MxRNzfDk+8384b3NWG2h+3udSmITBxNtFKlJ9hV7SzeskByraO8mn8dmI2g0kcnqk5GRkZE5PchCjYyMjEwrcnr35OpL53LTuXn0K91EgvkIwvFFvbXHEGoW3It1zh8xJg4JmD2jiAltkS6l9CnUgqoYt4L1+TkU9KgIOXb+t92YtH8ESVppraRb4hJd7HVsZcJTN5OQGL6vzakkUEZNrDuwIWlcqm9Zz+a16zC7Ar/OmNzIiTQnMBqNjFz2OCWZKsn7JjgcqJOKJO1jcqSjSwvd78NsisKsbd+Tp+/+/xAdAc9XUYCSrj1kA+F2GD79Elr/qSdiI2OF57Nv0gq8/+0r7cbp232I35hJJ2C2RMZnCGD3joMcqvTMpw5Rz0975lG+Yh5pJV7R0KWA3cnlPLXzHt7/5kUcTo8I071LEq/dPJCpI0SUx28RUYSfd6n4zXO72XJQmu/SqWDg+JlYbUqaE3wFWH2ZdEPvxhLf7CFLlNyaW0ZGRuZsRxZqZGRkZIKg1euZNWcOS8ePZbK7nC4129CIntIYd2wS1bNuo/HKJzFkjUat8ooc9RVb28y4OYGUjJpQEWIsFAwowhXi7D76s54MaxqKUeWfMRIqVpeJfca9XPLYmetHEwoulMQSWEXIzvXNNNr3zQYClT2psTB+4dzOOD1iYhPIX/oIZenSF2H9CnejV0hrvS1UpmB320PaVtHFib2dz3zyts/IORIZX5OibC2X33J/RGL9kjn34nkY9Nl+42bTUVIPe+afopiD2OxtZ9+lJqZhsPvOV24Bdh/eHrFzfWttEa5WSTr11jR+3HAt7u9Hk1Tvvd9MWoG1sVt57Pub+H7TcsDTTerm6YN5bFESiQnec62vF/j927U8/clWnM7IZwGFi1qjpbEuDmOGr/iaUC1ScmS/pFjOWt829w6DnE0jIyMjc7YjCzUyMjIyIZA/cgTXTp/JdblJdC/5mRi7pzWtQq2hZsJvaLzmMdSDF6DX5qAUFWg1oRurhkIopU86J1TmV9Gkb9882G12MfXDAQxUDEWlCK+kBqDeXkntYAcz71kWdozTRWuhLCq5B6oALdOtaEjr1tVnzFEb2I9FZyzHaAjP/DcUklK7MOC6/6MiTdrXt1ZQoEwOzTj2BBZ3AvGpofl8qFPbP5+c8h2oIrBOturBOGR8xwP9Shh35dVA60wsJwlrPG9GvRE+WPW3duMYLP7v8dGKAxE4Qyg6WsL+yuAZWTXO/tx5/jOMajwXo81731bFuPlI/A9Pf3krhwr3AtA/J4M3buvPhUNcnJg23S5YtVHBtX/dyYHiyJTeRYLEtHySk1w0tEgME0TY/e2HkuIom30FUDEmfOFdRkZGRubMQBZqZGRkZCSQkJLC5XPnc+uYEZxXs4vkxr0o8Sx4Gs+dQu2VD+EefxvqmPaNVcUAokAwFAHKdFpjGOqgPLH9lXBMmZ75X1xAT13/gJ2PQqXUeoTkRUMYPXd2B6KcRlpdU12Mf5ccgHohBo3GK2atX/UdFnfgNuxxfTvWkjsU0rK7033hbVSnSHv3hhQcxKgubX/DFjiqM3ErmtrdzhXfdglSzk+vk14cIQPh7ATGXNw5WUu/RHoNH0NMVHe/cYu1iMztns/QEfUOHI62vVy0Nn9Bt84UeollW7y2fA+ONpK3zkksJcoYxdxxi7ln4FMMqMpA5fbev4VJZl4q/zOvLX+Q+sZaNCoV9849h/sXxhIT00LYqVZw52sVvP7VdlyuyHweO0L/sZdgsSipT1L7jCuKCiXF0Zh93ztdUvhlrDIyMjIyZwayUCMjIyMTJhOnX8yNk6cwJ9ZO14pN6F0eU05b9gDqz52I/6/YvgTySAmG0I6kktpTQ2F2+6UteZu7MGv9SLrockI+dmtE4JB1J+c+eDnZvfPCjnOmodEGzoRpVPiaBh9ZHbjcQyOYmXjZnIifVyBy+g0kdfZiahOliTWamDIECQKhXYwiJrZ9ccceHVi4AqD6GDnFJSEfsy1qEwXGXnNXRGL9mpi8ZCkCrcth3Bg2eko5q2Pd/HfNv9qMoXX6dz4zu+sCbCmN2upadlelBH3eaBS5ZeFFJx/HxSRww9Q/sDT1DrKqvfesQymwM7mEJ7bfxcffvobL5WJEn2zeuC2P/D6uk5WKLid8sgaWvryd4kpp5YCRRqVS0dQQj5Ds+94kVjgxNbVv8nwCg8n3uyQ5u19Ezk9GRkZG5vQhCzUyMjIyHSS3X1+umTWHJfm55JVuIN5SiCOjDxpV2+VPUjxqNG1sm5io5ljvonajjfgyh1HHhhKrDj/rw+G2s4etTHnyNoxG/4Xb2UTr668RAosezUrfHuf2hsAmwtqocp/Mm86mz9BhGKddTn186GJN/2OFGA1HJR3HWpeDEN125oRFH/wz1XfPh8TUSzpkUI51zSIpuUtkgv2KyOwzhPiEXL9xm6OYHus8n5/9jvVtxtDj3+XMquq4mfALH23A1oZFzsDEMvQByglzs/vx2yl/5VJxBklN3nugWSewOnoDj363lHVbv8Go0/HIleew7FIDLcMcK1Vy88vH+Pf3uzv8GjpCctdhpHe1YW1h8aR2wKav3gtp/7qaSvRm72NRgOx++RE+SxkZGRmZU40s1MjIyMhECIPBwJw587hp3BjG24+haSvLAIlmwk4ryZX7ybA3QouUfSVuGgeVYtG0vVif8HFv8h3noVOGL66YnA0UdDnGzIfPbtPgk7QufRID115YVd5rtvp/X2J1By7zSRqcEblzC5H8MRMQxs2gUYIlRbRQgpLQWxY70WAUg5sAi1E1mJVBrsn2z8kpjECbJ6AoW8PCZQ9FJNavkZl33o0g+N//il2e96cs0cHKn/4bdP9YvX/Wi11r69A5NTWb2FETuOQQQKeHm+aOaDPGRedN594LX+SC+kE+hseVsS7+5fw3z3x5O0eLDzEpP5fXb+1Jn+7e8lC7Dd7+2smy1zZT3dB+iV9n0HfUFKw2LTXJvibh1gM7Q9q/cPcGn8dmIxijZY8aGRkZmbMdWaiRkZGR6QSGjRlFzrDhbW7z/+3dd3xUZdbA8d+dnmTSCwFCKqTSCdKkNwGlKEUUy8qurmDvuKvrWnFdfcEGa8G2lsXeKKJIU3roEJCWUJKQQnqZycx9/xgyyWQmQELAgOe7n1mcW577zGXmMvfM85zTmECNBg3V9lzKC7YTnLeTiNI8jPZqzD0ryPNveCqLrkhh3MJuJBm6ozmLhMQNyas6hn1oAGNm3trkNlo6H5vn0QE2Y+2ImqPrPCdPNSolDJkw9rz060z6jR5PVf8rKDOfeVuA9rk5ePkdatQxykqj0QUd9rjOq125x+UA0Tnb0J9d4ajTqjKCJqX/uTf0BxbYOpKwcPepilZbNok/Oq4Nafk/NLh/REic27Jy07nleXnto5WUlzUcZE4JySEo+Mwl2A16A9cOv5MHk2eTnNsKbZ1L4sGQEl4++hxvL34KvdbOi3/uwS2j9BhNtdv8dljHba8cZNGGxlVbag46nY6y4iAswa7TnwJyys+qSlVBhmufy33kq70QQlwK5GouhBDnyYjJ09BpTjPNqBE5auqWgrarJZSVpuOfbCQzouGRDq33BTJpWX+ivM4tj0xGRTod7h1J96FDzqmdlqde1Se753OpNzt+nbZYLFiKQz1uY/TLvaDTnuobfPW1FPbuT/lZFpxqU3wQPRVn3b6KFlNZA2XBg92nxABErnubiMyzH7lzOgdjArnimhuapa0/sqsffhyN4j7awnogD6ptHAutZOOONR73TYnt6raszKRQWNy0PDVVVVVsyW94GpvBCDPGdG5UmyGBodw++hluC7mDdgW1kRiLVmFrSAbPbr6Xr1e8y4S+Cbw6I5KotrWBpopyePXrSma9t5nS8tOXK29urWP6ERZpx1bnI+ZTCtvXLDrjvtZ81ypWFp/f7zokhBCi+UigRgghziOjd8OBmsaMqKmfTNjUsR8Z8Q0naO26sh2jdvUm1Nj06Th21U66dQvDXphJSHjzlhtvCeqff3+75yk6/qGO177ym0VUqb4et2nd0320wYU28rrp5PTo6ZLroiGtysswBh9uVPulVREYW7mPOLB6qHBmL84h9ljjyoE3pDBI4fJp9zdLW3903n4BtIvr5LbcZs8nebEOVYGVhz73uG9QQLBLaWxwhDp3H/ScXPtM5n3wIyUlDX8NTQzNpXVkw9OiTicprisPjXyVsdWjCCqtvXaWeMGPPmuYvXwmx7N2MG9mdyYNVtDVFF1SYdteHbfM3cvqHQebdOymSO4/EtWuI79eJbcTaSvOuK9S6jplS/X1HDgVQghxcZFAjRBCnEf+UdENrmvs1KcaSmBrsrufwKL1PGVg4Nft6VPYE7PuzFMGGlJlK2e3aSdXPXeJ5KPxpM6IJhtaAvCcoyImIQGAnDTPSXhNShFDxl/Z/P1rgqv+NJMjnTtRVb/AjwcJx3ZjUs6+sgwoaPMDsdhd5zJVeLsnV07e/jEBJxszYqxhmRHtaN0molnaEjD2vr97HOlXeSwbbYWdY62KST+00+O+3hXuo6qOnNjf6D5UVVWxoaDh0TQ6PdwyyL2keGMN73MNj/Z7lV4FyXhZa9+P2QHVfFD5PnMXPcCwjr78321taBVWO1+qtARmf1LCU5+kYbE0z6iwMykrDqY0yPWD65N95tFKxjLXz6M+uGnBLSGEEC2LBGqEEOI8GvvXu9AonkdhNKo896mYjFVVsQwOptBDTmB7uY3Rn6bQWZOKXnMWd+oNKLLmkZNUxoS/3dvkNi425tD2aD2Ura7EQLvYaCwWC1UlnkcVGQLyznf3GmXCbfdzqFMCVv3pt/O2gy70SKPaLq8OI6B17Y25Vamk3OAaqAna+QOxh5qnzNPRSD3X3fNks7QlHAwmL9p36em23K4Wk/S9lmqNwpJt//W4r9FDBLCw8vQVwTx555OfKCxsYCod0CHsJPHJ5x6oATAajEwbeR/3xz9FYm4ImlOXXRXYH1rI3MNPs3r727z8lzhG9rKjOdUtVYW127X8ae4uth5ontFhpxMRPxC/tq7nJDBPJWPv9tPu51Xmet0Kioxv9r4JIYS48CRQI4QQ55GPjw9Go3u1FGhk1SdFh1YTgmnE5Rxr5V5pxTfHwOTv+9Le1NltmlRjZFUeJuDaRIZOu7bJbVw8as+/yc9zEObkqXwePy78EovquWJW9AD3qSS/t4kzZrGvYww23em363Z4L966xt1o20+0xYojh4c5OhcbrhGhmKyNGM6tGBAAFgPYEk5f8Uc0zZg7H0GvdR/RUpZ3DFOhyrGwXI6fcA9OGKvdkyBVqI2v6rU2z3OuJwCNFq677DS5vZqoVUgbZo6ezXS/W2lbUJvHpUqnsDl4P89vuo/2Qbt5+sZAAgNrrw0nTyr8/d185ny15ayS+zZVQp8hGAwaCusVC0xf4XkqGkBZSRHe9XKgR6dcdh56J4QQ4kKTQI0QQpxnplDPgZr6yWxPS9Wg7dmFw7En3FbFp7Viwpr+tDE1/RdoFThQuZMe/7iW9l26NLmdi0ndQJnB6DkLb7HGMRqqYKfnYIZJc5J+w4c2f+eawZQ7/0F6cjvsZ/iXXheUTWPei5WqPwFBjqpRmhCTy7rIde/QLqN5poocivFjzNRbmqUt4a7LwMFuy1S1jLhFUKlX+PLXN93We2vc8xFV6TxXS2vIfz/5gdz8hhPexoYV0aNnx0a12RidEy/jkZGvM6pqKAF1CpYVecMS088sPvQc94wso18XGzWF8uw2+GGDhr+8uoP9x9yvwc2lojSEwmDXc6M/0vBonsO7NqPU+ehWeENgcEP/3gghhLiYSKBGCCHOs5F/uhUF9xuTxuWoUTienIGt3lW719IYBmX2IsDQ9C/n1XYru9UtXPGvu/Hx8Txq5NJUe/6NDQxCKtOaqayooLLUc94HQ2DB+ehYs5lyz1OkJ7dGPc0gqy6H92M2NW5qh6UgGtWQR3VAbR4kS+lJYrIym9pVF0UB0HvKPc3SlvBs4LTbMOrbuS0vLzpCwHGVIyFHKS51zWEU4OV+nak0Nq7++s9Z7lWniJzQSgAAIABJREFUaigauKbjWWTDbgajL5/K33q/Smp+PMbq2mvB8UAr/618B3/fT7jrSgu+dWau5pzQcN8bWby9dDs227mVJvckKmUYujDXEWpBJ2yUFHq+zuTWyyUkpbmFEOLSIVd0IYQ4z9pGx2LQu0+taUyOGrQqpSbXu+1hX8STWtUTk7bpwZXy6mLS/fYy/qlLOGlwQ+qcf5Pq+WazUmdm6UefYsXzzWPC8JY/zWDyfc+xJ7nhqSYA3sZjaDj7G08rXvgZT1Jlrp2n0XHr+wTmN08C4Yx2EbSNbp4cJaJhfcaNp/5XQZUq2vxop8yo8L/l813WRYV3cGuj3HT275uvv15BVp6pwfWRYWUMHOyeP+d8MRlN3HTFQ9wb+wQdcgOdo1PsCuwNLeBH+3xGd/2BLvEV1MworbbC5ytVZs7fxtG8ppUmb0j7Hv3w8YXyOgP8dNWwabHnnEGVecddnlf5nCExlRBCiIuGBGqEEOICMAa451xoVHnuOptqS2Dswq4k63ugVRpOyHkm+VXHWVf1AwfTv+X1GX9i1eefNLmti523rdzjcrvRh+K9nnNweGnzSb287/nsVrOZfP8L7EkKanB9QtYxvM2HGtVmWUkMykHHCJqA3T8Rd7h5blqPRei47t6nm6UtcXo9Rk/E2yvabXl5WSat9qtk+P1GlaXSuTwltpvLtQig3KiQV5h7VsdbfNjY8Cw7BcbEnr8cMKfTtlU77hr9Ajf53EzrwtrETpV6hU0he9FHv8U1vTbiVSeAknlMyx2vZbJw1a5m7Yu1MpyCMNfrunX/bo/bKiWu1ya7+Y80IlIIIS5tEqgRQogLoPPwUbj/cq3Wew42xfFrrptTc1fCD/oxaenlRHslnVN/Miv28Uv+x5Se3A1Yqag8yMbv5/HKrdfx2YvPYbE0bjrDxaju+fe1lXrcRuPtR2V5A9WegpunstGFMunBl9ib0PC0k5CqI+g4+yzAdnT47nNMjYk9vh5j5Rl2OAtWPVS2Tz33hsRZG3rjzUD9rNPVBK6upsgHFv70lnOp2ceMT5V7pGXX/q1nPM5Py9Zx5ITnXFAAbUMruPLKAWfZ6/OjR8rlPDzkNUaUD8Cvonb5SR/Y2nodPVP/Q7eYA87llip4d0k1976ZRn6x52tIY8V0HYk12LW6VmBOpcdExvoy18+rLlDy0wghxKVCAjVCCHEB9Bo2Er3W9Uu0ip2cIC/SEkP5qVcEXwyL4/MRHfhsRAe+GBrHzz3bsjUhhHx/x6/QndZEMHprX8KM7nklzpZdtZNetYWt+Z+A3T0JqKX6GBm7lvD6jCm8++j9FORkN/lYLV/tDad/A5VryksrqMbTVA2V5JH9zlO/zp9rHp7L/nizx3XtigowBR4+YxsqKhZNKSX6LDLVauyL32Z3iR9Lg0JYFRDIDh8zx4xGqpXGVx87FOPLuBv/2uj9RNPF9xqInznObXllZQbttsFB/Tas1toE0d4V7qXEjuUdPONxvky3crrZnsMjmifQca60Wi1XDbyRR1Pn0C0vBkOd/DXHgi2UdV7E0Mv+i7937TVj7yEtt758gMWb9p3z8WM6X4ZPoI7qOqfZqxzSln/ptq1Xmeu0M7+27n+PQgghLk4SqBFCiAvEeCqfh4pCdfwA1g/pxYqeEeyLDiA30AurToP91Igai15DTrA3e2MC+bF3JBl9RxKjG4pZ71515WxZ7BVsta9nX+63Z9zWZi8gP3sT7z76J96456/s2ri+ycdtuRw3YHaNFn9KPG5hyfI8FcNbl0vXXhcul0ZzGv/IqxyM85xzJy47HaPi+YbZjo1SfQ45PtvJ8dlJoekwZfpcKqttFOj05Ov1HDWa2Gn2ZVVAEF+HhpHm60eJ9uym5xX7Q7dr7mjy6xJNN2rGTBSM9ZaqeG+sIM9f5etVHzmXGi31t4OiqtNXQlq3diuHT/g1uL5ViIXJE4c1qs/nm4+3mVtG/Y27Ih8lLtevJkUNNg0cbnuSyMHv0ifxO1Ad14iKcnjlywoefX8zZZXnOLysuhX5Ya6BzoLtv7g8r6qqxKfeRzUySUajCSHEpUICNUIIcYG0Su6I3RxM1agHsfS/hTJfH1TFkX+m5qE59ah5ruKY9VQREMz67lH82iWcSkPj89IUW/NZG5JFASXotGc/PF5Vyykp3sOSeY/y+ow/8dMnHzT62C3WqZ/3fYLbo8XutroCI5ai1h53NYQ0riRxSzP0nn+TEeN+w+1nq0YX4l65qVJbRI7Pdk6aDmLVlOOWaERRUHDkW1VPPaoUDXu9fVgUEspOH7OHM+zqcLs2xHRIaNoLEuckIrELgUHuiYKrrEeJ+1Vhr3Wtc5mx2j0PSiVFbsvq+l9aEfbT5BzuH5Z/9p29wKLaxnHP6Je4znAdrYpqr73lBoUTSYfoOXw+CeEbHQtV2Jqu45b/28svuxqX86muDqljKAtyHclnznI9x5np29DU+VBVGSG8XUyTjymEEKJlkUCNEEJcID2v/TNV45/G3qYjKFpQVUdAhtpHjZrnNUEbVBVVgSOtfVnWpx0l3mdf3SOnMoMjCZXYE9pQOObPlPzpBYyJYzAaIjn7fwaqqag8yNYf3uKVW6ey8IWnL/o8NjU5akz+noMxhYof1R7KqivY6TZuyHnt2/nm4+PDoPte4kik+/so5fAuvLSOG2cVlUJjBrnee6jW1B8lUOedq9Yu0Zx61ARtbCjsMPvyQ1AI5RrP77estlquu+/ZZnltomnG3/8wiuIehNHsLCbLv4of1n4NgLfWfVRflb7CbVmNXdt/Y39OQIPrgwKruWXaFU3o8YXVu8sQZg1+nSGlffCt81Eo8FWp7rOOfn3eIMT7CAAlJfDsx8U88780LBZrAy02rF1yV/SBrteegJMqB3Zudj7P+m2by/pyc+OnGgohhGi5JFAjhBAXQHaZhY/T81BNZscdrN3mFpxpiGM71TnCpsxLz4qeEZSZ3HNF1HewchedZ01g/M03cuuoMVwbrNAueyOWPsMpvPEpuPxWvL07eJj20DBL9XGO7FnG6zOm8M6s+8g7fvzMO7VIjuiC0eB5GlCRxvNUDW/9CRI7dTxvvbpQfHx86HXnbI5HuL6PjIoGXchxVFROmg5QYsjCdQSNp3euglovJ01N0KYmYFOg1/NjUAil9aZCVeugJKZbs7wm0XSBrSNp1TrRbbnVlk3Sz3q2FCwDIMjHPbBZaWw4aPve6iPYTlPMqVfwxZMHS6vVMmHwdGZ1e5HOee3Q22o/F9nhVQQP/5I+nT7GpC1BtcMv27Tc8vIudhw81uhjGXXhFAS7fqZ+W1Wbp6bixBGXdZXeZ/73QAghxMVDAjVCCHGeWWx2Pt+XT2W1HVDBfqZJIJ4p1JbpLvPSsa5LeIPTSWxqNbvtaYz81134Bdb+Ah6T0J6brp7EzNREUo5vwiuyFQXX/Y2q8Y/hE9AZjdJwHgm3Y9gLKMjZzPuP3cIbd9/GjrVrmvS6fj+Ok2moX2/4lDKN51K3+rBmKG/UQgQFB9Pl1sfJbuP6daDroX2Ue++iTJ9HbZDmDKFFVfFYebnuXqVaLSsCg7DUCeocjvHh6lskN01LcPUjT6BR3CuDWQ/mcSywjPU7VhPbOt5tfbnJ85Xo8KFM9uYGN3g8Pz87t17fsnLTnA1fsz9/GfUP7mjzMDF5tdeJao3CifZ5xI98h27RS0G1UVCgMOudPF7+Zgs222nmf9WTcNmVFAe7jngzHK0NiqvFJ13W2cwNV9QSQghx8ZFAjRBCnGc/ZxZxsrIaFVCUc7vs1g3W5AV48Vu0+5SCClsJvwX8xrinH2ywHaOXFxMmTmTGsCFcYc8mTMmn+JrbKZ32PN5t+6LXei5J7YmqVlBSks4Pbz7O67ffzLIP32nsy/qdnJr6pHoeDVChdQ/UKNjoPXHUee3VhdYqIpKEmx4ht1XtezPHYKBAV4JrkObM6o+qqVE3WFOi1bHF1xEQLPWFhDF/blrHRbPzMvvRrn1nt+U2ez7JS3SsPvQFibGd0dSLyFUYFI6fOOq235uL07GeZoZkakgWRuPZj+ZraWIj47lv1FwmayYSWlz7+SkzKhR328dlQ+cRF7wVuw2WrNPwl1e2czAr76zabpvQCXuA62i/4Fw7BblZAOjLXAPGmoCQc3w1QgghWhIJ1AghxHlUUFnN5pxSR5AGaELFYif11P9Adeas2dk+GIuu9lJeYMmmtLeeq+4/+xEKPS7vw/SrxvPnDiHE5e3AOnQsxX/6F8akcRgNUZz9PxU2KqoOsf2nd3n51mv53+x/tug8NjU5anxs5R7XVynuZbm99TnEdGh/Xvv1e2jXIZ6Ia+8mP1TBqiis9wugtpZyI960DYyqqWmlZhrUQS9vjhuMHIwKJ6mzTHtqScY98A90Gveb/opj2WT5FZJx/ABmD4PKdh9yzZlSkFfA7ryGA74+ZpWZ1w061+62CP17XMGsga8xoKgHPlW1n4B8fxUGrKZfr7cI8jpO9gkN98w/xnvLdpxVuz5erSgz1z7X2mDLEkcFLlO56+gcc3j0Ob8OIYQQLYeiqg19pYLU1FR106ZNF7A7Qghx8XnjjTd46KGHOHHiBAaDIwGkxWIhNDSU0Igobn7re1RAo0D+kcO8fN1QbnjxXeJ69ENBYfeqpSx84k46Dh7DxMf+z639PWuWseaj+eRmHMRuq8YvNJzITj0Y+/BzoKoc+eBJFrz5rnN7H6OetiF+jO4eR5sgP5w32kr9tMUKSp3/rv1TQVFcn9ds7bKt0sD+St2t6xxLqfu8tj+Ky341S5xPao9fd/9Tx1ZRXfuh1G2rtnfOCJlSu13tcV33VU5F1FQUUOs+d2yq0WrrbHtq/5rXogCKxnFkjWMElaIBRaM59d8aFEVxjKzSKGg0WhSNBo1Wg6LRotVqUbQ6dBoNilaHotWg1WnRaDTotAa0eh1avR693oDOaECnN2AwmtBqdRiMRgwmL/TeJkwmb3x8PE/dOp3ta9ew/cuP2aP1qxNwaexvOiqaBsM1tVWh/BQrjzz770b3UZx/37/6POlpi9yW+4TEU9k3iFKvInKCXBPP9MrrzrRRM5zPn5y/hHWZnhN1A/SNOs7fb7u0RqcBnCzKZ+Evc0kPPka1pvZ6p7epBB5oxeY9V2GxexMdYeOxa2NpHdRwouXsA3vZ8tELtDtUe66PReoZ+vd57JzxZ3R1/gp8Zz1AVIeLP3eWEEL8kSiKsllV1VRP6yTzmBBCnKPBgwdTXl7Oxo0b6devHwAbNmzA39+fI4cOUHoyH3OgI0/DoS3r0BoMtEvp7tw/7fuF9Lv2L6z/4n0qiovw8qvNEXFg8y8s/McdDLr5LsY9PBtFoyEv8yDpa34EuwoaBXtkFwDuG9cDL4OOwrIqvtlwgLd/3Mr94x3LALeKyg0sOsMK0ZKs25vFd5sO8sS1fdBpHQGVapudJz5eS5CvifvGpVITbMsrLueFLzfwlxFdad86mNyicpZtPcSB7AIqLNX4eRvpGNWKHgNHYjBDzZvg448/JPOII3GpVqvF19eXxMRE+vXti05X+zXi+X/9i/HjxpOQkIiqgGqzsWjJEvYfOMCka66hbZs2vD5/PkXFxc59Hv/3ywA8+OCDPPPMM2RkZNChQ22ZaD8/PxITE5k1axZjxoxxLrfZbLz00ku8//77ZGZmYjQaiY2NZdq0adxxh+S7OVdj7niYg7duwVKd5bK8PP8ohYZqfC1+gGugptiS6/zvktIytueFN9i+yQtmTOzTrH1uKQL9g7lt9JPsPbSTb/e+QUawY8SeVatwIv4ESZFvoe5MYVvmYGa8msG0Ice55vJkj22FxyVQ4e8N1H5mgnOtZOzd7hKkseqhbYx7ImghhBAXLwnUCCHEOerQoQOtW7dmxYoVzkDNihUr6DtwEOt37uPw1vV0GjIagENb1tIupRv6U3kZinOzObRlHVc/+m+OpW9n+49f0+vqG51t7/t1OW2TujLghtupGQEZHBFNQt8hOG6kNdh9wwAwm/T4mPT4eRu4MjWGeUu2k5lbTELboAt3MsQFFRcegLXazpG8EmJaOQJ8R/JKMBl05BVXUFpZhdnkGOV1ILsAnUZDVKgPmbn5vLVsBzGt/LlxcBL+3gaOnyxjUVomu/73GdOun4bJVJs7pFOnjgzo3x+73U5WVjaLFi8GVAYOGHBqC9fpUVZrNd988zXZ2dlMmzqVkJDaqTSX9+1Ll25dURQN3bt3Z+TIkZjNZpf9v/vuOzp37kxRURHz589n8uTJbNiwgZSUFACefvpp5s+fz9y5c+nZsyelpaVs3bqVzMzMZj7Df1xdBg5m408fuSxT1XLaLNNQfrkBKHNZV1EnmPDaRyspL2/bYNsdQ7MJCu7SrP1taRJiOpIQ8zI/r/+GlWXfku/ruH6XmhRI3U3vuHRytg3k7UUd+TV9M49dm0SAh4TAfv5tsRqK0Z+aRWqqgJ0rvyWuzjblZsUlaCqEEOLiJzlqhBCiGQwaNIiVK1c6n69cuZKUnn2J7tabw1vWOZcf3rqB6G69ndNt0hZ9SlxqP7z9A+kyfDybv1/o0q45KJS8IwfI3r+n4YM7pzTV0uscJZBtdhkacykL9ffC18vAgewi57IDWYW0bx1ARLAvB+suzy4iMswXnVbhs1/3EezrxU1DkokK8yPAbCK5XTA3jh1McXEJq1avdjmOXqfHbDbj5+dHQkI80dFRHDp02GOfqqqq+PTTT8kvKODGadNcgjQAeoMBX7MvPj4+lJaWEh4e7haoCQ4OJjw8nISEBJ588kmsVisrVqxwrv/222+59dZbmTx5MjExMXTq1IkbbriBv/3tb008k6K+AdffhsnQzm15eVEmik3vttxiqAAcf/9b8hue8mQwwoyxXZuvoy3c4F5jebT/a/Qt7IS3pfZ6nBdoRzvoZ/qlLiDreB5/nvMbyzb/5rZ/l8GTyAt1/bpuK3ItaV7p7VryXgghxMVPAjVCCNEMBg0axLp166iqqqKyspL169cT36MPUV16cihtLQC5GQcozTtBbPc+KIqCqqpsWfw5XUZOACB54BUUHMvg+N7aRJO9rr6RiKSuzP/zOF6aPICF/7iTTd98TFX5qV+za/KM1YnTlFVaWbY1A6NeS7sQ3wvy+sXvJy7cn4PZhc7nB3KKiA33Jzbc3yWAczC7iLhW/hwvKCOnsJwBKW3R1Mtu7RUQSnJSEnv27KGhHHYnTpzg2LHjaLXuXyHKysv5+JOPsFgtXH/d9fj5eSj3rjhy9tS0ZbVaG3xtVquVt99+GwC9vjY4EB4ezsqVK8nJyWlwX3Hu+oybQP2viioW9Pnu741Ko+Pv8fX//khJScNfLxNDcwlvc/ZV5S4FBr2BqcPv5oGkZ0nKDUNbp5p5drsyWg9fSKeoz3jly3we+yCNisraJOyhkbGU+rtWfzJYXaedWc2u64UQQlz8ZJykEEI0g0GDBlFZWcm6detQVdUxIiAymsgqEyePZ1KSf4JDaWvRm7yISOmKotGwf+MqKkuLie8zGBUVg7c3Cf2Gsfn7/9E6wTHFQ+9l4vrZb5B/LJPDW9ZydPc2fnrzJVZ/+B/+Mu9TzMG1NzyzP98IgKXaRrCvF9cPTMTXy/C7nA9x4cS1DuDr9QeottlRVcjMLWFi3w4EeBv5ZsMBAE4UlVNSYSGudQB5xY6RD2H+7tMs7FovgoODqayspLy83JmQeNv27ezcuROb3Y7NZkNRFIYPG+a2//LlP+Hr68stN93UYNnlVatW88svvzqfz507lw8//NAlB82QIUPQaDRUVFRgt9uJjo5m4sSJzvUvvPACU6ZMITIyksTERHr37s2oUaMYN25cnUTY4lx1H3UN67/7jvKKgy7LrceOQqrr32+Zl53S0lI2nmY0jU4PtwyKPS99vRiEBrVixuhn2bUvje8Ovc3RoCoALDqFvMQsOka9iWVnF25+Ce69OojeidEAmIIiUJW9KKfiY0aLa8UnxT/wQr4MIYQQF4AEaoQQohnExMQQGRnJqlWrUFWVgQMHotUoGLy8aZ3QkcNb1nN4y3oiO6ei1TlGBmz5/lMqS4t55orOdVpSMXiZGX77IxhMtb+SBrVpR1CbdnQfM5n+027n1RtGsOmbTxj0p7ud29w6shPeRh0+Rj0mg1ze/yjiwv2pttnJyC1GVcHbqCPY1wuzyUB+aSXF5RYOZBWi12mIDPVlZ0Y+4LlUvKrU1muqG/BITEigX7++VFVZWL9hPSaTiYSEeLf928fF8dv+/WxKS6NfH8/JYi+77DK6dOmC3W5Ho9Fw3XXX0bWr61SYDz74gOTkZPbt28cDDzzAvHnzCAqqzbWUlJTE1q1bSUtL45dffmH16tVMnTqV4cOH89VXX6HRyIDh5jL0xpv59j9PUjd5sPX4UXT2WJeqRlU6hXf+9xOFhdENttUhrID45Es7N83ZSInvTkp8d35Y+xlrqpZy0sfxqSvxUqDndlLyd/HON0P4eUcB90/oTK8rprE9/TF0eZUcoZiC7Ep+Q0WPljB8MPtKiXshhLjUyDd5IYRoJoMGDWLFihWoqsoNN9xAsEmHAkR37c2htLUc3rqePpNvAaC8qJD0X35kwt9eoHV8irMN1a7y/n03smflUrqMHO/xOAHhbdGbvLBUlNXebasQZDbhY3LPHSEubcG+XgT4GDmYXYSKI8EwgFGvJSLYzMGcIg7mFBEd5o9WoyHEzxEAzCksp02QuV5rKgX5+ZhMJry8agOFRqORwEDHr/ZXjhnD2wveYceOnXTq5FoOOCkpicSEBL79/ntUu53LTyXXBlBPlTn38vIiKCgIm82GRqMhNjbWrZR427Ztad++Pe3bt8dsNjN16lS2bdvmku9Go9GQmppKamoqd999Nx999BE333wzq1evZuDAged4VkWN+F4D8fsojuKSvc5lWuz4VCgU1asAv+lkwwmENVq47rLQ89XNi9KIPhMZaLmKT1e8yjbzbir1jut5brAN46Bl2DLXcecrY7hteBt2l2VTSZkjkHpq6lQF1RRThWbl13iZ/egz9mYZUSaEEJcI+clJCCGayaBBg1i/fj0bNmxg4MCBtPYxgAJRXS5jx0/fUXYyn5jujlEG2374EqO3D52Hj6NVbEKdRzyJ/YeTtuhTAFa8+wrL5v+LQ1vWczLrKFm/7ebr52dhqSgjvu8Qx4HtNqSe9h9bXHgAB7KLOJBVSGx4bXn32Fb+HMgqdOSnObW8TZAPYf7erNp1DHu9PDRlxSfZvWcPSUlJDd7wabVa+vTuzarVq9zyyygaDUnJSYy98kp+WbuWVWvWAKfenUrtV466+W/qJxKub8CAASQlJfHMM8+cdrukpCQASktLT7udaLwxM+9CweSyzKvS9be+VttSyS1oOFAcG1ZEj54dG1x/sZk+fTrjx3sOpteYM2cOJpOJxx9/3G3dypUrMZxKrD39qkd5+8ov+Grqt6z5v3UUHy9BVSAnqoSMrH9weWoXjp4ocLnKl1RYePKTDfy84yj2aitjb5iBQa/HYDBgMpmIiopi5syZlJSUOPd5//33nQHX+gwGA1988YXLsm+++YYrrriCVq1a4efnR3JyMrfccgubNm06+xMlhBCiSSRQI4QQzWTQoEFYLBZCQ0OJjY3F36jF36AlsnMq1VWVGH3MtElw3KikffcpSf1HoNG6V+tIHngFmds3kX/kEFFdenIy6yhfzX6Y124axX8fmk5hzjGufXoe0V17ASqawuMX+JWKliautT+ZucUcyStxBmQAYsP92XY4l9JKq3OkjaIoTOzXgbziCt5fvpuME8UUllWx50gBH33+HX5+fvTv3/+0x0tOTgIU0tLSXJYrioJGqyMxOZnx48aybv16Vq5aBQrO6UgWi4XS0lJKS0tRFIWysjKKioo8HKXWvffey1tvvcXRo0cBmDJlCnPnzmXDhg1kZmaycuVK7rrrLsLCwujTwJQr0XRt4jsSGNzeZZm+0jX/1cGS7g3ur2hgcuc/XsLbd955h4ceeoj33nsPm83mcZtt27aRkZHBxo2bePmF+egOGFk47SuOpWUB0CcogNhWfixcsw+bI+KJAny59gCh/iYGdWzrTM49tEsEq5d8wcGDB1mwYAGLFy9m1qxZTer7448/zpQpU+jYsSOfffYZ27dv5z//+Q+JiYk88sgjTWpTCCHE2ZOpT0II0UwiIiKwWGqrdSiKQtcwMyuqbDz28z7qpHNg5nuLGmwntnsf/vGzY5pBcLsYYrr19ryhogHVTgdtPs/fdPoba3FpiwsPwGZX8fM2EOxbe0McHeaPtdrunAZVIyrUjzvGdOXHbRm89/NuKizV+HkZSIqNIHXwlXiZTJxulJZWq6V7t26s37CRrl27YjS6jrbQaDQkJiWj0Wj58quvsONIEAywZs0a1pwaaaMoCs8//zxTp07lvffea/B4o0ePJioqimeeeYZ58+YxYsQIPv30U1544QUKCwsJDQ2lb9++/Oc//3HJZSOaz/gHZvHOo7eiqo6Kc7oqA1AOQOiOFA6cMLhUn6srKqyUywf287zyErVu3Try8/N57LHHWLhwIUuWLHFJmF0jNDTUOaUvLi6OsWPHMnToUDY8s4Wb5gXjfaCEa/q2Z87XW1mz5xgDUyLYvP8Ev2UVce/YrmgUBeXUaDWjTsPxHavpNeRK2rRpw6RJk5yftcbYsGEDs2fP5qWXXuKOO+5wLo+OjqZ///48+OCDTTwrQgghzpYEaoQQ4jzqGubDL8eKsdhVVNVzAte6FI3G+evo6aiq4zbaR6/j+lvvQ62swlJZgaWqiqqqCqorLVTbrFRbLFitFlSbDZu1mmqbBbvdjq3ahq3air3ajqrasNscD1W1Y7fZUe127HYbql1FtTu2UVUV1a6Cake1g6ra4dSfKuqpTqnOkuGO6S2Ojqqe1qnqqf1w28dR3USldoaMWhs3qLvfqVV9OseuAAAXxUlEQVR1gwrOvtRbp7pspzrXqdRZrtZ9VqcdZ99c26jdrv5y1/ZqW1Tr9aHOti5/1u1XnX3U+sdwPAJ8tDx/00CX/cGRp+a5Gy/Hk1YB3lw/MMllmV3RUmjUu4Ropk691uP+ffr0pk+f2iDio48+6rZNfEICDz/8sPP5zJkzAZz5aa6++mq6d68diREVFeUS7KyhKAo7d+50Pp8+fTrTp0/32C9xfgS2iqBV60Syj28GwFSk0i3NTkK6Hd/CXYxjF0UaM5u9k1jv3ZFi7anAoAJXxtlP0/KlacGCBUyePBm9Xs/111/PggULPAZq6tNqtdxzzz1MnjyZuH1xnLQfxtfLwIS+cXyyah9tAnz4ZsMhruoZTbCvibrRMVWFwzs3UFyQQ1GZhR9++IFBgwY1uu+ffPIJZrOZv/71rx7XSx4cIYQ4/yRQI4QQ55HZoKV/hB8/ZxY58j+eRbDmTGqCNBoFRsYE0SrEvczyxaa4sIjFy5aQV1GFZtOvVJRloKrljWpDo/hh9o9kxO13ENUh6bTbFuRk8785TzDR7D5trAwTi7NuACAitZirbr6+Uf1oKcrKyqisLMdaXukWxLNjo7rKEcSzWa0uQby9mcfJKiikZopFc6sJeHl7e9OpU6fzcARxvlz9yBPMv3sabe12ktblo1E5FVR1VIQKsRUyomQdQ0s2sNS3Dz+bU2kbVsnoMX+sEX+lpaV89tlnLFu2DIBp06Yxe/ZssrOzCQ8PP+P+NfmWDh3YTyCOwEjHqBA6Refz9o+7SGgTSK94RzuqcipUo8DSLRn8uO0Ij38cR5XFwuWXX85TTz3V6P7/9ttvxMTEoNPV3ibMnz/fZRrV9u3badeuXaPbFkIIcXYkUCOEEOdZ7za+7D1ZwbESi3PgRVODNTVBGgVICPIiOfjSyPvgF+DPlElTAFgZ3prdhXloNm2gouAwNnvBWbVhV4spLtzJ58/dhZdXJF1Hj6PPmLEet62qrASfKH6xhlKieqPBTpCmmM7a3yjS+AFgUMoZPuXq5nmBvwMfHx9HNaXgxu3XJSeHV199FZvN5hjh1Yy/nquq6izL3bNnT/R6qVLW3HJycnj++ef5/vvvOXbsGMHBwXTu3JkZM2YwatQowDG15bnnnuPXX3+lrKyM6OhopkyZwoMPPojJVDuNrX379syYMYP77rsPAC+zH52DYgjPLURRHVei7w8d4uP0dPYXFoKqEhcQwNTEREbHquippk2P9mRkZNChQweCgoLYu3cv/v61eZSGDRtGSkoKc+fOBRyjpT744AO313XZZZc5p/HU71dLs3DhQtq2bUuPHj0AiImJITU1lQ8++OCspg3VTbbtoKDVaBjeNYotB3IZ0rUdqqLBUUit9vPZP7ktvRJaM/KWWdiM/jz22GOMGzeOZcuWnXPJ+qlTpzJ8+HB27drFxIkTsdv/eKOkhBDiQpJAjRBCnGcaReGaDsG8vyuXwqrqJgdr6gZpWvsYuDI26JIcgj5wxHAGAke692bZprVY9u3BevQAlupjZ7W/ioXyiv38+vn/sfmbhbRK7MSke2un36RnlvHJslI2lY08NcVHce5ppoIkw2F8FS2+5hxMXpdGIKwxWrVqRf/+/Vm1apUzqNJc7zNVVVEUheDgYCmhfR5kZGQwYMAAfH19eeaZZ+jcuTN2u53ly5czc+ZMDh48yHfffceUKVOYOnUqS5YsITg4mLVr1/LQQw/x888/s2TJEgwGg8f2q44do+3JMuw4rkVz0tL4cM8ebuvSlX/2vRxFgeWZmTyxdi0HCgu5szvEdh5C7qn9y8vLeeGFF3j66adP+zqGDh3KO++847KsoT61RAsWLGDfvn0uJe7tdju5ublnFajZs2cP4MhZU7Ar0/G5AbQaR/J5rUbrHnhRwduoI8Tfm87dexIQ1pYXX3yR/v37s2LFCoYMGYKfnx8VFRVYrVaXIGlhYSEAfn6OIHWHDh1Ys2aNy3b+/v74+/s7txVCCHF+SaBGCCEuAD+jjhtSQvloTy75FdXOtCyOX0RPv29NgAYcpfra+hqYkhCCSXdpF+5r1z6GW9rHYLFYWPzdt2QdOYx9704qKjOpmWpxenaqrEfI3HGEuX/eiE9oFD6D7+bDlSex20FFA6h1wjQaivFhgyUZnbfKlTF/3F+MBw8eTHp6Ojk5Oc0WrLHb7aiqilarZcKECRfVjffF4s477wQciWzrlj1PTExk6tSplJeXc+utt3LFFVfw1ltvOddHRkYSHx9P7969eeWVV7j//vs9tn9y+XJUmw1Q2JGXy7u7dnF/ak+uT0p2bvOnjp0waLW8uGkjQyIjCfzpJxg9GoA77riDV155hRkzZtCmTZsGX4fRaDyrKUIt0e7du9mwYQOLFy92eQ0VFRUMHDiQ1atXn7aqms1m4+WXXyY2NpaxU6fz3mMrUe3VLqNsGvwsKtCmfUcCwtoCjnw3NccGiI+Px263s3XrVnr27OncbcuWLQAkJCQAjqpqr776Kq+99hr33HNPE86CEEKIc3Vpf8sXQogWxN+o45ZOrejRyozmVF4BFbDXy8Nb92GvM4pGp1HoH+HHDclheOndy3pfaqZPn47BYMBsNjPp2qn8c/a/+XTXQcpi+uPjm4Si+Di3/Xr9AR55fzXr92W5tbNpfw73v/MFt/1rDtePiuPHl0ew+fN7Kc07gBY7mlOPnYv+wZbP70FFwapoWHwsknnvfI6/vz+PP/44AE899RQGg8HtUTdXw7Bhw5zLfXx8SEhI4O9//ztVVVXn/6Q1k5oEqH5+fiiK4gyyNEXNdCdVVdFoNFx55ZVER0c3b4cFBQUFLF26lNtvv90lSFMjMDCQZcuWkZeXxwMPPOC2vlu3bgwZMoRPPvnEY/v2qiqK1q4FVUXRaFh86BDeOh2T4xPctp0Un4CXTseSQ4coSUujuqQEgGuuuYaOHTvyxBNPnNuLbSGKi4vZtm2by+Pxxx+na9euDB06lJSUFOcjNTWVIUOGsGDBApc2cnNzyc7O5sCBA3z11VcMGzaMrVu38uabbxIU3o6Yzr1RFM2ppO6eP4M1yy3Vdtp0HkBWVhYbN27kkUceISQkhN69HUm/k5OTGT58OLfddhs//fQThw8f5ocffuDOO+9k4sSJzutYr169eOCBB3jkkUe47777WLNmDZmZmWzcuJE33ngDqA0CCSGEOD8kUCOEEBeQUathVGwgNySHER/khVapO/HGrcYPCqDXKHQK9eaWjmEMaOePVnPpTXdqyNChQ8nMzCQzM5NFixZhMJn4dOHnXPfEc4QOnIQ5tDuqGsDWQycY1LEdG3/L8diOTqdj0O2LGHj7Irpf8xI2azlpn92D3WZ121bBMdTp4JbvuOuvN/DPfz7Fk08+6VwfHx/v7FPNIy0tzaWNm266iczMTNLT05k9ezbz5s1rUlLP31NwcDDTp08nICDAGaxpbMCmbpBGq9Vy1VVX0atXr/PY6z+uAwcOoKqqMxGtJ/v27QMcI2w8SUpKcm5TnzU/H3tNsFFRyCguIcLXjEHnfsNu0Gpp5+tLRnExqs2G9cQJ57rnnnuODz74gN27dzfYz6VLlxIYGOjy8FRV7Pe2Zs0aevbs6fJYtWoVV1/tObfVNddcwxdffEFRUZFzWZcuXYiMjKRnz5488cQTdO3albS0NOeomyFT78YcGIKigKraAMfnqubhqM7nWP7TtiMMHXc9UVFRjB8/Hh8fHxYvXkxwcG2iqg8//JBBgwYxc+ZMunTpwj333MPYsWOdAZgazz77LB9//DE7d+7k6quvJjExkUmTJlFaWsry5cuJiIho1nMphBDClUx9EkKI30Gkn5FIPyNFVdX8drKS7DILOWVWKm12FMBLryHc20Brs54OgV74/AFG0HhSdwpEeHg4d911FxMmTEBvMnHDjX8C4NEHHiI4aBNXdO/F4x99SfbJMsIDfVzaURUdBnMYAF7mIKJTp5L2xQOUFWTgG9reZVsFOLzpY/atfIVOo/5O9yE3uqzX6XRnnJbh7e3t3KZdu3Z8/PHHLFu27Iy5OVqakJAQbr/9dr7//nt27NjhDLooiuKcflF3GkZNEKfmJhJAo9EQFBTEhAkTiImJufAv4g+iqSOe6rfR0LQa1eoa1HRsp6BgdwQR0Dirx9eMFqyZ1+mYLuUwYMAARowYwd/+9je+/PJLj8fq378/8+bNc1lWNwFxS/D222/z9ttvN2qfm2++mZtvvhmAgQMHeixFX59fSDgTH/g/vn7lUVCO8vzNl4OqOoMziqJB0Wr475zHGXbD/ej0p59SGBAQwEsvvcRLL710xmNPmDCBCRMmnPmFCSGEaHYSqBFCiN+Rv1FHarj7NAXhrqSkhE8//ZSOHTu6JOncvGMb9zz4EGOvGMOXuw6SdqiS0YEBgOPG0oYeFR2O20cb1soSsnYvBUDRuP8zuG/1fA5v+ohu4/9FaPv+fL8+jwGdA5rc7+3bt7N27VqioqKa3MbvyWw2M2XKFDp27Mjy5cvJyclxjpRpiKIoaDQaTCYTPXv2ZPDgwZKT5jxr3749iqKwZ88exo0b53Gb+Ph4wJGstm/fvm7r09PTad++vdtyAO2pRLMAqCpRfn6k5eRgtdsx6moT09rsKlZbNcdKSrisVStQFDQ+roHTZ599lh49ejirONXn7e1NXFzcaV/vH0lQeCQ3/vMd9qetZvvKr8k6uAdbtRWTjy/tu/Wn86CxtIpyn4ImhBDi4iWBGiGEEC1WzRQIgLKyMiIiIvj222+d6w8dOsSaNWt47733CA8P56nZL3Dd1Knc2ONWKn/bQ1lJJhU6DdXWdH6cMwBQsVkrAQhr3x9zcLTL8fIOb+DEgV9InTSHsLjLsdlhd0Y5VVY7Rr1jtnB6erqzTzXGjBnDf//7X+fzt956i/fffx+r1YrFYkGj0fDyyy+fhzN04aSkpJCcnExmZiabN2/myJEj5OXluY3kMJvNtGnThuTkZDp37iwBmgskKCiIESNGMG/ePO644w63PDWFhYUMGzaM4OBgXnzxRbdAzZYtW1i+fDnPPvusx/b1gYF4xcZSsX8/qCpXxMTw4Z49LNy7jxtSUpzbaTUKH+3ZR3l1NaNjYjCEhaFt3dqlrZSUFKZNm8asWbMwGo3NdAYubVqdnoTLhpBw2RAA7HYbGs0fc6SlEEL8EUigRgghRItVdwpEQUEB8+fPZ/To0fzyyy9ERETw7rvvMmTIEOc0o4EDB+Ll7Y13WGtumnkXv/zwIyvnvotWb6LvTf9FtVs5eXQrhzZ+SMcRs5w1n2r+3zckFmtVGfvXvElQRBcUvS+qqlJaYXMGamJjY12CRQA+9UYMTJo0iccee4zi4mJeeOEFAgMDL4kpBIqiEBUV5RwdVFVVRX5+PtXV1Wg0Gnx9fZ0JiMWF98orrzBgwAB69+7NP//5Tzp16oSqqqxYsYLnn3+egwcPMn/+fKZOncpf/vIXZs6c6VKeu1+/fs7KUTWysrLYtm0bACUREeRu3Egrk4kuoaHclJLCnM2bsdjtDI2MRFEUfsrI4LUtW7glJYVOYWEEDhpESf1S0sATTzxBcrKjWlRKnUAPON5X2dnZLsu0Wi2hoaEe+1Wjbdu2hISENP0EXkQkSCOEEJc2CdQIIYRosepOgYiLi6N79+6EhITw1ltv8dhjj/Hee++RlZXlMhXKbrezYMECJk2aRL8Rw+i0aT+Lln+Dd1AkimrHHBxNVWkeW7/9O5dd+zqgoJyqYGI0h5I6aQ7rPrqN9R/PoMfk19B6+6PX1gYeDAbDGadl+Pv7O7d577336NKlC++//z433njjafe72BiNxtOWWRYXVnR0NOvXr+f5559n1qxZHD9+nODgYDp37szrr78OwLhx41i+fDmzZ89mxIgRlJeXExUVxfTp03nwwQfdRkDNnTuXuXPn1i6w23mkZ0+mJiRwf2oq8YGB/C89nf9s3QpAh8BAnujTh6vi4jCEh+M/YAAldZIJ14iIiOCOO+7g3//+t9u6n376icjISJdlbdq04fDhww33C5gzZw4zZsxo1DkTQgghWiIJ1AghhLho1OQ+KS8vZ+nSpRQUFLBu3TqXm8vMzEzGjx9PRkYGUVFR+PvU/PKsoNFqUe12olKncnjzx+TsW0F4wpDa5LiKgsk3jN7XvcH6j//Kpv/dzqCb5uPj1fRfr/V6PY888gh///vfmThxIt7e3ud4FoRoWOvWrZkzZw5z5sxpcJvevXvz1VdfnbGt/fv3uy2rLiwk8//+j6ojR8Bu56qYGK6KjXWsrJkGp9FgCAuj3b33ovXyIioqymPi3GeffdZtqtXZJOn11C8hhBDiUiLluYUQQrRYNVMgsrOzSU9P55577qG0tJQxY8awYMECRo4cSbdu3UhJSXE+Ro0aRXx8PO+++y4AYQEGtIriqESjgkarxeQTQLvO4/ntlzdRPJQ7N/mG0nPqf7DbrKR9OoOTBfnOddXV1c4+1X2czrXXXouiKM5RDUJcrHQBAUQ9/DDBY8agCwgAjcZR3UlRQKNBazYTNHw4UY8+iqHOVCUhhBBCnD0ZUSOEEKLFqjsFwtfXl4SEBD755BMSExNZtGgRCxYs8LjfxIkTeffdd3nsscdQFAWdTkHRgN0OyqkSxDGXXcfhzf/j+O6ltE0Z5bK/qqoYvIPpNXU+2T/fz/Dhw1m61FEpat++fW7TMgDKy8vR6Tz/s2owGLj99tt58cUXue222/D19T2X0yLE70rr7U3YNdcQMnYsZdu3Y8nLA1VFHxSEuUsXNJIgWAghhDgnSv1qDXWlpqaqmzZtuoDdEUIIIZpfRZWNu1//jaO5VaDWDALwnPBWVVVsdsc2gzoH8uAU96CMEEIIIYQQ50JRlM2qqqZ6WidTn4QQQlzyvIxanrgxhhB/PShgs4PNrqKqrg+bvTZI0ynGzF1XR/zeXRdCCCGEEH8wEqgRQgjxh9Am2MiLf21Px2gftBpHSW5HwKb2oQB6rcKIHkE8eVOMsyS3EEIIIYQQF4rkqBFCCPGHEepv4F+3tmff0XIWb8hnfXoxJeU2NAoE+ekZ0jWQK3oGERpgOHNjQgghhBBCnAcSqBFCCPGHEx/hTXyEo0y23a6eKlrjOWeNEEIIIYQQF5IEaoQQQvyhaTyU5xZCCCGEEOL3IpPvhRBCCCGEEEIIIVoICdQIIYQQQgghhBBCtBASqBFCCCGEEEIIIYRoISRQI4QQQgghhBBCCNFCSKBGCCGEEEIIIYQQooWQQI0QQgghhBBCCCFECyGBGiGEEEIIIYQQQogWQgI1QgghhBBCCCGEEC2EBGqEEEIIIYQQQgghWggJ1AghhBBCCCGEEEK0EBKoEUIIIYQQQgghhGghJFAjhBBCCCGEEEII0UJIoEYIIYQQQgghhBCihZBAjRBCCCGEEEIIIUQLIYEaIYQQQgghhBBCiBZCAjVCCCGEEEIIIYQQLYQEaoQQQgghhBBCCCFaCAnUCCGEEEIIIYQQQrQQEqgRQgghhBBCCCGEaCEkUCOEEEIIIYQQQgjRQkigRgghhBBCCCGEEKKFkECNEEIIIYQQQgghRAshgRohhBBCCCGEEEKIFkICNUIIIYQQQgghhBAthARqhBBCCCGEEEIIIVoICdQIIYQQQgghhBBCtBASqBFCCCGEEEIIIYRoISRQI4QQQgghhBBCCNFCSKBGCCGEEEIIIYQQooWQQI0QQgghhBBCCCFECyGBGiGEEEIIIYQQQogWQgI1QgghhBBCCCGEEC2EBGqEEEIIIYQQQgghWggJ1AghhBBCCCGEEEK0EBKoEUIIIYQQQgghhGghJFAjhBBCCCGEEEII0UJIoEYIIYQQQgghhBCihZBAjRBCCCGEEEIIIUQLIYEaIYQQQgghhBBCiBZCAjVCCCGEEEIIIYQQLYQEaoQQQgghhBBCCCFaCAnUCCGEEEIIIYQQQrQQEqgRQgghhBBCCCGEaCEUVVUbXqkouUDGheuOEEIIIYQQQgghxCUvSlXVUE8rThuoEUIIIYQQQgghhBAXjkx9EkIIIYQQQgghhGghJFAjhBBCCCGEEEII0UJIoEYIIYQQQgghhBCihZBAjRBCCCGEEEIIIUQLIYEaIYQQQgghhBBCiBbi/wHLUBVvExZepwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interact.character_interaction_plot(G, page_ranked_nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let break it down to the Top 10 Characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remember to Re-run the above multigraph code aafter running this code line\n",
    "graph_list = interact.top10_character_interaction(gotd_characters[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interact.character_interaction_plot(G, page_ranked_nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Characters mentioned the most in Scene Dialogues (Most-talked about characters in the movie.......) and who each character mention the most in their specific dialogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "xtr = character_mentions(df_film, antz_characters, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "Soldier",
           1
          ],
          [
           "Motivational Counsellor",
           1
          ],
          [
           "Female Wasp",
           1
          ],
          [
           "Tracker Ant",
           2
          ],
          [
           "Wasp",
           2
          ],
          [
           "Foreman",
           2
          ],
          [
           "Colonel",
           2
          ],
          [
           "Barker",
           2
          ],
          [
           "Handmaiden",
           2
          ],
          [
           "Fly",
           3
          ],
          [
           "Male Wasp",
           4
          ],
          [
           "Mandible",
           7
          ],
          [
           "Worker",
           9
          ],
          [
           "General Formica",
           11
          ],
          [
           "Azteca",
           11
          ],
          [
           "Carpenter",
           12
          ],
          [
           "Barbatus",
           15
          ],
          [
           "Queen",
           21
          ],
          [
           "Weaver",
           33
          ],
          [
           "Formica",
           46
          ],
          [
           "Bala",
           107
          ]
         ],
         "hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           2,
           2,
           2,
           2,
           2,
           2,
           3,
           4,
           7,
           9,
           11,
           11,
           12,
           15,
           21,
           33,
           46,
           107
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          2,
          2,
          2,
          2,
          2,
          2,
          3,
          4,
          7,
          9,
          11,
          11,
          12,
          15,
          21,
          33,
          46,
          107
         ],
         "xaxis": "x",
         "y": [
          "Soldier",
          "Motivational Counsellor",
          "Female Wasp",
          "Tracker Ant",
          "Wasp",
          "Foreman",
          "Colonel",
          "Barker",
          "Handmaiden",
          "Fly",
          "Male Wasp",
          "Mandible",
          "Worker",
          "General Formica",
          "Azteca",
          "Carpenter",
          "Barbatus",
          "Queen",
          "Weaver",
          "Formica",
          "Bala"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Number of Mentions <b>"
          }
         },
         "colorscale": [
          [
           0,
           "#313131"
          ],
          [
           0.0625,
           "#3d019d"
          ],
          [
           0.125,
           "#3810dc"
          ],
          [
           0.1875,
           "#2d47f9"
          ],
          [
           0.25,
           "#2593ff"
          ],
          [
           0.3125,
           "#2adef6"
          ],
          [
           0.375,
           "#60fdfa"
          ],
          [
           0.4375,
           "#aefdff"
          ],
          [
           0.5,
           "#f3f3f1"
          ],
          [
           0.5625,
           "#fffda9"
          ],
          [
           0.625,
           "#fafd5b"
          ],
          [
           0.6875,
           "#f7da29"
          ],
          [
           0.75,
           "#ff8e25"
          ],
          [
           0.8125,
           "#f8432d"
          ],
          [
           0.875,
           "#d90d39"
          ],
          [
           0.9375,
           "#97023d"
          ],
          [
           1,
           "#313131"
          ]
         ]
        },
        "height": 800,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Most mentioned characters in the Antz movie based on the scene dialogues<b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Number of Mentions <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"36c27d94-9809-4a35-8a78-45545bc73f02\" class=\"plotly-graph-div\" style=\"height:800px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"36c27d94-9809-4a35-8a78-45545bc73f02\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '36c27d94-9809-4a35-8a78-45545bc73f02',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Soldier\", 1], [\"Motivational Counsellor\", 1], [\"Female Wasp\", 1], [\"Tracker Ant\", 2], [\"Wasp\", 2], [\"Foreman\", 2], [\"Colonel\", 2], [\"Barker\", 2], [\"Handmaiden\", 2], [\"Fly\", 3], [\"Male Wasp\", 4], [\"Mandible\", 7], [\"Worker\", 9], [\"General Formica\", 11], [\"Azteca\", 11], [\"Carpenter\", 12], [\"Barbatus\", 15], [\"Queen\", 21], [\"Weaver\", 33], [\"Formica\", 46], [\"Bala\", 107]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 4, 7, 9, 11, 11, 12, 15, 21, 33, 46, 107], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 4, 7, 9, 11, 11, 12, 15, 21, 33, 46, 107], \"xaxis\": \"x\", \"y\": [\"Soldier\", \"Motivational Counsellor\", \"Female Wasp\", \"Tracker Ant\", \"Wasp\", \"Foreman\", \"Colonel\", \"Barker\", \"Handmaiden\", \"Fly\", \"Male Wasp\", \"Mandible\", \"Worker\", \"General Formica\", \"Azteca\", \"Carpenter\", \"Barbatus\", \"Queen\", \"Weaver\", \"Formica\", \"Bala\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 800, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Most mentioned characters in the Antz movie based on the scene dialogues<b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('36c27d94-9809-4a35-8a78-45545bc73f02');\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": [
    "xter_mentions = xtr.most_mentioned()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets the check the appearance of the 5 most mentioned characters in the Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
           "width": 1
          }
         },
         "name": "Formica",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          "",
          "",
          "",
          2,
          8,
          "",
          "",
          "",
          "",
          2,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          2,
          1,
          6,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          2,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          1,
          "",
          1,
          "",
          "",
          "",
          "",
          "",
          1,
          1,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          19,
          "",
          ""
         ]
        },
        {
         "marker": {
          "color": "rgba(55, 128, 191, 0.6)",
          "line": {
           "color": "rgba(55, 128, 191, 1.0)",
           "width": 1
          }
         },
         "name": "Bala",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          "",
          "",
          "",
          "",
          6,
          1,
          "",
          15,
          1,
          4,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          1,
          1,
          8,
          "",
          4,
          5,
          "",
          3,
          3,
          "",
          "",
          "",
          21,
          2,
          7,
          3,
          "",
          1,
          2,
          "",
          3,
          "",
          1,
          "",
          "",
          "",
          5,
          "",
          5,
          "",
          2,
          "",
          "",
          "",
          "",
          "",
          "",
          3,
          "",
          ""
         ]
        },
        {
         "marker": {
          "color": "rgba(50, 171, 96, 0.6)",
          "line": {
           "color": "rgba(50, 171, 96, 1.0)",
           "width": 1
          }
         },
         "name": "Queen",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          "",
          "",
          "",
          "",
          4,
          "",
          "",
          "",
          "",
          1,
          "",
          "",
          "",
          1,
          "",
          "",
          "",
          "",
          "",
          1,
          "",
          "",
          "",
          "",
          "",
          1,
          "",
          "",
          "",
          1,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          2,
          "",
          "",
          "",
          "",
          "",
          "",
          1,
          2,
          "",
          "",
          2,
          4,
          "",
          "",
          1,
          "",
          ""
         ]
        },
        {
         "marker": {
          "color": "rgba(128, 0, 128, 0.6)",
          "line": {
           "color": "rgba(128, 0, 128, 1.0)",
           "width": 1
          }
         },
         "name": "Weaver",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          "",
          "",
          "",
          "",
          "",
          "",
          4,
          5,
          5,
          "",
          "",
          "",
          "",
          "",
          "",
          2,
          "",
          2,
          "",
          "",
          "",
          "",
          "",
          2,
          "",
          "",
          1,
          6,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          3,
          "",
          "",
          "",
          2,
          "",
          "",
          1,
          "",
          ""
         ]
        },
        {
         "marker": {
          "color": "rgba(219, 64, 82, 0.6)",
          "line": {
           "color": "rgba(219, 64, 82, 1.0)",
           "width": 1
          }
         },
         "name": "Barbatus",
         "orientation": "v",
         "text": "",
         "type": "bar",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          1,
          3,
          5,
          "",
          "",
          6,
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          "",
          ""
         ]
        }
       ],
       "layout": {
        "legend": {
         "bgcolor": "#F5F6F9",
         "font": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> 5 Most-talked about Xters <b>"
         }
        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
        "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
          }
         }
        },
        "title": {
         "text": "<b> Appearance of the 5 most-mentioned characters in Scene Dialogues across Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "dtick": 10,
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Scenes <b>"
         },
         "zerolinecolor": "#E1E5ED"
        },
        "yaxis": {
         "gridcolor": "#E1E5ED",
         "showgrid": true,
         "tickfont": {
          "color": "#4D5663"
         },
         "title": {
          "text": "<b> Number of mentions <b>"
         },
         "zerolinecolor": "#E1E5ED"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"0a475d8e-a917-496d-9a29-58a0a0e4f927\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"0a475d8e-a917-496d-9a29-58a0a0e4f927\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '0a475d8e-a917-496d-9a29-58a0a0e4f927',\n",
       "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"Formica\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [\"\", \"\", \"\", 2.0, 8.0, \"\", \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", 2.0, 1.0, 6.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 1.0, \"\", 1.0, \"\", \"\", \"\", \"\", \"\", 1.0, 1.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", 19.0, \"\", \"\"]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"Bala\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [\"\", \"\", \"\", \"\", 6.0, 1.0, \"\", 15.0, 1.0, 4.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", 1.0, 1.0, 8.0, \"\", 4.0, 5.0, \"\", 3.0, 3.0, \"\", \"\", \"\", 21.0, 2.0, 7.0, 3.0, \"\", 1.0, 2.0, \"\", 3.0, \"\", 1.0, \"\", \"\", \"\", 5.0, \"\", 5.0, \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", 3.0, \"\", \"\"]}, {\"marker\": {\"color\": \"rgba(50, 171, 96, 0.6)\", \"line\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"width\": 1}}, \"name\": \"Queen\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [\"\", \"\", \"\", \"\", 4.0, \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", 1.0, \"\", \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", 1.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", 1.0, 2.0, \"\", \"\", 2.0, 4.0, \"\", \"\", 1.0, \"\", \"\"]}, {\"marker\": {\"color\": \"rgba(128, 0, 128, 0.6)\", \"line\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"width\": 1}}, \"name\": \"Weaver\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [\"\", \"\", \"\", \"\", \"\", \"\", 4.0, 5.0, 5.0, \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", 2.0, \"\", \"\", \"\", \"\", \"\", 2.0, \"\", \"\", 1.0, 6.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 3.0, \"\", \"\", \"\", 2.0, \"\", \"\", 1.0, \"\", \"\"]}, {\"marker\": {\"color\": \"rgba(219, 64, 82, 0.6)\", \"line\": {\"color\": \"rgba(219, 64, 82, 1.0)\", \"width\": 1}}, \"name\": \"Barbatus\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 1.0, 3.0, 5.0, \"\", \"\", 6.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> 5 Most-talked about Xters <b>\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"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}}}, \"title\": {\"text\": \"<b> Appearance of the 5 most-mentioned characters in Scene Dialogues across Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Number of mentions <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('0a475d8e-a917-496d-9a29-58a0a0e4f927');\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": [
    "xtr.top_xters_mentions(xter_mentions, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets check who specific characters mention the most in their dialogues in the movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BALA', 'FORMICA', 'WEAVER', 'AZTECA', 'QUEEN', 'BARBATUS', 'WORKER', 'HANDMAIDEN', 'MANDIBLE', 'CARPENTER', 'MALE WASP', 'MOTIVATIONAL COUNSELLOR', 'FLY', 'TRACKER ANT', 'COLONEL', 'ANT OFFICER', 'FOREMAN', 'GENERAL FORMICA', 'SOLDIER', 'CRICKET', 'DRUNK SCOUT', 'BARKER', 'ANT SOLDIERS', 'FEMALE WASP', 'BEETLE', 'LADYBUG', 'SOLDIER ANT', 'WORKERS', 'WASP']\n"
     ]
    }
   ],
   "source": [
    "print(antz_characters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "Handmaiden",
           1
          ],
          [
           "Carpenter",
           1
          ],
          [
           "Barker",
           1
          ],
          [
           "Male Wasp",
           1
          ],
          [
           "Female Wasp",
           1
          ],
          [
           "Wasp",
           1
          ],
          [
           "Fly",
           1
          ],
          [
           "Queen",
           3
          ],
          [
           "General Formica",
           5
          ],
          [
           "Worker",
           6
          ],
          [
           "Formica",
           9
          ]
         ],
         "hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           3,
           5,
           6,
           9
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          5,
          6,
          9
         ],
         "xaxis": "x",
         "y": [
          "Handmaiden",
          "Carpenter",
          "Barker",
          "Male Wasp",
          "Female Wasp",
          "Wasp",
          "Fly",
          "Queen",
          "General Formica",
          "Worker",
          "Formica"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Number of Mentions <b>"
          }
         },
         "colorscale": [
          [
           0,
           "#313131"
          ],
          [
           0.0625,
           "#3d019d"
          ],
          [
           0.125,
           "#3810dc"
          ],
          [
           0.1875,
           "#2d47f9"
          ],
          [
           0.25,
           "#2593ff"
          ],
          [
           0.3125,
           "#2adef6"
          ],
          [
           0.375,
           "#60fdfa"
          ],
          [
           0.4375,
           "#aefdff"
          ],
          [
           0.5,
           "#f3f3f1"
          ],
          [
           0.5625,
           "#fffda9"
          ],
          [
           0.625,
           "#fafd5b"
          ],
          [
           0.6875,
           "#f7da29"
          ],
          [
           0.75,
           "#ff8e25"
          ],
          [
           0.8125,
           "#f8432d"
          ],
          [
           0.875,
           "#d90d39"
          ],
          [
           0.9375,
           "#97023d"
          ],
          [
           1,
           "#313131"
          ]
         ]
        },
        "height": 600,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Characters that BALA mentioned / talked-about the most in the Antz Movie <b>"
        },
        "width": 900,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Number of Mentions <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"54a8b393-e14d-4278-b4a5-0d771d599c64\" class=\"plotly-graph-div\" style=\"height:600px; width:900px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"54a8b393-e14d-4278-b4a5-0d771d599c64\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '54a8b393-e14d-4278-b4a5-0d771d599c64',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Handmaiden\", 1], [\"Carpenter\", 1], [\"Barker\", 1], [\"Male Wasp\", 1], [\"Female Wasp\", 1], [\"Wasp\", 1], [\"Fly\", 1], [\"Queen\", 3], [\"General Formica\", 5], [\"Worker\", 6], [\"Formica\", 9]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 1, 1, 1, 1, 3, 5, 6, 9], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 1, 1, 1, 1, 3, 5, 6, 9], \"xaxis\": \"x\", \"y\": [\"Handmaiden\", \"Carpenter\", \"Barker\", \"Male Wasp\", \"Female Wasp\", \"Wasp\", \"Fly\", \"Queen\", \"General Formica\", \"Worker\", \"Formica\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 600, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Characters that BALA mentioned / talked-about the most in the Antz Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('54a8b393-e14d-4278-b4a5-0d771d599c64');\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": [
    "df_bala = xtr.talk_about_xters(df_film_dialogue, 'BALA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "Azteca",
           1
          ],
          [
           "Fly",
           1
          ],
          [
           "Weaver",
           2
          ],
          [
           "Queen",
           5
          ],
          [
           "Carpenter",
           6
          ],
          [
           "Bala",
           13
          ]
         ],
         "hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           2,
           5,
           6,
           13
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          2,
          5,
          6,
          13
         ],
         "xaxis": "x",
         "y": [
          "Azteca",
          "Fly",
          "Weaver",
          "Queen",
          "Carpenter",
          "Bala"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Number of Mentions <b>"
          }
         },
         "colorscale": [
          [
           0,
           "#313131"
          ],
          [
           0.0625,
           "#3d019d"
          ],
          [
           0.125,
           "#3810dc"
          ],
          [
           0.1875,
           "#2d47f9"
          ],
          [
           0.25,
           "#2593ff"
          ],
          [
           0.3125,
           "#2adef6"
          ],
          [
           0.375,
           "#60fdfa"
          ],
          [
           0.4375,
           "#aefdff"
          ],
          [
           0.5,
           "#f3f3f1"
          ],
          [
           0.5625,
           "#fffda9"
          ],
          [
           0.625,
           "#fafd5b"
          ],
          [
           0.6875,
           "#f7da29"
          ],
          [
           0.75,
           "#ff8e25"
          ],
          [
           0.8125,
           "#f8432d"
          ],
          [
           0.875,
           "#d90d39"
          ],
          [
           0.9375,
           "#97023d"
          ],
          [
           1,
           "#313131"
          ]
         ]
        },
        "height": 600,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Characters that FORMICA mentioned / talked-about the most in the Antz Movie <b>"
        },
        "width": 900,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Number of Mentions <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"1c4795b2-1b8a-47b6-85e5-6938be7e3b45\" class=\"plotly-graph-div\" style=\"height:600px; width:900px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"1c4795b2-1b8a-47b6-85e5-6938be7e3b45\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '1c4795b2-1b8a-47b6-85e5-6938be7e3b45',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Azteca\", 1], [\"Fly\", 1], [\"Weaver\", 2], [\"Queen\", 5], [\"Carpenter\", 6], [\"Bala\", 13]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 2, 5, 6, 13], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 2, 5, 6, 13], \"xaxis\": \"x\", \"y\": [\"Azteca\", \"Fly\", \"Weaver\", \"Queen\", \"Carpenter\", \"Bala\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 600, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Characters that FORMICA mentioned / talked-about the most in the Antz Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('1c4795b2-1b8a-47b6-85e5-6938be7e3b45');\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": [
    "df_fm = xtr.talk_about_xters(df_film_dialogue, 'FORMICA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "Barbatus",
           1
          ],
          [
           "Carpenter",
           2
          ],
          [
           "General Formica",
           3
          ],
          [
           "Formica",
           4
          ],
          [
           "Bala",
           5
          ]
         ],
         "hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           2,
           3,
           4,
           5
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          2,
          3,
          4,
          5
         ],
         "xaxis": "x",
         "y": [
          "Barbatus",
          "Carpenter",
          "General Formica",
          "Formica",
          "Bala"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Number of Mentions <b>"
          }
         },
         "colorscale": [
          [
           0,
           "#313131"
          ],
          [
           0.0625,
           "#3d019d"
          ],
          [
           0.125,
           "#3810dc"
          ],
          [
           0.1875,
           "#2d47f9"
          ],
          [
           0.25,
           "#2593ff"
          ],
          [
           0.3125,
           "#2adef6"
          ],
          [
           0.375,
           "#60fdfa"
          ],
          [
           0.4375,
           "#aefdff"
          ],
          [
           0.5,
           "#f3f3f1"
          ],
          [
           0.5625,
           "#fffda9"
          ],
          [
           0.625,
           "#fafd5b"
          ],
          [
           0.6875,
           "#f7da29"
          ],
          [
           0.75,
           "#ff8e25"
          ],
          [
           0.8125,
           "#f8432d"
          ],
          [
           0.875,
           "#d90d39"
          ],
          [
           0.9375,
           "#97023d"
          ],
          [
           1,
           "#313131"
          ]
         ]
        },
        "height": 300,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Characters that QUEEN mentioned / talked-about the most in the Antz Movie <b>"
        },
        "width": 900,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Number of Mentions <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"1877170e-128b-4ad2-b865-b8eec2ad5f98\" class=\"plotly-graph-div\" style=\"height:300px; width:900px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"1877170e-128b-4ad2-b865-b8eec2ad5f98\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '1877170e-128b-4ad2-b865-b8eec2ad5f98',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Barbatus\", 1], [\"Carpenter\", 2], [\"General Formica\", 3], [\"Formica\", 4], [\"Bala\", 5]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 2, 3, 4, 5], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 2, 3, 4, 5], \"xaxis\": \"x\", \"y\": [\"Barbatus\", \"Carpenter\", \"General Formica\", \"Formica\", \"Bala\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 300, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Characters that QUEEN mentioned / talked-about the most in the Antz Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('1877170e-128b-4ad2-b865-b8eec2ad5f98');\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": [
    "df_queen = xtr.talk_about_xters(df_film_dialogue, 'QUEEN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets check who specific characters talk with the most in the movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "HANDMAIDEN",
           1
          ],
          [
           "MANDIBLE",
           1
          ],
          [
           "FLY",
           1
          ],
          [
           "FOREMAN",
           1
          ],
          [
           "DRUNK SCOUT",
           1
          ],
          [
           "BARKER",
           1
          ],
          [
           "WASP",
           1
          ],
          [
           "CARPENTER",
           2
          ],
          [
           "SOLDIER",
           2
          ],
          [
           "WORKERS",
           2
          ],
          [
           "FORMICA",
           3
          ],
          [
           "QUEEN",
           3
          ],
          [
           "BALA",
           4
          ],
          [
           "WORKER",
           4
          ],
          [
           "AZTECA",
           6
          ]
         ],
         "hovertemplate": "<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           2,
           2,
           2,
           3,
           3,
           4,
           4,
           6
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          3,
          3,
          4,
          4,
          6
         ],
         "xaxis": "x",
         "y": [
          "HANDMAIDEN",
          "MANDIBLE",
          "FLY",
          "FOREMAN",
          "DRUNK SCOUT",
          "BARKER",
          "WASP",
          "CARPENTER",
          "SOLDIER",
          "WORKERS",
          "FORMICA",
          "QUEEN",
          "BALA",
          "WORKER",
          "AZTECA"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Counts <b>"
          }
         },
         "colorscale": [
          [
           0,
           "rgb(64,0,75)"
          ],
          [
           0.1,
           "rgb(118,42,131)"
          ],
          [
           0.2,
           "rgb(153,112,171)"
          ],
          [
           0.3,
           "rgb(194,165,207)"
          ],
          [
           0.4,
           "rgb(231,212,232)"
          ],
          [
           0.5,
           "rgb(247,247,247)"
          ],
          [
           0.6,
           "rgb(217,240,211)"
          ],
          [
           0.7,
           "rgb(166,219,160)"
          ],
          [
           0.8,
           "rgb(90,174,97)"
          ],
          [
           0.9,
           "rgb(27,120,55)"
          ],
          [
           1,
           "rgb(0,68,27)"
          ]
         ]
        },
        "height": 700,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Characters WEAVER interacted / talked with in Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Amount of Consversations <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"38db3048-36e8-4d0f-ab15-63a301bf5cb9\" class=\"plotly-graph-div\" style=\"height:700px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"38db3048-36e8-4d0f-ab15-63a301bf5cb9\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '38db3048-36e8-4d0f-ab15-63a301bf5cb9',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"HANDMAIDEN\", 1.0], [\"MANDIBLE\", 1.0], [\"FLY\", 1.0], [\"FOREMAN\", 1.0], [\"DRUNK SCOUT\", 1.0], [\"BARKER\", 1.0], [\"WASP\", 1.0], [\"CARPENTER\", 2.0], [\"SOLDIER\", 2.0], [\"WORKERS\", 2.0], [\"FORMICA\", 3.0], [\"QUEEN\", 3.0], [\"BALA\", 4.0], [\"WORKER\", 4.0], [\"AZTECA\", 6.0]], \"hovertemplate\": \"<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 3.0, 3.0, 4.0, 4.0, 6.0], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 3.0, 3.0, 4.0, 4.0, 6.0], \"xaxis\": \"x\", \"y\": [\"HANDMAIDEN\", \"MANDIBLE\", \"FLY\", \"FOREMAN\", \"DRUNK SCOUT\", \"BARKER\", \"WASP\", \"CARPENTER\", \"SOLDIER\", \"WORKERS\", \"FORMICA\", \"QUEEN\", \"BALA\", \"WORKER\", \"AZTECA\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(64,0,75)\"], [0.1, \"rgb(118,42,131)\"], [0.2, \"rgb(153,112,171)\"], [0.3, \"rgb(194,165,207)\"], [0.4, \"rgb(231,212,232)\"], [0.5, \"rgb(247,247,247)\"], [0.6, \"rgb(217,240,211)\"], [0.7, \"rgb(166,219,160)\"], [0.8, \"rgb(90,174,97)\"], [0.9, \"rgb(27,120,55)\"], [1.0, \"rgb(0,68,27)\"]]}, \"height\": 700, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Characters WEAVER interacted / talked with in Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Amount of Consversations <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('38db3048-36e8-4d0f-ab15-63a301bf5cb9');\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": [
    "df_wv = xtr.most_talked_with('WEAVER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "FLY",
           1
          ],
          [
           "FOREMAN",
           1
          ],
          [
           "WORKERS",
           1
          ],
          [
           "WASP",
           1
          ],
          [
           "BALA",
           2
          ],
          [
           "CARPENTER",
           2
          ],
          [
           "FORMICA",
           3
          ],
          [
           "QUEEN",
           3
          ],
          [
           "WORKER",
           4
          ],
          [
           "WEAVER",
           6
          ]
         ],
         "hovertemplate": "<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           1,
           2,
           2,
           3,
           3,
           4,
           6
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          1,
          2,
          2,
          3,
          3,
          4,
          6
         ],
         "xaxis": "x",
         "y": [
          "FLY",
          "FOREMAN",
          "WORKERS",
          "WASP",
          "BALA",
          "CARPENTER",
          "FORMICA",
          "QUEEN",
          "WORKER",
          "WEAVER"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Counts <b>"
          }
         },
         "colorscale": [
          [
           0,
           "rgb(64,0,75)"
          ],
          [
           0.1,
           "rgb(118,42,131)"
          ],
          [
           0.2,
           "rgb(153,112,171)"
          ],
          [
           0.3,
           "rgb(194,165,207)"
          ],
          [
           0.4,
           "rgb(231,212,232)"
          ],
          [
           0.5,
           "rgb(247,247,247)"
          ],
          [
           0.6,
           "rgb(217,240,211)"
          ],
          [
           0.7,
           "rgb(166,219,160)"
          ],
          [
           0.8,
           "rgb(90,174,97)"
          ],
          [
           0.9,
           "rgb(27,120,55)"
          ],
          [
           1,
           "rgb(0,68,27)"
          ]
         ]
        },
        "height": 700,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Characters AZTECA interacted / talked with in Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Amount of Consversations <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Characters <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"0e944c15-02f0-433c-a931-757cdb67fb28\" class=\"plotly-graph-div\" style=\"height:700px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"0e944c15-02f0-433c-a931-757cdb67fb28\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '0e944c15-02f0-433c-a931-757cdb67fb28',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"FLY\", 1.0], [\"FOREMAN\", 1.0], [\"WORKERS\", 1.0], [\"WASP\", 1.0], [\"BALA\", 2.0], [\"CARPENTER\", 2.0], [\"FORMICA\", 3.0], [\"QUEEN\", 3.0], [\"WORKER\", 4.0], [\"WEAVER\", 6.0]], \"hovertemplate\": \"<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 3.0, 3.0, 4.0, 6.0], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 3.0, 3.0, 4.0, 6.0], \"xaxis\": \"x\", \"y\": [\"FLY\", \"FOREMAN\", \"WORKERS\", \"WASP\", \"BALA\", \"CARPENTER\", \"FORMICA\", \"QUEEN\", \"WORKER\", \"WEAVER\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(64,0,75)\"], [0.1, \"rgb(118,42,131)\"], [0.2, \"rgb(153,112,171)\"], [0.3, \"rgb(194,165,207)\"], [0.4, \"rgb(231,212,232)\"], [0.5, \"rgb(247,247,247)\"], [0.6, \"rgb(217,240,211)\"], [0.7, \"rgb(166,219,160)\"], [0.8, \"rgb(90,174,97)\"], [0.9, \"rgb(27,120,55)\"], [1.0, \"rgb(0,68,27)\"]]}, \"height\": 700, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Characters AZTECA interacted / talked with in Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Amount of Consversations <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('0e944c15-02f0-433c-a931-757cdb67fb28');\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": [
    "df_az = xtr.most_talked_with(antz_characters[3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We could continue to check this for every character but I will pause here.... "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Emotional Arcs and Sentiment Analysis across the Movie and for each characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "etn = emotions_sentiments(df_film, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "line": {
          "color": "darkorchid"
         },
         "mode": "lines",
         "name": "Average Sentiment",
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          -0.015999999999999976,
          0.061122222222222224,
          -0.005829729729729739,
          0.0060111111111111094,
          0.07803181818181819,
          -0.039938888888888885,
          -0.05417045454545455,
          0.03924117647058824,
          0.05048095238095238,
          0.09303260869565219,
          0.034223076923076926,
          -0.052789655172413776,
          -0.017424999999999996,
          -0.19039999999999999,
          -0.09054545454545454,
          0.12291538461538466,
          0.148,
          0.0714608695652174,
          0.17967499999999997,
          0.05628225806451611,
          -0.020514285714285714,
          -0.1333272727272727,
          -0.051757142857142856,
          0.020969230769230764,
          -0.08401500000000002,
          -0.02323076923076921,
          -0.020325,
          0.04240000000000001,
          -0.2628142857142857,
          0.04898360655737705,
          -0.21789999999999998,
          0.09817027027027027,
          0.09792083333333335,
          0.021962500000000003,
          0.12407499999999999,
          0.0025285714285714356,
          -0.0193,
          -0.09213448275862068,
          0.08059090909090909,
          -0.009349999999999997,
          -0.04736666666666666,
          0,
          -0.04968,
          0.11515263157894737,
          0.058066666666666676,
          -0.025219047619047627,
          0.038357142857142854,
          0.02262777777777778,
          0,
          -0.10212500000000001,
          -0.15658,
          0.015373684210526305,
          0,
          -0.29533333333333334,
          -0.07596753246753246,
          0.11503684210526315,
          0.047527272727272724
         ]
        },
        {
         "line": {
          "color": "crimson",
          "dash": "dot"
         },
         "mode": "lines",
         "name": "Zero line",
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ]
        }
       ],
       "layout": {
        "showlegend": true,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Sentiment across the Antz Movie <b>"
        },
        "xaxis": {
         "title": {
          "text": "<b> Scenes <b>"
         }
        },
        "yaxis": {
         "title": {
          "text": "<b> Average Sentiments <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"d16fe913-0813-4f43-b0cd-e7e30a89a9b1\" 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(\"d16fe913-0813-4f43-b0cd-e7e30a89a9b1\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'd16fe913-0813-4f43-b0cd-e7e30a89a9b1',\n",
       "                        [{\"line\": {\"color\": \"darkorchid\"}, \"mode\": \"lines\", \"name\": \"Average Sentiment\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [-0.015999999999999976, 0.061122222222222224, -0.005829729729729739, 0.0060111111111111094, 0.07803181818181819, -0.039938888888888885, -0.05417045454545455, 0.03924117647058824, 0.05048095238095238, 0.09303260869565219, 0.034223076923076926, -0.052789655172413776, -0.017424999999999996, -0.19039999999999999, -0.09054545454545454, 0.12291538461538466, 0.148, 0.0714608695652174, 0.17967499999999997, 0.05628225806451611, -0.020514285714285714, -0.1333272727272727, -0.051757142857142856, 0.020969230769230764, -0.08401500000000002, -0.02323076923076921, -0.020325, 0.04240000000000001, -0.2628142857142857, 0.04898360655737705, -0.21789999999999998, 0.09817027027027027, 0.09792083333333335, 0.021962500000000003, 0.12407499999999999, 0.0025285714285714356, -0.0193, -0.09213448275862068, 0.08059090909090909, -0.009349999999999997, -0.04736666666666666, 0.0, -0.04968, 0.11515263157894737, 0.058066666666666676, -0.025219047619047627, 0.038357142857142854, 0.02262777777777778, 0.0, -0.10212500000000001, -0.15658, 0.015373684210526305, 0.0, -0.29533333333333334, -0.07596753246753246, 0.11503684210526315, 0.047527272727272724]}, {\"line\": {\"color\": \"crimson\", \"dash\": \"dot\"}, \"mode\": \"lines\", \"name\": \"Zero line\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"y\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}],\n",
       "                        {\"showlegend\": true, \"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}}}, \"title\": {\"text\": \"<b> Sentiment across the Antz Movie <b>\"}, \"xaxis\": {\"title\": {\"text\": \"<b> Scenes <b>\"}}, \"yaxis\": {\"title\": {\"text\": \"<b> Average Sentiments <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('d16fe913-0813-4f43-b0cd-e7e30a89a9b1');\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": [
    "df_film_sentiment = etn.film_sentiment('darkorchid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x",
         "y": [
          0.02127659574468085,
          0.029906542056074768,
          0.004705882352941176,
          0.012578616352201259,
          0.006622516556291391,
          0.005235602094240838,
          0.01733102253032929,
          0.015371477369769428,
          0.012121212121212121,
          0.0166270783847981,
          0.03218390804597701,
          0.030534351145038167,
          0,
          0.025714285714285714,
          0.025252525252525252,
          0.011876484560570071,
          0,
          0.01871657754010695,
          0.044585987261146494,
          0.015822784810126583,
          0.010638297872340425,
          0.018691588785046728,
          0.01579778830963665,
          0.013289036544850499,
          0.018666666666666668,
          0.013793103448275862,
          0.023255813953488372,
          0.007772020725388601,
          0.014285714285714285,
          0.00642570281124498,
          0.024175824175824177,
          0.007911392405063292,
          0.011799410029498525,
          0,
          0.014925373134328358,
          0.009708737864077669,
          0.010638297872340425,
          0.017857142857142856,
          0.02702702702702703,
          0.006134969325153374,
          0,
          0.041666666666666664,
          0.018867924528301886,
          0.007782101167315175,
          0,
          0.00625,
          0.02142857142857143,
          0.004016064257028112,
          0,
          0.01098901098901099,
          0.0061162079510703364,
          0.00676818950930626,
          0,
          0.013333333333333334,
          0.016918967052537846,
          0,
          0
         ],
         "yaxis": "y"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x2",
         "y": [
          0,
          0.022429906542056073,
          0.01411764705882353,
          0.015723270440251572,
          0.018543046357615896,
          0,
          0.01559792027729636,
          0.018787361229718188,
          0.006060606060606061,
          0.011876484560570071,
          0.016091954022988506,
          0.012213740458015267,
          0,
          0.01,
          0.010101010101010102,
          0.014251781472684086,
          0.023809523809523808,
          0.0213903743315508,
          0.01910828025477707,
          0.017932489451476793,
          0,
          0.009345794392523364,
          0.01579778830963665,
          0.006644518272425249,
          0.024,
          0.020689655172413793,
          0.01744186046511628,
          0.018134715025906734,
          0.02142857142857143,
          0.015261044176706828,
          0.015384615384615385,
          0.012658227848101266,
          0.02359882005899705,
          0,
          0.004975124378109453,
          0.006472491909385114,
          0,
          0.01488095238095238,
          0.02702702702702703,
          0.03067484662576687,
          0,
          0.020833333333333332,
          0,
          0.01556420233463035,
          0.05263157894736842,
          0.01875,
          0.02142857142857143,
          0.008032128514056224,
          0.029411764705882353,
          0.04395604395604396,
          0,
          0.021996615905245348,
          0.03571428571428571,
          0,
          0.016028495102404273,
          0.00881057268722467,
          0.014084507042253521
         ],
         "yaxis": "y2"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x3",
         "y": [
          0.0070921985815602835,
          0.005607476635514018,
          0.018823529411764704,
          0.006289308176100629,
          0,
          0.005235602094240838,
          0.019064124783362217,
          0.005123825789923143,
          0,
          0.009501187648456057,
          0.006896551724137931,
          0.015267175572519083,
          0,
          0.008571428571428572,
          0.020202020202020204,
          0.011876484560570071,
          0,
          0.0106951871657754,
          0.01910828025477707,
          0.005274261603375527,
          0.010638297872340425,
          0.009345794392523364,
          0.018957345971563982,
          0.006644518272425249,
          0.013333333333333334,
          0.013793103448275862,
          0.005813953488372093,
          0,
          0.014285714285714285,
          0.0024096385542168677,
          0.015384615384615385,
          0.007911392405063292,
          0.011799410029498525,
          0,
          0.004975124378109453,
          0.006472491909385114,
          0.010638297872340425,
          0.008928571428571428,
          0.006756756756756757,
          0.006134969325153374,
          0.027777777777777776,
          0,
          0.018867924528301886,
          0.007782101167315175,
          0,
          0.015625,
          0,
          0,
          0,
          0.01098901098901099,
          0.0061162079510703364,
          0.01353637901861252,
          0,
          0.013333333333333334,
          0.006233303650934996,
          0.00881057268722467,
          0
         ],
         "yaxis": "y3"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x4",
         "y": [
          0.02127659574468085,
          0.03551401869158879,
          0.007058823529411765,
          0.012578616352201259,
          0.011920529801324504,
          0.005235602094240838,
          0.008665511265164644,
          0.010247651579846286,
          0.006060606060606061,
          0.009501187648456057,
          0.029885057471264367,
          0.01984732824427481,
          0.014492753623188406,
          0.032857142857142856,
          0.030303030303030304,
          0.009501187648456057,
          0.047619047619047616,
          0.0053475935828877,
          0.03184713375796178,
          0.020042194092827006,
          0,
          0.018691588785046728,
          0.01263823064770932,
          0.019933554817275746,
          0.024,
          0.02413793103448276,
          0.011627906976744186,
          0.015544041450777202,
          0.02142857142857143,
          0.010441767068273093,
          0.03956043956043956,
          0.014240506329113924,
          0.014749262536873156,
          0,
          0.004975124378109453,
          0.012944983818770227,
          0.010638297872340425,
          0.020833333333333332,
          0,
          0,
          0,
          0,
          0.018867924528301886,
          0.007782101167315175,
          0,
          0.0125,
          0.007142857142857143,
          0.012048192771084338,
          0,
          0.01098901098901099,
          0.024464831804281346,
          0.01353637901861252,
          0,
          0.02666666666666667,
          0.0213713268032057,
          0.004405286343612335,
          0
         ],
         "yaxis": "y4"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x5",
         "y": [
          0.0070921985815602835,
          0.022429906542056073,
          0.007058823529411765,
          0.0031446540880503146,
          0.009271523178807948,
          0,
          0.02079722703639515,
          0.009393680614859094,
          0.006060606060606061,
          0.014251781472684086,
          0.034482758620689655,
          0.007633587786259542,
          0,
          0.002857142857142857,
          0.015151515151515152,
          0.014251781472684086,
          0,
          0.016042780748663103,
          0.025477707006369428,
          0.016877637130801686,
          0.010638297872340425,
          0.003115264797507788,
          0.009478672985781991,
          0,
          0.016,
          0.010344827586206896,
          0.011627906976744186,
          0.010362694300518135,
          0.007142857142857143,
          0.015261044176706828,
          0.004395604395604396,
          0.011075949367088608,
          0.017699115044247787,
          0,
          0,
          0.003236245954692557,
          0,
          0.011904761904761904,
          0.02027027027027027,
          0.012269938650306749,
          0,
          0,
          0,
          0.007782101167315175,
          0,
          0.009375,
          0.014285714285714285,
          0.024096385542168676,
          0,
          0,
          0,
          0.00676818950930626,
          0,
          0,
          0.007123775601068566,
          0.00881057268722467,
          0.028169014084507043
         ],
         "yaxis": "y5"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x6",
         "y": [
          0.02127659574468085,
          0.044859813084112146,
          0.042352941176470586,
          0.018867924528301886,
          0.015894039735099338,
          0.02617801047120419,
          0.025996533795493933,
          0.017933390264730998,
          0.012121212121212121,
          0.023752969121140142,
          0.034482758620689655,
          0.03816793893129771,
          0.014492753623188406,
          0.04857142857142857,
          0.030303030303030304,
          0.021377672209026127,
          0.023809523809523808,
          0.03208556149732621,
          0.025477707006369428,
          0.026371308016877638,
          0.02127659574468085,
          0.021806853582554516,
          0.03475513428120063,
          0.016611295681063124,
          0.042666666666666665,
          0.032758620689655175,
          0.005813953488372093,
          0.012953367875647668,
          0.04285714285714286,
          0.01606425702811245,
          0.05054945054945055,
          0.023734177215189875,
          0.014749262536873156,
          0,
          0.01990049751243781,
          0.022653721682847898,
          0.010638297872340425,
          0.023809523809523808,
          0.013513513513513514,
          0.024539877300613498,
          0.027777777777777776,
          0.020833333333333332,
          0.03773584905660377,
          0.023346303501945526,
          0.017543859649122806,
          0.03125,
          0.014285714285714285,
          0.012048192771084338,
          0.029411764705882353,
          0.054945054945054944,
          0.021406727828746176,
          0.023688663282571912,
          0.03571428571428571,
          0.06666666666666667,
          0.030276046304541407,
          0.00881057268722467,
          0.007042253521126761
         ],
         "yaxis": "y6"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x7",
         "y": [
          0.03546099290780142,
          0.041121495327102804,
          0.011764705882352941,
          0.06289308176100629,
          0.04768211920529802,
          0.020942408376963352,
          0.04679376083188908,
          0.04013663535439795,
          0.04242424242424243,
          0.06175771971496437,
          0.06896551724137931,
          0.0366412213740458,
          0.014492753623188406,
          0.012857142857142857,
          0.025252525252525252,
          0.047505938242280284,
          0.07142857142857142,
          0.040106951871657755,
          0.07643312101910828,
          0.04113924050632911,
          0.031914893617021274,
          0.03426791277258567,
          0.018957345971563982,
          0.009966777408637873,
          0.018666666666666668,
          0.02586206896551724,
          0.0755813953488372,
          0.04922279792746114,
          0.02857142857142857,
          0.02891566265060241,
          0.026373626373626374,
          0.022151898734177215,
          0.02654867256637168,
          0.039603960396039604,
          0.009950248756218905,
          0.019417475728155338,
          0.010638297872340425,
          0.02976190476190476,
          0.060810810810810814,
          0.03680981595092025,
          0,
          0.0625,
          0.018867924528301886,
          0.0311284046692607,
          0.05263157894736842,
          0.0125,
          0.05714285714285714,
          0.028112449799196786,
          0.058823529411764705,
          0.02197802197802198,
          0.009174311926605505,
          0.02030456852791878,
          0,
          0.013333333333333334,
          0.0365093499554764,
          0.04405286343612335,
          0.04929577464788732
         ],
         "yaxis": "y7"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x8",
         "y": [
          0.02127659574468085,
          0.014953271028037384,
          0.009411764705882352,
          0.012578616352201259,
          0.0026490066225165563,
          0.005235602094240838,
          0.01559792027729636,
          0.012809564474807857,
          0.012121212121212121,
          0.017814726840855107,
          0.022988505747126436,
          0.01984732824427481,
          0,
          0.02,
          0.030303030303030304,
          0.0023752969121140144,
          0,
          0.01871657754010695,
          0.025477707006369428,
          0.010548523206751054,
          0.02127659574468085,
          0.012461059190031152,
          0.01263823064770932,
          0.013289036544850499,
          0.029333333333333333,
          0.01206896551724138,
          0.011627906976744186,
          0.010362694300518135,
          0.02857142857142857,
          0.00963855421686747,
          0.015384615384615385,
          0.007911392405063292,
          0.011799410029498525,
          0,
          0,
          0.009708737864077669,
          0.010638297872340425,
          0.017857142857142856,
          0.02702702702702703,
          0.006134969325153374,
          0,
          0.041666666666666664,
          0.018867924528301886,
          0,
          0,
          0.00625,
          0.007142857142857143,
          0.012048192771084338,
          0,
          0.02197802197802198,
          0.0030581039755351682,
          0.008460236886632826,
          0,
          0.013333333333333334,
          0.009795191451469279,
          0.004405286343612335,
          0.007042253521126761
         ],
         "yaxis": "y8"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x9",
         "y": [
          0,
          0.007476635514018692,
          0.009411764705882352,
          0.006289308176100629,
          0.007947019867549669,
          0.005235602094240838,
          0.005199306759098787,
          0.007685738684884714,
          0,
          0.009501187648456057,
          0.009195402298850575,
          0.00916030534351145,
          0,
          0.011428571428571429,
          0.015151515151515152,
          0.009501187648456057,
          0,
          0.0106951871657754,
          0.03184713375796178,
          0.020042194092827006,
          0,
          0.01557632398753894,
          0.01263823064770932,
          0.013289036544850499,
          0.013333333333333334,
          0.017241379310344827,
          0.011627906976744186,
          0.012953367875647668,
          0.02142857142857143,
          0.010441767068273093,
          0.01098901098901099,
          0.007911392405063292,
          0.011799410029498525,
          0.009900990099009901,
          0,
          0.016181229773462782,
          0.010638297872340425,
          0.017857142857142856,
          0.02027027027027027,
          0.006134969325153374,
          0,
          0,
          0,
          0,
          0,
          0.015625,
          0,
          0.008032128514056224,
          0,
          0,
          0.01529051987767584,
          0.00676818950930626,
          0,
          0,
          0.009795191451469279,
          0.013215859030837005,
          0.007042253521126761
         ],
         "yaxis": "y9"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x10",
         "y": [
          0.03546099290780142,
          0.05420560747663551,
          0.011764705882352941,
          0.050314465408805034,
          0.02913907284768212,
          0.015706806282722512,
          0.01559792027729636,
          0.008539709649871904,
          0.015151515151515152,
          0.019002375296912115,
          0.006896551724137931,
          0.021374045801526718,
          0,
          0.008571428571428572,
          0.015151515151515152,
          0.011876484560570071,
          0.047619047619047616,
          0.026737967914438502,
          0.01910828025477707,
          0.022151898734177215,
          0.010638297872340425,
          0.01557632398753894,
          0.01263823064770932,
          0.0033222591362126247,
          0.021333333333333333,
          0.01206896551724138,
          0.01744186046511628,
          0.046632124352331605,
          0.02142857142857143,
          0.028112449799196786,
          0.02197802197802198,
          0.011075949367088608,
          0.014749262536873156,
          0.019801980198019802,
          0.009950248756218905,
          0.009708737864077669,
          0,
          0.01488095238095238,
          0.013513513513513514,
          0.03067484662576687,
          0,
          0,
          0,
          0.011673151750972763,
          0.07017543859649122,
          0.009375,
          0.02142857142857143,
          0.012048192771084338,
          0,
          0.01098901098901099,
          0.009174311926605505,
          0.023688663282571912,
          0.03571428571428571,
          0.013333333333333334,
          0.012466607301869992,
          0.02643171806167401,
          0.028169014084507043
         ],
         "yaxis": "y10"
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anger",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anticipation",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Disgust",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Fear",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Joy",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Negative",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Positive",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Sadness",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Surprise",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Trust",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         }
        ],
        "height": 1500,
        "showlegend": false,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Emotional arcs identified across the scenes in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis10": {
         "anchor": "y10",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis2": {
         "anchor": "y2",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis3": {
         "anchor": "y3",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis4": {
         "anchor": "y4",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis5": {
         "anchor": "y5",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis6": {
         "anchor": "y6",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis7": {
         "anchor": "y7",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis8": {
         "anchor": "y8",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis9": {
         "anchor": "y9",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis10": {
         "anchor": "x10",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis2": {
         "anchor": "x2",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"2569c8b7-eb54-41b2-b1a7-7d42b9f09e6b\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"2569c8b7-eb54-41b2-b1a7-7d42b9f09e6b\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '2569c8b7-eb54-41b2-b1a7-7d42b9f09e6b',\n",
       "                        [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x\", \"y\": [0.02127659574468085, 0.029906542056074768, 0.004705882352941176, 0.012578616352201259, 0.006622516556291391, 0.005235602094240838, 0.01733102253032929, 0.015371477369769428, 0.012121212121212121, 0.0166270783847981, 0.03218390804597701, 0.030534351145038167, 0.0, 0.025714285714285714, 0.025252525252525252, 0.011876484560570071, 0.0, 0.01871657754010695, 0.044585987261146494, 0.015822784810126583, 0.010638297872340425, 0.018691588785046728, 0.01579778830963665, 0.013289036544850499, 0.018666666666666668, 0.013793103448275862, 0.023255813953488372, 0.007772020725388601, 0.014285714285714285, 0.00642570281124498, 0.024175824175824177, 0.007911392405063292, 0.011799410029498525, 0.0, 0.014925373134328358, 0.009708737864077669, 0.010638297872340425, 0.017857142857142856, 0.02702702702702703, 0.006134969325153374, 0.0, 0.041666666666666664, 0.018867924528301886, 0.007782101167315175, 0.0, 0.00625, 0.02142857142857143, 0.004016064257028112, 0.0, 0.01098901098901099, 0.0061162079510703364, 0.00676818950930626, 0.0, 0.013333333333333334, 0.016918967052537846, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x2\", \"y\": [0.0, 0.022429906542056073, 0.01411764705882353, 0.015723270440251572, 0.018543046357615896, 0.0, 0.01559792027729636, 0.018787361229718188, 0.006060606060606061, 0.011876484560570071, 0.016091954022988506, 0.012213740458015267, 0.0, 0.01, 0.010101010101010102, 0.014251781472684086, 0.023809523809523808, 0.0213903743315508, 0.01910828025477707, 0.017932489451476793, 0.0, 0.009345794392523364, 0.01579778830963665, 0.006644518272425249, 0.024, 0.020689655172413793, 0.01744186046511628, 0.018134715025906734, 0.02142857142857143, 0.015261044176706828, 0.015384615384615385, 0.012658227848101266, 0.02359882005899705, 0.0, 0.004975124378109453, 0.006472491909385114, 0.0, 0.01488095238095238, 0.02702702702702703, 0.03067484662576687, 0.0, 0.020833333333333332, 0.0, 0.01556420233463035, 0.05263157894736842, 0.01875, 0.02142857142857143, 0.008032128514056224, 0.029411764705882353, 0.04395604395604396, 0.0, 0.021996615905245348, 0.03571428571428571, 0.0, 0.016028495102404273, 0.00881057268722467, 0.014084507042253521], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x3\", \"y\": [0.0070921985815602835, 0.005607476635514018, 0.018823529411764704, 0.006289308176100629, 0.0, 0.005235602094240838, 0.019064124783362217, 0.005123825789923143, 0.0, 0.009501187648456057, 0.006896551724137931, 0.015267175572519083, 0.0, 0.008571428571428572, 0.020202020202020204, 0.011876484560570071, 0.0, 0.0106951871657754, 0.01910828025477707, 0.005274261603375527, 0.010638297872340425, 0.009345794392523364, 0.018957345971563982, 0.006644518272425249, 0.013333333333333334, 0.013793103448275862, 0.005813953488372093, 0.0, 0.014285714285714285, 0.0024096385542168677, 0.015384615384615385, 0.007911392405063292, 0.011799410029498525, 0.0, 0.004975124378109453, 0.006472491909385114, 0.010638297872340425, 0.008928571428571428, 0.006756756756756757, 0.006134969325153374, 0.027777777777777776, 0.0, 0.018867924528301886, 0.007782101167315175, 0.0, 0.015625, 0.0, 0.0, 0.0, 0.01098901098901099, 0.0061162079510703364, 0.01353637901861252, 0.0, 0.013333333333333334, 0.006233303650934996, 0.00881057268722467, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x4\", \"y\": [0.02127659574468085, 0.03551401869158879, 0.007058823529411765, 0.012578616352201259, 0.011920529801324504, 0.005235602094240838, 0.008665511265164644, 0.010247651579846286, 0.006060606060606061, 0.009501187648456057, 0.029885057471264367, 0.01984732824427481, 0.014492753623188406, 0.032857142857142856, 0.030303030303030304, 0.009501187648456057, 0.047619047619047616, 0.0053475935828877, 0.03184713375796178, 0.020042194092827006, 0.0, 0.018691588785046728, 0.01263823064770932, 0.019933554817275746, 0.024, 0.02413793103448276, 0.011627906976744186, 0.015544041450777202, 0.02142857142857143, 0.010441767068273093, 0.03956043956043956, 0.014240506329113924, 0.014749262536873156, 0.0, 0.004975124378109453, 0.012944983818770227, 0.010638297872340425, 0.020833333333333332, 0.0, 0.0, 0.0, 0.0, 0.018867924528301886, 0.007782101167315175, 0.0, 0.0125, 0.007142857142857143, 0.012048192771084338, 0.0, 0.01098901098901099, 0.024464831804281346, 0.01353637901861252, 0.0, 0.02666666666666667, 0.0213713268032057, 0.004405286343612335, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x5\", \"y\": [0.0070921985815602835, 0.022429906542056073, 0.007058823529411765, 0.0031446540880503146, 0.009271523178807948, 0.0, 0.02079722703639515, 0.009393680614859094, 0.006060606060606061, 0.014251781472684086, 0.034482758620689655, 0.007633587786259542, 0.0, 0.002857142857142857, 0.015151515151515152, 0.014251781472684086, 0.0, 0.016042780748663103, 0.025477707006369428, 0.016877637130801686, 0.010638297872340425, 0.003115264797507788, 0.009478672985781991, 0.0, 0.016, 0.010344827586206896, 0.011627906976744186, 0.010362694300518135, 0.007142857142857143, 0.015261044176706828, 0.004395604395604396, 0.011075949367088608, 0.017699115044247787, 0.0, 0.0, 0.003236245954692557, 0.0, 0.011904761904761904, 0.02027027027027027, 0.012269938650306749, 0.0, 0.0, 0.0, 0.007782101167315175, 0.0, 0.009375, 0.014285714285714285, 0.024096385542168676, 0.0, 0.0, 0.0, 0.00676818950930626, 0.0, 0.0, 0.007123775601068566, 0.00881057268722467, 0.028169014084507043], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x6\", \"y\": [0.02127659574468085, 0.044859813084112146, 0.042352941176470586, 0.018867924528301886, 0.015894039735099338, 0.02617801047120419, 0.025996533795493933, 0.017933390264730998, 0.012121212121212121, 0.023752969121140142, 0.034482758620689655, 0.03816793893129771, 0.014492753623188406, 0.04857142857142857, 0.030303030303030304, 0.021377672209026127, 0.023809523809523808, 0.03208556149732621, 0.025477707006369428, 0.026371308016877638, 0.02127659574468085, 0.021806853582554516, 0.03475513428120063, 0.016611295681063124, 0.042666666666666665, 0.032758620689655175, 0.005813953488372093, 0.012953367875647668, 0.04285714285714286, 0.01606425702811245, 0.05054945054945055, 0.023734177215189875, 0.014749262536873156, 0.0, 0.01990049751243781, 0.022653721682847898, 0.010638297872340425, 0.023809523809523808, 0.013513513513513514, 0.024539877300613498, 0.027777777777777776, 0.020833333333333332, 0.03773584905660377, 0.023346303501945526, 0.017543859649122806, 0.03125, 0.014285714285714285, 0.012048192771084338, 0.029411764705882353, 0.054945054945054944, 0.021406727828746176, 0.023688663282571912, 0.03571428571428571, 0.06666666666666667, 0.030276046304541407, 0.00881057268722467, 0.007042253521126761], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x7\", \"y\": [0.03546099290780142, 0.041121495327102804, 0.011764705882352941, 0.06289308176100629, 0.04768211920529802, 0.020942408376963352, 0.04679376083188908, 0.04013663535439795, 0.04242424242424243, 0.06175771971496437, 0.06896551724137931, 0.0366412213740458, 0.014492753623188406, 0.012857142857142857, 0.025252525252525252, 0.047505938242280284, 0.07142857142857142, 0.040106951871657755, 0.07643312101910828, 0.04113924050632911, 0.031914893617021274, 0.03426791277258567, 0.018957345971563982, 0.009966777408637873, 0.018666666666666668, 0.02586206896551724, 0.0755813953488372, 0.04922279792746114, 0.02857142857142857, 0.02891566265060241, 0.026373626373626374, 0.022151898734177215, 0.02654867256637168, 0.039603960396039604, 0.009950248756218905, 0.019417475728155338, 0.010638297872340425, 0.02976190476190476, 0.060810810810810814, 0.03680981595092025, 0.0, 0.0625, 0.018867924528301886, 0.0311284046692607, 0.05263157894736842, 0.0125, 0.05714285714285714, 0.028112449799196786, 0.058823529411764705, 0.02197802197802198, 0.009174311926605505, 0.02030456852791878, 0.0, 0.013333333333333334, 0.0365093499554764, 0.04405286343612335, 0.04929577464788732], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x8\", \"y\": [0.02127659574468085, 0.014953271028037384, 0.009411764705882352, 0.012578616352201259, 0.0026490066225165563, 0.005235602094240838, 0.01559792027729636, 0.012809564474807857, 0.012121212121212121, 0.017814726840855107, 0.022988505747126436, 0.01984732824427481, 0.0, 0.02, 0.030303030303030304, 0.0023752969121140144, 0.0, 0.01871657754010695, 0.025477707006369428, 0.010548523206751054, 0.02127659574468085, 0.012461059190031152, 0.01263823064770932, 0.013289036544850499, 0.029333333333333333, 0.01206896551724138, 0.011627906976744186, 0.010362694300518135, 0.02857142857142857, 0.00963855421686747, 0.015384615384615385, 0.007911392405063292, 0.011799410029498525, 0.0, 0.0, 0.009708737864077669, 0.010638297872340425, 0.017857142857142856, 0.02702702702702703, 0.006134969325153374, 0.0, 0.041666666666666664, 0.018867924528301886, 0.0, 0.0, 0.00625, 0.007142857142857143, 0.012048192771084338, 0.0, 0.02197802197802198, 0.0030581039755351682, 0.008460236886632826, 0.0, 0.013333333333333334, 0.009795191451469279, 0.004405286343612335, 0.007042253521126761], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x9\", \"y\": [0.0, 0.007476635514018692, 0.009411764705882352, 0.006289308176100629, 0.007947019867549669, 0.005235602094240838, 0.005199306759098787, 0.007685738684884714, 0.0, 0.009501187648456057, 0.009195402298850575, 0.00916030534351145, 0.0, 0.011428571428571429, 0.015151515151515152, 0.009501187648456057, 0.0, 0.0106951871657754, 0.03184713375796178, 0.020042194092827006, 0.0, 0.01557632398753894, 0.01263823064770932, 0.013289036544850499, 0.013333333333333334, 0.017241379310344827, 0.011627906976744186, 0.012953367875647668, 0.02142857142857143, 0.010441767068273093, 0.01098901098901099, 0.007911392405063292, 0.011799410029498525, 0.009900990099009901, 0.0, 0.016181229773462782, 0.010638297872340425, 0.017857142857142856, 0.02027027027027027, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015625, 0.0, 0.008032128514056224, 0.0, 0.0, 0.01529051987767584, 0.00676818950930626, 0.0, 0.0, 0.009795191451469279, 0.013215859030837005, 0.007042253521126761], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x10\", \"y\": [0.03546099290780142, 0.05420560747663551, 0.011764705882352941, 0.050314465408805034, 0.02913907284768212, 0.015706806282722512, 0.01559792027729636, 0.008539709649871904, 0.015151515151515152, 0.019002375296912115, 0.006896551724137931, 0.021374045801526718, 0.0, 0.008571428571428572, 0.015151515151515152, 0.011876484560570071, 0.047619047619047616, 0.026737967914438502, 0.01910828025477707, 0.022151898734177215, 0.010638297872340425, 0.01557632398753894, 0.01263823064770932, 0.0033222591362126247, 0.021333333333333333, 0.01206896551724138, 0.01744186046511628, 0.046632124352331605, 0.02142857142857143, 0.028112449799196786, 0.02197802197802198, 0.011075949367088608, 0.014749262536873156, 0.019801980198019802, 0.009950248756218905, 0.009708737864077669, 0.0, 0.01488095238095238, 0.013513513513513514, 0.03067484662576687, 0.0, 0.0, 0.0, 0.011673151750972763, 0.07017543859649122, 0.009375, 0.02142857142857143, 0.012048192771084338, 0.0, 0.01098901098901099, 0.009174311926605505, 0.023688663282571912, 0.03571428571428571, 0.013333333333333334, 0.012466607301869992, 0.02643171806167401, 0.028169014084507043], \"yaxis\": \"y10\"}],\n",
       "                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"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}}}, \"title\": {\"text\": \"<b> Emotional arcs identified across the scenes in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('2569c8b7-eb54-41b2-b1a7-7d42b9f09e6b');\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": [
    "df_film_emotion = etn.film_emotional_arc()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets check the emotional content for the Top 10 characters in the Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "BALA Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x",
         "y": [
          57,
          82,
          42,
          75,
          48,
          118,
          132,
          59,
          61,
          77
         ],
         "yaxis": "y"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "FORMICA Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x2",
         "y": [
          39,
          41,
          15,
          48,
          30,
          61,
          95,
          28,
          30,
          34
         ],
         "yaxis": "y2"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "WEAVER Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x3",
         "y": [
          13,
          32,
          16,
          10,
          23,
          32,
          62,
          16,
          7,
          38
         ],
         "yaxis": "y3"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "AZTECA Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x4",
         "y": [
          7,
          8,
          8,
          9,
          3,
          18,
          12,
          9,
          6,
          6
         ],
         "yaxis": "y4"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "QUEEN Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x5",
         "y": [
          10,
          14,
          5,
          16,
          11,
          19,
          36,
          8,
          14,
          23
         ],
         "yaxis": "y5"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "BARBATUS Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x6",
         "y": [
          23,
          10,
          10,
          21,
          7,
          31,
          26,
          17,
          5,
          9
         ],
         "yaxis": "y6"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "WORKER Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x7",
         "y": [
          3,
          4,
          2,
          10,
          4,
          9,
          11,
          6,
          6,
          5
         ],
         "yaxis": "y7"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "HANDMAIDEN Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x8",
         "y": [
          1,
          0,
          1,
          0,
          0,
          2,
          9,
          0,
          0,
          3
         ],
         "yaxis": "y8"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "MANDIBLE Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x9",
         "y": [
          5,
          1,
          3,
          2,
          1,
          8,
          4,
          0,
          0,
          1
         ],
         "yaxis": "y9"
        },
        {
         "marker": {
          "color": [
           "lightslategray",
           "crimson",
           "darkcyan",
           "darkgoldenrod",
           "cornsilk",
           "turquoise",
           "limegreen",
           "darkorchid",
           "palevioletred",
           "deeppink"
          ]
         },
         "name": "CARPENTER Sentiment",
         "type": "bar",
         "x": [
          "Anger",
          "Anticipation",
          "Disgust",
          "Fear",
          "Joy",
          "Negative",
          "Positive",
          "Sadness",
          "Surprise",
          "Trust"
         ],
         "xaxis": "x10",
         "y": [
          2,
          2,
          1,
          1,
          3,
          3,
          22,
          2,
          1,
          13
         ],
         "yaxis": "y10"
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "BALA",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "FORMICA",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "WEAVER",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "AZTECA",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "QUEEN",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "BARBATUS",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "WORKER",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "HANDMAIDEN",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "MANDIBLE",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "CARPENTER",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         }
        ],
        "height": 1200,
        "showlegend": false,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Emotional Sentiments of the 10 (Ten) Major Characters in the Antz Movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.45
         ]
        },
        "xaxis10": {
         "anchor": "y10",
         "domain": [
          0.55,
          1
         ]
        },
        "xaxis2": {
         "anchor": "y2",
         "domain": [
          0.55,
          1
         ]
        },
        "xaxis3": {
         "anchor": "y3",
         "domain": [
          0,
          0.45
         ]
        },
        "xaxis4": {
         "anchor": "y4",
         "domain": [
          0.55,
          1
         ]
        },
        "xaxis5": {
         "anchor": "y5",
         "domain": [
          0,
          0.45
         ]
        },
        "xaxis6": {
         "anchor": "y6",
         "domain": [
          0.55,
          1
         ]
        },
        "xaxis7": {
         "anchor": "y7",
         "domain": [
          0,
          0.45
         ]
        },
        "xaxis8": {
         "anchor": "y8",
         "domain": [
          0.55,
          1
         ]
        },
        "xaxis9": {
         "anchor": "y9",
         "domain": [
          0,
          0.45
         ]
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis10": {
         "anchor": "x10",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis2": {
         "anchor": "x2",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Sentiment counts"
         }
        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Sentiment counts"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"c129d37f-c80a-4523-aeed-fef926d00e90\" class=\"plotly-graph-div\" style=\"height:1200px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"c129d37f-c80a-4523-aeed-fef926d00e90\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'c129d37f-c80a-4523-aeed-fef926d00e90',\n",
       "                        [{\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"BALA Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x\", \"y\": [57, 82, 42, 75, 48, 118, 132, 59, 61, 77], \"yaxis\": \"y\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"FORMICA Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x2\", \"y\": [39, 41, 15, 48, 30, 61, 95, 28, 30, 34], \"yaxis\": \"y2\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"WEAVER Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x3\", \"y\": [13, 32, 16, 10, 23, 32, 62, 16, 7, 38], \"yaxis\": \"y3\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"AZTECA Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x4\", \"y\": [7, 8, 8, 9, 3, 18, 12, 9, 6, 6], \"yaxis\": \"y4\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"QUEEN Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x5\", \"y\": [10, 14, 5, 16, 11, 19, 36, 8, 14, 23], \"yaxis\": \"y5\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"BARBATUS Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x6\", \"y\": [23, 10, 10, 21, 7, 31, 26, 17, 5, 9], \"yaxis\": \"y6\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"WORKER Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x7\", \"y\": [3, 4, 2, 10, 4, 9, 11, 6, 6, 5], \"yaxis\": \"y7\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"HANDMAIDEN Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x8\", \"y\": [1, 0, 1, 0, 0, 2, 9, 0, 0, 3], \"yaxis\": \"y8\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"MANDIBLE Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x9\", \"y\": [5, 1, 3, 2, 1, 8, 4, 0, 0, 1], \"yaxis\": \"y9\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"CARPENTER Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x10\", \"y\": [2, 2, 1, 1, 3, 3, 22, 2, 1, 13], \"yaxis\": \"y10\"}],\n",
       "                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"BALA\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"FORMICA\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"WEAVER\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"AZTECA\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"QUEEN\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"BARBATUS\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"WORKER\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"HANDMAIDEN\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"MANDIBLE\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"CARPENTER\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1200, \"showlegend\": false, \"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}}}, \"title\": {\"text\": \"<b> Emotional Sentiments of the 10 (Ten) Major Characters in the Antz Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45]}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0]}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0]}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45]}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0]}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45]}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0]}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45]}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0]}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45]}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Sentiment counts\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('c129d37f-c80a-4523-aeed-fef926d00e90');\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": [
    "df_top10_emotions =  etn.emotional_content_plot(df_film_dialogue, antz_characters, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets check emotional arcs for specific characters\n",
    "\n",
    "###  Emotions at scenes where the character is not present is set to ZERO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0.005235602094240838,
          0,
          0.006831767719897523,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.006329113924050633,
          0,
          0.009345794392523364,
          0.01579778830963665,
          0,
          0.008,
          0.013793103448275862,
          0,
          0,
          0.014285714285714285,
          0.00642570281124498,
          0,
          0.0015822784810126582,
          0.0029498525073746312,
          0,
          0,
          0,
          0,
          0.011904761904761904,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.003125,
          0,
          0,
          0,
          0,
          0,
          0.001692047377326565,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x2",
         "y": [
          0,
          0,
          0,
          0,
          0.0026490066225165563,
          0,
          0,
          0.013663535439795047,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008438818565400843,
          0,
          0.003115264797507788,
          0.01579778830963665,
          0,
          0.013333333333333334,
          0.01896551724137931,
          0,
          0,
          0.02142857142857143,
          0.007228915662650603,
          0,
          0.007911392405063292,
          0.014749262536873156,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.01875,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y2"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x3",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0.005235602094240838,
          0,
          0.0034158838599487617,
          0,
          0.0011876484560570072,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0031645569620253164,
          0,
          0.003115264797507788,
          0.018957345971563982,
          0,
          0.008,
          0.013793103448275862,
          0,
          0,
          0.014285714285714285,
          0.0024096385542168677,
          0,
          0.0031645569620253164,
          0.0029498525073746312,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y3"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x4",
         "y": [
          0,
          0,
          0,
          0,
          0.0026490066225165563,
          0.005235602094240838,
          0,
          0.005977796754910333,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008438818565400843,
          0,
          0.012461059190031152,
          0.01263823064770932,
          0,
          0.013333333333333334,
          0.02413793103448276,
          0,
          0,
          0.02142857142857143,
          0.008032128514056224,
          0,
          0.004746835443037975,
          0.0058997050147492625,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0125,
          0,
          0.004016064257028112,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y4"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x5",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007685738684884714,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005274261603375527,
          0,
          0.003115264797507788,
          0.009478672985781991,
          0,
          0.008,
          0.008620689655172414,
          0,
          0,
          0.007142857142857143,
          0.004819277108433735,
          0,
          0.006329113924050633,
          0.011799410029498525,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.009375,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y5"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x6",
         "y": [
          0,
          0,
          0,
          0,
          0.0013245033112582781,
          0.020942408376963352,
          0,
          0.011101622544833475,
          0,
          0.0011876484560570072,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.012658227848101266,
          0,
          0.009345794392523364,
          0.03317535545023697,
          0,
          0.02666666666666667,
          0.03103448275862069,
          0,
          0,
          0.03571428571428571,
          0.013654618473895583,
          0,
          0.007911392405063292,
          0.0029498525073746312,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0125,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y6"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x7",
         "y": [
          0,
          0,
          0,
          0,
          0.007947019867549669,
          0.005235602094240838,
          0,
          0.02391118701964133,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.017932489451476793,
          0,
          0.024922118380062305,
          0.018957345971563982,
          0,
          0.010666666666666666,
          0.022413793103448276,
          0,
          0,
          0.02857142857142857,
          0.012048192771084338,
          0,
          0.012658227848101266,
          0.02064896755162242,
          0,
          0,
          0,
          0,
          0.005952380952380952,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0125,
          0,
          0,
          0,
          0,
          0,
          0.001692047377326565,
          0,
          0,
          0.0008904719501335708,
          0.004405286343612335,
          0
         ],
         "yaxis": "y7"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x8",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0.005235602094240838,
          0,
          0.007685738684884714,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005274261603375527,
          0,
          0.009345794392523364,
          0.01263823064770932,
          0,
          0.016,
          0.01206896551724138,
          0,
          0,
          0.02142857142857143,
          0.008835341365461847,
          0,
          0.0031645569620253164,
          0.0029498525073746312,
          0,
          0,
          0,
          0,
          0.005952380952380952,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.003125,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y8"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x9",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0.005235602094240838,
          0,
          0.005977796754910333,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.010548523206751054,
          0,
          0.006230529595015576,
          0.01263823064770932,
          0,
          0.005333333333333333,
          0.015517241379310345,
          0,
          0,
          0.02142857142857143,
          0.00642570281124498,
          0,
          0.0031645569620253164,
          0.0058997050147492625,
          0,
          0,
          0,
          0,
          0.005952380952380952,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0125,
          0,
          0,
          0,
          0,
          0,
          0.001692047377326565,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y9"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x10",
         "y": [
          0,
          0,
          0,
          0,
          0.005298013245033113,
          0.005235602094240838,
          0,
          0.005977796754910333,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.014767932489451477,
          0,
          0.012461059190031152,
          0.01263823064770932,
          0,
          0.016,
          0.008620689655172414,
          0,
          0,
          0.02142857142857143,
          0.012048192771084338,
          0,
          0.004746835443037975,
          0.008849557522123894,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.009375,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y10"
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anger",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anticipation",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Disgust",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Fear",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Joy",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Negative",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Positive",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Sadness",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Surprise",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Trust",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         }
        ],
        "height": 1500,
        "showlegend": false,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Emotional arcs of BALA across the scenes in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis10": {
         "anchor": "y10",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis2": {
         "anchor": "y2",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis3": {
         "anchor": "y3",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis4": {
         "anchor": "y4",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis5": {
         "anchor": "y5",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis6": {
         "anchor": "y6",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis7": {
         "anchor": "y7",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis8": {
         "anchor": "y8",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis9": {
         "anchor": "y9",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis10": {
         "anchor": "x10",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis2": {
         "anchor": "x2",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"f98ce03c-58b3-4e52-8331-9c9976bb97aa\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"f98ce03c-58b3-4e52-8331-9c9976bb97aa\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'f98ce03c-58b3-4e52-8331-9c9976bb97aa',\n",
       "                        [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.005235602094240838, 0.0, 0.006831767719897523, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006329113924050633, 0.0, 0.009345794392523364, 0.01579778830963665, 0.0, 0.008, 0.013793103448275862, 0.0, 0.0, 0.014285714285714285, 0.00642570281124498, 0.0, 0.0015822784810126582, 0.0029498525073746312, 0.0, 0.0, 0.0, 0.0, 0.011904761904761904, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.003125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.001692047377326565, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x2\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0026490066225165563, 0.0, 0.0, 0.013663535439795047, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008438818565400843, 0.0, 0.003115264797507788, 0.01579778830963665, 0.0, 0.013333333333333334, 0.01896551724137931, 0.0, 0.0, 0.02142857142857143, 0.007228915662650603, 0.0, 0.007911392405063292, 0.014749262536873156, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01875, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.005235602094240838, 0.0, 0.0034158838599487617, 0.0, 0.0011876484560570072, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0031645569620253164, 0.0, 0.003115264797507788, 0.018957345971563982, 0.0, 0.008, 0.013793103448275862, 0.0, 0.0, 0.014285714285714285, 0.0024096385542168677, 0.0, 0.0031645569620253164, 0.0029498525073746312, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x4\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0026490066225165563, 0.005235602094240838, 0.0, 0.005977796754910333, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008438818565400843, 0.0, 0.012461059190031152, 0.01263823064770932, 0.0, 0.013333333333333334, 0.02413793103448276, 0.0, 0.0, 0.02142857142857143, 0.008032128514056224, 0.0, 0.004746835443037975, 0.0058997050147492625, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0125, 0.0, 0.004016064257028112, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x5\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007685738684884714, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005274261603375527, 0.0, 0.003115264797507788, 0.009478672985781991, 0.0, 0.008, 0.008620689655172414, 0.0, 0.0, 0.007142857142857143, 0.004819277108433735, 0.0, 0.006329113924050633, 0.011799410029498525, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.009375, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x6\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0013245033112582781, 0.020942408376963352, 0.0, 0.011101622544833475, 0.0, 0.0011876484560570072, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012658227848101266, 0.0, 0.009345794392523364, 0.03317535545023697, 0.0, 0.02666666666666667, 0.03103448275862069, 0.0, 0.0, 0.03571428571428571, 0.013654618473895583, 0.0, 0.007911392405063292, 0.0029498525073746312, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x7\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.007947019867549669, 0.005235602094240838, 0.0, 0.02391118701964133, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017932489451476793, 0.0, 0.024922118380062305, 0.018957345971563982, 0.0, 0.010666666666666666, 0.022413793103448276, 0.0, 0.0, 0.02857142857142857, 0.012048192771084338, 0.0, 0.012658227848101266, 0.02064896755162242, 0.0, 0.0, 0.0, 0.0, 0.005952380952380952, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.001692047377326565, 0.0, 0.0, 0.0008904719501335708, 0.004405286343612335, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x8\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.005235602094240838, 0.0, 0.007685738684884714, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005274261603375527, 0.0, 0.009345794392523364, 0.01263823064770932, 0.0, 0.016, 0.01206896551724138, 0.0, 0.0, 0.02142857142857143, 0.008835341365461847, 0.0, 0.0031645569620253164, 0.0029498525073746312, 0.0, 0.0, 0.0, 0.0, 0.005952380952380952, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.003125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x9\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.005235602094240838, 0.0, 0.005977796754910333, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010548523206751054, 0.0, 0.006230529595015576, 0.01263823064770932, 0.0, 0.005333333333333333, 0.015517241379310345, 0.0, 0.0, 0.02142857142857143, 0.00642570281124498, 0.0, 0.0031645569620253164, 0.0058997050147492625, 0.0, 0.0, 0.0, 0.0, 0.005952380952380952, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.001692047377326565, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x10\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.005298013245033113, 0.005235602094240838, 0.0, 0.005977796754910333, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014767932489451477, 0.0, 0.012461059190031152, 0.01263823064770932, 0.0, 0.016, 0.008620689655172414, 0.0, 0.0, 0.02142857142857143, 0.012048192771084338, 0.0, 0.004746835443037975, 0.008849557522123894, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.009375, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y10\"}],\n",
       "                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"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}}}, \"title\": {\"text\": \"<b> Emotional arcs of BALA across the scenes in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('f98ce03c-58b3-4e52-8331-9c9976bb97aa');\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": [
    "df_ba_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'BALA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.005199306759098787,
          0.0025619128949615714,
          0.00909090909090909,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0.0033222591362126247,
          0,
          0,
          0,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.001692047377326565,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x2",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.008665511265164644,
          0.0025619128949615714,
          0.006060606060606061,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007125890736342043,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0.0033222591362126247,
          0,
          0,
          0,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.004016064257028112,
          0,
          0,
          0,
          0.021996615905245348,
          0,
          0,
          0.0008904719501335708,
          0,
          0
         ],
         "yaxis": "y2"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x3",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.012131715771230503,
          0.0008539709649871904,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0023752969121140144,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.01015228426395939,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y3"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x4",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.0034662045060658577,
          0.0017079419299743809,
          0.0030303030303030303,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005076142131979695,
          0,
          0,
          0.0008904719501335708,
          0,
          0
         ],
         "yaxis": "y4"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x5",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.01386481802426343,
          0.0008539709649871904,
          0.006060606060606061,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007125890736342043,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008032128514056224,
          0,
          0,
          0,
          0.00676818950930626,
          0,
          0,
          0.0008904719501335708,
          0,
          0
         ],
         "yaxis": "y5"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x6",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.01559792027729636,
          0.0034158838599487617,
          0.00909090909090909,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0023752969121140144,
          0,
          0.008021390374331552,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.01692047377326565,
          0,
          0,
          0.0008904719501335708,
          0,
          0
         ],
         "yaxis": "y6"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x7",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.029462738301559793,
          0.004269854824935952,
          0.03333333333333333,
          0,
          0,
          0,
          0,
          0,
          0,
          0.014251781472684086,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0.0033222591362126247,
          0,
          0,
          0,
          0.02072538860103627,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008032128514056224,
          0,
          0,
          0,
          0.015228426395939087,
          0,
          0,
          0.0017809439002671415,
          0,
          0
         ],
         "yaxis": "y7"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x8",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.008665511265164644,
          0.0017079419299743809,
          0.00909090909090909,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008021390374331552,
          0,
          0,
          0,
          0,
          0,
          0.0033222591362126247,
          0,
          0,
          0,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.001692047377326565,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y8"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x9",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.0017331022530329288,
          0.0008539709649871904,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.00338409475465313,
          0,
          0,
          0,
          0,
          0
         ],
         "yaxis": "y9"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x10",
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0.008665511265164644,
          0.0008539709649871904,
          0.015151515151515152,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007125890736342043,
          0,
          0.00267379679144385,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.018134715025906734,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008032128514056224,
          0,
          0,
          0,
          0.021996615905245348,
          0,
          0,
          0.0008904719501335708,
          0,
          0
         ],
         "yaxis": "y10"
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anger",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anticipation",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Disgust",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Fear",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Joy",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Negative",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Positive",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Sadness",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Surprise",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Trust",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         }
        ],
        "height": 1500,
        "showlegend": false,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Emotional arcs of WEAVER across the scenes in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis10": {
         "anchor": "y10",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis2": {
         "anchor": "y2",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis3": {
         "anchor": "y3",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis4": {
         "anchor": "y4",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis5": {
         "anchor": "y5",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis6": {
         "anchor": "y6",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis7": {
         "anchor": "y7",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis8": {
         "anchor": "y8",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis9": {
         "anchor": "y9",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis10": {
         "anchor": "x10",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis2": {
         "anchor": "x2",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"439b2139-4d92-4ef6-86ff-dd47dce05712\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"439b2139-4d92-4ef6-86ff-dd47dce05712\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '439b2139-4d92-4ef6-86ff-dd47dce05712',\n",
       "                        [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005199306759098787, 0.0025619128949615714, 0.00909090909090909, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033222591362126247, 0.0, 0.0, 0.0, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.001692047377326565, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x2\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008665511265164644, 0.0025619128949615714, 0.006060606060606061, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007125890736342043, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033222591362126247, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004016064257028112, 0.0, 0.0, 0.0, 0.021996615905245348, 0.0, 0.0, 0.0008904719501335708, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012131715771230503, 0.0008539709649871904, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0023752969121140144, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01015228426395939, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x4\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0034662045060658577, 0.0017079419299743809, 0.0030303030303030303, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005076142131979695, 0.0, 0.0, 0.0008904719501335708, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x5\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01386481802426343, 0.0008539709649871904, 0.006060606060606061, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007125890736342043, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008032128514056224, 0.0, 0.0, 0.0, 0.00676818950930626, 0.0, 0.0, 0.0008904719501335708, 0.0, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x6\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01559792027729636, 0.0034158838599487617, 0.00909090909090909, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0023752969121140144, 0.0, 0.008021390374331552, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01692047377326565, 0.0, 0.0, 0.0008904719501335708, 0.0, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x7\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.029462738301559793, 0.004269854824935952, 0.03333333333333333, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014251781472684086, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033222591362126247, 0.0, 0.0, 0.0, 0.02072538860103627, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008032128514056224, 0.0, 0.0, 0.0, 0.015228426395939087, 0.0, 0.0, 0.0017809439002671415, 0.0, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x8\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008665511265164644, 0.0017079419299743809, 0.00909090909090909, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008021390374331552, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033222591362126247, 0.0, 0.0, 0.0, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.001692047377326565, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x9\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0017331022530329288, 0.0008539709649871904, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00338409475465313, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x10\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008665511265164644, 0.0008539709649871904, 0.015151515151515152, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007125890736342043, 0.0, 0.00267379679144385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.018134715025906734, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008032128514056224, 0.0, 0.0, 0.0, 0.021996615905245348, 0.0, 0.0, 0.0008904719501335708, 0.0, 0.0], \"yaxis\": \"y10\"}],\n",
       "                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"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}}}, \"title\": {\"text\": \"<b> Emotional arcs of WEAVER across the scenes in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('439b2139-4d92-4ef6-86ff-dd47dce05712');\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": [
    "df_WV_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'WEAVER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x",
         "y": [
          0,
          0,
          0,
          0.009433962264150943,
          0.003973509933774834,
          0,
          0,
          0,
          0,
          0.0035629453681710215,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0053475935828877,
          0.044585987261146494,
          0.007383966244725738,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007142857142857143,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.01157613535173642,
          0,
          0
         ],
         "yaxis": "y"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x2",
         "y": [
          0,
          0,
          0,
          0.006289308176100629,
          0.003973509933774834,
          0,
          0,
          0,
          0,
          0.0059382422802850355,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008021390374331552,
          0.01910828025477707,
          0.006329113924050633,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007772020725388601,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0.012269938650306749,
          0,
          0,
          0,
          0,
          0,
          0,
          0.014285714285714285,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008904719501335707,
          0,
          0
         ],
         "yaxis": "y2"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x3",
         "y": [
          0,
          0,
          0,
          0.0031446540880503146,
          0,
          0,
          0,
          0,
          0,
          0.0059382422802850355,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0053475935828877,
          0.01910828025477707,
          0.0010548523206751054,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.002976190476190476,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0017809439002671415,
          0,
          0
         ],
         "yaxis": "y3"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x4",
         "y": [
          0,
          0,
          0,
          0.006289308176100629,
          0.0026490066225165563,
          0,
          0,
          0,
          0,
          0.0059382422802850355,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.03184713375796178,
          0.008438818565400843,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007142857142857143,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.017809439002671415,
          0,
          0
         ],
         "yaxis": "y4"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x5",
         "y": [
          0,
          0,
          0,
          0.0031446540880503146,
          0,
          0,
          0,
          0,
          0,
          0.009501187648456057,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0053475935828877,
          0.025477707006369428,
          0.006329113924050633,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007142857142857143,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.003561887800534283,
          0,
          0
         ],
         "yaxis": "y5"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x6",
         "y": [
          0,
          0,
          0,
          0.012578616352201259,
          0.005298013245033113,
          0,
          0,
          0,
          0,
          0.010688836104513063,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008021390374331552,
          0.025477707006369428,
          0.010548523206751054,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0.0025906735751295338,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0.006134969325153374,
          0,
          0,
          0,
          0,
          0,
          0,
          0.014285714285714285,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.020480854853072127,
          0,
          0
         ],
         "yaxis": "y6"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x7",
         "y": [
          0,
          0,
          0,
          0.018867924528301886,
          0.009271523178807948,
          0,
          0,
          0,
          0,
          0.021377672209026127,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0106951871657754,
          0.07643312101910828,
          0.012658227848101266,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0.015544041450777202,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.020833333333333332,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.02142857142857143,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.017809439002671415,
          0,
          0
         ],
         "yaxis": "y7"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x8",
         "y": [
          0,
          0,
          0,
          0.006289308176100629,
          0,
          0,
          0,
          0,
          0,
          0.004750593824228029,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.025477707006369428,
          0.004219409282700422,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005813953488372093,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.011904761904761904,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008014247551202136,
          0,
          0
         ],
         "yaxis": "y8"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x9",
         "y": [
          0,
          0,
          0,
          0.006289308176100629,
          0.0026490066225165563,
          0,
          0,
          0,
          0,
          0.007125890736342043,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.00267379679144385,
          0.03184713375796178,
          0.004219409282700422,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.0051813471502590676,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.006233303650934996,
          0,
          0
         ],
         "yaxis": "y9"
        },
        {
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56
         ],
         "xaxis": "x10",
         "y": [
          0,
          0,
          0,
          0.012578616352201259,
          0.0013245033112582781,
          0,
          0,
          0,
          0,
          0.0059382422802850355,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008021390374331552,
          0.01910828025477707,
          0.004219409282700422,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.012953367875647668,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.008928571428571428,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.007142857142857143,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.005342831700801425,
          0,
          0
         ],
         "yaxis": "y10"
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anger",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Anticipation",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 1,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Disgust",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Fear",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.78,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Joy",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Negative",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.56,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Positive",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Sadness",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.33999999999999997,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Surprise",
          "x": 0.225,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         },
         {
          "font": {
           "size": 16
          },
          "showarrow": false,
          "text": "Trust",
          "x": 0.775,
          "xanchor": "center",
          "xref": "paper",
          "y": 0.12,
          "yanchor": "bottom",
          "yref": "paper"
         }
        ],
        "height": 1500,
        "showlegend": false,
        "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
          }
         }
        },
        "title": {
         "text": "<b> Emotional arcs of FORMICA across the scenes in the Antz movie <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis10": {
         "anchor": "y10",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis2": {
         "anchor": "y2",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis3": {
         "anchor": "y3",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis4": {
         "anchor": "y4",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis5": {
         "anchor": "y5",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis6": {
         "anchor": "y6",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis7": {
         "anchor": "y7",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis8": {
         "anchor": "y8",
         "domain": [
          0.55,
          1
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "xaxis9": {
         "anchor": "y9",
         "domain": [
          0,
          0.45
         ],
         "dtick": 20,
         "title": {
          "text": "Scenes"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis10": {
         "anchor": "x10",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis2": {
         "anchor": "x2",
         "domain": [
          0.88,
          1
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis3": {
         "anchor": "x3",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis4": {
         "anchor": "x4",
         "domain": [
          0.66,
          0.78
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis5": {
         "anchor": "x5",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis6": {
         "anchor": "x6",
         "domain": [
          0.44,
          0.56
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis7": {
         "anchor": "x7",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis8": {
         "anchor": "x8",
         "domain": [
          0.22,
          0.33999999999999997
         ],
         "title": {
          "text": "Average Sentiment"
         }
        },
        "yaxis9": {
         "anchor": "x9",
         "domain": [
          0,
          0.12
         ],
         "title": {
          "text": "Average Sentiment"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"566cd783-6013-49d6-b5f6-cb88486200a2\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"566cd783-6013-49d6-b5f6-cb88486200a2\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '566cd783-6013-49d6-b5f6-cb88486200a2',\n",
       "                        [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x\", \"y\": [0.0, 0.0, 0.0, 0.009433962264150943, 0.003973509933774834, 0.0, 0.0, 0.0, 0.0, 0.0035629453681710215, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0053475935828877, 0.044585987261146494, 0.007383966244725738, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01157613535173642, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x2\", \"y\": [0.0, 0.0, 0.0, 0.006289308176100629, 0.003973509933774834, 0.0, 0.0, 0.0, 0.0, 0.0059382422802850355, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008021390374331552, 0.01910828025477707, 0.006329113924050633, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007772020725388601, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.012269938650306749, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014285714285714285, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008904719501335707, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.0031446540880503146, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0059382422802850355, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0053475935828877, 0.01910828025477707, 0.0010548523206751054, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002976190476190476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0017809439002671415, 0.0, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x4\", \"y\": [0.0, 0.0, 0.0, 0.006289308176100629, 0.0026490066225165563, 0.0, 0.0, 0.0, 0.0, 0.0059382422802850355, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03184713375796178, 0.008438818565400843, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017809439002671415, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x5\", \"y\": [0.0, 0.0, 0.0, 0.0031446540880503146, 0.0, 0.0, 0.0, 0.0, 0.0, 0.009501187648456057, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0053475935828877, 0.025477707006369428, 0.006329113924050633, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.003561887800534283, 0.0, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x6\", \"y\": [0.0, 0.0, 0.0, 0.012578616352201259, 0.005298013245033113, 0.0, 0.0, 0.0, 0.0, 0.010688836104513063, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008021390374331552, 0.025477707006369428, 0.010548523206751054, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.0025906735751295338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014285714285714285, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.020480854853072127, 0.0, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x7\", \"y\": [0.0, 0.0, 0.0, 0.018867924528301886, 0.009271523178807948, 0.0, 0.0, 0.0, 0.0, 0.021377672209026127, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0106951871657754, 0.07643312101910828, 0.012658227848101266, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.015544041450777202, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.020833333333333332, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017809439002671415, 0.0, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x8\", \"y\": [0.0, 0.0, 0.0, 0.006289308176100629, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004750593824228029, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.025477707006369428, 0.004219409282700422, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005813953488372093, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011904761904761904, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008014247551202136, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x9\", \"y\": [0.0, 0.0, 0.0, 0.006289308176100629, 0.0026490066225165563, 0.0, 0.0, 0.0, 0.0, 0.007125890736342043, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00267379679144385, 0.03184713375796178, 0.004219409282700422, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006233303650934996, 0.0, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], \"xaxis\": \"x10\", \"y\": [0.0, 0.0, 0.0, 0.012578616352201259, 0.0013245033112582781, 0.0, 0.0, 0.0, 0.0, 0.0059382422802850355, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008021390374331552, 0.01910828025477707, 0.004219409282700422, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012953367875647668, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.008928571428571428, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005342831700801425, 0.0, 0.0], \"yaxis\": \"y10\"}],\n",
       "                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"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}}}, \"title\": {\"text\": \"<b> Emotional arcs of FORMICA across the scenes in the Antz movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('566cd783-6013-49d6-b5f6-cb88486200a2');\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": [
    "df_fm_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'FORMICA')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### As usual, this can be done for all characters in the movie, but we will pause here...."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Movie additional information: Exact Scene location, Indoor/Outdoor Scenes percent, Time of Day occurences in the movie...."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "info = scene_info_plots(df_film, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           "TERRAIN NEAR TERMITE STUMP",
           1
          ],
          [
           "MID SKYLIGHT TUNNEL",
           1
          ],
          [
           "SKY ABOVE COLONY",
           1
          ],
          [
           "INSECTOPIA, TOP OF CAN",
           1
          ],
          [
           "TRASH BAG",
           1
          ],
          [
           "FALSE INSECTOPIA",
           1
          ],
          [
           "GRASS JUNGLE",
           1
          ],
          [
           "BIKE PATH",
           1
          ],
          [
           "WEED CLUMP",
           1
          ],
          [
           "KITCHEN",
           1
          ],
          [
           "ABOVE TOWN CENTER",
           1
          ],
          [
           "TERMITE STUMP",
           1
          ],
          [
           "TERMITE QUEEN'S CHAMBER",
           1
          ],
          [
           "TERMITE TUNNEL",
           1
          ],
          [
           "Z'S HOUSE",
           1
          ],
          [
           "DORMITORY",
           1
          ],
          [
           "ANT BAR ENTRANCE",
           1
          ],
          [
           "ANT BAR",
           1
          ],
          [
           "BALA'S QUARTERS",
           1
          ],
          [
           "MOTIVATIONAL COUNSELLOR'S OFFICE",
           1
          ],
          [
           "AN ANT MOUND",
           1
          ],
          [
           "OUTSIDE FORMICA'S CHAMBERS",
           1
          ],
          [
           "SKYLIGHT APEX",
           2
          ],
          [
           "LAKE",
           2
          ],
          [
           "THRONE ROOM",
           2
          ],
          [
           "INSECTOPIA",
           3
          ],
          [
           "FORMICA'S CHAMBERS",
           3
          ],
          [
           "TOWN CENTER",
           6
          ],
          [
           "MEGATUNNEL",
           8
          ],
          [
           "ANT MOUND",
           9
          ]
         ],
         "hovertemplate": "<b> Scene Counts <b>=%{marker.color}<br>Scene Locations=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           1,
           2,
           2,
           2,
           3,
           3,
           6,
           8,
           9
          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          3,
          3,
          6,
          8,
          9
         ],
         "xaxis": "x",
         "y": [
          "TERRAIN NEAR TERMITE STUMP",
          "MID SKYLIGHT TUNNEL",
          "SKY ABOVE COLONY",
          "INSECTOPIA, TOP OF CAN",
          "TRASH BAG",
          "FALSE INSECTOPIA",
          "GRASS JUNGLE",
          "BIKE PATH",
          "WEED CLUMP",
          "KITCHEN",
          "ABOVE TOWN CENTER",
          "TERMITE STUMP",
          "TERMITE QUEEN'S CHAMBER",
          "TERMITE TUNNEL",
          "Z'S HOUSE",
          "DORMITORY",
          "ANT BAR ENTRANCE",
          "ANT BAR",
          "BALA'S QUARTERS",
          "MOTIVATIONAL COUNSELLOR'S OFFICE",
          "AN ANT MOUND",
          "OUTSIDE FORMICA'S CHAMBERS",
          "SKYLIGHT APEX",
          "LAKE",
          "THRONE ROOM",
          "INSECTOPIA",
          "FORMICA'S CHAMBERS",
          "TOWN CENTER",
          "MEGATUNNEL",
          "ANT MOUND"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "<b> Scene Counts <b>"
          }
         },
         "colorscale": [
          [
           0,
           "#ff0000"
          ],
          [
           0.1111111111111111,
           "#ffa700"
          ],
          [
           0.2222222222222222,
           "#afff00"
          ],
          [
           0.3333333333333333,
           "#08ff00"
          ],
          [
           0.4444444444444444,
           "#00ff9f"
          ],
          [
           0.5555555555555556,
           "#00b7ff"
          ],
          [
           0.6666666666666666,
           "#0010ff"
          ],
          [
           0.7777777777777778,
           "#9700ff"
          ],
          [
           0.8888888888888888,
           "#ff00bf"
          ],
          [
           1,
           "#ff0000"
          ]
         ]
        },
        "height": 2000,
        "legend": {
         "tracegroupgap": 0
        },
        "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
          }
         }
        },
        "title": {
         "text": "<b> Scene Locations in the Antz Movie & Number of times they appeared <b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Scene appearance <b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "<b> Locations <b>"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"d20f09ce-7cb3-45a9-ae1a-f65d5f4a6861\" class=\"plotly-graph-div\" style=\"height:2000px; width:1000px;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"d20f09ce-7cb3-45a9-ae1a-f65d5f4a6861\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'd20f09ce-7cb3-45a9-ae1a-f65d5f4a6861',\n",
       "                        [{\"alignmentgroup\": \"True\", \"customdata\": [[\"TERRAIN NEAR TERMITE STUMP\", 1], [\"MID SKYLIGHT TUNNEL\", 1], [\"SKY ABOVE COLONY\", 1], [\"INSECTOPIA, TOP OF CAN\", 1], [\"TRASH BAG\", 1], [\"FALSE INSECTOPIA\", 1], [\"GRASS JUNGLE\", 1], [\"BIKE PATH\", 1], [\"WEED CLUMP\", 1], [\"KITCHEN\", 1], [\"ABOVE TOWN CENTER\", 1], [\"TERMITE STUMP\", 1], [\"TERMITE QUEEN'S CHAMBER\", 1], [\"TERMITE TUNNEL\", 1], [\"Z'S HOUSE\", 1], [\"DORMITORY\", 1], [\"ANT BAR ENTRANCE\", 1], [\"ANT BAR\", 1], [\"BALA'S QUARTERS\", 1], [\"MOTIVATIONAL COUNSELLOR'S OFFICE\", 1], [\"AN ANT MOUND\", 1], [\"OUTSIDE FORMICA'S CHAMBERS\", 1], [\"SKYLIGHT APEX\", 2], [\"LAKE\", 2], [\"THRONE ROOM\", 2], [\"INSECTOPIA\", 3], [\"FORMICA'S CHAMBERS\", 3], [\"TOWN CENTER\", 6], [\"MEGATUNNEL\", 8], [\"ANT MOUND\", 9]], \"hovertemplate\": \"<b> Scene Counts <b>=%{marker.color}<br>Scene Locations=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 6, 8, 9], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 6, 8, 9], \"xaxis\": \"x\", \"y\": [\"TERRAIN NEAR TERMITE STUMP\", \"MID SKYLIGHT TUNNEL\", \"SKY ABOVE COLONY\", \"INSECTOPIA, TOP OF CAN\", \"TRASH BAG\", \"FALSE INSECTOPIA\", \"GRASS JUNGLE\", \"BIKE PATH\", \"WEED CLUMP\", \"KITCHEN\", \"ABOVE TOWN CENTER\", \"TERMITE STUMP\", \"TERMITE QUEEN'S CHAMBER\", \"TERMITE TUNNEL\", \"Z'S HOUSE\", \"DORMITORY\", \"ANT BAR ENTRANCE\", \"ANT BAR\", \"BALA'S QUARTERS\", \"MOTIVATIONAL COUNSELLOR'S OFFICE\", \"AN ANT MOUND\", \"OUTSIDE FORMICA'S CHAMBERS\", \"SKYLIGHT APEX\", \"LAKE\", \"THRONE ROOM\", \"INSECTOPIA\", \"FORMICA'S CHAMBERS\", \"TOWN CENTER\", \"MEGATUNNEL\", \"ANT MOUND\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Scene Counts <b>\"}}, \"colorscale\": [[0.0, \"#ff0000\"], [0.1111111111111111, \"#ffa700\"], [0.2222222222222222, \"#afff00\"], [0.3333333333333333, \"#08ff00\"], [0.4444444444444444, \"#00ff9f\"], [0.5555555555555556, \"#00b7ff\"], [0.6666666666666666, \"#0010ff\"], [0.7777777777777778, \"#9700ff\"], [0.8888888888888888, \"#ff00bf\"], [1.0, \"#ff0000\"]]}, \"height\": 2000, \"legend\": {\"tracegroupgap\": 0}, \"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}}}, \"title\": {\"text\": \"<b> Scene Locations in the Antz Movie & Number of times they appeared <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene appearance <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Locations <b>\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('d20f09ce-7cb3-45a9-ae1a-f65d5f4a6861');\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": [
    "info.extract_scene_locations()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "INT",
           36
          ],
          [
           "EXT",
           21
          ]
         ],
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hovertemplate": "Scene Categories=%{label}<br>size=%{value}<extra></extra>",
         "labels": [
          "INT",
          "EXT"
         ],
         "legendgroup": "",
         "name": "",
         "showlegend": true,
         "textinfo": "percent+label",
         "textposition": "inside",
         "type": "pie",
         "values": [
          36,
          21
         ]
        }
       ],
       "layout": {
        "legend": {
         "tracegroupgap": 0
        },
        "piecolorway": [
         "#0d0887",
         "#46039f",
         "#7201a8",
         "#9c179e",
         "#bd3786",
         "#d8576b",
         "#ed7953",
         "#fb9f3a",
         "#fdca26",
         "#f0f921"
        ],
        "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
          }
         }
        },
        "title": {
         "text": "Percent of Indoor (INT) and Outdoor (EXT) Scene locations in Antz Movie"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"2662e3c6-4eea-4c19-bb03-29d5d0d5cded\" 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(\"2662e3c6-4eea-4c19-bb03-29d5d0d5cded\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '2662e3c6-4eea-4c19-bb03-29d5d0d5cded',\n",
       "                        [{\"customdata\": [[\"INT\", 36], [\"EXT\", 21]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Scene Categories=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"INT\", \"EXT\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [36, 21]}],\n",
       "                        {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"#0d0887\", \"#46039f\", \"#7201a8\", \"#9c179e\", \"#bd3786\", \"#d8576b\", \"#ed7953\", \"#fb9f3a\", \"#fdca26\", \"#f0f921\"], \"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}}}, \"title\": {\"text\": \"Percent of Indoor (INT) and Outdoor (EXT) Scene locations in Antz Movie\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('2662e3c6-4eea-4c19-bb03-29d5d0d5cded');\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"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "DAY",
           41
          ],
          [
           "NIGHT",
           12
          ],
          [
           "Not Indicated",
           4
          ]
         ],
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hovertemplate": "Scene Categories=%{label}<br>size=%{value}<extra></extra>",
         "labels": [
          "DAY",
          "NIGHT",
          "Not Indicated"
         ],
         "legendgroup": "",
         "name": "",
         "showlegend": true,
         "textinfo": "percent+label",
         "textposition": "inside",
         "type": "pie",
         "values": [
          41,
          12,
          4
         ]
        }
       ],
       "layout": {
        "legend": {
         "tracegroupgap": 0
        },
        "piecolorway": [
         "rgb(36, 86, 104)",
         "rgb(15, 114, 121)",
         "rgb(13, 143, 129)",
         "rgb(57, 171, 126)",
         "rgb(110, 197, 116)",
         "rgb(169, 220, 103)",
         "rgb(237, 239, 93)"
        ],
        "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
          }
         }
        },
        "title": {
         "text": "Scenes by Time of Day Occurences in Antz Movie"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"93028b6b-9ca5-455c-adb4-2eb62fe723aa\" 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(\"93028b6b-9ca5-455c-adb4-2eb62fe723aa\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '93028b6b-9ca5-455c-adb4-2eb62fe723aa',\n",
       "                        [{\"customdata\": [[\"DAY\", 41], [\"NIGHT\", 12], [\"Not Indicated\", 4]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Scene Categories=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"DAY\", \"NIGHT\", \"Not Indicated\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [41, 12, 4]}],\n",
       "                        {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"rgb(36, 86, 104)\", \"rgb(15, 114, 121)\", \"rgb(13, 143, 129)\", \"rgb(57, 171, 126)\", \"rgb(110, 197, 116)\", \"rgb(169, 220, 103)\", \"rgb(237, 239, 93)\"], \"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}}}, \"title\": {\"text\": \"Scenes by Time of Day Occurences in Antz Movie\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('93028b6b-9ca5-455c-adb4-2eb62fe723aa');\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"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "Scenes with Dialog",
           46
          ],
          [
           "Scene without Dialog",
           11
          ]
         ],
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hovertemplate": "Dialogues=%{label}<br>size=%{value}<extra></extra>",
         "labels": [
          "Scenes with Dialog",
          "Scene without Dialog"
         ],
         "legendgroup": "",
         "name": "",
         "showlegend": true,
         "textinfo": "percent+label",
         "textposition": "inside",
         "type": "pie",
         "values": [
          46,
          11
         ]
        }
       ],
       "layout": {
        "legend": {
         "tracegroupgap": 0
        },
        "piecolorway": [
         "rgb(0,0,0)",
         "rgb(230,0,0)",
         "rgb(255,210,0)",
         "rgb(255,255,255)"
        ],
        "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
          }
         }
        },
        "title": {
         "text": "Percent of scenes with or without Dialogues in Antz Movie"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"fef294c8-0f38-4102-bfa1-caa03d709541\" 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(\"fef294c8-0f38-4102-bfa1-caa03d709541\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'fef294c8-0f38-4102-bfa1-caa03d709541',\n",
       "                        [{\"customdata\": [[\"Scenes with Dialog\", 46], [\"Scene without Dialog\", 11]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Dialogues=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"Scenes with Dialog\", \"Scene without Dialog\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [46, 11]}],\n",
       "                        {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"rgb(0,0,0)\", \"rgb(230,0,0)\", \"rgb(255,210,0)\", \"rgb(255,255,255)\"], \"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}}}, \"title\": {\"text\": \"Percent of scenes with or without Dialogues in Antz Movie\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('fef294c8-0f38-4102-bfa1-caa03d709541');\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": [
    "info.pie_plots()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Gender Distribution in the Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "gd = gender(antz_characters, film)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package names to C:\\Users\\Adeboye\n",
      "[nltk_data]     Adeniyi\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package names is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "Male",
           22
          ],
          [
           "Female",
           7
          ]
         ],
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hovertemplate": "gender=%{label}<br>size=%{value}<extra></extra>",
         "labels": [
          "Male",
          "Female"
         ],
         "legendgroup": "",
         "name": "",
         "showlegend": true,
         "textinfo": "percent+label",
         "textposition": "inside",
         "type": "pie",
         "values": [
          22,
          7
         ]
        }
       ],
       "layout": {
        "legend": {
         "tracegroupgap": 0
        },
        "piecolorway": [
         "#000004",
         "#1b0c41",
         "#4a0c6b",
         "#781c6d",
         "#a52c60",
         "#cf4446",
         "#ed6925",
         "#fb9b06",
         "#f7d13d",
         "#fcffa4"
        ],
        "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
          }
         }
        },
        "title": {
         "text": "Gender Distribution in Antz movie"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"270967a2-927c-4688-a736-f0faa1fb3f1a\" 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(\"270967a2-927c-4688-a736-f0faa1fb3f1a\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '270967a2-927c-4688-a736-f0faa1fb3f1a',\n",
       "                        [{\"customdata\": [[\"Male\", 22], [\"Female\", 7]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"gender=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"Male\", \"Female\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [22, 7]}],\n",
       "                        {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"#000004\", \"#1b0c41\", \"#4a0c6b\", \"#781c6d\", \"#a52c60\", \"#cf4446\", \"#ed6925\", \"#fb9b06\", \"#f7d13d\", \"#fcffa4\"], \"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}}}, \"title\": {\"text\": \"Gender Distribution in Antz movie\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('270967a2-927c-4688-a736-f0faa1fb3f1a');\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": [
    "df_gender = gd.gender_types(px.colors.sequential.Inferno)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This should give a screen writer a broad overview of the underlying insights that could be discovered from an existing screen play or movie script.\n",
    "\n",
    "\n",
    "\n",
    "### Thanks for visualizing this extensive film script analysis...\n",
    "\n",
    "\n",
    "\n",
    "### Remember all codes for this analysis are already in python modules...."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}