{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.display import clear_output\n",
    "from os import path\n",
    "from PIL import Image\n",
    "from random import randint\n",
    "from stop_words import get_stop_words\n",
    "from warnings import warn\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import requests\n",
    "import seaborn as sns\n",
    "import string\n",
    "import warnings\n",
    "import folium\n",
    "import time\n",
    "import geocoder\n",
    "from folium.plugins import HeatMap\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>Job_Links</th>\n",
       "      <th>Page_Links</th>\n",
       "      <th>Search_Terms</th>\n",
       "      <th>Texts</th>\n",
       "      <th>Job_title_raw</th>\n",
       "      <th>Job_title_man</th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>Time_posted</th>\n",
       "      <th>Applicants_number</th>\n",
       "      <th>...</th>\n",
       "      <th>Description_len</th>\n",
       "      <th>Seniority_level</th>\n",
       "      <th>Employment_type</th>\n",
       "      <th>First_job_function</th>\n",
       "      <th>First_industry</th>\n",
       "      <th>Title_small</th>\n",
       "      <th>Title_Data_Scientist</th>\n",
       "      <th>Title_Business_Intelligence</th>\n",
       "      <th>Title_Analyst</th>\n",
       "      <th>Titles_combined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.linkedin.com/jobs/view/1573130365/...</td>\n",
       "      <td>https://www.linkedin.com/jobs/search/?geoId=10...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>function getDfd() {let yFn,nFn;const p=new Pro...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Codepan GmbH</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>5 days</td>\n",
       "      <td>31 applicants</td>\n",
       "      <td>...</td>\n",
       "      <td>2300</td>\n",
       "      <td>Entry level</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>Information Technology and Services</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.linkedin.com/jobs/view/1599153279/...</td>\n",
       "      <td>https://www.linkedin.com/jobs/search/?geoId=10...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>function getDfd() {let yFn,nFn;const p=new Pro...</td>\n",
       "      <td>Data Scientist (m/f/d)</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Free</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2 weeks</td>\n",
       "      <td>Be among the first 25 applicants</td>\n",
       "      <td>...</td>\n",
       "      <td>3568</td>\n",
       "      <td>Entry level</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Information Technology and Services</td>\n",
       "      <td>data scientist (m/f/d)</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.linkedin.com/jobs/view/1612674675/...</td>\n",
       "      <td>https://www.linkedin.com/jobs/search/?geoId=10...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>function getDfd() {let yFn,nFn;const p=new Pro...</td>\n",
       "      <td>DATA SCIENTIST (M / F)</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>ixto GmbH</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1 week</td>\n",
       "      <td>45 applicants</td>\n",
       "      <td>...</td>\n",
       "      <td>1709</td>\n",
       "      <td>Entry level</td>\n",
       "      <td>Part-time</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Information Technology and Services</td>\n",
       "      <td>data scientist (m / f)</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.linkedin.com/jobs/view/1569894808/...</td>\n",
       "      <td>https://www.linkedin.com/jobs/search/?geoId=10...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>function getDfd() {let yFn,nFn;const p=new Pro...</td>\n",
       "      <td>Data Scientist (m/f/d)</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Roche</td>\n",
       "      <td>Penzberg</td>\n",
       "      <td>3 weeks</td>\n",
       "      <td>Be among the first 25 applicants</td>\n",
       "      <td>...</td>\n",
       "      <td>5584</td>\n",
       "      <td>Entry level</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Hospital &amp; Health Care</td>\n",
       "      <td>data scientist (m/f/d)</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.linkedin.com/jobs/view/1524827163/...</td>\n",
       "      <td>https://www.linkedin.com/jobs/search/?geoId=10...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>function getDfd() {let yFn,nFn;const p=new Pro...</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Babbel</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>4 weeks</td>\n",
       "      <td>Over 200 applicants</td>\n",
       "      <td>...</td>\n",
       "      <td>3591</td>\n",
       "      <td>Entry level</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>E-Learning</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job_Links  \\\n",
       "0  https://www.linkedin.com/jobs/view/1573130365/...   \n",
       "1  https://www.linkedin.com/jobs/view/1599153279/...   \n",
       "2  https://www.linkedin.com/jobs/view/1612674675/...   \n",
       "3  https://www.linkedin.com/jobs/view/1569894808/...   \n",
       "4  https://www.linkedin.com/jobs/view/1524827163/...   \n",
       "\n",
       "                                          Page_Links    Search_Terms  \\\n",
       "0  https://www.linkedin.com/jobs/search/?geoId=10...  Data Scientist   \n",
       "1  https://www.linkedin.com/jobs/search/?geoId=10...  Data Scientist   \n",
       "2  https://www.linkedin.com/jobs/search/?geoId=10...  Data Scientist   \n",
       "3  https://www.linkedin.com/jobs/search/?geoId=10...  Data Scientist   \n",
       "4  https://www.linkedin.com/jobs/search/?geoId=10...  Data Scientist   \n",
       "\n",
       "                                               Texts           Job_title_raw  \\\n",
       "0  function getDfd() {let yFn,nFn;const p=new Pro...          Data Scientist   \n",
       "1  function getDfd() {let yFn,nFn;const p=new Pro...  Data Scientist (m/f/d)   \n",
       "2  function getDfd() {let yFn,nFn;const p=new Pro...  DATA SCIENTIST (M / F)   \n",
       "3  function getDfd() {let yFn,nFn;const p=new Pro...  Data Scientist (m/f/d)   \n",
       "4  function getDfd() {let yFn,nFn;const p=new Pro...          Data Scientist   \n",
       "\n",
       "    Job_title_man       Company      City Time_posted  \\\n",
       "0  Data Scientist  Codepan GmbH    Berlin      5 days   \n",
       "1  Data Scientist          Free    Berlin     2 weeks   \n",
       "2  Data Scientist     ixto GmbH    Berlin      1 week   \n",
       "3  Data Scientist         Roche  Penzberg     3 weeks   \n",
       "4  Data Scientist        Babbel    Berlin     4 weeks   \n",
       "\n",
       "                  Applicants_number  ... Description_len  Seniority_level  \\\n",
       "0                     31 applicants  ...            2300      Entry level   \n",
       "1  Be among the first 25 applicants  ...            3568      Entry level   \n",
       "2                     45 applicants  ...            1709      Entry level   \n",
       "3  Be among the first 25 applicants  ...            5584      Entry level   \n",
       "4               Over 200 applicants  ...            3591      Entry level   \n",
       "\n",
       "   Employment_type      First_job_function  \\\n",
       "0        Full-time  Information Technology   \n",
       "1        Full-time             Engineering   \n",
       "2        Part-time             Engineering   \n",
       "3        Full-time             Engineering   \n",
       "4        Full-time  Information Technology   \n",
       "\n",
       "                        First_industry             Title_small  \\\n",
       "0  Information Technology and Services          data scientist   \n",
       "1  Information Technology and Services  data scientist (m/f/d)   \n",
       "2  Information Technology and Services  data scientist (m / f)   \n",
       "3               Hospital & Health Care  data scientist (m/f/d)   \n",
       "4                           E-Learning          data scientist   \n",
       "\n",
       "  Title_Data_Scientist Title_Business_Intelligence Title_Analyst  \\\n",
       "0       data scientist                        None          None   \n",
       "1       data scientist                        None          None   \n",
       "2       data scientist                        None          None   \n",
       "3       data scientist                        None          None   \n",
       "4       data scientist                        None          None   \n",
       "\n",
       "  Titles_combined  \n",
       "0  Data Scientist  \n",
       "1  Data Scientist  \n",
       "2  Data Scientist  \n",
       "3  Data Scientist  \n",
       "4  Data Scientist  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Job_list = pd.read_csv('Job_list_base.CSV', engine='python', encoding='utf-8', index_col=0)\n",
    "\n",
    "#Some cleaning and manipulation\n",
    "Job_list['Search_Terms'] = Job_list['Search_Terms'].str.replace('data%20scientist', 'Data Scientist') \n",
    "Job_list['Search_Terms'] = Job_list['Search_Terms'].str.replace('business%20intelligence', 'Business Intelligence') \n",
    "Job_list['Search_Terms'] = Job_list['Search_Terms'].str.replace('analyst', 'Analyst') \n",
    "\n",
    "#Lets seperate the data\n",
    "Job_list['Job_title_raw'] = Job_list['Texts'].str.split(\"Sign in;\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[0]\n",
    "Job_list['Job_title_man'] = Job_list['Job_title_raw'].str.replace(\"-\", \" \").str.replace(\"/\", \" \").str.replace(\"&\", \" \").str.replace(\"  \", \" \").str.replace(\"   \", \" \")\n",
    "Job_list['Job_title_man'] = Job_list['Job_title_man'].str.strip()\n",
    "Job_list['Job_title_man'] = Job_list['Job_title_man'].str.replace(r\"\\(.*?\\)\",\"\")\n",
    "\n",
    "#Company and City\n",
    "Job_list['Company'] = Job_list['Texts'].str.split(\"Sign in;\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[0]\n",
    "Job_list['City'] = Job_list['Texts'].str.split(\"Sign in;\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[0].str.split(\",\", n = 1, expand = True)[0]\n",
    "Job_list['City'] = Job_list['City'].str.replace('Frankfurt am Main', 'Frankfurt')\n",
    "Job_list['City'] = Job_list['City'].str.replace('Frankfurt am Main und Umgebung', 'Frankfurt')\n",
    "Job_list['City'] = Job_list['City'].str.replace('10405 Berlin', 'Berlin')\n",
    "Job_list['City'] = Job_list['City'].str.replace('Berlin Area', 'Berlin')\n",
    "Job_list['City'] = Job_list['City'].str.replace('Berlin und Umgebung', 'Berlin')\n",
    "Job_list['City'] = Job_list['City'].str.replace('Berlino', 'Berlin')\n",
    "Job_list['City'] = Job_list['City'].str.replace(' und Umgebung', '')\n",
    "Job_list['City'] = Job_list['City'].str.replace(' Area', '')\n",
    "Job_list['City'] = Job_list['City'].str.replace('Frankfurt Am Main', 'Frankfurt')\n",
    "\n",
    "#Time posted\n",
    "Job_list['Time_posted'] = Job_list['Texts'].str.split(\" ago;\", n = 1, expand = True)[0].str[-8:].str.strip('E;').str.strip('d;').str.strip('y;').str.strip('y;').str.strip('nd;').str.strip('a;').str.strip('DE;')\n",
    "\n",
    "#Applicants\n",
    "Job_list['Applicants_number'] = Job_list['Texts'].str.split(\" ago;\", n = 1, expand = True)[1].str.split(\";\", n = 1, expand = True)[0]\n",
    "Job_list_out = Job_list['Applicants_number'].loc[Job_list['Applicants_number'].isnull()]\n",
    "Job_list = Job_list.loc[~Job_list['Applicants_number'].isin(Job_list_out)]\n",
    "\n",
    "#Description\n",
    "Job_list['Description'] = Job_list['Texts'].str.split(\"Report this job;\", n = 1, expand = True)[1].str.split(\";Seniority level\", n = 1, expand = True)[0]\n",
    "Job_list['Description'] = Job_list['Description'].str.replace(\"Posted by:;\", \"\")\n",
    "\n",
    "#Description length\n",
    "Job_list['Description_words_amount'] = Job_list['Description'].apply(lambda x: len(str(x).split(\" \")))\n",
    "Job_list['Description_len'] = Job_list['Description'].apply(len)\n",
    "\n",
    "#Seniority Level\n",
    "Job_list['Seniority_level'] = Job_list['Texts'].str.split(\"Seniority level;\", n = 1, expand = True)[1].str.split(\";Employment type\", n = 1, expand = True)[0]\n",
    "\n",
    "#Employment Type\n",
    "Job_list['Employment_type'] = Job_list['Texts'].str.split(\"Employment type;\", n = 1, expand = True)[1].str.split(\";Job function\", n = 1, expand = True)[0]\n",
    "\n",
    "#Job Function\n",
    "Job_list['First_job_function'] = Job_list['Texts'].str.split(\"Job function;\", n = 1, expand = True)[1].str.split(\";Industries\", n = 1, expand = True)[0].str.split(\";\", n = 1, expand = True)[0]\n",
    "\n",
    "#Industry\n",
    "Job_list['First_industry'] = Job_list['Texts'].str.split(\"Industries;\", n = 1, expand = True)[1].str.split(\";Search for more jobs like this;\", n = 1, expand = True)[0].str.split(\";\", n = 1, expand = True)[0]\n",
    "\n",
    "#Title contains\n",
    "Job_list['Title_small'] = Job_list['Job_title_raw'].apply(lambda x: \" \".join(x.lower() for x in x.split()))\n",
    "Job_list['Title_Data_Scientist'] = Job_list['Title_small'].apply(lambda x: 'data scientist' if 'data scientist' in x else None)\n",
    "Job_list['Title_Business_Intelligence'] = Job_list['Title_small'].apply(lambda x: 'business intelligence' if 'business intelligence' in x else None)\n",
    "Job_list['Title_Analyst'] = Job_list['Title_small'].apply(lambda x: 'analyst' if 'analyst' in x else None)\n",
    "cols= ['Title_Data_Scientist', 'Title_Business_Intelligence', 'Title_Analyst']\n",
    "Job_list['Titles_combined'] = Job_list[cols].apply(lambda x: ', '.join(x.dropna()), axis=1)\n",
    "Job_list['Titles_combined'] = Job_list['Titles_combined'].apply(lambda x: \" \".join(x.capitalize() for x in x.split()))\n",
    "\n",
    "#Make Job List small\n",
    "Job_list['Job_title_man'] = Job_list['Job_title_man'].apply(lambda x: \" \".join(x.lower() for x in x.split()))\n",
    "Job_list['Job_title_man'] = Job_list['Job_title_man'].apply(lambda x: \" \".join(x.capitalize() for x in x.split()))\n",
    "\n",
    "Job_list.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Job_list.to_csv('Job_list_man.CSV',sep=',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Amount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Simple amount\n",
    "Search_term=[\"Data Scientist\",\"Business Intelligence\",\"Analyst\"]\n",
    "Amount=[3684,10397,7720]\n",
    "df = pd.DataFrame(dict(Search_term=Search_term, Amount=Amount))\n",
    "df=df.sort_values('Amount', ascending=True).reset_index(drop=\"True\")\n",
    "\n",
    "\n",
    "sns.set(font_scale = 4)\n",
    "sns.set_context(\"talk\")\n",
    "sns.set(rc={\"lines.linewidth\": 0, 'lines.markersize': 10})\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.xticks(rotation=45)\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "ax= sns.barplot(x=\"Search_term\",y=\"Amount\", data=df, color = \"#3182bd\", ci=None)\n",
    "ax.set(ylim=(0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Simple amount\n",
    "Search_term=[\"Data Scientist, Business Intelligence and Analyst\",\"Information Technogy\"]\n",
    "Amount=[21801,444170]\n",
    "df = pd.DataFrame(dict(Search_term=Search_term, Amount=Amount))\n",
    "df=df.sort_values('Amount', ascending=True).reset_index(drop=\"True\")\n",
    "\n",
    "\n",
    "sns.set(font_scale = 4)\n",
    "sns.set_context(\"talk\")\n",
    "sns.set(rc={\"lines.linewidth\": 0, 'lines.markersize': 10})\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.xticks(rotation=45)\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "ax= sns.barplot(x=\"Search_term\",y=\"Amount\", data=df, color = \"#3182bd\", ci=None)\n",
    "ax.set(ylim=(0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale = 4)\n",
    "sns.set_context(\"talk\")\n",
    "sns.set(rc={\"lines.linewidth\": 0, 'lines.markersize': 10})\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.xticks(rotation=45)\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "ax= sns.countplot(\"Search_Terms\", data=Job_list, color = \"#3182bd\")\n",
    "ax.set(ylim=(0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Job Title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.tick_params(axis=\"x\", labelsize=10)\n",
    "Job_list.Job_title_man.value_counts().sort_values(ascending=False)[:10].plot(kind=\"barh\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job_title_man</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>259</td>\n",
       "      <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>89</td>\n",
       "      <td>18</td>\n",
       "      <td>54</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence Analyst</th>\n",
       "      <td>38</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Analyst</th>\n",
       "      <td>36</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senior Data Scientist</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consultant Business Intelligence</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence Consultant</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence Developer</th>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Digital Data Analyst</th>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms                      Analyst  Business Intelligence  \\\n",
       "Job_title_man                                                      \n",
       "Data Scientist                          4                     39   \n",
       "Data Analyst                           89                     18   \n",
       "Business Intelligence Analyst          38                     60   \n",
       "Business Analyst                       36                     15   \n",
       "Senior Data Scientist                   0                      2   \n",
       "Consultant Business Intelligence        0                     26   \n",
       "Data Engineer                           1                     20   \n",
       "Business Intelligence Consultant        0                     22   \n",
       "Business Intelligence Developer         0                     21   \n",
       "Digital Data Analyst                   11                      0   \n",
       "\n",
       "Search_Terms                      Data Scientist  Total  \n",
       "Job_title_man                                            \n",
       "Data Scientist                               259    302  \n",
       "Data Analyst                                  54    161  \n",
       "Business Intelligence Analyst                  0     98  \n",
       "Business Analyst                               0     51  \n",
       "Senior Data Scientist                         43     45  \n",
       "Consultant Business Intelligence               0     26  \n",
       "Data Engineer                                  1     22  \n",
       "Business Intelligence Consultant               0     22  \n",
       "Business Intelligence Developer                0     21  \n",
       "Digital Data Analyst                          10     21  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Job_title_man, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overlap count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titles_combined</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Analyst</th>\n",
       "      <td>868</td>\n",
       "      <td>155</td>\n",
       "      <td>138</td>\n",
       "      <td>1161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>7</td>\n",
       "      <td>96</td>\n",
       "      <td>715</td>\n",
       "      <td>818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence</th>\n",
       "      <td>4</td>\n",
       "      <td>417</td>\n",
       "      <td>3</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>25</td>\n",
       "      <td>162</td>\n",
       "      <td>98</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence, Analyst</th>\n",
       "      <td>70</td>\n",
       "      <td>133</td>\n",
       "      <td>6</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist, Analyst</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist, Business Intelligence</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist, Business Intelligence, Analyst</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms                                    Analyst  \\\n",
       "Titles_combined                                           \n",
       "Analyst                                             868   \n",
       "Data Scientist                                        7   \n",
       "Business Intelligence                                 4   \n",
       "                                                     25   \n",
       "Business Intelligence, Analyst                       70   \n",
       "Data Scientist, Analyst                               1   \n",
       "Data Scientist, Business Intelligence                 0   \n",
       "Data Scientist, Business Intelligence, Analyst        0   \n",
       "\n",
       "Search_Terms                                    Business Intelligence  \\\n",
       "Titles_combined                                                         \n",
       "Analyst                                                           155   \n",
       "Data Scientist                                                     96   \n",
       "Business Intelligence                                             417   \n",
       "                                                                  162   \n",
       "Business Intelligence, Analyst                                    133   \n",
       "Data Scientist, Analyst                                             5   \n",
       "Data Scientist, Business Intelligence                               2   \n",
       "Data Scientist, Business Intelligence, Analyst                      3   \n",
       "\n",
       "Search_Terms                                    Data Scientist  Total  \n",
       "Titles_combined                                                        \n",
       "Analyst                                                    138   1161  \n",
       "Data Scientist                                             715    818  \n",
       "Business Intelligence                                        3    424  \n",
       "                                                            98    285  \n",
       "Business Intelligence, Analyst                               6    209  \n",
       "Data Scientist, Analyst                                     12     18  \n",
       "Data Scientist, Business Intelligence                        2      4  \n",
       "Data Scientist, Business Intelligence, Analyst               1      4  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Titles_combined, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1b84ca07448>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GqFfbpKISd1eBmqAO72iAWwIjLwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAA4Jb13XffqWXLltq8efMNX2P8+PFKSUmpVJ+zZ89q1KhRN3xP4FZFeAEAALestWvX6vHHH1dycrJL73vmzBllZ2e79J5ATeDl7gIAAABuBqvVKqvVWmG/2WyW2WyusL+4uFhpaWlasWKFBg4cqP/9739q2rSpgoKC1KdPH/373/9WYWGhXnnlFbVt21a7d+/WnDlzVFRUJKvVqgkTJqhHjx72682dO1c2m02jR4+WdHlEJjAwUKWlpXrrrbfk6empJk2aaNasWUpMTFRBQYFGjRql119/vepeFKCGYeQFAADUCElJSQoODq6wJSUlXfX8zMxM3XHHHWrevLl69OhRbvTF19dXa9as0cCBA7V48WJJ0vLly5WYmKh169YpMTFR8+bNK3e9fv36KS0tTTabTYWFhfr0008VHBysuXPn6p133lFKSooaN26s3NxcWSwWBQQEEFyASmLkBQAA1AjR0dGKiIiosP9qoy7S5SljYWFhkqRevXppzJgxeuGFFyRJjzzyiCTp7rvv1pYtWyRJs2bN0kcffaRNmzbpq6++0vnz58td784771Tjxo312Wef6aefflK3bt1Uu3ZtPfrooxo0aJB69OihkJAQtWrVSnl5eTftuYFbCeEFAADUCNeaHnY1J06c0CeffKIDBw7oX//6l2w2m6xWqz788ENJUu3atSVJJpPJ3uepp55Sp06d1KlTJ/35z3/WmDFjKly3X79+Sk9P108//aS4uDhJksViUU5OjjIzMzV27FjFxsbq/vvv/62PC9ySCC8AAOCWk5qaqs6dO+utt96y71uwYIHee++9q55/+vRpHTp0SCtXrpS3t7dmz56t0tLSCuc9/vjjev311/W73/1OHTp0UElJiXr16qVly5ZpxIgRKi4uVnZ2tjp16qSSkpIqez6gpmLNCwAAuOWsW7dOTz31VLl9gwcP1r59+3Tx4sUK5/v6+ioqKkpPPPGEQkNDdf78eRUVFenChQvlzqtTp47uvfdePfHEE5IkLy8vxcfHa/jw4YqMjNRXX32lmJgY+fn56Y477tCQIUOq7iGBGshks9ls7i4CruHTMdbdJaAGKNy7UOcu8t8Gbo56tU0q4sNn3AR1qsFcEpvNpvPnz2vAgAFaunSp/P393V0SUOMw8gIAAHAT7N+/X0FBQerfvz/BBagi1eBzCgAAAONr3769du/e7e4ygBqNkRcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhkB4AQAAAGAIhBcAAAAAhmCy2Ww2dxcBAAAAAM54ubsAuE5RibsrQE1Qx0v67/Eid5eBGqL57XXk0zHW3WWgBijcu9DdJQBwAaaNAQAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AACAW0peXp7atm2r8PBwhYeHKyQkRBMmTNDx48ed9h0yZEil7vXTTz9p5MiR6t27t8LCwvTCCy/oxIkTDvuEh4dX6h5XnD17VqNGjZIk5efnKyYm5rrOBYyE8AIAAG45AQEBSk1NVWpqqjZt2qTbb79d8fHxTvvt3r27UvdJSEhQWFiY0tLSlJ6ertatW2vy5MkO+6SmplbqHlecOXNG2dnZkqSGDRvqn//853WdCxgJ4QUAANQIVqtVeXl5FTar1eqwn8lkUlxcnL7//nvl5OSopKREFotFAwYMUHBwsJ5//nkVFRUpMTFRkvTkk09KkpYvX64nn3xSYWFhioiIUG5uboVrHz9+XIWFhfb24MGDNXjwYEnS6dOnNWrUKIWGhio8PFw7d+6UJLVs2VKSdP78eY0bN06RkZEKDw9Xenq6JCklJUWjR4/W8OHD9dhjj2nKlCmSpMTERBUUFGjUqFHKy8tTUFCQJCktLU3h4eGKjIxUfHy8Ll68WO5cwEgILwAAoEZISkpScHBwhS0pKclpX29vbzVr1ky5ubnau3evatWqpeTkZH344Yc6e/asMjMzZbFYJEnvv/++zp07p61bt2rZsmVKT09X9+7dtWLFigrX/dvf/qbZs2crMDBQ48aNU2Zmph566CFJ0rx589S0aVN98MEHmjlzpubOnVuu76JFi9SmTRulpKRoxYoVevPNN3X48GFJ0t69ezV//nxt2LBBH330kb799ltZLBYFBATo9ddfL3eduXPn6p133lFKSooaN26s3Nzca54LVHde7i4AAADgZoiOjlZERESF/Waz+br6m0wm1alTRw8++KB8fX21YsUK5ebm6tChQ7pw4UK5c+vVq6dXX31VGRkZOnTokD755BO1atWqwjUDAwP18ccfa9euXdq5c6dmzZqljIwMvfHGG/rss880e/ZsSZdHW5KTk8v1zcrKUlFRkdauXStJunDhgr7//ntJUseOHVWvXj1J0p133qkzZ87od7/73VWf69FHH9WgQYPUo0cPhYSEqFWrVsrLy7uu1wSobggvAACgRjCbzdcdVH7t0qVL+u9//6sWLVpo27Ztmj9/voYOHarIyEidOnVKNput3Pk///yzhgwZoqefflqBgYG6/fbbK6whOX36tN544w1NnDhRgYGBCgwM1PPPP6+HH35YJ0+elJeXl0wmk/38H374Qc2bN7e3y8rKNGvWLLVp00bS5Slov//975WWlqbatWvbzzOZTBXq+yWLxaKcnBxlZmZq7Nixio2N1f33339DrxPgbkwbAwAAt7SysjItWLBAHTp0UNOmTbVz506FhoaqX79+MpvN2rVrl0pLSyVJnp6eKikp0f79+9WsWTP9v//3/9SuXTtt3brVfs4V9evX1/bt27V+/Xr7voMHD8rPz0+///3v9cADDygjI0PS5eASExNTLsx07txZq1atkiQVFBSoT58++vnnn6/5HF5eXiopKSm3r6SkRD179lSDBg00YsQIhYeHKzs7+6rnAkbAyAsAALjlFBQU2L+SuKysTK1atdJrr70m6fKC/DFjxigjI0O1atXSfffdZ59mFRwcrPDwcK1evVqrVq1Sr169ZLPZ9OCDD9qndF3h6empJUuWaMaMGZo3b57q1KmjgIAAvfnmm/L09FR8fLwsFov69OkjLy8vzZw5s1x4iY2N1ZQpUxQWFqbS0lKNHTtWTZs21Z49e676TH5+frrjjjs0ZMgQTZ8+XdLlQBMfH6/hw4erdu3a8vPz04wZM2Q2m+3nLlu27Ka/vkBVMdkcjTOiRiniAxbcBHW8pP8eL3J3Gaghmt9eRz4dY91dBmqAwr0L3V0CABdg2hgAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQyC8AAAAADAEwgsAAAAAQzDZbDabu4sAAAAAAGe83F0AXKeoxN0VoCao4yX5dIx1dxmoIQr3LuT/JtwUdXhHA9wSmDYGAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAABuKbt27VLHjh0VHh6uPn36KDQ0VElJSTd0rW3btmnevHk3uULHxo8fr5SUFIfnrF69Wunp6Q7PWbBggRYsWCBJatmypSRp1apVWrVq1c0pFKgCXu4uAAAAwNXatm2rZcuWSZLOnTunJ554Ql27dlWLFi0qdZ3g4GAFBwdXRYm/yRdffKGHHnqo0v0GDRpUBdUANw/hBQAA1AhWq1VWq7XCfrPZLLPZfM1+Fy9elKenp+rXry9JCgoK0r/+9S81adJEu3bt0sKFC7Vs2TK9++67WrdunTw8PNS+fXv94x//UEpKinbv3q0ZM2YoKChIffr00b///W8VFhbqlVdeUdu2bfXjjz9qypQpOn36tOrUqaMXX3xRrVu3Vlpamt566y15enqqSZMmmjVrlk6dOqUxY8bowoUL8vDwkMVi0b333nvN2q92T6vVqu3bt+vTTz+Vv7+/WrVqpYSEBB09elQmk0l///vf1aVLl6te78pITFxcnDZu3Kj58+erbt26atWqlUpLSzVjxgzt27dP06dPV1FRkRo0aKCXXnpJd955p4YMGaJ27drp888/18mTJ2WxWNStWzcdOXJEEyZM0MmTJ1WnTh0lJibqnnvu0fr165WUlKSysjK1adNGkydPVu3atSvzJ8ctiGljAACgRkhKSrKPhPxyu9qUsK+//lrh4eHq3bu3goKC9NBDDykgIOCa1y4tLdXixYu1du1apaSkqLi4WPn5+RXO8/X11Zo1azRw4EAtXrxYkjRu3DiNHTtW69at09SpUzV69GhJ0ty5c/XOO+8oJSVFjRs3Vm5urtasWaPu3bsrJSVF8fHx+vzzz50+96/v2aVLFwUFBSk+Pl6PPPKIpk2bpn79+iklJUWLFi1SQkKCzp075/CaJ0+e1Msvv6ykpCStWbNGZ86ckSRdunRJFotFr776qtatW6dhw4bpxRdftPcrLi5WcnKyJkyYYJ9O99JLLykkJETp6emKi4vTokWL9P3332v16tV67733lJqaKj8/P7399ttOnxVg5AUAANQI0dHRioiIqLD/aqMuv5429uyzz2rJkiUaMWLEVa/t6empjh07KioqSsHBwRo2bJgaNmxY4bxHHnlEknT33Xdry5YtOn/+vL7++mtNmDDBfs6FCxd06tQpPfrooxo0aJB69OihkJAQtWrVShcuXFBcXJyys7PVrVs3Pf30006f+9f3/LWsrCzl5uZq/vz5kqSSkhIdPnzY4TX37Nmjjh072p+xb9++2rp1qw4dOqTDhw/rL3/5i/3cXwahX9Zy+vRpSdJnn32m1157TZLUrVs3devWTcuXL9ePP/6o/v37S7ocelq3bu30WQHCCwAAqBGcTQ+7lnr16ik0NFRZWVn2fTabTdLlN/pXvPHGG/ryyy/18ccf69lnn9Xs2bMrXOvKtCeTySRJKisrk7e3t1JTU+3nHD16VL6+vrJYLMrJyVFmZqbGjh2r2NhYhYeHKyMjQzt27NDGjRu1bt06vfvuuw7r//U9f62srExJSUny9fWVJBUUFMjPz09bt2695jU9PDxUVlZ21Ws1adLE/jylpaU6fvy4w1q8vP7v7abNZtMPP/yg0tJShYaGymKxSJLOnz+v0tJSh88JSEwbAwAAt7jS0lLt3r3b/sl/gwYNdPDgQUmXv01MujyNqlevXvrTn/6kF154QV27dtW3337r9Nr169fXH/7wB/ub/f/85z8aPHiwSkpK1LNnTzVo0EAjRoxQeHi4srOzNXPmTG3YsEERERFKSEjQN998c0PP5OnpaQ8DnTt31sqVKyVJBw8eVO/evVVYWOiw/3333af9+/TfwlMAACAASURBVPeroKBANptNGzdulMlk0l133aUzZ85oz549kqS1a9dqzJgxDq/1wAMPKCMjQ9LlUaAXX3xRnTp10ocffqgTJ07IZrNpypQpN/yNb7i1MPICAABuOVfWvJhMJpWUlKhly5aKiYmRJMXHx2vq1KlauHChHn74YUnSbbfdpgEDBigqKko+Pj5q3ry5+vXrp02bNjm916xZszRlyhS99dZbqlWrlubMmaNatWopPj5ew4cPV+3ateXn56cZM2bo0qVL+vvf/66UlBR5enrqlVdeuaHn69Kli1577TXVr19fFotFCQkJ6t27tyRp5syZqlevnsP+t912mywWi4YPHy5vb281adJEZrNZ3t7emjdvnqZNm6aLFy+qXr16TmtMSEiQxWLRypUr5ePjo8TERLVo0UKxsbGKjo5WWVmZWrVqpeeee+6GnhW3FpPtyrgoaryiEufnAM7U8ZJ8Osa6uwzUEIV7F/J/E26KOnwce1OdOnVKy5YtU2xsrDw8PJSYmKhmzZppyJAh7i4Ntzj+qQMAAKAcX19fWa1WhYWFydPTU23atLEvrgfcifACAACAckwmk30xPVCdsGAfAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCEQXgAAAAAYAuEFAAAAgCGYbDabzd1FAAAAAIAzXu4uAK5TVOLuClAT1PGSfDrGursM1BCFexdq2Hv73V0GaoB3B7ZzdwkAXIBpYwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMgfACAAAAwBAILwAAAAAMwcvdBQAAAAC4NXz22WcOjz/44IMOjxNeAAAAALjEP/7xD0lSYWGhfvrpJ7Vo0UJeXl767rvv9Mc//lGpqakO+xNeAAAAALhEWlqaJOmvf/2rZs6cqfvuu0+SdODAAb355ptO+7PmBQAAAIBL/fe//7UHF0lq06aNfvzxR6f9CC8AAAAAXKpOnTpKSUlRaWmpSkpKtGrVKpnNZqf9CC8AAAAAXOrll1/WsmXL1K5dO3Xo0EHr1q3T9OnTnfZjzQsAAAAAl/rjH/+odevW6fTp05IkX1/f6+rHyAsAAAAAlzp27Jiee+45DRgwQKWlpXrmmWdUUFDgtB/hBQAAAIBLvfTSS+rRo4dq164ts9mse+65RxaLxWk/wgsAAAAAlzpy5Ij69+8vDw8P1apVS2PHjtXPP//stB/hBQAAAIBLmUwmlZWV2dvnzp0r174WFuwDAAAAcKmePXtqzJgxOnv2rN577z29//77Cg0NddqP8AIAAADApUaOHKn169errKxMWVlZGjBggJ588kmn/QgvAACgRrBarbJarRX2m83m6/rxOwCu1bdvX/Xt27dSfQgvAACgRkhKStLChQsr7I+NjVVcXJwbKgJwLVu3btXLL7+sM2fOyGaz2fd/8cUXDvsRXgAAQI0QHR2tiIiICvsZdQGqn1mzZmn8+PFq3bq1TCbTdfcjvAAAgBqB6WGAcZjNZvXs2bPS/fiqZAAAAAAu1aFDB2VmZla6HyMvAAAAAFwqMzNTy5cvV61atVSrVi3ZbDaZTCbWvAAAAACoXpYuXXpD/QgvAAAAAFxi586d+vOf/6wDBw5c9Xjjxo0d9ie8AAAAAHCJjIwM/fnPf9ayZcsqHDOZTE4X8RNeAAAAALhEYmKiJF01vFwPvm0MAAAAgEudOHFCf/vb39SpUyc9/PDDmjhxoqxWq9N+hBcAAAAALmWxWHTnnXdqzZo1Wr58uX7/+98rISHBaT+mjQEAAABwqSNHjmjRokX29rhx49S7d2+n/Rh5AQAAAOBSAQEBOnz4sL199OhR+fv7O+3HyAsAAAAAlxg5cqQk6eTJk+rbt6+6dOkiDw8P7dq1Sy1btnTan/ACAAAAwCVCQkKuur979+7X1Z/wAgAAAMAlIiIiyrULCwsr1Z/wAgAAAMClli5dqjlz5ujSpUuSJJvNJpPJpOzsbIf9CC8AAAAAXOrdd99VcnKymjZtWql+hBcAAAAALtWsWTPdc889le5HeAEAAADgUk8//bT++te/qmvXrqpVq5Z9f9++fR32I7wAAAAAcKnVq1fr6NGjKioqKref8AIAAACgWsnPz1d6enql+3lUQS0AAAAAcE133HGH8vPzK92PkRcAAAAALmUymdS7d2+1a9eu3JqXN99802E/wgsAAAAAlwoJCVFISEil+xFeAAAAALhURESEjhw5ot27d6ukpEQPPfSQmjVr5rQfa14AAAAAuNQnn3yifv36aevWrdq2bZuioqK0detWp/1MNpvN5oL6AAAAAECSFBUVpRkzZqhFixaSpO+//15jx47V+vXrHfZj2tgt5PmUb9xdAmqANyJby6djrLvLQA1RuHehikrcXQVqgjq8owEMpbi42B5cJOnuu+9WaWmp035MGwMAAADgUnXq1NH+/fvt7f3798vHx8dpPz6nAAAAAOBSY8eO1ciRI9WsWTOZTCbl5uZq3rx5TvsRXgAAAAC41AMPPKCMjAx99dVXKisrU4cOHXTbbbc57ce0MQAAAAAu9emnn2ro0KHq1q2bmjRpot69e2vv3r1O+xFeAAAAALjUzJkzNX36dEmXF+svWbLE3naE8AIAAADApYqLi9WmTRt7u02bNrp06ZLTfoQXAAAAAC7l4+Ojjz/+2N7euXOn6tat67QfC/YBAAAAuNSkSZM0atQoeXl5yWQyyWQyacGCBU77EV4AAAAAuFSHDh20Y8cOfffdd/L09FTz5s3l7e0tSUpPT1dYWNhV+zFtDAAAAIDLeXl5qXXr1mrZsqU9uEjS22+/fc0+hBcAAAAA1YbNZrvmMcILAAAAgGrDZDJd8xjhBQAAAIAhEF4AAAAAGALhBQAAAEC1wZoXAAAAANXSpUuX9NNPP9nbvXv3vua5hBcAAAAALvXhhx9q6tSpOnfunB5//HGFh4crKSlJkvTMM89csx/hBQAAAIBLLV68WP3799eWLVt077336qOPPlJqaqrTfoQXAAAAAC5ls9nUsmVLZWVlKTAwUPXq1XO41uUKwgsAAAAAl/Lw8NDGjRv173//W127dlVmZqbD33ex93NBbQAAAABgN27cOK1evVqjR4+Wv7+/Fi1aJIvF4rSflwtqAwAAAAC7Bx54QEuXLpXVapUkvffee9fVj5EXAABwS9m1a5c6duyo8PBw9enTR6GhofZvOaqsbdu2ad68eTe5QsfGjx+vlJQUh+esXr1a6enpDs9ZsGCBFixYIElq2bKlJGnVqlVatWrVzSm0ikRGRmrkyJG/6Rq7du3SkCFDKt1v/vz52rNnz2+6Ny7Lzc1Vr1699MQTTyg/P1+hoaH64YcfnPYjvAAAgFtO27ZtlZqaqg0bNuj999/XO++8o4MHD1b6OsHBwXrhhReqoMLf5osvvtClS5cq3W/QoEEaNGhQFVR0c+Tk5Mjb21s5OTn6+eefXX7/zz77TKWlpS6/b02UmJioSZMmyc/PTw0bNtTTTz+thIQEp/0ILwAAoEawWq3Ky8ursF2ZlnItFy9elKenp+rXry9JCgoKUl5enqTyn9C/++676tOnj/r27Wt/k5WSkqLx48fb+82dO1dRUVF64okn9PXXX0uSfvzxRw0bNkwREREaNGiQvvnmG0lSWlqawsPDFRkZqfj4eF28eFFHjx7V008/rcjISEVFRenLL790WPvV7pmVlaXt27dr/vz5+uSTT3T8+HE9//zzioyMVL9+/ZSVlXXN6/1yNGbjxo16/PHHFRkZqUmTJtmfc9++fRo0aJAiIiI0fPhwHT58WJI0ZMgQzZw5UwMGDNBjjz2mzMxMSdKRI0c0dOhQhYWFKSoqSjk5OZKk9evXKyIiQuHh4Zo4caIuXrzo8FmvvN5du3ZVcHCwVq9eXa5ui8WiIUOGKCgoSIsWLZIknTt3TvHx8RowYIAeffRRTZw4sdw3Wv3444/q3r27ysrKJF3+ez/77LNX/TusX79eX3/9tSwWi7799luntcKx06dPq2vXrvb24MGDde7cOaf9CC8AAKBGSEpKUnBwcIXtalPCvv76a4WHh6t3794KCgrSQw89pICAgGteu7S0VIsXL9batWuVkpKi4uJi5efnVzjP19dXa9as0cCBA7V48WJJlxcmjx07VuvWrdPUqVM1evRoSdLcuXP1zjvvKCUlRY0bN1Zubq7WrFmj7t27KyUlRfHx8fr888+dPvev79mlSxcFBQUpPj5ejzzyiKZNm6Z+/fopJSVFixYtUkJCgtM3iSdPntTLL7+spKQkrVmzRmfOnJF0+ZfQLRaLXn31Va1bt07Dhg3Tiy++aO9XXFys5ORkTZgwwT6d7qWXXlJISIjS09MVFxenRYsW6fvvv9fq1av13nvvKTU1VX5+fnr77bcd1lRcXKy0tDSFhoYqNDRUa9asUUlJif34t99+q7ffflvvv/++lixZIqvVqh07dqhVq1ZKTk7W5s2b9dlnn+nAgQP2Ps2aNVOTJk20a9cuSZcDVWRk5FX/Dn379lXbtm2VmJhon2aH3+bixYv2bxg7duyYPUQ6woJ9AABQI0RHRysiIqLCfrPZXGFf27ZttWzZMkmXP51/9tlntWTJEo0YMeKq1/b09FTHjh0VFRWl4OBgDRs2TA0bNqxw3iOPPCJJuvvuu7VlyxadP39eX3/9tSZMmGA/58KFCzp16pQeffRRDRo0SD169FBISIhatWqlCxcuKC4uTtnZ2erWrZuefvppp8/963v+WlZWlnJzczV//nxJUklJiX205Fr27Nmjjh072p+xb9++2rp1qw4dOqTDhw/rL3/5i/3cXwahX9Zy+vRpSZenWr322muSpG7duqlbt25avny5fvzxR/Xv31/S5WDSunVrhzXt2LFD/v7+atGihWw2mzw8PPTRRx/psccekyR16tRJ3t7e8vPzk6+vr86ePauwsDDt27dPS5cuVW5urk6fPq0LFy6Uu26/fv20YcMG3Xvvvfr00081ZcoUNWzYsNJ/B1TOU089pWeeeUYnTpzQq6++qoyMDD377LNO+xFeAABAjWA2m68aVJypV6+eQkNDy02nujK16Jef7L/xxhv68ssv9fHHH+vZZ5/V7NmzK1yrdu3akmT/NLmsrEze3t7lfjn86NGj8vX1lcViUU5OjjIzMzV27FjFxsYqPDxcGRkZ2rFjhzZu3Kh169bp3XffdVj/r+/5a2VlZUpKSpKvr68kqaCgQH5+ftq6des1r+nh4XHVT8HLysrUpEkT+/OUlpbq+PHjDmvx8vq/t5s2m00//PCDSktLFRoaav9q3PPnzztdS7J27Vr9/PPPCgoKknQ5NL333nv28HLl3lfub7PZtGzZMm3evFn9+/dXly5d9N1331X4IcTHH39cc+bM0ebNmxUYGKjatWvr/vvvr/TfAZUTFRWlZs2aaceOHSopKdHUqVPLTSO7FqaNAQCAW1ppaal2795t/+S/QYMG9sX727Ztk3R5GlWvXr30pz/9SS+88IK6du16Xese6tevrz/84Q/2N/v/+c9/NHjwYJWUlKhnz55q0KCBRowYofDwcGVnZ2vmzJnasGGDIiIilJCQYF8fU1menp72MNC5c2etXLlSknTw4EH17t1bhYWFDvvfd9992r9/vwoKCmSz2bRx40aZTCbdddddOnPmjP0bt9auXasxY8Y4vNYDDzygjIwMSZdHgV588UV16tRJH374oU6cOCGbzaYpU6Y4/Ma348ePKysrS+np6dq+fbu2b9+u9evX69NPP3U4ivSf//xHAwYMUJ8+fXTx4kXl5ORUCGU+Pj4KDAzUa6+9psjISEm65t/hl68rbszp06ft2913362YmBiNGDFCbdq0sY/WOcLICwAAuOVcWfNiMplUUlKili1bKiYmRpIUHx+vqVOnauHChXr44YclSbfddpsGDBigqKgo+fj4qHnz5urXr582bdrk9F6zZs3SlClT9NZbb6lWrVqaM2eOatWqpfj4eA0fPly1a9eWn5+fZsyYoUuXLunvf/+7UlJS5OnpqVdeeeWGnq9Lly567bXXVL9+fVksFiUkJKh3796SLr8xr1evnsP+t912mywWi4YPHy5vb281adJEZrNZ3t7emjdvnqZNm6aLFy+qXr16TmtMSEiQxWLRypUr5ePjo8TERLVo0UKxsbGKjo5WWVmZWrVqpeeee06SNGnSJAUFBSk4ONh+jdTUVHXr1q3cVL0777xTQUFBSk5OLjfq8kvR0dGaMmWKlixZonr16qljx47Ky8tT06ZNy533xBNP6IsvvlCHDh0kXf7ygav9HR555BFNnjxZr7zyiu677z6Hz42r69y5s31kTPq/UTqbzSaTyaTs7GyH/U22X4+docZ6PuXGPr0BfumNyNby6Rjr7jJQQxTuXaiiEufnAc7U4ePYm+rUqVNatmyZYmNj5eHhocTERDVr1uyGfhulsrZs2SJvb2917969yu8lXR55mzNnjvz8/DRs2DCX3BOXpyB6eJSfBHb69Gn79MZrYdoYAAAAyvH19ZXValVYWJh69+6tc+fO2RfXV7WSkhJ16dLFJfeSLi/YP3DgQLX+fZuaqF+/fhX2Xc8XI/A5BQAAAMoxmUz2xfSu1qtXL5feb/369S69360uOjpa+/fvV1FRUbmpd2VlZWrXrp3T/oQXAAAAAC7x+uuv6/Tp05o4caKmT59u3+/l5SV/f3+n/QkvAAAAAFymSZMm9t8d+iWr1ep0zQvhBQAAAIBLPPnkk/rggw8qfOuYpOv6tjHCCwAAAACXuPK11jk5OTfUn28bAwAAAOASV37X5UYx8gIAAADAJYqKivTNN9/oWj812aZNG4f9CS8AAAAAXOLw4cOKi4u7angxmUzatm2bw/6EFwAAAAAu0aJFi9/02zqseQEAAABgCIQXAAAAAC7xwAMP/Kb+hBcAAAAALmGxWH5Tf8ILAAAAAEMgvAAAAAAwBMILAAAAAEMgvAAAAAAwBMILAAAAAEMgvAAAAAAwBMILAAAAAEMgvAAAAAAwBJPNZrO5uwgAAAAAcMbL3QXAdYpK3F0BaoI6XtK/9hx2dxmoIYY+cKd8Osa6uwzUAIV7F7q7BAAuwLQxAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAAAAAIZAeAEAAABgCIQXAABwS8nLy1Pbtm0VHh6u8PBwhYSEaMKECTp+/LjTvkOGDKnUvX766SeNHDlSvXv3VlhYmF544QWdOHHCYZ/w8PBK3eOKs2fPatSoUZKk/Px8xcTEXNe5zpSUlOjhhx/W1KlTb6iuK1JSUjR+/PhK95swYYKOHDnym+6NmoPwAgAAbjkBAQFKTU1VamqqNm3apNtvv13x8fFO++3evbtS90lISFBYWJjS0tKUnp6u1q1ba/LkyQ77pKamVuoeV5w5c0bZ2dmSpIYNG+qf//zndZ3rTGZmptq1a6cPPvhAhYWFN1Tbb7Fr1y7ZbDaX3xfVE+EFAADUCFarVXl5eRU2q9XqsJ/JZFJcXJy+//575eTkqKSkRBaLRQMGDFBwcLCef/55FRUVKTExUZL05JNPSpKWL1+uJ598UmFhYYqIiFBubm6Fax8/frzcG/7Bgwdr8ODBkqTTp09r1KhRCg0NVXh4uHbu3ClJatmypSTp/PnzGjdunCIjIxUeHq709HRJl0cwRo8ereHDh+uxxx7TlClTJEmJiYkqKCjQqFGjlJeXp6CgIElSWlqawsPDFRkZqfj4eF28eLHcuc6kpKToscceU/v27ZWRkWHfP378eCUmJmrQoEEKCgrS2rVrJV0e9XnmmWfUv39/de/eXfPmzSt3vZ07d2rgwIHlrj958mTl5OSof//+ioyM1KBBg3To0CEtWbJEBQUFeu6553Tq1CmntaLmI7wAAIAaISkpScHBwRW2pKQkp329vb3VrFkz5ebmau/evapVq5aSk5P14Ycf6uzZs8rMzJTFYpEkvf/++zp37py2bt2qZcuWKT09Xd27d9eKFSsqXPdvf/ubZs+ercDAQI0bN06ZmZl66KGHJEnz5s1T06ZN9cEHH2jmzJmaO3duub6LFi1SmzZtlJKSohUrVujNN9/U4cOHJUl79+7V/PnztWHDBn300Uf69ttvZbFYFBAQoNdff73cdebOnat33nlHKSkpaty4sXJzc6957q+dPHlSWVlZCg4OVmhoqJKTk8sdP3r0qFauXKlFixZp5syZkqT09HSFhYVp9erVSktLU1JSkk6ePGnv07lzZx07dkz/+9//JEnr169XZGSkkpKSNGzYMKWkpKh///768ssv9dxzzykgIEBLlixRgwYNnP4dUfN5ubsAAACAmyE6OloREREV9pvN5uvqbzKZVKdOHT344IPy9fXVihUrlJubq0OHDunChQvlzq1Xr55effVVZWRk6NChQ/rkk0/UqlWrCtcMDAzUxx9/rF27dmnnzp2aNWuWMjIy/n97dx5WVbX4f/x9ZCwBURzKAa/3anyd8qs5azhATjEEqIkjWuSEYCZJioSGQ6DmrGVmZs6JImJewwEtCa2fXilnUa/mQKDggBPD7w8ez1di0q7pPfp5PU9/nN3aa9jrPMfzOWvtDfPnz2ffvn1MmzYNyF9t+WMw2LNnD7du3TKuaGRlZXH8+HEAGjdujI2NDQA1atQgMzOTsmXLFjmuDh064Ovri6urK507d6Zu3bqcO3fuga7Jxo0badmyJeXKlcPFxYXx48dz6NAh6tWrB0CbNm0wGAy89NJLZGRkAPDWW2/x448/snjxYo4fP87du3cLrD4ZDAa8vLzYuHEj3t7epKen06hRIy5cuMDEiRPZvXs3HTt2pEOHDg/UR3m2KLyIiIjIU8HOzu6Bg8of3blzh1OnTlG7dm22bdvG7Nmz6d+/P97e3ly5cqXQPRcXLlygX79+9O3bF2dnZypWrFjoHpKMjAzmz5/P2LFjcXZ2xtnZmWHDhtG2bVsuX76Mubk5BoPBWP7kyZPUqlXL+Do3N5eoqCjq168P5G9BK1euHLGxsVhZWRnLGQyGEu8JCQ0N5ciRIyQkJBAcHExAQACvvPLKA12X6OhoUlNTjVvQypQpw6pVq5g4cSKAsR/3j2Pq1KmcPXsWNzc3XF1d2bNnT6H+eXl58fbbb2NpaWl8QEGXLl1o3LgxO3bs4Msvv2Tnzp3GrXoi92jbmIiIiDzTcnNzmTNnDo0aNcLR0ZHExES6du2Kj48PdnZ2JCUlkZOTA4CZmRnZ2dkkJydTs2ZN/Pz8aNiwIfHx8cYy99ja2rJ9+3Y2bNhgPHbixAkcHBwoV64cTZs2Nd5DcvLkSfz9/QuEgJYtW7Jy5UoAUlNT8fDw4MKFC8WOw9zcnOzs7ALHsrOz6dSpE+XLl2fw4MF4enpy+PDhIsv+0S+//MLFixfZuXMn27dvZ/v27Xz66afExsZy/fr1Ys/74YcfeOutt+jatSunTp3i0qVL5ObmFihTrVo1XnjhBVatWmUMLyNHjiQ5OZlevXoRFBTEoUOHgPxr/sdrK88uhRcRERF55qSmphoflezp6cmlS5eYMWMGkH9DflxcHO7u7gQFBdGkSRPjNisXFxc8PT1p06YNubm5dOvWDS8vL2rVqlVoK5aZmRmfffYZmzdvpkOHDnTt2pWZM2eycOFCzMzMCAwM5PTp03h4eBAcHExkZGSB8BIQEMCtW7dwc3NjwIABBAcH4+joWOyYHBwcqFq1aoHHOZubmxMYGMigQYPw9vbmX//6F/7+/oXK+vv7k5ycXKC+6OhovL29sba2Nh5r0aIFtWrVIjY2tth+DB48mPfffx83Nze+/vprGjRoUOQ2tW7duvGPf/yDKlWqADBkyBAWLFiAl5cXUVFRxgcRtG/fnnfeecd4v4882wx5evbcM+NWyT+wiDwQa3P46if9AyKPRv+mNXiuccCT7oY8BW7un/uku2DSlixZQtu2balTp85jaS87O5v333+fLl260KlTp8fSpjwdtPIiIiIi8oyrUKECtWvXfixt5eXl8eqrr2IwGHB1dX0sbcrTQzfsi4iIiDzj7t138jgYDAbj37QReVhaeREREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLyIiIiIiIhJUHgRERERERGToPAiIiIiIiImQeFFRERERERMgsKLiIiIiIiYBIUXERERERExCQovIiIiIiJiEhReRERERETEJCi8iIiIiIiISVB4ERERERERk6DwIiIiIiIiJkHhRURERERETIIhLy8v70l3QkREREREpDTmT7oD8vjcyn7SPZCngbU5PNc44El3Q54SN/fP1ftJHomb++c+6S6IyGOgbWMiIiIiImISFF5ERERERMQkKLyIiIiIiIhJUHgRERERERGToPAiIiIiIiImQeFFRERERERMgsKLiIiIiIiYBIUXERERERExCQovIiIiIiJiEhReRERERETEJCi8iIiIiIiISVB4ERERERERk6DwIiIiIiIiJkHhRURERERETILCi4iIiIiImASFFxERERERMQkKLyIiIiIiYhIUXkRERERExCQovIiIiIiI8IGX2AAAIABJREFUiElQeBEREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIg8U86dO0eDBg3w9PTE09OTzp0788EHH5CWllbquf369Xuots6fP8+QIUNwd3fHzc2NoKAg0tPTSzzH09Pzodq459q1awwfPhyAS5cu4e/v/0BlS+Lk5GS8Tt26dWPcuHHcvn37oftWWn/+CtHR0YSEhJRY5uDBg0RFRZVYJikpyTjv/fr1IykpieTkZMaNG/fI+ioPTuFFREREnjmVK1cmJiaGmJgYtmzZQsWKFQkMDCz1vL179z5UO2FhYbi5uREbG8umTZuoV68eH374YYnnxMTEPFQb92RmZnL48GEAqlSpwqJFix6obGnuXae4uDgyMzP55ptvHrpvpfXnSTlx4kSpYbIoDRs2ZNKkSX9Bj6Q05k+6AyIiIiKPwtWrV7l69Wqh43Z2dtjZ2RV7nsFgYMSIEbRp04YjR45Qu3ZtwsPDOX78OGlpaTg5OTFjxgymTZsGQI8ePVi7di1ff/01MTEx3Lx5EwsLC6ZPn87f//73AnWnpaVx8+ZN4+s+ffqQnJwMQEZGBuPGjSMlJQVLS0tCQkJo1aoVTk5OHD16lBs3bjBx4kSOHz9OTk4O/v7+uLm5ER0dze7du8nMzOTs2bO0adOG8PBwIiIiSE1NZfjw4XzwwQf079+f7du3Exsby+eff46ZmRnVq1cnKiqqQNl58+Y90PW9e/cuN2/epGLFigCEhITQvHlzvL29AYz9TkxMNK5mlCtXjunTp5OVlWXsT0hICDY2Nvz6669cunSJ4cOH4+PjU+x4jxw5QlhYGNnZ2VhZWTFlyhSqVavG2LFjOX78OAC9e/emZ8+exfa9qDZfe+01Zs+eTVZWFgsWLOCdd94hMjKSvXv3kpOTg7e3N35+fkXWl5SUxNy5c1m2bBnHjh0jJCSEnJwcmjZtyq5du/juu+9IS0sjLCyMixcvYjAYeO+992jdujVz5szh0qVLnDlzht9++40ePXowdOhQbt++zYQJE/j555+xsLBg2LBhdOvWjYMHDzJlyhRu3bpF+fLlmTBhAjVq1HigOXsaKbyIiIjIU2Hp0qXMnTu30PGAgABGjBhR4rmWlpbUrFmTlJQUrl27hoWFBatXryY3N5cBAwaQkJBAaGgoy5YtY+3atVy/fp34+HiWLVuGtbU1s2bNYvny5YwfP75AvaNGjSI4OJg5c+bQqlUrnJ2d6dKlCwCzZs3C0dGRefPmcfToUcLCwmjVqpXx3AULFlC/fn0+/vhjrl+/Tq9evWjUqBEA+/fvZ9OmTZiZmdGlSxd8fX0JDQ2lf//+zJs3j3PnzhnrmTlzJmvWrMHBwYGPP/6YlJSUAmVLc28b28WLF6lSpUqBPhZl/vz5hIeH8/LLL7No0SIOHTrE3/72twJlLl68yIoVKzh27Bj9+/fHx8en2PEuXbqUgQMH0rVrV9avX8+BAwdITU0lMzOTDRs2cOnSJaZPn15ieCmuzcDAQPbu3cvQoUNZuXIlAOvXr+fOnTu89dZbNGjQoNTrExISQlBQEO3atePLL78kJycHgEmTJuHj44OLiwupqan07t2bDRs2AHD06FGWL1/OtWvXcHV1pU+fPqxZs4asrCy+/fZb0tPT8fPzw9XVldDQUBYuXEjVqlXZvXs348eP58svvyy1X08rhRcRERF5KgwYMAAvL69Cx0tadbmfwWDA2tqaZs2aYW9vz/Lly0lJSeH06dNkZWUVKGtjY8P06dOJi4vj9OnT7N69m7p16xaq09nZmV27dpGUlGRckYiLi2P+/Pns27fPuJrj5OTE6tWrC5y7Z88ebt26xbp16wDIysoyrjQ0btwYGxsbAGrUqEFmZiZly5YtclwdOnTA19cXV1dXOnfuTN26dQuEm9Lc28aWm5vL5MmTeffdd1m8eHGx5V1cXAgICMDV1RUXFxfatGlTqL02bdpgMBh46aWXyMjIKHG87dq1Y+LEiezevZuOHTvSoUMHrl69yqlTp3jrrbdwdnbm/fffL3UcRbV5v8TERA4fPsyPP/5obP/o0aPUrl272DozMjL47bffaNeuHQA+Pj589dVXxvGkpKQwe/ZsALKzszl79iwALVq0wNLSEgcHB+zt7bl27Rr79u2jZ8+elClThkqVKhEXF8exY8c4e/YsQ4cONbZ5/fr1Usf6NFN4ERERkadCadvDSnLnzh1OnTpF7dq12bZtG7Nnz6Z///54e3tz5coV8vLyCpS/cOEC/fr1o2/fvjg7O1OxYsVC95BkZGQwf/58xo4di7OzM87OzgwbNoy2bdty+fJlzM3NMRgMxvInT56kVq1axte5ublERUVRv359IH8LWrly5YiNjcXKyspYzmAwFOrf/UJDQzly5AgJCQkEBwcTEBDAK6+88tDXqEyZMnTv3h1fX99C7d69e9dYzs/Pjw4dOrBjxw6ioqI4ePAg7u7uBeq61//7x1/ceC0sLGjcuDE7duzgyy+/ZOfOnURERBAXF8cPP/xAQkICXl5exMXFlTj/RbV5v5ycHIKDg+nUqRMAly9fpmzZshw4cKDYOs3MzIq99rm5uSxduhR7e3sAUlNTcXBwID4+vsj5++P74cyZM+Tm5lK9enVjgMzJyXmgB0s8zXTDvoiIiDzTcnNzmTNnDo0aNcLR0ZHExES6du2Kj48PdnZ2JCUlGbcCmZmZkZ2dTXJyMjVr1sTPz4+GDRsSHx9vLHOPra0t27dvN24VgvwbxB0cHChXrhxNmzYlLi4OyA8u/v7+Bb68tmzZ0riVKTU1FQ8PDy5cuFDsOMzNzcnOzi5wLDs7m06dOlG+fHkGDx6Mp6cnhw8fLrLsg0hMTKRevXoA2Nvbc+LECQDi4+ONZXr06MGNGzfw8/PDz8+PQ4cOPVDdxY135MiRJCcn06tXL4KCgjh06BDbtm0jODiY9u3bExoayvPPP1/itSnOvfm81/6aNWu4e/cuN27coHfv3iUGF8if4xo1apCQkABAbGxsgfGsWLECyJ93d3f3Avc//VGzZs3YvHkzeXl5pKen07dvX6pVq0ZmZiY//fQTAOvWrWP06NEPPc6niVZeRERE5JmTmppqvJcjNzeXunXrMmPGDCD/y/fo0aOJi4vDwsKCJk2aGLc9ubi44OnpyZo1a1i5ciXdunUjLy+PZs2aGbd03WNmZsZnn33G1KlTmTVrFtbW1lSuXJmFCxdiZmZGYGAgoaGheHh4YG5uTmRkZIHwEhAQQHh4OG5ubsZVAUdHR+MX2T9ycHCgatWq9OvXjylTpgD5gSYwMJBBgwZhZWWFg4MDU6dOxc7Ozlh22bJl+Pv7ExgYSMOGDQvVe+86GQwGbG1tmThxIgC+vr6MHDkSd3d3WrZsSaVKlYD8+3xCQkIwNzfn+eefJyIi4oHmpLjxDhkyhHHjxjFv3jwsLCwIDw+nbt26bN26lddffx0rKys8PDxwcnJ6oHbu9/LLLzN37lymTZtGUFAQZ86cwcvLi+zsbLy9vWnRogVJSUkl1hEZGcnYsWOZOXMmTk5OWFtbA/krXmFhYcZVp8jISONWv6L07t2biIgIPDw8ABg/fjy2trbMmjWLSZMmcfv2bWxsbPj4448fepxPE0NeSeuM8lS59fA/sIgUYm0OzzUOeNLdkKfEzf1z9X6SR+Lm/sI36suDW7JkCW3btqVOnTpPuismZ+7cufTs2ZPKlSuzdetWYmNjmTNnzpPu1lNLKy8iIiIiz7gKFSqUeGO6FK9q1aoMGjQIc3Nz7Ozs9Pdf/mJaeXmGaOVFHgWtvMijpJUXeVS08iLybNAN+yIiIiIiYhIUXkRERERExCQovIiIiIiIiElQeBEREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLyIiIiIiIhJUHgRERERERGToPAiIiIiIiImQeFFRERERERMgsKLiIiIiIiYBIUXERERERExCQovIiIiIiJiEhReRERERETEJCi8iIiIiIiISTDk5eXlPelOiIiIiIiIlMb8SXdAHp9b2U+6B/I0sDaH5xoHPOluyFPi5v65fPOvC0+6G/IU6N7oxSfdBRF5DLRtTERERERETILCi4iIiIiImASFFxERERERMQkKLyIiIiIiYhIUXkRERERExCQovIiIiIiIiElQeBEREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLyIiIiIiIhJUHgRERERERGToPAiIiIiIiImQeFFRERERERMgsKLiIiIiIiYBIUXERERERExCQovIiIiIiJiEhReRERERETEJCi8iIiIiIiISVB4ERERkWfKuXPnaNCgAZ6ennh6etK5c2c++OAD0tLSSj23X79+D9XW+fPnGTJkCO7u7ri5uREUFER6enqJ53h6ej5UG/dcu3aN4cOHA3Dp0iX8/f0fqGxJnJycjNepW7dujBs3jtu3bz9030rrz18hOjqakJCQEsscPHiQqKioEsskJSUZ571fv34kJSWRnJzMuHHjHllf/wpTp06lZcuW3Llz5z+qx8nJ6aHP2bFjB0uWLPmP2i2OwouIiIg8cypXrkxMTAwxMTFs2bKFihUrEhgYWOp5e/fufah2wsLCcHNzIzY2lk2bNlGvXj0+/PDDEs+JiYl5qDbuyczM5PDhwwBUqVKFRYsWPVDZ0ty7TnFxcWRmZvLNN988dN9K68+TcuLEiVLDZFEaNmzIpEmT/oIePRrZ2dl8++23NG7cmH/+85+Pvf1ffvmF69ev/yV1m/8ltYqIiIg8ZlevXuXq1auFjtvZ2WFnZ1fseQaDgREjRtCmTRuOHDlC7dq1CQ8P5/jx46SlpeHk5MSMGTOYNm0aAD169GDt2rV8/fXXxMTEcPPmTSwsLJg+fTp///vfC9SdlpbGzZs3ja/79OlDcnIyABkZGYwbN46UlBQsLS0JCQmhVatWODk5cfToUW7cuMHEiRM5fvw4OTk5+Pv74+bmRnR0NLt37yYzM5OzZ8/Spk0bwsPDiYiIIDU1leHDh/PBBx/Qv39/tm/fTmxsLJ9//jlmZmZUr16dqKioAmXnzZv3QNf37t273Lx5k4oVKwIQEhJC8+bN8fb2BjD2OzEx0biaUa5cOaZPn05WVpaxPyEhIdjY2PDrr79y6dIlhg8fjo+PT7HjPXLkCGFhYWRnZ2NlZcWUKVOoVq0aY8eO5fjx4wD07t2bnj17Ftv3otp87bXXmD17NllZWSxYsIB33nmHyMhI9u7dS05ODt7e3vj5+RVZX1JSEnPnzmXZsmUcO3aMkJAQcnJyaNq0Kbt27eK7774jLS2NsLAwLl68iMFg4L333qN169bMmTOHS5cucebMGX777Td69OjB0KFDuX37NhMmTODnn3/GwsKCYcOG0a1bNw4ePMiUKVO4desW5cuXZ8KECdSoUaPEudq5cyeOjo688cYbfPXVV7i7uxv7/emnn2Jtbc3JkydxcnJi2rRpWFpa8sknn5CYmEhmZiaVK1fmk08+Mc51bm4urq6uLF68mFq1apGVlUXXrl2Ji4tjwoQJBeahSZMmrFq1CoCqVavi4+PzIG+vB6aVFxEREXkqLF26FBcXl0L/LV26tNRzLS0tqVmzJikpKezfvx8LCwtWr17Nd999x7Vr10hISCA0NBSAtWvXcv36deLj41m2bBmbNm2iffv2LF++vFC9o0aNYtq0aTg7OzNmzBgSEhJo3rw5ALNmzcLR0ZFvv/2WyMhIZs6cWeDcBQsWUL9+faKjo1m+fDkLFy7k7NmzAOzfv5/Zs2ezceNGduzYwdGjRwkNDaVy5cqFwsjMmTP54osviI6Oplq1aqSkpBRbtij3to29+uqr/P7777Rq1arE8vPnzyc8PJzo6Ghat27NoUOHCpW5ePEiK1asYMGCBURGRpY43qVLlzJw4ECio6Pp2bMnBw4cYP/+/WRmZrJhwwY+/fRTfvrpp1LH8cc27ezsCAwMpGPHjgwdOpQ1a9YAsH79er755hu2bdv2QPWGhIQQFBRETEwMNWrUICcnB4BJkybh4+NDdHQ0CxYsICwszLgacfToURYvXszatWv57LPPuHr1KsuWLSMrK4tvv/2WJUuWMG/ePO7cuUNoaCjTp09n/fr1DBw4kPHjx5fap+joaLp06UK7du04fPgwJ06cMP6//fv3ExYWxrfffsv58+f5/vvvOXPmDCkpKaxatYp//vOfvPjii2zcuNF4TpkyZXjjjTeMx7Zu3Ur79u05dOhQoXmoXbs2vXr1olevXo88uIBWXkREROQpMWDAALy8vAodL2nV5X4GgwFra2uaNWuGvb09y5cvJyUlhdOnT5OVlVWgrI2NDdOnTycuLo7Tp0+ze/du6tatW6hOZ2dndu3aRVJSknFFIi4ujvnz57Nv3z7jao6TkxOrV68ucO6ePXu4desW69atAyArK8v4C3fjxo2xsbEBoEaNGmRmZlK2bNkix9WhQwd8fX1xdXWlc+fO1K1bl3Pnzj3QNYH/28aWm5vL5MmTeffdd1m8eHGx5V1cXAgICMDV1RUXFxfatGlTqL02bdpgMBh46aWXyMjIKHG87dq1Y+LEiezevZuOHTvSoUMHrl69yqlTp3jrrbdwdnbm/fffL3UcRbV5v8TERA4fPsyPP/5obP/o0aPUrl272DozMjL47bffaNeuHQA+Pj589dVXxvGkpKQwe/ZsIH8r173w2aJFCywtLXFwcMDe3p5r166xb98+evbsSZkyZahUqRJxcXEcO3aMs2fPMnToUGObpW3HSk9P54cffiAiIgJra2s6dOjAqlWrjOG7Tp06vPDCCwD84x//IDMzk5o1azJmzBjWrl3LqVOnOHDgAI6OjgXq9fb2ZuDAgQQFBbF+/XpGjRqFo6PjQ8/Df0rhRURERJ4KpW0PK8mdO3c4deoUtWvXZtu2bcyePZv+/fvj7e3NlStXyMvLK1D+woUL9OvXj759++Ls7EzFihUL3UOSkZHB/PnzGTt2LM7Ozjg7OzNs2DDatm3L5cuXMTc3x2AwGMufPHmSWrVqGV/n5uYSFRVF/fr1gfwtaOXKlSM2NhYrKytjOYPBUKh/9wsNDeXIkSMkJCQQHBxMQEAAr7zyykNfozJlytC9e3d8fX0LtXv37l1jOT8/Pzp06MCOHTuIiori4MGDxm1L99zr//3jL268FhYWNG7cmB07dvDll1+yc+dOIiIiiIuL44cffiAhIQEvLy/i4uJKnP+i2rxfTk4OwcHBdOrUCYDLly9TtmxZDhw4UGydZmZmxV773Nxcli5dir29PQCpqak4ODgQHx9f5Pz98f1w5swZcnNzqV69ujFA5uTklPpgiY0bN5KXl0f37t0BuHXrFnfv3mX06NEFrsP9bf/yyy+89957+Pn50blzZ8qUKVNoXNWrV6dq1aps3bqV9PR0GjVqBFDkPPyVtG1MREREnmm5ubnMmTOHRo0a4ejoSGJiIl27dsXHxwc7OzuSkpKMW4HMzMzIzs4mOTmZmjVr4ufnR8OGDYmPjzeWucfW1pbt27ezYcMG47ETJ07g4OBAuXLlaNq0qfGL3smTJ/H39y/w5bVly5asXLkSyP/i6+HhwYULF4odh7m5OdnZ2QWOZWdn06lTJ8qXL8/gwYPx9PTk8OHDRZZ9EImJidSrVw8Ae3t743ak+Ph4Y5kePXpw48YN/Pz88PPzK3LbWFGKG+/IkSNJTk6mV69eBAUFcejQIbZt20ZwcDDt27cnNDSU559/vsRrU5x783mv/TVr1nD37l1u3LhB7969SwwukD/HNWrUICEhAYDY2NgC41mxYgWQP+/u7u4F7n/6o2bNmrF582by8vJIT0+nb9++VKtWjczMTOP2tXXr1hlDSHGio6OZOnUq27dvZ/v27Xz//feUK1eOzZs3F3vOvn37aN68Ob6+vvztb39j586dhd7PkL+yFBERgYeHB0Cx83D/dX3UtPIiIiIiz5zU1FTjI4lzc3OpW7cuM2bMAPK/fI8ePZq4uDgsLCxo0qSJcduTi4sLnp6erFmzhpUrV9KtWzfy8vJo1qyZcUvXPWZmZnz22WdMnTqVWbNmYW1tTeXKlVm4cCFmZmYEBgYSGhqKh4cH5ubmREZGFggvAQEBhIeH4+bmZlwVcHR0LPY+DAcHB6pWrUq/fv2YMmUKkB9oAgMDGTRoEFZWVjg4ODB16lTs7OyMZZctW4a/vz+BgYE0bNiwUL33rpPBYMDW1paJEycC4Ovry8iRI3F3d6dly5ZUqlQJyL/PJyQkBHNzc55//nkiIiIeaE6KG++QIUMYN24c8+bNw8LCgvDwcOrWrcvWrVt5/fXXsbKywsPD40890vfll19m7ty5TJs2jaCgIM6cOYOXlxfZ2dl4e3vTokULkpKSSqwjMjKSsWPHMnPmTJycnLC2tgbyV7zCwsKMq06RkZHGrX5F6d27d4FgMH78eGxtbZk1axaTJk3i9u3b2NjY8PHHHwOwcuVKUlNTCQoKMtaRnJzMlStXeO2114zHypQpw4ABA1i1ahXvvfdekW1369aNgIAAY18bNGhQ5NbCTp06MX78eON7wtnZuch5uHr1KmPGjKFixYoP/Xjx0hjySlpnlKfKrb8mAMszxtocnmsc8KS7IU+Jm/vn8s2/Hv7XUpE/6t7oxSfdBZO2ZMkS2rZtS506dZ50V0zO3Llz6dmzJ5UrV2br1q3ExsYyZ86cv7zdy5cvs3jxYoKDg//ytgDy8vLYtWsXK1euZOHChY+lzaJo5UVERETkGVehQoUSb0yX4lWtWpVBgwZhbm6OnZ3dY/v7LydPnqRPnz6PpS2AyZMns2PHjif+93q08vIM0cqLPApaeZFHSSsv8qho5UXk2aAb9kVERERExCQovIiIiIiIiElQeBEREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLyIiIiIiIhJUHgRERERERGToPAiIiIiIiImQeFFRERERERMgsKLiIiIiIiYBIUXERERERExCQovIiIiIiJiEhReRERERETEJCi8iIiIiIiISVB4ERERERERk2DIy8vLe9KdEBERERERKY1WXkRERERExCQovIiIiIiIiElQeBEREREREZOg8CIiIiIiIiZB4UVEREREREyCwouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLzIU+fYsWM4OTnxz3/+80/XERISQnR09EOdc+3aNYYPH/6n2xRISkqicePGeHp64uHhQdeuXVm6dOmfqmvbtm3MmjXrEfewZA/yvlmzZg2bNm0qscycOXOYM2cOAE5OTgCsXLmSlStXPpqOygM7d+4cDRo0wNPTE09PTzp37swHH3xAWlpaqef269fvodo6f/48Q4YMwd3dHTc3N4KCgkhPTy/xHE9Pz4dq4577P68uXbqEv7//A5UVEXnSFF7kqbNu3Tq6dOnC6tWrH2u7mZmZHD58+LG2+TRq0KABMTExbNy4kbVr1/LFF19w4sSJh67HxcWFoKCgv6CH/5n/9//+H3fu3Hno83x9ffH19f0LeiSlqVy5MjExMcTExLBlyxYqVqxIYGBgqeft3bv3odoJCwvDzc2N2NhYNm3aRL169fjwww9LPCcmJuah2rjn/s+rKlWqsGjRogcqKyLypCm8yFPl7t27xMbGMnLkSH799Vf+/e9/A9CxY0dmzpxJ9+7def311/nll1+A/C8Xvr6+eHl54eLiQnx8fIH6Zs6cySeffGJ8HRISwubNm4mNjcXT0xNvb28CAwO5ffs2ERERpKam6hfKR+j27duYmZlha2sL5M/juXPngPxVmnu/bC9ZsgQPDw/eeOMNwsLCAIiOjiYkJMR4XlHzf+bMGQYOHIiXlxe+vr4cOnQIoMj5vXjxIn379sXb25vu3btz4MCBEvteVJt79uxh+/btzJ49m927d5OWlsawYcPw9vbGx8eHPXv2FFvf/asxmzdvpkuXLnh7ezNu3DjjOA8ePGh8Pw8aNIizZ88C+SsAkZGRvPnmm7z22mskJCQA8Ntvv9G/f3/c3Nzo3r07R44cAWDDhg14eXnh6enJ2LFjuX379sNM21PNYDAwYsQIjh8/zpEjR8jOziY0NJQ333wTFxcXhg0bxq1bt4iIiACgR48eAHz99df06NEDNzc3vLy8SElJKVR3WloaN2/eNL7u06cPffr0ASAjI4Phw4fTtWtXPD09SUxMBP5vZe7GjRuMGTMGb29vPD09jat70dHRvPvuuwwaNIjXXnuN8PBwgAKfV+fOnaNjx45A0e99fbaJyH8ThRd5qiQkJFC1alVq1aqFq6trgdUXe3t7vvnmG3r16sWnn34K5H+hiIiIYP369URERBTaZuTj40NsbCx5eXncvHmTH3/8ERcXF2bOnMkXX3xBdHQ01apVIyUlhdDQUCpXrsy8efMe65ifNr/88guenp64u7vTsWNHmjdvTuXKlYstn5OTw6effsq6deuIjo7m7t27XLp0qVC5ouZ/zJgxBAcHs379ej766CPeffddgCLn95tvvqF9+/ZER0cTGBjIzz//XOpY/thm69at6dixI4GBgbz66qtMmjQJHx8foqOjWbBgAWFhYVy/fr3EOi9fvszkyZNZunQp33zzDZmZmQDcuXOH0NBQpk+fzvr16xk4cCDjx483nnf37l1Wr17NBx98YHyfT5gwgc6dO7Np0yZGjBjBggULOH78OGvWrGHVqlXExMTg4ODA4sWLSx3rs8TS0pKaNWuSkpLC/v37sbCwYPXq1Xz33Xdcu3aNhIQEQkNDAVi7di3Xr18nPj6eZcumD6r0AAAM2UlEQVSWsWnTJtq3b8/y5csL1Ttq1CimTZuGs7MzY8aMISEhgebNmwMwa9YsHB0d+fbbb4mMjGTmzJkFzl2wYAH169cnOjqa5cuXs3DhQmN43b9/P7Nnz2bjxo3s2LGDo0ePFvt5pc82EflvZ/6kOyDyKK1btw43NzcAunXrxujRo41bh1599VUA6tSpw9atWwGIiopix44dbNmyhX/961/cuHGjQH01atSgWrVq7Nu3j/Pnz9OuXTusrKzo0KEDvr6+uLq60rlzZ+rWrWtcEZD/TIMGDVi2bBkA169f5+233+azzz5j8ODBRZY3MzOjcePGdO/eHRcXFwYOHEiVKlUKlfvj/N+4cYNffvmFDz74wFgmKyuLK1euFDm/WVlZjBgxgsOHD9OuXTv69u1b6liKes/db8+ePaSkpDB79mwAsrOzjV84i/PTTz/RuHFj4xjfeOMN4uPjOX36NGfPnmXo0KHGsvcHofv7kpGRAcC+ffuYMWMGAO3ataNdu3Z8/fXXnDlzhp49ewL5oadevXqljvVZYzAYsLa2plmzZtjb27N8+XJSUlI4ffo0WVlZBcra2Ngwffp04uLiOH36NLt376Zu3bqF6nR2dmbXrl0kJSWRmJhIVFQUcXFxzJ8/n3379jFt2jQgf7Xlj9ti9+zZw61bt1i3bh2Q/14+fvw4AI0bN8bGxgbI/0zLzMykbNmyRY5Ln20i8t9O4UWeGunp6ezevZtff/2Vr776iry8PK5evcp3330HgJWVFZD/peOe3r1706JFC1q0aEGrVq0YPXp0oXp9fHzYtGkT58+fZ8SIEQCEhoZy5MgREhISCA4OJiAggFdeeeUxjPLZYmNjQ9euXQtsp8rLywPyv+jfM3/+fA4cOMCuXbt4++23jV/y7vfH+c/NzcXS0rLAPQMXL17E3t6+yPn19PQkLi6OnTt3snnzZtavX8+SJUtK7H9R77n75ebmsnTpUuzt7QFITU3FwcGh0PbF+5UpU4bc3Nwi66pevbpxPDk5OQVuKi+qL+bm//dPQF5eHidPniQnJ4euXbsaVw5u3LhBTk5OieN81ty5c4dTp05Ru3Zttm3bxuzZs+nfvz/e3t5cuXLF+B6958KFC/Tr14++ffvi7OxMxYoVC91DkpGRwfz58xk7dizOzs44OzszbNgw2rZty+XLlzE3Ny8wdydPnqRWrVrG17m5uURFRVG/fn0gfwtauXLliI2NNc495M//H/t3P322ich/O20bk6dGTEwMLVu2ZNeuXWzfvp0dO3YwZMgQVq1aVWT5jIwMTp8+TVBQEM7Ozmzbtq3IL2ldunQhMTGRtLQ0GjVqRHZ2Np06daJ8+fIMHjwYT09PDh8+jLm5eYEv1PKfy8nJYe/evcZf/suXL2+8eX/btm1A/jaqbt268dJLLxEUFESbNm04evRoqXXb2tryt7/9zfhl/4cffqBPnz7Fzm9kZCQbN27Ey8uLsLAw4/0xD8vMzMz4PmvZsiUrVqwA4MSJE7i7uxe456EoTZo0ITk5mdTUVPLy8ti8eTMGg4G///3vZGZm8tNPPwH5q5BFhfH7NW3alLi4OCD/l/vx48fTokULvvvuO9LT08nLyyM8PPxPP/HtaZSbm8ucOXNo1KgRjo6OJCYm0rVrV3x8fLCzsyMpKck4v2ZmZmRnZ5OcnEzNmjXx8/OjYcOGxMfHF/qssbW1Zfv27WzYsMF47MSJEzg4OFCuXLkCc3Xy5En8/f0LhJmWLVsan0aXmpqKh4cHFy5cKHYcRX1e6bNNREyBVl7kqbF+/XrjPQv39OnTh88//9y4ZeJ+9vb2xpupzc3NadmyJbdu3Sq05cPa2pr//d//5aWXXgLy/9EPDAxk0KBBWFlZ4eDgwNSpU7Gzs6Nq1ar069fPuO1JHt69e14MBgPZ2dk4OTkZH+MaGBjIRx99xNy5c2nbti0AFSpU4M0336R79+4899xz1KpVCx8fH7Zs2VJqW1FRUYSHh/P5559jYWHBJ598goWFRZHze+fOHd577z2io6MxMzPj448//lPja926NTNmzMDW1pbQ0FDCwsJwd3cHIDIyssj36v0qVKhAaGgogwYNwtLSkurVq2NnZ4elpSWzZs1i0qRJ3L59Gxsbm1L7GBYWRmhoKCtWrOC5554jIiKC2rVrExAQwIABA8jNzaVu3bq88847f2qsT4vU1FTjI4nvXZN72+169OjB6NGjiYuLw8LCgiZNmhi3Wbm4uODp6cmaNWtYuXIl3bp1Iy8vj2bNmhm3dN1jZmbGZ599xtSpU5k1axbW1tZUrlyZhQsXYmZmRmBgIKGhoXh4eGBubk5kZGSB8BIQEEB4eDhubm7k5OQQHByMo6OjMcz+kYODg/HzasqUKYA+20TENBjySlo/FnnG5eXlcePGDd58802+/PJLKlWq9KS7JM+4K1eusGzZMgICAihTpgwRERHUrFnzof+miIiIiCnStjGREiQnJ9OxY0d69uyp4CL/Fezt7bl69Spubm64u7tz/fp14831IiIiTzutvIiIiIiIiEnQyouIiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQk6O+8iIjJO3DgANOnTycjI4O8vDxeeOEFxowZQ506df7Sdjt27MisWbNo2LDhA5W/evWq8ZHGWVlZXLp0yfhX0lu3bs2YMWP+sr6KiIg8DRReRMSk3blzh8GDB/PFF19Qv359AGJiYvD392fbtm2YmZk94R7+Hzs7O2JiYgBISkrio48+Mr4WERGR0im8iIhJu3nzJteuXSMrK8t4zMPDAxsbG3JyckhISGDBggXcvXsXa2trxowZQ+PGjUlLSyMsLIz09HR+//13qlWrxsyZM3FwcKBjx468/PLLHD16lFGjRlG7dm3CwsK4fPkyZcqUYejQoXTr1g2A1atX8+GHH3L58mU8PT159913/6PxrF69mtWrV5Obm0uFChUYP348tWrVYvTo0Vy/fp2zZ8/i4uLC+fPnsbW15ejRo6Snp+Pq6krZsmVJSEggPT2dyZMn07x5c/bu3cvHH3/MvafiDxs2DFdX1/+ojyIiIk+KwouImLRy5coRHBzM22+/TcWKFWnSpAktWrTg9ddf5/z583zyySd89dVXlC9fnuPHjzNw4EC2bt1KXFwc//u//8s777xDXl4e77zzDjExMQwaNAiAOnXqMHPmTAC8vLzo3r07ffr04cKFC/Tr1w9nZ2cArKysiI6O5vfff6djx4706tWLF1988U+NJTExkU2bNrFixQqsra1JSEggMDCQ2NhYAO7evUtcXBwAo0eP5vDhw3z99dekp6fj7OzMhx9+yOrVq/niiy9YtGgRzZs3Z/bs2fj7+9OlSxcOHTpEdHS0wouIiJgshRcRMXkDBw6kR48e7Nu3j3379rFo0SIWLVpE7969SU1Nxc/Pz1jWYDDw73//mwEDBvDTTz+xZMkSTp8+zfHjx2nUqJGxXNOmTQHIyMjgyJEj9OjRA4AXX3yR+Ph4Yzk3NzcAKlWqRMWKFUlPT//T4WXnzp2cOnWKN99803jsypUrXLt2DYBXXnmlQPmOHTtibm5OlSpVsLS05NVXXwXA0dGRLVu2ANC1a1c+/PBD4uPjad26NSNHjvxTfRMREflvoPAiIibt559/Zv/+/bz99tt06NCBDh06MGrUKNzc3Lh+/TqtWrUyrqAAXLhwgcqVKxMVFcXBgwfx8fGhRYsWZGdnG7dWATz//PMAmJvnf0waDAbj/0tJSaFq1aoF/v+9MvfX8bBycnLw8fExbj3Lycnh999/x9bWtkCf7rG0tCzw2sLColCdffr0wdXVle+//55du3Yxd+5ctmzZUuhcERERU6BHJYuISatQoQILFizgp59+Mh77/fffuX79Oi4uLvzwww+cPHkSgISEBDw8PLh16xbff/89AwYM4I033sDBwYE9e/aQk5NTqH4bGxvq16/Phg0bgPzw4+vra1wNeZReffVVYmNjSUtLA2D58uXGbWx/Vvfu3Tl27Bg+Pj589NFHXLlyhcuXLz+K7oqIiDx2WnkREZNWq1Yt5s2bxyeffMLFixexsrLC1taWyZMn8z//8z9MnDiRUaNGkZeXh7m5OQsWLKBs2bIMHz6cyMhIZs2ahYWFBU2aNOHf//53kW1Mnz6dCRMmsGzZMgwGA5MmTaJSpUqPfCzt2rXDz88PPz8/DAYDdnZ2zJkz5z+qc8yYMUyePJnp06djMBgYOXIkL7zwwiPqsYiIyONlyPtP9jiIiIiIiIg8Jlp5ERF5hFJSUop9XHKtWrUK3H8jIiIiD0crLyIiIiIiYhJ0w76IiIiIiJgEhRcRERERETEJCi8iIiIiImISFF5ERERERMQkKLyIiIiIiIhJ+P94Xw1SlwjIawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped, cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list[Job_list['Titles_combined']==''].Job_title_man.value_counts().sort_values(ascending=False)[:10].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Company"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.Company.value_counts().sort_values(ascending=False)[:10].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Campusjäger</th>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porsche AG</th>\n",
       "      <td>6</td>\n",
       "      <td>29</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zalando SE</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EzCareer</th>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JobPilot</th>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KeenRecruit</th>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harnham</th>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazon</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RetailFocus</th>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iPAXX AG</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms  Analyst  Business Intelligence  Data Scientist  Total\n",
       "Company                                                            \n",
       "Campusjäger         4                     28              29     61\n",
       "Porsche AG          6                     29              10     45\n",
       "Zalando SE          9                     10              12     31\n",
       "EzCareer           24                      3               2     29\n",
       "JobPilot           22                      4               2     28\n",
       "KeenRecruit        20                      5               2     27\n",
       "Harnham             9                      6               8     23\n",
       "Amazon              8                      8               6     22\n",
       "RetailFocus        15                      3               2     20\n",
       "iPAXX AG            5                      5               9     19"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Company, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1b84cfe1d48>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:10], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## City"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.City.value_counts().sort_values(ascending=False)[:10].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>City</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Berlin</th>\n",
       "      <td>253</td>\n",
       "      <td>234</td>\n",
       "      <td>224</td>\n",
       "      <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hamburg</th>\n",
       "      <td>146</td>\n",
       "      <td>109</td>\n",
       "      <td>117</td>\n",
       "      <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Munich</th>\n",
       "      <td>110</td>\n",
       "      <td>115</td>\n",
       "      <td>110</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frankfurt</th>\n",
       "      <td>108</td>\n",
       "      <td>50</td>\n",
       "      <td>62</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Düsseldorf</th>\n",
       "      <td>41</td>\n",
       "      <td>39</td>\n",
       "      <td>29</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Köln</th>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hannover</th>\n",
       "      <td>16</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stuttgart</th>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bonn</th>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leipzig</th>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>9</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms  Analyst  Business Intelligence  Data Scientist  Total\n",
       "City                                                               \n",
       "Berlin            253                    234             224    711\n",
       "Hamburg           146                    109             117    372\n",
       "Munich            110                    115             110    335\n",
       "Frankfurt         108                     50              62    220\n",
       "Düsseldorf         41                     39              29    109\n",
       "Köln               45                     27              25     97\n",
       "Hannover           16                     25              31     72\n",
       "Stuttgart          17                     23              27     67\n",
       "Bonn                4                      9              24     37\n",
       "Leipzig             8                     17               9     34"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.City, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1b84cfac848>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:10], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_lat = []   # create empty lists\n",
    "list_long = []\n",
    "\n",
    "for index, row in Job_list.iterrows(): # iterate over rows in dataframe\n",
    "\n",
    "    City = row['City']\n",
    "    query = str(City)\n",
    "\n",
    "    results = geocoder.bing(query, key='nReoYlSyKa7bNHrfvhOk~s1o5LKAt0EeGB2uzWDatEA~AornPa_MxwI60LoAy6YjXLKEswPz7eeVch1lNGVaAMlFQVxtIrfbSntFSCWRtK_J')   \n",
    "    lat = results.lat\n",
    "    long = results.lng\n",
    "\n",
    "    list_lat.append(lat)\n",
    "    list_long.append(long)\n",
    "\n",
    "# create new columns from lists    \n",
    "\n",
    "Job_list['City_lat'] = list_lat   \n",
    "Job_list['City_lon'] = list_long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "Job_list.to_csv('Job_list_man.CSV',sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 67,
     "metadata": {},
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    "#All\n",
    "Job_list_clean=Job_list.dropna(subset=['City_lat'])\n",
    "Job_list_clean=Job_list_clean.dropna(subset=['City_lon'])\n",
    "base_map = folium.Map(location=[51.1633987,10.4468737], zoom_start=10)\n",
    "Job_list_clean = Job_list_clean.groupby(['City_lat', 'City_lon']).count().reset_index()\n",
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   "execution_count": 65,
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                {"blur": 15, "max": 1.0, "maxZoom": 13, "minOpacity": 0.5, "radius": 20}
            ).addTo(map_fadbaae1fc2849ee9de89375ad4ac5cc);
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b863417d48>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Only Analyst\n",
    "Job_list_clean=Job_list.dropna(subset=['City_lat'])\n",
    "Job_list_clean=Job_list_clean.dropna(subset=['City_lon'])\n",
    "Job_list_clean = Job_list_clean[Job_list_clean.Search_Terms == \"Analyst\"]\n",
    "base_map = folium.Map(location=[51.1633987,10.4468737], zoom_start=10)\n",
    "Job_list_clean = Job_list_clean.groupby(['City_lat', 'City_lon']).count().reset_index()\n",
    "HeatMap(data=Job_list_clean[['City_lat', 'City_lon', 'Job_Links']], radius=20, max_zoom=13).add_to(base_map)\n",
    "base_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
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            <div class="folium-map" id="map_99d14fe551fa4706b7e6b181bff0a089" ></div>
        
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                    crs: L.CRS.EPSG3857,
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b8633f4d48>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Only Business Intelligence\n",
    "Job_list_clean=Job_list.dropna(subset=['City_lat'])\n",
    "Job_list_clean=Job_list_clean.dropna(subset=['City_lon'])\n",
    "Job_list_clean = Job_list_clean[Job_list_clean.Search_Terms == \"Business Intelligence\"]\n",
    "base_map = folium.Map(location=[51.1633987,10.4468737], zoom_start=10)\n",
    "Job_list_clean = Job_list_clean.groupby(['City_lat', 'City_lon']).count().reset_index()\n",
    "HeatMap(data=Job_list_clean[['City_lat', 'City_lon', 'Job_Links']], radius=20, max_zoom=13).add_to(base_map)\n",
    "base_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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        <script>
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b8633be088>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Only Data Scientist\n",
    "Job_list_clean=Job_list.dropna(subset=['City_lat'])\n",
    "Job_list_clean=Job_list_clean.dropna(subset=['City_lon'])\n",
    "Job_list_clean = Job_list_clean[Job_list_clean.Search_Terms == \"Data Scientist\"]\n",
    "base_map = folium.Map(location=[51.1633987,10.4468737], zoom_start=10)\n",
    "Job_list_clean = Job_list_clean.groupby(['City_lat', 'City_lon']).count().reset_index()\n",
    "HeatMap(data=Job_list_clean[['City_lat', 'City_lon', 'Job_Links']], radius=20, max_zoom=13).add_to(base_map)\n",
    "base_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time posted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.Time_posted.value_counts().sort_values(ascending=False)[5:].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time_posted</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2 weeks</th>\n",
       "      <td>222</td>\n",
       "      <td>219</td>\n",
       "      <td>180</td>\n",
       "      <td>621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 months</th>\n",
       "      <td>113</td>\n",
       "      <td>129</td>\n",
       "      <td>144</td>\n",
       "      <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 weeks</th>\n",
       "      <td>100</td>\n",
       "      <td>106</td>\n",
       "      <td>98</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 week</th>\n",
       "      <td>96</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 month</th>\n",
       "      <td>73</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 weeks</th>\n",
       "      <td>62</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 days</th>\n",
       "      <td>64</td>\n",
       "      <td>50</td>\n",
       "      <td>68</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 months</th>\n",
       "      <td>40</td>\n",
       "      <td>63</td>\n",
       "      <td>56</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 days</th>\n",
       "      <td>76</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 months</th>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>39</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 days</th>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 days</th>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 days</th>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 months</th>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 months</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 months</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 days</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 d</th>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 months</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 year</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms  Analyst  Business Intelligence  Data Scientist  Total\n",
       "Time_posted                                                        \n",
       "2 weeks           222                    219             180    621\n",
       "2 months          113                    129             144    386\n",
       "3 weeks           100                    106              98    304\n",
       "1 week             96                     81              95    272\n",
       "1 month            73                     95              86    254\n",
       "4 weeks            62                     65              66    193\n",
       "2 days             64                     50              68    182\n",
       "3 months           40                     63              56    159\n",
       "5 days             76                     34              33    143\n",
       "4 months           22                     33              39     94\n",
       "4 days             22                     23              27     72\n",
       "3 days             26                     23              23     72\n",
       "6 days             16                      8              12     36\n",
       "7 months            6                     14              11     31\n",
       "5 months            4                      5               7     16\n",
       "6 months            5                      1               6     12\n",
       "7 days              4                      3               5     12\n",
       "1 d                 2                      7               3     12\n",
       "8 months            3                      2               3      8\n",
       "1 year              0                      2               4      6"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Time_posted, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x160eebc5518>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:20], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applicants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K3NzcrD9jNBqRmpqKtLS0R04nIqKKUebm//LLLyM0NBTVqlVDrVq10K9fPyxatAgGg8H6M0IIGAwGWCyWR04nIqKKUebmf+LECcTExFg/CyHQoEEDpKenW6elp6fDaDTC3d39kdOJiKhilLn5Z2VlITQ0FAUFBcjOzkZ4eDjmzp2LmJgY3L59G3l5edizZw+8vLzQtm1bXL58GVeuXIHZbMauXbvg5eUlsw4iIrJBmU/4dunSBWfOnEHv3r1hsVgwaNAgvPLKK5gwYQKGDRuGoqIi9OvXDy+99BIAICQkBGPHjkVBQQE6d+4MPz8/aUUQEZFtDEIIUdFJPElBQQHi4+Ph4eEBZ2dn6/TAj7c/cb6d83o97dSIiFTrcb2zGO/wJSLSITZ/IiIdYvMnItIhNn8iIh1i8yci0iE2fyIiHWLzJyLSITZ/IiIdYvMnItIhNn8iIh1i8yci0iE2fyIiHWLzJyLSITZ/IiIdYvMnItIhNn8iIh1i8yci0iE2fyIiHWLzJyLSITZ/IiIdYvMnItIhNn8iIh1i8yci0iE2fyIiHWLzJyLSITZ/IiIdYvMnItIhNn8iIh1i8yci0iE2fyIiHWLzJyLSITZ/IiId0m3zLywy2/U9EZGWOZbnL9u5cyeWL18Ok8mEd999F4MHDy7PX1+CUyUHBH68/bHf75zXqxyzISIqX+XW/FNTUzF//nxs3boVTk5OGDBgAF577TU0b968vFIgIqL/r9yaf3R0NDw9PVGzZk0AgK+vLyIiIvDhhx8+cT4hBACgsLCwxPSarg5PnK+goKDUnJ4UQ8n8RSYzKjk+PkZp38uI8Xv5HVrJk8tCe79Dr4p7ZnEPfVC5Nf+0tDS4ublZPxuNRpw9e7bU+YqKigAAFy5cKDF9fK96T5wvPj6+1NhPiqFkfiIitSsqKoKLi8tD08ut+VssFhgMButnIUSJz4/j6uqKli1bolKlSop+noiI7vXYoqIiuLq6PvL7cmv+7u7uOHHihPVzeno6jEZjqfM988wzqFat2tNMjYjod+lRe/zFyu1Szz/96U+IiYnB7du3kZeXhz179sDLy6u8fj0REd2n3Pb869atiwkTJmDYsGEoKipCv3798NJLL5XXryciovsYxONOBRMR0e+Wbu/wJSLSMzZ/IiIdYvMnItIhNn8iIh1i8yci0iHNNv+rV69ix44dEELgk08+Qd++ffHzzz/bFCMtLQ0AcOLECaxfvx75+fk251H8/IwrV67g0KFDsFgsNs+fmJgI4N5TT+fMmYPbt2/bnIe9tdg7v1rqkBHD3jGVkYO9MTIyMhAdHQ0AWLFiBcaNG4erV6+Waw4y87BnTGStm2rY1mXVAgAOn3766adlmrOC/fWvf8ULL7yAa9euISoqCn//+98xZ84c9OvXT9H8M2bMQHR0NBo1aoQxY8bAxcUFe/fuhY+Pj+IclixZgs2bN+PFF1/EwIEDcfXqVZw7d86mm9c++ugj3LhxA1WrVsXMmTPx0ksv4dtvv0VgYKDiGPbWImNZqKEOGTFkjKka6hgzZgwqV66M/Px8rFmzBkFBQViyZAn69OlTrnXIyMPeMZGxbqplW5cRw0poVN++fYUQQgQHB4uNGzcKIYQICgpSPH9QUJCwWCxi0aJFYtGiRUIIIfr06WNTDkFBQSIvL0+sWLFCzJkzx+Yc7v+doaGhYsWKFWXOw55aZCwLNdQhI4aMMVVDHcXbx2effSb+85//WGOWZw4y87BnTGStm2rY1mXEKKbZwz4ODg6IjIzEoUOH4O3tjX379uGZZ5SXYzabYbFYsH//fnh5eSEvLw95eXk25WCxWODi4oKDBw+ic+fOsFgsNscwm824ffs29u3bB29vb6Snpyt6nPSDMeypRcayUEMdMmLIGlM11BEfH499+/ahS5cuSEhIgNls29vpZG0j9uZh75jIWDfVtK3bG6OYZpv/Z599hkOHDmH69OkwGo344YcfMGvWLMXz9+7dG506dUKDBg3Qtm1b9O3bF/3797cph9dffx0BAQEoKipChw4dMGTIELz55ps2xRg5ciTeeecddO7cGS1btsSQIUPw17/+1aYY9tYiY1mooQ4ZMWSMqRrqmDhxIkJDQzFixAg0bNgQM2bMwD/+8Y9yr0NGHvaOiYx1Uy3buowYVmX6e0EFvvzyy4emzZs3T/H8Fy5cEGaz2fr51q1b4qeffrIph4yMDHHt2jVhMpmEEEL88ssvIjk52aYYR48eLfHZZDKJyMhIm2LYW4uMZaGGOmTEkDGmaqhj69atD01bt25dueYgKw97x0TGuqmWbV1GjGKae7ZPWFgYbt26hQMHDpT4l9dsNuPMmTOIjIx84vwnT56ExWLBtGnTMGvWLOtbbkwmEz799NNS5weA69evQwiBDz74AF9//bU1htlsxp///GdERESUGmP37t0oLCzEokWLMG7cOOt0k8mEFStWYO/evaXGsLcWGctCDXXIiCFjTNVQx+rVq5GdnY0NGzZgwIAB1ulmsxk7d+7Evn37yqUOGXnYOyYy1k21bOsyYjyoXF/gLoOPjw9+/fVXHDt2DK+++qp1uoODg6I/f6KjoxEbG4u0tDQsXLjQOt3R0VHxn7SLFi3C8ePHkZaWVuIl9I6OjvD29lYUIycnB6dOnUJOTg6OHz9eoo4JEyYoimFvLTKWhRrqkBFDxpiqoY7GjRs/8i10Tk5OCAkJKZccZOVh75jIWDfVsq3LiPGQMv29oAJ37961a/7w8HC7cyg+226P6Ohou2PYW4uMZaGGOmTEkDGmaqjj0qVLFZ6DrDzsHRMZ66ZatnUZMYpp7rBPsfDwcISEhODu3bsA/u+1kAkJCYrmv3btGtatW4fMzMwSLziePXu24hwyMzOxa9cuZGRklIhR2kvp7/fLL7/gyy+/fCiPNWvWKI5hby0yloUa6pARQ8aYqqGOI0eOYMGCBQ/Nv3///nLLQVYe9o6JjHVTLdu6jBjFNHfYp9jSpUuxdu1atGzZskzzjx8/Hu3bt0f79u3L/G7g8ePHo1q1amjRokWZY0yePBn9+/e3K4a9tchYFmqoQ0YMGWOqhjpmzpyJKVOmVHgdsvKwZ0xkrZtq2NZlxLCS9jdEORs4cKBd8/fu3dvuHAICAuyO0a9fP7tj2FuLjGWhhjpkxJAxpmqoo3///hWeg6w87B0TGeumWrZ1GTGKafbxDomJidiyZQvu3r2LS5cuITExEYmJiWjdurWi+S9dugSTyYQGDRrAwcGhTDmcPn0aDRs2RJ06dco0P3DvaoKLFy+ievXqyMvLQ1ZWFrKysmx6ab29tchYFmqoQ0YMGWOqhjouX76Mw4cPw2AwIDU1FSkpKUhJSUGDBg3KLQdZedg7JjLWTbVs6zJiFNPsMf/H3Sii9Hhkp06dcPPmzRLTbDlnAABBQUFITExE7dq14ezsbD3vYMvxzEfdKGJrDHtrkbEs1FCHjBgyxlQNdQwdOvShaQaDwaZjwzLqkJGHvWMiY91Uy7YuI4Z1Pq02/0fJz8+Hi4tLuf2+a9euPXK6LXs1pC4cU/VRw5ioIQfZNNv8Dxw4gAULFiA3NxdCCFgsFuTn5yMmJkbR/Ldv38aOHTuQk5NjnT85ORmhoaGKcygsLERUVBRycnIA3LvxIzk5GX/7298Ux0hKSsK6detK1JGcnIz169crjmFvLTKWhRrqkBFDxpiqoY7Tp09jxYoVJcYjJSUFBw4cKNc6ZORh75jIWDfVsq3LiFFMs8/2mT17NoKDg9GsWTOEhYWhR48e6N69u+L5x48fj4SEBOzYsQN5eXmIjIy06cFwwL3Hq65Zswbz58/HkSNHMH/+fPz66682x6hevToSEhLw/PPPIyUlBS1atLAphr21yFoWFV2HjBgyxlQNdQQHB6Nr164wm80YPHgw6tati65du5Z7HTLysHdMZKybatnWZcSwknbquJwVP0516dKlIioqSgghRPfu3RXP7+vrK4QQIiQkRJw+fVrcvn1bBAYG2pRD165dhcViEZ9//rn45ZdfxNWrV21+vGrxVQTz5s0TcXFxIi8vT/To0cOmGPbWImNZqKEOGTFkjKka6ujVq5cQQoiFCxeK6OhoYTKZbNo+ZOQgKw97x0TGuqmWbV1GjGKa3fN3cXHB5cuX0axZM8TGxqKwsBBFRUWK569RowYAoEmTJkhMTMQf/vAHm3OoXbs2DAYDmjRpgvPnz6Nhw4Y25QAAlStXRmFhIRo3boxz586V6ZyFvbXIWBZqqENGDBljqoY6nJ2dkZGRgSZNmuDMmTNwcHCw+VHKMuqQkYe9YyJj3VTLti4jRjHN3uQ1fvx4LFiwAHPnzsVXX32FjRs3Kn6LFwB4enpi3LhxmDx5MkaMGFGmBdmiRQt8/vnnGDhwIP7+978jLS2txF13SvTs2ROjR49GWFgY+vfvjyNHjqBu3bo2xbC3FhnLQg11yIghY0zVUMfw4cMxYcIELF68GG+//TZ27twJDw+Pcq9DRh72jomMdVMt27qMGFZl+ntBJW7evCmEECI3N1ecOXPG5vmvXLkihBAiPj5erFq1Sty4ccOm+U0mk4iLixNCCLF//34xc+ZMcf78eZvzyMrKEkIIce3aNbFnzx6Rk5Njcwx7a7F3fiHUUYe9MWSNaUXXIYQQRUVFQoh74xIXF1fi8czllYOMPGSMib3rppq2dRkxhNDwYZ81a9Zg5MiRAO5dlTB58mRs3LhR8fwXLlzA/PnzAdw7hLRnzx7rmXylbt68iYMHDwK4t2eQkZGBWrVq2RTj2LFj1jry8/Mxe/Zs6wualbK3FhnLQg11yIghY0zVUMfu3bsRFBQE4N728dFHH9l0hY2MHGTlYe+YyFg31bKty4hhVaZ/MlTA39+/xL94ubm5Nt2C/fbbb1tPFAtx7yUJAwYMsCmHIUOGiO+++04IIURBQYHYuHGjeO+992yK0bt37xJ7EJcuXbL5RJK9tchYFmqoQ0YMGWOqhjoCAgJEenq69fPNmzdFz549yzUHWXnYOyYy1k21bOsyYhTT7J5/UVERnJycrJ8rVapk0/x5eXnw8vKyfu7YsaPN7+TMzMy0vqjCyckJ77zzDu7cuWNTjIKCghIPp2vWrBlMJpNNMeytRcayUEMdMmLIGFM11FFUVFTiUQS1a9e2+Ri1jDpk5GHvmMhYN9WyrcuIUUyzzb9r16549913sW7dOqxfvx4jRoyw6Z2atWrVwnfffYecnBzk5ORg8+bNqF27tk05uLi4ICoqyvo5OjoalStXtilG06ZNMXfuXFy4cAEXL17E/Pnz0bhxY5ti2FuLjGWhhjpkxJAxpmqo45VXXsFHH32EgwcP4tChQ5g0aRLatWtX7nXIyMPeMZGxbqplW5cRo5hm7/AFgIiICMTFxcHR0REdOnSw6eaRlJQU/POf/0RsbCwqVaqEDh064JNPPoG7u7viGAkJCZg4cSLS09MBAPXq1UNoaKhNj5nOzMzEggULcOLECTg6OqJ9+/YYN26cTQ9qsrcWGctCDXXIiCFjTNVQR2FhIdauXWvdPtq3b49BgwaV+Gu5POqQkYe9YyJj3VTLti4jRjHNNf9z586hTZs2iIuLe+T3HTp0KOeMgDt37qBSpUqoWrVquf9uejq0Oqbp6elwc3NDSkrKI7+vX7++ZvNQw5ioIQdZNNf8p02bhpkzZ5b5aYGjRo3CihUr8Oabbz7yZQhKno73ySef4PPPP8fQoUMfGUPJEwuDgoIQHh6O1q1bl4ghbHgjmb21yFgWaqhDRgwZY6qGOh6cv3gchA1PoXwadZQlD3vHRMa6qZZtXUaMB2mu+dsrLS0NRqPRrqf0xcfHw8PDA7GxsY/8/v4Xyz9N9tYiY1nIICMPe2PIGFM11CGDGnIA1LGdqSGHp0Vzd/g+7l/gYqX9SxwdHf3E75Ws2Hl5eYiLi7PrNWpLlix54vdK3g1qby0yloUa6pARQ8aYqqGOx73nopiS913IqENGHvaOiYx1Uy3buowYD9Jc8x87dqxd8x8/fvyJ3/fu3bvUGIsWLXrsd7a+qMIe9tYiY1nIICMPe2PIGFM11CFjT1RGHTLyUMN2poYcnhZNH/bZt28fjh07BgcHB3h5eaFjx442zTcmGzEAACAASURBVG8ymXD+/Hk4ODigVatWZf7XPSMjAw4ODmU64w4At27dwsmTJ+Hg4ID27dtbH6hlC3trkbEs1FCHrBj2jqka6khISLBuHx07dkSzZs3KPQdZeQD2jYmMddPeHGTlIasWzTb/OXPm4KeffoK/vz8sFgt++OEHvPnmmxg9erSi+aOjozFp0iQYjUZYLBbcvXsXCxYswEsvvaQ4h8TEREyaNAmpqakQQqBp06YIDQ3Fc889pzjGjh07MGfOHLzyyiswm804e/YsZs6cic6dOyuOYW8tMpaFGuqQEUPGmKqhjpUrV2LDhg146623YDabcejQIYwaNQp9+/Yt1zpk5GHvmMhYN9WyrcuIYVWm+4JVwMfHx/rAKCGEyM/PF35+forn9/f3FwkJCdbPZ8+etb4jQKmgoCBx4MAB6+c9e/aIgQMH2hTD19e3xMOykpOTbXpMhRD21yJjWaihDhkxZIypGurw8fGxPgBMCCEyMjJsfo6+jDpk5GHvmMhYN9WyrcuIUUyzd/i6ubnh7t271s9FRUU2PW/cyckJrVu3tn5+8cUXbc5BCIEuXbpYP3fr1g25ubk2xXB1dYWbm5v1c4MGDWx+VIW9tchYFmqoQ0YMGWOqhjpq1qwJR8f/O6VXuXJluLq6lmsOsvKwd0xkrJtq2dZlxCjm8Omnn35apjkr2KFDh/DFF1/gypUrOHr0KObOnQsXFxecPHkS+/fvL/Vu319//RURERGoU6cObt68iVWrVgGA9cYUJVc0/O9//8OZM2fQpEkTFBQUYOvWrSgoKMCLL76IrKwsRccFExISsG7dOlSqVAm//fYblixZAmdnZ5hMJiQmJpbY+J5WLTKWhRrqkBFDxpiqoY5Tp05h+fLlyMrKwpkzZzBv3jxUqVIFycnJiI2NVXRCVkYdMvKwd0xkrJtq2dZlxCim2WP+4eHhT/y++DGyj/Oom8SKKT2L/6RnCSm9kUXGJXH21iJjWaihDhkxZIypGuqQcWmgjDpk5GHvmMhYN9WyrcuIUUyzzR+QcxWBvWfvZVDLVUdquMJFRh6yYtirouv4PV3hYi9Z66Ya8pBVi2abv71XEcg4e5+SkoKZM2fi2LFjcHR0hJeXF4KDg216yYMarjpSyxUuMvKwN4aMMVVDHb+nK1zsHRMZ66ZatnUZMazKdJpYBey9ikDG2fuBAweKtWvXiqysLJGZmSlWrVolRo4caVMMNVx1pJYrXGTkYW8MGWOqhjp+T1e42DsmMtZNtWzrMmIU0+zVPvZeRSAknL3Pzs7GkCFDULVqVVSvXh3Dhw9HamqqTTHUcNWRjGWhhjpkxJAxpmqo4/d0hYu9YyJj3VTLti4jRjHNXu1j71UEMs7eJyYm4u7du9bBOHToEDIzM216r4AarjpSyxUuMvKwN4aMMVVDHb+nK1zsHRMZ66ZatnUZMYpp9pi/vVcRyDh7/6c//Qm3b9+Gi4sLDAZDiVfcKX3MqhquOlLLFS4y8rA3howxVUMdv6crXOwdExnrplq2dRkxrD+v1eb/ICEEkpOT0bBhw4pOhUiV8vPz4eLiUtFpqCYPvdPcUz2Lbdy4EXPmzCnxL/Czzz6LvXv3Kpo/KSkJ69atQ25uLoQQsFgsSE5Oxvr16xXncPv2bezYsQM5OTklYoSGhiqOcfr0aaxYsaJEHikpKThw4IDiGPbWImNZqKEOGTFkjKka6jhw4AAWLFhQYv68vDwcO3asXOuQkYe9YyJj3VTLti4jRjHNnvBdsWIFtm/fjh49emDv3r2YNm2aTZc7ffTRR6hevToSEhLw/PPPIyUlBS1atLAph/HjxyMhIQE7duxAXl4eIiMj8cwzti3S4OBgdO3aFWazGYMHD0bdunVtOo4I2F+LjGWhhjpkxJAxpmqoY/bs2QgODkazZs0QFhaGHj16oEePHuVeh4w87B0TGeumWrZ1GTGsynSNkAr069dPCCHEihUrxP79+4UQ9y6DUqr4crN58+aJuLg4kZeXJ3r06GFTDr6+vkIIIUJCQsTp06fF7du3RWBgoE0xevXqJYQQYuHChSI6OlqYTCabH3xlby0yloUa6pARQ8aYqqGO4sv/li5dKqKiooQQokLGQ0Ye9o6JjHVTLdu6jBjFNLvnX7lyZRw7dgytWrXCwYMHkZ6ejvz8fJvmLywsROPGjXHu3LkyHYMsvlOxSZMmSExMtOnBcsWcnZ2RkZGBJk2a4MyZM3BwcIDZbLYphr21yFgWaqhDRgwZY6qGOlxcXHD58mU0a9YMsbGxKCwsRFFRUbnmICsPe8dExrqplm1dRoximm3+n3zyCQ4ePIg33ngDGRkZ6N69O4YMGaJ4/p49e2L06NHw9vbGunXrMHLkSNStW9emHDw9PTFu3Dh07NgRK1euxPTp023eQIYPH44JEyagS5cu2L59O/z9/eHh4WFTDHtrkbEs1FCHjBgyxlQNdYwfPx4LFixAly5dEBMTg44dO9p8eEBGHTLysHdMZKybatnWZcSwKtPfC78TxXcIX79+XezZs0fk5OTYHOPKlStCCCHi4+PFqlWrStzNqJTFYhFCCJGTkyPOnTsnzGazzTHsrUXGslBDHTJiyBhTNdRxv4yMjDLNJzMHe/Kwd0xkrJtq2dZlxBBCiN/NpZ5ERKScZg/7EBFR2Wm6+Rc/2vTXX3+t6FSIiDRFczd5jRw5Et988w0uXLiAMWPGwNXVFRaLBUIIzJs3Dy1btiw1xpEjRxAREYEbN27gmWeegdFohJeXF3x9fRXlsG/fPutJq82bN+Pw4cNwdHREt27dbL6G+X4fffQRvvjiC8U/bzKZsGXLFnTr1g3VqlXDV199hZ9//hlt2rTBqFGj4Ozs/MT5v/32WwwaNAiFhYVYtmyZtY6uXbtixIgRJR6c9zgWiwVr1qzB/v37kZ6ejkqVKuG5555Djx494O/vr6iO0aNHY+rUqXbdnW1vjKc1prYymUxYv349rl+/jq5du6J9+/bW7xYvXoyxY8c+cf7s7Gz8+9//houLCwYMGIBJkyYhNjYWL774ImbPnq342S/2biN5eXmYN28e9u/fj5s3b5ZYL95//304ODgozqNt27aoXr06tm3bhrNnz6JNmzaKHt2elZWFRYsW4caNG+jatSt69epl/e6TTz7B559/XmqMmTNnYuzYsRXyDoL7WSwWbNq0CT/++CNSU1NLjMnQoUPL9CpHzR3zDwoKQnh4OIYPH4733nvP+lzw2NhYzJ07F5s3b37i/AsXLsTZs2fRs2dPGI1GCCGQnp6OXbt2oXnz5pg8ebLiHBYvXowTJ05g6NChEEJg48aNaNOmDSZMmFBqjKFDhz70Eob4+HjrmXslz+j4+OOPAQDTpk3DkiVLkJubCz8/Pxw6dAh3797FvHnzFNXx+eef4+7duxgxYgSEENY7OGfNmlVqDv/6179QVFQEb29vREZGonXr1jAajVi3bh1ef/11jBkzptQYr7/+OqpVq4YBAwaUeUW2N4aMMY2Li3vi9x06dCg1RnBwMCwWC1q2bIl169bhnXfewejRo0vk+CSjR49GkyZNkJeXh5iYGAwcOBD9+/fHvn37EB4ejpUrV5aag4xtZOLEiWjVqhW6dOmC3bt3w93dHa1bt8bq1atRo0YNTJ8+vdQYs2bNQkJCAubPn4/169fj7Nmz6Nq1Kw4fPoxnn30W06ZNe+L8H374IVq2bIlWrVrhq6++wgsvvGBt+EqWJQC0b98etWvXxscffwwfH59Sf/5Rtm3b9sTve/fuXWqMTz75BBaLBUFBQSXGZMeOHcjNzUVYWJjtiZXpNHEF6t27txDi/252uJ+S54T7+Pg88uy4yWQSfn5+NuUQGBgo8vPzrdMLCwuFj4+Pohhr164VXl5e4vvvvxfHjx8Xx44dE926dRPHjx8Xx48fVxTj/np79eplvQpACGU30txfx/3LxGKxWG9qKc39N7qYzWYxYMAAIYQQBQUFimP06tVLpKeni4kTJwpvb2+xYsUKkZycrGheWTFkjOm7774r2rZtK4YOHSqGDBlS4n9Dhw5VFOP+5Xnr1i0RGBgoVq1aJYR49Dr/oPt/plOnTiW+69mzp6IcZGwjD/6u4psybVm3evToIUwmkxDi3vgUFBTYlMf9yyIvL08MGzZMzJ49+6HvSotx8eJFMXjwYNGvXz/xww8/iLy8PEXzFps0aZJo166dmDJlyiP/p8STlllZb/LS3GGfK1euYMaMGahcuTI2bNiAAQMGIDMzE1u2bCnx3PDHcXZ2xo0bN1C/fv0S01NSUuDk5KQoh9zcXNy8eRPu7u7Izs62Hl7Jz89XdKgEAIYMGQJPT0/MmDEDb7/9Nnr37g1XV1dFL7QuVqVKFVy8eBEtWrRA06ZNcf36ddSvXx+pqamKasnMzMSZM2fQoEEDXL16FY0bNwZwb1ko3XM2m824desWateuXeJGu6KiIsXLwmAwoE6dOggNDUVSUhI2bdqEESNGoKCgAO7u7tiwYcNTjyFjTL/++msMGzYM7777Lt566y1F8zxICIHc3FxUqVIFtWrVwtdff42BAweiVq1ail7X5+joiKNHjyIrKwu5ubnWvyaTkpIU5yBjGxFC4LfffkPTpk1x/vx5a+7FhwaVcHFxwa1bt2A0GuHu7o7c3Fw4OTkhLy9P8Zikp6fDzc0NLi4uWLJkCQYPHowvv/xS8asPDQYDmjdvjnXr1iE6OhobN27ErFmz0LhxY7i7u5f61zUAzJkzB5mZmXjllVfQr18/Rb/3Qa6urjh79uxDj7D56aefbHqPSQll+iejAl27dk1ERkaKsLAwsXjxYiHEvb3osWPHKrru9r///a/w9vYWw4cPFxMnThSTJk0Sw4cPF97e3iImJkZRDlOmTBEBAQHilVdeER9++KEQQojIyEjh7e0tvv32W5vqKSgoELNnzxZjx461+db5U6dOiY4dO4qxY8eKSZMmiY4dO4q//vWvonPnzuLQoUOlzr948WIxatQo0bFjR/HBBx8IIYTYsmWL8PT0FHv27FGUw/fffy+8vLzE3/72N+Ht7S127twpkpKShLe3t9iyZYuiGI/bC7t9+7Y4c+ZMucR43Jh27tzZpjH97bffxNy5cxX//IM2bNggfHx8RHR0tHXapUuXhLe3t3jxxRdLnf/cuXNi0KBBYsCAAeL06dPC399f9O3bV3Ts2FEcPnxYUQ4ytpFDhw6J119/XfTr10907NhR/Pe//xWXLl0SXl5eitZNIYTYv3+/eOONN0RISIiYOXOmCAgIELNmzRLdu3cX33//fanz7927V3Tq1Ens3bvXOi01NVUEBQWJ559/XlEOj1qvCgsLxc8//yx2796tKEbx7/3mm28U//yDfvnlFxEQECC6desmBg0aJAYPHiy6desmAgICRGJiYpliau6YvwwFBQU4e/Ys0tLSYLFY4O7ujrZt2yreqymWn5+P9PR0NGzYEBcuXIAQAq1atSpTTtHR0fjhhx8UHWe/X3Z2NqKjo3HlyhWYzWbUqVMHnTp1gru7u01xivc2r1+/DmdnZ5veTXr58mWcP38erVu3RuPGjVFYWIjc3FzUrFlT0fxRUVE2vdP1acUA5I5pWSUlJcHJyanEnndOTg42b96M4cOH2xSroKAAFy5cQKNGjVC9enWb5rN3G8nKykJSUhIaN26MatWqobjV2PLC8f/973/Yt2+fdf12c3ODt7e34oc4Zmdnw2QylVgXLRYLDhw4oOhO482bN+Ptt99WnO/TlpKSUmJMHvzrzBaae5NXYmIi3n//fSxYsABJSUl47bXXrCtkUFAQBgwYUGqMK1eu4PDhwzh//jxu3LiBzMxMVK1aFUajUXEe+/btw/Hjx9GoUSPUqFEDtWvXRp06dbBx40bFt1snJSWhoKAAVatWxbFjx5CRkYGcnBybnpx4+PBh3LhxA2+99RbeeustvPDCC6hatapNeQCw/im+dOlSdOvWTfF8AHDy5EmkpqaiSZMmqFGjBhwcHODi4qI4h8aNG2Pfvn3473//iz/84Q8lrqywJcb9y3Pz5s0IDw9Hdna24uWZlJQEs9mM+vXrW6/4cXFxsWk87M0BADIyMuDk5FQiRlFRUZmakKOjI1atWmXzYajk5GTUqVMHL7/8Ms6cOYPY2Fjk5+fbVIezszPq1q1rPYQ2Z84cvPHGG4rnP3v2LFq2bImXX34ZTk5OSElJAQA0bdpU8c6Nk5NTiccwhISE4I033kDTpk0VzW82m62PtIiJicH69etx7NgxuLq62rSDFRMTg5s3b6JevXpYuXIlVqxYgaSkJLRr107xlU8AUK1aNbi7u6NevXpYunQpOnXqpHjeB2luz3/AgAEYP348WrVqZb0qYe3atXB1dUXv3r1LPbO+fv16bNq0Cb6+vtZzBOnp6dizZw969uyJESNGlJpDWFgY4uPj0axZM0RERGDSpEnWy8iUXkWwevVqrF27FhaLBZ6enrh+/Tq6deuGAwcO4I9//KOiq2TszeNRb1k6cOCA9Q1OSt6yJGNZqGF5yhgPNcSQMaYy6pCRR/HYr1+/Hhs2bEC/fv0ghEB4eDjefvvtUp/l9TRyKL7EVGkOABAaGooTJ07AZDLh2WefhcFgQJ8+fXDgwAGYzWbMnDmz1BgyanlImQ9CVZAHj8GFhISIoUOHisLCQkVn8H18fERubu5D03NzcxVfhRAQECCKioqEEEJcvnxZdOnSxXr8T+lVBAEBASI/P18kJyeLdu3aWa8wKSgoUPyoWHvzCAkJEZ6enmL16tVi69atYuvWrcLb29v63+WRg8wY9ixPWeNR0TFkjam9dcjIo/gKrJ49e4rbt29bp2dlZSnaVtWQgxD3lqfZbBZ5eXnitddeE4WFhUKIe1c+lefyfJDm7vCtWrUqDh8+bD1+OHnyZLi5uWHs2LEl3ur1OI6OjjCZTA9Nz8/PV3wVghDCetyycePGWLFiBWbNmoXjx48rPp5psVjg5OSEBg0aYMSIESVuyFL6iFZ785g8eTK++OIL7N69G/Xr10dQUBBq1KiBoKAgBAUFlUsOsmLYuzxljIcaYsgYUxl1yMjDZDLBYrGgZs2aJc41ODk5KXqRihpyAO6t31lZWbhz5w7y8vKQnZ0N4F7PUfp4axm1PCoxTbl06ZIYOHCgCA8Pt04zmUxi5syZ4oUXXih1/h07dog333xTTJ06VSxYsEAsXLhQTJ06Vbz11lti165dinJYvHixGDhwYImrSE6cOCE8PT3FH//4R0UxFixYIAYNGmS9jlkIIRISEkTfvn2tVzGVRx5CCHHnzh0xbtw4ERISouheCdk5qGF5yhgPtcQQwr4xlZWDvXkMGTJEvPHGG+KNN94QkydPFkIIER0dLYKCgsTChQs1k8O2bdvEq6++Kjp06CDWrl0revfuLebMmSN69+4tvv76a5vysaeWB2mu+T/JrVu3FP3cjRs3RHh4uFixYoVYvny5CA8Pt/nxrNHR0eLSpUslpqWkpIiZM2cqjhEbG1vi86+//qr4MjiZeRTbtGmTeO+992yeT0YOalieMsZDLTGKlXVMZeZgTx7Fv/unn34SQtzbKTh48KDmcsjLyxPZ2dlCCCESExPFN998I44ePVqmXISwr5ZimjvhK0NCQgKuX7+ODh06oFq1atbpBw8eRJcuXSowMyKi8qG5Y/72+s9//oO///3v2LRpE/z8/BATE2P9btGiRRWYGRFR+dFs87948eJD006fPl3qfFu2bMGWLVvw5ZdfYvHixZg4cSJOnDgBANDhH0FEpFOaa/4nT55EXFwcPvzwQ5w4cQJxcXGIi4tDTEyMoqcNAvdeTA0Af/zjHzF//nyMHz8eFy5csOnOQyIiLdPcg92io6MRGxuLtLQ0LFy40Drd0dER/fv3L3X+V155BRMmTMCYMWPQvHlzdOjQAdOnT8d7772n+DI2IiKt0+wJ323btil6DvaDLBYLvv/+e7Rq1arE80HOnj2LL7/8EsuWLZOZJhGRKmm2+Z85cwanTp3C4MGDMXr0aPzyyy8IDQ2Fl5dXRadGRKR6mjvmX2zWrFlo3rw5IiMj4ezsjK1bt5Y4DERERI+n2eZvsVjwxhtv4NChQ/D19UX9+vV5zJ6ISCHNNv/KlStj5cqVOH78OLp06YI1a9bY9Eab999//ylmR0Skbppt/nPnzkVubi4WLVqEGjVqIDU1VdEr1Yrl5eXh+vXrTzFDIiL10uwJX6XPeX+c7t27IykpCbVr14azs7P1yZL79++XmCURkTpp7jr/YnXq1MGJEyfw0ksv2fz6RQD45ptvnkJWRETaoNk9f09PT2RkZJSYZjAYkJCQoDjGzp07cenSJYwePRqRkZFlum+AiEiLNNv87RUWFoYbN27g3Llz2Lx5M/7yl7+gTZs2mDJlSkWnRkT01Gmu+W/cuBH9+/fHkiVLHvn9hx9+qChO7969ER4ejqCgIGzbtg0mkwk9e/bE7t27ZaZLRKRKmrva51GvYCyL4lewFT/MrbCwUPFr2YiItE5zJ3y3bNmCwYMH4+bNm/j000/LHMfPzw/jx49HZmYmVq9ejR07diAgIEBeokREKqa5wz5+fn7w8PDAkSNH8Oabbz70/ezZsxXHOnLkCKKjo2GxWODp6cm3eBGRbmhuz3/VqlU4fvw4Tp48iVdffbXMccaMGYOePXtiwoQJZbpUlIhIyzS3518sMTERrVu3LvP8Bw8exA8//IATJ06gU6dO6Nmzp13/mBARaYlmm78sBQUFOHjwIL766ivcuXMHBw8erOiUiIieOs0d9pHp0qVL+OGHHxAREYF69eph2LBhFZ0SEVG50Pyef2ZmJmrUqGHzfIGBgXBwcEBgYCACAwNhNBqfQnZEROqk2eafkJCACRMmID8/Hxs3bsSQIUOwYMECtGnTRtH858+fR6tWrZ5ylkRE6qTZu5pmzpyJpUuXombNmqhbty4+/fRTzJgxQ9G8cXFxmD17Ntq3b48OHTrgvffew4kTJ55yxkRE6qHZ5p+Xl4dmzZpZP3fs2BGFhYWlzhcTE4OPPvoIPj4++O677/Cf//wHXbt2xYQJE3D8+PGnmTIRkWpo9oRvzZo1kZiYaH08w44dOxQd+1+6dCm++uorPP/889ZpL7zwAtq2bYvZs2dj/fr1Ty1nIiK10Gzz//TTTzF58mRcvHgR7du3R6NGjTB37txS58vOzi7R+It5eHggMzPzaaRKRKQ6mm3+zz33HL777jvk5ubCYrGgatWqiubLzc2FyWSCo2PJ0k0mk7SHxhERqZ1mm//Zs2excuVK3LlzB/dfsLRmzZonztepUyeEhYWVeG6/2WzG7Nmz4e3t/bTSJSJSFc1e6tm9e3cMGTIEzZs3tx73B1DqIxpyc3MxevRoXL9+HR4eHjCbzYiPj0fz5s2xZMkSPueHiHRBs83f3he4x8bG4ueff4bBYMBLL72E9u3bS8yOiEjdNNf8U1JSAABLlixBy5Yt8dZbb8HBwcH6ff369SsqNSIizdBc83/zzTdhMBjwqLQNBgP2799fAVkREWmL5pp/sYyMDNSsWbPEtOTkZDz77LMVlBERkXZo7g7f69evIyUlBUOGDLH+d0pKCv73v/9h5MiRFZ0eEZEmaO5Sz0WLFuH48eNIS0vD4MGDrdMdHR15qSYRkUKaPezz1Vdf4YMPPqjoNIiINEmzzZ+IiMpOc8f8iYjIfmz+REQ6pLkTvsWWLFlS4rPBYICLiwuaNWvGE79ERKXQ7J7/1atXceTIEVSvXh3Vq1dHTEwM4uLisGnTJoSGhlZ0ekREqqbZE75vv/021q9fb30QW2FhIYYOHYqNGzeiZ8+e2LFjRwVnSESkXprd8797926J5+8XFRUhNzcXAB756AciIvo/mj3mP3jwYPTt2xfe3t6wWCw4fPgwhgwZgtWrV6Nly5YVnR4Rkapp9rAPAJw/fx4xMTF45pln8Prrr6NFixZISkpC/fr1+Vx+IqIn0GzzN5lMOHr0KDIyMkpM7927dwVlRESkHZo97PPxxx8jJSUFzZo1K/EmLzZ/IqLSabb5nz9/Hj/++GOJxk9ERMpo9mqfZs2aIT09vaLTICLSJM3u+efn58PPzw8tW7YscXJ3zZo1FZgVEZE2aLb5jxo1qqJTICLSLM1e7QMAUVFROHbsGEwmE1577TV07dq1olMiItIEzR7z//rrr7FkyRLUq1cPzz77LL788kssX768otMiItIEze75BwYGYvPmzXBxcQEA5OXloU+fPvjxxx8rODMiIvXT7J6/EMLa+AHA2dkZjo6aPYVBRFSuNNstPT09MXbsWAQFBQEAtm3bhtdee62CsyIi0gbNHvYRQuDbb7/F8ePHIYSAp6cn+vfvz71/IiIFNNv8ASA7Oxt3794tMa1+/foVlA0RkXZodjd5zpw52LRpE2rWrAng3l8CBoMB+/fvr+DMiIjUT7PNf//+/Th8+DBcXV0rOhUiIs3R7NU+rVq1QmFhYUWnQUSkSZrd8+/Vqxd8fHzQsmVLODg4WKfz2T5ERKXT7Alff39//PnPf37oBO+rr75aQRkREWmHZvf8q1Wrxhe3EBGVkWb3/D/77DOkp6fDy8sLlSpVsk7nPwhERKXT7J5/Xl4eqlatilOnTpWYzuZPRFQ6ze75P0p+fn6J5/0QEdGjaXbP/8CBA1iwYAFyc3MhhIDFYkF+fj5iYmIqOjUiItXTbPOfPXs2Pv/8c6xatQqjR4/Gvn37kJeXV9FpERFpgmZv8qpWrRo8PT3Rtm1bZGVlYeLEiTh27FhFp0VEpAmabf4uLi64fPkymjVrhtjYWBQWFqKoqKii0yIi0gTNNv/x48djwYIF6NKlC2JiYtCxY0e+w5eISKHfzdU+mZmZqFGjRkWnQUSkCb+b5k9ERMpp9rAPERGVHZs/EZEOabb5X7t2De+99x58fHyQlpaGYcOGYtETUQAAAZ9JREFUITk5uaLTIiLSBM02/+nTp+P999+Hq6sr3NzcEBAQgMmTJ1d0WkREmqDZ5n/nzh106tTJ+u7ed955B9nZ2RWdFhGRJmi2+bu4uODGjRswGAwAgBMnTsDJyamCsyIi0gbNXur5888/Y9q0abh69Sqee+45ZGZmYuHChWjbtm1Fp0ZEpHqabf4AUFRUhKSkJJjNZjRt2pR7/kRECmnyqZ6//vorqlWrBqPRiIMHD+LUqVPw8PDAyJEj+Tx/IiIFNLfnv2bNGqxcuRIODg549dVXcfnyZfTo0QOxsbGoXLky5s6dW9EpEhGpnuaav7+/PzZv3oy8vDx07doVR48ehaurK8xmM3r37o2dO3dWdIpERKqnucM+jo6OqFKlCqpUqYKGDRvC1dUVAODg4ABHR82VQ0RUITR3qeczz/xfyg4ODhWYCRGRdmnusM/LL7+MF198EcC9yz2L/1sIgXPnzuHUqVMVmR4RkSZo7jjJihUrKjoFIiLN09yePxER2U9zx/yJiMh+bP5ERDrE5k9EpENs/kREOsTmT0SkQ/8Pbx7djed3DYUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.Applicants_number.value_counts().sort_values(ascending=False)[:20].plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Applicants_number</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Be among the first 25 applicants</th>\n",
       "      <td>804</td>\n",
       "      <td>867</td>\n",
       "      <td>828</td>\n",
       "      <td>2499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Over 200 applicants</th>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25 applicants</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34 applicants</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26 applicants</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27 applicants</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29 applicants</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32 applicants</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48 applicants</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57 applicants</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42 applicants</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36 applicants</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41 applicants</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms                      Analyst  Business Intelligence  \\\n",
       "Applicants_number                                                  \n",
       "Be among the first 25 applicants      804                    867   \n",
       "Over 200 applicants                    15                     11   \n",
       "25 applicants                           6                      6   \n",
       "34 applicants                           5                      1   \n",
       "26 applicants                           5                      5   \n",
       "45 applicants                           3                      4   \n",
       "37 applicants                           3                      3   \n",
       "27 applicants                           5                      2   \n",
       "29 applicants                           4                      4   \n",
       "31 applicants                           3                      2   \n",
       "35 applicants                           3                      2   \n",
       "32 applicants                           2                      3   \n",
       "49 applicants                           3                      2   \n",
       "48 applicants                           2                      2   \n",
       "30 applicants                           3                      2   \n",
       "56 applicants                           3                      0   \n",
       "57 applicants                           3                      3   \n",
       "42 applicants                           4                      2   \n",
       "36 applicants                           2                      1   \n",
       "41 applicants                           2                      1   \n",
       "\n",
       "Search_Terms                      Data Scientist  Total  \n",
       "Applicants_number                                        \n",
       "Be among the first 25 applicants             828   2499  \n",
       "Over 200 applicants                           24     50  \n",
       "25 applicants                                  5     17  \n",
       "34 applicants                                  7     13  \n",
       "26 applicants                                  3     13  \n",
       "45 applicants                                  3     10  \n",
       "37 applicants                                  3      9  \n",
       "27 applicants                                  2      9  \n",
       "29 applicants                                  1      9  \n",
       "31 applicants                                  4      9  \n",
       "35 applicants                                  4      9  \n",
       "32 applicants                                  3      8  \n",
       "49 applicants                                  2      7  \n",
       "48 applicants                                  3      7  \n",
       "30 applicants                                  2      7  \n",
       "56 applicants                                  4      7  \n",
       "57 applicants                                  0      6  \n",
       "42 applicants                                  0      6  \n",
       "36 applicants                                  2      5  \n",
       "41 applicants                                  2      5  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Applicants_number, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x160ef35ce48>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:20], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seniority level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.Seniority_level.value_counts().sort_values(ascending=False)[:20].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seniority_level</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Entry level</th>\n",
       "      <td>371</td>\n",
       "      <td>298</td>\n",
       "      <td>624</td>\n",
       "      <td>1293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Associate</th>\n",
       "      <td>469</td>\n",
       "      <td>504</td>\n",
       "      <td>182</td>\n",
       "      <td>1155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mid-Senior level</th>\n",
       "      <td>65</td>\n",
       "      <td>79</td>\n",
       "      <td>103</td>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Not Applicable</th>\n",
       "      <td>54</td>\n",
       "      <td>43</td>\n",
       "      <td>36</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internship</th>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Director</th>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Executive</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms      Analyst  Business Intelligence  Data Scientist  Total\n",
       "Seniority_level                                                        \n",
       "Entry level           371                    298             624   1293\n",
       "Associate             469                    504             182   1155\n",
       "Mid-Senior level       65                     79             103    247\n",
       "Not Applicable         54                     43              36    133\n",
       "Internship             13                     31              26     70\n",
       "Director                3                     12               2     17\n",
       "Executive               0                      6               2      8"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Seniority_level, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x160efafcdd8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped, cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Employment type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.Employment_type.value_counts().sort_values(ascending=False)[:20].plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Employment_type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Full-time</th>\n",
       "      <td>927</td>\n",
       "      <td>943</td>\n",
       "      <td>937</td>\n",
       "      <td>2807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract</th>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internship</th>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Part-time</th>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temporary</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms     Analyst  Business Intelligence  Data Scientist  Total\n",
       "Employment_type                                                       \n",
       "Full-time            927                    943             937   2807\n",
       "Contract              21                     12              12     45\n",
       "Internship            11                     15              14     40\n",
       "Part-time             13                      3              12     28\n",
       "Temporary              2                      0               0      2\n",
       "Other                  1                      0               0      1"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.Employment_type, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2cbd4900b38>"
      ]
     },
     "execution_count": 346,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped, cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Job function - first mention"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.First_job_function.value_counts().sort_values(ascending=False)[:20].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First_job_function</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Business Development</th>\n",
       "      <td>309</td>\n",
       "      <td>439</td>\n",
       "      <td>16</td>\n",
       "      <td>764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>256</td>\n",
       "      <td>190</td>\n",
       "      <td>246</td>\n",
       "      <td>692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engineering</th>\n",
       "      <td>14</td>\n",
       "      <td>110</td>\n",
       "      <td>540</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>93</td>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finance</th>\n",
       "      <td>121</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consulting</th>\n",
       "      <td>10</td>\n",
       "      <td>69</td>\n",
       "      <td>19</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marketing</th>\n",
       "      <td>61</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research</th>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Management</th>\n",
       "      <td>39</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Analyst</th>\n",
       "      <td>23</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Project Management</th>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Design</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sales</th>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quality Assurance</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strategy/Planning</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>General Business</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer Service</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Supply Chain</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Administrative</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms            Analyst  Business Intelligence  Data Scientist  Total\n",
       "First_job_function                                                           \n",
       "Business Development        309                    439              16    764\n",
       "Information Technology      256                    190             246    692\n",
       "Engineering                  14                    110             540    664\n",
       "Other                        34                     35              93    162\n",
       "Finance                     121                      7               0    128\n",
       "Consulting                   10                     69              19     98\n",
       "Marketing                    61                     18               5     84\n",
       "Research                     38                      5              20     63\n",
       "Management                   39                     13               0     52\n",
       "Analyst                      23                     15               5     43\n",
       "Project Management            7                     22               2     31\n",
       "Design                        0                     10              10     20\n",
       "Education                     2                     16               1     19\n",
       "Sales                        13                      3               2     18\n",
       "Quality Assurance            12                      0               2     14\n",
       "Strategy/Planning             4                      7               2     13\n",
       "General Business              6                      3               2     11\n",
       "Customer Service              5                      0               2      7\n",
       "Supply Chain                  3                      3               0      6\n",
       "Administrative                4                      2               0      6"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.First_job_function, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2cb504b1eb8>"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FXYI4gb2jAyndJKy4yxAnkbk3hqyc4q5CnIGHEo0UEs0ci4iIiIjYKRyLiIiIiNgpHIuIiIiI2Ckci4iIiIjYKRyLiIiIiNgpHIuIiIiI2OnDJyIiIlKi7Nixg5dffplHHnkEm81GdnY2ffv2JSQk5I7H+uKLLzh48CCvvfZaEVR6cwMHDuTs2bOUKVMGi8VCuXLliIiIoGXLloV2jdTUVAYNGsTmzQ/OZ2BnzZpFy5Yteeqpp4r0OgrHIiIiUuL4+vqyaNEiAK5cucLzzz9Pq1atePzxx+9onPbt29O+ffuiKDFf48ePp0WLFgAcOHCAF198kfj4+Duu/89k165djnsuSgrHIiIi4hTMZjNmsznPdpPJhMlkuuV5165dw2g0Ur58eQACAwP55JNPqFGjBjt27CAmJoZFixaxcOFCVq5ciYuLC40aNWLs2LEkJCSwc+dOJk2aRGBgIEFBQWzdupXMzEwmT56Mr68vP//8M2PGjOHSpUt4eHgwatQofHx8SE5OZv78+RiNRmrUqEF0dDQXL17kzTff5OrVq7i4uDBy5EiefPLJfO+7YcOGdOrUic8++4x33nmH/fv3M3HiRLKysqhYsSLvvvsuGRkZREZGkpycDMDmzZv57LPP+OCDD4iNjWXdunVYLBZat25NZGRkrvHPnz/PiBEjOH36NKVKlWLYsGEEBAQwe/ZsTp8+zfHjx7l48SJ9+vThxRdfJCEhga+++opLly6Rnp5O3759OXXqFNu3b8fT05P58+fj7u5OYmIicXFxWK1WGjRowOjRo3F3d6d169Z07NiRPXv2YDQamTFjBnv27OHgwYOMHDmSmJgYvL297/SvR4Gp51hEREScQlxcnGMm9/dLXFxcnmMPHjxIt27d6Nq1K4GBgTRv3hwvL69bjm2xWJg3bx4rVqwgISGB7Oxs0tLS8hzn6enJ8uXL6du3L/PmzQPg7bffJjIykpUrVzJu3DiGDRsGwIwZM/joo49ISEigevXqnDhxguXLl9O2bVsSEhKIiIhgz549Bbr3unXrcuLECa5fv87IkSOZNm0aK1euZPDgwYwaNYp69ephMBg4cuQIAGvWrCEoKIivv/6agwcPsnz5chITE0lLS2PVqlW5xh43bhx+fn4kJycza9Ys/vnPf3L+/HnHc1y4cCEJCQksXbqUH374Abgxmz137lwWLFjAxIkTCQgIcATzLVu2cPToUZYtW8aSJUtISkqiUqVKLFiwAIBz587h7+9PYmIizZo1Iz4+nu7du+Pr68v48eOLNBiDZo5FRETESYSEhBAcHJxn+81mjf/YVvHiiy8SGxvLSy+9dNOxjUYjTZo0oVevXrRv357BgwdTtWrVPMe1adMGuBFWN27cSEZGBgcPHuSdd95xHHP16lUuXrxIu3bt6NevH8888wwdO3akfv36XL16lfDwcFJSUnj66acZMGBAge7dYDDg4eHByZMn+eWXX3jllVcc+65cuQJAUFAQa9as4ZFHHmHXrl289957zJgxg/3799OjRw8AsrKyePjhh/nLX/7iOH/79u2MHz8egJo1a9K4cWP27dsHQJcuXShbtixwY8Z9+/btVKxYkaZNm1KuXDnKlSsHgL+/PwDVq1fHbDazY8cOfv75Z3r37g1AdnY2Pj4+N32Ou3fvLtAzKCwKxyIiIuIUbtc+cSvlypWjU6dObNu2zbHNZrMBkJOT49g2d+5cvv/+e77++mtefPFFpk6dmmcsd3d34EZYBbBarbi5uZGUlOQ45uzZs3h6ejJy5EgOHTrEf/7zHyIjIwkLC6Nbt26sWbOGr776irVr17Jy5UoWLlx423s4fPgwderUwWq1UqNGDcf1LBaLY5a3a9euhISEUK9ePVq3bo27uzsWi4WQkBAGDx4M3GhNMRqNXLx4Mc+z+P26xWIBbvyj4TdWq9Wx7urqmuucUqVyR06LxUKnTp0YOXIkABkZGY4x//gc/3j9oqa2ChERESnRLBYLO3fudMxcVqxYkWPHjgE3vkYBcOHCBTp37swTTzzBa6+9RqtWrTh8+PBtxy5fvjyPPfaYI6x+8803/PWvfyUnJ4cOHTpQsWJFXnrpJbp160ZKSgpTpkxh1apVBAcHExUVxY8//njba+zfv58NGzbQq1cvateuzeXLlx2zrStWrODNN98EoGrVqvzP//wPsbGxBAUFAeDn50dSUhIZGRnk5OQwdOhQNmzYkGt8Pz8/li9fDsAvv/zCd9995+iD3rRpE9evX+fy5ct8+eWXtG7d+rb1ArRo0YLPP/+cX3/9FZvNxpgxY27a/vJ7RqMxV4AuKpo5FhERkRLnt55jg8FATk4O3t7ehIaGAhAREcG4ceOIiYlxhL2HHnqIPn360KtXL0qXLk2tWrXo2bMn69evv+21oqOjGTNmDPPnz8fV1ZXp06fj6upKREQEf/vb33B3d6dSpUpMmjSJ69ev88Ybb5CQkIDRaGTy5Mk3HXPkyJGUKVPG0U4xffp0atSoAcDMmTOZMGEC165do1y5crnG6NatG9OnT6d58+bAjVaIQ4cO0bt3bywWC23atCE4OJhTp045zhkxYgRRUVEkJCQAN76U8Vt/tru7O/379+fKlSu89NJLPP744+zfv/+2z6RevXqEhYUREhKC1Wqlfv36DBkyJN9z2rRpw+jRo5k8eTJNmza97TXulsF2v+eqpdg0effB+Vah/HntHR1I6SZhxV2GOInMvTFk5dz+OJHb8dB03303e/ZsAMLDw4u5ksKltgoRERERETv9O0tERERE7pizzRj/RjPHIiIiIiJ2CsciIiIiInZ6IU9ERERExE4zxyIiIiIidnohrwTR57ekMOjTW1KYPEqBqe8nxV2GOAHzkkHFXYI4Cc0ci4iIiIjYKRyLiIiIiNgpHIuIiIiI2Ckci4iIiIjYKRyLiIiIiNgpHIuIiEiJ4+3tfdtjZs2aRdu2bVm4cOF9qAiWLVvG6tWrAZg5cyZffPHFPY23ZcsWunXrRrdu3WjSpAnPPvss3bp1Y+jQoXc81vTp05k7d+491QPw888/8+yzz97zOEVJn3ITERERuYmkpCQWLlxIrVq17sv1vvvuO5o3bw7Aa6+9ds/jtWnThjZt2gAwcOBAwsLCaNGixT2P6+wUjkVERKTE2rFjB/PmzcPDw4Pjx4/j7e3N1KlTGT9+PGlpaQwdOpRp06Zx9uxZZsyYgdVqpWbNmowdO5bKlSsTGBhIo0aNSElJITo6mlGjRlG7dm2OHTuGj48PTZo0YeXKlVy+fJk5c+ZQp04d1q1bx8KFC8nKyuL69eu89957ZGVlsXnzZrZv306VKlVYs2YNzZs3p0ePHqxYsYKFCxdiMBho0KABo0aNomzZsrRu3ZqOHTuyZ88ejEYjM2bMoGbNmgW+9xUrVvDpp59itVpp2LAhUVFRuLm5kZiYSGxsLAaDgcaNGzN27FgA9u3bR58+fUhPT6dXr14MHTqUzz77jG+//ZaLFy/yyy+/8PTTTzNq1CgA5syZw5o1azAajbRu3ZrIyMhc109PT2fEiBGcPXsWV1dX/vGPf9C6dWvMZjNvvfUWqamp1KhRg9OnTxMbG8trr73GsGHD8PPzw2az8eyzz7JkyRIqV65ceH8hUFuFiIiIOAmz2UxqamqexWw253ve3r17iYqKYt26dZw+fZqtW7cyduxYvLy8iI2NxcvLi6ioKObMmUNycjJNmzZ1BEaAgIAANmzYwEMPPcThw4cJDQ0lKSmJ7777jlOnTrF06VK6dOnC0qVLsVqtLFmyhA8//JBVq1bx4osvEhsbS8uWLQkMDCQiIsIx2wtw+PBhPvzwQxYtWkRycjKlS5cmJiYGgHPnzuHv709iYiLNmjUjPj6+wM/q0KFDJCYmsnTpUpKSkihfvjwff/wxp0+fJjo6moULF7J69WquXbvGli1bAPj1119ZtGgRy5cvJzY2lszMTAC+//57YmJiWLVqFRs2bOD48eN88cUXbNmyhYSEBFauXMmJEydYtmxZrhrGjh1LmzZtSE5O5v3332f48OFcuHCBWbNm8cQTT7B69WpeeeUVjh49CkDPnj1JSkoCYPv27Tz++OOFHoxBM8ciIiLiJOLi4hzB8ffCwsIIDw+/5Xl169alWrVqANSpU4fLly/n2r9//34aNWpEjRo1AOjTpw+xsbGO/Y0bN3b8uXLlyvj4+ABQrVo1/P39AXj44YdJTU3FxcWFOXPmsHnzZn766Sd27tyJi8ut5yp37dpFu3btqFixouPa77zzjmP/b0G6bt267N69+5bj/NH27ds5ceIE/+///T8Arl+/TuPGjdm7dy9PPfUUVatWBWDatGnAjQD89NNP4+bmRqVKlTCZTI5/dDRt2pSyZcsCUKNGDS5dusT27dvp2rUrHh4eAPTo0YO1a9c6ngfcmLWfPHkyAI899hi+vr4cOHCAbdu2MXv2bMezffzxxwHo3Lkzs2bNIisri8TERIKDgwt8v3dC4VhEREScQkhIyE0Dk8lkyvc8d3d3x58NBgM2my3XfqvVmmvdZrORk5Nz0/Pd3NxyHWs0GnOtZ2Rk0KtXL4KCgmjWrBne3t75zvgW9No3qzs/VquVLl26OIL2lStXsFqtfPvttxgMBsdxFy5cuOm9/P56N3t+f6zFZrNhsVjy1PD7a/12b0ajMc99A5QrV45WrVqxfv16du3axbhx4wp8v3dCbRUiIiLiFEwmEzVq1Miz3C4c307jxo3Zt28fqampACxduvSuX2w7efIkBoOBl19+mRYtWvD55587QqPRaMwTIJs3b87mzZu5dOkScOOLFoXxUl3z5s3ZuHEjFy5cwGazERUVxaeffkrjxo357rvv+PXXX7HZbIwbN46vvvrqjsf38/MjOTmZa9eukZOTQ0JCQp66W7RowfLly4Ebz+X777/nySefxN/f3/HVjpSUFI4fP+4I0T179uT999+nXbt2ef4hUlg0cywiIiKSj8qVKzN27FjCwsLIzs7m4YcfZsKECXc1Vr169ahfvz6dOnXCYDDQunVr9uzZA0DLli15//33KV++fK7jX3rpJQYOHEh2djYNGjTg3Xffved78vX15aWXXmLQoEFYrVYaNGjAiy++iJubG8OHD2fw4MFYrVaaNm1K9+7dmTlz5h2N/8wzz3Do0CF69uxJdnY2AQEB9OvXj1OnTjmOGT16NKNGjeKzzz4DYNKkSVSqVInw8HCGDx9OUFAQjz76KJUqVXLMTjdr1gyr1UqPHj3u+RncisF2J3Pw8qdWuklYcZcgTiBzbwxZObc/TqQgPEqBqe8nxV2GOAHzkkHFXYIUkpUrV/LYY4/RpEkTUlNTCQkJYdOmTcCNFwlHjBhBQkJCkV1fM8ciIiIi8sCoXbs27777LlarFRcXF8aNG4fBYGD+/PnExcU5XtYrKpo5LkE0cyyFQTPHUpg0cyyFRTPHUlj0Qp6IiIiIiJ3CsYiIiIiIncKxiIiIiIideo5FREREROz0tYoSRC9RSWHwKAUHT10p7jLESfhWL6eXhaVQZO7N+7PRIndDbRUiIiIiInYKxyIiIiIidgrHIiIiIiJ2CsciIiIiInYKxyIiIiIidgrHIiIiIiJ2CsciIiJS4qSmpuLr60u3bt1yLfHx8Xc81ogRIzhw4EARVHlDWloaoaGhRTa+5KbvHIuIiEiJ5OXlRVJS0j2PM2HChEKo5taqVq3Kv/71ryK9hvwfhWMRERFxCmazGbPZnGe7yWTCZDIVeJzWrVvTsWNH9uzZg9FoZMaMGdSsWZMdO3Ywfvx4jEYjTz75JMePH2fRokUMHDiQsLAbP2Yzb948PDw8OH78ON7e3kydOhU3NzcSExOJi4vDarXSoEEDRo8ejbu7O19//TWzZs0iJyeHGjVqMG7cOCpWrEhgYCCNGjUiJSWF6OhoXn/9dTZv3szw4cMpV64cP/zwA2lpaQwdOpSePXvyv//7v7z11lv897//pWbNmpw9e5aYmBhq1KhRaM+3pFBbhYiIiDiFuLg42rdvn2eJi4u76fHp6el52ioOHz7MuXPn8Pf3JzExkWbNmhEfH092djZvvfUW0dHRJCYmUqrUzecX9+7dS1RUFOvWreP06dNs3bqVo0ePsrhZNycAACAASURBVGzZMpYsWUJSUhKVKlViwYIFXLhwgWnTprFgwQISExNp3bo1U6dOdYwVEBDAhg0beOihh3Jd4+zZsyxevJgPPviAKVOmADBnzhxq1arFmjVrGDp0KEeOHCmkp1ryaOZYREREnEJISAjBwcF5tt9q1ji/too2bdoAULduXXbv3s2RI0eoVKkS9erVA6BXr143baeoW7cu1apVA6BOnTpcvnyZ06dP8/PPP9O7d28AsrOz8fHxYd++fZw5c4ZBgwYBYLVaqVChgmOsxo0b37S2Vq1aYTAYeOKJJ7h06RIA33zzjSNYN2zYkCeeeOKm58rtKRyLiIiIU7jT9on8uLu7A2AwGLDZbBiNRqxWa4HP+/25FouFTp06MXLkSAAyMjKwWCzs3LmTpk2b8uGHHwJw7do1MjIybjrWrWr7jdFoxGaz3eFdys2orUJERETkNmrXro3ZbObw4cMAJCcnF/jcFi1a8Pnnn/Prr79is9kYM2YMcXFxNG7cmO+//56ffvoJgLlz5zraJO6Uv7+/o6bDhw9z9OjRXOFZCk4zxyIiIlIi/dZz/HvNmjW76bFubm5MmTKFt99+GxcXF2rVqoWHh0eBrlOvXj3CwsIICQnBarVSv359hgwZgru7O++99x6vv/46VquVqlWrEh0dfVf3MnToUN555x26du3KI488QuXKlQtcn+RmsGkOvsTIyinuCsQZeJSCg6euFHcZ4iR8q5ejdJOw4i5DnEDm3pgiHd9qtTJ16lTCwsIoU6YMCxcuJC0tjeHDhxfpdQsqKSmJGjVq8Je//IXTp08zYMAANm3ahIuLmgTulGaORURERG7DxcUFT09PevXqhaurK9WrVy/y7xvfidq1azN69GisVisuLi6MHTtWwfguaea4BNHMsRQGzRxLYdLMsRSWop45lpJD/6QQEREREbFTOBYRERERsVNbhYiIiIiInWaORURERETs9LWKEkQv5Elh8CgFGdf1H5ykcJR1M+iFPCkUeiFPCotmjkVERERE7BSORURERETsFI5FREREROwUjkVERERE7BSORURERETsFI5FRESkxMnIyODdd9/l2WefJSgoiP79+/Ptt98CsGzZMlavXg3A8OHDSUhIKM5S5T7Tp9xERESkRLHZbLz88svUr1+fNWvW4Obmxo8//siQIUOYNm0a3333Hc2bNy/uMqWYKByLiIhIibJz505Onz7NJ598gsFgAMDHx4dXXnmFF154gfLly7N9+3aqVKkCwFdffcXixYv59ddfefnll+nTpw8ZGRmMHTuWo0ePYrFYCA0NpUuXLiQkJLBy5UouXbpEu3bt+Mc//lGctyp3QeFYREREnILZbMZsNufZbjKZMJlMjvUDBw7g6+vrCMa/adasGaVLlyYwMJDmzZvTpk0b1qxZw/Xr1/nss884evQogwYNok+fPnzwwQc0aNCAyZMnc+XKFfr27Uvjxo0BSEtLY+3atZQqpZj1Z6T/1URERMQpxMXFEROT95fywsLCCA8Pd6wbDAYsFkue47Kzs/MEZoD27dtjMBioW7cuFy9eBGDbtm1kZWWxYsUKAK5evcrRo0eBG7PQCsZ/XvpfTkRERJxCSEgIwcHBebb/ftYYoHHjxixatIjs7GxcXV0d27///nt8fX3znG80GgFyBWer1Up0dDQNGjQA4Pz581SoUIHk5GQ8PDwK5X6keOhrFSIiIuIUTCYTNWrUyLP8MRw/9dRTPP7447z33ntkZ2cDcPDgQT744ANeffVVjEbjTWeWf8/Pz49///vfAKSnpxMUFMSZM2eK5sbkvtLMsYiIiJQ4MTExTJ8+nS5dumA0GqlQoQLR0dG0aNGC8+fP8/7771O+fPlbnh8WFsaYMWPo0qULFouFyMhIHnnkEXbv3n0f70KKgsFms9mKuwi5P7JyirsCcQYepSDjuv5vQwpHWTcDpZuEFXcZ4gQy9+btNRa5G2qrEBERERGxUzgWEREREbFTOBYRERERsVM4FhERERGxUzgWEREREbHT1ypEREREROz0neMSRJ9LksKQuTeGXzP0XUApHJXKltJnJqVQeCjRSCFRW4WIiIiIiJ3CsYiIiIiIncKxiIiIiIidwrGIiIiIiJ3CsYiIiIiIncKxiIiIiIidPnwiIiIiJU5qairPPfccderUybXdx8eHZ555hvbt2xdTZVLcFI5FRESkRPLy8iIpKam4y5AHjMKxiIiIOAWz2YzZbM6z3WQyYTKZCjTG8OHDad68Oc2bNycsLIy6deuSkpJCpUqVmDlzJp6ennz66ackJSWRmZmJq6sr06ZNo3bt2gQGBhIUFMTWrVvJzMxk8uTJ+Pr6kpKSQlRUFFlZWVSoUIGpU6dSrVo1YmNjWbduHRaLhdatWxMZGYnBYCjsxyJ3SD3HIiIi4hTi4uJo3759niUuLu6mx6enp9OtWzfHMn/+/Fz7Dx06xODBg1m9ejUmk4nk5GSuXLnCpk2bWLRoEatXr6Zt27bEx8c7zvH09GT58uX07duXefPmAfDmm2/y6quvkpycTOfOnYmLi+Prr7/m4MGDLF++nMTERNLS0li1alXRPRwpMM0ci4iIiFMICQkhODg4z/ZbzRrfrK1i+PDhjj9XqlQJHx8fAOrWrcvly5cpV64c06ZNY82aNZw8eZItW7ZQv359xzlt2rRxHL9x40YuXLjAuXPnaNeuHQD9+/cHYPLkyezfv58ePXoAkJWVxcMPP3y3ty6FSOFYREREnMKdtE8UhLu7u+PPBoMBm83GmTNnGDhwIAMGDCAgIIDKlSuTkpKS55zf2iNcXV1ztUpcu3aN9PR0LBYLISEhDB48GLjREmI0Ggutdrl7aqsQERERKaADBw7w6KOP8sILL9CwYUM2bdqExWK55fHly5enatWqbN26FYCkpCRmzpyJn58fSUlJZGRkkJOTw9ChQ9mwYcP9ug3Jh2aORURERAqoVatW/Pvf/6Zz587YbDaaNWvG0aNH8z0nOjqaMWPGEB0dTcWKFZkyZQpeXl4cOnSI3r17Y7FYaNOmzU1bQuT+M9hsNltxFyH3R+kmYcVdgjiBzL0x/JqRU9xliJOoVLYUWfrrJIXAQ9N9UkjUViEiIiIiYqdwLCIiIiJip3AsIiIiImKncCwiIiIiYqdwLCIiIiJip69ViIiIiIjY6cMnJYg+lySFwaOUPgsohSdzbwxHzl4t7jLECTxRrUxxlyBOQm0VIiIiIiJ2CsciIiIiInYKxyIiIiIidgrHIiIiIiJ2CsciIiIiInYKxyIiIiIidgrHIiIiUuJcuXKFd999ly5dutCtWzcGDhzIDz/8UOTXnT17NrNnzwbgnXfe4dSpUwCEhoaSlpZW5NeX21M4FhERkRLFarUSGhpKhQoVSExMJCkpiaFDhxIaGsrFixfvWx07duzgt99i+9e//kXVqlXv27Xl1vQjICIiIuIUzGYzZrM5z3aTyYTJZHKs79ixgzNnzhAREYGLy415Qj8/PyZOnIjVauXDDz9k1apVGI1GWrVqRWRkJGfOnCEsLIy6deuSkpJCpUqVmDlzJmXLluWf//wnR48eBaB///707t2b4cOH07x5c3r06AGAt7c3hw8fdtQQGxtLeno6Q4YMIT4+np49e/LJJ5+wc+dOtmzZwuXLl/nll19o1aoVY8aMAWDatGls2LCBihUrUqVKFQIDAx3jS+HRzLGIiIg4hbi4ONq3b59niYuLy3Xcjz/+SL169RzB+DdPP/00Bw8eZPPmzaxYsYKVK1fy888/s2TJEgAOHTrE4MGDWb16NSaTieTkZPbu3cvly5dJTExk3rx57N69u0C1DhkyBC8vL2JjY6lYsWKufXv37mXWrFmsWrWKL7/8ksOHD7N582b27NnD6tWriY2N5ccff7yHJyX50cyxiIiIOIWQkBCCg4PzbP/9rDGAi4sL7u7uNx1j+/btPP/885QuXRqAnj17kpiYyNNPP02lSpXw8fEBoG7duly+fJm6devy008/8fe//52AgADeeuute76PJk2aUK5cOQBq1qzJ5cuX2bZtG506dcLNzQ03NzeeeeaZe76O3JxmjkVERMQpmEwmatSokWf5Yzj29fXlxx9/dPT7/ub999/n22+/zTNuTk4OQK5AbTAYsNlsVKxYkTVr1jBgwAB++ukngoODMZvNjv0A2dnZd3QfN7uOi4sLVqv1jsaRu6NwLCIiIiXKU089RaVKlYiJicFisQCwZcsWEhISCAkJYc2aNWRlZZGTk8OKFSvw8/O75VhffPEFkZGRtG3blpEjR1KmTBnOnDmDp6cnx44dA2DTpk03PddoNDqufzstW7Zk48aNXL9+nStXrvDVV19hMBju8M6lINRWISIiIiWKwWBg7ty5TJw4kS5dulCqVCkqVqxIbGwsPj4+nDlzhp49e5KTk0Pr1q0ZMGAAZ8+evelYAQEBbNy4keeffx53d3eCgoLw9vamX79+vP7663Tt2hU/Pz+qVKmS59y2bdsyZMgQ5s+ff9ua27Zty969ewkODqZChQp4eXndsjVE7o3B9sf/piBOKyunuCsQZ+BRCko3CSvuMsRJZO6N4cjZq8VdhjiBJ6qVKe4SitTevXs5efIkwcHBZGdn06dPH9577z3q1atX3KU5Hc0ci4iIiDzgatWqRUxMDAsXLsRms9G9e3cF4yKicCwiIiLygPP09GTBggXFXUaJoBfyRERERETsFI5FREREROz0Qp6IiIiIiJ1mjkVERERE7PRCXgmiz29JYcjcG8OuE5eLuwxxEs1qV9BnJqVQeCjRSCHRzLGIiIiIiJ3CsYiIiIiIncKxiIiIiIidwrGIiIiIiJ3CsYiIiIiIncKxiIiIlDipqal4e3sTFRWVa3tKSgre3t4kJCQUeJzAwMACX3f//v1ER0cD8MUXXzBz5syCFy33hT58IiIiIiWSp6cnW7ZswWKxYDQaAVi7di0PPfRQkV3z2LFj/PrrrwC0b9+e9u3bF9m15O4oHIuIiEiJVLZsWerVq8euXbvw8/MD4JtvvqFly5YAfPrppyQlJZGZmYmrqyvTpk2jdu3aBAYG0qhRI1JSUhyzwAAbNmxgzpw5fPzxx1itVqKiojh79iwGg4E33ngDX19fZs2axdWrV/nggw+oWrUqO3fuZNKkSQQGBhIUFMTWrVvJzMxk8uTJ+Pr6cuTIEYYPH47FYuGpp57i66+/5vPPPy+W51VSqK1CREREnILZbCY1NTXPYjabb3lOp06d2LBhA3Cj5cHb2xtXV1euXLnCpk2bWLRoEatXr6Zt27bEx8c7zgsICGDDhg2OWeatW7cyZ84cPvroIx566CEmTJhAz549SUhI4IMPPiAqKgoXFxciIiIIDAzklVdeyVOLp6cny5cvp2/fvsybNw+A4cOH89prr5GUlETNmjWxWCyF+cjkJjRzLCIiIk4hLi6OmJiYPNvDwsIIDw+/6TmBgYHMmDEDq9XKunXr6NSpE2vXrqVcuXJMmzaNNWvWcPLkSbZs2UL9+vUd5zVu3Njx54sXLxIeHk54eDiVK1cGYNu2bZw4cYJZs2YBkJOTwy+//JJv/W3atAGgbt26bNy4kUuXLnHq1CmefvppAHr27Mknn3xyB09E7obCsYiIiDiFkJAQgoOD82w3mUy3POe31oo9e/awfft23njjDdauXcuZM2fo06cPAwYMICAggMqVK5OSkuI4z93d3fFng8HAnDlzePPNN3n++eepWrUqVquVuLg4PD09AUhPT6dSpUq5xvij38Y0GAwAGI1GbDbbnT0EuWdqqxARERGnYDKZqFGjRp4lv3AMN1orpk2bhq+vL6VK3Zg3LFOmDI8++igvvPACDRs2ZNOmTbdsafD09MTf359+/foxfvx4APz8/Fi8eDFw4yW8rl27kpmZidFoJCcnp0D3U758eWrWrMl//vMfAJKTkwt0ntwbhWMREREp0dq1a0dKSgqdO3d2bHN1dcVqtdK5c2eCg4OpVasWqamp+Y4zZMgQjh49yqZNmxg5ciT79u2ja9euDBs2jClTplCuXDkaNWrEvn37mDp1aoFqmzJlCnPnziU4OJj9+/fj4eFxT/cqt2ewab6+xCjdJKy4SxAnkLk3hl0nLhd3GeIkmtWuQFbBJtFE8uXhpI2iMTEx9O7dGy8vLzZu3EhycjKzZ88u7rKcmpP+VRIRERH583v44Yf529/+RqlSpTCZTEyYMKG4S3J6CsciIiIiD6gePXrQo0eP4i6jRFHPsYiIiIiIncKxiIiIiIidwrGIiIiIiJ2+ViEiIiIiYqcX8koQfcpNCkPm3hh9eksKjUcpiNpwtLjLECcwtmPd4i5BnITaKkRERERE7BSORURERETsFI5FREREROwUjkVERERE7BSORURERETsFI5FREREROz0KTcREREpcVJTU3nuueeoU6cOAFarlYyMDLp3705EREQxVwc7duwgJiaGRYsWFXcpJY7CsYiIiJRIXl5eJCUlOdbT0tLo2LEjzz//vCM0S8mjcCwiIiJOwWw2Yzab82w3mUyYTKbbnn/u3DlsNhtly5YlNjaWdevWYbFYaN26NZGRkWRkZPCPf/yD8+fPAzB06FDat2/Pzz//zJgxY7h06RIeHh6MGjUKHx8fjhw5wrhx47h69SoXLlxgyJAh9OvXj9mzZ/P9999z5swZBgwYQJMmTYiKiiIrK4sKFSowdepUAC5cuEBoaCj//e9/qVWrFrNmzcLNza1wH5rkoXAsIiIiTiEuLo6YmJg828PCwggPD8+zPT09nW7dunHt2jUuXrxIw4YNiYmJ4ciRIxw8eJDly5djMBiIjIxk1apVWK1WqlevTmxsLCkpKaxatYr27dvz9ttvExUVhY+PD8eOHWPo0KFs2LCBzz77jFdffRV/f39++eUXgoKC6NevHwDXr19n7dq1ADz//PO8+eabtGvXjsWLFxMXF0fbtm05ffo0H374IdWrV6d3795s27aNtm3bFukzFIVjERERcRIhISEEBwfn2X6rWePf2iqsViuTJk3i+PHjtGrViujoaPbv30+PHj0AyMrK4uGHH6Znz568//77pKWl0bZtW4YOHUpGRgYHDx7knXfecYx79epVLl68yPDhw9myZQvz5s3jyJEjXL161XFMo0aNgBuzw+fOnaNdu3YA9O/fH7jRc1yvXj1q1qwJQJ06dbh48WIhPCW5HYVjERERcQoFbZ/4IxcXF9566y26d+/OggULsFgshISEMHjwYOBGu4bRaKRs2bKsW7eOLVu28OWXX/LRRx/x2Wef4ebmlqt3+ezZs3h6ehIREYHJZKJdu3Z07tyZ1atXO47x8PAAwNXVFYPB4Nh+7do10tPTAShV6v9imsFgwGaz3fG9yZ3Tp9xERESkxCtVqhRvvfUWc+fOxcfHh6SkJDIyMsjJyXG0SXz66afMnj2bTp06MXr0aC5cuIDNZuOxxx5zhONvvvmGv/71r44/R0RE8Mwzz/D1118DYLFYcl23fPnyVK1ala1btwKQlJTEzJkz7+Odyx9p5lhEREQECAgIoEmTJuzevZsOHTrQu3dvLBYLbdq0ITg42PFCXteuXTEajURGRmIymYiOjmbMmDHMnz8fV1dXpk+fjsFgIDw8nP79++Pu7k69evWoXr06qampea772/nR0dFUrFiRKVOm8NNPPxXDExAAg01z9CVG6SZhxV2COIHMvTFk5RR3FeIsPEpB1IajxV2GOIGxHesWdwniJNRWISIiIiJip3AsIiIiImKncCwiIiIiYqdwLCIiIiJipxfyRERERMSpnD9/niVLlnDp0qVc20eOHHnbc/UpNxERERFxKpGRkXh4eODj45PrR1YKQuG4BNGn3KQwZO6NYfm+M8VdhjiJXo3/R58GlELhoUQjv3P27FnWrVt3V+eq51hEREREnMrDDz/M1atX7+pc/TtLRERERJyKl5cX3bt3p3nz5nh4eDi2q+dYREREREqc6tWrU7169bs6V+FYRERERJxKWFgYGRkZ/PDDD+Tk5NCoUSPKlStXoHMVjkVERETEqezfv59XX32VypUrY7FYSEtL48MPP6Rp06a3PVcv5ImIiEiJk5qaire3N1FRUbm2p6Sk4O3tTUJCQjFVVnRmzZrF7t27i7uM+2Ly5MlMnTqVxMREkpOTmTlzJpMmTSrQuQrHIiIiUiJ5enqyZcsWLBaLY9vatWt56KGHirGqorNr165c9+rMMjIy8PPzc6z7+/uTmZlZoHPVViEiIiIlUtmyZalXrx67du1yBKlvvvmGli1bAvDpp5+SlJREZmYmrq6uTJs2jdq1axMYGEhQUBBbt24lMzOTyZMn4+vry86dO5k+fTpZWVmYzWbeeecdnnnmGc6ePcubb77J5cuXeeKJJ9i1axdff/01GRkZjB07lqNHj2KxWAgNDaVLly4kJCTw1VdfcenSJdLT0+nbty+nTp1i+/bteHp6Mn/+fNzd3UlMTCQuLg6r1UqDBg0YPXo07u7utG7dmo4dO7Jnzx6MRiMzZsxgz549HDx4kJEjRxITE4O3t3dxPvoiZzAYOHXqlOOlvNTUVIxGY4HO1cyxiIiIOAWz2UxqamqexWw23/KcTp06sWHDBuBGn6q3tzeurq5cuXKFTZs2sWjRIlavXk3btm2Jj493nOfp6cny5cvp27cv8+bNA26E6fHjx7Ny5UrGjx/PzJkzAZgwYQKdOnUiOTmZ5557jrS0NAA++OADGjRoQEJCAvHx8Xz44Yf88ssvABw4cIC5c+eyYMECJk6cSEBAAMnJyQBs2bKFo0ePsmzZMpYsWUJSUhKVKlViwYIFAJw7dw5/f38SExNp1qwZ8fHxdO/eHV9fX8aPH+/0wRhg6NCh9OnTh8jISCIjI+nduzevvPJKgc7VzLGIiIg4hbi4OGJiYvJsDwsLIzw8/KbnBAYGMmPGDKxWK+vWraNTp06sXbuWcuXKMW3aNNasWcPJkyfZsmUL9evXd5zXpk0bAOrWrcvGjRsBiI6O5ssvv2T9+vXs27ePjIwM4MZs9MSJEwF49tlnMZlMAGzbto2srCxWrFgBwNWrVzl69CgATZs2pVy5co4vLPj7+wM3PlFmNpvZsWMHP//8M7179wYgOzsbHx+fm9ZXUvqMf++ZZ56hdu3abN++HavVyssvv0ydOnUKdK7CsYiIiDiFkJAQgoOD82z/LYzezG+tFXv27GH79u288cYbrF27ljNnztCnTx8GDBhAQEAAlStXJiUlxXGeu7s7cOM/3/+mf//+tGjRghYtWuDv78+bb74JgNFoxGaz5bm21WolOjqaBg0aAHD+/HkqVKhAcnIyrq6uuY4tVSp3ZLNYLHTq1MnxoxYZGRm5+ol/X9/Nru2svv32W/z9/R3/YKlcuTIAx48f5/jx43To0OG2Yygci4iIiFMwmUz5BuFb6dSpE9OmTcPX19cRQsuUKcOjjz7KCy+8QFZWFrNmzaJatWq3HOPSpUucPHmSxYsX4+bmxtSpUx1h1d/fn+TkZPr3789//vMfR5uHn58f//73vxk/fjzp6el0796dJUuWFKjmFi1a8NFHH/HKK6/w0EMPMWbMGB555JFbzpDDjZDu7C/krVmzBn9/fxYtWpRnn8FgUDgWERERuZ127doxYsQIXnvtNcc2V1dXrFYrnTt3xmaz0axZM0fLw814enrSq1cv/j979x1Wdf3/f/x+AAETEXLl1o+aOHL1SXALuEBAgRxpiKaVCmqppKkppZbbUiyz1HCvcM9yb83Ikbhy/MSBOZEl6/z+EM83PjiwKOzwuF0X18V5nffr9X6+D1xeT54+3693mzZtsLKywsXFhaSkJBISEhg2bBiDBw9m6dKlODk5mRL44OBgQkND8fLyIi0tjZCQEMqWLZutNggnJyeCg4MJDAwkPT2dqlWr8s477zxxTuPGjRk5ciTjxo3L1n6//0ajR48GICQkhJo1a2Z6b+/evdlaw2DMS7X2PC5/neDcDkHMQGJkGMuPXM3tMMRMvF6rBEmpuR2FmAPb57jcN3fuXBo0aEClSpX49ddf+eijj8xyH+XnwYkTJzAajQwaNIhJkyaZWkpSU1MJCQkxtVs8yXP8qyQiIiLy71euXDkGDBiAhYUFNjY2jBo1KrdDMluLFi1iz549XL9+neDg/ysKWllZ0aJFi2ytocpxHqLKseQEVY4lJ6lyLDnlea4cyz9vypQpvP/++39qrvY5FhERERGz4uHhYerBPnXqFG3btuXcuXPZmqvkWERERETMSmhoKO3btwegSpUq9O3bl5EjR2ZrrpJjERERETEriYmJmXqMmzdvTlxcXLbmqkMnD0mMzPrUIJE/4/VaJXI7BDEj6hUVkZxmMBg4efIkTk5OwIOHgFhYZK8mrH+S8hDdkCc5ITEyjDfm/pLbYYiZWNS1tm7IkxyhP7Lkj/r3709AQAAvv/wyAOfOnWPixInZmqtfJRERERExK66urmzcuJGff/4ZS0tLatWqReHChbM1Vz3HIiIiImJ2fvvtN+DBA0AOHz6crQeAgCrHIiIiImJmhg8fzs6dOylXrpxpzGAw0LJly6fOVXIsIiIiImZl3759rF+/Hjs7u2eeq7YKERERETErJUqU+FOJMahyLCIiIiJmpm7durz//vu4urpia2trGs9OW4UqxyIiIpJnnT59mipVqrBp06Y/vcaQIUOIiIh4pjn37t0jKCjoT59TniwyMpIbN26wbNky5s2bx7x585g/f3625qpyLCIiInnW999/T+vWrVmyZAmtWrX6x8579+5doqKi/rHz5TXz5s3703OVHIuIiIhZiI2NJTY2Nsu4vb099vb2WcZTUlJYs2YNCxYsoFOnTvy///f/KFu2LG5ubvj4+LB7924SExMZN24cNWrU4ODBg0yZMoWkpCRiY2P58MMPad68uWm9zz//HKPRyPvvpIuUzAAAIABJREFUvw88qCg3adKEtLQ0vv32WywtLSldujQTJkxg9OjRXL9+naCgIKZPn/73fSh51OjRox85Pnz48KfOVVuFiIiImIXw8HDc3d2zfIWHhz/y+B07dlCyZEkqVKhA8+bNWbJkiek9BwcHli9fTqdOnfj6668BmD9/PqNHj2bFihWMHj2aL774ItN6/v7+rFmzBqPRSGJiIvv378fd3Z3PP/+c2bNnExERQalSpTh37hzDhw+nWLFiSoz/Jg4ODqavAgUKcPDgwWzPVeVYREREzEJgYCC+vr5Zxh9VNYYHLRVeXl4AeHp6MmjQIPr37w9A48aNAahcubLp4RETJkxg27ZtbNy4kSNHjhAfH59pvTJlylCqVCkOHTrElStXaNq0KTY2Nri6uvLGG2/QvHlzWrVqRdWqVYmOjs6x65asgoODM71+++236d27d7bmKjkWERERs/C49olHuXnzJrt27eLXX39l7ty5GI1GYmNj+eGHHwCwsbEBHjw44qHOnTvj7OyMs7Mz9evXZ9CgQVnW9ff3Z+3atVy5coW+ffsCD/4r/+TJk+zYsYOQkBCCg4N59dVX/+rlyjOws7Pj+vXr2TpWybGIiIjkOatWrcLFxYVvv/3WNDZt2jQWL178yOPv3LnDhQsXWLhwIdbW1kycOJG0tLQsx7Vu3Zrp06dToEABatWqRWpqKp6ensybN493332XlJQUoqKicHZ2JjU19W+7vrxu1KhRpj9sjEYjv/76K//5z3+yNVfJsYiIiOQ5K1asMN0491CXLl349ttvH/nwCAcHB15//XXatGmDlZUVLi4uJCUlkZCQkOk4W1tbateuzcsvvwyAlZUV/fr146233sLGxobChQszduxY7O3tKVmyJAEBAX9pZwXJLDk5GWtraxwdHTON+/j44OPjk601DEaj0fh3BCfPn/x1gp9+kMhTJEaG8cbcX3I7DDETi7rWJknFM8kBts9Buc9oNBIfH0/Hjh357rvvKFq0aG6HlOd06NCBpUuXMmHCBEJCQv7UGs/Br5KIiIjIv9+xY8fo2bMnQUFBSoxzyY0bN5gxYwZr166lSJEiWd7v3r37U9dQciwiIiKSA2rWrPlMW4ZJzhs1ahTr1q0jKSmJ06dP/6k1lByLiIiIiFlo2LAhDRs2ZNasWfTo0eORx8yePZu33nrrsWvoISAiIiIiYlYelxgDrFmz5olzlRyLiIiISJ7xtL0o1FaRhyRGhuV2CGImFnWtndshiBl5HnYZEJG8448PdnkU/ZOUh+w7eye3QxAzUL+Sg7YFlByTGBmmrdwkR+iPLMkpaqsQEREREcmg5FhERERE8gz1HIuIiIhInpOamsq5c+ewsrKifPnyWFg8qAk/aScLUHIsIiIiImbmyJEj9O/fH4D09HTy58/P1KlTqVKlCt7e3k+cq+RYRERERMzKmDFjGDNmDA0bNgRg69athIaGsmjRoqfOVc+xiIiIiJiVlJQUU2IM4ObmRmJiYrbmKjkWERGRPCU6OpoaNWrQtm1b2rVrR5s2bejevTvXrl17pnXatm37p84/depUfvrppyzjQ4YMwcnJiZiYmEzjffr0wc3N7U+d63l36dIlhg4dmuPrVq9enY0bN5pe79ixg2rVqmVrrtoqREREJM8pVqwYq1atMr0eO3Ys48ePZ/Lkydle44/zn8WhQ4dwdnZ+5HvFixdn8+bNBAQEABAXF8eJEydMN5OZmytXrnDp0qUcW69OnToYDAbS09NZvnw5hQoVwsLCgtu3b1OkSJFsraHkWERERMxCbGwssbGxWcbt7e2xt7d/4lxnZ2dTYuzm5kbNmjWJiopi4cKFbN++nTlz5mAwGKhevTofffQRBQoUoEqVKpw6dYr4+Hg++eQTzpw5Q1paGm+//TZeXl7cv3+fjz/+mMOHD5MvXz769OlDcnIyx48fZ/jw4YSFhVGlSpVMcbRs2ZJNmzaZkuMff/yRZs2asXPnTgBiYmIYOnQo9+7d4/r16/j6+tK/f38iIiLYtWsXd+/e5dKlSzRs2JDQ0FBSU1MJDQ3lzJkz3LhxgypVqjB58mRsbW2ZO3cu8+fPp2DBgvznP/+hbNmy9O3bl507dzJ16lRSU1MpXbo0o0aNwtHRETc3N9q0acOePXuwsrKiT58+zJ49m4sXLzJ48GA8PT25ceMGI0aM4Nq1axgMBgYOHEiDBg2YNm0aMTExXLx4kcuXL9O+fXt69+7N6NGjiY6O5uOPP2bkyJF/+Xdg7dq1f3kN8/wzRERERPKc8PBw3N3ds3yFh4c/cV5KSgqbNm2idu3aprEmTZqwadMmbty4wYwZM5g3bx5r1qwhf/78hIWFZZr/1VdfUb16dSIiIliwYAEzZszg0qVLzJs3j4SEBDZs2MCcOXOYPn06np6e1KhRg9GjR2dJjAGqVq3KzZs3uXHjBgAbNmzAw8PD9P7atWvx8vJi6dKlrFmzhvDwcG7dugVAZGQkU6dOZfXq1Wzbto1Tp04RGRlJvnz5WLJkCT/88AP37t1jx44dnDx5kgULFhAREcHChQu5ePEiALdu3WLSpEnMmjWLlStX0qhRIyZOnGg6f5EiRYiIiKBixYrMnDmT2bNnM2HCBGbOnAk8uBHO39+fiIgIvvrqK0aMGEFcXBwAp06dYtasWSxbtoyZM2cSGxvL8OHDqVGjRo4kxgClSpUyfR05coSwsDCmTJnCoUOHKFWqVLbWUOVYREREzEJgYCC+vr5Zxh9VNb5+/bqpZzg5OZmaNWsycOBA0/u1atUCHrRAuLq64ujoCEDHjh358MMPM621d+9ekpKS+P777wFISEjgzJkzHDp0iA4dOmBhYUHRokVZt25dtq6jZcuWbN68mTZt2hAXF5cpqevRowf79+9n1qxZnDlzhpSUFNONZnXq1MHOzg6AMmXKcPfuXerVq4eDgwMLFizg3LlzXLhwgYSEBPbt24erq6vp+DZt2hAbG8uRI0e4evUqXbt2BR5sg1aoUCHT+Zs0aQJAyZIlKVasGFZWVpQsWdJUsd+7dy/nzp1j6tSpwIO9hh+2TTg7O2NtbU3hwoVxcHDg3r172fo8/oxZs2axevVqfH19MRqNzJkzhytXrtCnT5+nzlVyLCIiImYhO+0TD/1vz/H/srGxAR4kh39kNBpJTU3NNJaens6ECROoXr06ADdu3KBQoUJ8//33GAwG03EXL16kRIkST43Nw8ODzz77DGtra1q0aJHpvbFjx3Lp0iW8vLxo3rw5e/fuNT3x7WHMAAaDAaPRyJYtW5g6dSpdu3bFz8+P27dvYzQasbCwyHJtAGlpadStW5cZM2YAcP/+feLj403v58uXz/S9lVXWNDI9PZ3w8HAcHByAB3+EFC5cmB9//PGR8f1dVq5cyaJFi0zJ/+uvv06HDh2ylRyrrUJERETkMerVq8fWrVu5c+cOAEuXLs1yM52Li4tp/9zr16/j4+PD1atXee2111i/fj1Go5GbN2/y5ptvkpycjKWlJWlpaY89p5OTEzdu3GDp0qW0bt0603t79uyhR48eeHh4cP78eWJiYh6Z5D60b98+PDw88Pf3x97engMHDpCWlkb9+vXZsWMHcXFxJCcns3nzZgwGA7Vq1eKXX37h/PnzAHz55ZeMHz8+25+Xi4sLCxcuBODs2bN4e3s/cQs1S0vLLH9s5JSHiTFAwYIFH5nMP4qSYxEREZHHcHJy4t133yUgIIDWrVsTGxvLe++9l+mY4OBgkpKS8PLyIjAwkJCQEMqWLUvnzp154YUX8PHxoVu3bnz00UfY2dnRuHFjRo4cyc8///zY87Zo0QIrKyteeumlTOPvvvsuH3zwAV5eXsyfP58aNWoQHR392HXat2/PunXr8Pb2pn///tStW5fo6GhefvllunbtSseOHenSpQsFChTAxsaGokWL8umnn/Lee+/h7e3Nr7/+yuDBg7P9eQ0fPpwjR47g7e3N+++/z/jx4zMlqf+rYsWK3Lt3j5CQkGyfIztKlSpFeHg4KSkppKSk8N1331GyZMlszTUY/86atjxX9p29k9shiBmoX8mB/HWCczsMMROJkWEk/T1FI8ljbP/hRtF79+7RpEkTIiMj/9kT55Dz58+zY8cOunXrBkDv3r1p37692eynHBMTw6BBg0x/gNSqVYsJEyZk66Y89RyLiIiIPIPLly/TsWNH/P39czuUP61UqVIcO3YMLy8vDAYDjRo1wtXVNbfDyjHFixdn3rx5JCYmkp6eToECBbI9V5XjPESVY8kJqhxLTlLlWHLKP105lufTmDFjGDZsGL169Xrk+y+88AJt27aladOmj11Dv0oiIiIiYhbq168PQKtWrR75/r179/jggw84cODAY9dQciwiIiIiZuFhz/Sj9rt+aPHixU9cQ8lxHlK/kkNuhyBmIjEy7OkHiWST/jtcRP5Jf9xv+VG0lZuIiIiISAb9vZ6H6KYXyQm2VuiGPMkxiZFh+n2SHKH/0ZKcosqxiIiIiEgGJcciIiIiIhmUHIuIiIiIWXnUYzzu3r0LPNjr+EmUHIuIiIiIWfHz88sy1qVLFwAWLFjwxLm6IU9EREREzEJgYCDHjh0jKSmJunXrmsbT09N55ZVXsrWGkmMRERHJc6Kjo2ndujUVK1YEMCVTAwcOpEiRIs+01rBhw+jUqVO2ky/5+0yfPp07d+4wdOhQPvvsM9O4lZUVRYsWzdYaaqsQERGRPKlYsWKsWrWKVatWsXHjRooUKUK/fv2eeZ0xY8YoMX5O2NnZUbp0aebOnUuhQoUoVaoUd+/eZd++faSlpWVrDVWORUREJM8zGAz07duXhg0bcvLkSXbu3MmGDRtIS0ujUaNGhISEEB8fz4ABA7hx4wYAQUFBuLu7ExAQQHBwMM7OzkyaNIlNmzbh6OhI0aJFcXNzo169egQHB1O5cmWioqIoXLgwX3zxBQ4OenLt32Xq1KlcvHiRgQMH0rNnTypVqsShQ4cYM2bMU+eqciwiIiJmITY2lujo6CxfsbGx2ZpvbW1NuXLlOHnyJMePH2f58uWsXLmSmJgYVq9ezQ8//ECpUqWIiIhgzJgx/PTTT5nmb926lcOHD7N27VpmzpzJiRMnTO+dPHmS7t27s3btWuzt7VmzZk2OXrtktn37dkaPHs3mzZtp06YNc+fO5eTJk9maq8qxiIiImIXw8HDCwrI+KS84OJi+fftmaw2DwcDcuXO5deuWaceDpKQkSpYsib+/P5MnTyYmJoZmzZoRFBSUae7evXvx8PDA2toaa2trmjdvbnqvcOHCVKtWDYDKlSubthWTv0/+/PnZu3cvHTt2BCA5OTlb85Qci4iIiFkIDAzE19c3y7i9vX225icnJ3P+/HmcnZ3x9vame/fuwIOKtKWlJQUKFGDDhg3s2rWLbdu2MXv2bNavX2+ab2FhQXp6+iPXtrGxMX1vMBgeuQ+v5BxHR0dCQ0M5fvw4X3zxBRMnTqRYsWLZmqu2ChERETEL9vb2lC5dOstXdpLj9PR0pk2bRq1atfD392fVqlXEx8eTmppKUFAQmzZtYv78+UybNg0PDw9GjhzJrVu3iIuLM63RoEEDNm/eTHJyMnFxcWzfvh2DwfB3XrI8xrhx4yhWrBhff/01+fPnx2AwMG7cuGzNVeVYRERE8qTr16/Ttm1b4EFyXLVqVSZPnkyhQoU4efIkHTp0IC0tjcaNG+Pr62u6Ic/b2xtLS0tCQkIyJd7NmjUjMjISX19fChUqRLFixTJVjOWfM3DgQMLDwzO9zi6DUXX9PCMpNbcjEHNgawX56wTndhhiJhIjw/T7JDkiMTJrr/E/LTIykgsXLuDr60tKSgodO3bk008/xcnJKbdDy3P8/PyYP3/+Ux8V/SiqHIuIiIjkgAoVKhAWFsacOXMwGo20a9dOiXEuyZ8/P66urlSpUiVTgjxjxoynzlVyLCIiIpIDHBwcmDVrVm6HIcDrr7/+p+cqORYRERERsxAXF4ednR2urq5/eg0lxyIiIiJiFgICAlixYgUuLi6ZdgoxGo0YDAaioqKeuoaSYxERERExCytWrADI9tPwHkW7VYiIiIiIWfjoo48YNWoUALdu3eLFF1985jVUOc5Dfr+nvdzkryta0Epbb0mOSYwM0zaTkiNsldEIcOzYMdP3PXr0MFWSn4WekCciIiIiZufPNkcoORYRERERs/NnH92t/4QQEREREbOQnp7O3bt3MRqNpKWlmb5/yMHB4alrKDkWEREREbNw+vRpXFxcTAmxs7Oz6T1t5SYiIiIiecpf2cLtIfUci4iIiIhkUHIsIiIieU50dDQ1atSgbdu2mb4WLFiQ6biIiAiGDBmSo+cOCAgwfd+2bdscXVv+OrVViIiISJ5UrFgxVq1a9Y+f9+DBg6bvc+P88mRKjkVERMQsxMbGEhsbm2Xc3t4ee3v7bK+zcuVKvvrqK+zs7ChVqhQvvPACAG5ubsydO5fSpUtz4MABwsLCmDdvHlFRUYwYMYKkpCQKFSrExIkTKVKkCKGhoZw5c4YbN25QpUoVJk+ezMSJEwFo3749y5Yto0qVKpw6dYrExESGDx/OqVOnMBgM9OjRg3bt2hEREcGuXbu4e/culy5domHDhoSGhubI5yWPpuRYREREzEJ4eDhhYWFZxoODg+nbt2+W8evXr2dpaxg2bBgTJ05k5cqVODg48O6775qS48cZNGgQgwYNwtXVlYULFxIeHo6bmxv58uVjyZIlpKenExgYyI4dOxg+fDjz5s1j2bJlmdaYNm0ajo6OrF27llu3btG+fXucnJwAiIyMZO3atVhaWtK6dWveeOMNqlSp8qwfj2STkmMRERExC4GBgfj6+mYZf1zV+FFtFRs3bqROnToUKVIEAG9vb/bv3//Yc966dYvff/8dV1dXADp37mx6z8HBgQULFnDu3DkuXLhAQkLCY9fZv38/n376KQAvvvgi7u7uHDx4EDs7O+rUqYOdnR0AZcqU4e7du49dR/46JcciIiJiFp61feJRDAZDpodGWFllTpUevpeamgpAvnz5Mj2J7f79+1y/fp3Tp08zdepUunbtip+fH7dv337i44z/972HD7EAsLGxeWx8kvO0W4WIiIhIhldffZVffvmFmJgY0tPTWb9+vek9R0dHzp49C8CWLVsAKFiwIMWLF2f37t3AgxvsvvjiC/bt24eHhwf+/v7Y29tz4MABU7JraWlpSq4fcnFxYfny5cCDavSWLVuoV6/e3369kpUqxyIiIpInParn+LXXXmP48OF069aN/PnzU6lSJdN7/fr1Y9SoUYSFhdGoUSPT+IQJEwgNDWXChAk4Ojoyfvx4bt++zaBBg1i3bh358uWjbt26REdHA+Du7k7btm2JiIgwrREUFERoaCje3t6kpaXRq1cvqlevzqlTp/7mT0H+l8Go2nye8fu91KcfJPIURQtakb9OcG6HIWYiMTKMJP3TJDnAVuU+ySFqqxARERERyaDkWEREREQkg5JjEREREZEMSo5FRERERDLohjwRERERkQyqHIuIiIiIZNDGJ3mItt+SnJAYGcaVO8m5HYaYiZIO1trKTXKEtnKTnKLKsYiIiIhIBiXHIiIiIiIZlByLiIiIiGRQciwiIiIikkHJsYiIiIhIBiXHIiIikuds3LgRPz8/fHx88Pb25ttvv33i8QEBARw4cOAfik5ykzY+ERERkTwlJiaGcePGERERgaOjI/Hx8QQEBFChQgXc3d1zOzzJZUqORUREJE+5ffs2KSkpJCUlAVCgQAHGjh2LjY0NGzZsYM6cOSQlJZGcnMynn35K3bp1M82fOXMmGzZsIC0tjUaNGhESEkJ8fDwDBgzgxo0bAAQFBSnR/pdSciwiIiJmITY2ltjY2Czj9vb22Nvbm147OTnh7u5O8+bNqVq1Ks7Oznh7e1OmTBlGjBjBjBkzePHFF1m+fDkzZ85kxowZprk7d+7k+PHjLF++HIPBQEhICKtXryY9PZ1SpUoxc+ZMoqKiWL16tZLjfyklxyIiImIWwsPDCQsLyzIeHBxM3759M419/PHH9OnTh927d7N79246dOjAxIkTmT59Olu3buX8+fMcPHgQC4vMt2ft27ePo0eP4ufnB0BSUhIlS5bE39+fyZMnExMTQ7NmzQgKCvr7LlT+Vgaj0WjM7SDkn6HHR0tO0OOjJSfp8dGSU2ytsl853r59OwkJCXh6eprGli5dyrp164iJicHHx4fatWsTGxvLggULmDdvHgEBAQQHB7NlyxZKlChB9+7dgQfntLS0pECBAsTFxbFr1y62bdvG0aNHWb9+fZbkWp5/qhyLiIiIWfjfJPhxbG1tGTVqFDVr1qR06dIYjUaioqKwtrbGYDDQq1cvjEYjH3zwAWlpaZnmuri4MHXqVDp06ICNjQ1BQUH4+vqSkJDApUuX+PDDD2nSpAmurq7ExcVlKx55vig5FhERkTzFxcWF4OBgevXqRUpKCgCNGzdm+vTpDBkyBA8PDwwGA40aNeLw4cOZ5rq5uXHy5Ek6dOhAWloajRs3xtfX13RDnre3N5aWloSEhCgx/pdSW0UeorYKyQlqq5CcpLYKySm2KvdJDlEjjIiIiIhIBiXHIiIiIiIZlByLiIiIiGRQciwiIiIikkHJsYiIiIhIBu1WISIiIiKSQRuf5CHayk1yQmJkmLbekhxjawVRV+NzOwwxA1VLFMjtEMRMqK1CRERERCSDkmMRERERkQxKjkVEREREMig5FhERERHJoORYRERERCSDkmMRERERkQxKjkVERCTPSUhI4LPPPqNVq1b4+PjQpUsX9u/f/6fXmzZtGtOmTQOgbdu2ABw9epQJEyY881p+fn706tXrT8cif42SYxEREclTjEYjQUFBpKamsnbtWlavXs2wYcMICQnhp59++svrr1q1CoCzZ89y8+bNZ5p78uRJrK2tOXnyJFevXv3LscizU3IsIiIiZiE2Npbo6OgsX7GxsZmOO3z4MOfPn2fIkCHky5cPgGrVqtGrVy+mT58OQEBAAAcOHAAgOjoaNzc3AE6fPk1AQAD+/v64urqyaNGiLHFUqVKF2NhYpk6dytatW/nqq6/o3Lkze/bsAR4k5y1btiQmJibL3IiICBo2bIi7uztLly41je/btw8/Pz/8/Pzo3r07t27dIi4ujnfeecc0vmXLlifGPmTIEHr16oWHhwdbt25lw4YNdOjQAR8fH1q3bs3PP/9smj9+/Hg6duxIixYt2LFjBwCXL1+ma9eueHl58frrr3Py5EkAVq5cia+vL23btmXo0KHcv3//mX92zxMlxyIiImIWwsPDcXd3z/IVHh6e6bhjx45RtWpVU2L8UL169Thy5MgTz7Fs2TL69OnD999/z9y5cxk/fvwjj7O3t6dfv364ubnRu3dv/P39TRXln376ibJly1K8ePFMc1JSUlizZg0eHh54eHiwfPlyUlMfPJL0yy+/JDQ0lIiICBo0aMCJEyf44YcfKFWqFBEREYwZMyZbVW8HBwc2bNhAs2bNWLx4MTNmzGD16tX07NmTmTNnZoplyZIlfPjhh3zxxRcAfPzxx7Rq1Yq1a9fSt29fvvrqK86cOcPSpUtZvHgxq1atonDhwsyaNeupcTzP9PhoERERMQuBgYH4+vpmGbe3t8/02mg0YjAYshyXlJSE0Wh84jmGDBnCrl27+Prrrzl9+jQJCQnZis3Dw4MpU6aQkJDAihUr8PPzy3LM9u3bKVq0KJUqVcJoNGJhYcG2bdto0aIF7u7uBAcH07x5c9zd3WnYsCEXLlxg8uTJxMTE0KxZM4KCgp4aR82aNQGwsLBg+vTpbN26lfPnz3Pw4EEsLP6vZtq4cWMAKleuzJ07dwA4dOgQkydPBqBp06Y0bdqU+fPnc/HiRTp06AA8SKqrVauWrc/keaXkWERERMyCvb19lkT4UWrWrEl4eDgpKSnky5ePW7du4ejoyJEjR6hevbrpuIeJ8sPqLcB7772Hvb09rq6ueHp6snbt2mzF9sILL9CkSRM2bdrE/v37GTlyZJZjvv/+e65evWpqg4iLi2Px4sW0aNGCbt264erqyrZt25gwYQJHjx6ld+/ebNiwgV27drFt2zZmz57N+vXrHxs7gK2tLQDx8fG8/vrr+Pj48Nprr1GlShUWLFhgOs7GxgYg0x8RVlb/lzYajUZ+++030tLS8PDwYPjw4aZ109LSsvWZPK/UViEiIiJ5yquvvkrFihUZN24cKSkprFixgjfeeIMvv/zSVH11dHTk7NmzAPz444+muXv27KFfv340b96cnTt3Ajw2GbS0tMyUnPr7+zNlyhQaN25sSj4funHjBnv37mXt2rVs3bqVrVu3snLlSvbv38+lS5do37498fHxdOvWjW7dunHixAnmz5/PtGnT8PDwYOTIkaY+5MfF/kcXLlzAYDDQq1cvnJ2d+eGHH56a1P73v/9l3bp1AOzdu5ePPvrINPfmzZsYjUZCQ0OztLH82yg5FhERkTzFYDCYbrxr06YNERERGAwGypYty86dO0lOTqZnz54sXLgQX19fkpKSTHP79u1L586d8fT05PDhw5QqVYro6OhHnqdmzZocOXKEiRMnAg+ScoPBgL+/f5ZjV61aRdOmTTP1IZcpUwY3NzeWLFnCgAEDGDJkCH5+fixfvpyBAwfSrl07zp8/j7e3N126dCEkJAR7e/vHxv5HTk5OVK1aFQ8PD9q0aYOjoyNXrlx54uc2YsQINm/eTNu2bZk2bRqjRo3CycmJ4OBgAgMDadOmDenp6bzzzjtP/gE85wzGpzXXiNnIXyc4t0MQM5AYGUZS6tOPE8kOWyuIuhqf22GIGahaosBfXiM9PZ0dO3bQrFmzR/Yk/xVGo5HTp08zePBgVq5cmaNrS85Sz7GIiIgID25Sc3V1/VvWDg8P59tvvzXt/CDPL1WO8xBVjiUnqHJgVkNmAAAgAElEQVQsOUmVY8kpOVE5FgH1HIuIiIiImCg5FhERERHJoORYRERERCSDeo5FRERERDJot4o8ZPqeC7kdgpiBoIbldXOn5Bjd4Ck5xVYZjeQQtVWIiIiIiGRQciwiIiIikkHJsYiIiIhIBiXHIiIiIiIZlByLiIiIiGRQciwiIiIikkHJsYiIiOQ5GzduxM/PDx8fH7y9vfn2228BmDp1Kj/99NMzrfVn5mTH0KFDOXv2LG5ubnh6etK2bVt8fHzw8/Nj//79AAwZMoSIiIgcPe+wYcM4duxYjq75b6JdAUVERCRPiYmJYdy4cURERODo6Eh8fDwBAQFUqFCBQ4cO4ezs/Ezr/Zk52fHbb79RqVIlAGbOnEnp0qUB2Lp1K4MGDWL37t05fk6AMWPG/C3r/lsoORYRERGzEBsbS2xsbJZxe3t77O3tTa9v375NSkoKSUlJABQoUICxY8eyefNmjh8/zvDhwwkLC2P06NEUKlSIM2fO8Pnnn3P48GFWrVpFYmIi+fLlY9KkSRw9ejTTHFtbW0JDQ7lz5w62trZ89NFHVKtWjWvXrjFo0CDu3r3Lyy+/zKFDh9i+fTvNmzdn1qxZVKhQgYSEBDw8PNi8eTPnz5+nSpUqj7xOZ2dnfv/9d27fvp1pfMqUKezbt4+7d+9SrFgxpkyZQpEiRWjUqBGtWrXi8OHDWFpa8vnnn1OmTBnc3Nzw8fFh9+7dJCYmMm7cOGrUqEFAQADBwQ8e9vT1119ja2vLb7/9RpUqVZg4cSLW1tbMnTuX+fPnU7BgQf7zn/9QtmxZ+vbtm1M/ylyltgoRERExC+Hh4bi7u2f5Cg8Pz3Sck5MT7u7uNG/enNdff50JEyaQnp5OcHAwNWrUYPTo0abEtEqVKmzatIkyZcrw448/Mm/ePNauXUuzZs1YsGAB7dq1yzRn8ODBhISEsGLFCkaNGsX7778PPKjGenh4sGbNGlq3bk1MTAwWFha0a9eO1atXA7B582aaNWuGjY0NO3fupEmTJo+8zrVr11K+fHkcHR1NYxcvXuTcuXMsXryYTZs2UaJECdO6v//+O/Xr12flypW89tprLFiwwDTPwcGB5cuX06lTJ77++uss54qMjGTEiBFs2LCBK1eusHv3bk6ePMmCBQuIiIhg4cKFXLx48S/81J4/qhyLiIiIWQgMDMTX1zfL+B+rxg99/PHH9OnTh927d7N79246dOjAxIkTsxxXs2ZNAOzs7Jg0aRLr1q3jwoUL7Nq1i6pVq2Y6Nj4+nuPHj/Phhx+axhISErh9+zZ79uzhs88+A6BFixammPz8/OjevTv9+/dnxYoVDBgwAIB9+/bRuXNn0zrvvPMO+fLlIyUlhRIlSvD5559nOne5cuUYPHgwy5Yt4/z58/zyyy+ULVvW9H7jxo0BqFy5cqb+6D+Ob968Ocv1V65cmZdeegmAihUrcvfuXS5evIirqyt2dnYAtGnT5pEV+38rJcciIiJiFv63feJxtm/fTkJCAp6envj7++Pv78/SpUtZvnx5lmNtbW0BuHr1KgEBAbz55ps0adKEIkWKEBUVlenY9PR0rK2tWbVqlWns2rVrODg4YGlpidFozLJ+6dKlKVmyJJs3b+bmzZvUqlWLuLg4LCwsTMknZO45fpTjx48zcOBAunXrRqtWrbCwsMh0PhsbGwAMBsNjxx/l4ft/nGthYUF6evpjY/m3U1uFiIiI5Cm2trZMmjSJ6OhoAIxGI1FRUVStWhVLS0vS0tKyzDl27BjlypWjW7duvPLKK/z444+m4x7OKViwIOXLlzclx3v27KFLly4A1K9fnzVr1gCwY8eOTJVWf39/Ro8ejY+Pj2legwYNnumaDh06RL169XjjjTcoX74827dvf+R15IT69euzY8cO4uLiSE5OZvPmzY9Nrv+NlByLiIhInuLi4kJwcDC9evWiVatWtG7dGktLS4KCgmjcuDEjR47k559/zjSnYcOGpKen4+npia+vLxUqVDAl13+cM2HCBJYvX463tzeTJk1iypQpGAwGhg0bxubNm2nXrh0bNmzIVOFu2bIld+/epW3btgDs3LnT1O6QXZ6enpw8eRJvb2+6du1KjRo1TPHltJdffpmuXbvSsWNHunTpQoECBTJVmP/tDMZH1fjFLE3fcyG3QxAzENSwPPnrBOd2GGImEiPDSErN7SjEHNg+542ic+fOpUGDBlSqVIlff/2Vjz76iIiICIxGIzt37mTRokXMmDEjt8PMlvPnz7Njxw66desGQO/evWnfvj1ubm65G1gOec5/lURERET+/cqVK8eAAQOwsLDAxsaGUaNGAfDpp5+ybds2vvnmm1yOMPtKlSrFsWPH8PLywmAw0KhRI1xdXXM7rByjynEeosqx5ARVjiUnqXIsOeV5rxzLv4d6jkVEREREMig5FhERERHJoLYKEREREZEMqhyLiIiIiGRQ+3oeopuoJCckRoax7+yd3A5DzET9Sg66IU9yhG7Ik5yiyrGIiIiISAYlxyIiIiIiGZQci4iIiIhkUHIsIiIiIpJBybGIiIiISAbd2ykiIiJ5TmpqKt988w2rV6/GYDCQlpaGr68v7777LgaD4R+PJyIigoMHDzJ27NhM425ubtja2pIvXz5SU1OpUKECY8aMoVChQs98jrZt27Jq1aqcCtlsKTkWERGRPOfjjz/mxo0bLFmyBHt7e+Li4ggKCqJgwYJ06dIlt8PLZObMmZQuXRqAMWPG8PXXX/PBBx888zpKjLNHybGIiIjkKdeuXWP16tXs3LkTe3t7AOzs7BgxYgRnz54F4MaNG4wYMYJr165hMBgYOHAgDRo0YNq0acTExHDx4kUuX75M+/bt6d27N2lpaYwfP56DBw+SlpaGn58f3bp148CBA0yYMIH09HQqV67MgAEDGDp0KPfu3eP69ev4+vrSv3//bMWdnp5OfHw8lSpVAmDatGkA9O3bF3hQZZ47dy5xcXGMGDGC1NRUbGxs+OyzzyhfvjxVqlTh1KlTz3wN165dY9CgQSQkJGBhYcHw4cOpXbs248aNY8+ePVhYWNC8eXOCg83jeQpKjkVERMQsxMbGEhsbm2Xc3t7elAQDHD16lIoVK2ZpTahYsSIVK1YEHlRo/f39cXd35/r163Tu3JmVK1cCcOrUKRYsWMC9e/do3rw5Xbp0Yd26dQCsWLGC5ORkevToQY0aNQC4cOEC27Zto2DBgsyaNQsvLy98fX25d+8eTZs2JSAg4InX9c4775AvXz5u3ryJpaXlU5PQ8PBwunfvjoeHBytWrOCXX36hfPnymY55lmvYv38/zZo1o2fPnuzcuZPDhw9TtGhRdu7cybp160hMTOTDDz/k/v372NjYPDG2fwMlxyIiImIWwsPDCQsLyzIeHBxsqq4+9Me+4o0bN/LVV1+Rnp6OtbU133//PXv37uXcuXNMnToVeNCjfOnSJQCcnZ2xtramcOHCODg4cO/ePfbt20dUVBT79+8HICEhgVOnTlGpUiUqVKhAwYIFAejRowf79+9n1qxZnDlzhpSUFBITE594XX9sq5g9ezY9evRg/fr1jz2+adOmfPLJJ+zatQs3NzdcXV2zHPMs11C/fn369u1LVFQUTZs25c0338TS0hIbGxs6deqEq6srgwYNMovEGJQci4iIiJkIDAzE19c3y/gfq8YANWrU4LfffiMuLg47Oztat25N69atiY6OpmvXrsCDFobw8HAcHBwAuH79OoULF+bHH3/MlAQaDAaMRiNpaWmEhITQsmVLAG7dukWBAgX45ZdfsLW1NR0/duxYLl26hJeXF82bN2fv3r0YjcZsX2P79u0ZN24ct2/fxmAwkJ6ebnovJSUFgNatW1OnTh22bdvGd999x/bt2xk9enSmdZ7lGmxsbFi3bh3bt29n/fr1rFixgjlz5rBs2TIOHjzIzp076dSpE/PmzaNChQrZvpbnlbZyExEREbNgb29P6dKls3z9b3JcsmRJfHx8GDx4sKkNIzU1le3bt2Nh8SA1cnFxYeHChQCcPXsWb2/vJ1Z4XVxcWLp0KSkpKcTHx9O5c2d++eWXLMft2bOHHj164OHhwfnz54mJicmU4D7Nvn37KFGiBC+++CKOjo6mHumjR4/y+++/A/Dee+9x7NgxOnXqRP/+/Tlx4kS21n7cNYwfP57Vq1fj6+vLiBEjOHHiBCdOnODNN9/ktddeY/DgwVSsWJHz589n+zqeZ6oci4iISJ4TGhrKnDlz6Nq1K2lpacTHx+Ps7Mw333wDwPDhwxkxYgTe3t4AjB8/Hjs7u8eu16lTJy5evIivry+pqan4+fnh7OzMgQMHMh337rvv8sEHH2Bra8tLL71EjRo1iI6OfmKsD3uOLSwssLS0ZPLkyQB4enqyadMmPD09qV69OtWqVQOgV69eDBs2jOnTp5MvXz5CQ0Oz9Zk87hrKli3LwIEDiYiIwNLSknHjxlGtWjVq166Nl5cX+fPnp27dujRp0iRb53neGYzPUsuXf7X8dczjLlLJXYmRYew7eye3wxAzUb+SA0mpuR2FmANblfskh6itQkREREQkg5JjEREREZEMSo5FRERERDIoORYRERERyaDkWEREREQkg3arEBERERHJoI1P8hBt5SY5ITEyTFtvSY6xtYLpey7kdhhiBoIals/tEMRMqK1CRERERCSDkmMRERERkQxKjkVEREREMig5FhERERHJoORYRERERCSDkmMRERERkQzayk1ERETynLi4OCZNmsShQ4ewtLTE3t6eIUOGUL169Wdea+nSpbzwwgt4eXn9DZE+3YIFC1i6dClGoxGDwUD37t1p167dX173iy++oEaNGri7u+dAlP8eSo5FREQkT0lPT+ftt9/G2dmZlStXYmVlxf79+3n77bdZt24djo6Oz7Tezz//TL169f6maJ/syJEjLFu2jCVLlmBra8vNmzfx9/fHyckJJyenv7R2//79cyjKfxclxyIiImIWYmNjiY2NzTJub2+Pvb296fWBAwe4evUq/fr1w8LiQYepi4sLn332Genp6Rw4cICwsDDmzZsHwJAhQ6hXrx4tW7ZkwIAB3LhxA4CgoCDy58/P1q1b2b9/P0WLFqVq1aoMGzaMK1euYGVlxfvvv0+TJk2YNm0aV65c4cKFC9y6dYvevXuzb98+jhw5gpOTE1OmTMFgMDBz5kw2bNhAWloajRo1IiQkhMuXL9OzZ08cHR2xtbVlzpw5pmv5/fffMRqNJCYmYmtrS+HChZk6daopwd+5cydTp04lNTWV0qVLM2rUKBwdHXFzc6NmzZpERUVRt25dKleuzFtvvQVA37598fHxYcuWLdSrVw8/Pz++++47Fi1ahKWlJa6uroSEhHDjxg1GjBjBtWvXMBgMDBw4kAYNGvw9P9x/kJJjERERMQvh4eGEhYVlGQ8ODqZv376m1ydOnMDJycmUGD/UtGlTAM6ePfvI9X/44QdKlSrFzJkziYqKYvXq1QwePBg3Nzfq1atH48aN6d+/Py4uLnTv3p1Lly7xxhtvsHLlSgBOnz7NkiVL+PnnnwkMDGTNmjWUL18eT09PTp06xfXr1zl+/DjLly/HYDAQEhLC6tWrefXVVzl//jzffvstpUuXzhRTkyZNiIiIoHHjxtSuXRtnZ2fatm1L8eLFuXXrFpMmTWLu3LkUKlSIxYsXM3HiRMaMGWOa+/nnn3PixAmGDx/OW2+9RVxcHJGRkUyaNIktW7YAcPToURYuXMj3339P/vz56dmzJ8ePH2fWrFn4+/vj7u7O9evX6dy5MytXrsTOzu5P/gSfD0qORURExCwEBgbi6+ubZfyPVWMACwsLbGxsnnn9OnXqMHnyZGJiYmjWrBlBQUFZjtm/fz+jR48GoEyZMtSqVYsjR44A0LBhQ6ysrChZsiRFixalUqVKABQvXpy7d++yb98+jh49ip+fHwBJSUmULFmSV199lcKFC2dJjAGsra358ssvuXjxIrt372bXrl3MmjWL7777jtu3b3P16lW6du0KPGgnKVSokGlurVq1AKhWrRrJyclcvHiRyMhI3NzcsLa2Nh136NAhXF1dKViwIADfffcdAHv37uXcuXNMnToVgNTUVC5dukTVqlWf+bN9nig5FhEREbPwv+0Tj1OjRg0WLlxouoHtocmTJ9OgQQMsLCwwGo2m8ZSUFADKly/Phg0b2LVrF9u2bWP27NmsX78+09p/nPfwdVpaGgD58uUzjVtZZU3B0tLSCAwMpHv37sCDNhFLS0tu376Nra3tI69l5cqVFC9enPr161OuXDm6dOnClClTWLVqFQ0bNqRu3brMmDEDgPv37xMfH2+a+8c/EHx8fFi/fj2RkZG88847mc5hZWWV6XOKiYkhf/78pKenEx4ejoODAwDXr1+ncOHCj4zz30RbuYmIiEie8t///pfChQsTFhZmSlx37dpFREQElSpVwtHRkUuXLnH//n3u3LnD4cOHAZg/fz7Tpk3Dw8ODkSNHcuvWLeLi4rC0tDSt4+LiwvLlywG4dOkSP//8M7Vr185WXC4uLqxatYr4+HhSU1MJCgpi06ZNT5yTlpbGpEmTuHXrFgDJycmcOXOGatWqUatWLX755RfOnz8PwJdffsn48eMfuY63tzfr16/n4sWLvPrqq1k+rx07dpjiGjhwIMePH8fFxYWFCxcCD1pRvL29SUxMzNa1Ps9UORYREZE8xWAw8OWXX/LZZ5/h5eWFlZUVjo6OzJw5kyJFilCkSBGaNm1KmzZtKFWqlClZbNeuHQMGDMDb2xtLS0tCQkKwt7enQYMGTJ48mYIFCzJs2DBGjBhBREQEAKNHj6ZYsWLZisvNzY2TJ0/SoUMH0tLSaNy4Mb6+vly+fPmxc/z9/bl9+zZvvPGGqYe6TZs2vP766xgMBj799FPee+890tPTKV68OBMmTHjkOiVKlMDR0ZE6depkqhIDVK9enTfffJNOnTqRnp5OixYtaNCgARUrVmTEiBF4e3sDMH78+H99vzGAwfi/9X8xW/nrBOd2CGIGEiPDSErN7SjEXNhawfQ9F3I7DDEDQQ3L53YIYibUViEiIiIikkHJsYiIiIhIBiXHIiIiIiIZlByLiIiIiGTQDXkiIiIiIhlUORYRERERyaB9jvMQbeUmOSExMky/S5JjtDWg5BRbZTSSQ1Q5FhERERHJoORYRERERCSDkmMRERERkQxKjkVEREREMig5FhERERHJoHs7RUREJM/ZuHEjM2fOJDU1FaPRSNu2benZs2eOnmPatGkA9O3bN1vHnzt3jvHjx3P58mUAXn75ZYYNG8aLL774zGsdO3aMxYsXM2bMmD8Red6m5FhERETylJiYGMaNG0dERASOjo7Ex8cTEBBAhQoVcHd3z7WYunbtyieffIKbmxtGo5Gvv/6a4OBgFi5c+MzrvfLKK7zyyit/Q6TmT20VIiIikqfcvn2blJQUkpKSAChQoABjx46lUqVKALi5uREdHQ3AgQMHCAgIACAgIIAxY8bg6+uLp6cnu3fvBmDIkCGMHDkSPz8/WrVqxcqVKzOdb9myZQwcOND0etq0acycOTPTMYsWLcLFxQU3NzcADAYDb7/9Np07dyY19cFm4EePHqVTp064urqaKslxcXH069ePjh074urqytChQzEajVniHj9+PB07dqRFixbs2LEj5z5MM6TKsYiIiJiF2NhYYmNjs4zb29tjb29veu3k5IS7uzvNmzenatWqODs74+3tTbly5Z56jri4OFasWEFUVBRvv/02W7duBeDSpUssWbKEmzdv4ufnR8OGDU1zPD09mTJlCnFxcdjZ2bF27Vrmzp2bad2oqChcXFwyjVlaWuLl5WV6ffPmTRYvXkxcXBxubm50796d7du3U7VqVaZOnUpycjJt2rTh119/zRJ3SkoKS5YsYevWrXzxxRc0bdr0qdeaVyk5FhEREbMQHh5OWFhYlvHg4OAsvboff/wxffr0Yffu3ezevZsOHTowceJEWrZs+cRzdOjQAYCqVatStGhRTp06BYCfnx/58uXjpZdeom7duhw+fNg0p0CBAjRt2pQffviBMmXKUKZMGYoXL55pXYPBgLW19RPP3bhxY6ytrXnxxRdxdHTk7t27eHl5cfToUb777jvOnTvHnTt3SEhIeORcgMqVK3Pnzp0nnievU3IsIiIiZiEwMBBfX98s43+sGgNs376dhIQEPD098ff3x9/fn6VLl7J8+XJTcmw0GgFMLQ0PWVpamr5PT0/HysrqieMP+fv789VXX1G6dGn8/PyyxFijRg2OHz+eaSw9PZ1+/foRGhoKkGlNg8GA0Whk3rx5bNq0iQ4dOtCgQQNOnz5tiv2PbGxsTPPkydRzLCIiImbB3t6e0qVLZ/n63+TY1taWSZMmmfqKjUYjUVFRVK1aFQBHR0fOnj0LwJYtWzLNXb9+PfBgN4jY2FhefvllADZs2IDRaOTy5cscPXqUV199NdO8//73v1y7do0DBw7QvHnzLLF37NiRHTt2mPqBjUYjX375JTdv3qRIkSKPveY9e/bQsWNHfHx8uH//PidPniQ9PT3bn5lkpcqxiIiI5CkuLi4EBwfTq1cvUlJSgAdtB0FBQQD069ePUaNGERYWRqNGjTLNvXTpkqk6PWXKFFPFOCkpCX9/f5KTk/nkk09wdHTMct4WLVpw586dR7ZPFC1alG+++Ybx48czceJE0tLSqFatGtOnT3/itQQGBhIaGsrMmTOxs7OjTp06REdHU7Zs2Wf/YAQAg/FRtXcxS/nrBOd2CGIGEiPD9LskOSYxMoyk1KcfJ/I0tv9AuS8gIIDg4GCcnZ0zjQ8ZMoR69eo9sl0CHlSBU1JS6N69O0OHDqV69ep/f7Dyp6mtQkRERORv9Pvvv9Ow4f9v786jqqz2P46/EVS8CTlb1rXoZmZZhpXYIARYOADHAygRksNVMwekwrAuITepTDIFNO/SVqZpRl1QQlxaTmhpqPfmzYmcIiEHBEdUVA779wd4kkBNs/qJn9darOU5Z4/sx32+7Gc/z/MYHTp0UGB8DdDK8XVEq31yNWjlWK4mrRzL1fJHrBzL9UErxyIiIiIilRQci4iIiIhUUnAsIiIiIlJJe45FRERERCpp+/p1RBdRydVw6tspDJ+/7c9uhtQSU63tdEGeXBW6IE+uFm2rEBERERGppOBYRERERKSSgmMRERERkUoKjkVEREREKik4FhERERGppOBYRERERKSSgmMRERG5bm3fvp22bduyZMmSGj/PyckhIiLiV5c3b9485s2bd9E0gwcP5sCBAxf8/JVXXuGnn3761XX+Ms+lypeLU3AsIiIi1620tDS6detGamrqVSkvLCyMsLCwi6aZMWMGLVu2vODnOTk5XO4z2s7Pc6ny5eIUHIuIiEitcOzYMQoKCqr9HDt2rMb0Z8+eJTMzk6ioKLZs2cKePXsA+Oqrr+jZsydBQUF8+umn9vQRERG89dZbhISEEBAQQHZ2Nn//+9954okn+PDDDwFISUkhJSUFgMcff5xx48bRq1cvgoODyc/PB8DHx4eCggJyc3Pp06cPQUFBhIWFkZeXx/Tp0yksLGTIkCEcPnwYHx8foqKi8PPzo7i4mEmTJtGnTx/8/PyIiIigqKioxjwFBQVYrVY2b94MgM1mw9PTk+LiYr777jvCwsKwWq0MHDjQ3i6poOBYREREaoVZs2bh6+tb7WfWrFk1ps/OzqZVq1a4ubnRtWtXUlNTOXPmDGPGjCE5OZn09HScnZ2r5DHG8O9//xs/Pz8SEhKYMmUKc+fOZerUqdXKP3jwII888ggLFizg4YcfZu7cudXaO2DAANLT0+nTpw8bN25kyJAhtGjRgunTp9O4cWMAPD09WbJkCSUlJezevZtPPvmEJUuWcPPNN/P555/XmAfAYrGQlZUFwDfffMPdd9+Ni4sLsbGxTJw4kfnz5zNgwABee+213/R7r230sEURERGpFfr164fVaq32vqura43p09LS8Pf3B6BHjx5ER0fj5+dHixYt+Nvf/gaA1WolKSnJnsfT0xOAVq1a0aFDBxo0aMAtt9xywdXpLl26ANCmTRs2bNhQ5TMvLy9ef/11Vq9ejY+PD97e3jWW0aFDBwBuu+02YmJi+Oyzz/jhhx/YuHEjrVu3vuDvo2fPnoSGhvLyyy+zcOFCAgMDycvLIz8/n+eff96erqSk5IJlXI8UHIuIiEit4OrqesFA+JeKi4tZvXo1W7ZsYfbs2RhjOHbsGF9//XWV/b6Ojo5V8tWtW9f+byenS4dR9evXB8DBwaHaPuJu3brh7u7OihUr+PDDD1m5ciUJCQkXLGPz5s289NJL9O/fHz8/P+rUqXPRvcnNmzfHzc2NnJwc1q5dS1xcHD/++CO33norGRkZQMV2i6Kiokv243qibRUiIiJy3cnIyKBz586sWrWK5cuXs2LFCoYOHUp2djZFRUXk5uYC2Lcl/B6ioqLYtGkTTz/9NKNGjWLr1q1ARUBus9mqpV+/fj2dOnUiLCyM22+/nZUrV9rTXSiPxWLh7bffxsPDgwYNGnDHHXdw9OhR+yp2Wloa0dHRv1sfr0UKjkVEROS6M3/+fJ555pkq74WHh7Nt2zbeffddRo8ejdVq5dSpU79bG4YOHcq0adOwWq0kJiYSHx8PwBNPPMGQIUOqXSjXo0cPcnNzCQgI4Nlnn6V9+/YUFBRcNM+TTz5JXl4egYGBANSrV4+kpCTGjx9PQEAA8+fP54033vjd+ngtcjCXe68QuWY1cB/xZzdBaoFT305h+Pxtf3YzpJaYam1Hadmf3QqpDZy1UVSuEq0ci4iIiIhUUnAsIiIiIlJJwbGIiIiISCUFxyIiIiIilRQci4iIiIhU0t0qREREREQqaeVYRERERKSSgmMRERERkUoKjkVEREREKik4FhERERGppOBYRERERKSSguyTYwUAABHUSURBVGMRERERkUoKjkVEREREKik4FhERERGppOBYRERERKSSgmOpdbZv307btm1ZsmTJFZcxZswY0tPTLyvP8ePHGT58+BXXKZCTk4O7uzsWi4XAwEC6d+/OrFmzrqisZcuWkZSUdJVbeHG/5rj59NNPWbhw4UXTpKSkkJKSAkDbtm0BmDdvHvPmzbs6DZVfraCggPbt22OxWLBYLPj5+fHKK69QVFR0ybwRERGXVdfevXsZOnQoAQEB+Pv7M2rUKIqLiy+ax2KxXFYd55w/Xx04cIDBgwf/qrQi1wMFx1LrpKWl0a1bN1JTU//Qeo8ePcq2bdv+0Dpro/bt25ORkcHnn3/OZ599xgcffMDOnTsvuxxfX19GjRr1O7Twt/nvf//LmTNnLjtfWFgYYWFhv0OL5FJatGhBRkYGGRkZLF68mGbNmhEZGXnJfOvWrbuseuLi4vD39yczM5OFCxdyzz33MHbs2IvmycjIuKw6zjl/vmrZsiUzZsz4VWlFrgcKjqVWOXv2LJmZmURFRbFlyxb27NkDgI+PD5MnTyYkJISePXuyefNmoOLLKywsDKvViq+vL0uXLq1S3uTJk5k0aZL99ZgxY1i0aBGZmZlYLBaCgoKIjIzk9OnTJCQkUFhYqBWWq+j06dM4Ojri4uICVIxjQUEBULHKfG5lbubMmQQGBtKrVy/i4uIASE9PZ8yYMfZ8NY3/jz/+yIABA7BarYSFhbF161aAGsd3//799O3bl6CgIEJCQti4ceNF215TnWvWrGH58uUkJyezevVqioqKGDZsGEFBQQQHB7NmzZoLlnf+avKiRYvo1q0bQUFB/OMf/7D387vvvrMfzwMHDiQ/Px+oWMGcMGECoaGhPPnkk2RnZwPw008/8eyzz+Lv709ISAi5ubkALFiwAKvVisVi4dVXX+X06dOXM2y1moODAyNHjmTHjh3k5uZSVlZGbGwsoaGh+Pr6MmzYMEpLS0lISACgd+/eAMyZM4fevXvj7++P1Wpl9+7d1couKiri1KlT9tfh4eGEh4cDcOTIEYYPH0737t2xWCysXbsW+PnMwokTJ4iJiSEoKAiLxWI/O5Gens4LL7zAwIEDefLJJ4mPjweoMl8VFBTg4+MD1Hzsa26T644RqUW+/PJLExwcbIwx5tVXXzUTJkwwxhjj7e1tZs6caYwxZvbs2WbEiBHGGGNGjhxpdu7caYwxZs2aNcbf398YY0xMTIxJS0sze/bsMd7e3qa8vNycPHnSeHl5mdLSUuPj42OKioqMMcaMHz/ebN261eTn5xtvb+8/sru1zjfffGMeeOABExgYaPz9/c39999vYmJiTHl5uTGmYhzz8/Ptafv27WvKysqMh4eHOXPmjLHZbGbMmDFm//79Ji0tzcTExNjz1TT+oaGhZsuWLcYYY3bs2GGeeuopY4ypcXxTUlLMjBkzjDHGZGdnm/fff79a+88dNxer8/w0UVFRZunSpcYYYw4cOGB8fX3N8ePHTXJysklOTjbGGHPXXXcZY4z9veLiYvPYY4+Z/fv3G5vNZoYPH25iYmLM6dOnTUBAgPnpp5+MMcasWrXK9OvXzxhjTN++fU1CQoIxxphly5YZq9VqjDFm8ODBZs6cOcYYY1auXGkiIyPN9u3bTVhYmCktLTXGGPPOO++YqVOnXt5A1iIX+n8dHBxssrKyzLp160x8fLwxxhibzWb69u1rFi9ebIz5eeyOHz9u+vXrZ06dOmWMMWby5Mnm9ddfr1Zmdna26dSpk+nSpYt5+eWXzcKFC01ZWZkxxpj4+Hgzfvx4Y4wxubm5pk+fPlXqSExMNLNmzbLX17NnT7Nnzx6TlpZmvLy8zPHjx83JkyeNp6enyc3NrdKv8/+tuU3EGKc/OzgXuZrS0tLw9/cHoEePHkRHR9tPrXfp0gWANm3a8MUXXwCQmJjIihUrWLx4Mf/73/84ceJElfL++te/csstt7B+/Xr27t2Ll5cX9evXx9vbm7CwMLp27Yqfnx/t2rWzr2jKb9O+fXs++ugjAEpKShg0aBDTp0/nueeeqzG9o6Mj7u7uhISE4Ovry4ABA2jZsmW1dL8c/xMnTrB582ZeeeUVe5qTJ09y+PDhGsf35MmTjBw5km3btuHl5UXfvn0v2ZeajrnzrVmzht27d5OcnAxAWVmZfbX3QjZs2IC7u7u9j7169WLp0qXk5eWRn5/P888/b09bUlJSY1uOHDkCwPr163n33XcB8PLywsvLizlz5vDjjz/Sp08foOJszD333HPJvl5vHBwccHZ25uGHH6ZRo0bMnTuX3bt3k5eXx8mTJ6ukbdiwIRMnTiQrK4u8vDxWr15Nu3btqpXp6enJqlWryMnJYe3atSQmJpKVlcV7773H+vXreeedd4CK1eJfbhtbs2YNpaWlpKWlARXH8o4dOwBwd3enYcOGQMWcdvToUW644YYa+6W5TQQUHEutUVxczOrVq9myZQuzZ8/GGMOxY8f48ssvAahfvz5Q8aV2zjPPPIOHhwceHh488sgjREdHVys3ODiYhQsXsnfvXkaOHAlAbGwsubm5ZGdnM3r0aEaMGMGDDz74B/Ty+tKwYUO6d+9eZbuBMQaoCCTPee+999i4cSOrVq1i0KBB9iDifL8c//LycurVq1dlz+b+/ftp1KhRjeNrsVjIyspi5cqVLFq0iPnz5zNz5syLtr+mY+585eXlzJo1i0aNGgFQWFhI06ZNq23vOV+dOnUoLy+vsaxbb73V3h+bzVblorGa2uLk9PNXgDGGXbt2YbPZ6N69O7GxsUDF6XqbzXbRfl5vzpw5ww8//MCdd97JsmXLSE5O5tlnnyUoKIjDhw/bj9Fz9u3bR0REBH379sXT05NmzZpV28N75MgR3nvvPV599VU8PT3x9PRk2LBhPP744xw6dAgnJ6cqY7dr1y7c3Nzsr8vLy0lMTOTee+8FKrZo3HjjjWRmZtrHHirG/5ftO5/mNhHtOZZaJCMjg86dO7Nq1SqWL1/OihUrGDp0KJ988kmN6Y8cOUJeXh6jRo3C09OTZcuW1RgEdOvWjbVr11JUVESHDh0oKyvjqaeeonHjxjz33HNYLBa2bduGk5NTlYBNfjubzca6devsK5eNGze2X5y3bNkyAA4dOkSPHj246667GDVqFI899hjff//9Jct2cXHh9ttvtweTX3/9NeHh4Rcc3wkTJvD5559jtVqJi4uz70++XI6OjvbjrHPnznz88ccA7Ny5k4CAgCp7TmvSsWNHNm3aRGFhIcYYFi1ahIODA3fccQdHjx5lw4YNQMVZlJr+2DvfQw89RFZWFlCx8vjaa6/h4eHBl19+SXFxMcYY4uPjr/iOIbVReXk5KSkpdOjQgdatW7N27Vq6d+9OcHAwrq6u5OTk2MfX0dGRsrIyNm3axG233Ub//v257777WLp0abW5xsXFheXLl7NgwQL7ezt37qRp06bceOONVcZq165dDB48uEqw3LlzZ/vdTAoLCwkMDGTfvn0X7EdN85XmNpEKWjmWWmP+/Pm88MILVd4LDw/n/ffft59SPF+jRo3sF0s5OTnRuXNnSktLq50SdXZ25oEHHuCuu+4CKr5UIiMjGThwIPXr16dp06aMHz8eV1dXWrVqRUREhH1bgFy+zZs3Y7FYcHBwoKysjLZt29pvMxUZGcm4ceOYMmUKjz/+OABNmjQhNDSUkJAQGjRogJubG8HBwSxevPiSdSUmJhIfH8/7779P3bp1mTRpEnXr1q1xfM+cOcNLL71Eeno6jo6OvP3221fUv0cffZR3330XFxcXYmNjiYuLIyAgAIAJEybUeKyer0mTJsTGxjJw4EDq1avHrbfeiqurK/Xq1SMpKYk33niD06dP07Bhw0u2MS4ujtjYWD7++GMaNGhAQkICd955JyNGjKBfv36Ul5fTrl07hgwZckV9rS0KCwvtt0w79zs5tx2ld+/eREdHk5WVRd26denYsaN9G4Kvry8Wi4VPP/2UefPm0aNHD4wxPPzww/YtD+c4Ojoyffp0xo8fT1JSEs7OzrRo0YJ//etfODo6EhkZSWxsLIGBgTg5OTFhwoQqwfGIESOIj4/H398fm83G6NGjad26tf2PpV9q2rSpfb566623AM1tIuc4mIudXxG5zhljOHHiBKGhoXz44Yc0b978z26SXOcOHz7MRx99xIgRI6hTpw4JCQncdtttl31PXRERqZm2VYhcxKZNm/Dx8aFPnz4KjOX/hUaNGnHs2DH8/f0JCAigpKTEfvGciIj8dlo5FhERERGppJVjEREREZFKCo5FRERERCopOBYRERERqaTgWERERESkku5zLCLXvI0bNzJx4kSOHDmCMYabbrqJmJgY2rRp87vW6+PjQ1JSEvfdd9+vSn/s2DH7LddOnjzJgQMH7E85e/TRR4mJifnd2ioiIr+OgmMRuaadOXOG5557jg8++MD+6NyMjAwGDx7MsmXLcHR0/JNb+DNXV1f7E/lycnIYN25clcdXi4jIn0/BsYhc006dOsXx48erPNkwMDCQhg0bYrPZyM7OZtq0aZw9exZnZ2diYmJwd3enqKiIuLg4iouLOXjwILfccguTJ0+madOm+Pj4cP/99/P999/z4osvcueddxIXF8ehQ4eoU6cOzz//PD169AAgNTWVsWPHcujQISwWS7WnNF6u1NRUUlNTKS8vp0mTJrz22mu4ubkRHR1NSUkJ+fn5+Pr6snfvXlxcXPj+++8pLi6ma9eu3HDDDWRnZ1NcXMybb75Jp06dWLduHW+//Tbn7to5bNgwunbt+pvaKCJSmyk4FpFr2o033sjo0aMZNGgQzZo1o2PHjnh4eNCzZ0/27t3LpEmTmD17No0bN2bHjh0MGDCAL774gqysLB544AGGDBmCMYYhQ4aQkZHBwIEDAWjTpg2TJ08GwGq1EhISQnh4OPv27SMiIgJPT08A6tevT3p6OgcPHsTHx4enn36am2+++Yr6snbtWhYuXMjHH3+Ms7Mz2dnZREZGkpmZCcDZs2fJysoCIDo6mm3btjFnzhyKi4vx9PRk7NixpKam8sEHHzBjxgw6depEcnIygwcPplu3bmzdupX09HQFxyIiF6HgWESueQMGDKB3796sX7+e9evXM2PGDGbMmMEzzzxDYWEh/fv3t6d1cHBgz5499OvXjw0bNjBz5kzy8vLYsWMHHTp0sKd76KGHADhy5Ai5ubn07t0bgJtvvpmlS5fa0/n7+wPQvHlzmjVrRnFx8RUHxytXruSHH34gNDTU/t7hw4c5fvw4AA8++GCV9D4+Pjg5OdGyZUvq1atHly5dAGjdujWLFy8GoHv37owdO5alS5fy6KOPEhUVdUVtExG5Xig4FpFr2n/+8x++/fZbBg0ahLe3N97e3rz44ov4+/tTUlLCI488Yl8BBti3bx8tWrQgMTGR7777juDgYDw8PCgrK+P8B4b+5S9/AcDJqWKadHBwsH+2e/duWrVqVeXzc2l+y0NHbTYbwcHB9q0ZNpuNgwcP4uLiUqVN59SrV6/K67p161YrMzw8nK5du/LVV1+xatUqpkyZwuLFi6vlFRGRCrqVm4hc05o0acK0adPYsGGD/b2DBw9SUlKCr68vX3/9Nbt27QIgOzubwMBASktL+eqrr+jXrx+9evWiadOmrFmzBpvNVq38hg0bcu+997JgwQKgIrgOCwuzr+ZeTV26dCEzM5OioiIA5s6da9/mcaVCQkLYvn07wcHBjBs3jsOHD3Po0KGr0VwRkVpJK8cick1zc3Nj6tSpTJo0if3791O/fn1cXFx48803ufvuu3n99dd58cUXMcbg5OTEtGnTuOGGGxg+fDgTJkwgKSmJunXr0rFjR/bs2VNjHRMnTuSf//wnH330EQ4ODrzxxhs0b978qvfFy8uL/v37079/fxwcHHB1dSUlJeU3lRkTE8Obb77JxIkTcXBwICoqiptuuukqtVhEpPZxML/lHKCIiIiISC2ilWMRkato9+7dF7ydm5ubW5X9zyIi8v+PVo5FRERERCrpgjwRERERkUoKjkVEREREKik4FhERERGppOBYRERERKSSgmMRERERkUr/B5kIaZKixysoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:20], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Industry - First Mention"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AN998k6CgIF5//XVatGhB27ZtqxRz6VRTZR72PgghhHj6FPrq/gkv/hAKCwsNIxjx8fFs27aNTZs21XJUfz6P+j6o1WrS0tKISromN98TQogqKv3sdHZ2LrMMopSM1Dyj1q9fzxdffIFOp6N+/fqGb+SIp+tx34dPpver8Afz9zRaHWamqkcNUwgh/hRkpEaIWlDZXxtCCCHKq+yzUxYKCyGEEMIoSFIjhBBCCKMgSY0QQgghjIIkNUIIIYQwCpLUCCGEEMIoSFIjhBBCCKMgSY0QQgghjIIkNUIIIYQwCpLUCCGEEMIoSFIjxDNCo638GVFCCPFnJs9+EqIWjZn3ZZUeaAnyUEshhKiMjNSIZ4K7uzseHh74+Pjg4eHBBx98gFarfeT2AgMDOXjwYLn9X331FREREY8TqhBCiFoiIzXimREdHY2DgwM6nY5hw4bx5ZdfMmDAgBrto0+fPvTp06dG2xRCCPF0SFIjnjlqtRq1Wk29evVITk4mKioKtVqNTqdjwoQJeHl5AfdHY5ydnTlz5gzZ2dl4enoSHBxcrr3du3fz6aefsnz5co4fP86hQ4eIjo4mJSWF8PBw2rVrx+nTp1EoFCxZsgR7e3sAlixZwp49e3juuefo1KkTycnJJCQkPNVrIYQQ4n8kqRHPjKCgIMzNzcnMzMTV1RVXV1fy8/OJi4tDpVKRk5ODv78/rq6u1K9fH4Br166xceNGioqK6Nu3L4MGDaJFixaGNmNjYzl27Bhr167F2tq6XJ8XLlxg/vz5fPTRR3z88cesWLGCyMhIDhw4wMGDB0lKSsLCwoKgoKCndRmEEEI8gKypEc+M6OhokpKSOHHiBGq1mrVr15Kbm0tQUBDe3t6MHj2a/Px8Ll++bKjj4eGBUqnE2toae3t7MjMzDWUxMTF89913rFq1qsKEBqBly5a0bt0aABcXF7KysgBISUnB09OTunXrolQq8fX1fYJnLoQQoiokqRHPHHNzc3r16sXx48eZNWsWnTp1YufOnSQlJdG4cWPUanWZY0upVCp0uv9908jFxYXz58/zyy+/PLAvMzMzw2ulUklxcTEAer0ehUJRk6clhBDiMUlSI545JSUl/Pe//6VFixYUFBTQtGlTFAoFx44dIyMjo8rt9OjRg1mzZjFu3DjOnz9frRg6d+7MF198wd27dykpKWHHjh3VPQ0hhBA1TNbUiGdG6ZoarVbLX//6V9577z3S0tKYPXs2sbGxODo64ujoWK02u3btyvz585k4cSJLly6tcr0+ffpw+vRpfHx8sLOzo127duTn51f3lIQQQtQghV6v19d2EEI8iwoLC7GysqKkpITp06fz/PPPM3ny5CrVVavVpKWlEZV0TW6+J4QQVVT62ens7FxmeUEpGakR4hGFhITw888/c+/ePdq0acPYsWOr3cYn0/tV+INZEY1Wh5mpqtp9CCHEn4UkNUI8ouXLlz/V/iShEUKIh5OFwkIIIYQwCpLUCCGEEMIoSFIjhBBCCKMgSY0QQgghjIIkNUIIIYQwCpLUCCGEEMIoSFIjhBBCCKMgSY0QQgghjIIkNUIIIYQwCpLUCPEM0Wir9pwoIYT4M5LHJDxBe/fu5d///jd6vR61Wk2bNm2IjIwEICYmhvHjx2NmZlZpO6dOnWLGjBmYmJgwbdo0zMzMymyvXr2aDz/8kObNmz/pU6qWmJgY7ty5Q0hISLkyd3d3zMzMMDMzQ6vVMmrUKN54442nFtvYsWMN1ywhIYH27dvTsmVLAL766iu++eabCuOuaWPmfVnlB1qCPNRSCCEeRpKaJyQ7O5vZs2ezfft2mjRpgl6v5+zZs4byZcuWMWrUqColNUlJSfj6+jJmzBgAZs6cWWa7S5cuT+YknrDo6GgcHBxIT0/H39+fnj17YmdnVyNt63Q6VKoHPyspNjbW8Hr79u3Y2NgYkpo+ffrQp0+fGolDCCHE0yNJzROSk5ODiYkJzz33HAAKhYKXX34ZgNmzZwMwZMgQlEol69ev5/Dhw3z22WdotVrg/hOgu3btyieffMLevXuxsLBg586dvPbaa2W2t2zZwoABA1i5ciUODg4EBgbi7OzMmTNnyM7OxtPTk+DgYAAuXLhAaGgod+/excnJiczMTCZOnEjv3r3LxH7z5k3ef/99ioqKUKvVuLm5MXXqVOD+6Mvly5cpKCggKyuL5s2bs3TpUurUqUNBQQHTp0/nwoULNGnShAYNGtCoUaNKr5WDgwP16tXjxo0bhqQmNjaWffv2odPpsLOzY86cOdja2qLRaFiyZAlHjx5FqVTSrFkzli9fTkJCArt376ZBgwZcvHiRefPm8d577xmuC9wfHSrdLn2dmppKWloac+fOJSoqipCQEK5fv86hQ4eIjo4mJSWF8PBw2rVrx+nTp1EoFCxZsgR7e3sAlixZwp49e3juuefo1KkTycnJJCQkPNb/HSGEEI9GkponxMnJibZt29KrVy86d+5Mhw4d8PHxwcbGhpkzZxIXF8fmzZuxtLQEwNXVFW9vbxQKBZcuXeLtt9/myJEjjBkzhgsXLuDs7Mzw4cMByMrKKrP9e9euXWPjxo0UFRXRt29fBg0aRIsWLZg6dSojR47Ex8eH1NRU3nzzzQrr16tXj5UrV2JpaYlWq2X06NEcOXKEnj17ApCWlsa2bduwtrZm9OjR7Ny5kzfffJPly5djaWnJnj17yM3Nxd/fH09Pz0qv1bfffouNjQ1OTk7A/ZGpzMxMPv/8c5RKJXFxcSxYsIDIyEhWrVpFVlYWCQkJmJmZkZuba2jn1KlTJCUlVWsaLiAggMTEREaNGmVI7n6flFy4cIH58+fz0Ucf8fHHH7NixQoiIyM5cOAABw8eJCkpCQsLC4KCgqrcrxBCiJonSc0TolQqWbFiBenp6fz3v/9l//79rF69mp07dxpGb34rKyuLKVOmcOPGDUxMTMjJyeHmzZvY2tpWu28PDw+USiXW1tbY29uTmZlJo0aNSE9PZ+DAgQC88sorODo6Vlhfp9OxcOFCTp8+jV6vJycnh7NnzxqSGldXV+rVqwdA27ZtyczMBCAlJYUPPvgAgAYNGtCvX7+HxhkUFIRerycrK4tly5YZpuIOHDhAWloafn5+hnisrKwAOHjwoGFdUWk/pTp06PBE1hW1bNmS1q1bA+Di4sLBgweB++fr6elJ3bp1AfD19WXFihU13r8QQoiqkaTmCXNwcMDBwYFhw4YxYMAATp48yWuvvVbuuPfff59p06bRt29fSkpKaNeuHWq1+pH6NDc3N7xWqVTodDr0ej0KhQKFQlFp/TVr1nD79m22bt2Kubk5H374YZlYft9+aZler69WnKVravbu3cs///lP9u3bR6NGjdDr9UycOJFBgwaVq/OwPkpHvX4bW0lJiWH7Ua/nb9c9KZVKiouLDbFU5XoKIYR4OuQr3U/IjRs3OH36tGH7+vXr5Obm8uKLLwL3fwEXFhYaygsKCgxl27ZtQ6PR1Gg81tbWtGrVil27dgHwww8/kJ6eXuGxBQUF2NraYm5uzo0bN/jqq6+q1EfXrl0NUze//vor+/fvr1I9T09PunfvzqpVq4D7a1/i4uLIz88HQKPRGBZZu7u7s27dOsP1+e300+81b96c1NRUAJKTk8nJyanwOEtLSwoKCqoU62917tyZL774grt371JSUsKOHTuq3YYQQoiaIyM1T0hxcTExMTH8/PPPWFhYUFJSwv/93/8ZpjFGjRrFiBEjsLCwYP369YSGhvLuu+9iZ2dHp06dKpyielwRERGEhYWxZs0a2rRpg5OTE9bW1uWOCwwMZNKkSfj6+tK4cWO6du1apfbfffddwsLCGDBgAE2bNqV79+5Vjm3KlCn4+/szduxYfH19ycvLM6wZ0uv1DB06FCcnJ8aNG0dkZCS+vr6Ympry0ksvER0dXWGbkyZNYtq0aWzdupUOHTrwwgsvVHjc4MGDiYiI4NNPPzUsiK6KPn36cPr0aXx8fLCzs6Ndu3aGREwIIcTTp9BXd85APLPu3LlDnTp1UCgUXLhwgcDAQL744gvq169f26E9swoLC7GysqKkpITp06fz/PPPM3ny5ErrqdVq0tLSiEq6JvepEUKIKir97HR2di6zFKKUjNT8iZw6dYqFCxca1qXMmTNHEprHFBISws8//8y9e/do06YNY8eOrVb9T6b3q/AH80E0Wh1mpg++/44QQvyZyUiNELWgsr82hBBClFfZZ6csFBZCCCGEUZCkRgghhBBGQZIaIYQQQhgFSWqEEEIIYRQkqRFCCCGEUZCkRgghhBBGQZIaIYQQQhgFSWqEEEIIYRQkqRFCCCGEUZCkRggjotFW/TlSQghhbOTZT0LUojHzvqzWAy0rIw+8FEL8mT2RkRp3d3c8PDzw8fEx/Lt69SoAjo6OFBUVPXLba9eu5datWw89ZuzYsWRmZj5yH+7u7qSnpxu2r1+/zqBBgwxltXluj+LGjRsEBgZWq05KSgqOjo5ERESU2R8YGPjY51mZJUuW4OHhwVtvvfVI9X/66Sf27NnzyP1v2rSJtWvXPnJ9IYQQteOJjdRER0fj4OBQ4+1+9tlndOvWjYYNG5YrKykpQaFQEBsbW6N97t+/H3d3d8N2bZ6bQqGodrt2dnasX7++2vVatmzJV199RXBwMCqViqysLO7evVvtdqprzZo1HDp0iAYNGjxS/Z9++olDhw4xYMCAatctLi5m6NChj9SvEEKI2lWr00+XLl0iPDycX3/9Fa1Wy8iRIwkICADg9OnTLFy40DAiMHXqVFJTU8nOziYoKAhzc3MiIyPZu3cvGRkZ3Llzh6ysLDZs2ICfnx8rV67EwcGBGzduMHfuXK5cuQKAt7c348ePZ+fOnXz22WdotVoAQkJC6Nq1a4VxfvXVV0ybNu0PcW4ZGRnMmzePO3fuULduXaZPn07btm25evUqAQEBDBkyhMOHD3P37l3mzZtHx44dDWUpKSkP7N/V1bXcOdStW5dWrVrx9ddf4+bmxvbt2/H19SU1NdVwTEREBCdPnkSr1WJjY0N4eDhNmzZ9aDwpKSlERESQkJAAUGb7rbfeQq1WM3LkSFxdXRk1ahTvv/8+RUVFqNVq3NzcmDp1KgAajYYlS5Zw9OhRlEolzZo1Y+7cuURHR1NYWIiPjw+vvvoqb7/9dpnz/+31KH09fPhwjh8/zuuvv05OTg537twhJCSEhIQEdu3aRb169Th//jzW1tbExMRga2uLRqNhzpw5nDx5kgYNGvDyyy+Tk5NDdHR0tf6vCCGEqBlPLKkp/eUMoFKpDL/AShUXFxMcHMyiRYuwt7ensLCQgIAAXFxcaNiwIX//+9+JiYmhQ4cO6HQ6CgsLcXV1ZevWreVGSr755hsSEhIq/Ms+ODgYNzc3YmJiAMjNzQXA1dUVb29vFAoFly5d4u233+bIkSPl6t++fZtffvkFR0fHWj83jUZDUFAQ4eHhdOvWjeTkZIKCgvjPf/4DQF5eHi4uLkyePJkdO3awePFiNm/eXCa2vLy8Cvt/ED8/P7Zs2ULPnj3Zs2cPmzZtYs6cOYbysWPHEhISAsDWrVtZvHgxS5YsqXI8vxcXF4ejoyObN2/G0tIStVrNypUrsbS0RKvVMnr0aI4cOULPnj1ZtWoVWVlZJCQkYGZmRm5uLjY2NgQFBXHo0CFDclE6PfggeXl52Nvb849//APA8H+lVGpqKjt27KBJkyZ88MEHbNiwgcmTJ7NlyxZ++eUXdu/ejU6nIzAwkMaNGz+0LyGEEE9OrU0/XblyhYsXL/L+++8b9mm1Wi5dukRWVhb29vZ06NABuJ841K9f/4Ft9ezZs8KEpqioiNOnT7NmzRrDvtLjsrKymDJlCjdu3MDExIScnBxu3ryJra1tmTYOHz6Mm5vbH+LcLl++jKmpKd26dQOga9eumJqacvnyZSwtLalbty69e/cGwMXFpdx6GIAzZ85Uq/8uXbowe/Zs9u/fj4ODAzY2NmXKjxw5QlxcHHfu3KG4uLhMWVXiqYxOp2PhwoWcPn0avV5PTk4OZ8+epWfPnhw8eJBp06ZhZmYG8MjTVebm5nh6ej6wvEOHDjRp0gSAdu3acfz4ceD+CJOPjw8mJiaYmLpCH/8AACAASURBVJjg5eXFt99++0gxCCGEeHy1Nv2k1+uxsbEhKSmpXNnBgwer1ZalpWW1+3///feZNm0affv2paSkhHbt2qFWq8sdt3///movWH1S56bX6ytcU1O6r/SXO4BSqSyXZJS2UR0KhQJPT08++OADFixYUKbs559/Zv78+Wzbto1mzZpx6tQpgoODDeUPikelUpWJo6LrXmrNmjXcvn2brVu3Ym5uzocffmg4vqrnYmJi8tD+6tSp89C1SqWjcqWx63Q6Q/+PssZJCCHEk1Fr96lp2bIlFhYWJCYmGvZdvHiRwsJC2rdvz8WLFzl9+jRw/6/1/Px84P4v+YKCgir1YWlpSfv27ct8k6V0+qmgoIAXX3wRgG3btqHRaMrV12g0pKam8re//e0PcW5/+ctf0Gg0nDhxAoATJ05QXFxMixYtqhzbw/p/kCFDhjBmzBh69OhRZn9hYSGmpqbY2tpSUlJS6dRSqWbNmpGVlUV+fj56vZ7du3c/8NiCggJsbW0xNzfnxo0bfPXVV4Yyd3d31q1bZ3jvSt9bKyurMtexUaNGaLVaMjIyANi1a1eV4qxM586d2bFjB8XFxajVavbu3Vsj7QohhHg0T2VNDcDcuXN55ZVX/texiQkrV64kPDyc1atXU1JSQsOGDYmKiqJBgwbExMSwYMEC7ty5g1KpJCQkhG7dujFixAjCwsKwsLAgMjKy0jgWL17M7Nmz8fb2RqlU4u3tzbhx4wgNDeXdd9/Fzs6OTp068dxzz5Wrm5ycTMeOHTExKXuZauvczMzMiI6OLrNQeOnSpWVGRCrz3HPPPbD/B7Gzs2Ps2LHl9js6OuLh4YGXlxcvvPACr776Kt98802lMdjZ2fHOO+/g7+/Piy++yCuvvML58+crPDYwMJBJkybh6+tL48aNyyzmHjduHJGRkfj6+mJqaspLL71EdHQ0Xbt25dNPP+X111+nU6dOfPDBB0yfPp133nmHpk2b0rlz5ypcqcoNGTKEs2fP4uXlRZMmTWjTps1T+XaYEEKIiin01Z2P+BOZMWMG3bt3p3///rUdiviDKiwsxMrKCo1Gw8SJE/Hw8OCNN96otJ5arSYtLY2opGty8z0hhKii0s9OZ2fnMoMLpeSOwg/x0Ucf1XYI4g/unXfeQaPRoFar6datG35+ftWq/8n0fhX+YD4qjVaHmamqxtoTQohniSQ1QjyGrVu31nYIZUhCI4T4M5MHWgohhBDCKEhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QR0Whr7jlSQgjxrJHHJAhRi8bM+1IeaCmEEDVERmqeIVqtlqVLl9K/f3+8vLzw9PRkwYIFaLXa2g6NmJgYNBpNjbT1888/M378eAYOHMjAgQPx9/cnPT290nqnTp3C29sbX19fTpw4wdq1a7l161aNxCSEEOKPT0ZqniGhoaGo1Wri4+OxsrJCq9WSkJCARqPB1NS0VmNbtmwZo0aNwszMrFr1iouLMTEp+99w9uzZ9OjRg8DAQABu3LhR7piKJCUl4evry5gxYwAICwujW7duNGzYsFoxPWrcQgghapd8Kj8jrly5wv79+zl8+DBWVlYAmJqaMnjwYAB0Oh2LFy/m6NGjAPTo0YPg4GBUKhXTpk3DzMyMK1eukJWVRb9+/ejduzcxMTFcv36dkSNHMnLkSADc3d3x8vLi1KlTZGdnM3LkSIYPHw6Ao6Mjp06dwtLSssz24sWLARgyZAhKpZL169ejVCqZP38+586dQ61W07lzZ0JDQ1GpVAQGBtK+fXu+++47zM3NWbVqVZlzvX79Oo0bNzZs29nZGV7n5OQwc+ZMMjMzARg9ejS+vr588skn7N27FwsLC3bu3ImHhwfZ2dkEBQVhbm5OZGQk77zzDomJiTRs2JCxY8eiUChYtWoVt27dwtfXl6NHj5KcnExUVBRqtRqdTseECRPw8vICqDDuw4cP8/HHHxsSy9DQUFxcXGr2zRdCCFElktQ8I3788Udeeukl6tevX2H5li1b+Omnn0hISABg7NixbNmyhbfeeguA8+fPs27dOnQ6He7u7hQUFLBhwwZu3ryJh4cHgwYNMiQrOTk5bNy4kZycHHx9fenYsSNOTk4PjG3mzJnExcWxefNmQxvTp0/n1VdfZd68eZSUlBAcHEx8fDxvvvkmAOnp6axevbrC0Y4xY8YwdepU2rRpQ7t27ejfvz9t27YFYO7cufz1r39l+fLlZGdn4+/vT+vWrRkzZgwXLlzA2dnZkIRt3bqV6OhoHBwcAOjcuTMnTpzgtdde4+eff0av16PVaklOTqZLly4AtG7dmri4OFQqFTk5Ofj7++Pq6mq47r+NOzMzkxUrVrB69WqsrKw4f/48Y8eO5dChQ1V/Y4UQQtQYSWqMRHJyMn5+fobpH39/f/bv329Iavr27Wsoa9myJW5ubiiVSuzs7KhXrx7Xr1/H3t4egEGDBgHQqFEjevXqxcmTJx+a1FTkwIEDfP/996xZswaAe/fulRlxGThw4AOnb15//XV69OhBcnIy33zzDSNHjmTOnDl4e3uTnJzMtGnTAHj++edxc3MjJSXFkLg8TJcuXTh+/Dh2dna0a9cOvV7Pd999x/Hjx+natSsAubm5hIWFkZGRgUqlIj8/n8uXLxtGX34b99GjR8nMzGTYsGGGPoqLi8nJyaFRo0bVul5CCCEenyQ1z4jWrVuTkZFBfn5+haM1er0ehUJRZt9vt83NzQ2vVSpVuW2druJv4Py2XZVKhV6vB0CtVj80Xr1ez4oVK2jWrFmF5XXr1n1ofRsbGwYMGMCAAQNo3Lgxu3btwtvbu9x5VbT9IF27dmXFihU0btyYLl26oNfrOXHiBCdOnODvf/87ALNmzcLd3Z1ly5ahUCjo379/mXP9fdw9evRg4cKFVepfCCHEkyXffnpGtGjRAnd3d2bMmEFhYSFwfx3NunXrKCoqolu3bmzfvh2tVotWqyUxMdEw+lBd27dvB+6PWhw5coROnToB0KxZM1JTUwHYuXNnmTqWlpaGuOD+2pxVq1YZkqXc3FyysrKq1P+hQ4cMiYROp+PcuXO8+OKLwP3EZMuWLQDcvHmTw4cP07lz5wrbsbS0pKCgwLDdtGlTVCoV27dvp2vXrnTr1o2EhARMTEx44YUXACgoKKBp06YoFAqOHTtGRkbGA+Ps3r07R48e5fz584Z933//fZXOUQghRM2TkZpnyIIFC1i+fDkBAQGYmppSUlKCm5sbZmZmDB48mMzMTPz8/ABwdXU1rF+priZNmvDWW29x8+ZNxo8fj6OjI3D/20QzZszA1taWXr16lakzatQoRowYgYWFBevXrycsLIxFixbh4+ODQqHA1NSUsLCwB47c/FZKSgoRERGYmJig0+lwdnZm0qRJAHzwwQfMmDGDgQMHAhAcHMxf//rXCtsZMWIEYWFhWFhYEBkZSatWrejatSvffvstzz//PAAWFhZ07NjRUGfKlCnMnj2b2NhYHB0dDedekRYtWrBo0SKmT5/OvXv30Gq1dOjQwbD+RwghxNOl0JfOJwjB/RGWlStXVmmNinh0arWatLQ0opKuyc33hBCiiko/O52dncssoyglIzVC1KJPpver8AfzUWm0OsxMVTXWnhBCPEskqRFlHDhwoLZDEI9BEhohxJ+ZLBQWQgghhFGQpEYIIYQQRkGSGiGEEEIYBUlqhBBCCGEUJKkRQgghhFGQpEYIIYQQRkGSGiGEEEIYBUlqhBBCCGEUJKkRQgghhFGQpEYII6TR1tzzpIQQ4lkhj0kQohaNmfdljT7QspQ82FII8WckSY2oFVqtlhUrVrBnzx5MTEwoKSnBzc2Nv/zlL3z99ddER0c/sb6nT5+On58fHTt2fKT6gYGBjBo1it69e9dwZEIIIR6HJDWiVoSGhqJWq4mPj8fKygqtVktCQgIajeaJ9z1v3rwn3ocQQoinT5Ia8dRduXKF/fv3c/jwYaysrAAwNTVl8ODBJCQkUFhYyP/93/9x/vx5rK2tiYmJwdbWFoDY2Fj27duHTqfDzs6OOXPmYGtrS0xMDJcuXaKwsJArV67Qpk0bxo0bx4IFC/jll1/o168fISEhQNmRloKCAsLDw0lLS0OhUNCxY0dmzJhBcnIyUVFRqNVqdDodEyZMwMvLq9y5bNmyhbVr12JmZkZJSQlRUVHY29s/vYsphBDCQJIa8dT9+OOPvPTSS9SvX7/C8tTUVHbs2EGTJk344IMP2LBhA5MnTyYpKYnMzEw+//xzlEolcXFxLFiwgMjISAB++OEH4uPjqVu3Ln5+fkRGRvLJJ59QXFxMnz59GDx4MC1atCjTV3h4OHXr1iUpKQmlUklubi4ArVu3Ji4uDpVKRU5ODv7+/ri6upaLeeHChezatYsmTZqg0WjQ6WSBrhBC1BZJasQfTocOHWjSpAkA7dq14/jx4wAcOHCAtLQ0/Pz8ANDpdIaRHgBXV1esra0BcHR0xMnJCTMzM8zMzGjZsiWZmZnlkpqDBw+SkJCAUnn/i4ANGjQAIDc3l7CwMDIyMlCpVOTn53P58mVcXFzK1O/SpQuhoaH06dOHXr160axZs5q/IEIIIapEkhrx1LVu3ZqMjAzy8/MrHK0xNzc3vFapVIbRD71ez8SJExk0aFCF7f6+3oPaqYpZs2bh7u7OsmXLUCgU9O/fH7VaXe64ZcuWkZqayokTJxgxYgSzZs3Czc2tyv0IIYSoOXKfGvHUtWjRAnd3d2bMmEFhYSFwf9Rl3bp13Llz54H13N3diYuLIz8/HwCNRsPZs2cfK5bevXuzevVq9Ho9gGH6qaCggKZNm6JQKDh27BgZGRnl6hYXF5OVlUXbtm0ZN24c3bt356effnqseIQQQjw6GakRtWLBggUsX76cgIAATE1NDV/pbtmy5QPr+Pr6kpeXx/Dhw4H7IzdDhw7FycnpkeMIDQ0lPDwcb29vVCoVnTp14oMPPmDKlCnMnj2b2NhYHB0dcXR0LFe3pKSEadOmUVBQgEKhoEmTJkyZMuWRYxFCCPF4FPrSP1GFEE+NWq0mLS2NqKRrcvM9IYSootLPTmdn5zJLDErJSI0QteiT6f0q/MF8XBqtDjNTVY23K4QQf2SypkYIIyQJjRDiz0iSGiGEEEIYBUlqhBBCCGEUJKkRQgghhFGQpEYIIYQQRkGSGiGEEEIYBUlqhBBCCGEUJKkRQgghhFGQpEYIIYQQRkGSGiGEEEIYBUlqhDByGm3NP1tKCCH+iOTZT+KZ4O7uzsqVK3FwcHjgMQkJCbRv3/6hT/p+EmJiYhg/fjxmZmbVrjtm3pdP5IGWvyUPtxRC/FnISI0wGtu3b+fKlSvVrldSUsLjPKx+2bJlaLXaR64vhBCiZshIjXimBAYG4uzszJkzZ8jOzsbT05Pg4GDi4+NJS0tj7ty5REVFERISQrdu3YiNjWXfvn3odDrs7OyYM2cOtra2xMTEkJGRwZ07d8jKymLDhg34+fnh4+PD8ePHuXnzJqNGjWL48OEAXLp0ifDwcH799Ve0Wi0jR44kICCA2bNnAzBkyBCUSiXr16+nXr16tXmJhBDiT0uSGvHMuXbtGhs3bqSoqIi+ffsyaNAgAgICSExMZNSoUfTu3RuApKQkMjMz+fzzz1EqlcTFxbFgwQIiIyMB+Oabb0hISKBBgwaGtu/du8eWLVu4evUqAwcOxM/PD3Nzc4KDg1m0aBH29vYUFhYSEBCAi4sLM2fOJC4ujs2bN2NpaVkr10MIIcR9ktSIZ46HhwdKpRJra2vs7e3JzMykRYsW5Y47cOAAaWlp+Pn5AaDT6bCysjKU9+zZs0xCAzBgwAAAXnzxRerVq8f169fR6/VcvHiR999/33CcVqvl0qVL2NvbP4EzFEII8SgkqRHPHHNzc8NrlUqFTlfxQlu9Xs/EiRMZNGhQheUVjaxU1LZCocDGxoakpKTHjFwIIcSTJAuFhdGwtLSkoKDAsO3u7k5cXBz5+fkAaDQazp49W+12W7ZsiYWFBYmJiYZ9Fy9epLCw0NBv6WshhBC1R0ZqhNEYPHgwERERfPrpp0ydOhVfX1/y8vIMi331ej1Dhw7FycmpWu2amJiwcuVKwsPDWb16NSUlJTRs2JCoqCgARo0axYgRI7CwsJCFwkIIUYsU+sf5LqsQ4pGo1WrS0tKISrom96kRQogqKv3sdHZ2LrNcoJSM1AhRiz6Z3q/CH8yapNHqMDNVPdE+hBDij0DW1Ahh5CShEUL8WUhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QQQgijIEmNEOJPRaN9ss/aEkLUHnn2kxC1aMy8L5/4Ay1FWfKATyGMl4zU/I67uzuurq7odP/7RRMfH4+joyMbNmyodntXr16lc+fO1a63du1abt26ZdjetGkTa9eurXY7T1pVzm/SpEl07doVrVb7WO1U1+3bt4mNjS2zb/r06XzzzTcPrTd27FgyMzNrNBYhhBBPniQ1FbC1teXrr782bCcmJtKmTZtqt1NcXPzIMXz22WdlkpqhQ4fy9ttvP3J7tSUvL4/k5GSaN2/OwYMHn1q/xcXF3L59m08++aTM/nnz5tGxY8eH1o2NjaV58+ZPMjwhhBBPgEw/VcDPz4+EhATc3NzIysri7t27ODg4GMqTk5OJiopCrVaj0+mYMGECXl5eAAQGBtK+fXu+++47zM3NmTFjhqGeRqPhn//8J40bN2batGncvHmTuXPn8ssvv6BWq/Hy8mLChAl8/PHHZGdnExQUhLm5OZGRkezdu5c7d+4QEhJCQkICu3btol69epw/fx5ra2tiYmKwtbVFo9EwZ84cTp48SYMGDXj55ZfJyckhOjq63HlGRERw8uRJtFotNjY2hIeH07RpU65evUpAQABDhgzh8OHD3L17t0wysHHjRtauXYutrS2dOnV66LXcsWMHbm5uuLq6Eh8fz2uvvWYoe1A7YWFhODo6MnLkSADS09OZOHEi+/fvp6ioiPnz53Pu3DnUajWdO3cmNDQUlUpV7toDFBQU4OPjQ506ddi8eTOBgYGMGjWK3r17s2XLFtauXYuZmRklJSVERUVhb2+Pu7s7K1euxMHBgcDAQJydnTlz5gzZ2dl4enoSHBwMwIULFwgNDeXu3bs4OTmRmZnJxIkT6d27d7X+vwkhhKgZMlJTgc6dO3Pu3Dny8/PZvn07vr6+Zcpbt25NXFwciYmJrFmzhoiICPLz8w3l6enprF69mlWrVhn25eXlMXr0aDp06EBoaCgKhYKQkBACAwPZtm0b8fHxHDlyhGPHjjFx4kSef/55oqOjSUpKolWrVuViTE1NJSQkhN27d9OqVSvD1NiWLVv45Zdf2L17N2vXriUtLe2B5zl27Fji4+PZsWMH3t7eLF68uEy8Li4uJCYm8t577xnKzp49y8cff8ymTZuIi4sjLy/vodcyISEBf39/+vfvz5kzZ7hx40al7fj7+5OYmFimDT8/PxQKBfPnz+fVV19l27ZtJCUlkZubS3x8fIXXfsaMGVhbW5OUlMTmzZvLxbZw4UI+/fRTkpKSiI+P54UXXqjwHK5du8bGjRtJTExk69atXLlyBYCpU6cyfPhwdu3axciRI0lNTX3otRBCCPFkyUhNBRQKBZ6enuzevZs9e/awadOmMslBbm4uYWFhZGRkoFKpyM/P5/Lly7i4uAAwcOBATEz+d2k1Gg1vvfUW//jHP/D09ATgzp07nDx5ktzcXMNxRUVFXLx4ke7du1caY4cOHWjSpAkA7dq14/jx4wCkpKTg4+ODiYkJJiYmeHl58e2331bYxpEjR4iLi+POnTvlpsrq1q1rGHFwcXEhIiICgJMnT9KrVy8aNWoEwODBg9m7d2+F7f/444/cvn2bLl26oFAo6NevH0lJSYwbN+6h7XTs2JGioiLOnj1Lq1at2LVrF1u2bAHgwIEDfP/996xZswaAe/fuYWdnZ+jz99f+Ybp06UJoaCh9+vShV69eNGvWrMLjPDw8UCqVWFtbY29vT2ZmJo0aNSI9PZ2BAwcC8Morr+Do6FilfoUQQjwZktQ8gL+/P2+88QadOnXCxsamTNmsWbNwd3dn2bJlKBQK+vfvj1qtNpTXrVu3zPGmpqa0a9eOAwcO8Nprr6FSqSgpKUGhULBt2zZMTU2rHV/p9AqASqUyLGzW6/UoFIpK6//888/Mnz+fbdu20axZM06dOmWYVgEwMzMzvFYqlYakR6/XVznGbdu2cfv2bfr06QPcT+4sLS0ZN25cpe34+PiQmJhIp06dsLe3p2nTpob+V6xY8cAE5PfX/mGWLVtGamoqJ06cYMSIEcyaNQs3N7dyx1V0rUuvc1WutRBCiKdDpp8eoFmzZkyePJl33323XFlBQQFNmzZFoVBw7NgxMjIyHtqWQqEgPDwcKysrJk+ejFarxcrKir/97W9lpqiuXbvGzZs3AbC0tKSgoKDacXfu3JkdO3ZQXFyMWq1+4ChKYWEhpqam2NraUlJSUuH0zIPaP3z4sGER87Zt2yo8TqPRsHv3brZt28aBAwc4cOAAX3/9NQqFgm+++abSdvz8/Ni1axdbt27F39/fsN/d3Z1Vq1YZkrjc3FyysrIqjMHKyop79+5VuGC7uLiYrKws2rZty7hx4+jevTs//fRTla4BgLW1tWEUCeCHH34gPT29yvWFEELUPElqHmLw4ME4OTmV2z9lyhQWLlzI4MGD2bdvX5WmHRQKBTNnzqRp06a89957qNVqFi9ezMWLFxk4cCADBw5k8uTJ3L59G4ARI0YQFhaGj48PFy5cqHLMQ4YMwdbWFi8vL8aPH0+bNm2wsrIqd5yjoyMeHh54eXkxcuRIXnzxxSq17+TkxIQJExg6dChvvfVWmamf39q/fz/NmzenRYsWZfZ7e3sTHx9faTsvvPACrVq14uTJk2UWF4eFhaFUKvHx8WHgwIGMGTPGsE7n95577jnDtR0yZEiZspKSEqZNm8bAgQN5/fXXuXnzJoMHD67SNSgVERHBunXr8Pf3Z/PmzTg5OWFtbV2tNoQQQtQchb468wnimVBYWIiVlRUajYaJEyfi4eHBG2+8UdthGZ07d+5Qp04dFAoFFy5cIDAwkC+++IL69etXWletVpOWlkZU0jW5+d5TJjffE+LZVfrZ6ezsXGZpQClZU2OE3nnnHTQaDWq1mm7duuHn51fbIRmlU6dOsXDhQsP6oDlz5lQpofmtT6b3q/AHUzw5Gq0OM1NVbYchhHgCZKRGiFpQ2V8bQgghyqvss1PW1AghhBDCKEhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QQQgijIEmNEEIIIYyCJDVCCCGEMAqS1AghhBDCKEhSI4QQQoinRqN9cs+7k2c/CVGLxsz7Uh5oKYT4U3mSD5WtdKTG3d2d9PT0Shu6cuUKvr6++Pr6smPHjhoJrrrWrl3LrVu3DNubNm1i7dq1NdL2r7/+io+PDz4+PvTr14927doZtpcsWfJIbW7dupXJkyfXSHylgoOD2bRpU422+SQVFxfj6OiIWq0uV5aXl8fkyZPx9vZm4MCB+Pj4kJKSUqP9b9y4kc8++6xG2xRCCFE7amyk5j//+Q/t27dn5syZ1apXXFyMiUnNhPHZZ5/RrVs3GjZsCMDQoUNrpF0AGxsbkpKSAEhJSSEiIoKEhIQaa1+U969//YumTZsaksbc3NwKk5+Hqez/17Bhwx4rRiGEEH8c1comAgMDcXZ25syZM2RnZ+Pp6UlwcDA7duxg3bp1lJSUcOrUKWJiYtDr9cyYMYPc3FxMTEyYPHkyPXv2BMDR0ZF//vOfHD58mL/97W80b96cXbt2YW1tzblz57Czs+PDDz9k4cKFZGRk4OzszOLFi1EoFOzcuZPPPvsMrVYLQEhICF27duXjjz8mOzuboKAgzM3NiYyMZO/evdy5c4eQkBB0Oh2LFy/m6NGjAPTo0YPg4GBUKhXTpk3DzMyMK1eucP36dVxcXIiIiEChUFT52uj1ev7973+zf/9+iouLadKkCXPnzqVhw4ZoNBoiIyM5fvw4CoWCFi1aEB0dDUBBQQFBQUFcvHiR+vXrExMTQ8OGDdm6dSv79u2jbt265cqKi4tZuHAhx44dQ6FQ0LNnT6ZMmYJKpSoTU2FhIXPmzOHHH39Er9fj7+/PqFGjAEhPTyc0NBSNRsPLL7/MpUuXCAoKwsrKitmzZxsSOAAvLy/mz59P27Zty7QfG/v/7d15VNTV/8fx57DJpgcodz1imoraQZ3SQswvOD9FwQVRTJKy0EgTczvH5ZeK20klizwqoC2aCmoq/Mgt86B5DDcsF45oigZ0QBF3SBFm7u8PDvMDYcad4Ufvx18y9/P5zGs+3Du8vfczn1nDnj17KC0txd7ennnz5tGhQwdKS0vp1KkTU6ZMYe/evdy+fZsZM2ag0+kA2L17N9HR0bi6utKrVy+T5/TKlSu8+uqrxp/d3NyM/37w4AFffvklaWlpxtcQGRmJg4MD06ZNw8XFhcuXL3P79m3efvtt7t27x/Tp04Gy4qh///78+uuvxMTEoNfrmTZtGkopYmNj2bVrFxqNBkdHRzZt2gTA1q1b2bRpE3q9ngYNGjBv3jzc3d1JS0tj4cKFKKXQ6/WMHz+eAQMGPHa/EUII8fw88RRJXl4eGzdupKioCJ1Ox7Bhwxg0aBBZWVnGAgJg+PDhBAcHM3z4cC5evMi7777L7t27jX+YDAYD69evB2D79u2cOXOGn376iSZNmhAeHs7UqVPZsGEDDg4OBAYGcvjwYby8vPD29iYgIACNRsOlS5cYPXo0Bw8e40nOnQAADWlJREFUZNy4cfz4448sX76cdu3aVcm9efNmMjIyjLMrY8eOZfPmzYSEhABw4cIF1q5di0ajITAwkNTUVHr27PnY5yUxMZErV66wZcsWrKysWL9+PUuXLmXJkiWsWrWKvLw8tm/fjq2tLTdu3DDud+bMGZKTk2ncuDEzZ85k48aNTJw40WxbQkICmZmZJCUloZQiLCyMbdu2ERwcXCnTihUrsLKyIjk5mcLCQoYPH0779u3p2bMn06ZNIzw8HH9/f06dOsU777wDQLdu3bCxseHEiRNotVqOHDmCvb19lYIGICgoiLFjxwJw8OBB5s2bV2npq0GDBmzbto1jx44xffp0dDod+fn5REZGsnnzZtzd3YmNjTV5Tt977z0mTZpEcnIyXbt2pU+fPvTo0QOAuLg43Nzc2Lp1KwCLFy9mzZo1xnN36tQpfvjhBxwcHMjJySEkJMRYxCYnJ9O3b1/s7e0rPd/WrVs5ePAgCQkJODs7G39PR48eZd++fcTHx2NnZ0dKSgqfffYZGzZsYPXq1YwZM4aAgACUUty9e/cxeosQQogX4YmLGj8/P6ysrKhfvz5t2rQhOzsbd3f3StsUFhaSkZFBUFAQAG3btsXDw4OTJ0/i6+sLQGBgYKV9unXrRpMmTQDw8PCgefPm1K9fH4AOHTqQlZWFl5cXOTk5TJ06latXr2JjY0NBQQHXrl2jYcOGZnMfPnyYwMBA7OzsABg6dCj79u0zFjU6nY569eoB0LFjR7Kzs5+oqElJSSEjI8P4uvR6PS4uLgAcOHCAOXPmYGtrC1SecdBqtTRu3BgAT09P0tLSHtmWmprK0KFDjccLDAzk4MGDVYqa1NRU5s+fj0ajoX79+vj7+5OamkqnTp3IysrC39/feOy2bdsa9wsNDSU+Ph6tVkt8fLzJJZrTp0+zevVq7ty5g0aj4e+//67UXn78Ll26kJubS0lJCSdPnuS1114z9png4GCT1yR5e3tz4MABjhw5wokTJ4iIiCA8PJywsDBSUlK4d+8eO3fuBMpmbjp16mTc18/PDwcHBwBatmxJq1atOHToEL179yYxMZHIyMgqz3fgwAFCQkJwdnYG/u/3lJKSwtmzZxk+fDhQNitXVFQEQI8ePYiJiSEnJ4eePXtWW/wJIYSoGU9c1JT/4QewtrZGr3/8T25UXM5xdHQ0e1xTzzNlyhTjUobBYMDT0/OxrrNQSlVZTqr487O8rvLjR0REMGTIkGrbTDH3vKbaHvVaKj5vddtV93hFAwYMIDo6mrNnz3LixAmioqKqbHP//n0mT55MfHw8Hh4e5ObmGpeXHs5vZVV2PbrBYDB7Lqrj7OyMTqdDp9Ph4eHB999/T1hYGEopFixYwBtvvFHtfg/3r8DAQBITE2nYsCH379+na9euVfYxlU0pRXBwMBMmTKjSFhYWhk6nIzU1lcjISHx8fIiIiHii1yiEEOL5eCH3qXF2dsbDw4PExEQAMjMzOXfuHJ6ens987Lt379KiRQugbLngwYMHxjYnJyeT0/9eXl4kJiZSUlJCSUkJSUlJvPXWW8+cp5yvry8bN27kzp07ABQXF3Pu3DkAfHx8WLt2rfE6oIrLT0+jZ8+ebNu2jdLSUh48eEBSUhJeXl7VbrdlyxagbPZs9+7deHl54erqSsuWLdm1axdQNuNy8eJF4352dnYMGTKEcePGMXjw4ErFVbn79++j1+uNs2vx8fGPlb1r166cOXOG7OxsAOPyUXUOHTpEYWEhUFZYZGRkGH/3vr6+fPfdd8aCtrCwkMzMTJPH8vPz4/Dhw6xbt844g/gwHx8f4uPjjbMw5b8nX19fkpKSuHr1KlA2C5eeng7ApUuXaNWqFSNHjiQ0NJTTp08/1nkQQgjx/L2w+9R88cUXzJkzh7Vr12JjY8PSpUsrLbs8rZkzZzJ+/HgaN25M9+7djUs8UHYNxqxZs7C3t2fZsmWV9hsxYgTZ2dnG5SFvb+8qyzXPIigoiFu3bhmXapRSjBo1ig4dOjBu3DiioqIYPHgwtra2tG7dmujo6Kd+rpEjR5KTk2OcFerVqxdDhw6tst2ECROYP38+AwcORCnFsGHDjMVPVFQUs2bN4ptvvqFz5860a9fOuNwHZddExcXFmfwEmYuLC5988glBQUE0a9YMb2/vx8reqFEjIiMjGTt2LK6urvj5+ZncNiMjg8WLF6PRaDAYDLRu3ZrZs2cD8PHHH7N8+XKGDRsGlM0GRURE0KZNm2qP5eTkhI+PD8nJyezfv7/abYYNG0Z+fj7BwcHY2Njg6OhIQkICb775JhMmTCA8PByDwUBpaSkDBgygc+fOrFu3jrS0NGxtbbGzs2POnDmPdR6EEEI8fxr1pOsBok4oKirC0dERjUbD+fPn+eCDD/j555+Nhc327dv55ZdfiImJsXDSuqm4uJj09HSi/ydPbr4nhPhXeZab75W/d3bu3LnaVQS5o/C/VFpaGsuWLTNeX7No0SJjQTN69Ghyc3PNfjJJPB/f/Pd/VTswhRCirnpQosfO1vrRGz4FmakRwgIe9b8NIYQQVT3qvVO+0FIIIYQQdYIUNUIIIYSoE+SaGiEsoHzVt+ItCYQQQphX/p5p6soZKWqEsIDyexb9+eefFk4ihBD//5SUlFT5qhuQC4WFsAiDwUBRURG2trZP9MWpQgjxb6aUoqSkBCcnJ+Pd6iuSokYIIYQQdYJcKCyEEEKIOkGKGiGEEELUCVLUCCGEEKJOkKJGCCGEEHWCFDVCCCGEqBOkqBFCCCFEnSBFjRBCCCHqBClqhKhhly9fZsSIEfTr148RI0bw119/WToSN2/eZOzYsfTr14+BAwcyYcIEbty4AcDJkycZNGgQ/fr148MPP+T69evG/cy11ZQVK1bQvn17492Za3Pe4uJi5s6dS9++fRk4cCCzZ88GzPcJS/aX/fv3M2TIEAYPHszAgQPZu3dvrcu7ZMkSfH19K/WBZ8lYE/mry2xuDIJl+7Wpc1zu4TFo0bxKCFGjQkNDVVJSklJKqaSkJBUaGmrhRErdvHlTHTlyxPjz4sWL1cyZM5XBYFA6nU4dP35cKaXUypUr1YwZM5RSymxbTUlPT1dhYWHqP//5jzp//nytz7tgwQK1aNEiZTAYlFJKXbt2TSllvk9Yqr8YDAb1+uuvq/PnzyullMrIyFBdunRRer2+VuU9fvy4ys3NVT4+Psasj8ph6fzVZTY1BpUy33drol+bOsdKVR2Dls4rRY0QNaigoEBptVpVWlqqlFKqtLRUabVadf36dQsnq2zPnj3q/fffV6dOnVL+/v7Gx69fv666dOmilFJm22pCcXGxCg4OVtnZ2cY329qct7CwUGm1WlVYWFjpcXN9wpL9xWAwqO7du6u0tDSllFLHjh1Tffv2rbV5K/7BfdqMNZ2/uiKhXPkYVMp8363Jfv1w3urGoKXzyhdaClGD8vLyaNy4MdbW1gBYW1vTqFEj8vLycHNzs3C6MgaDgYSEBHx9fcnLy6NZs2bGNjc3NwwGA7du3TLb5uLi8sJzfv311wwaNIiWLVsaH6vNeXNycnBxcWHFihUcPXoUJycnPv30U+zt7U32CaWUxfqLRqMhOjqa8ePH4+joSFFREXFxcWb7sCXzVvS0GWtL/opjsPz11MZ+Xd0YtHReuaZGCFHJggULcHR0ZNSoUZaOYtIff/zBmTNnCAkJsXSUx1ZaWkpOTg4dO3Zk+/btTJs2jYiICP755x9LR6tWaWkpcXFxrFq1iv379xMTE8PkyZNrbd66RMbg05OZGiFqUNOmTbl69Sp6vR5ra2v0ej35+fk0bdrU0tGAsgsCs7KyiI2NxcrKiqZNm5Kbm2tsv3HjBhqNBhcXF7NtL9rx48e5dOkSffr0AeDKlSuEhYURGhpaK/MCNGvWDBsbGwICAgDw9PTE1dUVe3t7k31CKWWx/pKRkUF+fj5arRYArVaLg4MD9erVq5V5KzI3zsxlrA35Hx6D5a+ntvVrU2Pw888/t2hemakRoga99NJLeHh4sGPHDgB27NiBh4dHrVh6+uqrr0hPT2flypXY2dkB0LlzZ+7fv09aWhoAmzZton///o9se9E++ugjDh06REpKCikpKTRp0oRvv/2WMWPG1Mq8UDbN3qNHD3777Teg7FM2169fx93d3WSfsGR/adKkCVeuXOHSpUsAZGZmUlBQQKtWrWpl3orM5XjatppQ3RiE2jkOTY1Bb29vi+bVKKXUczuaEOKRMjMzmTFjBnfu3KFBgwYsWbKEV155xaKZLly4QEBAAO7u7tjb2wPQokULVq5cye+//87cuXMpLi6mefPmREVF8fLLLwOYbatJvr6+xMbG0q5du1qdNycnh1mzZnHr1i1sbGyYNGkSvXv3NtsnLNlfkpOTWbNmDRqNBoCJEyei0+lqVd6FCxeyd+9eCgoKcHV1xcXFhZ07dz51xprIX13m6Ohok2MQzPfdF92vTZ3jiiqOQUvmlaJGCCGEEHWCLD8JIYQQok6QokYIIYQQdYIUNUIIIYSoE6SoEUIIIUSdIEWNEEIIIeoEKWqEEEIIUSdIUSOEEEKIOkGKGiGEEELUCf8LpMWQSEr3cdsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list.First_industry.value_counts().sort_values(ascending=False)[:10].plot(kind=\"barh\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "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>Search_Terms</th>\n",
       "      <th>Analyst</th>\n",
       "      <th>Business Intelligence</th>\n",
       "      <th>Data Scientist</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First_industry</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Information Technology and Services</th>\n",
       "      <td>348</td>\n",
       "      <td>529</td>\n",
       "      <td>555</td>\n",
       "      <td>1432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marketing and Advertising</th>\n",
       "      <td>170</td>\n",
       "      <td>132</td>\n",
       "      <td>122</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internet</th>\n",
       "      <td>41</td>\n",
       "      <td>39</td>\n",
       "      <td>36</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chemicals</th>\n",
       "      <td>65</td>\n",
       "      <td>14</td>\n",
       "      <td>26</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Computer Software</th>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>31</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical/Electronic Manufacturing</th>\n",
       "      <td>32</td>\n",
       "      <td>29</td>\n",
       "      <td>32</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Staffing and Recruiting</th>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>25</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Banking</th>\n",
       "      <td>42</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Management Consulting</th>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financial Services</th>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Automotive</th>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Construction</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pharmaceuticals</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retail</th>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Logistics and Supply Chain</th>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research</th>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Goods</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transportation/Trucking/Railroad</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renewables &amp; Environment</th>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Food &amp; Beverages</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Search_Terms                         Analyst  Business Intelligence  \\\n",
       "First_industry                                                        \n",
       "Information Technology and Services      348                    529   \n",
       "Marketing and Advertising                170                    132   \n",
       "Internet                                  41                     39   \n",
       "Chemicals                                 65                     14   \n",
       "Computer Software                         31                     32   \n",
       "Electrical/Electronic Manufacturing       32                     29   \n",
       "Staffing and Recruiting                   21                     14   \n",
       "Banking                                   42                      9   \n",
       "Management Consulting                     17                     18   \n",
       "Financial Services                        26                      9   \n",
       "Automotive                                 8                     14   \n",
       "Construction                              13                     10   \n",
       "Pharmaceuticals                            4                      3   \n",
       "Retail                                     3                      7   \n",
       "Logistics and Supply Chain                 2                     11   \n",
       "Research                                   6                      8   \n",
       "Consumer Goods                             7                      6   \n",
       "Transportation/Trucking/Railroad           1                      7   \n",
       "Renewables & Environment                   9                      4   \n",
       "Food & Beverages                           7                      7   \n",
       "\n",
       "Search_Terms                         Data Scientist  Total  \n",
       "First_industry                                              \n",
       "Information Technology and Services             555   1432  \n",
       "Marketing and Advertising                       122    424  \n",
       "Internet                                         36    116  \n",
       "Chemicals                                        26    105  \n",
       "Computer Software                                31     94  \n",
       "Electrical/Electronic Manufacturing              32     93  \n",
       "Staffing and Recruiting                          25     60  \n",
       "Banking                                           2     53  \n",
       "Management Consulting                            15     50  \n",
       "Financial Services                               10     45  \n",
       "Automotive                                       12     34  \n",
       "Construction                                      3     26  \n",
       "Pharmaceuticals                                  12     19  \n",
       "Retail                                            9     19  \n",
       "Logistics and Supply Chain                        6     19  \n",
       "Research                                          4     18  \n",
       "Consumer Goods                                    4     17  \n",
       "Transportation/Trucking/Railroad                  8     16  \n",
       "Renewables & Environment                          3     16  \n",
       "Food & Beverages                                  1     15  "
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = pd.crosstab(Job_list.First_industry, Job_list.Search_Terms)\n",
    "grouped[\"Total\"] = grouped[\"Analyst\"] + grouped[\"Business Intelligence\"] + grouped[\"Data Scientist\"]\n",
    "grouped = grouped.sort_values('Total', ascending=False)\n",
    "grouped[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2cbdf4a7828>"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = grouped.iloc[:, 0:3]\n",
    "sns.clustermap(grouped[:20], cmap=\"Blues\", linewidth=.5, standard_scale=0, col_cluster=False, row_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wordmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l2jbZIMhf6i7sey8zTtbaIOu0kQWfeH6OrN1CRyE6TkgWF0lbG5gsxR2fIGu3yFob6DihcPw4zsgoOgxRvR7RzNWtNoVl5YSZpoRXrwCQNpvYQ8PY1SpRa4N0ZQWrXCaen0OHIcnKCqrXx2QZKI0KB1inS6AV6epG/vu+YWhnq7SztdteZI6bTq8bYXfH8Va6RCtdAnKzQNUeIVRdAtUGQKNYT+ZoMr8VljUXnt/R9lJ8hXzm5sfno9xsYftFvPoovf4G3aiVS4FCYTk+QtroLEFnCbYvefznJxk/VeV7f3CNtWs9/LJN1N/5/FNPNXjl/7lKdyXCciTBRozjWTz5SwdJQsWX/qfclPGxf3aCZz83zVf+1wukkeLG2xtce22NqJfy2KcmOfHyKDfe2qA5G/Dt/+syazN9nv57U3zpfzlPe2GAVvlzjJ+scubjE1x+ZZWZN9Y58FidF371EJ2lkIvfXEEgqRQnKHh1BtE69doRoqRDFG++u1s+w+1j8vZ/e4UGhdIwRiuk5ZKmA8Cgspg0CSgUh1FZjDEGKW0G/RUg4/pshlbgeoKZGxnjoxbff2t3oeQm7NEGXs1B1stky010nCAsCyyJSVJQGqtSwp4YJltroeMkFxKiBOHkpBtfnd+17e5KyPL5FrWDRaJOwsyrK3fvyF0waCW8+2fXd/x2+lMH+cR/+yS1yb3pSVg2fnkI5ZcYNBd2vOj2QsDrv7/TpPahf3KKl//5WaT18GRN1y3jOCXMfUTQPNDdCzWHkWMVVi93mThTp70QEHZSagcKZHG++rsFiwOP1SnWXVYvd1l49+7ePun5eCPjICROY5hkbRm3MYLOUoS0SLttko01dBzed19NmjI49/6ux6LZ6wAkQUCyvLzjWP/tt7YDjoHBBx9st5kkhJc3P+jmcR2GBO++s3XNTTK+CRUE+Z/d7ciI/g9/cN/PsxP3Mu/c/bgxoExKK10m1sFtV91Pu7mX1SlU8SrDGKNxijVUMgBhIWQe4hX3mugswS3YTD5WY/YHTa6/uZ7Hgq7faXOce6fF4vn2DgGmUHU4+dEx+s2Yl//xcQBGjubaixB5XLjRhmMfHqUy5tM4WMQv27ilfJirzKAyjTYGlWpUut34yNEyE2drCEtw6Jkh3JLNyNEKQ9ObtkaRS6hKJcRxD1N+cOOf7RQolMfAaLI0RKkYz6/R7yxi2T7l2kGSuEeWDHALNaJBE60zkhSuzGxP7us39jHRtUaWfIQlsUcbpMvr2KMNrEopX+iFQEgJUmLVSjilEVAaA2QrTYRt75gHt6K3HPL9z1/mxptrxEHKjTfXHvid3Aqjzb58YjqNsYfKOOUa4cbinrGxQL7A3naKsGyEZaOT/dn3LdencvAUSW+Dwfo8SdLHdgpk2f7t5g9EunGQURr2GE7LTD5RZ/Vyh7ifonVuYsifRlCsu0w+2SCN9J6ke/PBjdZIy8Ybm8SpNVBBHxUNcBrDpN0N+PH4A+6OvT7i3Y79J1IpU5Pbgx8ODCqNyeIBXnkIt9ygu3gJp1jHLdVIBx2k40IIUgps1yLqpXu+qqAZ7zJBBI5nsXiuw+qV3Dw1+8MmYTdv68jzDV789SMsftDh+hvrBMcrHH1xmF0sNHfALVokQcr8Oy2CVj7QLn9nheUP8vsYo+kPVhiqlWjUj9IPlknSYK8m8z7nocU77Kphf5UkyrUQrRVgCIN10iRACIvmygWMztA6QwbrKPXg0QXZepuo38ZsmhJMnJCtd3I/gzHYo3XcyVGS2UXSlY1Nks0To3QYgyXvOqaNNqxd6bK2+S1+0rC8ApCb7raMtfcBYTtUDx7G8koEq9eJO2tYro9bHSHpbaDiAdJ2cCvDqCQkDbroLENa+W+D9XlK5Qkc28foH7Okm4aKQSth6pkh+usxcT9DbIaTuQUby5Ucem6YNNYsvt9CpXtb8lUYEC5cxxiIVhY2Den56mqVKlief9f4V6tRA0APQkx8y+CUElkqbg0u1e7uDGS0JFa1kh/rB3nA5C0QroPwPIRtbaXfmSTN+6H2kHKEQFZKCNtGB4OtPgnfQ3puPogBlEbHCSZJduqm+4TwPWSpAAhMFKMH4T0Jv1E7hiUdPKdKq3uNYmEUy3IZhGuUimNYwiFO+1jSwRiF59ZY3ThPpTSBlDYb7WtkandtIwlapIPu5reTaJWQBG0GTQtj9JaTIUs1/Y2YkSNl/EpuO5VSYACVbL/X3R5FZ5rmjYCwk3DxW6voTCNtseVxPnC2DgIufG2Z3kpIadjD8W+xl29mSUpL4PgSaYk8A0nn0nbYTVm+1GXhvdxkIO3cGXcTSiUE4RqWtfsk832oN2Tu0E2h4Ocx5EePWdy4oTHasLysUSq5k0jTm150RRwmd/z+oDBphmrvbMMk2z4X1emRXF/aMns9DFjVInajnM8ZbUgWmg+l3duRhX0S28UtNR7oeiktrEIjl/YR2IUytUOPo+IBtekzNC+9SWn8KNKycct1Nq6+RdJtksUB0s6Fy2jQRLkl9rWyb+KBjRvLH3QYP11j6XwLlWqGj5apHyiitaE2WSRoRoyfqaFSTfP6PcJIzM3VCoxWOwQcncTc6paziw520SFuRWBZjP93/wxZLtH+sy/T/+brW+c54yMM/aPP4j92Ap2kLP0P/4JseVv9cacnGf2vfwvdH7D+u/+WdG4xP2BJ3MNTFJ85i//YCeyxEYTroPsB8dU5wnfOE52/jOr0dtXeZbXMyO/8Bt6Jw2x8/t8TvPpDvKPTlD7yHP7pY1hDdTCg2l3C9z6g97Xvka1t3Ne7l7UKtb/3Caqf+DCqH9D98nfpffM1TLi3ipSn2sY4dopjF5FCkmYDLOkihYUlHYr+EHHSo+APoXSKEAKlEgZh866EC+Tf0GQ7DQ9GYW5zncf9lPe/tMBHfvM4P/2fn2R9po/lStau9rj+5t6TMxko3vriHM/+/Wls16LfjPErNuszfS59e5X24oCjHxrh5EfHyCLFiY+OkYQ7799bDTHK8NQvT7F2rcfyxS6rl3vceLvF1NMNnvvcIcaOV/JoAAuuvbbO+rU+Qkjq1cPUq0cYRHk/g2gdrbdH51NPO9h2ngxRLAr6geHceynVquQzv+LSXFf8+Rcj0tv8zEIK/JpDacjHqzrYbp6EZJQhSzTJICNsxYSdZMfC9CNDQGXEo3GojOVIjDH0V0OaM707YpilJRg6UqEyXti1KaMNrRt9OosDnOEK1RdPkqx1cEZrrP277z68Pt/aJ9vDq46QDrr3NC3sBpVEqLSFyVKizirF0Wl0GtNbuoJ0fEpjh5G2Q2/+EsXRabzKMEl35xi13eKmTX7/eGDSDdsJr/3Btt1y7UqPtSsXd5yzdJtNbi8IS+DWfHSmSfsJlmtheTbSlsSdCJNp3KpH/dQo3kiR5VdmScOMdGmVwlNnsOq1HbYnWS5ijw/nbTs2zsToDtK1x0dyaXQQkq1vk17hydPUP/sp3EOT6ChGtbuYNEOWChSfewz/sRMM3nyH7l9/a0+yFI6DLHj4Z47T+LVfwjk4juoP0L0A4TrY48N40RF6X3t1fy9oE7JUpPKzH6bysRdRvYDe175H/ztv3pNwb8JzyqRZRBCuYtB4ToUgXkPpFEvaCCRBtE6pMApAmg7yOglGU3QbWNIlyQIs6RBnfRyrsJmmK7GlR7YZ32vLXBKwpIvSCVLYW97++R/2eDWdZ+r5ImMnKgzaCWEnl+60Mlz+zjrt+fSONU0rw+VvryFUhelnGxTqffrrMe3NqIBrr68jbcnk4zWibsr3/2QWx7cINrYlx7Wrfd7441kOPz/E2Ikqrfl8wgTNmFf/8BrHPzzK+KkqOtOsXO4RtvNrfa+O65ToD5bp9ZfyrKXbpNWlJU21KohjQZpK1tcUli3odjVvvpGwtqruINxCw+PwS6NMPz/C2Ok69alSHvJmizwMq5fSW41oXuuyeqnD4rsbrF5s7whle1DUDpb4qd8+zWO/OI1TsOguDvjuvz5P60aAui29zSnavPifneCpzx3dta00UnznX57jzT+8TLLSZnBxIY9tjrNb/a4PFcKyENLGKVRyx+0D3EPHIYWRgyRBmyzs49cnKI0dwSmU6M7P4zcmKI0fxi036C1cxi5U8OvjCMvGLlQoFIZIrIA02X988v2RrhRIz8GkKre/ug7OeJ10vZurLDLPGEJppOegkzyKwaR72zuEJaidGKE8XcPybda+P0/lyBCFkSIGaF9cJ94YcODlw0jXRtibKroxpIurFJ97AqtWQfheTj5CYNWrWNUKqtND+B7u9AHCt7c98c74cB5Gs9HeIiz38EFqn/kkztQE8fV5gtfeJl1axSQpVqWEf/YExeefoPzy85hU0f7Cl3aaNG59JiHwThyh+MJTGGNo//uvkK1t5ATuudhjw5g0I2vuP51QlgqUf+YlKh//KXSa0fv6q/S+9Tq6f2/bIkCS9IjTLnGSB5p3+9shLnGyM/U5SbcH0SBqUvHHsC2PsjeaZ+sYTTdaxncqdM0qEkHZG2GQtrGli2sV8exSbjbQKZmOCZM2vlMlVRGr76Vc/f7lO/polOTClzJcbxTPz4jDDWy7gOtXSeIeKklYek+y8M4GvfZ8bh7SKa5XhUxy/m+WOfflxbu+gzRSXHlllSuvrN5xrL8e885/2N1TXyqMYVkenuUhhY3ZDCHLsm3pf+6GQkoYHZX0+xlBsBnhMbc7QRYbHh/+nTOc/uQk5fHCHeGB0pI4vk15tMCBxxtkieK9L87Sng9+ZNItDXt8+LdPc/YXp3GLNkEz4rX/+yLn/3oend0pKRll6C6HbMz28EoObtnG9qxdQxp1GJM2e7jjdeK59R9beYqkt4EQEul4+46RvR1haxnpFhDSIu6uEzbnsQsVgtVZwo1lVJbgV0cIN5aIu+tI1ydqr20+tyDoL2NZ/n3Z3e+LdEtPH8UdrRPPr2GVCmTtPt70KO5oDRVEeFMjqCBChwmy5CNdm2yjR//d63dPDAecssfYS1MURsv4jQJJO8KrF0iDBCEFhdESxfESWZwRL/cpT+d2XLQhXcjDVKxaGatcJAujXLKdHMOkKfHMHO70AdypAzsffCyXgtOlXPoVjk35p1/EnTpAtt6i/YUvE12cyZPaNxFdvo6OYiqf+DClDz1N+O4HROd2hqXcisITp0nXmrT/3V8SXZ7d0ZZw7NzevMd7uXWsioJH+aMvUP25l5GeS/cr36X3jVfR/f2rNv1wFXN7osI+IbCwLR8pchtpplOksCg4dVIVo01G0R0iSDao+hP04yYuIjcxoMlURJR1QQhGSsdZ7Ly3632kZVOuHMByCiRRhzhs4RUa+MUGI+OPszj7PQBct8LQ2Bm6GzO4VpX68PE8J763TK89x8Oe6d3+PL1gacdvSt3pZ9AaVlb2QQACnviVwzz9D47gFGx0plm90mHpvQ2CZoQhT/SoHigycbZBZaKAMXnEQNTNJ7gnipSsOokO6ev9L96Ob/FT//QMZ39pGrdg01+PeO33PuDcX97YlXAB0ijj/T+fZebVFWzXwnIl9YMlnvrcESYe22lTFbaNVfaRBYfimYPEcw8nquF2uOUGbmUYt1RjsHbjgca2SkK6c9vCWLixBGx/56Tb3DIp2G4JoQzh6hwqi9EqwRkaIwpbZNn+sxvv27ygugOsShHpOVi6iA5jjNZ406MIx8K0MmTRwyr56DAm6wz2JBYABMTtiM6VJoPlHkknYuz5KQarfZyig3StXCqNM3SSYW4ODGNySTTNsOpVZLUMaxsIz8U9dJCs3SW+NIM9VMeZGkfYNibLkOUiVr2K0ZpkPn/B7tFpvBNHAAjfOkd04eod/dbdfm6jPX4Y78Rhyh99nuj8pbvOb+FY9L76CtGlmTucFCbN7qkBmEzl6aZFn8rPvET10z+D8Fy6X32F7pe/vYNwnUodb3SSeGMVaTt50oUQOJU6Jk2xCkVUEqGTBKdcRScxRiu0ysi6bfzRSQbLsxRGD+JUG6RBB+l4JO114vVl+vEqg2SDNnObIWV5plmYtFEm98BHaYdMJSx3P0CblF68kmuWm+Xy9GZpvDBtkendB6nKEuK4i0h6BL2VvLyoZeN6ZSr1KcSchW37DI2dYZc6wX8AACAASURBVHXhLdI0ZHzsDOXqZC7tbBKvVklekUzKTc/9zfd/U9fNJTRp2ZsFc8zO47eFSWUqolaZJk56hFGLkcZpur054vTO9FQh8/5qnZEl4a5k4JUcnvzsYZyCTRyk/ODfXOW9L14nbCdbxCekwHIlXslh9GSV4WNVZr63smXXlUhs4RDeR+q0X3X5yO+cye/tWbTm+rz2exe58OW5PaVno6GzOKCzuD3mGodKHPvoxJ3nKkW8uEHWDig9deTHZl6Iexukgy5Oqf7Aku79oDZynEJpGKViBt1VOutXENKiNnSMoLdMuo9oFrhP0g3enrl9zOa49d8GCscPoAcRgwvz6PjO7LTbkXQiulebjD47SeVwg4VvXCVqhWRBglEa6UgGSz0O/+Jp9KQhXA8wmySmByHZanPTnJDHbErPxT00SbqyRnT5Ov4Tp3Anx3EOjJLMLWEPN7BKRUgz0vk8PtedPoA1VMsTHt6/fNeFIl1cJV1cwTtxCHd6csuEsetzLayQzC48sFfYRDHCcSh9+Flqn/k5jFL0diFcAKtYQTou/sgEKg4xKsMuVkjaTcqHTxKtLyMQ+CMTGKNRcYh0fYRWpLqJXa5gl6oIz0fFAwoTh1GDXj6B1pfRRt2Zzgs7frtZ7WuLUHc5P8kGDJK9pDKDyiL8QgPbKSClRaV2kEF/lbiSaytaZ0SDDRy/guOWSKIe7fQqQW+JJO7nhAt4lSFKI4eIOqukYS+PRxUSy3LyvwNedZSwtbzlfdZZnhwgbZeou7ZF1q5TplY5RKYi4rhLpTRBL9jdjFGsjDE08Rg6S2itXWbQXbrjnNpkcSu8cmOmz7XvLNOe22XSBhC2EtoLAVe+tbzlMBJIilYVgcAR3q7Em8e7brNdecznp377NE/8ymEc32b9WpdXf/cDLn514c7kpX3A3EwbvQ3CsSmcnMSbaBDNLP/YzAtGpSiVopIfLcJjvxj0ltFZjDF6a4ypLAFH76r13A33J+maW4KLb3+Rt/w7vHJ3m9ru7ULr/CqtD9ZyTteGcOVOw/TFz7+V73VxC4fpOCVdXqPw9BmsSjkP2apVsBpVoovXyJbXUestmD6AMzVBMreENVxHFguofoBq5TGGVr2KLPjoICRb28OLbgyq1cGkGcJzsEeH7kq6aqOTxzo+IEyaUnz6DLVf+jjCthm88Q69r76yu0lBQBZ0MUptEoog7bSQjsdgeQ416Oe27lJlyw6XdltI10N6PirOiVJFeWziYCGv2pR07i+y4l5I7yLh3opBb5VCaZRieZReZ5446uAV6gz6K2iVEQZNBv01HK+MJR16nTmGxs5SqU/Tbd0g2/QmG5VhuT6lkWl0lmCMJu5tUJk4hsoSLMvJE3KKVaS00Tqjv3o9T/LQiqiznWGVZRGDsIkA0ixkef094mT3+FStUpKoh2V7d0Rv3ITK9Nac8So2hbq7tVHArjDsIFCDZqB7+LK0o6rbjnvE25XUKhMFPvRbp3jiM4dxizbNmR6v/OsLXPrGIk7FR2cKnWiM0ghb5lGSmUY6Fnoz5NPcxfRwR1czRbqez5H9CF33BQFOrYiwLYwx2CUPnSrUIMYquKStALtSIO2GgMGpFUnWdp+fQgpGxi2CvibLct4RIg/zS5I7EymiYAO/MISQNuHmgmtZDtJycJzdC/bshodae+FHhr53LtTtVYBMmpNu8fknsBq13LQwfQC0RrXysovJ4iqFZx/HOZirQvZQHVH0SWfmc9XTygvUCJkHgutob6LUcZyHuEmJ8O+eb27SPYqc7gPOwQn8x04iy6U8jljK7Tjf2xAtz+2rTSHzLDGjMuLmNqmkD5lcfxSkacDy3Jub/zI0Vy5w6wwIepuSY3+7/8tzb3C7HpvFIf3V6/lEshxUHJAMuqg02krEkbabF+VJ82SMZNDGLdY2M7WsLdLMVEy7N4sx+p5qZBr3CfuruakkbO96Tm8lpLcWUhrxqU2WePpXj2KA2ddXyaL92SZt4VC3xkh1TGzuJN40ytBKU2i4vPSbJ3n8M4fwyg7thYBXf/cDLn19EbdRoP74BCCQlmSw2CEbJHkGW9HFqXgYpYnWA/o3WvuKKbeKHt6BYbJOQOHEJOG1hyftCinxp4awih4mU/hTQ6hBTLzYxh2vMbi2ijdeJbi0jDFQPDp2V9I9MG0z3iiQxgbLEVsFvMJAc+GdiDDY2Wnb9pCWg8oipJUXXFIqRWxG9+wX90W65cky1cN12tc2yMKMLMyTIkxmEJbELTuoWJFFGXbBxvZtBmsD3KqHtARxN8YpuUhHkg1SjDZMvHCA9pUWwUpA9VAVrQzBch/bt8nCDOlIdKYx6i5ZMUlKtrKeZ9cM1ZC+hzN1IDc7rG1sOtuWwRiciVGEY2M1qkjfI11c3tSRbk9zvFegs9jcKoZ7Z639CBlq3tEpTJoRX5zBO3mYwrOPka026X71Fcw9Foa7IW4uI2wHk/5oNVTrEx7P/sIYk6dKDDoZX/pX1wl7D7OY+O2pxvd7DegsJty4U+uK2nvXCAjW8wXs9thPxy4wVDtOmg1oda5vSrp39k1aDq5fRWUxSdjeUkVvRTLIHVNjJ2tYjuToR8ZpHCqz8HaTy19fZP6t9V0LR92EQOKJIga9Ve/4dqShQgjBM796lCc/ewSv7NBZCPje/3mBi19dwGiDU/EpjFUw2qDiDG+oiDdcBCFw64Vc0o0zskGSz8X43guCjlNUEOGM1UjXOlg4lOwalnBIdZQXn9cBlnCQSIKsTcUZpp3uv3aD9G0EDiZTCNvCO1BHOBbuSAV3tErWCTFK441XsUoeKrhzvgyN2owOQxybLdnIL+SS7tULCWGw81kdr4xbqCKt4VybCdt4fhWtU4TYf8Wy+yLdsWcmWH17mbgVM3R6iHSQ4dV9Bit9Kger+EM+S28s4tV9Drw0ycpby5Rdi8bJIcoHyiy+tsDoU2PoVDNYDWhdaTF0apjeXK6meXUfnWqijZCxp8eJWhHSsWh+sL6VPHEHtCZrdVC9IDcbFHzcgxOoXkC6kntNk7ml3NlWK+NMjmPVKiAlyfzyFjHqKM4rLEmBLBfRvbvH3clSAWwLQoUOfnz2JNXp0/7TvyaZW6L68x+j9OHnqHzqZbL1DYI337trrd0t3KxeZjTcUtbO6E2pWWxKhtrk/765wd3NMCCt2VGceBNuQfLcL45x6PEK73x1jSzRpPH+VnohoVRziAJF9jAD/R8i0sFuO4cYwqhF01ymVBjj2PQniJI2y6vvEMY7bdRZGpHGfcr1aZKoR5rsIhkbOPeXc3gVl2f+4VGKwx5Dh8vUD5Y4+pFxuksDZl9f5dLXF9mY7ZOG2Q5+N2jCTfPC3Yppq1Tz2C8f4rnfOI5XdlCp5v2/mOXiVxe2nHGDxQ6LXwtz+6/SoHMByhionR7DqxfYeHeBpBujk/1J4CZTRDPLiHkbHca4wqVkN1Amw7cq9LL1rYL7viyT6JiCVd0X6RqlCa6sIB1rp2tJ5kW3TKYIrq7k8cHGkKz30NHui9eV8zHvNwdbGy8IAYdPuPQ6il73zmeNo86mlqSIo3yMGK0Q9v15Cu+LdHWisH0by7OQtoVXsyiNFYlbITrTtK62CTdCaoc9+os9urMdhs4MU52uggFp5/VqW5c38KouKsqIuzFxNw8Ns30b/Lz//aUeUx89xPr7a/f82LoXkK1vYA81sOpV7NEG2UqTdHl983ifrNnCqpbxjh/CqpTzGNml7VCWbLW5tcODOzVBtnRnHCfk6cH2yBDCsdGDiHT1x5PiCJAurhBdvIZqden+zXeQpSKFp05T+9ynyVod4osze15ffPpJTJqi+32wLKSfFz4x6mactYuOYtK1ddzJCcL3L+BMjCGsPP9e9fpY9RrJ9Rs72vWKNqNHClx/t8vbf5O/w/1qV+WGw8/900O8+qdLLF+9/yLkPwoKRUGlIlAqt9lpDdWaJBwYLAvabU2jkW/S6PmCtVW9Q1FxnRJD1WNYtsfS2tukacDI0Gnmll7bcR/HKyOEZOXGm6g90nijTsIbv3+R2ddXePKzR5h6doTKeIHyqE95xGfibJ1nf+M4V761xLtfmGH1UievObyJWzfo3A3Tz41QnSxSHM5NYNIWHP/pA1x/bZWFt5sYnc/p5C6OqI2350GIfdtyb8KuFvEOjZIsbsDNrRyFRWZSEh3iybwesS1cFCmO9LCFiyeLd7VP3wodpXclUgAGyY5z74ZooGmt7+SW829Fd1VQjdY0l86jdbJldkqSPpbl3VdW2n2R7vIPlph4aRKn7BE2Q6rTVSzXJg0zjA5JBykYSIOEYDU3TPfmujhFB6fkEK4P6M13idsROtNopQmW+5QPlOlEGUIKnLKL9CyyUJGFGb35exfTUP0B2XqLwpNjOIcOICyLrNlC33RwGUhuLFJ68SmcI1PIcolstYm+JYsrub5AttbCOzpN4akzhO98kNdFuA3u4YM4B8fBGOJrNzCD+5N0LRwsYeNID4EkMzEg0EbdWXtW6y0bWrqwQvfL30ZWSnhHp6n/g0/T/IMvkC3uvjjcfPBkbp7CY6dzTaBaQRaLRJcu4x0/imq1EbaNdB2sShlZLCCLJYRjk7Xa+CeOkSzurL526IkKU2fLHDhWQkrBs78wRns55vo7XcoNh5FDBZauBITdDNsRTJ4pE/cVKzMDph4rc/jJKmdeHqLXTJg8Xaa1GHHjXA+/ZDFxvMTy1QFBO0VagsnTJVRmWLoUIC048WKDpct9Jk6UKNUcumsJc+d7pLHG9SXjx0s0DnjozLAyM2BtdvvbCAEv/JTLxIRFHOX7jaUpPPmMw7l3Ug4clLz2SsJn/2GRZlMxedDiX/1vfdrt7VAzISTt3g3ipEOmbhbkuZPwkrBNGvew3RIYs+XY2w1ZrFl4e4PFd1uMnapy8mcPMvXcCMOHyxSHfQo1iyc+c4gjHxrlh398jff+fJZg/eY4MXlx+btIugefGUZnmvUrXaQtGT5SYeJsg5f/i7P8zf/4Nq3ZvbOocpPeA6TXDmKsokfh5CRZu4+62CJU+Vzspc1dayz39ii+ZNuC0VHJYGBI0+0KZJsuGLJsW3G7dbdypXJlb5dpfFfs5YLxiw384hD9ziIqDVEqwbI9pGU/PEeabUOhJOh18qeMWhHXv3xty1/Rnevs+k0GawNYywda0ktY/v7S1jVRa3MSbx5feGV+69jia3mGlJCC0miJ5oV1Buv7WPmCAVmzhfQ9/GOHNjPVdqoq6dwS4mMv4h4cR5YKJLMLO+Jk0+U1ovcu4k4fwH/sBMUXn2Tw/fd2ZJzZo8OUX34B58AoqhsQvPb2Pft2OxzpUraGKMgKCEh1nBcQx9BKl/e8Nr4yS+9vvoP967+Me3iK2qd/mvYXv4ra2N1Zky4uoaOIdGkl3wWj28OdnkRYFuniMlalTLbWzDOI1vMKUzoMEYmFDgabi9POwPbGAZ/xY0UKVZvGhM/UmTKWLZh9r8vkmTIv/9okX/4/rjPf7eOVbV7+tUlWZgaszAyoj3scOFGi3HAYO1qkWHMQQjB/oc/o4SKf/O1DfOV3Z5l5O8XxJB/67ARhX7F0aQbbkXzmvznG+99YxytZeEWLjfmIlZkArQ2nPzLEU58cyWstCHj848N88/PzrGxK00LkmWJv/zDBdQWHjlhYluDcuylXr6RU6y5ThyyiyLCypFicV7fxqcEYTaV8gLIZR2vFRvsKQXj7oifwSyMUysO4fo1+Z4F+695j2GjDygcdVi91qB0sMfXMMFPPjXD4pTGqk0Uq40Ve/M2TGG1460+ukQQZglzF1ndRM6JeypVvLvL+f5ilNOzz0f/yMRrTZQ69OMYL/+gE3/7fzxH3H3J0AbmKP7i4gF0tkvVCMh2QpUmeFsz92/2FgKkpizg2+aIZG+LYYFkCpQytltk6JwwNjgOVimR+XtHraa5ffzhbZ6RJQKl2kGJllLC/jgqT3OSgEqJw/47oPUm3WBI887zHxQspK0u3dPxuYWN7Ya9zbztmjCHcGJD2033dw8RJHp6VpHinjua7KczvJN1kfglhWzgToyDEZlLFLQNOa/qv/AD36HSuwn/mk3hHp0luLKKjCKtewz97HP/kEYQQ9L/zJsn13VNG90KsQ6BFoDoYNAKB2tyIMd8qZ68HNQze/QB7ZIja3/8UhWcfJ2u28zCyXSTudDknhHhmdvsxo5Cs2UI4NrJQQG3k9kjVzolbdXLNQlbKhOcu3FFc/d2vrXHjXI9yw2Xm7Q7f+5OlrUpd98K5bzVpzkUce7bGt/9ogcVLwb6vhbzoil+y+fb/O08yUAgpCHuK6qjLU58c4cb7Pd760ipOQfJL/9VRnv2FMb70L6/nz23g2pWMn/7ZfHfrmSsZQhqk3GbW+VnF1CFNsSRZW1V0O9sdyzemHEZrxSBcZ6h+HNv2ydTtUptB65Q47G7advcXML91tYb2XEB7PuDaKysceHyRl/7JKaafHaHY8Dj9qYPMvrHK8vk2kQ5YS2/cNQxv9WKbN/7gEmtXurilPJ34pd86SXHI4+wvTNOeC/jhH1/dUVf4YUDYFt7hMayCi6s13dd7W3vqPQhsG4YqkqEhyZEjNvPzGb2+oVrNt0uybUGWwdiYZG1d4TgCrXMT0tCQeGikm6Uh3Y3ruVC3aad3nAJBsIZ6WPV0C0XJybMO83fZnPLHBgPRxv7T6gCyVhe96UzL1luk87elbLZ7qE4fq1HdzGRbuyMjTLU6tP/0SxitKT51mtLLz1N84Yk8dtGxkb6H6g/of/UV+t94bUeJvP0/mt7a2eH2Z94X0oz+Kz/Anhih/LEXKX/8Q6hWh+C1t+6Z4QaQreX7vZksQ+0RAaGDwa7ORKPzwjPGbP99v9i+1qAzs49rd6ruKtVce6tDa3FnvwsVm7MvD3HwTJmnPzWCEILGAQ/LEduJZQbOv5/SbuX3b65rhMj9L1Fk6HZiul1Nr6cpliVhoHeomvnGlArPraBUhGMXqJYP4tg+vWCnhpKEHeJBe9Oj/YDRKwYGGzFXv7tMPMj41X/xEbyKw8iJKpWxAsvn2/lGovruYzDsJHkEhIGkn/HeF69THvN5+nNH8KsOz/7GMQYbERe+NH9f3/FekG5eqCpZaeMfHd/0Izw4sScJvPV2iuvC976XEEaG0VHJ0087XLuWsbysyTLD+LjF6dM2ly+nzMwo4jiXeh8WXK/M8MRjZGlIvz3PoLeSaz/VKeKoTdDfW1O9iT1JN8sMg0G++d29IJw8VXfLcH1TgtAGsVmkRofJjjFoFT1U9GD1ZO/o61ozr7OQJCTzy1sS202YOCY6dwnv+GFUMMgTIHaxlqeLK2z84RcITh6h+PRZ7AOjSMdF9frE1+YI371AOr98d8JVGtVsky6uotodhBF4xaG8jGIaku3myb61n0qjWl3SxVWyViePI74Nuh/Q/atv5RtcTo1TfOFJ4pm5rey6PbHXvjI7znuASXIzW2rz00sJXnH33VhvN4VudWXzYiHBK1mEt2zjYwyEvTvfu7QE/XbKNz8/z9y57ZjMqJ/teMQkkVyfuU3qMQaEJG4BRrCybBBS7/re46RHFHcQwqbXX9zcTse97bkE5UaejCFtlywZEPZ/hNoDBlrXewxaEV7FwXIspPNgGyqG7YTXfu8ihZrLmU9PUT9Y4qV/fJqolzLzvZUHykrbDTrNo2CKpw4ibEnlpVMEF+ZQ7fuT+m9CKcPGbTuNt9ua2dmMNN0O4lld1Vy8mJJlO8qcPDT8f+y9V6xkV5am9+19bMQJcyOuN5k3vWUyyUyaIlm+ukpd7TQtNXo0wkAYScBooGfpSc96EKA3CTKQNJqRIM2gptXVjanqru4iu1iWrugymUyf1/sb3hx/jh523Mh7M69LZlYJA80iCBJxI47ZZ5+1115r/f8vNZM4DjCsPJquipNRFOB2K+hG9tDH2dfpem7K3INIoTO2TAikqfWihxQhJUkUk5keRssYtK4vIDRJZnoYNIG3WCVzdAh7skzrxgJhrUMaREjboHD1OM2PZ4k7iqRGmrpCfHWDJ+5vDRdW2Pwf/689/550PSr/+58d6lhJq4P70Q3cjx6XFD/wt+3OjvPoZo7Js9+gOHiMyuoN5m/9+IBzt6l974fUvvfDfb8XbVTY/J/2vt//LyxwE6Sm8r4bCy4jx7KMHM8yv80RxpHqzckPmZgLLmkCoZ8QBQlpmlKesFi5qzF0NMP4qSz1tUei8V2mhduMqCx6FAZN2tWA0E+wshrRtnmrOXn0rKM6M6Qk8VQ6JgnVXNNzBZXqCAOkaeGtr+yUeyDF9Sq43v7dKgJJJjeCppnEkUfTn9v1ewNHHAxbo7Hc3dGR8NjxJIycG8AZtAHoVj38XRaew1q36vOz//4GueEMx14dYeRMkdf+03N4zZDla5VDp3r2s9QPaX3wOIPcs7QkAW+XuvOjnz1LC3w1jwO3jtdR88AwHUWGrpl0O/sVtR/avk5XCAWASpLtk9fCOTMOQhA1u2g5m+69NczhQr8BWWZNClePk3ghcY8F3xwrkotikjCm/t5d9AEHPWeDAJkxyV88grQNpG3S+PV9otouq6IA3dYf8i5EKWbeJOqGJHGC1CVG1iB0I5zhLF7NIwpU7m/4/CC1mQZ+w8fI6gghCLohUpfotkYapYRuhOEoLlO/EaBndKQmCDqHyy3vZlHQZvbzv+LImW98sQM8IxNSsUtFfvJMt5LbrbLksT7ncuW7Ixy7XMCwJJ36TgfhtiKW77T50h+Pc+LFIvM3Wtz+VZXGus/ynQ6Xf2eYybM5dEPSbR4uXGluBnz4wzUufXOI7/zjaUIvIY5Tbv6iyoOPVD+lURjAGplAs2xIEtyVBYSmoWUcgnqFzOSxHglQgpASb+0Joew9S9OYzeVrClYch7sCIwDOfHOCE18eY+1mnc0HTVqrLp2qT9iNSOIU3dLIlkwGT+R5/o+PY2R00iRl6dMqtd04Gp7AWqsuv/pfbpIfsRk8UWDicplX/9EZ3vxvPqW5cvjWJyFFH1IuhNpxPAtyG3Xc3v8LgZAH77QPPui269s6xxMeVwr1TIXUFXl5oHh0BwaO02odfr7s73QlWLbYUWyQtoFzbpI0CAlrHaRt0r2jwAf2RInWtTnSICJuewSbLaJqG92xIU7x15sULk/T+myeqN7BHB1Q/LxRgjVewl+rYw4XMAfzRPXOYw/PdAwmX5nAb/kkcaIYqHRJGqfUHtQZOjdIEidU7lQZPFsmaAe0ltv4zYDJV8dxqx6aKSkeKWAP2KxdWyc7nCU37rBxYxMjZzB4pkx3w0XIDqXjAzgjWVY+WqOzvvdkLA6dRDezGEYWOzdEp7FCde3mvj2amm4zevRlKivX+1DR8RNvUF+/jdveJJMfpTx6DtMuEPptauu36TQO/2AtR6M0YeO2IprrPqPHHcZPO9RWfRZuNJUSwIRN6CXU133SJGVgzCZb0Ok2QpobAWZWIz9oUlv2+uCH0eM2hq1x7a0Nmus+tqNRGrfYXPDoNkI++MtVpi8pmeuNOZcPfrBGHD58kN1mxFv/2zxTF/JouqBdDZRcTi3kV/9qhelLeey8Tn3F44MfrLEF9InClLf+6Tzrc4+PaRQkfPaTTapLHiPHs2i6oFUJ2Jh7+MyC6gZpHPcj29jtgBDo2RxJ4NNdeEDiu5iDo+jZnNLsi74Yas8wMuRL04pqsrncj4q2m6ZLJi6VOfrSMF47pLPu0a37vfbLFM3UyBRNipMOdkElJisPWtz4wRyttafvb16+VuX9/+Mub/yT8xTGspz48hhX59v87L+78VhhzS6aHH9tBGfQxshoGBkdI6OTLVsMn1Y0q1IXnPnWJIXxLJEfE7kxoRcRuDHV2Rbz7288ttgPnSww9eIgRlbHzOgYWR3D1ihN58gUVdomN2zz6n98ltZal8iLCd2YwI0IOhFLn1TYvP94S+nUlSGGTxcws3rvWjV0S2PsQgmtx8U9fLrAl//zC3QqPqEXE3YjQi8m6ITc/8UqnY1dQmYh0I0Mmm6h6WrnYZgO9frsvm2Bj9q+TlcK1VBuWQ+dbhqpyDHqBhglh6DSJgki4o5POqgGNfEjoo5P1HRVqgDw1xsEG01iN0AaOmHL26nV1PHwV+poGatHUv74kikNiTOapXAkR7fiYeVMlt5foXi0gDOSRbM0mvdbJGGCM5zBGclSn20QdkK8mk97rUP5ZAmhSyI/JjfqoGd1glaAV/MYuzKK3/BpLbfITeQYvjCoeocdY98V3CmMM3LkChtLn+K21imPXUBIjfX5D3b/AaDpJoPjF2hWZvpOtzx6gW5TESePHrlKHAU0KzNouo0Qe+RGdz224LlvDpGm0Fj16VRDylM2o6cd4jhFagJnwGDsVI7h6Qyf/6yC14548bujeJ2ITi3k3gc1XvjOKJ1myNTFPJ/8aJ0kSpk66xD6Cat32oyeyCBEhtKYxei0TX5QOYeVex0Wbnbw3V3IsBNYvd/dFRhRW/Gorey+P0zilGtv7t3LGXgJs9eazF7bg4TG9/DXH1+0gl6aIWqr38W+p6gxn0BocKcJNP0hqfXWy/moNVZUWkG3Ney8gZ03GCS/+7XHKYsfbfL+P7/Lwq83nknuNQ4Sbr+5RG7Y5uX/6AxWTufiHxylOtfm0z+f2THXc8M2L/3D05SO5pC6QNMlUlcac1smNbWIjD9XIolT1Ycfqf/e//kqS59USB6hjpy4XOaNf3Ie3VJ5aq13zO0RqF0wOfPNCdJEFV7jMFHqMm7ML//nm7s63TPfmuDC7ylJJ6mL/rVuJ1wvjGUp/G5WXWuckITqv347pDLT2tXpSk1HajpR4JLEyndp0sDMDdPtVPD93ZCMj9v+TlcKdEPsWKESN8RbrJD4EVrOxl9rKE2kqyfQi1myD9ZwZ9YJ1huU3jiLkILYD0ncQPWKdn2ErpG/PI01UWbgS6dpy/mWQAAAIABJREFUfjRD7AakUUziBaSh4md91JIopbPeJTNo01nr0FxoMnR+kNiP8Go+ekbHq3skcUpjvgUSnOEsbsXDa3jEfky30mV4dIjcmMPcgxp2ahO6EXGQ0JhrMvnyOIZjULtfp7PexSqY+I3HlWkfNb9bo7JyA9+tk6YpA8OnqK/f7qm+PpnJ3vbFd+u0agtEoYtIUnRMYqI9m+G3LI5TkhgGj2TYmO0SBQnNdZ/NOZe5a02iIMGwNbIFnbHTOeauNYmjFCMjaazHhF7CxOkcE2dzdBshYZDgDBi0NgO6zZg0SSkMGeRLBmmsnovUBN1GRBxDYzPE935LEN895MH7f5Y6kPYQRALNsCFN9mzxSTyXhKeBdqckSYSdVYKHdraElBrt+uIOUpQ7by2zdrvO0avDjJwtUpxwyJZMjIyOkILQjelUPCozLWbfXWP5ehWvGe7JQbJlfiuksaTSD92q2hHu992Pv/cAM6tz+psTSF1y9tuTVOfaLPx6W/EvhciPCfbr6dU0tKwCCCS+twNYtFdLWhqnhG58sO7bFvIhSfrPOg5VmkzaGZLA31H4TcKEsBsRfQF1jdBT81uYJtKyScOApJcoDr029Y37CCn7MOBmYx7dyCLl4YMike6j6FYckJx/zuT6JwHdzhdYXbcgI79BWfID3rk9fsT+TnT73w+Ro5o48WVsZ5CF228SBh0Ghs8wOv0yC7ffpNtaQ2omR858gzRN+oU00y5w9uo/YOazH9JuqH7f517/xyzceYvG5gMGhk8zduwVkiSmvn6HcGOVUlhmPVmgne4OhtgyqQkKwybD01ku/c4wf/5f32H4WJaTLw2weq/N6v0OL3xnhChIKU/a3Hu/ztpMhz/6L08z81Gd27+s4JQMjlwsMPtpg24jovFoQeuwY/kUJnUTIRQJeRIHCKmj6SZR6EGaYmVLGLaD164QBd3e361+LlVIjfzgMaKgS7exgtRMRo+/QpokrD74VW+sdKS2dcwEIXX1Agm5b3pofxOquGJkSJLoKY7zb45Zk0cof/VbhI0anVs3cB/cO/hHhzRjeBQtm8VfWtjRNy40nfwLV+ncuUncerYy8Nkz5yhceQV/bYXaT9Q7aztDDAyf6hEZNWhUHlAqn8YwHeLYp7Jxs//7/YQy928ZC8H3UnJ58cWc7lPQGh7WvpA/P+g3X4DgStNNRG+1k5queGQO2KKmadrf8khp9OniIKW+cYd2Y5GB4dMMT76Abwzhzd4lTg/e9mq6YHAqg1MyuP0rhZRprvu0NgPKkxlW73VYvd9h9GSOZiWguekzPJ2hvuphZjSOXCxw570q5ckME2fyVJddmuv+7mP9m3K4msnwkRcJvBZeu4LfrVIYOoGUOmHQodtYoTB0HCs7QEM+oLU5i5Utkc2PIHWL6tI1pG5hWDkiX6UykjigVZ3HKU70zmFQHD6FEJLAa9KuLVIaOwekRIFLc3Nm3xvUh8tYJ4+CLgkX1xSBUhRjO2UyjkKkdZqrtOuHo918ovGxLOzp40g7Q9zt4C8tkPg+1vikyj0WB0i6Hbyeo7JGxzAGh5Xy7cI8caeNMAyssQn0oorKvbkHRM0GwrKwxyfRcgXSJMaduUfi7rFwSA1rfIL85SskgUf3zi2CjTWEYWBPH8ebua8Yy0bGiDttYs8lc/R4/x6CzXWC9TVIEvTiANbEFMIwiBp1/KUFNCdH/tJl9HwBd6CEv7pMsLaKtGzMsXHSKNwBcpK2jTUxhZZ1iJpNvMU5hJBYE5NIy0ZaFnG3i7c4RxqGGMMjWKPjqne/som/tqJASPfuIC0bY2i4f+w0iQm8JmmaEPUW0mZjjiSJkfLwjAr7frPbTfnkw6ejAPz/izmFCbL5UQAK5WkCv0no741tV1I5AdnCGG5nk+LQKXRD5f80I4NpOYR+l/rGPXLFSYrOGLGY4xCMw4R+wv0P60j5MDXkd2Nu/HRT7QwSmP2kydynzb4jHTvlUF1y+xuTNIZrP95Qx/gifdSahjml1Dq0gQIiYyEMA9KUNAxJXZ+41SGutwhXN4irO/NhUtPJl6dZvvszQr9FJj9CeeIikd9V27tOtR9x+B21sGi6iWHlKI2fp752izjy0XQLM1vcVb0hWxijPHGR0O+QpjFep0Jh8Di1tdv43Sr7OVxhGhR+/2s4L18CXcO/O0f9z/6GYHYZEESRT+o2+i/ns7bchefRSyXCWrVHUCQRUiP33GXSKCLYXEfoqktHHyiRf+ElgvVVtPIgWr5A65MPMUqDOOcvEtZrD/maAWtsksypM0T1miLrl/v3BQspEZrW56YGgbQsFSkuLiCkJHvqLP7KEsHmOqWvfoPWpx+hZbIYw6MkrkvieeRfuKq4KlpNhG6gmPEEwjARhtlLM/SuRYA0TfIvvoy3vKhaAHvnMYaGiZtNMidPgYBgfZXCS68St1qEjRrW1FHSOMKbn0WaltJ0yzoYg8PEbpeosftOMvCamJkiUkg8t4fk3FKQOIjxb5sd2j1bJ4+Q+/qryNweTcBJQhqExB2XuFInWFjBf7B4aEIYgexrb/U/0wTZkommS9qbHkIInEGLbs1HaoIoSNANSRQlaLokUzRxGwGaIdEtSejG+O2I3JCl5Ky7EbqhEQUxmiEJvfiZRWpR0GF46gUMM0cUuqzM/Io48hkcf47y2EXypSOQJljZMpWlazQqD6isfM7Q5GVKo+fw3Rp+L/9rGFlGjrxENj+iCD3CLssLH+An6wTs3YioaSbF4jS+38DzFbBC05Q8ja5n8Lw6SRJjGBk0zSRJQoKedPSDj+oUhy3SFNrVAL+rJtETO1xdwz53guwrz2MeHUcr5JAZG2Ho6oVMUTSdUUTiBSSeT9JoK+6Lm/fxbj0gaahrCvwW3aYCfDjFCdzWOq3KLEkcE4WuotlLE0KvjWE52Lkh3PYGjjcFCNIkIu6lIna9VDNLp7FCqzKrFsEoII593Obqgbl4fbiMff4kwlEqvva5ExiTowRzy/jdKl6n8nSItAPMOXeRzb/9IWHlYe5V6AakCcHGGu1rH/c+FNjHR0mCgObHv0bPFxj89nfpfP6ZUhkxDLRMlvaNa0SNHl1hpDT1km6X9p1bxJ19WtSSGG9hDmNoBGkYdG+rLbaWy+35kzSKaF37GM3JUXzlNWQmC0JiT0yx/pd/Rtzt9POGUb2Gv7RAPFCifeNaP1eceB7u3Az556/0j6tlspjDI3iL83Tv3yV7+izO2fME66sITaM7cw9/cZ78iy9hDA3jzc8qsvZSGS2TQcs4aLn8nk7XsByyuWGVs498Oo2lXb93kB3a6WoDBeznTqOXi4//MU0fEnrHiRJUDALiRhvv5n26731KsLi2p1w5gGXkKGTGCKIOTVdpcpGq1pojVwaZ/3CT8QsDCCkJuiFmVmf18zpDJwtUZ9uMnlfXNfv+Bme/MU7oqQR9a92jOJEhN2Tz4Ffr5EdthCbobPps3Gvun56QUjkLIdTD3scBddvrrM69D0QIERJ4ynE0Nu/TaSyr3GRvjMKwy+kLsLZ8jYw+j+lo1AIXGUhefDlkcy0kP/ARk0ez/PzHXaqbLmYoKYgyfurhs3t7ihAadmYQw3AwDAddzyClrtQihMS2SwipKTo6qRMErb7T7dYjuvWngPEIgT46SP53Xid79QJaIa8UOXaR6BaaBNNAZjMApOPDWKenyV69SPOvf0brzXdI01Q5zJ61aws4pUkKQydwWxt0m6t4nSojx15CagaN9Xt9x4tQJPPZ4jj5oWNKJaNTJU0TSmPnMOw8Tm2Sdm0RZ2CS4tBJus1Vus014tA/lAqAMPSHqEtQC4qmCj6Z3Aik4HY2dyLb5LYCxBYZrNgOVU77Y7ljYj467YRAGDqx93hAk0YxcXvnDktoGmkUQpKQBEGfujOsVaj/4qdYE1OUv/5tmh++hztzH391mfov3saaOkr5d75L/RdvE6wfDuLav45EkdCoZn9N7XJ6Fruuep9sxRHc78WVkjjo1Q52vf8D+mp7EXkaKS7dNAhUhAwkQUDidkmTpNeBpQp/xZe+RP39d5C6gXPu4sNIerfDayZh0CGJQ3TD7ks8Pak9G7ke0WP0FOKho8pYyEIOY2oU57UX6LzzCa2fvLeDw3bLpNCw9JxCBG2jy0uTlPamooHUdImdN9icaZMpGJhZvc87Wl/s4LdCaosd/FaE1CXLn20yeCxPYSxDcSJL2I3p1gOyJYujV8rcfHPpQPSNeWKK3OsvIkyTxr/+iVKo2MPSNCX0WuQHI068WKC6nOXBJy2i0N11izk2kSWOIgZKLQI/xTRjTp6z8NyEE2clS3NNGtUOvucqhJUYICNzGKK2qzQLKJHIZmOeKPJI0xjbHsC08iRRhJBKRTdJQqQQ+EG7L6f+LEwfKVP6+79H5oVzPUciet0qLknXIw0ildfoOQxpmirlYCqmMXSN1A8JVytqx0TI0p2f9o8fRz4rd3+uFpBUoEmD0G2ydPtt5SSTmPWZ9/sLW5rGhEGH+et/3Xs+CZCydOsn6JqlClxJyMrdnyGk3mP/F6ze/yVJEvclWESP/P1RRxytVQiX1nqE+IJgfkXN7SQhiSNKw2ewMkU6zRUCr4k1mEW3e44nTYn8CD27BevViIOY2AuJ3Ah7MNsnFU+TFHe1tVMaPU3x5mfJP/c83sKc0iRr1LYJoO6EeocbG2SPn8I+egxjcAh/bZUkDJGWjV4oEjUbBJvraDnVsqZlVcQXVitEzTp6ofDkTtf3lJzOkaMITccoD+LNzz5+fT1LPI+wViV34RLhpiKjCiqbSnbL62Ja49gTUwSb68TtVj/fKjMZzMFhEs8j7naIWi3M0XHSOMKemsabfdAfh8dOKxVZuzRMtEIBzXlIz2iUh9CLA+i5PEZ5iKjZII58JcMutvxTQqs+v6cO3l72hZ1uVG0QzC33w31h6AjDQGZttHIRrZBXEY0QaIUche+8gT4ySP37Pyac29kvqUmz5wBS/KhNslUsEqAZ6hhxmLB6q0FpyqG+3KU632HoRJ7QjfBbIS0p8NuRIjOZaeG3I5qrLn47xO+EJHGK21D0cvWVLp3qAblqIbDPHMN54wokKe2fvEe0B7F9t7VG4LdIkh7uO0yor+1//JXFiFxBsr4c0W2nmLbg9nUfIaHTSsgVJc1GQuCrmdJNW2wkiwS7cJFuWRIHtNsPx/awfYNPbYZO7uuvkL1y4eG1dF28mw/wbj0gXNkgaXZIo1Dx9zoZtFIRY2QQfWwIfWwIY3SIYH55J3PbI44uTRNEIina46TERIni8ojTCMt0CBKXTvAwF6tJA9ssIIRECA0pJEkSYxpK0DJOAoKwQ5LGmLqSqEmSSHHlAoaeJU1j4iSk61UezksgcT0a33+TcGEVNA3vs7v4M2q7GfhNauu3AKFa06Sg/NwYSRCTGc2RhDFJlGBkDbzNLmEnIHc0S3uhDsJj8Pkx9IyJX3dJgrgnErBzPjU+eJfc8y+SO3+JpNGiffsGshMSraySNjsIZP+fuFLFu3kb5+Q50sCnc+1TUj9AK5XIHD+JMAwS3+93HGiOQ+bEaYSuETUbuHOzB06BsLKhIuitZxXHNH79LtmTZ4g7Lbr3bhM16+o8M/fVGAahSh10u8Rul+aH7+OcOYc5PEKwsU5Yr5EmCf7KEnqhSOb4SVJS4nYbLZ8nM32MsFrBHFHpE/fBXTqfXyd79gLZk2cIKxU6tz9XRcL5WeJuhzRJlFMH4naLzs3rZI4eI419vAc3EWEXoQnyZ06gOVlEGpE7fZL2nVuYekBl5cOnZmXbt2Vs+9Ywe/UipX/4R/30Qvfjz6n/q78hqtRVvtswEJaBlnPQRwcxj02SfeE8xthQn8QkjWLc63eo//nfEs4/LGzomo1jltGkSSeo4IcK42xmdQaP5zAzGsuf1wm7j6woT9iuZGQ0Rs8U6dYDqgcQOMtcltKffpfcV18icX3W/9t/in9/ft/fAAxOWlz4cpn7HzVYvntIlMoTtqj9JkwWcuiDAwQz+9BVahrC1EkfUTjWx4cZ/S/+E/ShEqAcUuvNd2j93buPFcgeO6+TwZgYxTw2QVxt0P3o831bUkwtw1juHG7UQAr1kuvSRJcWTX+dmrvI1gDaZpFCdkL1PWsWkOL6NaLYx7FHMHSbIGzTdjco5Y8BKWGknlkY+2StMkHURiDZaNzZhcZxj2u0i6Rp3BO2TAiDFrkjAwgp0GwF59UsnagTELT8Hnm/RXe5ibQ0clNFwnZA5IaYRZv2XI14D20ygSBDDhMTmywxMQkxEREaGjExHh2y5ElJEag8c5MqMc+G8vDfdNMsydCpASAlP+bgNQLcuo+VVzuT0I2QUlCYzLHw/hpeI8DOCOweaCyKUtrtnXP2C7eM7WtxQuIHfYHErRcx3qgRzCzifnIL77O75L5ylcyVi0jTQOga9sWT5Buv0fiLN/vy56QpUaJyadu3cXGU0N7w8DvR4w4Xntg5JVFKZa59KOJmrTyAvm3BeBITUtENHtq+QIvavue3TLS8QxIESCdLtLqJzNjowyXVMVBrgq6h5R2EbZE0WmiFHOb0BOHyOsLUSTqe2rUU80QbVdIkwTo5jV4uEswvEy49DPvtc8eR+YdbM++zu7Tffu9AhwuQdFz8u7P49+Z6hbb9ByBMAja7syRphBCSJImQ0lBtPInH9gEMoi7NruomkEIjSSPiOFD0mkGrt76lhJFLGKsUUJrGffRf210jSUI0zSLZh0LxkdHHsBxMKw+khEGX0G/Rnt+/t9pd6wUBbki17j3++Z5nk2RwyJBFQycmIiHBwcCli0TxNOcZ6GmppQT4SPR/63R7pukSe8DEbwZkyxZWrpe+HFVpnvWbVTJlm2zZ6ruD6WMar3zJpFFPkRL+4v85fJfKU+d0haZydGkUKyKarTqB5+PduEe4skHc7JD7ylWEbSFNk+xLzxEurtJ++33SMCJOQ3TNppSdYqN5lwBVLd0qhD0ri8MEt364Fjh9uIQxPnzwFx+xKFK5o98gHuRAM49NYowPY0yMKsrLrE3qBegjgzhvXKHxr3+CXh7Aef1F/Pvz+D3ZIulkyFw6Q1RtEIkauTeuEDfbWKem6X74GfpIWTnq1Z15eXNyTKWSgDSMcD+7R1R9wmb1NFVtSwd+LaYb7hSC3Mt3JEmIF+zu+LdSCFu21/fUl5+E6yDF79awMipy2kuC/VlZQkyDCk2qCETPsQokgpi4p1qd4OP2Xs2UhITk3zrcvoVuxPJHmyRxQm22x4jXK+4J6BFjtVj7vIrXY3jrtFM2NxLmZiMuXjKeCKT19IU0KSk+P4XUJa1bqwTVbe0laUpcqdP8wdtoA3myVy8qgUQng/OlF/DvzBHMLUGaEkQdvLC9d6AnpWo9sk1VfNG0vgIoSUwaRkpBouvBIci89zNhmZhTYzuit8OaZWt0GxEHtDY+PJdhIDIW0jIRpg5SUymGJIUkJvFVT2vi7t369KhJ2yLaqCm5nbUKenmAqFJHZCz0kUGErirvUbVO98MbkCRoeQfz2BSpH+Jeu411ehptqIQwDdIwRGiSuNYgaXcVCGD7+fLZftU38QKSdue3Aox5zDQNmbF2tqiJnXNE7c4CxfvxG1oZkzikVZ1T/KtfkDQH6M15C+lkEKbxEOHZ22UmHZfU84k4OAo/VFQrlBK2zNi9ubjL+fwnp13d895s62Exdcf7nJBGEWkQkrj+U51T2CYym0FYppr3AtVhFUYkrqeKvHGs1JZhT0hyHCho8ZYtLcYMjUguPGfy+fXgiS7vqZyuEGCWHTTbIGzsHV7HjRbNv/451qmjaKUiQgjM41NYZ44RLK0iYtCETpJGpOnOySGdDProEMbECNbJIxiTo+iDA/2JmEYxqef3muw3VeR2d5ZgbnlbNbdnmqYe3iMOQZiGmmy5bD8nnXn+zMOctq5hP3carZez3PM+KzXC7gaLt9uEB+DJ9aESxuQIxtQY5tEJ9NFB9HIRkbERUioV365HtFElmF/BuzND8GBRbdkP8YTTOO79m6AVHKxCjrjZJq41VT90miqliV5Td5qmSqzTDzCOjpO0u4SLqwRzyyStjlLdGPQwpwfRh8s7BDEV1aa6JqHLh9Lvu5mU6PmCwrNrEmlafUSR0HVFragbJL5H0j0chaEwdDWOxyYxpycwj06glQrIrN3bhSWknkdUaxKtVwgX1wiX1vBnF4krB4+ndeoo2uAA+7UspZ6PP7NI0uxgO0M4xQlsZ5Da+m3atYNrATtMCvTBAcyTR7HPHsc8cQR9qIS0LcWU1vWI1ir4d2fxbs8QzC6RtA43VsaRMSVZJSVxvYl/ZxbSFFnIYZ89TuaFc2r8ygPIjKn4UDpddb578/i3Z/DuzvXTik9sUmCMDWOeOIJ5bALzyAT6YFG9z5bZd/Bxs020USVcWCXozcNovfL4O72HCdvCOjGFdf4E1slpjNFBZMFR/N9dj7jeUliCO7N4t2aIVp+MaF7TFN/4/bshzeaTLQhPF+kKgZY18Tfbip92W5RbGM8iNUF9UX0WzCwSPFgkc1UV4oQmsS+dpvPep6StLmHs0/WrqiINoGtYJ4+Sfek5rDPHMCdHeivVzokvNA0sE62Yx5yeIPvycwQzi7Teepfuh5+Reup4MmujjwwT1xoPVSU0iXXmOJnLZ9FLRbRyEb08gFbKq+P2TJoGA//etw8cjs47H5N978dk7YTq8u5pEZHNkH3hHJkrF7BOT6MX87vmjYWuqTzs4ADW2eM4r7+Ad/0urbfewb+/sG8kGa5tQhQTxDFxo03S6SJMA62Qw++9MHGqFJC3LG606f76M5J2F+lkCFc2kIUc2kBBnWsDotUN9HIRzcnskBeMGy0VmWtql6AP9yLkXdQ1pGGSPXueYH0NISX6QJk0DNSzTVEReLMBQuDeu3OgQ9RKBZw3rpC9ehHzyLiKcB8dS00Dy0Ar5rGOTcLLKXHHpfp//iXd6vUDz5H/ndfJvvr8vsiscHWT6j/7Pl7zPkmsQBat6hzRPqjE3W9I1T1yX30Z+/xJtEfASELXkJaJXipgnZnG+dJluh9+TvtnHxAurx94L84rz5P/3a8gDR335n02/4d/gZbLkvvGqzivv4jMZXcU0IXWO195APvcCaIvXab19ge0/+4dku6Tpf5k1iZz5QLOq5exzp1Amrto6WgammmondfkKFw+R+IFNH7wE1o//hXpHvzEOw4xNEDuy1dxXntBLTCP/r2QUzWMo+M4L1/CvXGX9k/ex71x91ApLoB8QXLugsHgoKRWTVhccH9L6YU0Jax3cY4N0ZnZ2cOaH83gNoId3+1+9DmZKxf6TsY6cQSZtYmbHXTNxLEGiRK/X9Qwj46T//oramv1qPV0vtDkDgcppMQ8cYSBvANC0HnnY4gThGlhTk/hR3Hf6QpNI3PpNMXf/coXKpg9Ph4QBSmTzzt4nRh2QY8JKci+ellF0o++xOlWb2aC0LX+34UQaDmH7CuX0EoFKv/8L1SkKTXM8iCx56I7eTQnR+L7qsCU+qTVLrqdI260EWZK3FAAAeIUzcxCO8Iam0JIibRt4m4HKSyELzDLI4h6SNSto2WyZKZPEtarxMsNosbOnGq4sNZDN+kIKclcPof70efKCew6TinSMJCW3ZN4ipGZLInnIjSDqFbFHJ/goFYOfXSI4h98jezLl5CZ3SkUdzUh1MJTa/5G0iC+11Dgjjh4IsFCgMwL5xj4429jTI7uoDhMt7TGhey3Ygop0YfL5L7xCvrYIPXv/WhHgXNfEwLNyWJfOEnm4mmyrz6PtK2H54sUcAFde+iEhUAfLlP43S+ThiGtv/1l38nntDKGMImJaUaPR41aqUDuG6+S++pLChZ+2PdNCNIwJK43D6VJqI8NUfjuV3FefR6x7X7UPcWQJH3AE6hdbubyObWTyNp0P/jsMTHW3cztpqyvxoyMStbW4t9eeiFNIfVCzFKWoLJt0gvIliy85s5VKXiwoF7OnjORuSzGcJl4rYal57GMPHR7Vx/FBPMrhKubGJOjCk8+v4x/a4ZgaU1tk8NQNf0Pl7AvnyXz3Gmko1ZqbahM7o0rqtI+vyUBn+58OdOUaKOGd+vBjusUho4+OoTWy+mmcUK4sKLyqvtYuLxGUPGprWro5u5RUdJx8W89wD57DAyduNUhuL+AP7NIuLRG0lIKudIyMSbHcF67jHlsEqFpCE3DOj1N7vUXafzlW6RRjLRVPtUYGETP5VWaoKHk6KWVIdhcAykV7Z6QaHYGaVgYpUE0O0MSBurYQpIODKrtVxggLRt39h5meYi420YIHaFpmOVh4nZrxz15d2ZUhNyb5NbxKQp/+A3q3/tr4nprR/SVBD6dz6+rF0BTunppoPp3056CZBoExG73sT7d7aYNDlD8o2+QfeV5lULokUYkHRf//gL+vVniam+OGAZ6uYhxdALr5BG0Qg7v5v19wS7brfV37+Lfm0PmHKSTUf9mM6prYxdnb2dLlEbOEYVdmtW5XUnMdzNjeoKBv/ctjCnF4ZHGCeHSKp33rxM8WCDxfBASvVTAvngK5+VLCCeDtEwyl86QBiHVf/Z9ko4KWnpYJfaiBdCGBij+wdfRh8oI0ySqNem88zHBvXniZlvByPM57EtncF66iCzmlXBALkvuK1cJ7s/j35sHBHEaEqfhroAbmXfIf+s18t/6EqI3XmmSkLq+2uLfnSPaqJK4nuJBKOYxxocxT01jjJRV//aDxYN3PQMF8t9+A+e1F/qBWlRr4H56G+/z+8TVOmmSILMZzONTOC89hzE5CprEmByl8PtfI+508a7fPfBcnpdy/VrIzIOI1m81vQAkUYK31twRbQI4w1uR7jZ9rI5LtFbBnBoDVASnT4zAjfvEiUqWi20wvGBumfYvPkQvF+m8f41odZM0iBR2f1uE4t+fp/vxTZyXn6P4734LbVD1RJqnjmL1r4jMAAAgAElEQVSdnCZcWFV5x0fFEMOIzi8+pPvepzs+10pFSn//u2Qun1PfCwJq3/sRwcz+bFFpHFMsSTYWPDZ2UThQX0rpvPMxxuQI3u0ZvJsPSDpdxSEcxzsetndnlu5HNxj4k+/gvPoCohfVO6+9QPPHv4Kup9BDlk2axETdDtKy0Isl4k6LJAyIeg5SlNTq7i7NkTv7HO07N7DHplR0aRg93L46d+K7SNMi6rTRnDyJ7yMtG4Qkcbvo+QJR82FVPq43af/iQ4p/8HVFsmLoOC9fQh8q0fzRz/HvzZO0u/372xXL/6gU2j7RhnQy5L/1JbIvPYc0dMXY0fXofvw5rb97l2hlgySIenOkh7ftjZ3M2pjHJomrDeLG4bb+/t05/PsLKvLckhAWkrH/6j/DPDL+yLcFUhokSYRhFdA0c9djPmpaMc/AH31TRbhA7Hq0f/Zr2m+9S1Rr7CgOB1LgXr+D+8ktBv7+dzHGh9Wu7fmz5L72Cs2/+imZrOD4GYOpYwY/+5sunvu4Y5DZjFo00hT/zgy1f/lXhEtrKte/DZLs3bqP99ldBv79b2NMjan3dnSIzNWL+A8WFWosjRi3TuHGTTrxto4NQyf7yiXy33wVmbHVswojvM/v0frbXxLMLpEGoYJLp71nJYUKBCwT88gYCEF4QM5VmAbZly+Re/1FpGUqUMXdOWrf+xHhwoqqG2zB+AV4tx7QfedjCn/4TXKvv4AwDOV4v/MG0XrtwBzvkWmNsTGN1dWYq68Y/Pxt/9Cbpqd2upptIDRJ9EjDvJVTTeA7LI6JNmp9pwugl4p9RyuFxDLyeGGLlITU82n9zS8OvogkIXU92j//EGNqjPw3vwSGjjQNjMkRFZkYuipCbRsZgcCMTGSsEaUBYaruQfQKFn1LVaHkMDksKSxOXVUih4s3dy9uxPUWlf/1ECKZUdzr/vgp5vSkynGhdgjm1CjejXt07uwUz9TzBWTGIVjfyarVufeQ67P+/s8BaNerB15Cd6Ynxreptq1hdePxKCCKab/9PuaRcTKXzqhqtKFjnzmGOT2Bf2eW7oc3CGYWCdc2HwNXPJEJgXV6GufVy/3IOnU9mm+9Q+tHP+9HeTtNFU/TUMnOu4foH9758xTimPTRiHFXLo4Ut1PBzBRJ0wTvMC1jUpD9kspzCk0jDUO671+j+cOfkjR3WRiSlNTzca/fRjoZSv/B76MVHIRlKsj9e58StxsYpqDVSIj3UJrY2uL7s0vU/sUPd+T4t9976gW4n95CHy1T/KNvojlZpGlgTo2hlQrElToJMa24+lgh3Bguk//Wa0inl5tOEtyPblD9v3/QJzZ6dPxIVCog9QO8G4fj5dVHh5Rjz6pIOtqsUfuXP1QR8i6nIIyINmrU/+xvMKdGsU4eRUiJff4U9tnjtDeqe28RgMFBycVLOkePaWxuJE+UpXoGfboSf7ONfKSA0VpzsYs7V/k0SdUWaZtJJ9PHtqekGNJSW90vIkuaprif3sJ54wpa73q0Yh5hmaoNtFpT29qta0fDljk0oeEnbt/pPo1phiDj6M8UVRbXm3g3H/SdLlKiD+7eSRG123DIqv8Xsj22XXG9Sf37PybxA7IvnOuT2Wxtfe1zJwiW1vA+v4ffq7jH9daux9rPZMbCPn8SfXBAXU4vomm/+c4eDve3b7phK8WP4JHnsNXMKTWVOumNpVYqYp89juaoMYs263Tf/XR3h7vd4gT/3hz+/XmyL55XabVe6iH96EPajZRcYUumZvfnlvgBnXc/PTgX3BvnaLOG1nOgMu+g95yuRJKROVrRtlSKlFhnj2OOj/Q/itarNH/4sz0c7hc0TcM+c2xH0az73qcECwfzRSStDp13P1W8yKhCZebF83R/fX3f+XTjesi9OxHdbvrEZYFDdpPucwBLJwkiEn9bkjtFQelqj1Qa0/SxVhNh6KSkJGmEGzZpems7MO5PauFqZccKJW1TbSttC5lzdkS6KTFR6mNJ5/CJ/QMsjlK8ToTtPDsymcQPiTcfFq+EYO/CUZrsu0L/xiyFcHGNxvffpPHDnxKubOxg2BKGjnVsksLvfoXSf/iHlP7BH+B89WVkcW8KwN1MFnLY508+hJaHEZ13PlEdFD0bOTvQh3DaBRNn0EZqgkzJ4uiro9hFE82UTF0dpjil8vZGRidbspSmliGxiyaZgcOlBnaawDBzlEbO4hTG0Y1M78IlRnmIzIlTZI+dQNqZ/i/MqTGM3jY6TRLCtU21bT+ERZUG4fJ6f6xlxsKcniBJBJoO9UpMvA87XrRWIZhZVCmFAyzerKs0Uc+kZfZztOrOBYZ4OGZC18hcPruDja376+sHpgqe1IShk3nhfP88iefjXr9zuH79NFUdPdveGevE1GNFuEfNMAQDJcmrr5u88ZUnmyfPJNLVHRN/fdvKJaA0nWPxw4MLFSqLIzB1B1PLHoqkez9LXHcn7rnXdJ1GIdbxafw0Jdqo9M6dEqGqtPIZEa6BIukZPpphY8Gjsf4MSOCT+JEdggDj2Tn1Z2a9Xt/Wm+/g33yA8/qLZF+5tANkIqTEGB1Uxc9zJ3BeuUTzb3+Jd+32oU6h5R0Fz+5Z0lT0odutOJWjW/OJvJjsoMXUlWFm31nFsDXGnytTnWmSxgnjl8qKZ7kVMnaxTH40w8pnVYQQjF0ss/jR+qERjNsGgTBoEQUFNMNG+Fp/bISUGMUykCI2epGlEOjDJfSSaqVMo1jVIPahQd1hUdSv7AvbAk1DLw+AbTM6AVZGcOeGvzs0Ik0J1ytEGyrNVB49v+1a1XU3Kg/6LHmJ22OL69lW/l7dtfpnexeQMI0dOe+k6+HduHeoLoQnMWGbmNMPzxOtVYhrh99Fxa0OSauLNqBY1mTeQRtQEfxelnEE5y8aTE5pNBoJmnb4WOepPU3c8cm/cQq90MRbeXiRYTdGe7SCL8TjbRxhqIioY0/h6Q/izNR1hKH1ESxCyN4Kpyj4ZMbeUYzbsqTrES6tsLOapuCSraSCGz/5VvdRExKmzuVYvtcl8hNa1UNOLinUBNa1/iIhRK9o0ytBSyfzyI/2HydpqNai2Nt7tRe6xHAMom5IEiY95WOTOIz3/d1Blno+/v15gqU1Wm+9g33pDNkrFzHGh1R3Sa8dThvIYxccjKkx2j99n9abvyJp7QO57VWZt/d3BgurO3LtQgo0UyqV3aLJyLkSw2eKLH9aoVv1cOs+XjMg8mO8Zkhnw8XKG4ycHVBENIZEaILGcofG4hdL00Shh9dVjmw7Ik1omlIsWJzvd4DIrI0+NqSePShqSNdDGxo49PmEYfTTZkIIpG2i52zi2MVz2TPVlaLSQnEvjaEoLcEwFc1qGHT6zhfYVuzqmRT9TiRNGERp2CPUUWZMjPRzrKD6xxXfinjYDag4YdVxd/1MFdVIerwsvc+2X4c5MbLDr8StjgI6HZJyURvIkwQB/TsVAu2AHVitmrC0EHHzRohtiyfaXD690w1iOvPVnoJvz1LYuFunNv8ImbIUOx4CQNJWkWnLW6Pl7Z5XEqahgAsjg5iTo4oOsFxEOlmkYyNMs0ctqSvnpT3udLVSsYfm2f5Sp0h0StoYaZrSSZ4SJ59CuxZgZXUa6/7+UtkCZF4xe+kjgz2uhGG0Yl5VlW0LTP0hZaZ+8KOShsRwTCIvonR6EGciz/pHK4oiMEzQLA09axB1QuIgJjuc5fSfXGTh7Rkq19cx8ian/t552ktN5t9UbXSarSMNSdQJQQqkppiythy1NDWMrEGapIRdBa01sgZxmBB7PuHyOuHyOq233sE6eQTn9SvYZ46h9yDGQqoWqMJ3v4p0MjT+8u/2RldJqcAa26KpsMdhu2VW3sCwNUpH81TuN4iDmNpcm6AbEgUJkR9TnHCoPGjSXutSms6zfK3CymdVnCGbzqaHbmuEnWiHCvaTWMYZojB0ApKEdmOJ1hYiTQi0TFY5kZ7TEJaJVsj170naFqU//S6lP/3uFzo3ALpOqptkHR/D3JI03+VeIoVu20J51TfufOFTJmlEM9rYETRpAwW24+GjjSqJH2ANDCvUZRQRhz667bClI5VEIUkUovdaIdMkRuoG0lDF7cjrQJoQtB4Wgbe6lbYs89xpMs+d/sL3Ajzmpx41TYLrppTL8on35k/tdKUuyZ0YpnFtWzuVgMK4g9cM8Zrboj1N62+jtiyuN9lzKdYkxtgwmefPYF86q8AUmf1zLXtZ6gdQEDtyUqAI1HVh7n0NT3KOFB58fHDELAwD69xxsi9dxD5zvMeH8HTpAmlIxl87AgJaC00QkBvPk1yKidyI1fcXyU0VyE0WkLpk4e9m6Ky0aS002FJ0Dxo+tTsVtIyaFmbeYvjKOAJoLTVJgpiBU2Ulnd0J2Ly+xtClUYychTVgsfj2LJlhB2c8h9Akq+8tEnV7zz+K8W/P4t9fwDp9DOfqRezLZ5XzlRJpKSKkYGaJzruf7Ar3FEI8lstOXW9HOslrBFz//oxakHNZHnzQQNguaagj8g53P/UhtjCmxlh4EEMYEoewMhshllyS2CLZ9BRev9evnfi+clDtrmJlOwBym6YJoa9QmqZdxMqUCIImSRAQVneqSQhdtUY9SxNSIDSJaYmeb999bqe9jo5nYYbMYIkM4Ta+Z5mxdyyQqafUV/KTyiH69Q3c2ip2aRQ9kyP2PZIowKuvYQ2MYhUGCdo1glaNzOAEmm7iNTZUz/42p6t8wrOpyWzZoy2wj38BDFOQLwrOnjP47Fr4WyS8SVPad9fw1nc6G6mLxzglZcZGHynv+Cxar+xeEdc07PMnKHznDawzx3c42zSOSVodolqzT/qRhpGaQJpU/ZuPTOQ0DNEHS8SNJnH9YctQksYEqffUueTDmsja5N64Qu4br2JMjOwo4CV+oPpHm23VohYopdM0ijHGhrHPHNvzuM5YjsKxARbfniVsB5iOSUqKu9ll+IVxKjfWMbImdinD6CuTLPxk5sB1pnxhmIk3jhC2Q5yJPK2FBrnJApvX1ymfH6K91KJ8bpjmXJ3CsQE0S2fi9SPojoEzlqez3KR2+xFgQBTj37xPOLeMfWeWwu9/DfPoeA8SXCDz/Fm8Ww/2zKcJc+eUTcLo8fuQAvPYBFG1oaIgQ0dmMypnJyRpHCN1TfEKdD38+3PYF04R1eroQhIur2FMjeM12+hjQ8S1hiL6zrkITRIc4HQDr4VmZB66AaVbgxBCSdVs70GW2g7ocpqmKuf5RcRAt8bEDzFNqKzHDAzKvbsXtlRIn4HFaUhWH6O9bZ/96LNKI9U7Hbkd/OYGYVupMXiNDaiuksQhQtNJAg+/sYHUDbzaGkkY0FmZIYmCPnBnuwnT3OFz0yhS6ZanuLX0gHyBFJDNCixLsLjwW1KO2LI0SRGGhu6YBFtFyRQWP94k8nZejDk5sgPSm3g+0Xp118ExJ0cZ+JN/B/PohEIt9dBG7kef491+QLRZJ3U9kiCEMFLRQ5wg8w6ZS2fgEacrdF3pdu2yIkrErp/vZebYAHHbI/FCRK+glYQRei6DtA3CarsP1UyCELakVjSN3OsvUvi9r6GVCj1Jm5RweR3305v4d+dJmm0Sv7eIxHEv4hM4X76yr9PVswZ+3aM1rxYUZzJPe7lFd61N1A3ITRXIjudoPKhSOjf8WF5sNzMcg+rnG1RvbRK5Ic5ojvZSk+5am8KxIkkUE7ohdjnD4tuzCE0QuiG1OxWWmnN01/Z2TknXpfvhZ5CmlP/RHyuOgR4Rkl4u7ul0HwVNCF3b5dGp2oE+UFBFIdvq5fwEJDFCqi4BBAjLUDuoXIZkbgltoIB0smr3cW+O1PURUiOuNchcPkfnlx/vO2aghERb1dmdV6TpCMt6qFfWv6Hk4fxA5cObP/wpfo9MPjtxDICwWSMOe9zVcYxmWiRhgJEfwCwOspUQ7SzeJ2o0yQc13GxCcybes0/3WVqUBgSpy/9L3pvFWJZd6Xnf3me68xRzRg6Rc1ayRharis2Z3VKrNbDRrRYs2ZJhwbYAeQAM+EFvhl8M+MU2YAi2DNmABRvtltCiJVk9qMlustkki0XWkFWVWTlnRkbGPNy48z3z3n7YN27MkZGVWWTL/oFCZdzhDPues87ea/3r/x2xp5V4J2wLDXSW7pEG29dGUN/tJAMQ99vE/fauzw3R38OzjncH2ODGfbo/ev/gDtItK6knPHDixbUj7xGlYH0tpd1SNBv6qZ5dz55ecG2SboiV273s76zs4bgJQe7Nl3ctN6LZBdLu/sKJyLgUf+0ruGdOmES91sSLazR+5/eIZhdQfnh4z7w8eKB0GJmW0F3LeIEtHGzhHT/kSoFTK5I9O4mKYpyRImk/RAUROkyMNfebF0GDP7uKf3956G/lXTxD4WtvmICLeej03vmIznd+TFJvDMV59sG2nljx7cy3mPrSaa787Zdp3Nkg8RPSIEGnmiRIUIkiN5YnP15AJSmWY1G5WKN6ZYzsaJ7+eg+n4DL++gmkLWnPNqjfXOfcty4znnWof7JO4icIWxrvs0GhzSt5ZEZzSMei9bBBb6lL9fIoaZDQfvSEHHmq6F+7SfFXv4S8OGM6nUYrh0pqaq33NajIgRvv9i8uQGmCT+6bvGGaDopB2x1WOza4/ffth6gwRiyb5o9ko2FmwffnQGusStG81nsabd0du1LK6FLMnENFIWnP1Dt0nBjFtS0oTby6QXDjHgBeUsTKZLEisLRrugLjEBnboATa9wkWH2Bn8kgvQ3jzIWno05DQWRcopTmGlMAzQyLx0w6+2l7xqv5uOVKZzSBsi7S9O2gKx+g7qC1mhBBI1yKNBmO9vWTAdCrt3nfa67PzReX7BHdm9/GchecgC9mhjKrq9M2MeHCdAEjHRrgOzkgB79QI0eKGmTyFkTn2htlmpSIZn7R4cC/B7z/dQ+2Zg27S8ZG2JO4f3VjgnjmBd+Xc8G+dpvgf3TnQot2ulsm+cmVYGVVhRPPbf0Rw88ETBUrMUuMA1S7XHj7ltqFJdIwixZM5AtUj5egr1CpmjWVNmuKMFBGuhdqIEI5F3G5j14qE8xvoVBOtNlHBQLbQsfEunME5OTE0bQzvzdH6F388yGsfcU5S7luq7UXST7j1f36ElII02VHlVZpHf3APrTXtWcP11Rp0oqh/ssbm7Q3Dn041/nqPj//RzwxfdCBIf/N/v4awBCpW2+kiDXPfeUD18iidxTZLb89TvTyKV/ZY+vEcK+8ugAIVH2PZlaTEi+t4F2eG5yoz3sGzDKX2NVQ4U+PDYo1lZ3AzJWO9rhJsmUXYYsAg0Gb5KiS2m0NrhUpjLNvD76wNm3G2KOJbD7kt6pbq+fgf3n7y+RwKTdLtEm/Wdy1ddRiTtnfM5iw5tD0CCDdXyYxOoSITmBO/j5XJISybNI6M/5vloJKYNOwPr32lGPrr/Tyg0ZTtMWQqaQ0Eb9JmZ1eaxBnIU+69KmqfP41dytD8aAGdKKRnUTw/jr/cIm752AWPNIiRjoWwJf5SCxVu36dpo2VW3IO/rWr5wPvFnR4le3WG3gd3ycxMmlWqlOg4Je35hA+XcCZqpt3esbHHyli1InYxR9Luo3oBvfeN8l23pzl1ymJ0TLK2ovjo2vFpcM+eXkg1zWtH64XKcoHir34Zq7gtGxcvrxPcnT0wke+cmtyVhojmlogeLx9LEcqqFjlYQdyoFaldM8ZBnk0n5GQJX3bw1dGdMmmrT/fDWfNtz8GpFUh7IVbWJa53COYOJn7LfBZnanSYoNdxQnDrwRMDLmylRp7cRKCTPX4Ag6C11Y6t9hrqDYLvrr9TIzqzBZUoDnoOaaXpLrbxKhkKJ0v4Gz26Sx3QoA7x8zriyHf/dZhmaqqIl9cMJ3VwfTjTE8hcljSMyORrlEfOkaYhWmkcr4DWim7jsRFGcrIEvTqlkbMolaBUgkDSbz9Zmet5dLvZxSJ2qUKwsH2/KN/okeg4GTJwnFNT5hpWimBtkWBtd3uuWx0j9Xv464vo+DnwwJ8DJBJXZne5eMQr66ggGDIB7PERrHJxn/qcsARxo0/x4jh23iXuBNgFj/zMCAjInqjQ/HAeK+eSO1mlnj6i/3i7kBYvr5vW8kFK0Z4aQ+ZzpBt7VlpCEC9umBVQZFa9SaODDmKSjRZpu49dLZJ0+ljFnHkvToizHqofDASwzLUahZp33o7wPEH4lA+359cRcAhkIUfh62+YnvwB7UlFsZH+O8CO3Xxnd4dYWm8em1DtzkwfqKmqU4X0vD10Mo2fdof3fKzCrZd3FzIEu7pqht8OY6JlM3tM20cvO4Vj7668J6nJZx8DIpfB2aFX8ecFUTtk+SdHiwAdBztndiqK0Ue4ZKStLvHatmiSVS7gXZ6h/85HRH6boL9JmkQoldBtzhsPtKCDkzFUsyQO6DTnSSKfbGEM280ODCQ/+zV42u8TLi+SBjsCuDINJUmjhTM+YjrXToxjT47uEorfiaixTtR4vl1dzwqNJlYh9s6crh8SL66ZZg3MxCPzwjnC+3O7JlvdBxvEbZ/ixQmSbkjU7BMst1FxilPK4C+18BcaCMciWO3sM0xQ/YDo8RLZymXA6OV6504RL6zsYsGED5aGukppu4ddKxHXW6iuP4wBwV2TS4+XD7o3t8c8lzfxYG015cRJC/FkKeMhPtOgKytFSr/yS+S/+vowT6e1Jno4T+/dG+jDBGT2Hv0xE66ykCNz9cL+oCsEdq1C2utvC28MkBLTVXs8t5TaHeSFGGoJfFoY1cJPcV5CGNeMmZPPtP8/r3BOjBnH6AGStTpp94gCXLtLeOvhtlKdY1P48ueNH1+nS2vjgcn9HiB2HflN0iQk9AcPyiRASoejJCSfK7Q2FLE9dKRofplobgl7rIYQAme8Ru71z9Feqx9bVPvPA4QQZGWejMwTqJ5x/752yxS2B8i99Qq9n103AXGAYLUNUtCbq5P6ESraPmd/jwZPVN9/beg4pv/BJ2RevGhScUKQ//Jr+NduHqrvkbb7T5woHYVLV2xee92lsWmunUcPfx7GlGJH19Tg760OlS1h4MI33zReY4McnR4UxNp/8INdg74XacOIQG/FJHtyDJnNHCkAIjyHwtffGKoF7T5UQdJqm4T7MVpHdBybLp0dHTHe+VP4H9/51BQbHUWknd52rtWxzOz13RtHbtMaKVP+K1/bR9aW+SzepbOoIMLKZRCOQ9oZjI8UpO0uzvgoaatjLIAEJPUm9sQo8fwS7tlT6ChBdbq4504Tzc6jk2ToDuxMjqFC4yask4R4eQ3V2n8Bb/m7Kd8wLo6t/jEQZyn9lW8MRa21UoT3H5PsXRbugOoH+Nfvkn31ivFwEwLv0gylv/p12n/4ZyY/esB4brWymn0DlkUcHfzZzwRbWhFKI113VxoobbTxP7qNd/60KbJmDa0wWavjX7t1vFWeEKZILOXxW4ifK0yaLlYBkRpMppQiuHmfaGHFSFYKgT1eo/Kbf4HN3/49Q93cWlEqfbjl1yE2W0OkiuD2LOHDeXP/C4F3ZprSX/0GrX/xxyjf35vBOhiDB+JxruO52ZR+L6bVVPi++vmwF2Qxj3fpDPbkiOmYymeN+PDJCbyzp8zF4zrDNIFWinhxjeY//zdGjOIIHmL0eNmIYtdMI4V7eorc51+g+8P39zU3CMfGGqmQf+sVir/8RWQug07VrjSCVhqUJnPpHOlm0+iTHlHSVUFIvGB0RYXrgG2RfeMlglsPCWcX9hvlWRbCtgwN6RCyuer6Q61SI33okHv1CsH1u4SPFnd/TwjkwESy/Bt/Ae/izFAPeOgmYVlYpSJC9o0+bM9HZD0zPoP3krqptju1svHR8n28izOkuazJeQUNcBxUEKC6PUTGM5Qp1yHtB2Y2qTXR4yXsapnogKDrTI5R+zu/TlJv4n902wix93xjABnFxgRwMJPceiDLrEmXFL/5Jt4L5w07QxvqXP/9T45W19Ka4N4juj/5kNJf/JJ5oHguxW++hT1Sofun7xIvr5sbLUnNw1sIsC2k6xoq2UgZ7+IM/XevH+5uASBNQQUpzbhb0nQ+SWn+28GEEZZEVorGS23g/oFSRoZRKcMtj6MBo2Jvbl3Tf+8G3plp8l9/Y9iUUf2bfxl7YhT//Rukre627iwDp1rHNoaLGQ9nvEbmpUugNI3f/teHn9NnhJSEWIeEur/LaTjeaND57ttU/sZfMjlRIci+coXRXJbOH79tPPj8wFAklTK/lWW4yzLjYVWKeBfOEM0tEdw8XOYxWavT/c7b2H/T2G7h2BS+9gVkIUf3T39m/P/80BQxBzoYWNLEroyHNbA/cs9M0//Dn6Dn64Nrx0IMRNqlkDDQS+63Uxa6FkLYhHEX11ZEyfHaxj910M1cmjmSN7oTqucTPpyn9XvfJ7w9++TPd/v0371O8S9+ydyolmV0PKtlgtsPUX5omLWeizM1RvbzL+CdOwWWRfRgHhwb78yJHVs0T0mZz6HDECuf3aVKtf8ANOHcIuHDBbzLhsrkTI1R+7u/Sf+9G8QLq6goGlz4DiKXwSrkCWfnDdXnoELQYBYXPlrEu3jGbPPUFNW//S1673xIvLQ+TO7LYh5vZprsa1exx6omZzW3hHNibJcwitbGNTW48xDhuqSNlgkuuQwkKbKYR6fKrByCwCi6xclQvDoVEtXuoDzHPAhsG6E1qR8iMh7Juqm0q17/wDw5YFqDi3nyF06Tf/MllB8Qr2wQr9WNKlU/GBpPyoyHVSvjnp7COTWJdE3hQ2tN2mjT/f7PCO+Y6yPnGCNIS5j9pgMVOk2K7gd0f/AudqVI7q1XkK6DyHjk33yZzNWLRHOLRHPGrFEnqRnTQh57rIp7chJ7rApSEt6fOzLoOifGyL52ddCWbYKb9FyE5xrfsB25aKtSovytXzbjGYToIDL56TBChyHR/Ar9n35Mr32wlq/2Q1q/932skQFzx7KwR6pUf+tXyb/1Cl7ZWywAACAASURBVOEDI6uog8g8lD0Xq1rCHqvinBjHqpRBYNydfwFIdcxa9Gj/G3FC//1PsEcqFH75i0a+0rHJXD2Pe+4k8fwK4dyicYIJjVeezGexKiVj3Do9gXBsGr/z+0cGXVJF/6PbyGqR0q991UweMh6FL71G9sWLRA/niRYGzixKDSeK9kgZZ2rcNCo5NslmC7e0ROhB1q0ObO3NvRbGXYqZcaS0SVVML9gAAZ5TIk76n33QfRK01saue3aR4OY9+u/fHKoZPfG7UUzvxx/gnTuJe8EEKJnLUvzVL1P46hdIe30TdLOZbZ5mqgjvPqL1L/8Y99ypPUHXzESIY+LV9aMD7gDJ8ga9n1zDHq9hDxoZnMlRyn/tG8bHLEnMA8G2hkvH1r/+PuGth4dW3+OFFXo//gB7tGJoLVLinT2Je/oEqtdHBaF5wg9EosEoO3V/8DP8D29T+mvfHAZd1ffx379xrPHcPoAE/4MbJviminjekNLTxnYgiBefrEF6KAa/k3fulHkIHhPJap3OH79N98fvD5fSZW/KjLmVQwoLpVOW2jeIByIm6UaD1h/8GTpVxlBxULm2Clmyn7tA9nMXjtznkzqOANzTJyh/65v7uhsPgnBs3OlxmB7f954e6Dz3f/rxkdtImx2a3/4uOk7IvvrCcL/uyQncgYXPUdDHTe38nKE6PTrf/ylaKQrfeNNoXAuBzHh4F8/gXTxz5PePe146COn96AN0nFL6S182DS5CYJUKZF99wcg/HgP9aJMk7hCnAWhIVTgU0TKz2hy25dEN1rEsF6WSA22KDsNzaQM2vM/EmP21eyQbDeKFZaLZRaLFVZL1xpHL+YMQLa7S/PZ3Kf7aV8lcPW9mM0Igcpn9ojn9gP6Ht+h+7x2z/B90c+0qWFiWCWre8bQbdBzTf/cGCEHpL391+AMCA9ucp++X13FC/2cfg9KUvvWNYeFEWHLoULoTSb1J53vv0P3he2g/IlleQ7/0bEIeW8eRrKwNx1EPTD5l1kN6HmhF0uqa1tzxKslm2xR0rEG+cEdqKG12CO88RBayQ3Hr4yLt9AhuP6T3o/cJbj7Ylbvc9BdAaCQWUlgDat/u3GayvE7r//ke8dIa+S+9OuhefPLFr9PUpCD+nIie70S8uELzd/+IaHaB3FuvGIfjY+hy6CgmfDj/C5vpPgnpZovOd942v9VXXid79fyQzXQUtFIk9eauicFRUN0+vR++R7rRIP+Vz5N95cqxHpp64GrTv3aTzvIj0uDw/VnSRSBIVAifQqVS6L0CCTvf3EHbkvns4cIsWhvifKqoFlJqxYSlBz1GChHFgmRhMeXMKYvZOeOa2Wwe84ksJVbNqOpnX7qEOzONLOZNW3AYkzRaRLML+B/fIZpdNDNYrY3f0RkzU1L9gGStjnBdZCEHqSLZON6MGzDdKdPjZF++gndpBnu8ZmbXCFQQorp9knqDeGmd/rWbRA/nn9g3Lxwb5+Qkuc9fNXnxsZGhV1Xa7ZOsbhDemyO49ZBofnko/G4s4stGkq/eOvaFeNjYOpMjAx1SjfIj4hXDYXROjJmcei6DVS2BJVF+aALsvfndQvRSYpUL2KNVnFOTw+W7VSmZ38pxBtJ8KSqIUJ0e0eIa8eMlwkeLhqPaMywCwzgQCMtGpwnSso2RoOMinQyJ30Va1qApwORWVRSAJbDGa7gnp8hcPIN37vSgnTdr3IbDiLTbJdloEi+sEs7OEy+umn0fUaSSxby55g+gCz4VNKR9/0AKmLBsk/PeM5sTnoM9UsU9PUXmyjmcmWmsYn77QRlGpM028WqdaH7FOHFsbJJsHuya644XcSt5gmaEVSlSfvU0nVvLeCWHpN7EHS2g45RgpYV0baRn03+4TuHSJK2PHg8LUfbU2NAWXseJ6dI7oKv0UEiJNVLGPTWFd/407sy0UQws5AYSlQnaD0iaHeLFVcIHj4kfLxOvbRoq4XExKNS605N4F07jnjuJNVrFKuTMSi9KUH2fpN4kXlghvP+YeHmdtNkxXYfPWGA9IqweP+geFzMzFqdP2Sil+dIvedQ3U957L6Y2Ijk3Y+H7mt/9tk+857qQWLgiQ6zD/V1hg4S3qc4KLGwc4RElPmkSmovsOIO0dT6fYkCFY8PAYty1sqbHXEOiQoKka4onSfJUQiVbZHis7RQFSg3TF8dSvj8GXJExPModdkTCsfHOn8QaKZM2O0bQpdsfdERVTBU3ShAZB9Xpk7Z7WJUiwa3Zw28yy3QMIa3tgtOWNupW++agqKSTdEiHql16A8vLEbXrOPmykfOzbKTj4deXiIMOlpslatfJjZ5EpSl2JoeTL9N4cI2oPRDVkZLa5dcZ//wvY+dLSNtBSIvld/+Q+q2fIrWkVDxNr7loiiNpjJQ2luWSJgFB8IzSnk+J7Og0Z775t2g/vs3qtT8hX0rJ5C0iX+G4gjjWAwU224zpQM8DwMtK/E6MUMrIVvoJxZpN0E1xPIm0oN9O6bXMNZSZrpI/O4awBN17qxSvnqBzawlvooywJLmZUZrvP6JwYYJos4s7WqR9Y4HiCyfY+MFtdPScqWvCFAIZaCsPtaO3NBGUHlwnycE1EkAKG9fOotFIYbPFwTSz0AitU2zbQ1kCy/XQQhlOtlY4VhaJRRC2sLRNEvURWiAQREmPVB3+MBbS2qUzDGZGvpPrfVTQfe453Y0NxUhNMVKTPHiQEIQDMQgNd+8lrKyofQEXoGKNc8F7lQfhx9TTPeS8VKHTcMj6KMhRLngv8yD8iJZ6CvHxZ3h66dgEQQ1U7SkmnRmKVo3NZJkbwTHMMw/Z5vOS1jsMNi5n3ZdJdMyD6EO2piw6TghuPzrwO+GduU+3szQd5ErjpxJ4CpqmI0xKG8s1D4iwXUelEWnQJ+61yFQnEdJGJTFx0AU0YWudpL/j91eK3vIc6x/8ALdQpXDiPIWpc2g/MuwM6ZGrVcmMlrBtD7+/iUYRhWZ7nxaWl8fO5om6jd1iNk+Amy/jlcZwi2tIJ8Opy5pTl3M8+qTHxJkMzbUYL2fcpc9c9Qh9RRJpSqMOhbLNyiPN2nzI6At5lh/4TJ3PYtmCoJdy6nKOm2+3eHi9azR12j5x28cuZpCe0T829KgUnSiCxQZOJU9Y7yKkIKp3jRJbqnCKWaL6Hh0Dx8HKF0j7vaF6mHA9dDoIkpZE2g4qChGWbdxboggsC6dSJem00VGEQBgT2igyYv2eZ2a7cWxa+o8gsxcyYzh2Ds8pIJBIaSOERApJnAQonWJLl46/gp16uE4BP2iScUtYyqMfbSJDRTk/btKXg2PZ7D6iHx6wGhaCbGmc4vg5nExxl9xAv7FIY/54NZbnHnS7Xc37HzxfO469iLTPajJHqH8xObmV5CEb6SKXvTd+Ift/GihSGuky6T4r2z8/6K9tt8U67TppEg61BoafWTefCVtmiX7YLx821wiba0jbRamUwtS23odSCZ3OIlqlpGlIHPt4mRKh3zrQbeRYEJLiqcuUpi+y+uGfELaebFG1fU4LrHzwXfz6EonfYWXWotdKiHyFVuB3E0Cw9jhASkEcGdpgYzUk6CuSSNFYiYgDReinNNci4lChEs3mcsjGYjjs+0g6Ae0dmtf9WdNd9aQ7qP/o4POx8gVyl18gaTaJ19dAgF2toaOIeGMdZ3wS0AQLj7ErFax8gXDhMTKbpfDiK3Svf0jSamFXqrhj4/gP7mFXR3BqIySNTVK/j1OtobUmmJs9kDcbJl00xnVGDnjCYGa6CIEtPTpJjyQNcHVh6E4TxIIkXUepGKVT/LiFGhRoExUSJwePimV7TF75GtL2CLube5pqjp8V+MzbgD8LBLrHYnzvF7Z/jSYdCOXIZ/f2/EyhSFlLnr1V9+eFeK9s33OEUjHNzd1+auEzphQsN0Nhcga3WEXIp7ud4n6b1Wt/Mvy7vpRSXxo0NjzYfeM/+Ohw7vLCXZPuWZ9/djfrp4FOEoRtYRWLuOMTCNtG+T5pv49dLhMtL5lmJCmxsjlTzI5iVByT9LrIfA53ZJTs+UuEC/M41Rru2Dhpp03m1GmsfMEIli8toEIjsWlni8S9FggI4w5hfLyVbhAfrnESxMe75qTt4uZrPHr324Sd4z9c9+KJV4mNw5RzHkVK0aqR6Ij1ZIETtnltLrpJoHtkZZEJ+wxFWcMWDr7qshjfo6N22GpgM+nMULOmsIVLomPWk3lWkkeAWeDlZImaPUVeluirNivxLG1lcnaeyHLee42sNFX+28HPdlnsjFknyVsVeqrFhDODhU033WQxvk+gDYdOYlGzpphwzuAIj3ZaZyl+QKCfnyW0QFK1xplwzpIROXqqxUJ8l75qD98ft08zak/jigyJjqmni6zEc6hBPnvcPk1G5mml60w658iKIj3VZCG6S6h7nHJfINYhEosRewqlFevJPKvJo6Eg+0nnMuP2KYSQrMZzLMTb5o9ZUWTSmaGv2uRlhZI1QqB6rCaPaKSrwzOpWGNMOefJivw2bUb1eRh9PDyf/z/D8rLkxk6h4vBpJjv/n4AKQ5JWyzBLOm2ciSlUs4lOElS/R9JumTb2Uhl36gTxZp2ovm6KtSNjoBR2pYp0HJMDFQLpeqgkJmm3sSs10l4PNWA+Vc+/SnbkJOuf/JBMeZz2wrOovj09tFYk4afzzduJJwZdKSxK1ggZkWcjXWDauURR1mima4zaJxm1T7IY38PBwxM5GukqKQkT9gwXM5/npv8TAt1DILjgvUbFnmA9mcdPOrgyOwgyJkjYwuGke5GV+BHryTyj9knOea9wL3yfnmoR6ZBH4XVG7Glm3M/tsnsG8GSeaecCge6xGs8hsZhwZnBllrvB+2gUJ5wLnHDOU0+WaOo1Ru1pLlmvcz/8gP7T5IcPgUAwbp/mjHuVZrrGSvKImj3Blcxb3A3eo6saaDQla4SuahJpn6Ic4Zz7CpEO2UiM4EZG5JmwZ6hak2wmy7SpD3NOAknFGqNgVWkkK6wnC2RlkbPeS6SkrCdmKb4az9FXbc57r5CXu22SbOEwZp/CEg4byTxryWNq1iTnvVe5G75PO90gJ4tc8r7AerLASjrLpHOWEWuKe/H7T1Rj2zUm0iJTnaRy/hUKJ85jZwqoNCbpd/DrizTuf4i/sd9y3M4VKZ16gfLZF8mURs1Ss7FC48GHdBfvkUZPUc0+BE6+zMVf/8/orT5i+b0/2i7KDVC98Brjr3yT9vxtVt77I1PkczyqF16jePIy2dokbmkEtOL8X/57u4opG7feYe3DP2Vnvjg3doqJ136FTHViWJBpzl5n5b0/Io0OX+w/7ViMfu7LjL30NR7/6T9FSIuRF75ItjaJkBZRp0Hj/gc0H36MSva0DAuBVxqlfPZFitOXcAoV0JrE7xBsrtCau0l3+QFJq0Xauznk0AoEYm524NqQkHbbw+4vf26WYHEeFUWQprTffWdQeEpJGpt0PvpgwDqy6d27jfQyRMtLhCvLoNJh637UbZKpTGC5WexckcyZCZzJMmm7T9LqY5fzpF0f70SNpBuYbu9iFv/+Mu5khXChbvjUExXizQ6ZU6OkvQCdauxKnnijhZXPkDR7BI/X9xXFVRIR9VvMvPHXaa/cIwl6w4JZ0N2gu/7kxi94ivRCM11jKX5AUdbQKGaj63giR04WEAjaaoN2uD3l7qYNXs5+nZwsEaQ9inKEUfskd8P3WD9kuSuxWIzv8ji6jSIlUD0uDGa2PdVCo+jrDhnVPFT31hYuD4OfDGdrQggmnXPYwsYWHpPODOvJPHPRJygU7bTO57JfpmZNPZeg64gMJ5zztNJ17ofXUKRspku8lvsVxu3TdKMGoLkXvj/8zhqPKVhlynKUOovDmWpOFrnvX6OR7m5YsLARA9HoB+GHhNpHYlGSNarW+DDoxgR01CaRPjg4WVjUk0Vmw+skxHTSTa5mvkhBlmmnG5TkKCBYiO8YVomOqWTHANAcn4ifnzrHyS/9Ona2SNBcJ2yuIiwHy81SPf8aSdDbF3SdQoXpL36L0ukXCNt1wo6xRs/UJjk9/e+wee99Vj/8Hkn/GWfbQuIWKoTtwoF5Xel4OIWKMUocfsVC2g5J0MWvL+EWqiRhn97qI5Jwm9lxUH436rVozl7Hqy+RqU5QvfDatjHjIfg0Y2G5GbzSCCNX3qIwdY7Y7xB1m0jLJlOb5OSXfxM7W2Tt+g925UszlXFOfuWvkx05QdjaIGpvIITEcrOUTl9FWDb99XnSsI/eIRWqAe3vqN7v4OXrOB52JQKocPt6VFtNKkIQzj/GLpWJ1lZRwf4HkJMrYblZ8uOniXotrHKGtN3HGSuTdnycWh7p2SQdH2+qil0yOrh2rYBdzpM0esZ4oFYANNFaC+9EFXeiStLqoSt5IysQJQNh/N1BV0gLN1skDfvkq9O73muv2c8/6CbEKK1IdEw66K1WDPrAEVg4FK0qGZHHEg6eyGAW0oZakbfKaDTN9HDt0lQn9FR72LudkqJRw20cB7GO6O1Y9sY6GuRdBY5wyYg8eVlm2jHKR67MYOPiiuxgJvls/DwLi5wso1BMO6aRwRI2FjaezCGQaBR5WSYvKzjCRSBxRRZrT1dLoHoE6uDljEYRaH9YTNyihNnCOfDzByElpa86JAOGtyIlJR2Od6IjpJDkRJGuTsnKAhpzDRwXwrIpTJ4jU5ti5YM/Yf36n5EGPYRl4+Qr5EandxXStjBy+U1Kp1+gNXeLtY++h7+5jNCQmzjDxGu/Qu3S64TtDeq3fopOP9vC7V6kYZ/16z8EIFOdpDB1jrC5xsr73yVorBirWCmRGRdZyg0MGRXYFspKaM59jI5i8hMzVC+89sT9PctYVC+8yvr1H7H+yY+Iu02kk6F64VWmv/gtymdfpDn78fbsXggyIycoTJ1n8/4HrLz3HfOeFDi5EtmRaeJu47msMPZBa+L6BnH98Fxp6/FNws4mKg4Jmqvky6exS7ltedVeiHBt7IxLsFAHtWEafRo942xjGfGqtBuQdgOSdh8EROttM5tv9rFyxln8oIdgGvk8ePv/2ve6kBaWc3zD3KfI/A+oRoZsuesdS9hMOmepWhP4qkuiY2zh7EpxbVkzH8Xa2upx3rvPp4GpYO783t5tCDyZpUBl+Eo9XaSj9hgoPgME4AqPgrW9j810hWZiKu9la5Qz7lUiHRKrcFCQs9ibFExJDn0IaK2H1dpPC41ij+z5jjOAttqgk25yMfM6PdXCFRlW47lDHwQHY8sCXAyNBQF0mhC1zUxqL+xMgcrZl4j7bTY++RH+xuLgeKG3+oj6rXfIjkxROfsSrUefEHcb+7bxC4MAZ6KGe3IcrRSq5yPzWeMmHCfGKWOtQXpMfehnHYuwtcH6Jz8m7prah4oDGvevMfbiV7C9vHHcHaZUhJntC4FOYlQcmD0pTdxtDrfxi4Lt5Yh7LUqnriBtd+jMsiXRGC7UccbKqCgmbe3mksf17VVstLI9Rsnm7jTZp3l8u/kqpfHzrD/46fHO41PsYx8c4TFpn2UzXeFxdItER5StMcbt7Z7qvmohEFTsMTaSxUO29Dw8eQ/fQqIjfNVhM11hMb63a2+pPjzAPQ1SUnqqTU+1eBTd2LUMV9rM3MftM7giy73gGpH2sYTDiH3iiK3+YpDqhJSEvuqwkSwMVhHNQwL1wdBpTH99gaizyejVX8LNl2ncv0Z/fd5wOg9ApmYsuYPmOv31Pblebfi5QXON/PgZ7Ezuz1fQlRLv/DTORI2060O5gFUroZOUZKNJWm8jPefYI/isY9Fbndtn7qiSmLjXxquMIe0dMzStCJqr+PUlyjMvYnlZGvev0Vm4awqFv2BYXpbcyDRCSLzyKP7s4j5dhrjefhbK9aeC7ebI1abhwZM/C88p6OpB2iErCpSsEWwcJpwzJGwn6VtpnUa6yjn3FfKyQqC6OMIjJWU5fnjMg3XwZI6cLGFhk5dlYh0SqYCYJ18UfdVhLXnMhHMGEPRUC0d4OMKlniztYlocBoHEE1lcmcUVGQSSoqwR64hQ94l1yHL8gFPuFU67V+ikm4N0S5ZGukozXSPWATYuJWsERUrFGscTOTSfnoZy2HFmZRFHeGipKUrDPtlicjwJUlgUZJW1ZI52ujl4KAkkcpBaOh7a83fQP/6XjL30FSpnX6J05ipRe5Pm7HXac58QdRu7lkB21lilJ0HvwNRBGgWkQR/peFjus4nLP3ekiv4HdwbdVQzlON0zkwT3F7ZlH4+JZx2LuN/as3o00Gorl7r79aC+zMKP/gVjL32F/MQM+YkZ4n6b1qNPaM1+TNja2P7uTgiBd/IUVqGITmLz/ygyBbMkJlpbw6lWiet17FIJmc2aGWm7hVXImyV6oUjSbmHl8qgkQQU+Vi5HuLiI8vvkx86YLsSH18hWpwbCUnt99J5/xB2ZeZ3Kicss3fw+Z9/8LdSe38FysvSby8fe3hODrtKKvmoTqD4aja87qAHR3tfGEyvUPg+jjzjhXOC0e4VA9ZmP7lCxxobBUKO4G7zHCfcCVWscyzpBQshK/AjQJDqioxokO4JnomM6qkGkQwSCEXuaU+5lQBDoPlPOOSads9STJR5FN4h0n47aRO24yCIV0E7rqMFSejG+h6+6jDunqdrjJDqmkawSHbPRIieLnHZfIC/Lw5TJ5cwbxDriXvg+fdVmbdC4MWGfYdq5SEpCK90gUGbJsxDdQwqbE855UhLWkscEUXeQwzYIdZ9u2jhwVqnRAzZHsOvVrWLj1nHOuC+SlYVhAL6ceYNUJ9wIfkyqTeFs53mnOqGTNgi1OU5XZIm0z7RziRPOeaP5oBNW4ocsxPc47pRCpzHtuZt0Fu9SnL5I5dwr5MZOMvXGrzFy+Q0WfvR/01t9tOMLZruHah7sFM//jKc1QlpP3Q6vevtznv6Nh5+uI/IZx+Jplce0SumtPKS//pjsyAkq51+leOIC4y9/jdql11l57zs0H368z95IWBaZU6dRYWjawYUAx0ED0fISzsgIVjZnOLy1GsnmJvbIqBFJUgpnbNzoPZcH0qVRRNzQyHxhqPfSmP1oOB5JsNsB+LNEZ+0BQXsNlYRopVi8/t1d72fLE/sKa0fhiUE3IWI2uj78+3F0a/jv+WibJ9dM12imuwU9NtPd0T8h4nF0k8fc3LeftqrTDnbnVbuqwa3gne3tyTlql1fx+4pHd/bPbNeSedaSefJFyYsv5bjzUcBGb5GNHW3FipSNdIGNdD9F6TjoqdauY9oJKSwK3hhB3DazWrWOLR2SNEQIC0vaiFSSEDGf3GPZmiOMu0PpQqUTHCuLa+dZjxZZTR7jWBlIjXaBFKbNMVUxs/ENhLCG37Utj7n4NkrHOFaWmJhPgrc57MKMCbgd/mzXa4HucWfwmkByzn2JQPWYDa+jSAb84jNMu5dYZwldyJKGPioK0KnCymRBStJ+b0+3DoBGJ4PgO3+HTG2S0atfonL+VcZf+Tqz35kbHmvUa6FVamzFbXcfrclyM9he3szywmftStQDsWq5z3EEzJJW2scvTh6+m08XIH6+Y7ENnSb01x7TX5vHK49Qu/ImI5ffZPzVb9Jdmd2XxtBKETx+PPhuisx4ho87PmmKV72e0Wu2LJJGAyybcGmR7JkZwoV5km4XYVmoIMDK5U178UB7YUuNzCuN4uZKCNsl7jXp+kezjYRtm9lzs4HMZJC5nNFpkSZ3rdMU4XnoOEJYFsJxh/tLez1Uz+R7o36TqN/EcrJszl+ns7Z7ZZ5EPraXP/bY/lvVkZbLS/7Cb5RYWYgPDLpbqI3b/Pq/X+UfP17D7/38NEZtK8NY+RIrzZuQQCk7BULQ6i/gWDmK2Qn64SZaK3JejZxbZaV1i5xbIVERvXCDnFulkj/JcvMT4sSnkj9Js7cIaPLeCI6VpROsUsiMAYI46dMNN8i5NVynwHr7Llm3ghQWsb+M/pTtvwJBVhbpJW0SHaNROMLGES6JjtACnEqNjGeWtFFzE+k42IUS/YVZks7hRRetUvyNRTbvvEt+YoZMbWpb7AQIGivEvRZOrkxu4gzdxR3dh0KQqUyQqY7TX5/fRdH6VNCaNAqwMnnsTAHYZtfY2aLh01qHB12NRqkUYTtGY+A54+c6FgdCE7Y22LzzHrnRkxROnEfaB0glKkW4sIeFIgRpv28604B4dTf1UWYyhIvzxM0GOty+n3cu3pMdbAaVRKRxgONm8SrjdFeOTkvKTIbM6TOErotTrZq8eruFU6sZKdN8AadaI95YI+12sUplUAoVRdjlCv69O7u2l8Y+6/f3T7iiXoPG/PV9rx96XMf+5L9F2FhN+Of/2yaN+mfv8LoTqYpIVUSUdLGkg2NniRLjNpz3RihlJ8m6FUq5qW0lI62RwsKW5kJOVESc+iRpgEZhCRdL2nhOEdsyYjBZp0zOrZKmIY6dI+dWyXk1qrnnZ165lYop26Ncyb7F1cyXuOB9HldmmYtuEkVdkm4b6XpYmRxubczMdIXEcjNGYQywMnkq516mdPoFnFyJrSSincmTnzqLnc0PquI7bN+jgM2772FnC4y99FVyEzNG1UlIClPnGf3clxCWTevhxyT+s3USqiTG31jEK49SPveSaQZAYOeKjLzwFoWp80d+Xycxca9JpjxGfnIGMQhIQlrPJQj/PMdCWDalM1epnHsZt1iDAW9ZOh75iTO4xRHiXusI52Sx4z9Aa6K1wymiKoqI1tZ2BdyjoJVCpQk6jfepfB34+VSBlGTPnsOu1Eg6LdJeF+F6CC+DXSyR9nvIbG6wOjPWSvHGuvF1POiYh/nc7XNN4xC/dfh57sVzfzR7GYFSEMca1xVYFgSBMZn0sgK/p5ES3IzAts1no0Dt0jjP5iVRqHA9iWVBkmhC/4DlmYBMVqBS40MPkMmZfT66ExLv8KMXg8+mKdiOQEhI4t3btR1wPWnixUCNMAz1ru0cBaXSQYAdJYjbxEmfIx9rwgAAIABJREFUMO6aGYlbNhxdrfCjJqXsJJb0kIOA6thZ+tEmqYqxZQbPKZGkAVm3TKpjo1IvHTJOkc3uo4GkZIeMkHhOwQRkrZDCIetWyDhF/Lh17N70g7AcP2QzWcYacH/1IPe+lQeOGuvEneaeDIYeqk4BWLZL6fRVCifOo5LYLI+1QtoediaHShLWPv7Tfcvvxv1ruMUatUtf4Mwv/7vDpbPt5RCWxcYnb9Oc/XgXA8Irj1I+8zmcYhXLy5EbMXm22qUvkB2ZJo18ok6T9twnhC0j+JJGAfXb75CpTlC7+Dqlk5dJowBp26g0pbcyS37icGeD2O/QfPARk6//KpOv/Qojl99EqwQhJPXbP2Xj5k+Gn7Uyecqnr5IZmcJyPBPYgMLUWU599bdIwj5p0Kc9f5veyjbR/tOMxaeBkJLC5FmqF14zs8okRqcpluOaIp0QrH34fZJ+G0u65LwqAkk/aiCFhRQ2npMnVQmpioeCMtiGy29MWSUCyLhlusHakRKKe2Fn8rj5MipN6C/ceeLnVeDTv3PbqKlpNfQ29O/fGzRjDKzgB+L8aa8HSqPiCHXfH+TKxTBVJoSkfOIKY+fewMmWBnsxPmqb8x+zfPP7xzuPY5/xMfE3/uMarUbKD36/zW/8B1XOXPT4J//9OrYr+Pf+01H+u3+wzAuvZfmV3ywxcdLB7yre+ZMuP/j9Dn5P4WUE/9X/NM2/+d0mr381z9RJh7s3An73H2/uurmFgNMXXP7m3x/h45/2+e63W6Qp/K2/P8LLX8wRh5p/+F+vsvDQ5MAqoxb/xX8zycPbIafOuZQqFquLMb/9DzdYXUzwMoJv/nqJz381T6VmMX7Cwe8r/tk/qvPj73SJoycHXo1iYfOa+ZdOaST+sLC13PgYhESrFI2mE6yBNp9bad0youjaqEotbF4zFwmKuY2fodEDj6Y2IFA6pRvW0VoRRAM9B2HkGJVOWGvfHWzvqNSCwLXzaJ0SpwfnAhUpvu4eWq/Yavk8CnG/Q/3Oz0iCHpnquMl9CYi6DVqPbtB8+DF+Y3nQTOChohiShDTss/L+d+gu3ady9mW8yhhaa9rrd2jOXqe3MrtPRtHOFshNnMEtVA3XNE0MzUprMtVx0EZOsb82Nwy6aEVr7iZJ0KNy/lUjIQl0NxZoPviQNAoYf+UbRJ3mgZRCncRs3nmXpN+hfPZFnEINdErY3STq7M57WrZLdnR6O4gLMaCBadzSCK6uoZKYsLW+K+h+mrGI+x38jUXifvuAfLImHPCjd7YeqyRm8/41VJqSrU1iZwsIaRH3O3QW7tJ6dIPe2jxCaWqlc6A1nlPAsbMUMuOste4gpYtGU8mfwrXzg1WbjxA2lnRxrAxh3CVRPt1g/chrZy96a3P0B67i+2sGB0BILNvIQ0rPRVkRbmWUcHMVK5M3+eVuG8vLoKRrdLsRKGkjvSxkCkjHJVgzNSHLzTJ2/i3ay7fJVk4QdNaJgy6VqSt0N44vh/rcg259LeHEGYdCyWJ6xkVKwfi0Q7FssbGaMHnK4Vt/p8KDmyH/9H+uM3XK5W/8vRpRqPnev2ojhKAyYvGFr+b5/d9p0tpMsW1Bv6vI5aW5fgScv+rxG3+3xq1rPt/5dostFss/+R82mLns8V/+t5PsrItIITh1ziUMFL/7v27i9xT/0T8Y4xvfKvHP/pdNLr6Y4et/pcj/8T9usDAb8bf+kxG0gne+1yWOwSmbPFDS7yDdDNJxSf0B9UoPyFRSIr3sUON1L0eXHUFQ7XjCa53uuJ31IPhufW/nv9Nd3zGfHjSt7LgId2/vYDiWx6mR1/CjFkuNo727ngVaJfSWH9JbPiD/ZttYuZwputgOmcsXSdY3iNfWUH6AUjHdxgLd+hyq75v+/EzGiHnbEhKj6yoyGVS/R2/lEb2VR091fJYF4yclfm+OlXceopXGsgVKDS40YPHPftt4bQmN5QkQUKzY9LspSaSxnQjdvMH6Tz82olqDlW8Sa7OqEqBSjY6aLL79Lz/VOKo4pP34Fu3Ht578YWDzzs/YvPOzg9/UmsW3/xUA9kQN59QE8dIGpClBfYmV+tLRGxeSKDapjDDuYEkHP2oiBycukPhRk45vcrhCSPLeCGHcod1fxJKOmVQcJ3DuOu5jWJ0LcGdOoDp9dC8mMzaN1inZ8ZN0Zm9j54o4hTLScYiadVQUkp06MyyWapUS9zpkRidp37uOdLbz10YrQ7Lx6BrjF7MEnQ1aS7dJ44DK9Av7CmyH4bkH3aW5mKuvZymULbysZP5ByOiEw/i0zdJcxMS0QzYvefu7HZbmYuqrCS+9meXlt3L82R+YWVsSa6693efOR3uoN3lIleb0BZfLL2e4dS3gO/98O+BuQR/C1eu2U97/YZ+7H5vt3r0eMDFtBtvNCJSGwNckEfg9Tb4okVKYZdfpS6RhQLS5hnRc7HyRNAyM7qsQSMcj8bt4lVGCjWWi5vPj3H4WSFXCZvcxSfoZtHQeB0KQOTuDLORJW22Seh2rUEC6Ls7UJP0bxuvLmzmNlcsRPJwlbbYovvUFks0G8UadpL5J9vJFtBDoMCS49+BA3dWj4GYkX/hmkV47pddStJsJaaJxMxKlNGqQjkJDv5sSBsqIN72cpbmeMH8/oFi1sWxBFCgyOePaEPqaKFSMjDsUKhbrizH9bsrSo+jJB3X4oPFcaVJCkH3xAla5QPvfvI3qH6/oqrWi1T+4wal3ANfctjyUigmTnkm3Pes52NbQ3n4fpKT4tdcJ7s7hv3+HYH0JlSbEnSZp4A+DqAp9kx9OYqLmxkB8XxvRddulHwVGd7m/zWnXWqGSCCdTIA465GsnifpN3FwZeUSxdd/hP9vZ78fSXES5ajEx7dBppiw/jinVLM5dyfB7v92gWLFIE/D75uZQCrptxcQpgbTMzEKlsLl28LLVdSVnLnhIS3DvRvhUTJzQ17Q2ty+srZkIwMNbIfMPI/72fz5Cp5kipOCHf9g2xykkqd8jatVxKyOoNEF6GdzqGCoMBpQWQffRLaMpUKoStfaKHBvkvVEmypfxnCJtf4W11h3iNGCq8iJKp6y2biGFzWTlBRIV0OjOc7L2Gr2wTrVwGq0Vy41P6ASrgCbnVhkvXybrVumFGyw3PiFO+9hWlqnqi7R680yUX8C2Mqy1brPZncNzi8yMfhEpbVaau40MM06J8fJlk5eOWiw1rxPGHcaKF5DSIeOUyHk1uuE6a607g5yxoJSdZLx8BdfOkaQBi5sf0Qs3cO08E+UrFDJjRInPcuM6/cg0odijI1jlEsn6BmhDNYo3N3GnJrFKJVS3i1UokDl/lqTVRnV7OCem6N+6g+p2cSbGyV59AeX3wbKIlpZRnacrJmkgCjSOKxmZslBaMzLhkC9ZhIEyM1QNrXqClzN1iCSB2oRNoWTRbaeMTzv0u4ooEEyccll5HFEesRACTp7zSFNTF6iM2k8MuuXCKbRWdP01tmiCSicmNeIWQSvixEdrhRAWqXqGTjGt8W8+RDo2Kvzs9CuSNKTtP4PL9A4IzyH3hc8R3p0zhrd7oRTdH10jbXVRUYiKzPikg9Vn0t2vnRsfwbTZtekkorFwA601nfVZCqOnOf3aX0OlCWv3j9cCDJ9B0N1cT4gjzaWXPB7eCllbSnhtxmVk3GZlIUZrcFxBdcRmfSnBcQWjEzbNjZQ41HgZYRSLDpmwaK356J0+197u8Vv/YY3FR3l+/Efd3cFX7Pn/8LsMlo370W6YItjd6wEfv9On3UxZX0kGx5HQfXwPYVlIxyPuNAi0JjN+kmBtga1ke+r3SPpdQ0g/4ASybpWTtdcIky71ziwjxbN4dp5H6z/Fjxqcm/gKvXAdzy4wUjzPwuYHCAQnqi+z2XtMvfuQUmaCs+Nf4ubiH2BJh+naqyidsNG5TzV/mrPjv8T9lR9gSYeJ8hXybpXN7hxCSMKkh0YRJ33W2/eYrr1K3htls/sIAMfKcaL6MpZ02Ojcp5Sd4vz4V7mz/F0K2XGmKi+x1PiYzd4c46VLSCwe198j45Q4P/n/svdmT5Zl13nfb+8z3znnyqysubq7queungCQbAAEKIqEKNEiYfvBsmxHOBx+cOjB/4DDb3bowaEHK2zLsoOmgzY1BAcJFCESaAwNoOfqoaprnivnO9975r23H87Nm5mVWVlZ3QBlhv1FVERl5hn32Wedtdf61rfeoDO8y3rvHo4VoHSKJV0WGs/huVU2+tcpe9OcmnuDi/e/g9Ip0YWL2NPTlJ59mv5P3ykEsFttVKWC9DycqUn0YEC2slp8nY1BD4bka0UsUMy7pEvLJDduoLMc/TiNC0dIIs3PvtstfC8DWWqoTVkcPeVz/WJUtOzShiw147mrNdy6VPwtHmrWl9LC8VKGpdsp8bDocQZw+3JMnhtUvvWB3w/lYBrb8qlXDo+SUTm5SkjSwmjYtseEe7zoghGuEMaf3+gKx0ZtdMi13tmHTG4VXGxyl41SW56lZRUvkxSFGpcx4353xU6iiI9u/k3prbiybe38+cHfjXrrjffd7tFaElkpUfnSc+SrTVSnX6xqN5XKZCFok95ZGVWrsfMcD3rHllW8p9uOv3W/u5uF6jylc//iKKZsWLn0Q9xSHZUmxP2Dx6d/7kZXK7hzLeX510v8r//9GoOuZmrOJgo10VBz90bK3RsJv/7tOpNzNnMLDgvHXf7gH28cyGs1ujCQ538SIqXg3/tPJui2FBfei/ACSWPKYuGYixdIFo665KlhY+XRWd2gLJk77HD7akI41AgpqFQlvVyhFOMwQrhye/wwhuFgV0mkih/OlWyUF3HtMhv9ayT5ADcqMVN/iqB7mU54n/XeNZ6c/yZJNqDVv0lneA9buiid0hrcZL17mdbgFi8e+x1qwTxSWJS8SZZaHxNlHYSwODb9GmV/mjQPsYRNc3CLjV7B7dwcXqUzetEKM/lOr7DkNqiXDrPU/ogo6aB0xhOHvk7FnwMgTFusdj4jznrYwqFRPoJj+czVz5CkfW6vv4M2avTCaAK3wVTtZHF9aYckGzBXP0O9tEA7vY97dBF7ahqdZhit0FGEyXJ0HI9KSAO8Y0dHvbzSQuRnmyeb3rmLe3gB/6knydc3Co/5MWE0O1Y/ANFQ01zOybMDLqN2DGMxN/aZBgU2K8keeLGTtE8mIzaz4o5dSEpagUuS9vC9CWzpEKuEOPn8AjRWo8r0f/53sSdrhB9dofuvfjRuOFo6dxb/6ZOYKMY9XmiCRB9dZfDjD9FhzNTf/y3yjTbO/BT2ZB01iOh958ckN+6DlPhnj1P5ygvY0w1Ub8jwZ58QfXQFWQ6Y+k//Nr0/e2vcn8+emWTy7/0mnT96k+zuCsELT1J+7RmsegWTZIQffEb/x+chV1TeeJny68/in1pkauK3MHFKdOkWvT97Cz2M8M+coPFbb2DPTND5kx8yeOtDUBpZLTH5H/w68cUbDN7+BJTGmqgx8e1vEn54mfCDz3BmJ6m8ca7ojq018aVb9L73Libc+pALadM4/AzVmRNF01PkOOLTW7+xJ4d3L/xCiiM++llIqSq5OSpguPJJceFRqIlDwz/7n1t89Vs1vvqtKr224v/6x00++6DYRinDJ++EdNu7DWWWGa5fSuhs5GgNH/x4SLUuefpcwPWLCUdOufza360zNVvEj//G79bptxX/7J+06DZzLrwf0dnYOu79mynxKMwxOWvT3sh541s1fuU3qggEzbWcf/lPW9y4NPImNjuVjrBnDTrgyoCaN4cUFhgYZE3CvINrlUaGtzROioVxc5QMM6z1LnFk6mWM0WwMboyTZcrkxFm/oGypmEzF+E4VYwz10uIoZlZsOxixImBULpw0OaiQj2151EsLSGmjR1zMQbzBpiGJ0g65LvjDuU5HTQAtArdBmLbGSb9NYWdLutSCecSkHFODorRTJFHSjOjCpYLPqxTSEsjl67jaoG5cxg0snE6bbPUmRmlcW2AFBnPhbcqTRUY6GWb0f/jjQkpxj46xjvSourNjDvRe0DqnGd/dkfQUrovxPARxUbUkR9VLdtESXsiiO7XJsqKCybKKn7UuOKdCID0PhEDHcZEA9IoKLaM1JstwpqeRQTBKGm4xCJrda+P/B94kJX+C3nCZLC8MYqe/WwZzOyxhU/fmx/ec5EN66equOaA6fVb/4e9R/9YvY89M7pAyFI5N6cWnGP7kI5q//x284wtUv/oy2coG0cdXsRpV3MVZ2v/8L8jbPeq/8UtUvv4K6d1VnMOz1L75JeIrt+j88Zt4Jw5T++ZroBThh5fJV5qUXj47Nrr+sydBa/L1FkZr8o0O/e+/R77awj2xQP1bv0Jye4X05n0GP3yf+LMbzP5X/yHN//1PSW8vF6vK0bOPL95g5fItZv7LbyO8rRir7oekS2sELzzB8MNLmCjBO3kYWQ7IVjaQnkvl668iLEHr978DlmTid79JNVP0/vwn4+PYI/bCxo13iQcbO2xB0Sz1YHik0RWWjbRdjMrQeYblldB5ilE50ikmUsFrdMeScB/9LOTT86AzC6M1f/z7YbFdUmQAW22Xf/G/9cbljXkcYwdVLNcni/r803+4gbBsLL809hy9xgzxoMt3/qBTlGY6HjpL+OF3FW6tTpIMufJpzuWP17fCCg94Eb/3P+z0hN76bjFQXiD4G79bp7Wh+IP/cZlwoJmZt/mP/sE0p57xuXUleaz8TNWd4fnpv4lrBRhjuNL+ETd776NNTmtwi+urPxwlFBgbXIB6cJhcpyidUQvmWB9xbCUS2xqR7pFY0imMHoLO8C7XVt4kSjs7juc5BY/wcTLE2mh60TJXlr/HMN7YcbzJyvERjW03lE6xLX/X743RDOJ1rix/b5zJLo6pNzcYLw1t32L+TA1pSbTW+FUH17cYNBOkLekuRxx6qsbq1R5B3cUNLG6+2yRP9J4GF6DsTPL05NepuFMPvec47/PW0u+T6ZFHIyWlp5/GJAnZxgYmz7GqVbL1ddzFRVSngzMzUyyBbZvo6lW8xcXCyNo28bVrCNvGO3oUtCZdXiZrNqm89BKq3ydvt8lbLYJTpxC+X/QAu793UipKWkR7daXdB55V5uzk16i60wCsDq/x8cafo8xDYskPWV7m622G718kX94ApSm9+BSyVrTJMkoRf3aT+GKRrY8v3aL8pefAkrgLRRue8P3PyFdbhQd69gTe6aOEH11l+OElJn7nG8haGXKFf+oI8eXbY81h1RtgTdQIXnwSWSkhpMCqF+dF6SKMYczDO2k/xL+IPr1O6dxZ7OkG+Vob98RhsuUNVKuHLPkEz50ivXGf4MWnikWIY+OfOb7D6GqVMdi4jVtuAGaHroUxhmRwMHnYfY2usGxKM0ewgjLhyu2CS1idLMo4m8v4k3OYPCdur1JZOFkkJUbanHZQBSAP+7iVBlZQoX/3Mk65ju2XiZr3yeOQ8vwJBvev41TqBFML6DxlsHQdIS2CqXkG96+j8xR/ar4IjKsMrzELRhNtLOGUa1QXnyQP+9hBBZVEOOU6UWt5V0fZh0FKQaksyTNFnhukBTMLDn4gicMD0FQOiEG8zmTlOPXSIs3+dWzLR0qLMGnjuzUWJp7jzvrbWJbHTO1JhnGTTEXYVsBk+RiDaI2yP40lXQbxGpZ0AcNE5ShZN0QKG8fyGSSfTxs4yXpkecRk5ThJNigKWpzKI/mU7eEdjk6/Ri1YYJg0ce2ATMVkKiJK20xXTxJnXYxR+E6dQbzOg50n8kSxdr2P41mFkV2KUJlG5QbLlbTvDrEcyfqNAYvPNUiGhri3f/LHGLPrPAeBf/Qoyf37mCzDqlRwpqfJOx3cuTlSpbAnJ0nv38c/eZK81cKZmiJvt7GrVZyZGex6vfBwpcQ9dAg1GOAfPUrnBz9ADQaFglaSYKKo0CH4fyFUf1gUEwBoXehTbHIwtSZvb+vYkRerAWFJZMkvDOIoMWdyjQ5jhO+ClKS3ltFhTHD2BHm7h6wEJNfvYbIce7pB9ddeR9g22fIGJs1GVMwv3nwuu79OvtYmeOYUkb6KMzNB+MFn6DBGVktYlRJG6bG4TnzpFvnaAx88IfAqE0jLwXL8HStdrXOGB3zt9je6Qo6oUENUElI7/nTBTx0p/EjbxalPkw472H6FpLuB7Vfw6lMMV27hNWaxvQCVJqAVluthtMJrTJOHPfKwP/KkHUCQx8NRx88KKg6LksoHRUg2VZdGnnUh9BGSjzizpdkjOJUGw9WDk5XjUPPDP+vzjd+u8V//d/NIC+Kh4fxPQj59L/y5Gd1etMxa9zJz9adYnHyRXCes966QZH2OTL3MMGmx3r+KLT2q/ixzjTMsty+gTY5rlzm7+Bs40mO1+xlx2gUEK92LzNXPcqjxNEpnNAc3GKb7e0eHJ19itvYkFX+GSZ0yUTnK3eb7dIf3WOp8wnzjWWaqp9EmpxPeZ5DsHyttD+5Q9ec4feirCCHIVcrN9bfoR6vcb33EwuTzPHvkbwOGQbzGtZUf7BpTnRt6K/t/JO993C4M8L2Q6BEGF2CYtbjQ/Etcq4wjPRzp49sVJv0j1NyZvXfSmt7PfoZ7+DD+yZOkq6PyTimRbrHaMGlK3uuho6gIK+Q5eb9fcIhtG+G65MvLCM/DrtdHIkAh2epWqaiOIoxS6PAXoZfwc4A2+zO79lj6GWVQwwjhuciSj+r0i/Y3lRJ5swsqx2hFfOkWwfNPkN5ZQfWG5OsjNsvsJN7xBTp/+kPiS7ewG1UqX3nhgZOMLuoxld9QiujjK5S/8gJ5swOWJL27UhwvV6hml/jSLcJ3L7Apyfkg9VSMOrssX/w+yXCnHOmDco/7YV+jazCoNCKPioRR3FyiNHu0qPEexTctNyiI434Z37IJN+4RbSwRzCwWRON+B62yokTRgLTtkTF3R2V9DfT0YbJhFzuoYHkB0fo9nHINrz5D1muRDju41aliki5dxynXcSsN0l4To3KEZePWp0jaa1hBhaTbREiJ7de2ltdGj1Xxx5VhKsdyRyGAz+DePYVjJ9ieRxqlDPs5WV5HOoNxxwMokp5CCpQqMtIHLRNWOmOl+xnNwQ2ksAsd4lE44dbaT9FGoXSG0hnXVt4EIRBIcpWw1P6EMGkBhkzFaKOwqgHDhYTlQ0t4c9Oky03itQ6Ncy+hk5xr8XmyDYVVqRUvkRQgBe3SBj3ZRzfDIkbpucinqsjbVTrJKmES4vh1VG+IEhnGaO5svIdAkI8oSuu9q7QGt8hU0V3gTvt92k4Hy3LI0wgxNUEpCzBBlWV9Fx3GVOZP0h3cxK1PIx0XoxVuZZI8DQsNg7CPV5tCSAudF8m1LOziViaQjkfab5H0NuiuRAcqSMpNSicplO4ERbWRa5WwhPNQoyuDAP/kSWQQkLda5O02wRNPUD13DuG6YAx2o0Hl3DkQgvyzz/COHqX83HNgDP133yXvdik//3zxol+7hk6SXcY1W1+n8uqrCGkRX7pSVB3usnIPUnIKa1D8b/P/o44sj+nRy5KPrATISglZ8rCn6igpUN0voN9gDOnN+wTPnaby1ZeJP72Gc+QQslYi/P67xeUbQ/TpNSpffh57ss7gpx+jOqNQWzZiN81NYaKkCFk84OXqNEMPY0rnziAcGz0IydZaYAyyXCruy3OxqiXsqQZ6GI6lNqNPr1P95utUf/kl4hv3yVYKY6/6IeH5K5Rff7YIcXQHWPUKebNLcnUrhm50jlE5i8//OmlUhEc3H1F/4xYbN9490DDtb3TzjHCbxxiu3SVcK8oWAXp3LtG7fRHLC4jbK/RuXRz/LVy/u3e8qEtxjNFbs3Z+q155sxUJQNpvEa5tNbBc37Zd98bOCqqNT34MiLEXPly+gVNuUD/xDDpLiZpL+I25kT5FQQuJNpawHI/ywknyaIAQAmHZDNbu4gVTiKqF6yX4jkv3xic7jO6xMwGTsw7dVk5t0uaDN3sH9oaNUaT5bu/mwVLcTePmWAFgUDolyXfqKOg4JY8iovYGw5VlTK7Jllt4lkLHGfZEBf/ZE6h+iD3TKFgAaUa22kZUPHRdkt5ZwTvUQC5MUJoooaIE3Q/JULinj2Dlivj7G6gHJAW1ydHbav2NFGhX0F+5RjC1QB52KM8eJ4/7RMP2iHayTDTYwPbLOEEVgyFqL1M5dBKdp0jbJZg6zGDlBsHkAkalBe/ZL4Ms6HqYvafVI8cdPdYD3s9A6Sii/847xcd5FG/uvvnmWAXNnpoiXVsjuX2bvN1GlkqoTodwebnwZEcX11lZ2aGc1vne93acJ9vYoP1v/g2eCJi050l1NO45KJFstsWS2OSkxd+MQaOwhYsyeSFOP7qXgX4MJoMQlF55mvKrzxRJSGDi298kvbNC+//+LqrTJ727gh6FF0yWk91dIW8XHNf09nLhuY6gun2SW0ugNdnyBt0/fpPyV16k+o3XyJtdOn/0JunNrSo31ewSnr+MLAeFURuNUXpnhcH336X08tP4Z08Qnr9MtrSO6m0VKOhhTOdP3qTyyy9R/41fIvz4Knmrh3Btat94De/0EZAC7/QR3GOHCD+4xOAHHxT7hjHDn32Cd3ye6JOrY2/dJCm97/6U0rkzlF46g/BdspUm6b2dIjZa5Wzc+gDL9nD8okRaZQlZ3CcNDz7+wpiHT+GDijcLaWF5JfJH6Fv+omGXagiKunO3OkF5/gRpr0XUWsarz2AHFZxSFZVEDJau4zVmsFyfPA4Lf0FKdBLhVBrk0QDLL3pI9W5/RhZuTbKnzpVZPOUx6CpaqxlXP9ppRKf8o7ww85u7EmmfB5Z0WJx8idXuZeJsN7F7XwiBe3Su4Dd67qhnV4weRgWdp91HDULcY/NI38WMkhRqEAIC6dqoQUS+8uhglbBsgsn5Io6q8rH8n87TopGh0TjVSbJBp9CAHcXf00Ebr14kfaTljPcHU7AALAeVFeLRQkDUWv58VncERwY8MfHBxk0UAAAgAElEQVRljlaLZWuc93lr+ffJSJCjeJ5O84curWWphN1okLVamDhGOA7O7Cx5t4sePL6X6IsyFWuiEIERZTS66KhicixhIxAkJqKvWpRklYHujAT0Jb4s08qXEUh6uggBlew6L83+7YMn0v4aQggLz6tiOwFZFiGlTZ6FGGOQ0iLLIjy/Tpr0sSwXYxRSOli2h1IF60YgyPMI2ymRJn08v15UnKkUy/IKXZN4d7zdq0wyeeR5/NpMoW2dp/RWrtJdvrwjxLCPWf05tevR6t+5wQV2tKDOowH9u5fHcnfR+l2k4+JWJ8njEJVGO7z47Yg7hRi77ZfJowE630lAv/5JyK3PIpLoF6/Vq3TG7Y2H1NA/CsaQ3t67Eki1t55Xcvng8e+HnkrlxepmH2Sj55MNgW3zea9uwH+VEAiceong6BRW4NL98DY63jtGp8OQdFuowGTZQ9kHB0FmEiJdVPUlhOQmR4rC0y1Ei4qWNImJ0ChykxHqPhJJpPtkJuULl9X+NYNt+5TKc9i2i+2UixLjuEua9LBsnzxfolqdp6tSSuVZtM4JgkmEtNEqLYpN4i55HlOtzNPTObXqYZK0h22XCiOeh7uMrrQ9Zk6+iuWW6K/dQKsMx68ycfQ5jFF07h9MF+OvlYj540Dn6S6VfZ2lxK2DlyPm8ZA83t1PzAskk3M2i6cDwoHiox/9u//g/P/4YtBxhnQs3OlKIajzVwRFzlA/sIJ5iA3d3G6zndL/VyGExLY9pHRGHyhRJOj9BrYdkCRdfH+CobOOFBauXyXPY1y3ilJp4cVGbYQQ+EGDNO2jdEaex/j+BFLaROHu1Z1lu5Qmj3Dn/T8i7hcrCyEtpvKU2tyTf8VGVwqskoewJZhieaajdMffJ7/yJFNfPYtV8mj95Aprf3YeYUks3yHvx1vHKXvoJMekD68iE44LRu+QFaw+dw5nYpLOuz8pavEfhGVRffp5pB/Qffcnu//+ANyZQ9ReOEf/4ickSzs9ONcXHH0yoFy3SBONtNgluvN5YAsXKe0tmrHRZDrhwYSKI32kKLygXKc7YpSWsIu2PtvEpA26SNLtak9/cAjkSDPV2nbsIvmjTY4yat9jb94bFPSa/CHLXSlsbOGMQ1vKqHF8e69rcqSHeMhYHBTGGEyusas+KPNQwaRHQ2CNdGX3Gv/NbtCfFxILKW0kW4LPenzsLy7YLxBIURiyzWqrgwQYjYFMRwcqwinOYT8wj7aP0T5duUcXk+VDWq0rWI6FVrqwOSYvVM6MQKmMlZUP0DojzboIJErlSGkXBUemUPkzwPLyh2iVjeaQwnHKRbdhv0Z/L1/KFFosYnM1MhZTf4xmowfe8iEQlqT+6kmmf/VZ7JoP2tD7+A4rf/TeeInmL04y93deZu1ff8jw2mohrqEN9ddOMPdbL3Plv/nnmFxTObPA/O++ztp3ztN9/+besTshqJ97nbzfZXBxK6FmBQFWubJnn6tN6CxlUw3/kfdl21iVGtLZrR7UXsu5ezWm28oLGcCfg8H1rQpPTb7BbHCyyIrrlNXhVa51fkqqt5JsnlXi5dnfpuxO0k83uNR6k06yjC096u4hZksnqHuH8K3KqIQ4J1Z9uskazfg2nWSZRB2sGzAUL3rg1Km7c0z6i9TcWTy7hBQOSqfEakAnWWYjuk0vXSNVRQnrgzjZeI2j1RcQCFbCK3yy8d09z7dQPsPpxpdGCURYD2/yWev7e17zpL/I01PfwLcrdJNlLja/zyD7fBxlozVZJ8Re8HawkaS0se1g9KJBEu+Oq2+yImruLFP+URr+Ar5VxhIO2mhSHdJNVmnGd4rxzweP1cZeCouKM810cJRJ/wglu4EjPXKTEWVdWvE9mvEdeulakX577BZNgsCu0vAWmAlOUHGn8GQZSzoHyutonfP2yh/uO/YCiWeVqXuHmA6OUffmcGUJSzponY/nUSu+RzdZJVGDHR8o27eozJfRmcaooq9d41gVlWo6t3uUpitIS6BzjZA+ST9F2j5O2UFnmrgD0i5yBJZrkccO/ZUhebbTQeu0b+A4FfI9kt0qTxi27rHwzK/SX7uBymK8yiSlicOs/1UK3pRPz7Hw73+Jjb/4lO7529hlD+namHxrwLyZGiZT9D+9R7qx9fkQQiDtwgh6h+pMf+NZBhfu0b+wN/NB+gHlJ85SPv0U+aCP9Hx0FDK49GlxPNsmOHoC4TiowYB4+R46ChG2Ten0GSzPJ13fykgK2yE4fgo17ONMziCEIF6+R9Z8sBhA4ExN4TSmiO/dRuoEvywpVT2aK19cnankTHCq/hqzwSksaZOqmJXhZW52399hcDevRQgLS9h4VgnPqhDYNRYrz3K0+kLRyHIbbOnh2cVkX6icYS28zo3uuwcyTpZwOVR+gsXKM9S9Q0VZ8zY40sO3q9TdQxwuP81qeJV7g4t0k5VdHl2cF12kXSvAt2o40ht58dvvTFJ2JnCtMnL0cQzsGoFd29PolpzC+EgsMp0Qq89PdxJSosIUFe30wIWwqNWP4LgV0rS/y+hKYTHhHWax+izT/rFd4w/gUaLqTjNffopOssS9waeshzcf6u3vPL7NfPkpjtfOjZNjm3DwCewqk8EiC9lZ7vQ/ohnf3rUyEAh8UcaVAUPVRW3rQrZ5/cdqLzEdHNv1jB+FYgWV7evlWsJhKjjKYuUZpvyjWPIBR2Y8R+c4XHmaVnyPe/1P2YhujT9OlbkyJ79+hKgVs36pTW2hjLQltm8RdRImT9YZrkdUF8qUpwOidkLnTg8hIJj0sRwLIaF1o8vhV+ZoXuswWA13JbyM0aRpj72g85TVqz9l6tiL1OZOIyybLOqzdvWnB9bShZ+D0Z362tMkKx3W//xjjNJsf9zudJWJrzxJ9ZnDePMTzH/7ddLmgO4HNwmvbWsAWPGZfOMMOkpp/uAzdLS3IRNSYleryKCMzLNC03bbl9g/tIjJFSZLcZ6cxL4xQe/8uyAkdqVK+alnSNdXiUfhAun7zPza3yK6ewsVDrErVUonn2D9z/9k5yA1Jpj40lfJ2k3ipbtUahZHn/QpVy1W76WsL6WfO5exaXDnSqexpE2mYu4PPuV27zyx2j9WbEuPmjtDw5vnSPU5bOmijSJRIZmOEQg8q4I7MgS2dJkvnwHgYvP75ObhClVS2BytPs/x2jk8e6vTaaYTEjUsOhALF88qvBXH8lmoPEPZmeJG9x2a8Z0dHleYd8h0gmsF2NLFt2tk6c6Pm2uVCOza2OBCUdbq2zVIdnaWBijZjUIQG02c93cYm2LZJ/bp5/UABKO2Lux4lsYotM5J0wHhYO2BXQQzwQlONV6n6s4gKJSxcp0WY4RCYuHZZexRr7up4CiBXceVAXcHn+zrlQok8+UnOd34Mr5VGf9+fHyTY0sPV5YoOXVONV7DH1T2DGF4ssyEPTdK3G31+Wp4Czwx8UvU3VkQgkwn9NI1oqwzYlC4VN1pqu702CBro2jHS3TTFTIVk6jwoasnSzgslM9wrH6OsjMxHqNMx6QqRKOxhIU3WpnZ0mW2dJKS3UAKyUpYiDVlcc7y+XXiTkJ/eYhKizCByhV5mNO+1SNqxSS9hLVcjwqnFCpVJP0M27PI45zuvQF5rIja8YHDSI5f3dHtt7d6lcHGbaRljZk1TlAji/Y21g/iCxld4VgEx6bpvHt9t5QaRWw3WeviHaoTxCnJcoe0OUANt70clqT6/FGCI9Ms/4u3d3jCD0KFQ7ofvoszNUt87za9D3dm9Y1WDC5+RLJyn+pz5ygdO8Xw0qeocEjv/HvIoIQVlHYeVArS1jq9999G+j7zv/P3cBqTowMarKBE5ennyXtduh++g45CIgSd9Zxqw6a1+nB60aMQ2HVO1V9nrnRqFArIuNP/mDv98wcKAdjCYaFyFkvYWMJmI7rDyvAyUd4lNzmCwpDNBCc4VHpi7IVNB8eZKR1nefjwPlOHSk9wrPYirlWMV5IPWQ2v0YzvkKqiDZEUFp5VZiY4yVzpFJZ0aHjznG58mbQZ0k23Pqxh1t3iHksP36rSZ6fR9e1KYWCBYdamZDdwrYDArhUv67aBtoSDb1eRWOQ6YZhtyzQLQWX6GGnYPXA9PFDMPcGOmnoQBYUITRTtrPSruNOcanxpXGiRqCErwys0o7tkI96tROJIn6ngGAuVMzjSp+TUOV5/hWHeZiN6OHNkwl/gaPVFfKtSVPrplI3oNqvhNeK8P3oGNiW7zlzpNJP+EQ5XntkV3xUIcpMSqp1GwbcqLFaeoebOAoJMxVzr/IxWfLcwiEYhhU1g15ivnOFw5WkcWTRsjFWf6523UWa/lZ5gwj/MycZrBKPnGuU9lgYXaScr5Dop7oFiHs2WTjFbOoktXSruJCfrrzLMO/TTdYarIcPVrSV/+8bOFUfYLPJCw7XdYYHh2s7V4oP7PgoTi88wceS58c+W7RXZDK2Q0kKpjNbt86xfPxjL6AsZXek5SNcmbQ3Bkkx//Wlm/+YLCMfiyn/7L8maAzpvXy8U6o/N0HrrcjGxt0tpVn3mvvUiKkofStM5KNL1VbLWBjpJyDptSieeQLgehA83YDqKSJbuoZO4+JdnyFIZHUcgLeqv/RJqOKT14++NE3RpYvjsvSHXPgmJD9DifS+b7NtVzky+wbR/HCkslM642Xuf270Pt8RXHgEhJIFdQxvNvcEFbnbfI8p7uzydTrxMlPc5UX95VA7rcaj0JKvh9T0TMA1vnqPVF/BG3tUgbXK9+w4b0c1dIQEQtOJ79NI1Tje+jC2Laq+Tjdf5dOO743uJ8h6pKpZztvQJ7Pqu8wZWbfxyrgyvcLx2Dks6lOw6jvQfiG1X8GSpMEYm3REuEQiC2hxG6wMbXZ0ppGfjTpYJt+UFpLRRKsHzG1sarxRG/1T9darOFMYYBlmT6523aca39xgjaCdL9LMNnmh8Cc+q4FsVjtdeph3fHyU4d8KVAfPlM0VIQRTe7b3+p9zsvT/6IG/Nqjb32YhucarxpR2GcRNFYYjGkvaOfE/FnWI6OFEwAIzh/uAC9waf7pwTJiVNQ5LuYHRNTyGQVN0ZAru2b5jKtQJO118nsGsYY+imq1xtv0UnWd7TWLeT+/SzDU7UXsa1AiruNMeqL3Kx+b3HioEXGElnjksXBUKKkXe7vZS42EZYNpZXwuTZjr5xAO17F+iv30LaLjMnXyFPYzr3L6DyFDeoMXn0hYKLfkB8IW6MyXJ0rpGuDUrTeec6K3/8PlbgjonmhXJ4UUZk9qjnVknO0h++jRqmTP7KGaR/gLYXDyEe6yx9wEt5dPbVaLWj2gxjxskDu1wm77SxyhW8Qwvjeu/FUz4nzgZUGzZPnSs/sgz8wSWkb1U5O/E1ZoKTSGGR6ojr3Xe41fvgwAZ3O9rxPW513yfMO3suLVMdsjK8TCdeGpeP+naV0h6GTwqb2eBUsVwWgkzH3Ol/zMrw8p7GBAyJGnJ/cJH7g0/Ro3Lraf8YE/7hbVtpBlmzyBBLl5JdHZewFue1KDnFsrtYvt4fe6+bcd7tCOzquPgk1ymDdNvLL8RoOXjwjLKQAitwSZsDdL5dyEQxGKww6N/fEf+bCU7Q8BYAQaYj7vY/ZjW89pAxgkzHrA6vsjy4PC5Nr7mzTAfH99y+6s4y6S+O5UG76So3e++RqN3tbgyaWA243nlnp8c/Hg4x6ugsxvNDCpuaOzs20AbN0vDSQ1kQsRoUHrAOEULgydLIQ344DpWepDJeBQy41X2PVnz3od5xMY8usBHdKjpjIJnwD++YRweBXapRmlmksnAarzYNCLz6DNXDTxFMF8dyq1NUDp2gunAa6fj4E4eYeuo1akfPYnk751oW94m6K6TDNk5QY/XKjxhs3CbqLNNbuUrn/kUqM8cPfH1fyOjqJCdZ7VA6UQxs3otIVjro7OBfJR2l9D+5Q/MHn1F9ZpHqM4u76q13QKlCbq9cRrguwvrFUY3zQZ/eR+/R+dkPqZ/7Et6h4oHVJmyOPOlz/GxAGj9ahWx7NVDFmeTM5BvMlE4gEMR5j+udt7nTO/9QatS+16gzloeXCfP9l0xh3mWYtQu1KCGwpTv2ZLej7EzQ8OexpI0xhmHWYmV4+ZF0oExHrA6vEeXFElYKi4Xy0zu26acbaFRBybErY4YCgCN9ys5UkczM+8RqQH8U8y3ZDTxrZ1gosGu4o/3jfLAr4WhUBo+RFNrUzM0HyY7uAkJAUJomCKbGH2MpbGZKJ/CsQnekn24UhuIRRj7TMZ10hUSFo2fgMOkv7r4WJFV3evxRVCZjbXj9kSGnRA1YHcVAt2NTpcEXZWyc0T1YBHZ1fE+pCknV/vzfOO+TqWKOSmnjPfAh3A5LOEWeQhTvZzteop0sPXIepSosYsU6LYy7VSTYHgdebZrqkbNIy6J+4nks18MpVbFLNWaffQOAyvxJyvOnilJ2o0dOsSp0Zh4iXmMwSGlTmT6OW57A8av4tRnKk4s/P8Gbg6D9k6vMf/t16i+fJLy1hjNZQTqPlwE12tC/cJfq04eZfOMM4Y01svbeE0xnKfH9O5SfPMvUr3yDtNXcFdt9EN78IqXjpygdP4WwHSa+/FWie3fIeweT1QuvX8GZnKb+6ldo/+gvuXy+xfULBwstgCEfJS4qzhSnGq8zE5xAIInyHje777I8vHygTPZeiDaN6SO9OlPU95scKVwEElvufvyBVaNkN0Z76IIGtotB8ZBrUT366Rplp9i/4k7iymC8/6anC+DKEp4sjV90R/pUnMnRdm1yndIfLV3dEUtjM64rEPh2BVsWsdZ+tocKmpQ8TrDdGIM3W8OulUjWepgRi8GMMmtqW/fmwK4S2PWCq2k0Ud4nyg9WIJOqiExH+FQQWMVxsDDbls+O9Cg5jUKgiVHiKnl01ZtB00mWx2O0HYocRT5WygJ2MBUOQjPbrv0sEOPr2wslp4FvV8b81zDvkDzCqG8izgcokwA+lnBGMX35WBzntLdB3F7FrUziVqewvBIqHhYiNUKg84xo/R7DlYJ1kEdDsmGXpLu+q6hqEyqLad+7wPTxc0wsPlusii0LnaesXT1Y1wj4ORjd3ke38Y9McejvvIzOcqRjk270UenjxWfVIGHjzYsc/c++Rv2Vk2z85ad7d/s0huG1S6hBH6tSIR8Ukz28cRV5/y46KZbn6eoynXfeIg+H2JZF1m3T+/gDipSnKuK3UUTrR98ja28tTdtvfZ9kbQWjcrofvE3WXMeonN7H7+PPL6LzDNsWvPRGjclZh+XbCR+8uX/WUumUwKpxov4Ks8FJLOkQ5wOudX7KanjtEcmI/RHn/QNP5oKcP3pphEDw4MdR4NnlcfJMG0U/PXgLnFSFhCNPVwiBLVzKzgRpUhjdYdYh1+mI6lYqzjO6ddcKKI2M9TBrjeK0LbTRSCGpOJMFN9ikBQ3Oqoxj4YMHrtEYzbB5l6T/GJxdU2g9COvBVdaoC8c2MvZ2L7tgABzi2elvHug0riyNVxhCCCzpYEuHbNvxLekSWNXxz8pkj1zJbCLJhyid7e6WYQyJHm593I3ZEQpxLP+RdDFbesiR56r3KVqBQkDeFpvXIJgOjuPbu1dWe8G3qjiyGN8iNOKOhPsPvhL0J+ex3IJfbYwmmJwnj4fbRP13qrqpPEU6HvXjz9K+fn5PWQMzEryJuiu45cZI8yEm6qz8Ynqkzb9yiNnnZuje6nLr+1u18jrOWPvOh/Tev4n0bIzSqDAh7215R/0L90hWOji2Ybt5qVU0rT99e8zpjW5vcPt/+kt0ku9tcDfPGYWEN69y+MsLLHztEB//nkuysZPOk/e75P1iombN9T24tyN077DwwiQr51PyKGfmaMz0r5/ik9+/QHzn5tY5wyHh9SLbP7XoonKDX5YEJbldTGpPCGFxsv4qc6UnxhzFTrL0hQ0uFBSuzy1m8oB9kUKOqt1Gzfkwj8V9VSYnU/E4hCGF3BGLLYxHh7LTwLW2jHvBzy1e0s2QhtIZqRqSqAGBXaPqTmNLB6XSgus7eoH39nQF0vFw/CpZfDAPVEiJijM8z0E6FpvOvRCSUmmaNNkaB0f62MIZ/V1Qcaf27U6xHyQSS9g73gspLOxtybBcJ+P2SY+CRpHpeKfRNUU4wBVbHGJlcgZpc9RVWGILj7o7Nw4PPQiBRdWdxrNKozh6wiB7uG6zJ4OxEZdCUvfmHjtMsInNSsjHQdJdZ7h2B5WEqHhI69r7gKB/73IhwXn/6o6XViUhvdsXkY63b1JM5wn99ZtwcBu7C482ugKcssPilw+z8sEqzctNnLJTCBanOV7dL2K4gwFmWHQASPspTmCPq0HyKMfOY078+gmu/qtrpIMUpKBzeZ2wGRXULM/CrbqIJCbrJzgVBydwEKLg6GXDDL/hISyJinOSfsraJ+vMv3xoXGCx6+YCG7fiIKQgbifFErLuYTkWRmmiVowBOre7Be8PWPt4jZlnppFOcUyn7GAHNhhD3EkwytBazVC5IU8NSaQeEdMVLFafZSY4NvYSACb8RebKp1keXNmxtHxcaJN/jgqkvSGQo4TLCGbnsvpxrqdQyJIPeFyGfrLGTHB8XFghRkan7h5CCEGiwjEDI9Mxg6y5zei6JGqIK0sEVsFySFRI/ODS3hjyZDgSxz8YNnttSceifGqW7vnbo3JRRZaFRZJ7G3Nh0wgYY4ry1c/5DIuP7s6v36Yh3kQ+Klk90H0Yg3rAQAtR0AstsfUsDJpuuko3WaXuHQLgxIiiFWZd9KjgQSCwpceUf5RDpScKHWgMvXSNbvJwHRNLuuPwQzFG+Ui68vGx2YL+wNtnMWmvSdJdG8s3bna02YRKHlgdGrNDSfBBWBJqVUm3XxzPG3WFtm0Yho/HGX2k0bU8i+kzU0ycbKBzjVaaYNInXI/YuNTk+f/4Wbq3u0yfnSZqhuSx4sa/vcmxrx3FDmzC9ZDm5Razz80y+/wMUStm+YMVHN/m+b//LJf/+Cprn65z6KU5Zp+fxWhD724Py5XMPD1N3EnIhhnX//wmR99YpDRdIukl3Pi3t0i6CTp/+A3Xj9aYf+UQlUNl7r51n7SfcvJvnMCreahM8eE/+YjjXztKea7Mx//HpySdhDxRRT336N6P/+oxgqkiYbL0zhLrFzYwxlCbtOm2soKnuw+EEMyVTqGNYpi1R5VkFVwr4FT9S+QqZT26+blr8rfH2X4eeDDRcVB5z+3bb+5jMLsqfnrp2ni7wKpiSw+BGHtBw6w1ThhlOmGQNpkJTuDbVXyryjBr41mlsafbTzd2f3SEwCtNkCUH99KNMWS9CBWlDK6tjodUSps06ZGmu1kDUHiWzfgOG9GtA59rOxI13MVY+eJP0+z6MTcZuUkKTYURhlmLu4NP8O0KnlWh5s7y4sy3WAuv00+b41BOw1tgtnRinDjrpxvc6n1w4FWaMhlr4Q06ydKjN94DYd59rNVc1Px859kPkxMWv/2bZb7/44gw0pw46tBqaw4v2Hz/x+G4C/xB8Eijq2LF8nsrzJ87xI2/uMVwdcixrx4BxgwqjDY0rzS58d1bPPXbT9A40aA0U+Ldf7SlIatShVN2uPqvr43nxPrFJjrTeFWP6kKFuz++S+dml9f+wStsXNxg/eIGd35wl7PfPoNXc+nd7ZN0E+rH6gSTPkl3nxiPgCzMaF9roxJF40SD5qUN8jhnuDpksDIk6STcf2eZI1/Zm5JSOVRm4lSD9rUOdmAz+cQE6xc2qDZsnnixRFCWrN5J+dl3uw99Uzarb1bD66yGVynZdU7UX8W3KqP/v0KmY9rJEv+uJfq00Si9bXILgS28h++wC2Ik9rIVnniw6m2QtUeke2uUDHMLXu0oUx9mnXHiTemUMOuMt6+6U3SSJTyrMuoPVxiA3c03TdGNQh1cBEZaFpbnFKGubaEt2/bxg0lK5TlW4w8wRqNMtmXojWGQbnCn/9FjjNP+MOgdBs2WDpt9Ix4FgSj4uNt/J+RYCnI7J1gbxVp4HVt4HKk9R9luUHYmOFF/Zc9ja5PTTda42XuPzj5eLhS84s3nYjB0k+Wf6xjtB+nZeFNlkvVBwYTSRfxWWhKjig4qQhYxQWPAjFY4Ks72HeTlVcWXX/FZWVdIAf2BplaRmw2tD4zHTqSZ0YVKW+CUXaQjMUqTxgVnF/bWlDGq2OchRx3lMURhyA3oXJOFOVoZBDBxaoLKfJn+vT6Waz3SA3OrLnMvzBbX6kiEBVlUTLj2jQ7tGx3Uo6hto2tSmWKwMmCwUnhgcahprWYsnvbpNh+99FkLr3Ot8xMSNcQWLrb0OFl/FVu61L05TtRfJm1HDPeJkf1VwKBIdYTSGZZ0kEh8u/roHUewhYM7olFBUUL7IM0p0zFR3qfsNMaln55VwRIWxuiiXFjFo+sxxKpPooYEdo2KM40l3FFYojjHIGvuXrYaw7B1bxdne997H/HIs264o7pyL289U/GYkSJFUeb7uNn1/aBNvjPJJf2RMMyj3+wiPrtT/2GkBYcQclcYJNNF2bkl7WJOiqKUvOCrS5TJSVXIIGvSiZfZiO+MqHyPpn4pk+NQKN+5VunnOkb7wWhDabFB9dQ0RhnyMMEuucTrQ7zJEmk3QoUpwUK9CKElOSbXdC6uPDQ50+kpPvw4pl63ULlBaYhjw6U8faxO4fA5jK5KFEk34cgvLTL5ZIhbdorh33atcSsm3Ag591+8yHAt5P7PlohaEeWZEmd/5ynuv7NMeSbg0EuzVA6VufPDu/Tv9zn6xhGOvnGE5fdXdhQcGEBlitqR6nj5avs2x3/1GDNPT5H82gnuvnWf3t2tJIBRRZy4tlgljxVZlOGWHYLpgJlnpqkernL/7SVO/tpxpp6cJItylt5ZZv6VOWaemebEN46z/N4yzSstakdqBJMBcbswBkmkufLhkDtXYrobj/amti+Zc5Nyt/8xJbvB4crTSGEx5R/jZD3mUuuHn6s4ojJ1nCcdSZ0AACAASURBVGTUrj2L+5QnF4m6qyTDxzfimxzZspxACEnNm4UDygW7VmmLbjYqWniwSaY2OcOsSdlpFEpowqXqTgGCVIe7KuoSNSTO+zviupsfglwnRHmXvQxAnhxcSQ3AZIrobpPoXqtQwRvBsgrNBCmL4gIolrupHmJMMUa+VSOwqwdmGDwKuU6LcRgnJG1KdoNu+mgtaM8q72IuGGMwAnxRYSi6ZGbnHJvwF8ZiN710jVu9D4nzPpsi6spkI62E4Z7Vc3thkDXJTVp0cxAWJaeBa5VGxR2/WNiBjT9TQUiBzhSlIw2M0gxvt7CPNFBxhlvzCeZrpM0Qpx6Q9ZO9k/dCYJUctIGl9ZzltsapeEjfIetHrPRBBB6WKvQeTKYeWafwSKPr+pKXv9mgf/kOw+U+L75RZ9Dv88nvfUKWKEBQrUlOPlfmRpxz6V9e4fTzJV46HfPP/9ENtDKYTPHSV+t89n9+QtjLsaVB+opP/pf3GbRzVJKjMk3rSgtpCdJBhrAExhRhic/+8BIqU6yeX6NwgyFPctrX26x+sIJKNVmUbRlqIdCp4uZ3bxaZaGWwXIsjv7zIzX97i+HakNO/cQqdKi7+4SWkVYhj5LHi1l/e5u6P7xc/Rzn9pQG2XyTSNj3lqUMOM4ddbl+KUPvElB+GTMdc6/wUzyoxFRzDkjaHyk8R50NudN95bEaDlBa1mRPjZnluUCceNOHAi9IthFmbfrpOyW4gkNTdWcrOFMNHqpIJqu70OCkDhk6yvIt/rExOL11ntnQK1wpwLG9c2RTl/V2GK84HhHmHhlkgsGv4VoVgZHSHWfuhFWCfByrcHTdMk6LDgC22xjLKu/TTDRrePAKbqjvFVHCMqP/pz8WTK7QkWmgUFoWuxkxwfKRl8fDnWXzAj+5aBW7F2PWOBB1AzZ3jRP1VJrwFEhVyofmX9JK1L3wfw6zNMGtRthuAYMJboOHNsxpe2/ceDorayWcozZ9g4/wPyYc7GRfZIGXle1e2aICj8l+V5MQbQ4w2CCkQnyxhtGHy3JGiDNy10KOEul2usfDV36Z766c49RykKEITAFqjM0XjmXn82SpJe4iQkmRjSP/qKsnG/h/8RxrdmUWP40+XWbkdc8sXlGoWU/Mu5YrgzqWI9lrCzJkqw3ahtJUNMy693eXFX6kRd4oX4tBxD8uBqB2TJ4ZTr1Y5+2qVpRsRH/8oYu64R3MpxQ0MfkkSlzwQArc0UjVShjzRJGGO5Uj8ik0WW0hbUKq7ZLECPKQt0HkRqrAcgco0WaLpr8VEg5TOzQ6HXppj+swka58UikWbrIVNpAMNg21GLy+8++0YdBUv/LJHpW6xvpRx67ODFQ9sR6z6XG7/iLPCZsI/jCVsjtVeJFED7g0uPJYodRr30LbAGI3tlemuXn0soZftiFSfjegWE95hPLtMyW5wrPoCVzs/2dcLLzsNFqvPjSvHcp1yb3Bh13baKAbpxph/61s1qk4hWRjnPaJs5wuU6ogw62JQhcyiN4s/4rD20ya5/sX2/jIjupXjlNkS3DYsDS4xHRwfifKUWKw8Q5T3aEZ3DmSwpLCwhEu2R+GJwdBN1xikGyNJTZu58hOsRTfGici9UHYmmCs/scc9GFITMxSdXR+phjdPw5sHBMOstS8j4XFg0Nzrf8qEd3hE8atytPoCiRqM4sGPNrxyJOS017yTtovtl/Yu0NAG9RClQp3ko+vbwsZPb+7aTgiJXaqgwhzpZRhlcOsB0UoPu+ySDxMSSxIudYv4MCAteaCuI/saXSFgasFFKcPUvEd1wsayirhrY9rFfk7y0Q8y4lBz7usNLvx0b45fv51z6vkKn73dJ40zVKYZ9nLW76fkqaE6YTM172JZgnCg0F5AdzXmxKtTqLzokJoOM6J+Tn895tCTNVau9Jg6VqY67REPcvyKDQJUauitxQw2EipTHm5gcTtSpGHM6vm1kbf8xaCU4eO3BggJWhu8QJBEj//1HmQtbnTf4Un5y9TcWaz/h703j5Esy877fvftsUfkWplZWfvae/f0MhvJGc4MF5EUaVOmTcM0KZqmTAMWIMOAbBMCLBiSbVkWYFsytMC2bFOw/6Aokh4NN83W09PT+1LV3bVXVuW+RWRsb3/3Xv/xIiMzqzKzqnp6NBLgAySQGfneixc37jv33HO+833C5kT1OWIZsB7ceuhoI+ptkHYWH/n9D7LN8C4j3ixHSucwjbydM1Uxy/4VgnRrD8Jhu2V1tvIUo94xIC/IrQU3h228ey3nakikn3PxuhM4ZgmNyklx9nFCQdYhkSG24VF1JoaNCX7a+oELLiqVsdW6hevV9xTsuskaa8ENjleewxQWVWeSM7VP45olWtECUda/7/vLmzpKg/z0KALBXPetfd/XT5q0okXK9mhO+mPXOVV7kbnO2/SS9T252ZzkfJSTtReGu4A9JsAWLnVzEjmg/sxfFkNoH+SsY3V3mn7aRKrkgS27D7JWtMhmOMdU6SJCCEa8o5ypf4aF3iXa8UpOgLTnPQT2rjGqOOMkMmSxf3nf6wvLojR9EmE7yMgnWL5DFvYxHI/i5Cx2pQFKEbVWiZqraKWonrhI6ndwRyYRhkG0sUy4uQJaYZfrFKeOY9hurq2oNJmf0L+zhDteJlhqkzQfLW21nx3qdN2CQWPcJvIVtTGL2qhNlmo2l0O0hnLdwrAEnY0UdUgzg9+RRIFEk8va9NuSzmbGxkJMHCo2FhOe/0qdoCtZmYvo9hKCdkocDLbzx0okfkYcSIJ2Qpa02VoI6G3EORu8kZOhy0whgCSSqFTjFE1MxyAJvn8pk91WqpicfKyA35OYJiRTDvPXQ4Leo27JNFvREne6b3O2/lkKVo2CVeVk7VOkKqQVLfHDQDREss+d7ruU7JGBUkSJY9WnqbmTdOJVwqyL1BmW4VCwqsNoaZutaita4m7vvQPTJKmKCbIOnlVhxJsddGRt0zPe/3nDgdN1zRINbwZDmGQqJcy6D8Aob8vn2Dn9pTGA6xk7PA7b0XOcBQNUQobUKVJtS7Vr0tQnTfc+bBrNfDfPzU8WzyKEoO5NUbCqtJNVwrRNoqIh8sISDs4A6pZ/z2U2w/kDnW6mE1b8a4OxnR6kGHLY1la8RDDgu7UNd/gdVJ2JQQtteh/hOWiy3agLdppfEhXimkUKdo2LI1/I87Eq3oU+yE1pOSiEdmjHqw/Mz0qdMtd5B8+s0PCOIoRg1Ds2yE+vEWVdUhWhdJ72sAx3QHKfj5FrFvfdLW2bNzqFiiPSoE/56Bmc6ijN91/BdDy88ZkBIqVIaeYUzcuvErXWmHjxy0TNVZLuFlahROX4BZZf/kO0ymg89gJubYy4vUFp6vgeXpd445PLRR/qdEt1i2LV4ntfbTI243DkpIdlCaZPV9ESrr/bx/EMnv1ijeMXi5x9tszqnYgzz5Q4eq7Ak5+rcvuyz+y5AscuFHn2CzVe+1qLoJvRGLf5zM+O8u3f3aCzmaIy8Eomm0sxcWZQnm3QXu1h2gbKkYQbAUoYuCMl1u92QAuSjQTTs5BJBojh1mFoH2+H/UDzigalqsnpp4q0N1LuXgupjlgEvUePuhSS9eB2Lg1e/wy2mUdzJ6vPk8jwY8vPfL/WTda5vvUK5xs/QtXN2ajGCsdpuDNkOn8gtzuntiWtlVa0onlutd/Yy/p1j20/uHB0mCpIVbQvQxbkXLyJymXht4+P5WHtz4Kp0nmOlM7l3UwYA9hUrjG2mxDcNlwuNH4MqbOcsFznNIjbuOrF/gcHokoi2eNm+zWkzjhSPJc7davEpHU6l/MeaKJt68vt3gofJtG9bb1kk1vt13ls9McpWDVMw6LhTVN1JwaQrJzv1jIcDGESZX1udV6j6kzucbqCXHYJuA+90IoWWAtuMF26OETT7Nc5prUejksic6TNsn+V9eDWoTWIftrkevu7nKw9z3jh5JBNrmjXBvA7CQeM0YOafrTM6M59RH/pNpXj52lcfIH29XfJwj7tq28jkwi7VGXixZ/AqY8TtXJ+56TTZPP9VzAsm2M//Su4jXG0zPDGp2ldfg1/eY7qqccoTMw+6Cv6WHao022vp7z8exv4HUlrLWH+SoAG3KKFME38dkqWKN74kzbvfbuL38lIY831dwIWrt8l6EmiQHHnasj/8dfvkkSKOMx/XvmDTUxbkEQSt2jSWkuIAknoK8ZfmsVtFCgcqWCXXMKNHq5lM/rMDDJMcBtFvLESWZCgpaYwWaG/2GbzzfmdZPdDmcAhx6FK5B4Zk8NsYzlldClmdT6mXDNxCwbd1sePpqVOWep/gGeVOF55FtPI5U1O65e41vrOAxUkfjCmaUULXNr8Y45WnmSicArHzFs7HVEcHqPRSJUQZwGL/Q9ZDa4TZd1Dt6aJjPDT9rA6r7U+dIFJVECQdhnx1LATLEi7JGr/rZ4YFPUmiqfuI36513L8771RYf7JvLjMenCLwzaU/bTJtdZ3aIbzHC0/TtkZy7fsA4HK3ddTg+hZ6oxessHSIVFcfo6iGc1zefNPOFV7Md9NDIQpHaMwOCK/3la0xO3Om7lennCHYwu5w+yrFr7soNiZpwb5ohlnPplKBt2I+oDvTgy6Bw2KtjPc/hesCvPd9w8kbMpJeFb5qPlNJop3OVp+jKLVyPHcYm/n3fYYKeSA3nORVf/6geMTtzeJ2xvoLCHttRGGiWG7oBW1c89QGD+aR71jR/CXbgE5YVawtoBKIlQSIeMI0yuhZYpADK8Xri48EuTwUexQpyszjd/JVxuZavwBFCJ1RikcPY0wVrDShDAKiWIT7SgwMhLHIwklwjGxXEh9n+bK3qm77aQsW3D++QpCwNU3c+cioxStPMyCTbjeQ6USb7RI2o2QUYpVynv0w/U+hckKvbstgqXOIzpccPG4YD5PSVRpqhVuqw9IeXC0KjPNR2/4YBiYnodKYkShjFkFFSco16CjNjHTnOnqYfgLpM6Y67yFIexhNX97O72bWlFpSTdZG3QXiQHEKt8m522bg+2g1gjD2GnFVIpEhQMRS4dEhgMRyYNNowdO5WUW7PdpuDPU3EncgehiphNiFdCOVthKV4h1gEahBeQk0gbCHLTL7uIs1ki6yTqb0d3Bg65ohYuHFupa0QIFqzJsimhFC8T7iAduv0OYddmKPn5nkgDCtLunoGlgDjDBGsEgukcOaC1vsB7couqMM+odo2DX8IwcEpeSkKiAKO0Tpm2a8SKh7CI09yli3P9JNFvxMu9vfI2aeyQXphxow+XQslyYsh2vDMevl27SihYRwqCftgauWbGbX9g2XGbKj3Os8jSeVSUbyPREsjdILey9J0NY2IPtf8GqYhsFXLPEscrT9JJNNsL7i1G7P0Us+yz0LrPiXx2mTLbJ6Q1hoXRGokLCrEs/aQ7SD30Oa5HXWYq+pytBCMHo0z+CXayw9tofg9ZMfvand87Rei9/NgOu8/w29y7R++k0GmBaAik1pZpF0JVYtsCyBX734TokPjbLmOF5GIUCZmMElSQYjoOWGWl7C7vWwCwPCEmUIlqcR0Yh+6GIs1Tz7jfae15rvb/80Gin9kdrDz7oAIsJuSy/yzHjPB4Hc4PuZ1qD4Xo4J06RtdsUzpxBpxnhrRuERYNLwSuka49WCU5VzNXWtx5wTMjlzT+lUM41uWy3hFcZR2uJGMi3G4aNUilZFuXSIkois5iu2aHVfxnLKiCEQS96uOKbRg0gQPl2e9sMx8EZO4I2MrRycNxKDjYPQ3SWYtcayNBHWA7x2l5qws3wziO1zq4G11kNDo569t6vZqF3iYXepQcffIBZ2JSpYWDgUsglZSiQkRARUBRVNBJfdylQxhYOfd2lE68hEklbb1KlgS08Mp3QYRMHj6KoEOoONjYFKmgUXVoPLFplOqEZzdOM5g89DvIFqRUtHHKEYKp0kbP1z2IaNmHWZbH3AUv9jx64q3LMIlOl85ypf2bIn9FwZ2hFSw9R1NRDyaHDZIq+LxMCu1wjbq0hI5/CxFHc2hj+4q1D7gpk6KPRuKNHyMI+xanjMAgYCmWD6ohNEikQUK5ZrN6NeOzFCh+90aNcs5iYdXj/5R+gRprsdQnnbqKiCOm6yCDAKBTQaQpKkSpN2s7zYCqOkWFwYKfHgfbD7Yh9KNNJQrq5iTAE8fzdXCZocxNVenQI2aOYEAaF0ihp3KdUnSaJuhimjeOWh11LSmXEwRZZFmI6HpZdwPFykhjbLpLEfXqdxUf/XnaZValTPHEWFYckzfVcoK9SQ4zbqDTBrjXw567nW77v0yrWGKmOiWQvlwcXFoE8qBlBULMn6KRrg7/ybexBW2BLONSdKSLZo5/l89bGoSjKSDK0LlEUFXzdpSgqKC0pUEQgCOjjCJciFWJCYkIcvD051IIoEuq9XWJ1MY5Nzgfc1x0kn2yx9zBzzSKzlSfzLjctWfGvcbf3cCT6iQxY7l8ZaLLlBOxFu45pWEj5g0WSPIxprfEXb1E5cYGJF7+CVmpAy3n4PI/bG4RrCzTOf4ryzCmEYSHDfIc6Oevy5OerrC8kzA/qNwvXNVmq0Qoi/9HIjj6W01VxRLx0z0ra3v/YB5mJxVHjLIHuURNjOMKhpddYU/PD1b9IhUnjGAVRJtA9NtQiPt3h+ZNilroYQwNNvcqGXkKjqItxipQBQc0YI9URa3qBnn448nKPIhPGLGVRJ9YB62qRHjvn6izbN5qV3Ydb8T6uaa3otReQWUwS95AyxXaKlCpT+N0V1DYzmIZMxpimA2jCoDXMcUqZwC4I1PjzX6I39xFR837V3YMs8/v0b3yIzlJUmqJlRtZtD6u+8foyMgwemTRnt5nCyqvf7jS9dJNURRSt2p5UhGdWckJ0FRHJPgWrMpShyRs8JimaVXpZk166iSVcilaVRIVEso9C4Zm5I992ugAWDiY2ESEpCQVR3rVVz+fl9ni6ooCtHRSKgihRogo6rxnkzlVTFGUqok6ofVKdUBAlQvyPzb71ca3qTAyLibH08yaWR2gyUVruYXbbDTt7GBOuQ+HZi6h+QPTBjeFrzqlZ4isHR6S7LVifJ019ZJbfd9LZZP2tr5P1O3RuXSbptTDdImmvTffWZbIo5+JYf+PPiNvrw530xtvfJPXbyChg68qbhBtLGJZN0mli2A5Jt0XpjIXflVQbFpW6ycSsy+p8zNi0Q2vVwbQE49MuxYpJ0HuwA/7Bad08pBmYHBHHCUTuTE0sZsRpUpHS1MsUKHHcvEikfTbUEjUxynHzAnfkVUJ6TBknGBVTrKsFhDCYNk5iKpMVfWdw7gU21DJNtULDGOe4uMBt+QHBA3pbHTxmjXMAbKoliqLCCfMx7sordPnhciSAHjJoxWG+2mWJTxx2UPtEGzJ9cORdnj5FuLYAj+B0VRSQRHvzqtvinZ+EGZiMurO4ZomyNUKQ5Z+1YFVxVIF+1sIzyswULxCrAK0Vy8F1DGFSd6bYjOcxhEHBrOJZlWFk7JklClaNaecCt3tvkaiQWIYYuxYHTZ5+autNUhKEFphYeeGKjJZep80mkoyebhPoPik5tnVJ3c4jZDS+7iIQJERkOsXXPdJBiqKvOyjkHjyvYeSbj0Ez1bZu4vB/27qKYiCMoXVOL4iA7CEbGV2zPMz1Zyp5ZJkoIYwhFzLkabH7SYd2HW9bWBOjGEWPZGkNHcUoP8QaawyPsWcm9rDGmLUK1niDdL2FjhOMShGzWkFHMelaE133ME6P4dZMoiu5wGrmxFjHJ0mX1ofpBMMycmpWwKu7pN0FShMFDKtBf7mHTlYZOVenfctDq4S0ezfvUI0kOhOoOObWJYO5DwJMS5AmitW7MaEvee1rLeIwTzmsL8ZEwQ84p/tJmiJjS62xpudBg2eUmDSO0pTLNIwjOLhs6EUSIvraZEacpixqxDpgUhxjQd1gQy/mT4oBU8YJVmSeM4p1xJqap0ebQPY4bT5JVYwQ6MOdbkU0KIkaa+ouEQFKKxpigroxTlft73SFaWOXqxi2i1aKLOwhowAhDOxqA5UmWF5OAp322qg0xvSKGJaT93g7HjKNyfodtJIIw8Qu18kiH7ucy8Okfie/pmFil2sYjpfn0vsdVBrnzGBeCbNQQhgmKo1Je+2h8kF+jzUM2wGtSP0eMvLz93e9HDQuDLLQz9nztUaYFnapiuG4qCwj7bfRgyfcdAtYxQrCtFBZSuZ38/v4BMwyXGzDYyteyXlitUTqjFgGg+r9tgKGQSpjNBKNJMg6Q5RDfnwfpTN66eaQM9gSDkUzz9nuZykxHd0kZmfB2p0CSNn5jBkp2S7ky0Hn3Htcck+RyLIFJ865RKFidT5h4qiN4xoszSWUqgajkxbrSxlpopg67pDFmvWVlOc+X0YIePvlPnH04HSRVOlwF2kb7mAsH57HrOZMUnPydm+tFX7aPDifaxi450/iHJsiWVjNteiURoXR3tSWMPAeP0N8/Q5mvUL5Cy8hOz0Kz1wkeOsDCs9cIF3ewDk5Q++Pv4NZcBEFd1hIsyZGKb74FPG1OTLHRof5Tqg0VWbqxZmcljZTyDgjWA+oHK1Qma3mFKNjRUoTJYRpYNoGGgg3A5JuzPp7a8Shwi5YRD2Za/gFOclVN5PD4v3DSXfl9q+E05VIYqLhRIi0T1Xkq6CLR0XUmTXODrdh+eRNsLCxsAh0b3huoLpYpoM1+Ggp8WCiazISJFkuI/KA+eXgUhF1DMMYPjgKRaIPrrA71QajT34Ws1DCMG3i9gab77+CMAyO/9S/T3/xJlahjFko0btzhebl71I9+Ti1M08Rd5rYxSqgaX34Gv2FG9jlGjM//hfo3v4Ab3wG0/HY+vB1+os3Kc2cpvHYi4iBXLi/PEfrw9cQhknl5GOUZk5jGCYIg62PXqc3fw1hWtTPPUP52IW8dVFJ2jfepzv3EcK0qJ58nOrJxzHdAlnQZ+2NPyUL+1SOnad66gmEZYPW9Beus3XtbQzbZeTxT+ONTSMMQRYGtK+9Q7B6Z1CEGMhbWxbCtDAcBxkMKBeFwHBcUAotJTpLOTZr8szTDqaZMzh98xs5dKhkNXDNEkHWyZsBzAqO4Q3012I8s0yiQprxPAYmRbM6JDqPZJ9MJ5TNEYpmnUQF1JyJPLWg+mgEtlGgaFXzwqTwSHU01BT7l2mjkxbTJ2ymjzt87f9uc/KCh1sQbK6mHD3pcPS0SxwGHJn1mJi2cTzBN/6gi2XnzHcPSy/YTzeRKh10f5WZLJ7FT9sDBY6DHgyBaxbzzrv6S0NSnTDrshUvH0iEI2wLo+AR314kvnr7wHvKNreGXLHW+AjCtRGGQbbVRXgO2eYW8c27mOUiwnXJ2j2MjRbJwgo6TpDdPtlmC6NcRFg7KhMylgRrPlmcYZgGUTvCX+khDIg7MYXxEmGriYxzQYbCWBGZSHqLPZxy/hlNx2T6iQatu32Koy5xL0UYgvKYx9rVNnH/0ebJoU7XtAXjswUMS9BcjKhNOJi2wLQMklAyNlsgDiR+J6VQtlBK02+l9FoptTGbUsOhvRpRHXPwyhYrN3zKow5RP0MY0F6NQeZM+TY7LP+2cIYRgULS01vclJfuiyAsHJTQ2LucqC3cAeY2n4Em1rCoYZAD5R9GaUGh8HWH2+oD+rqz6/WDz039Ls3Lr5L6HbyRI0y88GWc6ghpv43huKT9Nutv/Qu80SkmX/opurdzJIBVrNC8/CrB2gIjj71I/fynCNdzZIHllUAIVl/954BAZwnCsmg8/hL+0i06N97DqY5w5DN/jnBtnnB9kf7iTXrz11BJxMgTn6F27ll689fwxqaon3uO5uXv0l+8iWE5aLWthipQWcbaG3+KYTvMfPEX8UaniDsbVE89Tm/+Gr27VymMzzD54k/gL89hOC7FqZO0Ln8Xf+UOpldEJXkE6IxPYtXqOWJFCFQc4YyMkXbbecFVa8xyBZXESD8gWV3is592+Vt/s06xKFhdk7z0+TW6ycYwtRDJHgYmmY6RMsMUNkWrhp/lnLsVe5xMJViGQztZxTZcIunn3W9mnuf1ZZte2sQxCrTjFaTO9cRiFQzbYtMfUhF3+rjN5CC6TWJFEilOXShg24Kgr6g1TEYmLGQGpYrBVjPHwfs9hVcwMM2HSzH00y1a0QLT5bw9d6J0Gtt02Qju5NSag3TBtnS7bXh4VoWKM86IN4Nn5mx/qYxY9q/Q3bfdOzedZaggxDk+jeE5xLfzee2emMEca2CNNZD9APfUUayxBvb0BLLTRzbbZFsdZLePDiIYqe1ExoI85VAs4J0/Sfj+VYRpIts93FOzZJtbyGaeigrWfYL1+5HW6+/lRdbO3N5iVGG8SOqnZMHOQArALdt4VZvJczWiXkqh7uAWLVp3+5+s0/VKFlNnS6zc9FFKc+KpKss3fMZmPYQhmDpbYvWmT2PKxS2ZtJYi3KJFqW5z9GKZyojNjTfaFGsW5RGH7mZCqW5x6pkq63cCtlbiwU3YNIwJurKFEAYNMcGmznOLXd1iVEwNXlvGwMQWDoHuk5HSUy2OGMdJZJRPIGOWtt5hSSqKCiPGBEpJRoxJTKx98rn3F3p8ukgyRsQREp1H4Y7wiHRIzAF5S60pjB+lcfEFTLeAUx8fSsZkYZ9gbR4ZBfjLc2iV4TZyPG68tU7UXEWGffzlOUpTJ7FKNXSWoJWkf/c6MtyZOE5tFKdcZ/XuFWQUEEYBaa9NYeIowdoCplugPHsWu1jBqY0NC1mF8aNkQRd/+fYQHL5tSmb4izfJ/HyByYI+VrGCTCPKR89iennLZJ5qqOHWxwnXF0g6GzQeexGrVKV358pQBsUqlXFGx3JZ824nT2cYArNYwiwU87SFZZO2W1ilCsnq/Wq3Gk2QbeFnewufq+HN4e8lqz7c2upBq2ufdVK3SaIlpbKJUzTotOcRFpiGIjDXCcg5m82iwC1DYi3QWtq7iymVBFNHTLJMs7gkyR70MaA/pwAAIABJREFUbD06qdseW5xL6LQkQoDMYOF2QndLEvgKYWS8/R2frY2MKFBsbWbEkSKJNHevx1Tq5kMDUTSSu913Kdp16u4UprAY9Y5Td6eJpT8gEdLkpPQm9iDNs63vp9FDToTF3oeH54SlIrm7jE4HgzcIx5P5FcTKRv66UshWB/+191FJitzqEl2bwyh46ChGtrvENzKUHxJeuYXs9NFZRnzzLobn5iTlMkP1AsL3r5KuPryY6r0Wbtz/bCul2bjZJe6nLL7XIgkybM9Epopg69FTaYc63SxRZKni5DNV0kjRXo+ZuVBGporuZkLYzehuJtQmXIpVG8s2WL7uU5twKFa3VUPJ6Rszjcw0vc2EE09W6TXTYYEgI0WhOGk+gSs8+rrDmsrxiB3dZEFdZ9KYZZJZJIqubhLr26TELKgbzBrnuGB+Kgfz6w5LaqcCGuo+ZWqMmTOAZk0v0NV5TnbGOMWEmKUgyhgYlESFjm5xS13G110W1A0mxTEumC8Mrt1mWd/moGEeffpzOJUR2tffxbDs3KkO5TX0ToeLzmEs2w5ZKzVcxbXKOSqEaaKzAS9tvLcQto0O0OnOaqyyBMNyKIxPM/bMjxKsztO5eYni9EnKM6fz7bxlo7J0f5iYVmS7daO0AsNAGCZZ6NO+8d6QQq8pJXF7Axn5bLz7bUrTJ6kcv0D52Dk23/024foi0eJd4tVl0Bols7xRY8VES4mwrHxchEAneeT+cW0rWcHP2mxzC0id4tomJ56pUahY+O2UNFKceMahOu6yerOPkpryiMPmfMiRMyVuvL5FqWHf53RfesHhP/srFebuZPxX/3WXjU2FaQkKZRMpNaYlyJL8tcpI/l1urSVoBeWGheMZhH2Zb2X9/DitIR1EsffaxnLGxvKOZ19dSFmdz7/jOJS0NuTQqfvXdmZhcy2j+QDZqHutm6xzpfnNvNuweCp3qgPe3v1toAWnJa1oiUX/A6KKwJ49SrI8h1YS0y0M6g5d7HIt/078Hoa2UKtdZBSg0hi70iCb30ClMZUTF5FxSLBwB7GSIw6UMMiWNzG9Yj7XE4kwFHahRraRd5455RHS1RZSa6onHifcWCS+NZ/XKzKBAoRlYxWryLAHwsBwXASQ9rtYxTKG7ZD22wjDojA5S7B6d1ir2G0yUbTu5oVrv/n91ysOne1xILnySgvLzrc77bUYy+2hMo2Smjvvd5GZply3OfNCnQ+/3SRNFELA9dfbOYdlurMlQMP48QKrt3zW53cciULSVCtsiQ2EEnlyQOR5P23CZrbCltrALnjIKEHpwf8R+LrHTd7HFHauRKz35uISnTvmmIg8r5sNo+BVNc8GS+yOdHdXk1t6nY5u7sJcqj1tlHtMCErTp2lffRt/ZY7C+FGEsZNbMh0PpzpCtLGU53xtj6S3RcErYpdrWMUyWdjHqdRBybypwNgu8ux1klnQQ2UJ7ugUcvk2hu1gVxr4y7exKw0My6F39yqp36F09MzOWHS3KB89g1UoI5M4v77WeZFNs68zlnFIGnRQUUCwcif/qKaFSmOEYSLjiO7tDwnXFhn/1Bcoz54jXF9ExTHEOxP0B7VjlzollHsfFK9kUqxZ9FspnbUYr2yRJYr1OZ+wlxF0cjHI6riLaRuUGzaOt1dt1nPhqSdtnn/OQWYDhAAwedzl/AtV0lixMhdx5LiH1uB4gizV9NsZliVorSV4RZOWTpg47lIbtfOFz4Bb7/dZvhXyQCGIewftExzEnD5yjX6rxd3uuzTcaaruJCWrjjngctBaInVKIgedYmmLdrxKJHtIJOXRfC6Bxq2PU5o+Re/uVUzHwy7XKM+ep331LcrHz6OVJNnaQMYhhfEZwuYK8dZ6XlhOEwzHpTJ7Fk2+y8rCPuXZs/Tnr2ONTlE79QRp0CPeWs/n9dRJkt4Wwcod3Noo0cYSKI1THc0X+vWEyvELedFOpph23hptl2t0rr+b39+x83RuXiIL+1heCSGMjzfEj7jDeWCIkSWabBfnrMx2/56/U7+dcvPtzh6QcJbcP6NMK6eFvPl25z5BSYVCjLnoVGIVPEQvxijYeNMNwvlNsl5E7YVp2m/NYZYKiFRieDbSj7GqBZyREtFKG7kZ7RkAQZ7/TfeJTx9cLNEPX1DRmqi5QnH6JForvNEjWMV8QgIYjkfl2HkM26UwPkPUXCFqrlIYn8Eu16meforCxCzlo6fpzV8n7bdxqiP7vpVKYjo33mPk4vO4tRGc6ggyCugv3MQdmciFM08+hoxDihOzQ2faX7pJefYso09/nnBtAWFZRM01grWDuoM0aXcLf/E2tbPPYFfqaJXLvmxdewunNkZp6iRaZQjTRpg2Sefjb+0+KeusJ7z5+/t0A+56ODbuHA6jGx01efpJB8O4nxA8SzXtjZSV2yFu0cC2DcJ+zvvseAa9dkYS5dGsaeVI3k4zd/R+OyN4yHbR3WaUXKxKgbTZR6cZRtFFpxk6lZjlvPFC+lHu2F0bleRz1rDy9nCdSKx6EWEYpG0fBpJEUqcEZhfzVIGgfPCYpL0I//YGchcyJYv6CNtBDxgGo+YKSWcTd/QI3uhUjrgxDFQSEbXWMC2HLPIxbAevMUG0sUQW+sSdZo7WMa1B5CkwLIu4tUa8tZanxeKQuLWK4XgUJo7i1MbyyDmJyOIQJdMBYbmJ6bgYloNhOcTdJqbtYroF+os3EYBdruONz+BURjBMC9N28wK3V/xYyBuvYFAbsYhjRW8r40HSfIcX0rAomXUynZDpFFu4pDoeMtpv5zmTLKKz9mAsqMw0KzcPxnGano093cA72mDrezdxj9SoPjmLTiX93g5+1JuqI4MYZ7RC0uxTeWwGYZtgGqRbfi4u+EOw5qVXqZ15Em9kkmB1nri9QdLNUxmp3yHcWMQuVUn7bTo33x8CMMP1RTK/i12q0b1zhd7cR0AeZbavvYPO9sJx9AB1oLI8L5xFAVtX3kLGIdHmCltX3qQ4OQvCYOOdb+I2xvPVPw7ZePvrVE4+hjsygUriHEmgNZ1bl0h6O1C47p0rJJ0mMg7ZuvYWldlzuCOTeVv3xhJaKWQcoqXEqY+hlaJz8xL+0k3+lbVHiEZGRwyeeOx+Cff2RsKlb7fpbObR9UevHtAIs8vBL938PjsUhcCdGaV08Sjtlz9EBgJvdgyj4NB/bw73aB7dhbfXcKdGsCeqpM0+whCYBQfhOfgfzlO6OItwTLqv30CFO3PKGS1x8jd/jMqFqQNvofvRMrf+7tfpX99pu8+CPoZbwLBssrCPHBRRVRITb60jo4AsDohba/nuzMwBxVFrbQj1SjqbyDhAZQnh5jJ2qUrc2UTFEXJQc0iDHuHaPKnfwTBtTLeAisLhsxU1V4eIG5VEgx2iJlhfwKk0SHptUr+LjIM8LZZEJO38PbLQR5gmWdjLUxlCDIMUu16kODuCP7dB1j/YGRfKBqefLOB3Jbc/DOm1vw+5HkvYlM0GkerjGeWchUcFBKqHIzwMYaC0wjNKbGYfj0RbkjGvrtPXbeLlmNK5I0OtosLsKGbFA1Ng1Qp4Mw28lTYqTvFmRvCm6iTNPjrLo14VJMNVV9gW4ZRF0wgRaRWzD0apgFnOt4Oy42NWCshOgLBNhGOhwgSzXED1Q4SXa2KpKMGqlxGWQboxQDEIsOoVZKefr66egw4TjJJHZ/UDdCbRca4PpXohdqWBlhJ/eY5o834SFpXGdG5duk92RMYhzUuv7DtuKoloX3v7/tfTmN6dj+jd+Wj4WrC6E8mm/Q6ty9+777zWh6/v+btz/d2d+wh92rv+3rbM77J19c197+9fZzNNOHnSYmbGvO9/OQHUQ0Sqn2Q+RWtUlCL9COnHOONVnOkRvJkR+u/tEM0I06T89IlcisY0MYsuyXobZ6SCsC1UnKLDeBgF32tZP2Lpn769RyNu2+JNn3hjbwE67bdJ+/e3oqa9LdLeTvEzDPeiB7KgO3RsUXNnRxJtLu99PgZtuJnfGRZ497NgeQeKtnuuZ6FP3NrLzSIHzTy77w+gc8/fGILqEzNMfOki8//X98j6+yM0LFswfcLFdgySOC9uPsgOdboanavD6gxzwLCktKRglHFFMW+JFDnr0sc1hWRTDwY6g+5782ipyPoRnbfm6F1eIGn56EzS/M51sm6ISjLSdkAwt0683iPZ7GJ4Dlk7GDpss1FBX2jQTzOy24rqF56l++33sOo5sY01WkUnKTrLsCfrWGN1hGkQ3VzCu3gM2fFJljdxpseRnT72kQlkL0R4DmbZQ7Z93JNTyI6PNV5HK022sYXupNjTYyAVabOD6v1geRj+dbGpIyY/8nmXl553GBs3kJlmaVnxxlsx3/x2TL+vUUqjdF41fxgrlQTPPePw3LM2p09aNBoGpgVRCGvrkg8/Svne6zFzd+Shiq2eJzh10uLMaYszp0zOn7d54jEbx8nv4+IFm3/w90aI4/3n+auvxfzP/0v/UHSDacLxYxYvfMrh/HmLmSmTSlUgM+h2NYtLGe9dSvnOd/OxuNd0nGKVC9gjFezxGnajhLBMDM/GnRrBrOaph3Srjzs9ggpiDNcibfWxqiWEAJVkuFMNzKKL3GdeyjBl9WuXSDv7zFmtH5nF70D7Pvg+/mWZ4VpUnzyKM1reg/u9zwR0NjP6HUnQlyQP0ZxyqNNNdEwrW8kr93ILBlR2YsCtWbPGCFWfWO1NGRiOS+3ic8hej2Rubkh4rdHYOFjCIVBdDGEitRyS2ykkyebOahqv7VrdTIFTL2CXbOL1HjrNcCYqZN0Q07Mxiw6maxEuttCZQqcpsh+i+iFmuUCyuIHVKKPCGLNSzOW2t/qgwaxXQCtUlGGNVlFRggpjZMdH1StYo3nTglkvY1aKqCQla/exZ8YwR6qDvk1F1vbJ2n2s8Qb2RJ3wes5PkfY7zP/R/4kcoBDcokEaKyzboDd3CX/+I3SS/0+IHQl7rXZ+VzL/XeQ9DfmQWAKlctKN7Zqdknt/3z5ncIvDvHqW6Qeule74FGapQtLaIOu2sao1nNooaa9N1utQOHoCb2KGuLmGf+cG+1WGqlXBz/25An/xV0ucOmHhFQSWmd9PlsEv/1KR9y8l/Dd/uzeUtS4fQvhmCDhzxuKXf6nIl77oMTlpUPAEti0wzcH4qByZFMWaTkfxtT+O+Ef/W5+783Lf5/3F523+/t8dwXEEjg2OI7YJpgCo1w0+++mDSXvaHbVHvXq32TZ86Qsev/Lvlnj6aZtiQeA4AssGc9DyqxSkaX6/c3cy/s7/2OOb34qId2WVko0OrT/LIVVpq0d4YwXQqDil871rYApUmNB94waGbaGSNBdTTBVps4dOJfLqItHtNVR0MDGNztRDpecMz8auFVBxRtaL9sjWA1hlF7PoIKOMrLvjxO1GESEEyZaP4dpYRQdhGWipkWGCDJPD+jPy59xzcuFapVFJlm/991OuMQR2rZh3h/YihCGwSi6Gk0t7qUwh/XhH/EDkn8t0bZyxMvWn83qIM1rCnawOLyvDhKybpz5kprFdgyc/Xeatbz6cGvQDCml62Awgd/WH68Er7SzHw95LS1ecOcnE536K7O4i6d0sb1AQBomOsPGQpFTMBrZwiHRAVzUHZDbdPY0I99wKoCmdmqB0ZhL/xjpW2cOqeNSeOIqwDPzbO1sAudWn/+oH+1/rHut/d38NJoDo+sEUef1X9jnPNNBxQnR7GbaLjlrlmksD+8zPjrJ4I2TyuMeNd3oYpqQxUWLusk+5YdOYtGmuJNiuQbFsYpiweCNkbMalXLNYvBHgeAaj0y7r8xFxqJg+XSDsS9buRkydKqA1rN2JmDlbwHYNwl5GeyNl8rhHdcTiyhs9kvCQfnnTov7UCwRLdzFsB6tSpfH0p5FhQOXi0zRf/Rd5+7IhctrOfbxZqSj49V8t85/8x2Vq1YGUz5ZidV2RphrHFjQaBp//nMv/NGXy8isx6QPA/bYDP/5jHv/hr5fxPIFUmvaWYnlFEoYaqcB1BBPjBiMjJtWKwV/6jTJHJg3+6m932Gze/5l9X3Pt+i7eXAHTUyYnT+aPR6ejuHo9JTnAV129lh0YSTfqBv/Rb5b57KcdhMgXldaWottVxLHGMKBSMZiYMKnXDJ57xuG/+xs1/vrfEPzB/xvudJkpnRfKBiaTDMMUmKZAZykmAqeYNy2hJYYGQwjMoiCNJcIRqExhZAnFukl/S3EIXcLhZghqT85w5q/8BOlWwO2//026Hyzv5EIbRU7+xo8y8tkzLP3Tt1n4nZ101sW/9nNYZY+rf/OrTHz5MUY/exZ3okLWi2h+7yZrf/QB/u2N+5y4sE3K5yaZ+umnqD13HLvqIcOE/o01Vr92ma035+5TjnHHKpz/L3+GpNln/ne+R/nMBEd+5ilKp8ZzZsC1Hnf+8XdpvXoTLRVmwWHyJ59g9HNnKR4bwa7nePILv/2zw7QlwPqffcitv/eNHB+soNfOyFKFW3g40p/vqw34oO6swtRxhJV3lbXVxoDsOU9DWNgYwsxpQ1ROChLoXGlAHpYr05p0KyAcwJyyIEY4JloqorUOWirSdrBncH4opjTJShN9SDSBEAMHalKsmJRqFs98oc7GYsyREx7lhsXyrZBzn6rgdzImZl1AcOLxYk6c3JfYrmD2fJHIl/idjJkzBXpbGat3IooVE8cz2FyKOfepChuLMSNHHNxCzNGzBaqjNpdfOXxV1jLDn7+FWch5HAzHzaODNCZaXcrxw34XYdskzXXufYKFgOefd/hLv1EaOFx4/3LK7/5ewJtvJ/i+plwSnDlj8zM/5fHjX/D4t/+CyYMgu3EMr78Z88ZbCdWK4IOPUi5dTrk9l7G5qUgzTbVi8OwzNv/mzxd59hkb0xT81E8W+Gd/EPLVP7q/jfu991P+vV/bUa1wXPi1Xynz2381j26uXk/5y//pFqur+3upLNMHtuCubyj++E8iJicMbt7KuHIt5fr1jPlFSbersEzB0aMmn/+sy8//XIEjkwbTUya/+AsF3n4n4e78/hc2TMHs45XBzmfQPeYYefdUySTqZflOx4TWUkRlNG9pTSNJY8rj1tsd0vhjel2l6X64zOpX32fm33qeIz/zNOFSm7TlY7gW41+4QOOFk3Q/WGL1n9/LaSxwxisc+5XP4DTKdC7NoxJF4WiDya88jjdV584/enlPACVMQeO54xz/i5/DKnt0Ly2QdgKsskflsWlO/dYXueNabHzjyr5RsjNSYupnnqZ8/gjJZo/Nb13DGESzsh8NfYZWmnijR/vtO/SuLDP1c8+QBTGt793eswPv31rfE2RIqem0JOlDtjJ+4twLwrTwJo5imBYZKV29jwTLPvfW1w/ghtQQLm4RLu5K0C8MqpdLH5NX8gdhWh/ucMm/3Otv9Th+sUi5YTN53KVQsfJtVyRZuZ3id/LOpNW5HJYEYAwY6+NAorVBuWbRmHRor6egYeqEx4evCko1i5EjDiu3I7JUsXQjYOpUgSRSNI44dDfTB6bVhOOAUphuAW9yhu7V90j7XVSWIYM+Muhj2C7Fap3SyXP0rn+wJ71gWfArv1xkfCzfp1+5mvLf/50eX/9mtCf3+dY7KW+/k4/XT/9k4aGG+PqNjL/1P3SRCq5cSen793+Yd99PmLuT8df+ixqPXbSxLfjKl7x9na5U4Ac718gkpMnO30pCEOg9xzyK/f5XA27NZVy5mrKyKu9z0B98lPK912L6fcVv/WaZUsngwnmbixfsA52uaQtOPVtFyRwzv3E3xCkY1CddDFMQ9jKaixFuySQJbE48VcFyDFZvBxSruaDsvShKq+Ry/Nc+h7xXa1DnTrb5yo2dMQsS1r9xleKJMUZePEnvygqrX7tE5cIUkz/5BFkvYul33yJt349WsooOdrXA3D/8Nv1b6+hUUjw2wvFf/RyNl04x8pnThMttVJRve7ypOkd+9inciSp3/tfvsPnta2T9GLPo0Hj+BKd+64tM//ln6H20TLRyfzBROjGGYZusfPV9tt6cI+1GmF7udOO1naKeilKar9ygCTijZSa+dJFks8/an3xA//r+ggTCyIVqHTdXj3gYe6DTtawCxcIoQpiYpk2S+PT9g+n/nMY4TrXOgUmu/9/44Lsdelspty/nVd2NhYib7/bpbKYEgwgF4OobXfyO5OY7faJA0t7IUw5b6wmuZ/LO17foDzCh19/pYZgCJTULVwPWF2KCXsbl73TotTKS0Gf2Qonbl3zKNYvamJ0764NMStLOFlm/Sxb6SL+Hf/vaDpZRa7JeG3/u2iBpvDdqOnXS4qUX8zxoFGv+2R8GfOe78b7Fplu3M/7x7/g894zD5OQhRYuB+YHmtTcOX9iyDF57PeFbL0dcvGAjBJw/fz8EDHKqwlxTzIR7ZG0+CVtdVayuHkyUBNDpav7J/xPw7/xSkWLRYHzc5MghY6GVprUUsXTdRytN1M+wXJP5D/vowbZ3W38wjRXp63lgEvUllmvsG+WaRYepn3vm/veSCmGbe5wu5DWXlT98j8LsCNM//yzxWoeJrzyOM1Zm4Z+8Ru/qyv4NN1FK6/U5etdWhgFYsLDF+tevUP/UcaqPTbPxzatEy/k9l89OUn18hu4HSzRfvTmEb8kgofm9W0z+xBOUz05QfeLovk7XKDg0X7vFxreuDR15lkqy3uHfyUOZBr8nuXM1fCguXXgIpyuEgW2XsO0CcdzFdav4wdqQP9MsVqicPJ+DjUcmcBvjWAOnWzn1OGd+/T/f97qbb32L9uXXD65kCoHplShMHaN84gLu2CRWoYRKEpL2Jv7CLfy7eRPBYWGbMEwM18ObmKF8/Bzu6CRmqYphWugsIeluEa4u0L9zjaS1nuNW77Hi0VMc+fF/g3D5Luvf/SOc+igjz3wOZ2SSuLlK+/IbBCt3EMKgcvpxGk99GtMrErfW2Lr0GsHynT1SRc3l3GF0BtCc3f0Eu+gQ2FpLB6/l50b+jqNJo4x+e+de1+d3tYWu7By3fU4SKZZuBsycLbC1ntB7gJCmlpJ4c+/qnrabpLsklrXMiDf2jwA+9xmXaiVfeG/dznjjzYTggEhRKbh2LePNdxJ+9qcfLtp9GOv1NbfnMvq+olwS1GsGpjHsCxiYoFSapFSaBK1pd+aAw0nonelpnKlpotu3kYGPsG2EZWFVq8heH6teI15eRsePBrRfXJIsLUtmpk0KHpRLYjdsdI9lieajV1qkeyBK93+nUT93BEHnwQ0+yZbPtf/2a8h7MKkaSLf2wddr6F1ZYfl33+LEf/AjnPnLX8Eo2Kz/2YdsfOPK/ercA1Nxhj+3sXfHqzXRepdopYM3U8eqerCcF7YKsyNYFY/gbhPTtWFkb6U1bvaoPjVDcXb/ZqJ0y8e/sT50uJ+kGQaMjNuU6+Ynl17QWg70tkwct4qSKYXCGEGwAWiKU8cYe+nLGK6Xoxosa0iQLEwT0yvue13DPOSthaAwdZzxl75E6dhZhGnlTl7lfACFqWPULjxLtLnC+itfo3/3+r76awCl4+cY//SX8SZ32nJzroP8Wt6RWapnn2Tk2c/Teudltt5/7b6uFMNxcetjqCSmcuZxGk98Gm9iGmFaFCaP4o1PsfqtP8Qu1znyxZ/Pe7wNA29yhuLMSeZ//38n3nh4kcTdCrY5RbAxEEXMi5IZGdsz9kHaWjsfwqCzKem2/FxOWxuYBTevnicDblMxKKcLkav0KnUfeitXXLWR0WB1OKAasxtyNTeXHbhN3rbWluLqtfQTdbqQpwXiWFMpGxgGWDbIPV+vRsoYQa6yoZTEeEA9xHA9zGoF79QpZK+HDHJ1DOE4eGfOgNbEKw9PBj+8Ew3dbj6eQggsK3+oD8oXi9jDElnOiYAazJttyN1Bqr6HvH+m8G+tk7YfHuaopWLz5euM/eg5Rj59mv6tDTa+dW1/2Nmuc2Rw/05FJRmZH1McKWEMYFqGbWJVPIQQzPzip5j+hWfvv+AABmJ4+/sUGSTIB6T8Pq5pIE01UaDobX1CkW6WRWy1c/Cx5zVIkv6OHAwQba6y+cY3hg7NHTtC7cKzmIUS0cZKHs3uY+HK/IERqjc+zZEv/HkKU8fJgh7R+tKgbzvKOQwaYxQmZ/EmZjjyxV9g5eu/h393f9FCYZpY5SoyDklaG6TdLbKwj0oTTMfDHTtC4cgsTrXB+EtfJt5co3/nGvslnu1qg8YTL6HSmNZ7r+I0xiifvIA3cZTGky/hjU0RrS8RrS/jjIxTmj2NXR2hdu4p1h/S6ZpYlKii0SgyBAY2Do7w6OktXHJ8tIGJRJKRENDfoz5wrxluAWd0PNeLSpOhQq9ZrubE6XGI/P/ae/MYSdLzzO8Xd+SdWXdVV3f13dPn9PRMz0VxeI1IrbCSRVLHGlhjbS98CStA8Bq7a9iwJa1hG9iFYSxsL+DFrlYGbUpcSlqKhEhxSA3nIOfq6enp6fusruq6K+/MyDi/z3982VlV3XXNcIbLBer5Y2ZyKjIyIjLyjfd73+d9nlazK3/b3cZ20AxDPUB1DeH76E6KuN3AGRwhqlUQvkfcWl8MfmzM6NGuKlVBrbb5kr3TkSwvC4SUaxwctkIqpZTA+vt0slkNx1GULMtU3Nhnn3FwnM32p2HoNppm0GovEEVtnC0s3ZJWk3BmRilkmYYSHrIsiBPiSneqb51IaRiKzTA0qFMs6mTSGo6rYZmKomaYMDq6qqSwyWHrmIw6B2gnNWKpHCsiEZDIENfIIaXAl21C8SF54h+hbJ05PIy7q0TSCXEGsuSPjtK+s7RxZqlr6NajpRNN19FMA5GInhuxlLLHZGhcnsW7V17XpUIKSfPy+r8xKbemR35UPPBIGxyzyJcM6uWtVxQfqpHm+496i0X1MrX6ypIzs/cI2X1HMdw0YW2J6sVHp582g2459D/5GVIje4gaFSrv/ZjGjYtqgqRLnDdzBQqPPcHAU59VS/0nfkEF1IfXgIf1AAAgAElEQVSnSgDv/h3K776mRmTnpwnrlZWxWk3DLg3Sf+bTFI+fxUhlyB8+SXvqZs9pYTWsXJG4VWfpzZfwZiZx+oawsgVSI7vJHzpFUF1i4dXv4C/O4AyMMfqFL5Me309qbN+2z1/JXA6SyJi6LJPRCliajY5ORIiBiYtaPYiuqkQo/U2t4410hvSeA4jQx7s/iTOyCxmGhPUKVq6AWSgSmRaGm0KEAXGnjZnJYqRzQFc2z/ex+wdp3b6Omc4q9bFmfd2gq+uQTmu9sn6nI/G3II1LqehUcQz2+qXXNRgc1HnuaZunnrQ5sN9iZFinUNBJp1TgtSzFhTUNHtFPeASahmHYmGYK2No/L1paIlraWEP2Yeg6nDxu8ZlPOxw+bLFrzGBgQCef1UmlwbY0TFNltoprvJ2HjspkU0YWXTPRJCxF01iaS8EcUg/heJFI+B864/0wcEcL7PrKk1iFFHPffp/S2b0Mf+kE7Xtlaufvrcuf1U0du+9RMraRsrBLaeJ6B+F3jQOCmKjSRiaC2oUpZr55bsOyxceN3pFv9vAzYGSPQ9+wxdy97ZWTfi6cI1YjPb6PzJ6DyCSicfMDqhffXKP7CqqBU734RjfYnSQ1spvM7gPUrpx7ZH+J71G9+Ma6km1ISVhZpH71PKnRCVUqGNnTNaN6NOhqmkZnfhp/cQakIGrWaN+/TWpkN7pl0757naCyCEBYXSSsLpMe34+VK3b3uXWDRlHomrRkg4AOoQwwpZpZj4nQ0GlR6y0nZVc5bdN9duuzYXmRuFlHBH53tLRD0mqpDDeO0J1U7zrFjboirILK5DSdoLxI0m7hBT4yClekKh+CrqsV34PgIYR8qI66PuJY6ciySdDVdThz2uLv/idZnjlrMzZqYJrd4+wG7mZLUK0JNWiR1RgZXtlmPURRm3pjijj6+PzdHsBx4G/9Zobf+vUUx45aZDN671iTRNJqSep1iR8I/EAysdsgk9k68AoES+G9ri2RhpQJvmhhaBbl6L6yhJKfbMA10jZDLx6j9OQEi399lZk/exd/rsbE3/kUY792hs50RbEDHn5fyiZ3bJTl1272sljN1EnvHcAZzLH82g2iuvouZJTg3SsTLDUpnd3H4kuXCRY3t9r6WCCVSJDumBjO5mFSSImmgWH+DHi6WyGd0jhyyKTVVnW1IJS4jkYUSfbtNSlXFKm919HWNHIHT2Cms0TNOs1blx4KuCsQgU976ha5fUcx0zncoV1oNy4g12mPrxtwVyFq1okaVVLD40oZbIMbXsQRcbPWc0eQSUTU6GZGUtJZvN9rxMkkVoLeQqAZBrrlIIKtl3oRAWW50ONAK1vvnw5xq07itVYCan0lm3twLgCJ96jC/npIvNamf49jiGLZZQSsZHFbDT4YBmsmwdbDsaMW//M/LnLimIVlQbMpee3HPj961efGzZhaTRJ1ebNCSH7ll1P87u/kyOc3DmKG4eDYecJw8/N65H2WjojF2rC26oVlwX/6d7L89n+eZXhYJ0ngxs2IH70a8M65kMl7MV7nwbGq4/2//lmJs0/a2/h0SUc8GnyEDIiSj3bHaLqGM5RDTz361JNhQtTo9KbVNFOn75n9DP/SSdp3y8x96wJR1WP59Zuk9vQz8ksnGPvV09z72huIztovXjN1Smf34y80Kb9+k8QLKZwaZ/w3niJu+lTP3SOsrtyLjauzlH98i6FfPM6B3/48c995H2+qrCbO8imyB4dwhgvM/Om53qTYTwsRJbTvlSmd2UPfcwfxl5okTV8JawnZq1knMVx/z+PeNTWktB18okHXsTVKQwbH+nRmZhMcR+O5ZxwufhAqCs9Bi798qUOjoe5UM1vALg6AbvSk3tyhXRvu/4GYt6brGJkchpMmjjfuPOu2o5pchrVSr9Q0zGxeORt096Xp6+tqyigiCVa+VCkkMuq6FkhJ0m6uqVPLJOnZnuiGuW7VVXsgZB53pelsFxF0lOGkUN5h6DpmOoeMo55gh5HOKpnB9ior7FRmjcNED0JsmJV+UqjVJEKoIJrNamQyGrXaxlmXristBWuTLDeV0viP/6MMp09Z6LrG/HzC7/1Pdf7qJZ+Or4LXw22CSlVsmevpmoHrFolijyjygO11ufc9M0B1uk3oxZiugWHqNJf8nn3L2SdtfuOrKUZGdKIIvvNdn3/yvzWYmo5VVr9O32WrB1MPGuhpV2ksuN2LJlETkXGCZuhouqb+2zSQcdK1GkaNAa/TT7FKGU7+099a9+Oa1+a4+3+/Svu2si/PHhpm/LeeRiaC+994C6/LmY8bPvPfeZ/UriLDv3SS1q1Fln50fc3nRfUOlbfuMPI3TjL+1afQTCXQE7cD5r79PpU3bsEqnYe44XP/G+8gE0H/8wc4/A//BpqhA6rZK8OY1s2FNQ3onxZxO2Dhux+Q2lVi+EvHGfrFY+oaSpj/3gdM/dFPVs4nkETB9uU6P9Gg2/Yk4UKCSCQ3bkWcOGZz9XpEpSbQgFpdrml+W5m8UovXNJy+Ifb+xn+57c/STWtDBwIzkyc1sofU2ARO/zBWtojhplQANk10w1wjOL4RpEgeoZT1Cv5JjHikJLFa2Hf9G8IdGEUzTLwZJUZeOHiS2vX3SI9OENbLhLVldNOmcOQ0ideidvVd0HSyuw9iFwdYeusHABipLJndB2ncuACarpgjtoOIop7guOGmQdcRQQcppWKQaLrShJAC3XaV15TffW3Z6HZKSTjGIZphdnm64YYrkAe4czcmilXQHR42GBwwqNU2LoNksxpjY8amy+qUq/H5zzq9Gu03/9zjr37g01xHIAZUdSSX03DdrWu6UiZk0kP4fh1kbVuL8uyAQ7posXynxciRPLqlc/3l+V7QPX7M4uABNfSytBzzf/zzJjdvbXwNTBOKhe0tUTXLJHt6H60Ld0gf2qV0DoIYGSckDQ97pKSCbVd7N2mo7zypt/GnlpCrlMYSL6T67iSd2Y2HjDozVZK2yqA1Q8cdKeBNqbpt7cL0mtpt536VmT99l7DcJrWrhG7piFX62jIWLL92g/KPb1E6uxenP6sy3Hcnqb8/vWbbBwjLLSb/5WtU3r5D4fHdOAM5AOJWgDdVpn5xmqixdiWZBBG18/cwXItwnSGNTSEk1XN3ieoepbP7cIfzyvWj2qZ+YWNpgO3gEw26YSS5eyvmRldi9fU3Nl/26Jbd7axL5a3V2f6FSgL/0ae3ppEa3k3x5DPkD53ESGWQSULiNYm9FmGjgoxjFeQHRlTtdRMoqtUGGaOUm/KFN4JuO+iWTXbiCGGjimaaGLaLmc4TNdWPQIQ+/tIsZjrX/SxBZ34aa5XIuZUrYnSzdSuTU2LqIkG3HOo338cdGMPO92HlijTvXsHKl5Tppa7jzU0igg6Z3YeQQhDWlwnKC+T2HycJA6J6maC6RHbPITTDImrW6CxMbXpeH1yKCLvlpAP7TPbtNTcNOH0lnaMbDC88gOtq9JVWaqLXb8TrKnI9QLGos3+fib3FpJAQakUShE3iuINhsIZzadlq6f0wFq430A0NvxXj1UIy/WoaDNTDplDQSblqBNrzJFevbZ7GHjxg0tenMritYGRTmMUM1kABPeNg5NNonZDWpXtoGujpEaWAV8qBEEpxrO7h319eE3BBcXDv/eGPN/wszV55GGqWgaZrVN66Q+PKLGG1rYTU0za6bahMOkxoXpunfvG+ep+xzvkISfPGAo2r810uslR8ZzeNbiqNZxFGaJaJjCKVRBTzNK4u0Lg815VikSv6JusgrneY+n9+suHft4KMBc2rczSvfnj632b4uWqkrf75hPUKC698u5dJboW4G0hXw+kbZuDpz5Pdr1xP2/du0Lx9mbC2TOJ3EFGITGLMdJaBZ1/cMuh+ErwTmcRYpSHsQh/ewjRxu0kSdNBtGyO1idzWQ4iaNYqPKQ6j7qSwckXaM3fIThzBTOdwSgOAptwfpMTOl0g6HprhYOVKGP2jZCeOIKIQK1ckalSVglhlkaCrcWp3Pd8e1ihdD2+fC6hWBfmc0hL4zKcdzr0bUqmuMwllqKzwidOb1zKFkGt6kba9MY9V1+H04xYv/IK75XBkkgS0WvOEUavH2V1Ncds1ZpJeJ1ueu7oy/eTVQjIlG7/ZrenLtb1YXVesio0I9ClX4ze/mqZY0Lc1zCmDCO/qNEmzgz+5qDQYulmuNZCHRKA7Fp2bs4ggRPiRKodtoKW7ETTboHhmAplI4qaPbhnoloFmGhhpWykBahoiiHua1kII7L4Mwo+w+3OIMKb67t01JQMjn8M9ViSuNrAG+hC+T9Jso7s2Sa2prNQtE9EJ0EwT0Wxh9vehOQ722DBRuUq8sIRori2npcfyDD41zvzrkwSVrZM2u+CSPzTA8rm1euADZ3axfP5Rs9SPAz9fQbcbBEFDRCHt+3e21XxaD5pukN17hOw+5WDbvnuN2R/+GXGz9ggdTCbxug24nwWSwMfKl+gs3ic9sof6jfd7ZYyVpbaGpundoZMuAV7XezVppETEXUk8TQNNPYSiZk2VClCC6O7AGM1710j8NiIKCRplzHRe7ds0ac/cpjM/jYgCkjCg+sFbpIbGyew5TO3y29RvXMDtGyG3//iWgXdhUfCX3+3wX/xnWSxL46tfTjE1HfP//bGH15G9RYGuw6kTFr/793IUC1qv+bYeOr7k3lTMyRNKsetzn3H54csBs3PJA6d3NE0t0598wuYf/Nd5JvYYm+5THYOJ4+QRUt0DcaKmw+oNQSGveLW/+jdT/PN/0Vqjqfvg84QAvxHhN1YZhQqYX0yo1gR9JZ1iUeNLL7p86zudXu1Z09T5l4o6/+Fvpvn1r6SxbbY8XoDEC0juPPgO1pp0xdU23s1Zpem83FC1yI8I3TBI7+4n8UKalTZ6zsUZziMTiW6rwCsTSVhuEdc9zFIa3dTRbQu9lEGzDLXsf+hZq7kOZrEPPZfFyOeIF5cJp2bRR4fQcxnMoQFAons+ej5HUqmqbfuLGIU8caWG8B4tcQXVDu5ABjNtEVQUDS0zlifxY7z5JpoO6bECmq7RnqljpCxyE31ULy9gZW2CaofMaL5bMwbDMbFyDk5/mqgV4M02MDM2mfEipmvSvl/HX95eA/oBfq6CbtSqk3Q8pJRqcKFviM7cRv5dm8NIZ3GHd6GbFhKovP8Tovo64jsobrBub8GI/4SQdFpEjSr+8gJu3whxu4k7NN71mCoSNqropkl6135008JdmiH2PXITR7HyfaRHJgiqi2R2H8bM5MhOHCFuN1QdViQ9S3TDSWHlS8r2vFEhCX1krOq9CEFQWVBcZTeNN3sPEQZkxvdjOCl1DJZNenQCK1tEREE329G7JnQS3TGQsSAJEiVCH8O//lqbZ591OHXCor/P4L/9B3k+84LLK6/61BtKZezYUYsvfM4lk9a4+EHE2KjB0ND69fVOR/Ktb3c4fNjCsTW++KKL62r827/ocG8qxjDUUMbzzzq8+HmXVErjwvsRw8M6u8c3utUfBCuNMFzJjO5NJfzoFZ+/+cspDEPj7/1XWR47YvLGWwHNlpKlLBR0+vt0rt+M+Dd/+mhycP69kIsfhHz6Uw6los5/9w/znDhu8ebbIbW6IJ/TOHXS5nOfcThxzKLRlLzxVsinnns449ewUjnVaDVMpEhw8wN0aguYTgpNN0miFaNRK53HW5xBxMFPvTgTSULjyiztW4uIKEa7t6xEvR88NaBXWpOJ7NEMQdHeJKgn0EMrVuH7+HduEi+qGXiZCIhjgjuqbBVNK71gSXcUWnQfRN2kQsbxw/PcgBJiT7ocX8M1GXp6N2bWwc67lM/PYGQs8gf6EUFCaihLe6aOlbUZfn4vQaWNv9xGJILBs7tZemcadzDDrhcP0ZqqUTg8yJ1vvE/fiRGc/jSZXQWmvnP15yDoPrjA2oNR3+1bZcatOkFlgfT4fox0luzew/gL99cdVNgKmmmiO6leJhhuEHAB7GK/Yk38O0DcblJ5X9XTFrrL+KhRYW5hbbF+8SffXfO6fOHVNa8bNy/QuHmh99rvTsDVr53HypdA06ldOYdTGkS3HJq3L3e3XMlYl958aY14TfXy20oMpnv9Gzc/6PpPCbJ7+8hO9BG1AjRDI7OrQPt+HW+uQXtKUdLuTib8j39Q5x/9N3meOK04ql/8gssXv+CuOfZKNeFPvunx8is+f/938xsG3TCEb/55hxMnVKDOZXVe/LzLi59fuz8pJeWK4P/9eptvfbvD3//d/CZBV8O2s6TSA7TaK9dibj7hj77msWvM5NRJi3xe5yu/luYrv7Z2rD2OJV/7urdu0L12PeaPvtamv1/n2GMWe/aY/M5v5/id3167XRRJbtyK+d//WZM4geeesddQ5zTDJDM0QRL5ZIYmaM7ewnTS5Eb2Y2UKdCpzZAb3YKVzRJ02sd/qBsINTvlDQIYJzcsry2wp5OYi56t+qut9fP3SfTozVYL7S0TrqQN2a0VyVc1IPvTv7cJMWdh5l8V3pslNlHCHs7j9aZbfmcZwLdJjecy0ylolsPjGJEjwZhu9T9N0DW+uSeWDOeyCi5VzlBSkkHizDYJNxp03PK4P/Y4toMwK1dLYSGcxM9k1tKat0Lx1idzBk1i5IrkDJ/Bm7tK+f2eTwQKl9yCTZI0OgEwS5CoOqpUrPSLgAorZkDtwfBv13I8PumbyYKJIQ5UJbDNNGLdXlpZSbSFkwrZvN01XjAPTVmyKOEJKgQhDonpFZalCkHht3IExwvpyz91XUfSM7nsTdXSJGorQug8uKRKkTEiPFXD6Mmo8OEpwS1klMRjGWLmVFYMQ8Pa5kP/hD+p8+T9I8cxZm317TXI5nSSRVGuSO3divv9Dnz/+hkcup1Eub/6AnZlN+F/+SYNbt2M+9ZzDgX0mxaKOYSg1s0pFcOt2zPd/4PPNP/dotSQzs4lyylj3uzAwdBspEwxjpZEnBLzxVsA//l/rfPlX0zx1xmZ83CDTnbTzA0mzKZmbS7hxc+MG2Xf/ysf3Jb/+lTSnT9kMDeqk05rSWWhKpu/HvH8x4t/+hcdb74SM7zLxPEkut0p/QyR0qnPEQYfYbxMHXrexpxO2qsSBp1YuS8qVWYpk00TFTGVJD+6hMXVlw20+LjiFQax0gdac6qbf+1fre/59HNBMnfRonvRYnsKhQcrvzxI2A/pOjuIUU1SvLSDCmNKJEQD8skcSxHjzDbyZOn2nxqhemiM1kic1mCN/sF/9DsXKA0zEaiVXPDpM5dL8I2Lr28HHHnQfaBtICXZxkMLRM9Quvd2rLQKgGyr/XefG8Gbv0bz5AX2nP4UzOMrg87+EffkcrambahBBCkVdSmewiwOkhsfBMKhdfGsNRzXxPcLacle0RaNw7Ek6C/dJvJUHgF0coO+JT5E7dGI7DeOPBVlnkHx6lHZQxjJcQKMT1nCsLKbu4Fg52kGZjNMPQN27T5Rsg/CtaaQGdhH7bQzbRTdMzEye2G93l34xnfl7GG4G3XaVgE8cYmUKPVdft3+EuN0g8poYtovhpLrdZ4OwtkxQXwakkhJcatG6V8FwTYJyG8M1SYLkEaGTOIYLFyPuTMYc3G+yZ7dJJqshEuXIMDkVc+tWTBhBx9f4F/+qzQ9eDuh4Yl2nBinh3kKWf/29cb7/+gK7SjXyeeWNFgSqATZ5L+b2nbg3dPPH32hz8VKI15aPSEtKJIkIEeLRmn4UwY9/EnLtWszhQyZjowbptLpRglDSbkkWlwRT0xv3A+IYXvphwOUrEUcOWwwMKAUxKaHVkszOJdy6E1PuOlrMziX8o/++Tiqtcf58qHINKQgaahneCdQ9HrU/uoa0lSnSd+CJjy3oFvedor0wSeQ9xJHXNFJ9Y2SGJnpBdzvIjz9G0CwT1Lc/ag2oAJkIFt+cIqx3iL2Q6uV5sruL+MstmncqaBoUjgwiE0lrukbciZh9+RZBxcPtz6gFQiyY/dEtZCwI6j5JEBO1AsoXZkFIrJzD0rvTWFmH7J4i1csLHyoN//gz3U6b1p2rpEf2YGay9D/1WbL7jir6kxDojotu2VQvvknz1qN2OjKOKJ9/FStfInfwBOmxvdjFAYqnnlX8UiFU6cBUVsxmJkdncYb6lfNr99NtxOUOLeD0j5A/cBwzncFfmkdGIWYmizMwitM/jL80h4hCshOHPu7L8QhM00HTDFwrj2NlMXQLKQW2mSZllzB1GyEi0k6JIGph6Pb2gi4adq7Um36z831Y6Rze4v2uJGaAZlrY2aKyfO+0sXN9OIUBolZdXctUhthrYqaz2Lk+DCcFSETgE5mWGhpJEjpzm0sfrodGQ3L+QsT5CxtnhZ2O5JXXAl55bXNqoQh8ylPzLHpNzkdbq0e9+17Eu++t/7lSJjSbs3Q6VZINrnO5InjjrZ9OpWp2TjA7H5IanUBGYa/88zA6HcmffPPjH0dejaC+zPyFH34s+9JNm+K+xwma5UeDrpS05u/QqXwIhT3DIr/nGI3pqx866MpE4M02uuUBhcSP8ZfW1lyX313LSmjeUYMdYU19/812heZkpff3sKoSiebdCnbBRTN0rIyNmbaJ29GHrnt8Io206vtvYGULFI49ieGmyew+oJ5C3eW/CAMaNzf2JYvqFeb/+s/xl2YpPHYaM51XUoqruvVSCLWEDn2C5fneZNhqeNO3WXrjJQae/jxOaZDM+EHSu/arCS1UgG/fu8niG98nPTpBamjXJ57x1r05mt4CErDNNI6ZpekvdLvVDzQEBPXOHFIKpNxmPVsKGlNduxKta0WtKWaGphu9a9/RphBxjFZfBjS13aqmyIPVh7LCXjkeKZJtaUc8DM0w0J2UagA9mKiTsit/aSgWhmEio1CthnQNw02TdLxeuchw0+q7jkI000J3XGQcrl0paTq6rRpQumn1hj4e3Be6k1JTh1KQBH5vJNrM5BBxhLB1NOmi+RIZx73BGU3XEVGIbtpquy6bRrcc9K4cWdLVogClLy2TSDVmJSvHoBs4fYPkDx4nKC8S+21EEGw5ZLIRDDfD8MnPkuofQwO85RkWL71K7LewMyVKB8+QHdmHpht0KnPMvfs9QDJw9HkKe44jooDb3/+Xq74ni4HHniU/fgQpBc2ZG1Rvqx7B7l/4Kt7SNJmhCXTDojZ5kfKNc2SG9jB08rNkhvfi5AcQkU9z9ibz7/0A3XIZe/JLKstdmGTmrb/ofZaVLTJ88nO4hUEkkvbCJIuXXsXJDzDyxC+SGZogO7qf4VOfxVueWfPef9cIGz6zL9/qSU/G60hUboUPEXQ1dMvuUZM0w1DeZyJG101MN0vkNxXlSwgWf/w9GrevkNv3GE7fMJphIOKQpOMRlOfx7t9R9UOpgqdhp5XFj99CAonfYekn36d26W2yex8jNTze9epykXFE1KziL88TLMwozQORYNhppEhU1xYVQBrXL9CZu0f+8ClSQ7vRbEdpJjRrePfv0Lp7rVeDbt6+1B2/XQkufYMGptWhPXWDJIqIW6uV6SVRq07z7jUVUB6itzmiwkhqkrt3GyuaDDLpecH5UR0/qj/Y1Vpsv4yLaWrEkVyjMSFXjbKunqLrNSW6taiNYvp2Y/2mx2aY5A4cJ3fwuOJaRiGVd1/DX5yhePwsmYlDxO2mkt5sN1l++2WkiBn53K+x+JOXCJZmMFIZBp//It7MXZo3PiA1vJv+s59FN00WX/8enXnV7TazefpOP98Trdcth9qlt2nfu4HTN0Tx5NNY+T6kSPCmb1O/fgER+Oz5yt+ldfc6dt8QhmXTuHGRxq1LlE49gzMwipnOEiwvYKQzCL/D/MvfwkhnKB4/izs4Cl0RpNqld0g6bcZ/5W/jz01jFfrQbYfW3WvULr2D4abpf+qzpHftJTXWJLP3CM2bF2nceNhDbHvI7zqMUxzk3qt/goYKwkkUoFsOfYefwi0OM3vuu0TtGmY6r363wOIHr9BenGL0yS+t2V9p/2lSfaNMv/5NdNtl9MwXEXFEc+YGqf5xIq/J/Te/hZ0tsuvpX6Exc5PW/B2CZoWJF/4Ws+98B295hesqIp/7b32b/sNnyY7sX3VTaBT2HMdwUky+8nU1wu+oh2qnPMP0j/+U3c9/mcrNc9Q/5pqzpsHuXSaWBbfvrl8S0nWwLI0wXKE1DvbreJ2uXZNU2XOyhcjUZth20NV0nezgXrzyfdB0UoUhdNPGq8xg2CmK48eo3H0PIWLc3AC6adGan4a2R8dO41VmcAvDKnNIlHCMkxvETuVpLNwiO7AbK12gOvUBUgpyg3tpLt5FhhHh7Azx4hJ+bUHtwzAImmViv0WqNEa6fzftpUnSfbuI/Rad2jyro1bUqFI+98qm5+cvzjD7/X/Te21ZkC8aPPeFDNO357n8nT8kk9OxdCXn5qY0/I6kM3WdxYUbRJHENDUGRw1q5YQoBDl7nidzt3nv9QqJLzAtKJQM/I7Eawscd2VEtVETpNLKZ+kBsb7VVP8vm9epdhtMlqVeey1Bx5OMjJuM7bFYnI25Pxmtm4zqujpeTVPLV10Dx1GvWy1JNqcRx5IwVFKIcXd8F02N59aq6gbM5jQGh3QWFwRRKHFcDa/rT2Y7StSm2Vi57mYmT/6x01Qv/ARv9i59pz9F4fiTSqVNUzS2pTdeIm7WGfyFL5HZc5DqxTcJKoukx/YQLM/i9A0BEJQXVMCcuYNIIkonzj5ynmYmT9Jps/T690hCv0uENSicOKse4m9+A7s0SN/jzxE1qko3WTeI202W3vwBuQPHyB08QXv6NpppESzP4/ke6fH9lM+9wuCzL2Kks+T2H8NM55h/5dvops3A058js/sAjRsX0TR1f8989+tkdh+gcPRMz5Vk6Y3v0//kC90hnZ8uoEReA03TKew+SntpiqC+pAZtUiVSpRGqkx/QKatldOxvTWkq7H4MkcTkJ46re8ZySQ+M01q4S+w3aUxfJWxWCHuvY74AAA1lSURBVJsVRBRiZ4qEzY0ZQRtCQtSuY9guhd2P0V6cIqgtfiSGUjaj0d9nUKsJWm2B62pkM3qPvaLpMDxokCSwXE4QEh4/bvPESYc/+KdVMunufR+p4RRQQXnPLpObdyImp2OyGY0zj7tcuxnS9mI0DYp5nWxWZ7miHKg/LLYddKUQmE4aw3LQTQcrlUfTdaxUjiTsIOKAOPTIDu7DzQ+gGSZBs4ydKZGEHZIkJFUaxa8vqP8XBTjZPnLD+2ks3EIkMXHgIeIQTTcw3Ry6YeHmh9D0Lk9RStz8AJHfxk7nMSyHVGEQw0rRXpr80Ce/EQwTDp90GN9rs/egxeJMxMi4xfEzDlLArWsh6bQKOO2mYGzCZOp2xIkzrsrSY8mbL3vcn4yoVwRINUp69HGXwRETJ6Xx9iseh4475As6hqlx6V2fg8dsdE1jYMRg6nbErashJ550SBLwPcnMvYhTZ128tiCd0fnRX7bYd9jm8AmHm5cD5u5HiHVWO/0DOseOW1iOxtVLEbYDh49YXLsSUSjC2C51E127GtM/qON3JFEoqdcFT561eeP1kFxeY89ek8dPW7zyckAmozE0bHDrZkwQSI4dt7h9K6LZWGVOmc6SGh4nPniCzN7D2PlSV6NXobM4Q1grI0VC1Kgpih/QvH2Fvsefo371PHbfEEmnTVSvPHJeD0OKmM7cFLG3VgTILvQpR5DAJ6yqaUSroBqVIgppT91Sq6dGtSvariOiiMRrIqKQsLqECH1EHGK4Key+QZzBEfrPvICmG9ilQcwuM0aKZGV/rTpSis1dUj4i2otTVG+/R3Z4L9nRA7Tm71C9/V63ZGP0+NnbgqZjOClEp4VhqhJNa/Ymfm2hNzgUr9qflKInhP/hIWnNKcpbenA32bFDNO9fo3r34rpWWRsesgZ791gc2GsxOmzwzb9o8cJzKdJpjUxa57s/9Gi3BU+ddhnsN3j7vM/FKyHvXw45eUyd455xk2JB58atiKfPuFy5HnL6hMPhAxaJgMnpmFxWZ3zUYHJKBeWJcZPPfzpFtSZ454LP/c6Hf1hs+24wbBc7U1K+WO0qceipiyRBJJEKxOkCcdBGM0YQcahqYJFP2K51txUEzTK6aWNnitiZErph9Saq3MIghp1SQwD5AcLWMEkc4uT7Md0sfmOZJAoI21V0w8LJD2C6KhjrloObH4BcP0G7iog+usRbNqeze5/NwkxEqV/Nmj/xrMuxJ9RIqZPSuXze58nnU1x9P2Bo1CQMJGc/ncZrCZyUxvUPApYXVr6QUr/BrgmL29cCDh132HvIpn/QoLyUkM3p7Jqw2HfY4eI7HQ4ctUnnEk4/63L6mRTt5oP0VZLN69y8EvD0C2lSGZ1mXbA4G3PneshGCpa5vEYmp9HxJAODOrqh+KVLi4InnrJo1iWlfo1Sn04uq/H4aYt33w5ZXoJUWseyYWKvSRRJymVBNqdz5ikLIaBcFnQ6ytZnfnZtmi1FQuJ7eLN3EWGAx1opSRlHq+rEsse19xfvg6GTGp3Aypfwl2bXvG8jyGQdqpRUvHGt68HTI9g/oBdKiVilFLdS05c9xwEpxaq6jOonhNVlvJm7SJHQmrxGWF1p+jzYHw92t7pPsE5iZLoZ3MIwIlHDKmYqh19fxHQzxH6bJOyQ7h+nvTi56lwjqncu0Jq7Q27XIUoHnqA9fxfRrXWbzvo2WetfOEHst/GWpli68uNVxyiVup3iTW305u6Jbr8ZkoQ+5ZvnaMzeID/+GH2HztKYuUncadK77tvYn2NrjA4bfPGzab731x6DAwZ37kUcmNAZHTKYnJYM9us895TDUjnh4pW1GcnCYsIvv5ihVpecPGbzyhsdKrWEqfsaV2+obcvVhHRKp5jXsSyljBiGkrff86ls4YayEbYddJMoYPnmW6pmKuLuSKrsTZws334HkYSEIiH0qkrRKPJJlqfUD0HTqExeUNzR7k3pl2ep6yaa1AhqS8TtBlqUIKKY5etvEkUdpIgJWmU0TSeJfPz6Ym9/Wk2nqd9CdoN2ZfJ9NQUTr1fcXhF+k71/bjC4oQFSEviSwBdICYEveedVj9vXQxo1QccTvJDLMHHQ4u5NVee+fTXg/XM+vieoV0XXlhnclPrBCyEJA0kcyZ7hYBxJokgipFJcW15IaNTU8j2b07l+MeD9dzr4HUmx36BaTqguJ3Q8ia6D1xLdfW5eBh4aVrJ+96cTDBMW5gWeJ5mbFRx5zKTUp/PGawHWQRMhoFIR9PXr7N5jcOiwRaUseOyYyeiYweUPIu5PJQwNG9SqylplcSGh/ZAVetxu0JmfRjcsvMVJjAdiCVtAxjHtyZsUjj2J8Dt0ZlemEnXHxXBTaF2nC91JbToqnvg+3uwkmb1HiBo17NIAhu3iL380ERMpEjqzk2T3qsm/qNXAdNOI1ZqMG3wRMo6QMsEq9GFm8ogoQIQBppsjO7JfTZVpGnF3mlA3LdX0TSLsbIn2UrfpCaSH9qDpJnGnqZrKQn0Psd/CW7xHce9J4sAjatcxU1nai/d6yYnpptF0EzOVVbrPUUDl1nkGjj6HX10g8hrYuRJ+bUlxtTdBEnSIOk2yowdIQp8kCom9uqJ12ikM20Uz1GeJOELEEZnhvb1Aj5TdZrE6ryQMiL0mmaEJ/PoyIgqJ2o+6eYyPmZw8ZvPBlZDjR7rZeVswOxdTKhi4rsbzT7vUG4ILl0KiSGIYSuPbsZUORrUuWC4nfOGFFBcvK+PURkMw0Cd7GhkPIkQqpWEaqzjaLbkh93srGL/3e7/3exv98fd///dXvZKIJEIKlbFKkYBhYA6U0LNZ9LSD5jporguWgWab6JkMGDqa62AN9JO0W9jSYcDeQ0rPoglJXu8nZ/bj6hlyeol+Zzc5s4QuoBPWkVLpEIgk6hH0VfaijkEkUe/GkEmELW1cPYOhWRiahaOnMTUbW3dI6TlM3cbULCzNwdYcbD2Fo6cxNEXdkqiAl8roPP50imxe5/a1kOm7EafOphjdbVFdTigvJWi6xtgek9dfalNeTNh7yGbvQRvL1lmYjTl+xuXAYw6GCbeuhtiOxulnUrgpgwtvqYx23xEHx9W5ciHAcXVmpiLSWZ3qcsKd6yFjExYT+210XaO8mGAYGkvzMfmiwdxURKspOHTMYc8BizvXw3XFX7I5nSiE733Hp7wsKC8Jlha7U2dVweSdmEsXI3wfFhcEly9FtJqSZkNy/p2Q2ZmESllw+1bczYAFd27HXPogorwsqFYkC3OPPvVFFBLVlsnsOUjx2JOkdu0jqlcIa2XMXBGZxIo6JSVWrogIOr0Blthrkd13hM7sPbz7yqNPM036Tj9Pbv8xjFQGZ2AYO1+iMz+lSl25IlFtuafO9gD+8jxmJkvxxNOY2QL1a+d7gdwdGVf2TFGIbruY2Tz+/DS645J47S67QCOsLimNjPlpgsVZpEgoHj1D/vApZU1VXlD6FkO76MxOknTaKsBl8viLsyS+pwSWoojsvqPkDp4g8TuEtWXMbhNMJjFRp4kIfSKvjp0poXQ3NJxcP1G73muIuYVh+o88TWHiBFY6T+XmOTrlGbUSbSyjmxalfY9T2P0YumHSXpzELQ4zdOIF8rseQ9N18mOHsVI5gsYSnfIcMonpO/QU+d1HMVM5OpVZktAnVRyitTBJ0q0Np/p34S1NE3kNVRpq1cjvOkxx4gQAnfIMudEDDJ98gfTAOIZlk991GE03CJvLuKUR+o88Q2HPMUwnxfLVn+DXlNEtUhB6dTKDeyjtO4VhWeqB8RBMAw4fsDmwzwIJb70bkMnozC8l2LYKqFJqPPm48si7eiOi40u+9Lk042MW1ZpgYTFmaTnhb/96jv/zD+tKfD+CZ864jI1YXL8Vcuq4wzNnHPqKBrcmI6o1wfNPpzh9wqZalyxX1i8vbBJW0eQmMl5biW5ojkPq2BH0VAojl0NGETIICaamscdGFdE4DDAyafR0htabb6O1AizdVTYzIiRjFtE1g1iGmJpDIiM0NCLh44tWdyJr+xi1D2LpLr5o4Sct+uxRhJS0krLKiBGYmoWr5whEi6zRp5zGhE89XqQjVpTKVo+WP3i9mTsrqHrwZqWp7ng8jqvxqRczTN0JuXUl3FQVcqt9rhZeWQ+plGrYVddR+NrBDv59hd5lWW7GZDT0dSUaABjo0zlzyqG/z+Drf7byu9cfSIps8L6tfm/ApuqIP12FX0ri5QoyijDyOfR0mni5TLS0pAQpNL2bQdjIOCbxPJAJcbKy/K9HW8sEfhjERPhxi043YNejJRIZE8uIhAgDk0SLus6pMb5ok8gYQzOJ5cMC5Y+c7qYBFzYPjrDyRUWR5OaVgEZVbCnDu9U+t5Ly7XTkR+qy7mAHP88Q3XLyZthsStfqMoW+/6O1Tcet6OgfUTq7h58q012zraWcG0Tno0kxflywNZdIBp+oId8OdrCDHWyGzTLdjy3o7mAHO9jBDhQ+cnlhu64NO9jBDnawg+1hey54O9jBDnawg48FO0F3BzvYwQ5+htgJujvYwQ528DPETtDdwQ52sIOfIXaC7g52sIMd/AyxE3R3sIMd7OBniP8fm8MKPcwk2t4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Start with one review:\n",
    "text = Job_list['Description'][5]\n",
    "\n",
    "# Create and generate a word cloud image:\n",
    "wordcloud = WordCloud().generate(text)\n",
    "\n",
    "# Display the generated image:\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 7972772 words in the combination of all descriptions.\n"
     ]
    }
   ],
   "source": [
    "text = \" \".join(text for text in Job_list['Description'])\n",
    "print (\"There are {} words in the combination of all descriptions.\".format(len(text)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stop_words import get_stop_words\n",
    "stop_words_de = get_stop_words('de')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 2703549 words in the combination of all descriptions.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list_Analyst = Job_list[Job_list.Search_Terms=='Analyst']\n",
    "text = \" \".join(text for text in Job_list_Analyst['Description'])\n",
    "print (\"There are {} words in the combination of all descriptions.\".format(len(text)))\n",
    "# Create stopword list:\n",
    "stopwords = set(STOPWORDS)\n",
    "stopwords.update([\"Scientist\", \"Business\", \"Intelligence\", \"Analyst\", \"Science\"])\n",
    "stopwords.update(stop_words_de)\n",
    "\n",
    "# Generate a word cloud image\n",
    "wordcloud = WordCloud(stopwords=stopwords, background_color=\"white\").generate(text)\n",
    "\n",
    "# Display the generated image:\n",
    "plt.figure(figsize=[10,7])\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 2606532 words in the combination of all descriptions.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list_Analyst = Job_list[Job_list.Search_Terms=='Data Scientist']\n",
    "text = \" \".join(text for text in Job_list_Analyst['Description'])\n",
    "print (\"There are {} words in the combination of all descriptions.\".format(len(text)))\n",
    "# Create stopword list:\n",
    "stopwords = set(STOPWORDS)\n",
    "stopwords.update([\"Scientist\", \"Business\", \"Intelligence\", \"Analyst\", \"Science\",\"sowie\"])\n",
    "stopwords.update(stop_words_de)\n",
    "\n",
    "# Generate a word cloud image\n",
    "wordcloud = WordCloud(stopwords=stopwords, background_color=\"white\").generate(text)\n",
    "\n",
    "# Display the generated image:\n",
    "plt.figure(figsize=[10,7])\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 2662689 words in the combination of all descriptions.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Job_list_Analyst = Job_list[Job_list.Search_Terms=='Business Intelligence']\n",
    "text = \" \".join(text for text in Job_list_Analyst['Description'])\n",
    "print (\"There are {} words in the combination of all descriptions.\".format(len(text)))\n",
    "# Create stopword list:\n",
    "stopwords = set(STOPWORDS)\n",
    "stopwords.update([\"Scientist\", \"Business\", \"Intelligence\", \"Analyst\", \"Science\",\"sowie\"])\n",
    "stopwords.update(stop_words_de)\n",
    "\n",
    "# Generate a word cloud image\n",
    "wordcloud = WordCloud(stopwords=stopwords, background_color=\"white\").generate(text)\n",
    "\n",
    "# Display the generated image:\n",
    "plt.figure(figsize=[10,7])\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Description length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>Description_words_amount</th>\n",
       "      <th>Description_len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Search_Terms</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Analyst</th>\n",
       "      <td>358.673846</td>\n",
       "      <td>2771.871795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Intelligence</th>\n",
       "      <td>339.156218</td>\n",
       "      <td>2735.577595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>334.438974</td>\n",
       "      <td>2672.367179</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Description_words_amount  Description_len\n",
       "Search_Terms                                                    \n",
       "Analyst                              358.673846      2771.871795\n",
       "Business Intelligence                339.156218      2735.577595\n",
       "Data Scientist                       334.438974      2672.367179"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = Job_list.groupby('Search_Terms').mean()\n",
    "grouped"
   ]
  }
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