analyse.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"data/database/sample.json\", 'r') as f:\n",
    "    sample = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID\n",
      "age\n",
      "gender\n",
      "profession\n",
      "interest\n",
      "home_address\n",
      "foreign_address\n",
      "date_out\n",
      "date_return\n",
      "fund2invest\n",
      "remittance\n",
      "travell\n",
      "social_work\n",
      "personal_view\n"
     ]
    }
   ],
   "source": [
    "for item in sample:\n",
    "    for item in list(item.keys()):\n",
    "        print(item)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF = pd.DataFrame(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF = DF.set_index('ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>age</th>\n",
       "      <th>date_out</th>\n",
       "      <th>date_return</th>\n",
       "      <th>foreign_address</th>\n",
       "      <th>fund2invest</th>\n",
       "      <th>gender</th>\n",
       "      <th>home_address</th>\n",
       "      <th>interest</th>\n",
       "      <th>personal_view</th>\n",
       "      <th>profession</th>\n",
       "      <th>remittance</th>\n",
       "      <th>social_work</th>\n",
       "      <th>travell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3LJJB6B924</th>\n",
       "      <td>29</td>\n",
       "      <td>2014.9.21</td>\n",
       "      <td>2022.3.16</td>\n",
       "      <td>{'country': 'Costa-Rica', 'ID': 'CR', 'lat': '...</td>\n",
       "      <td>{'invetsment sector': '3%', 'tourism and hospi...</td>\n",
       "      <td>female</td>\n",
       "      <td>{'province': 'PN6', 'district': 'Jajarkot', 'M...</td>\n",
       "      <td>art</td>\n",
       "      <td>[Kathmandu Metropolitan City’s undying infatua...</td>\n",
       "      <td>{'major': 'Life, Physical, and Social Science ...</td>\n",
       "      <td>[{'month': 4, 'amount': 981}, {'month': 11, 'a...</td>\n",
       "      <td>[{'date': '2015.4.2', 'work': 'work against hu...</td>\n",
       "      <td>[{'date': '2017.5.8', 'place': {'country': 'Mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5S5MI9J6K4</th>\n",
       "      <td>44</td>\n",
       "      <td>2011.10.26</td>\n",
       "      <td>2020.3.15</td>\n",
       "      <td>{'country': 'Cook-Islands', 'ID': 'CK', 'lat':...</td>\n",
       "      <td>{'invetsment sector': '10%', 'tourism and hosp...</td>\n",
       "      <td>female</td>\n",
       "      <td>{'province': 'PN1', 'district': 'Sunsari', 'MC...</td>\n",
       "      <td>novel</td>\n",
       "      <td>[Granted, these initiatives are nothing new—th...</td>\n",
       "      <td>{'major': 'Military Specific Occupations', 'br...</td>\n",
       "      <td>[{'month': 11, 'amount': 962}, {'month': 10, '...</td>\n",
       "      <td>[{'date': '2005.1.3', 'work': 'resolving the c...</td>\n",
       "      <td>[{'date': '2010.4.11', 'place': {'country': 'V...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3CO6495O5G</th>\n",
       "      <td>38</td>\n",
       "      <td>2016.8.27</td>\n",
       "      <td>2023.10.13</td>\n",
       "      <td>{'country': 'Kenya', 'ID': 'KE', 'lat': '-0.02...</td>\n",
       "      <td>{'invetsment sector': '6%', 'tourism and hospi...</td>\n",
       "      <td>female</td>\n",
       "      <td>{'province': 'PN1', 'district': 'Solukhumbu', ...</td>\n",
       "      <td>music</td>\n",
       "      <td>[In response to the pressure, Parliament devis...</td>\n",
       "      <td>{'major': 'Installation, Maintenance, and Repa...</td>\n",
       "      <td>[{'month': 4, 'amount': 306}, {'month': 8, 'am...</td>\n",
       "      <td>[{'date': '2017.9.13', 'work': 'work against h...</td>\n",
       "      <td>[{'date': '2010.10.19', 'place': {'country': '...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            age    date_out date_return  \\\n",
       "ID                                        \n",
       "3LJJB6B924   29   2014.9.21   2022.3.16   \n",
       "5S5MI9J6K4   44  2011.10.26   2020.3.15   \n",
       "3CO6495O5G   38   2016.8.27  2023.10.13   \n",
       "\n",
       "                                              foreign_address  \\\n",
       "ID                                                              \n",
       "3LJJB6B924  {'country': 'Costa-Rica', 'ID': 'CR', 'lat': '...   \n",
       "5S5MI9J6K4  {'country': 'Cook-Islands', 'ID': 'CK', 'lat':...   \n",
       "3CO6495O5G  {'country': 'Kenya', 'ID': 'KE', 'lat': '-0.02...   \n",
       "\n",
       "                                                  fund2invest  gender  \\\n",
       "ID                                                                      \n",
       "3LJJB6B924  {'invetsment sector': '3%', 'tourism and hospi...  female   \n",
       "5S5MI9J6K4  {'invetsment sector': '10%', 'tourism and hosp...  female   \n",
       "3CO6495O5G  {'invetsment sector': '6%', 'tourism and hospi...  female   \n",
       "\n",
       "                                                 home_address interest  \\\n",
       "ID                                                                       \n",
       "3LJJB6B924  {'province': 'PN6', 'district': 'Jajarkot', 'M...      art   \n",
       "5S5MI9J6K4  {'province': 'PN1', 'district': 'Sunsari', 'MC...    novel   \n",
       "3CO6495O5G  {'province': 'PN1', 'district': 'Solukhumbu', ...    music   \n",
       "\n",
       "                                                personal_view  \\\n",
       "ID                                                              \n",
       "3LJJB6B924  [Kathmandu Metropolitan City’s undying infatua...   \n",
       "5S5MI9J6K4  [Granted, these initiatives are nothing new—th...   \n",
       "3CO6495O5G  [In response to the pressure, Parliament devis...   \n",
       "\n",
       "                                                   profession  \\\n",
       "ID                                                              \n",
       "3LJJB6B924  {'major': 'Life, Physical, and Social Science ...   \n",
       "5S5MI9J6K4  {'major': 'Military Specific Occupations', 'br...   \n",
       "3CO6495O5G  {'major': 'Installation, Maintenance, and Repa...   \n",
       "\n",
       "                                                   remittance  \\\n",
       "ID                                                              \n",
       "3LJJB6B924  [{'month': 4, 'amount': 981}, {'month': 11, 'a...   \n",
       "5S5MI9J6K4  [{'month': 11, 'amount': 962}, {'month': 10, '...   \n",
       "3CO6495O5G  [{'month': 4, 'amount': 306}, {'month': 8, 'am...   \n",
       "\n",
       "                                                  social_work  \\\n",
       "ID                                                              \n",
       "3LJJB6B924  [{'date': '2015.4.2', 'work': 'work against hu...   \n",
       "5S5MI9J6K4  [{'date': '2005.1.3', 'work': 'resolving the c...   \n",
       "3CO6495O5G  [{'date': '2017.9.13', 'work': 'work against h...   \n",
       "\n",
       "                                                      travell  \n",
       "ID                                                             \n",
       "3LJJB6B924  [{'date': '2017.5.8', 'place': {'country': 'Mo...  \n",
       "5S5MI9J6K4  [{'date': '2010.4.11', 'place': {'country': 'V...  \n",
       "3CO6495O5G  [{'date': '2010.10.19', 'place': {'country': '...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Drop views\n",
    "2. Seperate home address [PN,District,MCP,Ward]\n",
    "3. Seperate Foreign address [country,lat,long,city]\n",
    "4. Use lambda function $1000 = $1K\n",
    "5. Create new column [month] with total month duration between data out-date return\n",
    "6. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Age distribution ?\n",
    "2. Gender and age - correlation?\n",
    "3. County- gender ? Country- age ?\n",
    "4. Histogram, bar-plot, ven-diagram ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data modeling - Machine lerning ( Scikit-learn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Linear-regression, \n",
    "2. Classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Visualization ( matplotlib.pyplot, seaborn, Bokeh, plotly(Python-API)) (D3.JS, chart.js)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Plot generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data = []\n",
    "k = 0\n",
    "for item in sample:\n",
    "    #print(item.values()) \n",
    "    ID = item['ID']\n",
    "    age = item['age']\n",
    "    gender = item['gender']\n",
    "    country = item['foreign_address']['country']\n",
    "    province = item['home_address']['province']\n",
    "    district = item['home_address']['district']\n",
    "    lat = item['foreign_address']['lat']\n",
    "    lon = item['foreign_address']['lon']\n",
    "    interest = item['interest']\n",
    "    profession = item['profession']['branch']\n",
    "    income = 0\n",
    "    for t in item['remittance']:\n",
    "        income = income+t['amount']\n",
    "        \n",
    "    \n",
    "    Data.append({'ID': ID,\\\n",
    "                 \"age\":age,\\\n",
    "                 \"gender\":gender,\\\n",
    "                 \"country\": country,\\\n",
    "                 \"lat\": lat,\\\n",
    "                 \"lon\":lon,\\\n",
    "                 \"province\":province,\\\n",
    "                 \"district\": district,\\\n",
    "                 \"interest\": interest,\\\n",
    "                 \"profession\": profession,\\\n",
    "                 \"income\": income})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>country</th>\n",
       "      <th>district</th>\n",
       "      <th>gender</th>\n",
       "      <th>income</th>\n",
       "      <th>interest</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>profession</th>\n",
       "      <th>province</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3LJJB6B924</th>\n",
       "      <td>29</td>\n",
       "      <td>Costa-Rica</td>\n",
       "      <td>Jajarkot</td>\n",
       "      <td>female</td>\n",
       "      <td>3180</td>\n",
       "      <td>art</td>\n",
       "      <td>9.748917</td>\n",
       "      <td>-83.753428</td>\n",
       "      <td>Zoologists and Wildlife Biologists</td>\n",
       "      <td>PN6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5S5MI9J6K4</th>\n",
       "      <td>44</td>\n",
       "      <td>Cook-Islands</td>\n",
       "      <td>Sunsari</td>\n",
       "      <td>female</td>\n",
       "      <td>3410</td>\n",
       "      <td>novel</td>\n",
       "      <td>-21.236736</td>\n",
       "      <td>-159.777671</td>\n",
       "      <td>Military Enlisted Tactical Operations and Air/...</td>\n",
       "      <td>PN1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3CO6495O5G</th>\n",
       "      <td>38</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>Solukhumbu</td>\n",
       "      <td>female</td>\n",
       "      <td>2145</td>\n",
       "      <td>music</td>\n",
       "      <td>-0.023559</td>\n",
       "      <td>37.906193</td>\n",
       "      <td>Maintenance and Repair Workers, General</td>\n",
       "      <td>PN1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K35G0P9M02</th>\n",
       "      <td>43</td>\n",
       "      <td>Venezuela</td>\n",
       "      <td>Palpa</td>\n",
       "      <td>male</td>\n",
       "      <td>2963</td>\n",
       "      <td>farming</td>\n",
       "      <td>6.42375</td>\n",
       "      <td>-66.58973</td>\n",
       "      <td>Tree Trimmers and Pruners</td>\n",
       "      <td>PN5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5X85I310N0</th>\n",
       "      <td>41</td>\n",
       "      <td>Malta</td>\n",
       "      <td>Terhathum</td>\n",
       "      <td>female</td>\n",
       "      <td>2735</td>\n",
       "      <td>stocks</td>\n",
       "      <td>35.937496</td>\n",
       "      <td>14.375416</td>\n",
       "      <td>Fallers</td>\n",
       "      <td>PN1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            age       country    district  gender  income interest  \\\n",
       "ID                                                                   \n",
       "3LJJB6B924   29    Costa-Rica    Jajarkot  female    3180      art   \n",
       "5S5MI9J6K4   44  Cook-Islands     Sunsari  female    3410    novel   \n",
       "3CO6495O5G   38         Kenya  Solukhumbu  female    2145    music   \n",
       "K35G0P9M02   43     Venezuela       Palpa    male    2963  farming   \n",
       "5X85I310N0   41         Malta   Terhathum  female    2735   stocks   \n",
       "\n",
       "                   lat          lon  \\\n",
       "ID                                    \n",
       "3LJJB6B924    9.748917   -83.753428   \n",
       "5S5MI9J6K4  -21.236736  -159.777671   \n",
       "3CO6495O5G   -0.023559    37.906193   \n",
       "K35G0P9M02     6.42375    -66.58973   \n",
       "5X85I310N0   35.937496    14.375416   \n",
       "\n",
       "                                                   profession province  \n",
       "ID                                                                      \n",
       "3LJJB6B924                 Zoologists and Wildlife Biologists      PN6  \n",
       "5S5MI9J6K4  Military Enlisted Tactical Operations and Air/...      PN1  \n",
       "3CO6495O5G            Maintenance and Repair Workers, General      PN1  \n",
       "K35G0P9M02                          Tree Trimmers and Pruners      PN5  \n",
       "5X85I310N0                                            Fallers      PN1  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF = pd.DataFrame(Data)\n",
    "DF = DF.set_index(\"ID\")\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country\n",
       "Afghanistan                  2\n",
       "Albania                      6\n",
       "Algeria                      3\n",
       "American-Samoa               2\n",
       "Andorra                      6\n",
       "Angola                       5\n",
       "Anguilla                     7\n",
       "Antarctica                   8\n",
       "Antigua-and-Barbuda          3\n",
       "Argentina                    2\n",
       "Armenia                      5\n",
       "Aruba                        7\n",
       "Australia                    7\n",
       "Austria                      5\n",
       "Azerbaijan                   6\n",
       "Bahamas                      7\n",
       "Bahrain                      5\n",
       "Bangladesh                   6\n",
       "Barbados                     4\n",
       "Belarus                      3\n",
       "Belgium                      1\n",
       "Belize                      13\n",
       "Benin                        6\n",
       "Bermuda                      3\n",
       "Bhutan                       4\n",
       "Bolivia                      5\n",
       "Bosnia-and-Herzegovina       5\n",
       "Botswana                     6\n",
       "Bouvet-Island                6\n",
       "Brazil                       4\n",
       "                            ..\n",
       "Tajikistan                   2\n",
       "Tanzania                     3\n",
       "Thailand                     7\n",
       "Timor-Leste                  4\n",
       "Togo                         2\n",
       "Tokelau                      2\n",
       "Tonga                        6\n",
       "Trinidad-and-Tobago          2\n",
       "Tunisia                      6\n",
       "Turkey                       6\n",
       "Turkmenistan                 5\n",
       "Turks-and-Caicos-Islands     3\n",
       "Tuvalu                       5\n",
       "U.S.-Virgin-Islands          4\n",
       "Uganda                       5\n",
       "Ukraine                      4\n",
       "United-Arab-Emirates         2\n",
       "United-Kingdom               3\n",
       "United-States                6\n",
       "Uruguay                      6\n",
       "Uzbekistan                   3\n",
       "Vanuatu                      1\n",
       "Vatican-City                 1\n",
       "Venezuela                    6\n",
       "Vietnam                      3\n",
       "Wallis-and-Futuna            1\n",
       "Western-Sahara               4\n",
       "Yemen                        5\n",
       "Zambia                       2\n",
       "Zimbabwe                     2\n",
       "Name: age, Length: 242, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Country = DF.groupby('country').count()[\"age\"]\n",
    "Country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a23b64c88>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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77yVJSUlJatWq1R1rfOSRR3Tx4kUdP35ckvTBBx+U6JuaAAAAAMDImOGC32QymfTee+9pypQpCg8Pl4uLizw8PJSQkKDGjRvr7Nmz6t69u4qKivTMM88oMjLyV1/7/Oyzz2rAgAH64IMPbvm8Y8eOio2Ntb3e2d/fX2az+a7X2bJli+rUqWNbkiTdmE3SrVs3JSYmFmvJzAMPPKC33npLMTExslgs+tOf/qSuXbuqatWqGjFihKpUqaLatWv/Zi3FMXDgQH322WdKSUlRbGysxo8fr/DwcBUVFWn48OHy9fXVvn37dP/996t///7KzMxUly5d9Mwzz0i6sWdOp06dVKdOHT311FO26/r6+mrevHn66aef1LBhQ/3jH/+44/0rV66sGTNmaMSIESooKJCvr6+mT5/+h8YEAAAAALgzk/Vu6zwAlLpfvlGoLIqZuEHpmTmOLgMlKCUugvXCBsHacOOg18ZAn42DXhsDfS572MMFQIlaOOZ5R5eAEpZfcPtyPwAAAAD3jsAFKEO6du1qe+NTWXTxYrYsFibFVWS8fhAAAACwDzbNBQAAAAAAsDMCFwAAAAAAADsjcAEAAAAAALAzAhcAAAAAAAA7I3ABAAAAAACwMwIXAAAAAAAAOyNwAQAAAAAAsDMCFwAAAAAAADsjcAEAAAAAALAzF0cXAKD88PR0c3QJKGH5BUWOLgEAAACoEAhcABRbzMQNSs/McXQZKEEpcRGOLgEAAACoEFhSBAAAAAAAYGcELkAJS01NVbNmzRQREaEuXbooLCxMixcv/tVzoqOjlZqa+ofv/e233+qtt976w9cBAAAAANwblhQBpcDf319LliyRJGVnZ6tTp05q3bq1HnvssRK9b5MmTdSkSZMSvQcAAAAA4HbMcAFKWV5enpydneXu7q7g4GCZzWZJN2bCREdH33Z8XFycnn/+efXo0UOxsbFasWKFJGnmzJnq3r27QkNDFR0drQsXLkiSWrRooX79+ikiIkI7duywXXPPnj3q2bOnIiMj1b59e23atKmURgwAAAAAxsMMF6AUHDp0SBEREbJYLPrpp58UFhYmb2/v3zxvy5Yt2r9/v1avXq2cnBxFRkYqODhYp0+f1okTJ5SYmCgnJyeNGDFCq1atUt++fZWZman+/fsrKCjolmVJH3/8sSZOnKj69etr165dmjx5skJCQkpy2CinvLzcHV0CSgm9Ng56bQz02TjotTHQ5/KPwAUoBf+7pKhfv35KSEj4zfN27typsLAwubq6ytXV1RaQPPTQQxo5cqQ+/fRTnTx5UgcPHpSvr6/tvKZNm952rRkzZmjr1q1at26dvvnmG127ds1Oo0NFk5GR5egSUAq8vNzptUHQa2Ogz8ZBr42BPpc9Tk4meXq63ds5JVQLgLtwc3NTWFiYvv76a0mS1WqVJBUWFt52rJOTkywWy22fHzp0SDExMbJYLAoNDVVISIjtOpJUpUqV28556aWXlJaWJn9/f73yyiv2Gg4AAAAA4A4IXIBSVlRUpD179qhx48by8PDQ8ePHJUmbN2++7dhWrVppw4YNys/PV3Z2trZt2yaTyaS9e/cqMDBQPXv21MMPP6xt27apqKjorve8fPmyTp06pSFDhqht27bavHnzrx4PAAAAAPhjWFIElIKbe7iYTCYVFhbKz89P/fv315/+9CdNmDBB8fHxatOmzW3nPfvsszpw4IAiIyNVo0YNeXt7q3LlyurYsaNiY2PVuXNnSTeWLN3cfPdOatasqRdffFGdOnWSi4uLWrRoodzcXF2/fl3VqlUrsXEDAAAAgFGZrL9chwCgTDlw4IBOnTqlyMhIFRQUqEePHpo8ebIef/xxR5eGCiq/oEhXLl93dBkoBawNNw56bQz02TjotTHQ57Ln9+zhwgwXoAx75JFHFB8frw8//FBWq1UvvPCCQ8OWixezZbGQ0VZk7IYPAAAA2AeBC1CG1axZUwsXLnR0GQAAAACAe8SmuQAAAAAAAHZG4AIAAAAAAGBnBC4AAAAAAAB2RuACAAAAAABgZwQuAAAAAAAAdkbgAgAAAAAAYGcELgAAAAAAAHZG4AIAAAAAAGBnLo4uAED54enp5ugSUMLyC4ocXQIAAABQIRC4ACi2mIkblJ6Z4+gyUIJS4iIcXQIAAABQIbCkCAAAAAAAwM4IXFBuHT16VH5+flq/fn2JXP+tt97St99+WyLXlqSrV6/qjTfeUOfOndW5c2fFxMTo1KlTJXY/AAAAAEDpIXBBuZWUlKQOHTpo+fLlJXL9SZMmqUmTJiVybUmKi4tTw4YNlZKSopSUFEVGRuof//hHid0PAAAAAFB62MMF5VJBQYFSUlK0dOlS/eUvf9FPP/0kX19fBQcHq1OnTtqxY4dcXFz097//Xf/+9791+ri3MjUAACAASURBVPRpjRw5Uh07dtSFCxc0btw4nTt3TiaTSW+88YZatWqluXPn6uDBgzp79qxefvllrV27VrGxsQoMDNQ777yjTZs2ydnZWT169FDv3r21Z88ezZw5U7m5ubp69arefPNNhYSEaNSoUXJzc9N3332n8+fPa9CgQYqKirptDBcuXJCnp6csFoucnJzUsWNHVatWTZKUnZ2t0aNH6/z580pPT1fLli01adIk7dmzRwsWLFClSpVkNpsVHBysatWqadOmTZKkhIQE1apVS1u3btWsWbNksVhUr149vf3226pVq5bWrl2rDz/8ULm5ucrPz9fkyZP15JNPlmrvAAAAAMAICFxQLn355Zfy8fHRI488opCQEC1fvlzDhw+XJNWqVUsrVqzQm2++qYSEBH300Uf6+uuvNXnyZHXs2FGTJk1SVFSU2rdvr/T0dL300ktauXKlJCk/P19ffPGFJGnt2rWSpHXr1unrr79WSkqKCgoK9NJLL6ljx476+OOPNXHiRNWvX1+7du3S5MmTFRISIkk6d+6cli1bpqNHj6pXr153DFxeffVVDRo0SMuWLVOLFi3UunVrdenSRZK0bds2NWrUSHPmzFF+fr46deqk7777TpL0zTffaM2aNapZs6ZatWqlkSNH2sa7Zs0ahYeHa9y4cfrkk09Ut25dffDBB3r77bc1a9YsJSYmasGCBbr//vv12WefKSEhQQsWLCjZZqHc8fJyd3QJKCX02jjotTHQZ+Og18ZAn8s/AheUS0lJSQoPD5ckdezYUcOGDdOQIUMkSW3btpUk+fj4yNvbWy4uLvLx8dHVq1clSTt37tSJEyc0Z84cSVJhYaHOnDkjSQoICLjtXnv37lVYWJhcXV3l6uqq5ORkSdKMGTO0detWrVu3Tt98842uXbtmO6d169YymUxq2LChLl++fMcx+Pv7a/Pmzfr666+1c+dO/fvf/1ZiYqKWL1+u8PBwpaWladGiRTpx4oQuX76s69evS5IaNmyoBx98UJLk4eGhli1b2sZ79epVpaWlKSAgQHXr1pUk9ejRQwkJCXJyctK8efO0ZcsWnTx5Unv27JGTE6sKcbuMjCxHl4BS4OXlTq8Ngl4bA302DnptDPS57HFyMsnT0+2eziFwQblz8eJFbd++Xd99950++ugjWa1WXb16VRs3bpQkVapUyXasi8vt/4pbLBYtXrxYNWvWlCSlp6fL09NTmzZtUpUqVW473sXFRSaTyfa12WzW/fffr+joaAUFBSkoKEgtW7bUsGHDbMdUrlxZkm45r3///kpPT5d0Y+nPe++9p9GjRyswMFCBgYEaNGiQQkND9f333+ubb77R+vXr1b17d7Vq1UpHjx6V1Wq9bXyS5OzsfNv4fslqtaqwsFDXrl3Tiy++qC5duqh58+by8/PT0qVL7/aYAQAAAAB/AL/eRrmTnJysFi1a6KuvvtKWLVu0detWvfLKK0pMTCzW+S1atNCyZcskScePH1fnzp2Vk5Nz1+ObN2+uDRs2qKCgQDk5OerXr5+OHz+uU6dOaciQIWrbtq02b96soqKiX73v+++/r+TkZCUnJ+uBBx7Qjz/+qIULF9oCErPZrMLCQvn6+mrHjh3q0aOHunTpory8PB05cuS2IOVumjZtqm+++UZms1mStHz5cgUFBenUqVMymUx65ZVXFBQUpI0bN/5mzQAAAACA34cZLih3Pv/889ve5vPXv/5VH3zwgdzcfnuK15gxYzRu3Dh17txZkjR9+vRfPe/Pf/6zDh06pK5du8pisahXr14KCAjQiy++qE6dOsnFxUUtWrRQbm6ubdlPcbz77ruaMmWK2rdvr6pVq8rd3V1xcXGqWbOmevfurfHjxyshIUFubm5q1qyZzGazfH19f/O6tWrV0ttvv63Y2FgVFBTIx8dHkyZNkqenpxo1aqSwsDCZTCa1adNG+/fvL3a9AAAAAIDiM1lvrlMAgN8QM3GD0jPvPhsI5V9KXATrhQ2CteHGQa+NgT4bB702Bvpc9rCHC4AStXDM844uASUsv4BlZgAAAIA9ELgAKLaLF7NlsTApriLj9YMAAACAfbBpLgAAAAAAgJ0RuAAAAAAAANgZgQsAAAAAAICdEbgAAAAAAADYGYELAAAAAACAnRG4AAAAAAAA2BmBCwAAAAAAgJ0RuAAAAAAAANgZgQsAAAAAAICduTi6AADlh6enm6NLQAnLLyhydAkAAABAhUDgAqDYYiZuUHpmjqPLQAlKiYtwdAkAAABAhUDgAkPLzs5WXFyc9u7dK2dnZ1WvXl2jRo3SE088Ueq1+Pn56fHHH9e8efP05ptv6ty5c6pWrZqKiork5uamwYMHq1WrVpKk6Oho2/dvjqNevXp65513VKtWLUnSypUrtWTJEhUWFspisahbt27q1auXvvjiC82cOVO1a9fWkiVLSn2cAAAAAGAEBC4wLIvFov79+ysoKEgrV66Ui4uLdu/erf79+2vNmjXy8PAo9ZqSk5Ntf544caKCgoIkSd9++6369eunpUuX6rHHHrvt+xaLRYMHD9aHH36o4cOHa/ny5UpMTNS//vUveXt76+rVq+rbt6+qVq2qbt26ydPTU/Hx8aU+PgAAAAAwCgIXGFZqaqrOnj2rwYMHy8npxv7RLVq00JQpU2SxWLTg/7F353FV1fkfx9+XRchwRbQhl9JJ1JTGcpdE0UwSQVxzRiIjzUbTNOnHz9DKFS3cwDLKplLLFUVEfq6pjClk5rinjVoyPwNXBDfg3vv7w4f3N4xLoBcvcl7Pf5LL+Z7zuefT+HjMu+/nnHnztHr1ajk7O6t9+/aKjIzUqVOnNHz4cD3xxBM6dOiQPD09NXv2bFWtWlVr167VnDlzVLFiRTVu3Fhms1kxMTHas2ePJk+erGvXrqlatWqaMGGC6tWrV6JamzVrpsDAQC1btkz//d//fdPvL1++rPPnz8vX11eS9PHHH2vKlCmqWbOmJKly5cqaNm2a8vLy7vGuAQAAAACKg7cUwbAOHjyoRo0a2cKWG/z9/bV//35t3rxZK1as0MqVK/XLL79o8eLFkqTDhw9r0KBBWrNmjSpXrqzk5GSdO3dOU6ZM0Zdffqnly5crJydHkpSfn6/Ro0dr3LhxWr16tV588UWNHj36rup94okndOzYMdvP0dHRCg4Olp+fn/r376927drp5Zdf1rlz53Tq1Ck1adKkyPoGDRroqaeeuqtrAwAAAABKhh0uMCwnJye5ubnd8nc7d+5U9+7d9dBDD0mSevfurVWrVsnf31+enp62MOOJJ55QTk6Odu3apebNm6tWrVqSpJ49e2rjxo06ceKEKleubNt5EhgYqPHjxys3N1eVKlUqUb0mk0nu7u62n2+MFO3evVsjRozQc889pwoVKtgCpNt9N+D3eHmV7N9NPLjotXHQa2Ogz8ZBr42BPj/4CFxgWE2bNtXXX38tq9Uqk8lk+3zGjBnasWOHQkNDixxfWFgoqWiQYTKZZLVa5eTkJIvFctM1bvWZ1WrV5cuXNXDgQElSzZo19emnn/5uvT/99JMaNGhw0+dPP/20wsLC9NZbb2nlypWqWrWq6tSpo/3796tly5a24zIyMrRt2zaNGTPmd68FYzt9OtfRJeA+8PKqRK8Ngl4bA302DnptDPS57HFyMsnT06Nka0qpFqDMa9Gihe3hsWazWZKUlpamxMREhYeHKyUlRVevXlVhYaFWrFihNm3a3PZcTz/9tPbt26fs7GxZrVatXbtWJpNJ9evX14ULF7R3715J0tq1a+Xt7a1atWopKSlJSUlJxQpb9u7dq3Xr1qlPnz63/P2gQYN06dIlLVmyRJIUERGhmJgYnT59WpJ07tw5xcTElPjZMQAAAACAu8MOFxiWyWTSRx99pKlTpyooKEguLi6qVq2aEhIS1KRJE506dUq9e/dWYWGh/Pz8NHDgQP3222+3PFf16tUVHR2tV155RRUqVFDt2rVVuXJlVahQQTNnztTEiRN15coVValSRTNnzixWfdHR0apYsaJtlGjmzJmqXbv2LY+tUKGC3nzzTU2ZMkXBwcEaMGCACgsL9corr9h24fTv3199+/a96/sFAAAAACg+k9VqtTq6COBBd/78eS1YsEDDhw+Xk5OTJk2apHr16iksLKzY5/Dx8dFPP/1UilX+v/T0dMXHx2vBggUlWhcxab2yz18ppapQFiTHhrB91SDYqmwc9NoY6LNx0GtjoM9lz92MFLHDBbCDqlWr6uLFiwoKCpKzs7OefPJJ9evXr8TnCQkJ0dy5c2+7k8Ue1q5dq5kzZ+qRRx4p8dr50V1LoSKUJfkFZkeXAAAAAJQL7HABUGxnz+bJYuGvjPKM/5piHPTaOOi1MdBn46DXxkCfyx4emgsAAAAAAFAGELgAAAAAAADYGYELAAAAAACAnRG4AAAAAAAA2BmBCwAAAAAAgJ0RuAAAAAAAANgZgQsAAAAAAICdEbgAAAAAAADYGYELAAAAAACAnbk4ugAADw5PTw9Hl4BSll9gdnQJAAAAQLlA4AKg2CImrVf2+SuOLgOlKDk2xNElAAAAAOUCI0UAAAAAAAB2xg4XGFp6erqGDh2qunXrymq1qqCgQC+++KLCw8OLfQ4fHx/99NNPRT775ptvJEkDBgy45xoDAgLk7u4uV1dX22fDhw/Xc889d8/nBgAAAACUDgIXGF7Tpk21YMECSVJeXp66d++u9u3b649//ONdn9MeQcu/S0hIUO3ate16TgAAAABA6WGkCPg3165dk7OzsypVqqSAgABlZmZKur4TJiwsTJIUFham4cOH6/nnn9ehQ4dsa3fv3q2uXbvql19+UVxcnOLi4iRJfn5+mjhxonr27KnevXvr5MmTkqTU1FT169dPwcHB6tatm3bv3l2iWvPy8jRixAj1799fnTp10tixY2W1WvXbb79p4MCB6tWrl/r06aM9e/ZIkvbs2aO+ffsqODhY4eHh+uWXX+75fgEAAAAAbo0dLjC8/fv3KyQkRBaLRb/++qsCAwNVs2bNO67x8fFRfHy87efDhw/rnXfe0bx581SvXr0ix54+fVpt27bVuHHjFBMTo0WLFuntt9/W4sWLNW/ePFWvXl3Lly9XQkKC5s2bd8vrDRkyxDZS9Pjjj2vWrFnasmWLGjdurDlz5ig/P1/du3fXgQMHtGXLFnXs2FGvvvqqtm3bph9++EFNmjTR6NGjNWvWLPn6+io1NVWjR4/WihUr7vHuoTzy8qrk6BJwn9Br46DXxkCfjYNeGwN9fvARuMDw/nOk6NVXX1VCQsId1/j6+hb5OSIiQt26dVP9+vVvefyzzz4rSXriiSe0a9cuOTk5ae7cudq8ebOOHz+ujIwMOTndfsPZrUaKgoKCtHfvXn3xxRc6duyYLly4oMuXL6tt27Z64403dOjQIfn7+2vgwIE6ceKEKleubKs7MDBQ48ePV25uripV4i9yFHX6dK6jS8B94OVViV4bBL02BvpsHPTaGOhz2ePkZJKnp0fJ1pRSLcADycPDQ4GBgbbxHqvVKkkqLCwscpy7u3uRnz/88EOtX79ehw8fvuV53dzcJEkmk0lWq1WXLl1Snz59lJmZqZYtW9rGlbKyshQSEqKQkBANHjz4jrUuWLBA06dPV/Xq1TVw4EA1aNBAVqtVzzzzjFJSUuTn56e1a9dq6NChslgsN623Wq0ym83FuCsAAAAAgJJihwvwb8xmszIyMtSkSROdOXNGP//8s+rUqaNNmzbdcV3btm311ltvKTo6WkuXLv3d65w4cUImk0lDhw6V1WrV22+/LbPZrFq1aikpKalYtW7fvl39+/dXjx49tG/fPh0+fFgWi0XTp09XrVq1FB4ertatWys0NFT169fXhQsXtHfvXvn6+mrt2rXy9vZW1apVi3UtAAAAAEDJELjA8G48w8VkMqmwsFA+Pj4aPHiw/vSnP2nixImKj4+Xn5/f756nZ8+eSkxMtI0n3UmjRo3UuHFjBQYGymQyyc/PTz/88EOJ6g4PD9d7772nhIQEeXh4qHnz5srMzFRYWJjeeustJSYmytnZWdOmTVOFChU0c+ZMTZw4UVeuXFGVKlU0c+bMEl0PAAAAAFB8JuuNmQkA+B0Rk9Yr+/wVR5eBUpQcG8K8sEEwG24c9NoY6LNx0GtjoM9lz908w4UdLgCKbX50V0eXgFKWX8BzfQAAAAB7IHABUGxnz+bJYmFTXHnG6wcBAAAA++AtRQAAAAAAAHZG4AIAAAAAAGBnBC4AAAAAAAB2RuACAAAAAABgZwQuAAAAAAAAdkbgAgAAAAAAYGcELgAAAAAAAHZG4AIAAAAAAGBnBC4AAAAAAAB25uLoAgA8ODw9PRxdAkpZfoHZ0SUAAAAA5QKBC4Bii5i0Xtnnrzi6DJSi5NgQR5cAAAAAlAuMFAF2duTIEfn4+GjdunWlfq2lS5dqzZo1kqTZs2dr06ZNpX5NAAAAAMDvI3AB7GzFihXq1q2blixZUurX2r17t/Lz8yVJI0eOVOfOnUv9mgAAAACA38dIEWBHBQUFSk5O1qJFi/Tiiy/q119/Vd26dRUQECBfX18dOnRIX3/9tVJSUrRw4UJVqlRJ9evXV926dfXGG29o27ZtmjNnjgoLC1W7dm1NnDhR1apVU0BAgIKDg/X3v/9dV65c0bRp03Tx4kVt3rxZO3fulJeXl1JSUtSqVSu1atVKw4cP1xNPPKFDhw7J09NTs2fPVtWqVbVw4UIlJSXpypUrcnV1VWxsrOrXr+/o2wYAAAAA5Q6BC2BHW7dulbe3tx5//HF16dJFS5YsUWRkpCSpQ4cOmjVrlg4fPqxFixYpMTFRrq6uCgsLU926dXXu3DnFxsbqq6++UpUqVbR48WJ9+OGHmjx5siSpatWqWr58uRYsWKBPPvlEcXFxCggIUKtWrfTss88qJSXFVsfhw4c1ZcoUNWnSRG+88YaSk5MVGhqqjRs3asGCBXJ3d9fs2bO1aNEijRs3ziH3CmWXl1clR5eA+4ReGwe9Ngb6bBz02hjo84OPwAWwoxUrVigoKEiS9MILL2jMmDEaOXKkJOmpp56SJO3YsUOdOnWSh8f1N/50795dFy9e1D/+8Q+dOnVKL730kiTJYrGoSpUqtnM/++yzkqQnnnhC69evv2Mdnp6eatKkie34nJwceXh4KDY2VikpKTpx4oTS0tLUuHFjO357lBenT+c6ugTcB15elei1QdBrY6DPxkGvjYE+lz1OTqYSv7WVwAWwk7NnzyotLU0HDhzQV199JavVqosXL2rDhg2SJDc3N0mSk5OTLBbLTevNZrOefvppzZs3T5J07do1Xbp0yfb7G+tNJtPv1nLj2BvHW61WnTp1SmFhYRo4cKA6dOigGjVq6NChQ3f/hQEAAAAAt8VDcwE7SUpKUps2bbRt2zZt3rxZ3377rYYOHarFixcXOa5t27baunWr8vLylJ+fr/Xr18tkMumpp57Snj17dPz4cUnSRx99pOnTp9/xms7OzjKbzcWqb9++fapXr55efvllNWvWTBs3biz2WgAAAABAybDDBbCTlStXatSoUUU++8tf/qLPPvvMNj4kSQ0bNtR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      "text/plain": [
       "<Figure size 1080x7200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sns.set()\n",
    "Country = DF.groupby('country').count()['age']\n",
    "df = pd.DataFrame(Country)\n",
    "df = df.sort_values('age')\n",
    "df.plot.barh(figsize = [15,100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b0ba8a898>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b0bafbeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sns.set()\n",
    "P = DF.groupby('profession').count()['age']\n",
    "df = pd.DataFrame(P)\n",
    "#df = df.sort_values('age')\n",
    "df[0:50].plot.barh(figsize = [15,25])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b09349320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b0b94e3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16,21))\n",
    "sns.set(color_codes=True)\n",
    "sns.factorplot(\"gender\", col=\"province\", data=DF, \n",
    "               hue='age', kind=\"count\", col_wrap=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b0910c908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qXy6nw+5SAQA2I9AAMpxpmlq/s0urN7YrZZqaVVOoRdNL5OQfOQDAKGYYhipLc1RZmqPu/qjW7+jStqZerVzfqvptHZozqVjTq/P5ewgAYxiBBpDBorGkltc1a3f7gHwep46bW66q0qDdZQEAcFgVBL06dk65Fk4v0brtXdqwq0srN7Sqfnun5kwu0vQqgg0AGIsINIAM1d0f1fOrd6svFNf4koCOn1vBau8AgDHN53Fp0YxSHTGpUG9v79LGXV1aub5Vb2/r1NwpRZpWVSCHgzU2AGCs4OwIyECNrf16eW2z4smU5k4u0oJpJTJYBA0AAEnpYOPIGaU6YmKh3t7eqY27uvX6ulZt2NmtxTPLVFmaY3eJAIDDgEADyCCmaap+e6fWbGqX02HohPkVmlSRZ3dZyGDs1ABgLPN7XVo8s0yzJxWpdnO7tjT26J9vNqqyNEeLZ5QpP+ixu0QAgIUINIAMkUim9Gr9Hu1o7lPA59IpCytVnM/JHQAAB+P3unTsnHLNmFCglRtatbttQE3t2zVzQqHmTS2W1+20u0QAgAUINIAMEI4m9Nybu9XRG1FpgU8nL6xkvQwAAN6nojyfPrqkWg2t/Vq1oU3rd6Z3RjlqVpkmVuQyfRMARhnOmACb9YVi+seqRvWF4ppSmadjZo+T08FK7QAAfBCGYWjCuFxVluZo/Y4urd3SoZfrmrW9uVdHzx6nHJ/b7hIBACOEQAOwUWdvRP9Y1ahILKl5U4o1f2oxrx4BADACnA6H5kwuVk15rlbUt6ixbUAtL+/QkTNKNa06n7+3ADAK8DIwYJM9nSH97Y0GRWJJHTWrjJ1MAACwQG7Ao9OXVOnYOeMkQ3ptXYuWvdGg3oGY3aUBAD4kAg3ABrta+vSPVY1KJlM6YX6FZtYU2l0SAACjlmEYmlZVoPOWTlJ1WVAtXWE9/coObdrVLdM07S4PAPABEWgAh9nmxm69uKZJDkM69cgqtmUFAOAwCfhcOnnheJ04v0JOp6HX1rXoxdomRWNJu0sDAHwArKEBHEbrd3Rp5YZWed1OfeTISpUU+O0uCQCAMcUwDE2syFNpgV/L65q1q6Vf7T07dMK8Co0rCthdHgDgfaBDAzhM1u3o1MoNrfJ7nTrj6GrCDAAAbJTjd+v0o6q1YGqxwpGElr3RoLVb2pVKMQUFALIFgQZwGKzb0alVG9rk9zr10SUTVBD02l0SAABjnsMwNG9qic44uloBn0trt3Ro2coGhSIJu0sDABwCAg3AYm9vHwozXDrjqAnKD3rsLgkAAOyjrDCgc46fqJpxQbV2hfWXFTvU1hW2uywAwEEQaAAWqt/eqTc3tingdemMo6qVl0OYAQBAJvK6nTpxwXgtnlGqSDSpv72xS5sauu0uCwDwHgg0AIvUb+vQ6o1tCvhc+ihhBgAAGc8wDB0xqUinLamS2+XUa2+3aEX9HiVTKbtLAwC8AwINwALrdnRq9aZ2BXx0ZgAAkG0qinN09rE1Ksz1anNjj5a9wboaAJCJCDSAEbZue8c+a2ZUKzdAmAEAQLYJBtz62DETNLEiV23dEf1lxQ6190TsLgsAsA8CDWAEvbZuj55/s1Fet1OnL6kizAAAIIu5nA6dMK9CR84oVTia1LI3dqmhtd/usgAAgwg0gBGyZnObfvH0enncDp22pIqtWQEAGAUMw9DsSUU6eeF4mab0wurd2rCzy+6yAAAi0ABGxLodnXrg/96Wy2XonOMnqzjPZ3dJAABgBE0Yl6szjq6W1+PUG+tbtXJ9q1KmaXdZADCmEWgAH9KWxh796PE6Saauv2ieKkpy7C4JAABYoCTfr7OOqVF+jkfrd3bppdomJZLsgAIAdiHQAD6EXS19uu+Pa5VImLr2/DmaPbHI7pIAAICFhhYLLS8KaFdLv5a90aBIjB1QAMAOBBrAB9TWHdZ9j65VOJrQ58+ZpYXTSu0uCQAAHAYet1MfWVylyePz1N4T0bOv7VJ/OG53WQAw5hBoAB9Abyim7z9Sq56BmC47bZqOmV1ud0kAAOAwcjoMHT+3XLMnFak3FNezr+9Sd3/U7rIAYEwh0ADep0gsoR88ulYtXWGdfWyNTl9cbXdJAADABoZh6MgZpTpyRqlCkYT+9nqD2rvDdpcFAGMGgQbwPiSSKf3kiXrt2NOnpXMrdOGJk+0uCQAA2Gz2pCIdN6dcsXhSy1Y2qKl9wO6SAGBMINAADlHKNPWrZ9br7e2dmj+lWJd/bIYMw7C7LAAAkAGmVuXrpIXjlTKl595s1M49fXaXBACjHoEGcIgefW6LXnu7RVMq8/TF8+fI6eDHBwAA7DVhXK5OO7JKTodDL9Y2aXNjj90lAcCoxhkZcAiefX2Xlq1sUEVxQDdcPF9et9PukgAAQAYqLw7oo0dVy+t2akX9Hm3c1WV3SQAwahFoAAfxan2zHn1+iwpzvbrp0gUK+t12lwQAADJYcb5PHz2qWj6PU6+va9WTL221uyQAGJUINID3ULe1Q79+ZoMCXpduvGS+ivJ8dpcEAACyQGGuV2ccVS2/16lfPFmvZ17baXdJADDqEGgA72JrU49++n9vyeEwdMMn5qmyNGh3SQAAIIvkB70646gJKinw67EXturJ5dtlmqbdZQHAqEGgAbyD5o4B/fCPdYonUvriebM1rarA7pIAAEAWysvx6O4vLVVJvk9PLt+uP720jVADAEYIgQbwL7r6ovr+I7XqD8d1+ZkztXBaqd0lAQCALDauKKD//NQijSv06y8rduqR57YQagDACCDQAPYRisT1/Udr1dEb1QUnTtaJ88fbXRIAABgFivJ8+o9PLVJFcUDLVjbof/++SSlCDQD4UAg0gEGxeFI/eqxOu9sG9JFFVTrn2Bq7SwIAAKNIQdCr//h/i1RVGtTzq3frN89uUCpFqAEAHxSBBiAplTL14NPrtKmxR4tnlumy06bJMAy7ywIAAKNMXo5Ht/6/haopz9VLa5v1y7+sVzKVsrssAMhKBBoY80zT1MPLNmr1pjbNqinUF845Qg4HYQYAALBG0O/WLZ9coCnj87Ti7T168Kl1SiQJNQDg/SLQwJj35PLterG2SRPKgrruwrlyu/ixAAAA1gr43Lrx0gWaXpWvlRta9cD/1SueINQAgPeDMzeMac+v2a2nXtmhknyfvnLJfPm9LrtLAgAAY4Tf69JXLlmgWTWFWrO5XT/+01uKxZN2lwUAWYNAA2PWqg2t+t+/bVRuwK2bPrlA+UGv3SUBAIAxxutx6oaL52nO5CK9ta1DP3ysTtEYoQYAHAoCDYxJG3Z26cGn18njceorl8zXuMKA3SUBAIAxyuN26voL52nhtBKt39ml+x6tVTiasLssAMh4BBoYc7Y39+pHj9fJNE1dd8FcTSzPs7skAAAwxrldDl17/hwtnlmmTY09+v4jtQpF4naXBQAZjUADY0pT+4Due3StovGkrjl3tmZPKrK7JAAAAEmSy+nQNeceoWNnj9PWpl599/e16g8TagDAuyHQwJjR3hPW9x5J/2Nw+ZkztXhmmd0lAQAA7MfpcOhzZx+hE+dXaGdLn+753Wr1DsTsLgsAMhKBBsaEnoGYvveHWnX1RXXJKVN14vzxdpcEAADwjhwOQ589c6ZOXVSpxrYBfed3q9XVF7W7LADIOAQaGPVCkbjue6RWLV1hnX1sjc48eoLdJQEAALwnh2HoU6dP1xlHVau5I6Tv/Ha1OnoidpcFABmFQAOjWjSe1A8fq9Ou1n6dvLBSF5442e6SAAAADolhGLrklKk657gatXaH9Z3frVZbd9jusgAgYxBoYNSKJ5L68eN12tzYo6NmlenTp0+XYRh2lwUAAHDIDMPQhSdO0QUnTFJ7T0R3/3a19nSG7C4LADICgQZGpXgipfv/9Jbe3tGlBVNL9PlzjpDDQZgBAACy08ePn6RLTpmqrr6o7v7tau1u67e7JACwHYEGRp1EMqWfPvGW6rd1at6UYl17/hy5nDzVAQBAdjvz6An61OnT1TsQ03d+t0Y79/TZXRIA2IqzPIwqiWRKP3vyba3d2qHZEwv1pQvmyO3iaQ4AAEaHjxxZpSs+NlMD4bju+f1qbdzVZXdJAGAbzvQwaiRTKT349Dqt3tSmmRMKdN1F8+R2Oe0uCwAAYESdOH+8rj53tmLxlL73yFqt3tRmd0kAYAsCDYwKqZSpX/55vVZtaNX06gLdcPF8ed2EGQAAYHQ6+ohxuuET8+R0GPrJE2/p5bVNdpcEAIcdgQayXiKZ0s//vE6vrWvR1Mp83XDxPHk9hBkAAGB0mzOpWLdctlA5Prd+/dcNeua1nTJN0+6yAOCwIdBAVosnkvrpE/V6fTDM+PIn5svvddldFgAAwGExeXyevvrpRSrK8+qxF7bqkee2KEWoAWCMINBA1orEEvrBH+tUu6VdR0ws1E2XLlDAR5gBAADGloriHH3t00eqojigZSsb9POn1ymeSNpdFgBYjkADWSkUiev7j6zV+p1dWjithGkmAABgTCvK8+mrnz5SUyvz9fq6Fn33D7XqC8XsLgsALEWggazTG4rpnt+v0ZbdPTrmiHG69vw57GYCAADGvKDfrVsuW6CjZpVpS2OP7vzNm9rTGbK7LACwDIEGskpXX1Tf+e1q7Wrp10kLxuvz5xwhl5OnMQAAgCS5XU5dfe5snXPcRLV2h3Xnb1Zp464uu8sCAEtwJoissaulT9/+zSo1d4R0xlHV+uwZM+RwGHaXBQAAkFEchqELT5ysq86apUgsqXv/UKtX3mq2uywAGHGsoIisULe1Qw88Wa9oLKlPnDxFZx49QYZBmAEAAPBuls6rUEm+Tz/+01v65V/Wa09nSBecMJkXhACMGnRoIOM9v2a3fvRYnVIpU/92/hx97JgawgwAAIBDMLOmUF//7JEqK/DrLyt26r4/rlV/OG53WQAwIgg0kLFSpqlHntush/+2UTl+l269bKEWzyyzuywAAICsUlGco/+6YrHmTSnW29s7dfuvV2rnnj67ywKAD41AAxkpGk/qp0/U629vNKiiOKCvf3axplTm210WAABAVgr43Pr3i+fp/KWT1Nkb0Z0Pv6mX65rsLgsAPhTW0EDGaekK6adP1KuhtV8zJxToSxfOVY7PbXdZAAAAWc1hGDp36SRNrMjVg0+t06+f2aDtTb267LTpcrt4nRNA9uE3FzLKmxvbdMdDK9XQmt6W9cZLFxBmAAAAjKB5U0r0X1csVlVpUC/UNumuh99Uc8eA3WUBwPtGoIGMkEim9Mhzm/WTJ95SMmnq8+fM0uVnzpTLyVMUAABgpJUVBvT1zx6ppXMrtLOlT7f/eqWeX90o0zTtLg0ADhlTTmC7rr6oHniyXlsae1ReFNC/XTBHVaVBu8sCAAAY1bxup646e5bmTSnW/zy7QQ8v26S1Wzt05VmzlJ/jsbs8ADgoAg3Yqn5bh37x53XqDcV11KwyXX7mTPm9PC0BAAAOl8UzyzSlMl+//Ms61W3t0H/98nVd+bFZWjCtxO7SAOA9ceYIW4QiCT36/Ga9tLZZToehT50+XacuqpRhGHaXBgAAMOYU5np146UL9M9VjfrjC1v1o8frtHRehS45ZaqCftYzA5CZCDRw2NVv69Cv/7pBXX1RTSgL6qqzZ2nCuFy7ywIAABjTHIah05dUa9bEQv386XVaXtes2s3tuuSUqTp+bjkvPAHIOAQaOGxCkYQeeW6zXq5Ld2Wct3SSzj62hoU/AQAAMkhVaVDfvHyx/rGqUU8u365fPbNey99q1mfPmKHxJTl2lwcAwwg0YDnTNFW7pV3/u2wTXRkAAABZwOV06MyjJ2jJzDL97h+btGZzu771qzd05tETdM5xE+V1O+0uEQAINGCthtZ+/eGfm7V+Z5ecDkPnL52ks+jKAAAAyArF+T5df9E8rdncpt/+fZP+smKnXq3fo/OWTtLxc8vldPA/HQD7EGjAEj39UT3x8ja9XNcs05TmTi7WpadOpU0RAAAgCy2cVqpZNYX686s79fdVDXrorxv07Ou7dOGJk3XkjFLW1wBgCwINjKh4IqllKxv05xU7FY0lNb4kR588darmTC62uzQAAAB8CD6PSxefPEUfObJKT72yXS+vbdZP/69ekypyddHqQksxAAAgAElEQVRJU3TExCK7SwQwxhBoYESEowm9ULtby95oUM9ATEG/W5d8dIpOXDCeVkQAAIBRpDDXq8vPnKkzjpqgJ17appUbWnXvH2o1o7pAZxw1QfOmFstBxwaAw4BAAx9Kbyimf6xq0HNv7lYompDP49RZx9TorGMmKOBjz3IAAIDRqrwooGvPn6OP7enVn17apvptndrY0K1xRQF9dEm1jptTzuKhACxFoIEPpLU7rL+/0aCX65oUS6SUG3DrwhMn69RFlQQZAAAAY8jE8jzdeMkCNbb2a9nKBr22bo8e/ttG/enFrTplUaVOWVilwlyv3WUCGIUINHDIYvGk3tzYppfrmrRhV7ckqTjPpzOPnqCl8ypI4AEAAMawqrKgrjp7li46abL+uXq3XlizW39+daf+smKnZk8q0nFzyrVoWqk8/M8IYIQQaOA9maapHXv69HJds15f16JwNCFJmlFdoBMXjNeSmWVswQoAAIBh+UGvLjxxss4+tkYr6vdo+VvNqt/WqfptnfJ7nVo8o0zHzSnXtOoC1toA8KEQaOAAqZSpLbt7VLulXWs2t6ulMyQpvQDUR46s1PFzKzSuMGBzlQAAAMhkXrdTJy+s1MkLK9XcMaAVb+/Rivo9ermuWS/XNasw16v5U4o1b2qJZtUU0u0L4H0j0ICk9C4l63Z0qnZzu9Zu7VB/OC4p/Ydo8cwynTCvQrMnFsnhIEUHAADA+1NRnKMLT5yi80+YrI27uvVqfbNqN7frhdomvVDbJLfLoVk1hZo/pVizJxerNN8ng+4NAAdBoDFG9Q7EtLmxW5saerSpsVsNLf1KmaYkKT/o0ckLxmvBtHRa7naRlgMAAODDcxiGZtUUalZNoVIpU1uberR2S4fqtrarbmuH6rZ2SJIKgh5NqyrQtKp8TasqUFVZjpwOpjkD2B+BxhjQG4qpsbVfja39amjt15am3uFpJJLkchqaXJmnWRMKtWBaiWrKc5nPCAAAAEs5HMZgaFGgi0+eovaesOq2dmjDzi5tbuzRyg2tWrmhVZLk9Tg1qTxX1WW5qirLUXVZUOOLc1hgFBjjCDRGiXgipfaesNq6I2rrDqutO6ym9gE1tPWrpz+23319HqfmTC7S9KoCTa8u0KSKXLowAAAAYKuSfL9OXVSlUxdVyTRNtXWHtbmxZ/CtWxt2dQ/vtCdJhiGVFwU0viRHZQV+lRb6VVaQfivM89LRAYwBBBoZzDRNRWJJDUTiCkUS6h2Iqbs/poSa1dTSp+6BmHr6o+rojairNyrzHT5HcZ5PC6aWDCbZuaoqzdG4wgBrYQAAACBjGYahssKAygoDOn5uhSQpEktod1v6BbuhzuPGtn41d4QO+Hinw1BRnlf5Qa8Kgl4V5HiUH/SoIOhVfo5HOX63cvxuBX0upVLv9F80gGxAoGGx2i3tau8OK5E0lUyllEiaSiRTSiZNRRNJxWJJReNJReOpwcukwpFEOsSIJmQe5PerYaR3H5leXaDSQr9KC/wqLfCprCCg8iK/Aj734flGAQAAAAv5PC5NqczXlMr84WOmaaq7PzbcodzaFVZbT1htXWG190a0dXfPQf+fdhiS3+tSjs8tr8cpr8cpn9sprzt93eN2yukw0m/OwUuHY+8xhyGn0yHH4PXcgFvzp5TwAiJwGBBoWGggEtePHqt7Xx/jcTnk97qUl+NRRUmOcrwuBXxu5fhcys3xKD/Ho5rKAimRVH7Qo9yAm3Y6AAAAjEmGYagw1zv8At+/SqVM9YXSXc7d/VH1DMTUMxBTKBLXQDj9ImIsaaq7N6KBSFx94bgisYO/qHgw37piiWrKcz/cJwFwUIZpftgfVwAAAAAAgMOLl/YBAAAAAEDWIdAAAAAAAABZh0ADAAAAAABkHQINAAAAAACQdQg0AAAAAABA1iHQAAAAAAAAWYdAAwAAAAAAZB0CDQAAAAAAkHUINAAAAAAAQNYh0AAAAAAAAFmHQAMAAAAAAGQdAg0AAAAAAJB1CDQAAAAAAEDWIdAAAAAAAABZh0ADAAAAAABkHQINAAAAAACQdQg0AAAAAABA1iHQAAAAAAAAWYdAAwAAAAAAZB0CDQAAAAAAkHUINAAAAAAAQNYh0AAAAAAAAFmHQAMAAAAAAGQdAg0AAAAAAJB1CDQAAAAAAEDWIdAAAAAAAABZh0ADAAAAAABkHQINAAAAAACQdVx2FzBS2tr67C7hsCksDKirK2R3GXgXjE9mY3wyG+OTuRibzMb4ZDbGJ7ONpfEpLc097F9zLJ2nwTrv9tylQyMLuVxOu0vAe2B8Mhvjk9kYn8zF2GQ2xiezMT6ZjfEBsheBBgAAAAAAyDoEGgAAAAAAIOsQaAAAAAAAgKxDoAEAAAAAALIOgQYAAAAAAMg6BBoAAAAAACDrEGgAAAAAAICsQ6ABAAAAAACyjsvuAgAAAADgYH71qwe1YsVyOZ0u/fu/36gjjpiz3+3Ll7+khx76hZxOp84++1yde+4FSiaTuv/++7Rx4zrFYnFdddXVOv74E9TY2KDvfve/lUjElZPj19e/fofy8wssq72+/i398If3yuVyasmSY3TVVVfvd3t3d7duv/3rikajKikp1de+9i35fD49/vij+utf/yzDkK644gs6/vgT9PDDD+n111+VJPX396uzs0NPPfU3y2oHMhmBBgAAAICMtnHjBtXWrtaDD/6PWlpa9I1v3Kpf/OI3w7cnEgndf//39fOf/0Z+v1/XXvs5HX/8CXr99RVKJBJ64IFfqa2tVc8//w9J0j333Kmrr/6S5syZq9WrX1VDwy5LA4177/1v3XnnPRo/vlK33HKDNm7coBkzZg7f/tBDP9fpp5+ps876uB5++CE9+eTjOuOMs/XEE4/poYd+p1gsqk9/+hIdd9xSfeYzV+gzn7lCknTrrV/Wtddeb1ndQKYj0AAAAABGoWeeeVovv/yiQqEBdXd368orP6+TT/6I1qx5Uw8++FM5nU6NH1+pW2/9uqLRiO6++9vq7+9TT0+3Pv7xC3TBBRfruuuuVkFBofr6+nTTTbfqrrvukMvlktPp1De+cbtKS8t0//33qa6uVpJ0+uln6pJLLtOdd94mt9utPXua1dHRrq997TbNmDFTF110jmpqJqqmZpJuuOGm4VpvvfXLCoVCw+9PnDhZN9/8n8Pv19XVasmSY2QYhsrLy5VMJtTV1aXCwkJJ0o4d21VZWa28vDxJ0rx587V2ba1ef32FpkyZqltuuUGmaeorX7lV0WhEXV2deuWVl/Szn92vRYsW6PLLr5EkXXfd1frxjx/c73G87rqrVVMzUTt37pAk3X77XSouLhm+/fHHH9Hzz/9zv4/5xjfuUHl5uSRpYKBf8XhMlZVVkqSjjjpWb775xn6BRl1drT7zmSslScccc5wefPAnuvTST+mhh34nl8ul5uYmBYNBGYYx/DEvvviccnNzdfTRxx7ycwIYbQg0AAAAgFEqHA7pvvt+ou7uLn3hC5dr6dKT9J3v3KkHHviFCguL9POfP6BnnnlaM2bM0mmnfVQnnXSq2tvbdN11V+uCCy6WlA4pTjrpFD3++KOaMWOmrr/+Rq1du0Z9fb3atGmjmpub9OCDDymZTOraaz+nI49cIkkqL6/Qrbd+XU899YSeeupPuuWWr6m1tUW/+tX/HtANcc89P3jP72NgoH+/jwkEcjQw0D8caAwMDCgYDB5we09PtxobG3TPPT9Qbe1q3XXX7brttju1ffs2feUrt+rqq/9NP/jB3frrX/+sc84574AwY8icOfN0yy1f05/+9Ec9/PCv9eUv3zJ820UXXaqLLrr0PWofUCCQs09tATU17T7gPkP1BwIB9ff3S5JcLpcef/wR/fKXD+rii/f/Gg8//JBuu+3O93zcgNGOQAMAAAAYpRYsWCSHw6GiomLl5uapvb1NHR3t+uY3090P0WhURx11jI47bqkeffR3evHF5xUI5CiRSAx/jgkTaiRJ55xznn772//RTTddr5ycoK655kvauXO75s9fIMMw5HK5NHv2XO3YsU2SNG3aDElSWdk4vfXWWklSfn7BO07tOFiHRk5OUKHQwPD7odCAgsHcfW7PeYfbg8rPz9dxxy2VYRhauPBINTTsUl5engKBHC1atFiSdMopp+gf/3hB55xz3rs+jkMhzdy587R8+Yv73XawDo2cnByFw3u/t1AotF/te+sPyev1KRQKKTd37+0XXXSpzj33Qt18879r9epVWrRosbZv36ZgMKiqqup3rRkYCwg0AAAAgFFq48YNkqTOzg4NDAyotLRMZWVluvvu7ysYDGr58hfl9wf0+98/rDlz5umCCy7W6tWrtGLF8uHP4XCkN0ZcvvxFzZ+/UFdddbX+/vdn9dvf/o9OOulUPfPMU7r00k8pkUiovr5OH/vYOZJe3W96xL9+rn91sA6NuXPn64EHfqTLLvuMWltblUqZKijYG4xMnDhJjY0N6u3tkd8fUG3tGl122WfU2dmhFSte0cknf0SbN2/SuHHj5PX6VF09QWvXrtH8+Qu1cuVKTZo0+SCP43qVlY1TXd3aA+57sA6NnJygXC63du9u1PjxlXrjjRW68sr9FwWdO3e+Vqx4RWed9XG99tqrmjdvgXbt2qGf/ewnuvPOe+RyueR2u4cf01Wr3tAxxxz3njUDYwGBBgAAADBKdXZ26IYbrlV/f79uuuk/5HQ6dcMNNw+vKREI5Oib37xdhmHo3nv/W8uW/VX5+flyOp2KxWL7fa6ZM4/QHXd8U06nUw6HQ9dff6NmzJipNWve1DXXXKl4PK5TTz1tv7UhRsrMmbM0b94CXXPNlTJNUzfe+B+SpGXLnlU4HNJ5512o6677im688XqlUimdffa5Ki0t08c/foHuvfe/dfXVV8g0Td1889ckSf/5n9/U97//HSWTSU2aVKMrrviipHdeQ0OSnnnmz3rkkd/J5/Ppm9+8433Xf/PNX9Xtt39DqVRKS5Ycrdmz56i3t0d33/1t3XXXd3X55Z/Tt799m55++gnl5xfoW9+6U36/X1OnTtM111wpwzB0zDHHaeHCIyVJu3bt1JIlR3+wBxMYRQzTNE27ixgJbW19dpdw2JSW5o6p7zfbMD6ZjfHJbIxP5mJsMhvjk9nsGp9nnnlaO3fuYBeMg9h3fH7wg3v15S/fvN/t1113tW655WuqqZloQ3Ujq7Q09+B3GmH8bsJIeLfn7jv3fAEAAADAGHPZZZ+2uwQA7wNTTgAAAIBR6KyzPm53CVln3LjyA469284nAOxHhwYAAAAAAMg6BBoAAAAAACDrEGgAAAAAAICsQ6ABAAAAAACyDoEGAAAAAADIOgQaAAAAAAAg6xBoAAAAAACArEOgAQAAAAAAsg6BBgAAAAAAyDoEGgAAAAAAIOsQaAAAAAAAgKxDoAEAAAAAALIOgQYAAAAAAMg6BBoAAAAAACDrEGgAAAAAAICsQ6ABAAAAAACyDoEGAAAAAADIOgQaAAAAAABLmKZpdwkYxQg0AAAAAACW+PUzG+wuAaMYgQYAAAAAwBI79vTZXQJGMQINAAAAAACQdQg0AAAAAAAWYQ0NWIdAAwAAAAAAZB0CDQAAAAAAkHUINAAAAAAAlmDCCaxEoAEAAAAAALIOgQYAAAAAwBq0aMBCBBoAAAAAACDrEGgAAAAAAICsQ6ABAAAAALAEM05gJQINAAAAAACQdQg0AAAAAACWME16NGAdAg0AAAAAAJB1CDQAAAAAAEDWIdAAAAAAAABZh0ADAAAAAABkHQINAAAAAACQdQg0AAAAAACWSLHJCSxEoAEAAAAAsAbbtsJCBBoAAAAAAEuQZ8BKBBoAAAAAAEukSDRgIQINAAAAAIAlyDNgJQINAAAAAIAlTJFowDoEGgAAAAAAS9ChASsRaAAAAAAALGGSaMBCBBoAAAAAAEuQZ8BKBBoAAAAAAEvQoQErEWgAAAAAACyRIs+AhQg0AAAAAACWoEMDViLQAAAAAABYgjwDViLQAAAAAABYgjwDViLQAAAAAABYgiknsBKBBgAAAADAEuQZsBKBBgAAAADAEnRowEoEGgAAAAAAS7BtK6xEoAEAAAAAsAQdGrASgQYAAAAAwBLkGbASgQYAAAAAwBImG7fCQgQaAAAAAABL0KEBKxFoAAAAAAAswzoasAqBBgAAAADAMuQZsAqBBgAAAADAMikSDViEQAMAAAAAYJlkkkAD1iDQAAAAAABYJplK2V0CRikCDQAAAACAZRIpOjRgDQINAAAAAIBlmHICqxBoAAAAAAAsw5QTWIVAAwAAAABgmSRTTmARAg0AAAAAgGWYcgKrEGgAAAAAACxDhwasQqABAAAAALAMa2jAKgQaAAAAAADLMOUEViHQAAAAAABYhiknsAqBBgAAAADAMskkU05gDQINAAAAAIBl6NCAVQg0AAAAAACWSRBowCIEGgAAAAAAyzDlBFYh0AAAAAAAWIYpJ7AKgQYAAAAAwDJs2wqrEGgAAAAAACyTSDHlBNYg0AAAAAAAWCaRINCANQg0AAAAAACWiRFowCIEGgAAAAAAyxBowCoEGgAAAAAAy8QTSbtLwChFoAEAAAAAsEwsTocGrEGgAQAAAACwTJwpJ7AIgQYAAAAAwDIxppzAIgQaAAAAAADL0KEBqxBoAAAAAAAswxoasAqBBgAAAADAMuxyAqsQaAAAAAAALGFIijHlBBYh0AAAAAAAWMLtdhBowDIEGgAAAAAAS3hcThYFhWUINAAAAAAAlnC7HIrFWUMD1iDQAAAAAABYwuNy0KEByxBoAAAAAAAs4XY5WUMDliHQAAAAAABYwuN2sG0rLEOgAQAAAACwhMflUCJpKpUy7S4FoxCBBgAAAADAEl63U5IUZWFQWIBAAwAAAABgCZ/XJUmKxAg0MPIINAAAAAAAlvB50h0akVjC5kowGhFoAAAAAAAssTfQoEMDI49AAwAAAABgCZ9ncMpJlA4NjDwCDQAAAACAJejQgJVcdhcAAAAAjEb12zu0vK5ZXf0xFQY9WjqvQnMmFdtdFnBYEWjASgQaAAAAwAir396hx1/cJklyuxxq6QoPv0+ogbFkeMoJi4LCApYGGueff75yc3MlSVVVVbr00kt15513yul0aunSpbruuuuUSqV02223aePGjfJ4PPr2t7+tmpoa1dbWHnBfAAAAIBssr2t+1+MEGhhL6NCAlSwLNKLRqCTp4YcfHj523nnn6f7771d1dbWuvvpqvf3229q9e7disZgeeeQR1dbW6u6779YDDzygb33rWwfcd/bs2VaVCwAAAIyYtu7wuxyPHOZKAHtt2NUlSQoTaMAClgUaGzZsUDgc1lVXXaVEIqHrr79esVhMEyZMkCQtXbpUK1asUFtbm0444QRJ0oIFC1RfX6/+/v53vC+BBgAAALJBaYFfLV0HhhqlBT4bqgHs43Kl96FgygmsYFmg4fP59LnPfU6f+MQntGPHDn3hC19QXl7e8O05OTlqaGhQf3+/gsHg8HGn03nAsaH7vpfCwoBcLufIfyMZqrQ01+4S8B4Yn8zG+GQ2xidzMTaZjfHJLGefMEUPP7Nu+H334End2SdMYawyEGNinfygV5JkOBw8zhhxlgUakyZNUk1NjQzD0KRJk5Sbm6vu7u7h2wcGBpSXl6dIJKKBgYHh46lUSsFgcL9jQ/d9L11doZH/JjJUaWmu2tr67C4D74LxyWyMT2ZjfDIXY5PZGJ/MU13k17nHT9TyumZ1D8RUkJPe5aS6yM9YZZix9PNjR6AQj6enmnT1RsbM44yR927PXYdVX/Cxxx7T3XffLUlqaWlROBxWIBDQrl27ZJqmli9frsWLF2vRokV66aWXJEm1tbWaPn26gsGg3G73AfcFAAAAssWcScX64nlz9L0bTtIXz5vDYqAYk9xMOYGFLOvQuPjii/XVr35Vl112mQzD0F133SWHw6Gbb75ZyWRSS5cu1fz58zV37ly98sor+uQnPynTNHXXXXdJkm6//fYD7gsAAAAAyB5OhyFDUiTKoqAYeZYFGh6PR9/73vcOOP7oo4/u977D4dAdd9xxwP0WLFhwwH0BAAAAANnDMAy5XA46NGAJy6acAAAAAADgdjkUYdtWWIBAAwAAAABgGbeTQAPWINAAAAAAAFjG7XIoHE3INE27S8EoQ6ABAAAAALCM1+1UMmUqFk/ZXQpGGQINAAAAAIBlPO70aedAJG5zJRhtCDQAAAAAAJbxuJ2SpFCEnU4wsgg0AAAAAACW8bjo0IA1CDQAAAAAAJYZ7tCI0qGBkUWgAQAAAACwzNAaGkw5wUgj0AAAAAAAWMbjSndoDBBoYIQRaAAAAAAALOMdXhSUNTQwsgg0AAAAAACWcTPlBBYh0AAAAAAAWMbLlBNYhEADAAAAAGCZvYuCMuUEI4tAAwAAAABgGbfLIYdh0KGBEUegAQAAAACwjGEYCvpd6gvF7C4FowyBBgAAAADAUrkBj/pCTDnByCLQAAAAAABYKjfgViiaUCKZsrsUjCIEGgAAAAAASwUDHklSf5guDYwcl90FAKNF/fYOLa9rVld/TIVBj5bOq9CcScV2lwUAAADYLjfgliT1heIqCHptrgajBYEGMALqt3fo8Re3SUqv4tzSFR5+n1ADAAAAY12ufyjQYGFQjBymnAAjYHld8/s6/v/Zu/fguK77TvDf2w80GugGugE0QDxIPCiSoghDol6UKMikxxblCRUnMTNRspJnU+uqTf5Y1biyrpWjSuRUqbZcLtek8vBmuZlZz2pjZVPjyDZtUk6o2KIUPiTRFBmqKb5ENkACBMAm0A10Aw2gH3f/ABsE2AANdJ+De07f76cqVcYNfX0a9/bFPb/z+/0OEREREZGd+G+XnLAxKInEgAaRANF4apnj02s8EiIiIiIi9dwpOWGGBonDkhMiAUIBL0ZihUGNUKDSgtEQEZFdsH8TEemCGRokAzM0iATo7Wle1XEiIqJS5fs3jcRSME1zvn9TODJq9dCIiApcuBYDwF1OSCxmaBAJkF8NO3p2CPHJWTQFvVwlIyIiqe7Vv4l/f4hINZUVTgAsOSGxGNAgEqS7sx7dnfUIhfyIRhNWD4eIiMoc+zcRkU48bicMABOTDGiQOCw5ISIiItJQKOBd5jj7NxGRehwOA5UeJ2LJGauHQmWEGRpERIrIN/eLxlMIBVi2RET31tvTjDffvbrkcSIiFVVVuhFLzMA0TRiGYfVwqAwwoEFEpIB8c7+8fHM/AAxqENGS2L+JiHRTXenC6Pg0Eqk0am7vekJUCgY0iIgUwOZ+RFQM9m8iIp14PXPTz3hihgENEoI9NIiIFMDmfkRERFTuqivnAhpjCfbRIDEY0CAiUgCb+xEREVG5q6p0AwBiDGiQIAxoEBEpYLkmfmzuR0REROWi6nbJCQMaJAp7aBARKWBhc79ofBqhQCWb+xEREVFZqarMBzRYUktiMKBBRKSIfHM/IiIionKUD2jEmaFBgrDkhIiIiIiIiKRzOR2ornSxKSgJw4AGERERERERrYmgv5I9NEgYBjSIiIiIiIhoTdTVeDA9m8XUdMbqoVAZYECDiIiIiIiI1kRD7dyW9NF4yuKRUDlgQIOIiIiIiIjWRGPAC4ABDRKDAQ0iIiIiIiJaEyEGNEggBjSIiIiIiIhoTeQDGjcZ0CABGNAgIiIiIiKiNcEMDRLJZfUAiIiIiOwgHBnF0bNDiMZTCAW86O1pRndnvdXDIiJaU54KJ2qrK3AzxoAGlY4ZGkRERESShSOjePPdqxiJpZAzgZFYCm++exXhyKjVQyMiWnPr6qowOj6N2XTW6qGQ5hjQICIiIpLs6NmhVR0nIipnzfVVMDEX3CUqBQMaRERERJItVysejU+v8UiIiKy3rr4aADA0OmnxSEh3DGgQERERSZZvgld4vHKNR0JEZL3m+ioAwPDolMUjId0xoEFEREQkWW9P86qOExGVs3xAY2iMAQ0qDXc5ISIiIpIsv5vJ3C4n0wgFKrnLCRHZVl1NJSpcDgzdYskJlYYBDSIiIqI10N1ZzwAGEREAh2GgpaEaA9EksrkcnA4WDlBxeOcQERERERHRmlrf6EMma2J4jDudUPEY0CAiIiIiIqI11dboAwBcv5mweCSkMwY0iIiIiIiIaE2tD80FNAZuso8GFY8BDSIiIiIiIlpT+QyNgWjS4pGQztgUlIiIiIiIiNbEkTOD8/+5qtKFywPjFo6GdMcMDSIiIiIiIlpzdTWVSM1kMJ6csXoopCkGNIiIiIiIiGjNNdRWAgAiQ2wMSsVhyQmRwsKRURw9O4RoPIVQwIvenmZ0d9ZbPSwiIiIiopLV1+QDGhN4aFODxaMhHTGgQaSocGQUb757df7nkVhq/mcGNYiIiIhId/W1HgBAZHjC4pGQrhjQIFLU0bNDyx4v94AGM1OIiIiIyl9lhQs+rxt9QwmYpgnDMKweEmmGPTSIFBWNp5Y5Pr3GI1lb+cyUkVgKOfNOZko4Mmr10IiIiIhIsPraSiRTaUTHy/sdl+RgQINIUaGAd5njlWs8krV1r8wUIiIiIiov+XfbK9y+lYrAgAaRonp7mld1vFzYNTOFiIiIyI4ag3OLeJcHGdCg1WMPDSJF5XtGzPWSmEYoUGmLXhKhgBcjscKgRrlnphARERHZUZ2/EhVuBy4PxK0eCmmIAQ0ihXV31pd9AONuvT3Ni3Z3WXiciGg5bCZMRKQnh8NAV3MNLlyLY3I6jepKt9VDIo2w5ISIlNLdWY99u7rQFPTCYRhoCnqxb1cXJyZEtCw2EyYi0tumtgAA4ArLTmiVmKFBRMqxY2YKERXPzttcExGVg01ttQCAS9fH0bOxweLRkE6YoUFERERaYzNhIiK9bWythdNh4MK1mNVDIc0woEFERERas+s210RE5cLrcaGzuQaRoQlMTWesHg5phCUnRApjkzsiog2N42MAACAASURBVF+NzYSJiPS3tT2ITwfHcel6HA9tYtkJrQwzNIgUxSZ3REQrw2bCRET629oeBAB80j9m8UhIJ8zQIFKULk3umEVCRCpgM2EiIr1tbK1FhcuB8/3so0ErxwwNIkXp0OSOWSREREREJILb5cCmtloMRicxnpyxejikCQY0iBQVCniRmskgGk9haHQS0XgKqZmMUk3u7pVFQkRERES0Gg901gEAwhGWndDKMKBBpKi2Rh/iiRlkMjnABDKZHOKJGbQ1+qwe2jwdskiIiIiISA89XXOlgx9fZbYvrQwDGkSKGriZRNDvgcvlAAzA5XIg6Pdg4GbS6qHN41aJRERERCRKS0M16ms8OBcZQzaXs3o4pAE2BSVSVDSeQqXHhUqP667j6mQ/cKtEotKwqS4REdEdhmHgM131OHLmBq7emMCmtoDVQyLFMUODSFE6ZD9wq0Si4rGpLhERUaHPbJx7jzx7hX8P6VdjhgaRonTJfuBWiUTF0WVrZiIiorW0tT0Il9PAx1dGsW/XRquHQ4pjQINIUfkJzVw6+jRCgUqmoxOVETbVJSIiKlRZ4cKWDUGci4zh1ngKDbVLZy0TAQxoECmN2Q9E5SsU8GIkVhjUUKmsjIiIyAoPbw7hXGQMpy/dwjOPrbd6OKQw9tAgIiKywHLlY6qVlREREa217ZsaYAD46FLU6qGQ4pihQUREZAGWlRERES0t4PNgY2stLg3EMTE1i5qqCquHRIpiQIOIiMgidi0r43a1RET0qzy8OYRPB8fxb5dv4ekHW6weDimKJSdERES0ZrhdLRERrcTDmxsAAKdYdkL3wAwNIiKyXH7FPpacRdBXwRX7MiZru1pmfRAR6evImcEljwf9HoSvjuKfT16Dx+1c9P/b/VDrWgyNFMcMDSIistTCFXvTNLliX+ZkbFfLrA8iovLU0exHzgSujSSsHgopigENIiJalXBkFPsPhPHa6yex/0C45EnjvVbsqfyEAt5ljhe/XS3vISKi8tS5rgYA0DfEgAYtjSUnRES0YvmV8Lz8SjiAotP7ZazY68KOZRK9Pc2L7qGFx4tl53uIiKic+arcaKitxPDoFFIzGXg9nL7SYszQICKiFZOxEi5jxV4Hdi2T6O6sx75dXWgKeuEwDDQFvdi3q6ukQI5d7yEiIjvobK6BCaBvmFkaVIghLiIiWjEZK+EyVux1IKs5pg5Eb1dr13uIiMgO2tf58csLN9E3NIGt7UGrh0OKYUCDSGF2TEcntYUCXozECoMapayE5+/po2eHEJ+cRVPQHvc6yyTEWXgPRePTCAUqbXEPERHZQVWlC031VRgencLE5CxqqiusHhIphAENIkXJ6FVAVCpZK+H5FftQyI9o1B4ppTKCQ3YmOuuDiIjUcV9rDYZHp3BlcBzbN4esHg4phD00iBTFrv2kIhn9D+xquSAQyySIiIgW29Dkh9vpwJUbE8iZptXDIYUwQ4NIUUxHJ1VxJVwMlkkQERGtjMvpQHuzH58OjGN4dAotDdVWD4kUwYAGkaKYjk5U/hgcIiIiWpn7Wmvw6cA4rgyOM6BB81hyQqQopqMTEREREc0JBbzwV7lxbSSJ2XTW6uGQIpihQaQopqMTEREREc0xDAP3tdbi9OVbuDo0YfVwSBEMaBApjOnoROWNWzMTERGt3H1ttTjz6S1cuhaHaZowDMPqIZHFWHJCRERkgfzWzCOxFHLmna2Zw5FRq4dGRESkJK/HhQ1NfsSTs/h0cNzq4ZACGNAgIiKyALdmJiIiWr0t6wMAgCOnBy0eCamAJSdEpBym4ZMdcGtmIiKi1Wuq86Kmyo2TF6L43c/Pwl9VYfWQyEIMaBCRUvJp+Hn5NHwADGpQWeHWzETFY+CbyL4Mw8DmDQH88kIUxz4exhd3bLB6SGQhlpwQUUnCkVHsPxDGa6+fxP4D4ZLr/5mGT3bBrZmJisP+M0S0saUWbpcDv/hoALmcafVwyEIMaBBR0WS8VDINn+yiu7Me+3Z1oSnohcMw0BT0Yt+uLq4yE/0KDHwTkafCiZ3d63BrfBpnPr1l9XDIQiw5IaKi3eulsthJGdPw7SmfPh5LziLoq7BN+ji3ZhaHJQj2wcA3EQHAFx5dj3fP3MDbJ6/j4c0hq4dDFmGGBhEVTcZLJdPw7Wdhpo9pmkwfp1VjCYK9hALeZY4z8E1kJ60N1djWWYeL1+PoH05YPRyyCAMaRFQ0GS+VTMO3H6aP2w9771ApGPgmorxnHl0PAPiXX163eCRkFZacEFHRenuaF+1IsvB4KZiGby9MH7cXGTsZ8R6yl/x9MldiNI1QoJIlRkQ21d1Vh3V1Vfjg/Ah+e/dG1Po8Vg+J1hgDGkQKU70mnC+VJAL7ptgLe++QCAx8ExEAOAwDzzzahr87fAk//2gAX/7sRquHRGuMAQ0iRclYxZSBL5VUKlmZPqQmWb13eA8REdnTzs8040f/GsEvTg3i3+9oh9fDKa6d8GoTKUrGKibZj+pZPsDiTJ/45CyagmqOk8QIBbzoH04gkUojk83B5XTA73WjfZ2/6HMyW4yIyL48bieeebQNP/rXCN49cwNf3LHB6iHRGmJAg0hRrAmnUumS5QPcyfQJhfyIRtmpvJy1Nfpw5vKt+Z8zmRxiiRk8xd47RERUpM893Ia33r+Gwyev4fOPtMHt4t4XdsGABpGiWBNOpWKWD6lo4GYSAb8HyQUZGj6vGwM3k1YPjUi4fJZcLDmLoK+CmUNEkvi8bux6qAWHT17H++eG8fSDLVYPidYIAxpEimJNOJWKWT7q06EkSLRoPAWvx1VQ48z7ksrNwiw5t8uhdJYcUTnY89h6/PzUAH72wTU81dMMh2FYPSRaA8zFIVJUd2c99u3qQlPQC4dhoCnoxb5dXXwJohULBbzLHGeWjwryk52RWAo5805JUDgyavXQpOJ9SXZxryw5IhKvrqYST2xrwvDYFE5djFo9HFojzNAgUphda8JlrFrbMe2XWT5qs2tJEO9LsgtmyRHJdeTMYMGxUMALA8D/9y+XkEzNwlgmS2P3Q62SR0drhQENIlKKjEaWdk375c4ParPrZIf3pVh2DNbqgr2wiNZeTXUFOltqcPXGBPpHkugoYQct0gMDGkSkFBmr1nZdCQfsm+WjAztPdnhfimHXYK0umI1EZI2ejfWIDE3g7Ke30N7kWzZLg8oDe2gQkVJkrFrbdSWc1LbcpIaTHVop9mhQ26JeWA72wiJaKzXVFehqrkE8OYv+Ee6gVe6YoUFESpGxam3nlXBSF0svxLLrjjFLH2ewVhX5bKRQyI9oNGH1cIhs4zMb63GVWRq2wIAGESlFRoou035JVSy9EENG7x0dMFgrlh2DYkTlKp+lceXGBPqHE+horrF6SCQJS06ISCkytqtl2i9RebNr6QXLlsSx6zbKROXsMxvrYRjAv10ZhWmaVg+HJJGaoTE6Ooovf/nL+N73vgeXy4VvfOMbMAwDmzZtwje/+U04HA5897vfxZEjR+ByufDKK6+gp6cH/f39S/5bIrIHGavWTPslKl92Lb1YWLYUn5xFU5BZBcWyc/NoonJVU12BrpYaXBmcQN9wAp3M0ihL0gIa6XQar776Kior59Iev/Wtb+FrX/saduzYgVdffRU///nP0dLSgg8//BA/+MEPMDQ0hJdeeglvvvnmkv/2mWeekTVUIiIiWoYO24LaufSCwVox7BoUIyp3PRvrcfXGBM5eGUX7Oj8c7KVRdqSlPXz729/G7/7u76KxsREAcO7cOTz++OMAgM9+9rM4fvw4Tp06hd7eXhiGgZaWFmSzWYyNjS35b4mIiGhtLUzDN01T2TR8ll5QqUIB7zLHyz8oRlTO/FVzWRrjyVn0DzPoW46kZGj88Ic/RF1dHZ5++mn87d/+LQDANM357rLV1dVIJBJIJpMIBALz/7388aX+7a8SDFbB5XJK+DRqCoX8Vg+B7oHXR228Pmrj9VHHyX+6CLfrztpH/j//8uItfO7xDotGVehzIT9qa6vw8w+vYXhsEuvqqvH5xzfg4S2NVg9tTfG7U7y9T2/E3731yZLHRf1eeX3UxusjT3VVhaXtA578TAuu3phAODKG7vtCcBgGr3cZkRLQePPNN2EYBk6cOIHz58/j5ZdfxtjY2Pz/f3JyEjU1NfD5fJicnFx03O/3L7rh8//2V4nFpsR+CIUxrVRtvD5q4/VRG6+PWgZGJpC73UfN7XIgnckBAK6PJJS7TuvrvPj9L25ZdEy1McrE705p1td58aWnOgq2UV5f5xXye+X1UZudro8VE/nJqdk1/99cyAFgY0stPh0cx8eXo+hqqbHN9S4ny927UgIab7zxxvx//spXvoI/+7M/w3e+8x188MEH2LFjB9577z088cQT2LBhA77zne/gq1/9KoaHh5HL5VBXV4cHHnig4N8SERHR2rJzbwoZuC2o2riNMlH5muulMY5/+/QWOtYxO6OcrFnuz8svv4y//uu/xvPPP490Oo1nn30W3d3dePTRR/H888/jpZdewquvvrrsvyUiIqK1xd4U4nBbUCIi6/iq3Ni0PoDEVBqXB8atHg4JZJhlsimvndKG7JQWpyNeH7Xx+qiN10c9+ayC+OQsAtVq7nKig/0HwugfTiCRSiOTzcHldMDvdaN9nR9/+BvdJZ+f3x218fqozU7Xx4qSkx+8fWHN/zeXkprJ4EfvXYXb5cCf/y+98Ljt03+xHKxpyQkREVG5kVEuoEMJArcFFaN/JIFYYmb+50wmh1hiZr4JOhERyeX1uLC1PYiPr47hF6cG8O+faLd6SCSAde1miYiINCGjXIAlCPaSb6h6t9lMdo1HQkRkX9s661DhcuCt9/sxNZ22ejgkAAMaRGQL4cgo9h8I44/+4l3sPxDmpJFW5ejZoVUdt+qcpK6F298uPs6UZyKitVLhdmJbVx0mpzP4pw+vWT0cEoAlJ0SC5FPHY8lZBH2sM1dJfiUcmJtU5FfCAfAa0YpE44U7fcwdn1bqnDLIeLbpUGojWnuTH6YJJBf00PB53Whv8lk9NCIiW9naHsTVwQm8fXIAn39kPWqrK6weEpWAGRpEAixMHTdNk6njiuFKOJUqFPAuc7z47UtlnFO0cGQUbxy+hHBkDNeGEwhHxm7/zFKb1ertaYbX40Io4EVzfTVCAS+8Hhd3jCEiWmMupwO//lQHZtJZHDzeZ/VwqEQMaBAJwAmz2nRZCSd1ydi+tLenGdMzGUTjKQyNTiIaT2F6JqPUBPfQ8X7EEjPI3O7/kG9keehEf9HntOvzsruzHvt2daEp6IXDMNAU9GLfri4h2S4spyMiWp3PPtiChtpKHDk9iFvjS78nkh5YckIkACfMagsFvBiJFV4jlVbCSSzRJQ35/+7cOacRClQKKZO4e9901fZRH4gmlz5+c+njK8HnJSDqSrOcjoioOC6nA7/1dBf+y8FPcOBoBF/d+4DVQ6IiMaBBJAAnzGrr7Wmef8m/+ziVn4WTPADCJnn57UtFOXp2CF6PC16Pq+B4OU9G7fq8lHFf3ivbpZzvIZ2wvxaRunY80IS3PujH8fAwvrijHa0N1VYPiYrAkhMiAWSkowN3Uolfe/0kU4lLsCjV2yEu1Vs0Xm8xdClp0CFToS209MvdcsdXQtbzUnUy7ksd7iE7Y38tIrU5HAa+/NkumCbw4/cKF75ID8zQIBJgYTp6fHIWTcHSU9xlrTLbVX51PRTyIxpNWD2cArze4ugyydMhU2Hvzg58//AlJFNpZLMmXK65nTn27uwo+pyyyndUJ+O+1OEesrOjZ4eQmsnMf3+cTgM+r5sZNEQKeei+BmxsqcGpS1FEhibQ2Vxj9ZBolRjQIBJE9ISZqcT2wustji6TPB1Kobo76/Hins3zwdpAtZiUedHlOzqQcV/qcA/ZWf9IAvHEDADAMAxkMjnEEzPoNwyLR0ZEeYYxl6XxnX84gx+9dxV/9PxDVg+JVokBDSJFyVplFt0skcTQJatAFpF15rpM8nTJVFA9u0kXMu5LGdmBJE769u5AhcezazwSIrqXrR112NoeRDgyhovXYtiyIWj1kGgVGNAgUpSM1TyWNahLVlaBDgEs0Ts16BIoAOyZqWBXsu5LBpzU5XYt3aquwuVc45EQ0a/y5V1d+N//31P44XtX8Y0XHobBTCptMKBBpCgZq3m6lDXoMAkXrbeneb5XQSabg8s516uglOutSwBLxn3JQAGpiPelvbQ3+QETSKTSyOZMuJwO+L1ubGjyWT00IrrLxpZaPHRfA858egsfXx1Dz0Y+q3XBXU6IFLVoZw5DzM4cOpQ1LOwKnzNhq67wd68FlLo2wN0+iIis09vTjEqPC6GAF+sbfQgFvKj0uJQrfyOiOb/12S4YAH743hXkTNPq4dAKMUODSGGiV/N0aJaoSxaJaEfPDqHS40Klx1VwvNjPrUugQIf7kohotbo769E3nMCR04OYnM6gutKF3dtby/pvGZHO1jf68PgDTfjgkxF8dDGKR+9vtHpItAIMaBDZiA7NEnWZhItm5y0ddbgviVQlsqGuTnQoTQxHRnHqYhT+qgrU1VQincnh1MUoOtb5lRsrEc35zd5OnDx/Ez/616t4eHMIDgd7aaiOAQ0iG9GhWaIuk3DR7LylI3dqICqO6Ia6urBzfyAiEuPImcFl/39drTX4dGAc/+1n57GxtXbZf7f7oVYZQ6NVYkCDyGZUb0qnyyRcNNlbOqoawMrjTg1Eq2fXCbMun9uuGYdEuntwYz2uDk7gzOVb6Gj2w+lg20mVMaBBRErRaRIukuwtHVVn17R5HfDaqMuuE2ZdPrddMw6JdFftdWPLhgDO98dw+fo47m8PWj0kugcGNIhIObpMwkWz6+cOR0bnt6zNZk0MOg30DSfw4p7Ntvx9lEpkbwG7ljTowq4TZl0+t10zDonKQXdXHS4PxPHx1VHc11YLl5NZGqrilSEiIksdOt6HeGIGmUwOAJDJ5BBPzODQ8T5rB7YGwpFR7D8Qxmuvn8T+A+GStycWve2xLlv/2tVyE+NynzDr8rkXbb/uELP9OhGtDa/Hhfvbg0jNZHH5+rjVw6F7YIYGkc3o0Bme7GUgOrmq4+VCRmND0b0FdEnttyu7NtTVqTSR/YGI9PVARxAX+mMIR0axeX0tnMzSUBIDGkQ2oktneCI7kNHYUHQAQpfUfjvjhNm0egBEVKYqK1zYsiGIc5ExXB5gLw1VMaBBJIiMxnmisyl06QxP9tIW8iEyNFF4vNFnwWjWjozsB9EBCPYAIBUxOE9Ea2VbZxAXr8UQvjqGTetrueOJghjQIBJARuM8GS9sTB8nFe3d2Y43Dl9CIpVGNmfC5XTA73Vj75PtVg9tkYMn+nDk9CCSqTR8Xjd2b2/Fc092FH0+GdkPogMQdi1psDsZpYkiz8ngPBGtlcoKFzavD+CTvthclsYGZmmohgENIgFkvFzJOCfTx0lF3Z31eGHP5vlJc6Bava1BD57ow8FjffM/J6fS8z8XG9SQkf0go7cASxrsRUYwXfQ5GZwnorW0rbMOF6/F57I02piloRoGNIgEkPFyJeOcTB8nVak+aT5yenDZ48UGNGQ1NrTr9r8khg4BegbniWgteT0ubNkwl6VxZWACmzcErB4SLcCABpEAMl6uZJxTp87wRCpJptJLHp9c5vhKMfhAqtEhQM/gPBGttXyWxsdXR7GxrRZOh2H1kOg2BjSIBJDxciXrhY0TKKLV83ndSE4VBi+qvW4LRkMkjw4BegbniWiteT1zvTTO98dwdXAcm9YzS0MVDGgQCSCjcZ6sFzYZzd6Iyt3u7a2LemgsPE5UTnQJ0DM4T0RrbVtnHS5ej+Pjq2PY2Fpr9XDoNgY0iASR0QNA9Aubnbe6k7Gtrg4YwBIj3yfjyOlBTKbSqBawywnZjw7fR1mNZUWfk4horVVVurC5rRYXrsVx5cYE/t3DVo+IAAY0iGzFrlvdydhWVwd2DmDJ8NyTHQxgUNF0+j7KyH5gRgURlYPurjpcuj6Oj6+MIpvLcccTBTCgQWQjdt3qzq6BHJ0+t10zaMg+dPo+kjh8thGVl6pKN+5rq8Wl63GcvHATTzywzuoh2R4DGkQ2Ytet7uwayNHlc9s1g8bOdCi9EE2X7yOJw2cbUXna1hnE5YE43jpxDTu2NsEwuOOJlRjQIFKY6Jd+Xba6E/257RrICQW86BtOIJlKI5PNweV0wOd1o2Od3+qhLcKVa3vRqfRCJLs+h+yMzzai8uSvqkDHOj8iQwl8fHUUPRsbrB6SrbHoh0hR+Zf+kVgKOfPOS384Mlr0Obs767FvVxeagl44DANNQS/27epS6sVKxudeLmCjWiBHtLZGH+KJGWQyOcAEMpkc4okZtDX6rB7aIly5tpd7TfLKmV2fQ3YWjaeQmskgGk/h+khywc98thHprrtr7t35rRP9Fo+EmKFBpChZKzuqN2aT8bllbKurg4GbSQT9HiQWZGj4vW4M3ExaPbRFuHJtL7ICWKqXsdh9pw/Vr48MFS4Hro9PI2eaMAEYGWB2Nougr8LqoRFRiYJ+D3o21uPslVFcHohjU1vA6iHZFgMaRIqy66q17M9tmkJOo4VoPIVKjwuVHtddx9W6h3QphZLBjpM8GQEsXcpYVA8oy6LL9RH9fZycziCbu/1Hx5j7+5M1TUxOZwSNmIis9GtPtOPslVG8daIf/+k/MKBhFQY0iBRl11Vr2ZMdOzVm0+UesmsGjS6TPNFkBLDYq0BtMq6P6OCDjO9jLDEDp9NALnc7Q8MAHA4DscRM0eMkInVsXh/AfW21+Lcroxi4mVSupNcu2EODSFF2rbfu7WnG9O2a46HRSUTjKUzPZKRNdsqZTvdQd2c9/vA3uvGf/9Mu/OFvdNtiEmrX+1JGLx+7ZrTJEo6MYv+BMF57/ST2HwiX1MMIEH99ZPRakvV9dBgGXE4HKlxOuJwOOLgbAlFZ+bUn2gEAP/uAvTSswgwNIkXZud767qqQUqtE7DrZsfM9pAO73peA+NILWdlIdiwJkpGpIPr6yMj4kPF9bAv5EBmaKDzOVVyisvHgxnq0hqrxwSc38VtPd6Eh4LV6SLbDgAaRwuxYb3307BC8Hhe8d/V9KOVFVZfSCxnseA/pws73pWgyyljsWhIkI1gg+vrICD7I+D7u3dmONw5fQiKVRjZnzjdm3vtke9HnJCK1GIaBX3uiHf/lp5/gnz+8jhf2bLZ6SLbDgAaRzai+4ijjRVWXppOqXxsSS5f7UgcyspHs2pdDxjNY9PWREXyQ8X3s7qzHC3s2z/cHClRX8LlOVIYe39qIH713Fe+dvYFff6oDNdXcyWgtMaBBpDAdmp6JJuNFVYemkzpcGxKLJUFiic5GsmtJkKzMIZHXR1bwoW84gSOnB5FMpeHzurF7e2vJY85/7lDIj2g0UdK5iEhNTocDzz6+AW+8fQlv//I69u3aaPWQbIUBDSJFyZjgHj07hOmZDBKpNDLZ3Hz6q0orjrJWrVV/qbTranBePngXS84i6LPPKqYOJUF2vTZ2LQnSIXNIRjAwHBnFqYtR+Ksq4K+aW109dTGKjnV+W9zvRFSap3ua8ZNjEfzio0H82hPtBaXTJA9/00SKkjHB7R9JLNouLpPJIZaYgaFQ13W7rlrbdTUYsO+2ujqw87XRYWIPiA846fIMFh0MtHtQmYhKU+F2Ys9j6/Hmu1fxzunB+d1PSD4GNIgUJWOCm87kljw+m8kWfU4ZdFi1Fs2uq8EAJxIqs/O10WFiLyvgZMdnsJ2DykQkxue2t+Gt9/tx+OR1fOGRNlS4nVYPyRYY0CBSlIwJrtvlWOY4H7hW6+1pnu+Gv7AcSLXVYBk4kVCX3a+N6hN7OwecRLNzUJmIinPkzGDBsY2ttQhfHcP3fnYe928IAgB2P9S61kOzlaVnN0RkueUmsqVMcNub/Aj4PXC5HIABuFwOBPwetDf5ij4niWP+ip9VEY6MYv+BMF57/ST2HwgjHBkt6XyhZfZs50TCerw2arN7wEkkGX9zich+trYH4XQYOHd1DLmcqm9y5YUBDSJFdXfWY9+uLjQFvXAYBpqCXuzb1VXSqltvTzPu7pZhgC9sKjh6dghejwuhgBfN9dUIBbzwelzLrsBaJZ/iPhJLIWfeaVZbSlCDEwl18dqojQEncWT8zSUi+/F6XLivrRaT0xlEhiasHo4tsOSESGEy0p11yQKwG11WWmWkuOuwra5d2f3aiN46WzRdGpfqQvUSIyLSw7bOOly6Hkf46hi6WmqsHk7ZY0CDyEbyWQB3byXFeuviiJzs6FK/LSvwovq2unZm12sjY+ts0QESuwecdGDXbY+J7MzndaOruQZXbkzg+s2k1cMpewxoENmILlkAOhA92ZG10ip6AqVL4EUXqmcA2JnobCQZAZL8f9eOAaeDJ/pw5PQgkqk0fF43dm9vxXNPdlg9rEXsvO0xkd1t66rDlRsT+PjqGEzThGHcXfRNorCHBpGNsN5anHtNdooho36b/S7UJuP6kDiiA8Cinxl2dvBEHw4e60NyKg2YQHIqjYPH+nDwRJ/FI1uM15zIvgI+DzY0+TA6Po1P+mNWD6esMUODyEZYby2OjGwX0fXbsvtdROPTCAUqmVVQJG65qTbR2UjMkBPnyOnCrRLzx1XK0uA1J7K3z3TV49pIEm+d6Me2jjqrh1O2GNAgshFORsXRofRCdr8LKo2s66NDKr4Oenua8cbhS0ik0shkc3A5HfB73UUHgHV4ZugimUoveXxymeNW4TUnsrf62ko011fhfH8MVwbHsbG11uohlSUGNIhshpNRMWRku7Dfhb3IuD75VPy8fCo+AKWCGrr0DhG5K5ToAImd+bzuuXKTu1R73RaMZnnMiiSiz2ysx9DoFH56vA9f+w8PWj2cssQeGkRERRDd84L9LsQKR0ax/0AYr71+EvsPhJXsXFrYwQAAIABJREFUSyHj+twrFV8VuvQOye8KFQp40VxfjVDAC6/HVVL/A26bLcbu7a2rOm6VRX8nHGJ6IxGRXtbVVeH+DQGcvTKKK4PjVg+nLDFDg0gQbs1mPyKzXdjvQhxZu0nI3HJT1PVJptLImSZyORMmAAOAw2EolYqvS+8QGU1BuW22GPlsoyOnBzGZSqNa4dIqu+5CQ0R3/EZvJy78/Wn8+GgE/+vzD1k9nLLDgAaRANyajUrFfhfiyJgwhyOji8oFRmIp9A8n8MKezUK23BTF43Iu6i9gAshmzYJJtJV0aZTIpqBqe+7JDiUDGEREd9uyIYgHOoI4FxnDpetxbF4fsHpIZYUlJ0QCHD07hNRMBtF4CtdHkojGU0jNZLg1G60Yt9QVR8bE8dDxfsQSM8hkcoAJZDI5xBIzOHSiv+hzylDrq4AJFPxfbXWFpeNaSJd7vbenGdO3n+tDo5OIxlOYnsmU1BR06eOlfe6DJ/rw9b85ht/+44P4+t8cU27rUiIiAn6ztwsAcOBoxOKRlB8GNIgE6B9JIJ6f7GBushNPzKB/JGnxyEgXdu53IZqMieNAdOnv8sBNtb7j6WwOjrv+sjscQCarTrcGne510U1BV3N8JfJNYJNTacC80wS21KCGDj1oiIh0cl9bLbq76nC+P4YL/TGrh1NW1MlBJdJY+nYgo/B4do1HUh502QFBJLv2u5DBzjsLpDM5uByOguWKWYWeRbrc66J7Xsj43PdqAltsOYasHjRERHb3m71dCF8dw5vvXsErX3kEhmFYPaSywIAGkQBu19LJThUu5xqPRH92fpm2Y78LGWRMHNtC1YgMFTb0awtVF31OGZZ7FrkVexbpcK/LKF0S/bmTyzR7LaUJ7NGzQ5ieyRRsL8vmpUREpelqqcEjm0M4dSmKjy5F8ciWRquHVBYY0CASoL3JD5hAIpVGNmfOvwBuaPJZPTTt6LIDAqlN9MRx784OfP/wJSQXTPJ8Xjf27uwQ9r8hQnuTH6aJgnG281m0aqKbgsrg87rnyk3uUu11F33O/pEEYomZ+Z/z/WK4kkhEVLp9uzfi9OVb+Md3r+LB+xrgcrIDRKn4GyQSoLenGZUeF0IBL9Y3+hAKeFHpcdkixV007gRAKururMeLezaju7MOrQ0+dHfW3f5ZrSBbb08zvLefRc311QgFvPDyWVQUHXp97N7eilzORCabw2wmi0w2h1zOxO7trUWfc7kSSpXKloiIdLWurgq7HmrByNgU/pWbBwjBDA0iARamuMcnZ9EUtEffBxl0WBUle9KhTEKX/hQ60OF32bHOD1+VG4mpNEzThGEY8FW50bHOX/Q5dSlbIiLS1Zd6O3E8PIwDRyN4clsTKis4JS8Ff3tEguQnO6GQH9FoYa09rYydGzraWb4RbCw5i6CvQrmJo050CLzoQvXf5dGzQ6j1eVDr88DtcsxnV5RSoqdL2ZIdm0cTUXmora7As4+vx0+O9eHwh9fxpd5Oq4ekNQY0iEgpOqyK5vGFWoyFjWDdLoetGsGSOHb8Psoo0evtaUbfcGFQXqWgsp2bRxNReXj28Q04cnoQP/vgGp5+sAVBv8fqIWmLAQ0ihdnxBR1Qf1UU4Au1SGwEK5Ydnxu6fB9FXxtZJXp3t/9UrR0onxlEpDuvx4Uv79qI/+dnF/CDI5/if/71bVYPSVsMaBApyq4v6LrgC7U4bAQrji7PDdF0+D6GI6OLdsoZiaXQN5woqblsb0/z/DmzWRNOpwGf111SNsXRs0Oo9LhQ6XEVHFfld8lnBhGVg96eZrxzehDvnxvB57a3YlNbwOohaYm7nBAp6l4v6KrIT55GYinkzDuTp3Bk1OqhSccXanFCAe8yx9kIdrV0eG7IoMP38dDxPsQTM8hkcoA5tx1qPDGDQ8f7Sjqvcdd/KDWbQoffJZ8ZRFQOHIaBF76wGQDw929fRi5nWjwiPTGgQaQoHV4qdZo8hSOj2H8gjD/6i3ex/0C45KALX6jF6e1pRmomg2g8hesjSUTjKaRmMkrV7OtCh+eGDDp8Hweik6s6vhL5bIq7twwv5Rmsw+9Shy11iYhW4r62Wjy5bR36RxI4+rF67886YECDSFE6vFTqMnlamElimqaQTBK+UIslepXZrnR4bshg1++jrKagqzluhe7Oeuzb1YWmoBcOw0BT0It9u7qUKYkhIlqN3969ER63E/945AqmptNWD0c77KFBpCgdti+V1ZBONBn19TrtxqK6hTX7orae1IXoHjQ6PDdk0OH72BbyITI0UXi8sfjtUGU8g7s769E3nMCR04NIptLwed3Yvb1Vqd8loEfzaCKilQj6Pfj1pzrwj0eu4IfvXcWLe7ZYPSStMKBBpCgdXtB1mTzJyiSx6wu16Em4Lpk+oslo4KnDc0MW1b+Pe3e2443Dl5C43RTU5XTA73Vj75PtRZ9TxjM4HBnFqYtR+Ksq4K+qAACcuhhFxzq/0r9fIiKdPfPoehz7eAjvfDSInd3N6GqpsXpI2mBAg0hhqr+g6zJ50iWTRAcyJuF2vT6yduZQ/blhV92d9Xhhz2ahz8uFz+D45CyagqUHGHXYMYaIqNy4XQ78x2e34Nt/fxqv/9MFvPr7j8LpYHeIlWBAg0hhOmyJqsPkSZdMEh3ImOzY9frYNTPFzmQ8L/PnDIX8iEYTJZ+P9yURkTW2bAiit6cZR88O4e2TA/jijg1WD0kLDGgQKUrGSrhdyVjFtCsZkx27Xh+7ZqaQ2nhfEhGJdeTM4Ir/bUtDNTxuJ3743hVkcjn4vO5l/+3uh1pFDE97DGgQKYppv2KJXsW0K1mTHdHXR0Z2Ext4kh3wviQisk5lhROP3h/CsY+H8cEnI/h3D7fCMLj3270woEGkKF3SfnUoiyFxdJjsyMhuYgNPsgtd7ksdgpZERMXoaqnBlcEJDEYn0TecQGczG4TeCwMaRIrSIe2XZTH2o8NkR0Z2Ext4kp2ofl/qErQkIiqGYRh4YlsTfnqsDx98MoJ1dVXwejhtXw5/M0SK0mElnGUx9qT6ZCcaT2F6JlOwPWYp2U2yMqa4Iky0ejoFLYmIilFTXYGHt4Rw8vxNvH9uBLu3t7D0ZBkMaBApSoeVcF3KYnTBya0YFS4nBhOT8z9nMjnEEjMI+D1Fn1NGxlQ4MorvH76E5O3Ay0gshb7hBF7cs5nXXRH8TqpJxt8e/j0jItXcvyGAayMJXL+ZRGRoAl0ttVYPSUkMaBApTPWVcB3KYnTBdGeRzGUOL3N8BWRkTB063od4Ymb+50wmh3hiBoeO9/GaF0F08EFWWQMDJKWT8bdH1t+z/DWPJWcR9FXwmhPRihmGgZ3d6/DTY3348JObWFdXjapKTt/v5rB6AESkr+UmcyqVxejiXunOtDqzmRwCfg9cLgdgAC6XAwG/B7OZ4gMa3Z312LerC01BLxyGgaagF/t2dZU0MRmITq7qOC0vH3wYiaWQM+8EH8KR0aLPKfo7KWOMshw80Yev/80x/OF/PoKv/80xHDzRZ/GIFpPxt0fGORdec9M0lb7mRKQmf1UFHtnSiNlMDifODcMsYXGmXDHEQ0RF06EsRhdMdxYnFPAiF0sVNNAStbUsqUdG/wPR30ldejQcPNGHg8f65n9OTqXnf37uyQ4rhlRAxt8eGefU5ZoTkdo2r6/FtZEEBqOTuDI4gfvaWHqyEAMaRFQSXSZ5qqf9snxHHB0a6gJAW8iHyNBE4fFGnwWj0ZuMgKDo76QuQcsjpweRM03kciZMAAYAh8PAkdODygQ0ADl/e0Sfc2GD4mzWhNNplNygmIjsxzAMPNm9Dj892oeTF26iub4K1V631cNSBktOiKjshSOjeOPwJYQjY7g2nEA4Mnb7Z3XSflm+I46M8hAZ9u5sR/Cu0pig34O9T7ZbPTTthALeZY4XHxAU/Z0MBbyYnskgGk9haHRyfrKrWtByYnIW2aw513LGnGs9k82amJhMWz006cKRUew/EMZrr5/E/gPhkv9GVLiciCVmkMnkANxpUFzh5us3Ea2Oz+vGo1tDSGdyOB5m6clCzNAgopLo0OTu0PF+xG43XzQMY/6l8tCJfmXGyvIdsXTIHOrurMcLezbzmgsgIytH9HeyrdGHM5dvzf+cfw49VWLQUnT2mcMwkF2isa6jzHcLlNOYWXyDYiKyr/taa9E/nMSNW5O4PDCOz21vs3pISmBAg4iKpsvOHAPR5NLHby59fKVEB3N0mISTWLzmYsgKCIq8PgM3kwj4PfPb9LqcDvi87pKeQwufwW6XQ8gzuMrrwnhituB4uac3y+h3kW9QnLxdcuJyzV3zUhoUE5F9zZWeNOEnR/vwyws38eWnu9CwTIainTCgQURFs3PDM12COUR2oXpwKBqfa1R7d7PaUvopyHgGb24L4NL1OBJTaeRMEw7DgL/KjU1l3oROVh+WfINit8uB9O3SE9XKjIhIH9WVbjy+tRHHPh7G9946j6//3nY4jDJPofsVGNAgoqLp0uSuLVSNyFBiyePFsnswR/UyI13o8LtUvaGuLmQ0/pXxDO7tacZILIVan6fgeDmTcX10aVBMRHrpaqlB/3ACF67F8c5Hg/j8I/YuPWFAg4iKpsvOHHt3duD7hy8VpP3u3dlR9Dl1CeaIlm+wmridNj8SS6F/OIEX9mwuaZJrx0mzDlk+Mkoa7ErG5DYU8KJ/OFGwi0b7On/R57RrPx/ZfVjik7NoCqoZtCQivRiGgSe2rcPP3u/HD458is901aExWGX1sCzDgAYRFU2X1afuznq8eLv5YnxyFoHq0ifMCycS+Xr4UicSOljYYBWAkAardp0065Dlo8MY81TPdpERKFjYaHRhw+NSG43KKN+x4/XJn7e7sx6hkB/RaGGmIBFRMaoqXXhhz2b87U8+wfcOncf/9sLDti09YUCDiIqm00qe6JdKWTsWqE5Gg1WdJs0i6ZDlo8MYAT2yXRYT0xRyYaPRhdlnpTY8Fk2X66N6HxYiooV2bG3CqQtRnLoUxb/8cgB7Hltv9ZAswYAGkcJkrGhxZw4xZOxYYFe6TJpFk5XlI/I7rktZmQ5BMRmT+oWNRhc2nVTtu6PD9ZHFjuV0RLQ2DMPAV57dgovX43jz3Svo2ViPdXX2Kz1hQINIENEvLTJefnVZJdOBjB0LdCCjwaouk2bRZGT5iP6O61JWpkNQTMakPhTwom84MZ+h4XQa8Hnd6FAoKAbocX1ksGs5HRGtnZrqCnzl2S34P38cxv996BP88QuPwOGwV+mJw+oBEJWD/EvLSCwF0zTnX1rCkdGiz3mvl99Szjk9k0E0nsLQ6CSi8RSmZzIlndOuQsvs+13uk/C9OzsQ8HvgcjkAA3C5HAj4PSU1WF1uclzKpDkcGcX+A2G89vpJ7D8QLum7KEs+y+fu36Ws8p1idHfWY9+uLjQFvXA4DDQFvdi3q0u5yZgO30cZk/q2Rh/iiRlkbmdmZDI5xBMzaGv0FX3OhX/PciaE/D3T4frIIOPvOBHR3R67vxGPb23ElcEJ/PPJa1YPZ80xQ4NIABkrbzJefvtHEks2dDRs2kSoFLqsXIu2sMGqqL4poncC0CUTSUaWj4znhg5NDXX4PsrIRBq4mUTQ75nb5SRnzpctlRoUS81kCsrpSvl7psP1kcGumSlEtPZeeGYzLvTH8KP3IujZ2IDWhuIzZ3XDgAaRADJeWmS8/Obrq+82m8kWfU4ZZPYOEVUSJKMhquq7AOTJ7JtiCuiVqEu9vozvuF3Ld3RoUCxjUh+Np1DpcaFSYA+N/pEExiamkcuZMDEX+J5NZ0sKfOtwfWSw6/eRiNaev6oCX3n2fvwfP/oY3zv0CV75yiNwOuxRjMGABpEAoYAXl67HkZhKI2eacBgG/FVubF4fKPqcMl5+3a6lH2xul7Poc4omu3eIyDpmkRN7WVkFB0/04cjpQSRTafi8buze3ornnuwocbRiib4+uqyKyviO23UlHFC/QbGMSb2MCfNUKoNs9k5k0QSQzZqYmk4XfU5A/esDiA8q2/n7SERr75EtITyxrQnvnxvBz96/hudKKAfWCQMaRAK4XQ6MJ2fnfjCAXM7EeHJ22QDCSnR31qNvOFEwGS3l5aq9yQ/TREEqcXtT8fXWoslYXddhxV7GGA+e6MPBY33zPyen0vM/qxTUEP3ZdVkVlTHBtetKuC5ET+plTJjT2aUz+ZbL8CsX4cgovnfo/PzCxLWRJC5dj+N/2ru16GsmupyOiOhX+R++sBnn+2M4cDSCh+5rKKmnki4Y0CAS4Hx/DE6HgZw5l6JrGIDDMHC+P1b0OcORUZy6GIW/qgL+qgoAwKmLUXSs85dUxzwSSxXU7Ku0WiRjdV2HFXsZYzxyenDZ4yoFNER/dp1WReWuWguo35FEl/Iq1S0MfE9OZ1Bd6So58O10GHA6jfmSEwOAw2HAWeZd8//7Lz69szABIGfOLUz89198iu6vlp7Jp3IPGiIqHz6vG//jF+/HX/3jWfzXQ5/gT/7jo3A5y7v0hAENIgGSqaVTcSeXOb4SMlbsdVi9ldVXoH84Mdc47/bWhn6vG+0lbm0okozPLeO+lEH0Z5d1n+swCdehIaoOY9TFwsB3XU0l0plcyYHv/NbMDqdRcLycDY1Oreo4EZGqHrqvAU99Zh2OfTyMt07040u9nVYPSSoGNIgE8LidSKZvTxKNucaGWdOEt7L4r5isrALV65h7e5rx/cOXCspiSlldb2v04czlWwAAwzDmd3d5SqEVexlZBT6vG8mpwuBFtddd9DllkPHZRd/nukzC7VpeZVcyfpd7d3Ys+QwuZWtmHZjLdCRe7jgRkcp+7/Ob8ElfDD893oeHt4TQFirf0pPyzj8hWiO11RWrOr4SoYB3meNq9QGQ4e7E5lITnQduJhHwe+C63dPE5XIg4PeUtLWhaN2d9di3qwtNQS8choGmoBf7dnWVNMHbvb11VcetsuizO8R8dtHuNXFUiV3Lq+xK1ja9L+7ZjO7OOrQ2+NDdWXf7Z3W+j8BckHH/gTBee/0k9h8IIxwZLel81ZVLB3pVCwATEa1EVaUbX9mzBdmcif/21gXkcuUbnGWGBpEAbpcDtb6KO7ucOOZ2OSll95DenuZFDcryO6fs29UlcOTqOXp2aH4bwruPF/tCHY3P9Q3xCtzaUC4xf3TyfTKOnB7EZCqNakV3OQHE15mLLg/RZRK+sLwqv7puh/IqXYi+L2X9LlXP5JORMfXM4+vxk6ORgt4hzzy2XsCIiYjW3kObGrDjgSZ88MkI3v7ldTz7+AarhyQFAxpEAoQCXuRMoNbnWTRhLuWlsm84geRUei7d1QRMmEhOpdE3nFDqRVOHiaMOEyhZJQ3PPdmhZADjbvn7KJacRdBXUdJ9JON3qcM9BCwurwJgm/IqQP0eJzLuS50a4Ioko9RGpwAwEdFK/d4XNuFcZAw/eu8qHtrUgKZgldVDEo4BDSIBZLxUHjk9CIfDgOOugguVdqjQZeKow0u/nfsKLLyP3C5HyffR0bNDSM1kCnoAlPK71OEeAu6UV9392UsprxIZbALkNG3VoceJ7EbPqm8LKjLgJCtjSpcAMBHRStVUVeCFZzbj//rJObz+swv4+u9th8Mor12rGNAgEkDG1nk67FAh4wVdVoPI/LhUfenXpaRBBtH3Uf9IAvHEzPzPmUwO8cQM+kv4A67DDkHA4vKqxceLu49EB5vyRJc0HD07hOmZTEGpTakBQR0m4TpsCyo64KRLxhQRkUxHzgyu6N+Zpom2Rh8uXIvjvx78BJvXB1b9v7X7IbX6ry3EgAaRADK2ztNhhwpZDekA8RNH1V/67fyCLvo+ypd8FR7PFnW+PBl9BVTvqaBL5lD/SAKxu4JYscQMjBKCWOHIKN44fGk+SDISS6F/OIEXimyQaefvuOj7SJeMKSIiFRiGgSceaMKBsSl8dDGK9Y2+goUPnZXPJyGykIyX/t3bW3HwWN+Sx1WhU0M60Wnzotn5BV30feR2Lb2BV0UJTXpl0KGngi6ZQ8sFsWZLCGIdOt6/ZJDk0Il+TsJXSfR9JCvwrXofFiKiYlVVurB9UwM+PH8Tv7xwE08/2GL1kIRhQINIABkv/c892YGRsSmcPH8T6WwObqcDj21tVKq+V5cX9IUrrdmsiUGnUdJKqwy6lDTI0NvTvOj6OJ0G/F530fdRe5MfMFFQfrChSa092GWUSYi+j3TJKnC7HMiZZsEOFaXsNDUQXbrvSLH9SOz8HZdxH4kOfOvQh4WIqBSbNwRwZXACkaEENrZOoqWh2uohCcGABpEAMl7WwpFRDEQn0bzgYTMQnUQ4MqrMy5UuL+iHjvdjdHwaOfP2ZCcDzM5mi15plUX1rRJlunuj2lI2ru3tacZILFWw9a9qgTYZZRKA2PtIl6BloLoCo/kAcj6iYQKBanVK9BYTszWzLnS4j3QpryIiKpbDMPDEtia8daIfH3wygi891QGnc+msVp0woEEkgIyXNV1ernSYhPcNTyCbuz2BMADTBLKmib6hCWsHRgDm7ul8I8uF2x4Xe6/rEmiTUSYhmg4NdecYS+4KhRKCQ22hakSGCvvttIWKW9GycwaArJ1tVN8ynIhINfW1lbi/PYjz/TF8fHUMD21qsHpIJWNAg0gAGS/9fLkSJ5M176yHmouPk/VkNZdVvYHncr0+SimTkEH1hrrAXBAo6PcUlO/MppcOGq3E3p0d+P7hSwVb4O7d2VHU+XQJUssi8jupy5bhREQqemhTA/pHEghfHUNncw1qfRVWD6kkDGgQCSL6pZ8vV+I4HMadDI27jqvErg3pdLjXZUyg2pv8ME0UTJjbFev1oYP8PXR3mVGpPRpe3LNZWFYBg9Ti6LJlOBGRitwuBx67vxHvnrmBkxdu4vOPtJZc7molBjSIBBG9iwZfrsRxOQ2kM0sfV4Wd09F1uNdlTaBGYqmCrdNK/dx2DIzJuodEZhXoELjThU5bhhMRqWhDkw/N9VW4cWsSg9FJtDXqu5jCgAaRAAsno26XQ8hklC9X4uSWyM6413Er2DkdXYc+DbImUH3DCRw5PYhkKg2f143d21tL7itgx8CYDs9LHQJ3utBpy3AiIhUZhoHHtjbip8f6cPLCTTQ3VMHp0LNBKAMaRALImozy5UoMl9OBbNa8s8sJ5jo9uxTq7Gz3dHTV+zTI2sno1MUo/FUV8FfN1a+euhhFxzp/0d97uwfGVP6MCwNYk6k0qgUEsOxKVnDIjtlNRGRfAZ8HWzYEcKE/jvN9MXR36fm8Y0CDSAA7T0Z1eAFsC/kQGZqAAwYMw4BpzmVmqJReZ/d0dNElW6LpspMRn0XqPotkBLDsStauKQubwI7EUugbTuDFPZt5fYiobD14XwMiNxI4e2UUXS21qKrULzyg34iJFGTXyagu6e17d7bje4fOIzGVRs7MwWEY8Fe5sffJdquHNs/O6egySrZEkzGBkhF84LNojor3kJ2zZ2QQnZFz6Hgf4omZ+Z8zmRziiRkcOt4nZHtZVYO1RGRvHrcT2zc34P1zI/joUlTL904GNIgEsOtkVKcX9Aq3E56KHLJZE06ngQq3eltjAmr3AJBFl/tI9AQqFPCibzhRsMtJxzp/0efks6jwuCr3kJ2zZ3QwEJ1c1fGVWJj1kc2aGHQazPogIuXc11aLi9fiuHpjAls7gqiv0WsRRFpAI5vN4k/+5E8QiUTgdDrxrW99C6Zp4hvf+AYMw8CmTZvwzW9+Ew6HA9/97ndx5MgRuFwuvPLKK+jp6UF/f/+S/5ZIRTo0NZRB1gu66NTxo2eH4PW44PW44HY5kM7k5o+rdI1U7wEgi10nem2NPpy5fGv+5/yKcFsJwQdZqfiqrzDrcA/ZNXvGzhZmfRiGISzrg4hIJIdh4NH7Q3j75ABOXYzimUfbtNrGVVpA45133gEA/MM//AM++OCD+YDG1772NezYsQOvvvoqfv7zn6OlpQUffvghfvCDH2BoaAgvvfQS3nzzTXzrW98q+LfPPPOMrOESlUz1poYyyGqU+MbhS0gsqGPuH07ghRJWtHSY7NiZXSd6AzeTCPo98/e6y+mA3+vGwM1kSecVGRiTVQ4kOmipwz2kU/aM6v1IAPFjbAv5cOXGOHK5Bc2jHUZJvZZkZH0QEcnQXF+NloZq3Lg1iRu3ptAaqrZ6SCsmLeXhC1/4Al577TUAwI0bN9DQ0IBz587h8ccfBwB89rOfxfHjx3Hq1Cn09vbCMAy0tLQgm81ibGxsyX9LRGpZ7kW8lBf0Q8f7MTo+jemZDNLpHKZnMhgdn8ahE/1FnzMU8C5zXJ3Jjp3JuI90EI2nUOlxIRTworm+GqGAF5Uel1KBtnuVchQrHyQZiaWQM+/0uwhHRos+pw73UHdnPfbt6kJT0AuHYaAp6MW+XV1KBgpEXx/RZIxxW1fd0sc7lz5ORFRuHtnSAAD46FIUudsN9HUgtYeGy+XCyy+/jLfffht/9Vd/hXfeeWc+faW6uhqJRALJZBKBQGD+v5M/bppmwb+9l2CwCi6XWjXxMoVCxddYk3x2uT6fC/lRW1uFn394DcNjk1hXV43PP74BD29pLPqc/TcTyOYfogZgAsiaJq6NJIr+ve59eiP+7q1P5n92uxzzx+1yrVR2933Uvq6m5PtIB21NNRi6VZiN0dLgU+a+jCVn578vwJ3vTnxytugxnvyni4vOmffLi7fwucc7ijqnjGeRDJ8L+Yv+jCsh4r6RcX1EkzHG6PgMGoNeTEymkc7k4HY5UFPtxq3xmaJ/r50ttbh8PT7/c/69trO1VpnvON3BayJPdVUFWwdowO+rxP3tE7jQH8PQaAr3d9wJ6Kr8/ZDeFPTb3/42vv71r+N3fud3MDNzp3v05OQkampq4PP5MDk5uei43+9fdNPn/+29xGJT4gevKDuVNOjIbtdnfZ0Xv//FLYuOlfL50+kclgoKz6ZzRZ93fZ3Ts+yoAAAgAElEQVQXX3qqY77HSaB6rg/A+jqvra6VyvL30cLvT7lfm8e2NODN4YmC449uaVDmswd9FfOlHAv7zzQFi//uDIxMILfEd/z6SKKkzy36WaQbUX97ZF0fkWSMcWBkAm6XE/W1ixfHSjnnnsfaEI1NIZFKI5sz4XQY8Hvd2PNomzK/S5pjp3c3Kyamk1Oza/6/ScXZ1hHE5etxnAgPoSlYCZdzbk6uwvdjuXtXWkDjxz/+MUZGRvAHf/AH8Hq9MAwD3d3d+OCDD7Bjxw689957eOKJJ7BhwwZ85zvfwVe/+lUMDw8jl8uhrq4ODzzwQMG/JaLy53AYyC7xpupwlNacyI49TkhtOuxsI6Pvgw79LvJ06iUhqmmrDtdHxhhlnLO7sx4v7NlcEExX7R4iIsqr9rpxf3sQ5yJjuHQ9jgc61C+7kxbQ2LNnD/74j/8YL7zwAjKZDF555RVs3LgRf/qnf4o///M/R1dXF5599lk4nU48+uijeP7555HL5fDqq68CAF5++eWCf0tE5a/S7ZxfBV50vMI+JWVkH6rvbNPdWY++4QSOnB7E5HQG1ZUu7N7eWtKYe3uaFzX+zTdDVanfBbC4ISoAYQ1RRZLRtFWH5qUyxij7c2tUjk5ENretsw6XrsURvjqGTW2BJUv8VCItoFFVVYW//Mu/LDj+/e9/v+DYSy+9hJdeemnRsc7OziX/LZGd6LA6KJrTtXQmRj7lrVg6bD0pgx3vIRInHBnFsbNDmJ7NAiYwPZvFsbND6FjnL+k+untup+Jc714NUVX5DskYow6ZQzLGKGvLYxm7BBERyVRZ4cTWjiDOXhnFxWsxdHep/byS3kODiIqjw+qgDA7DgMtpFGydV8p22HZ9qbTrPQTICeTYMTh06Hg/Yom5/leGYSCTySGWmMGhE/1Ff/ajZ4fg9bjg9bgKjqv0+5Sx3bPoe0jWltSqZw4BQN9wAp8OjiOZSmN8cgZtjb6Sxyz6c+sQFCMiWsoDHUFc6I/hXCSGLRuCVg/nnhjQIFLU0bNDmJ7JFKRll/uLkNvlgMMw4HAujmBUlLCL0dGzQxhPziAxlUbONOEwDPiryv93qdPLtMgMGhmBHLsGhwaihbuwAMDAzaWPr4SsSbhoonsqyLiHZPW7UD14d/BEHw4e65v/OTmVnv/5uSc7rBjSknS514mI7lbhduKBzjqcuXwL5/tjeObR9VYPaVlqF8QQaSQcGcX+A2H80V+8i/0HwghHRks6X/9IArHEDDKZHGBifmX02kjxEwkdtDf5EfR74HI5AANwuRwI+j3Y0OQr+pyXB8YxnpxF7naz0VzOxHhyFpcHxkUNW0m6vEznJ3ojsRRM05yf6BX7HbpXIKdYMs5pV6GAd5nj6jSdBOZ6J8STMxi4mcS1kQQGbiYRT84U3VNBxj203FhK6fsQjozi+4cvIRwZw+CtSYQjY7d/Lu1vmkhHTg+u6rhVdLnXiYiWcn97ABVuBz6JjGFqOmP1cJbFDA0iAfIvgMlUGtmsiUGngb7hBF7cs7noVa2lGmMCwGwmW8pQhRO9ktfb04yRWAqVd6Wjl/KCPplKr+r4Sqm+iqnDbgWA+EwSGYEcXYJDorWFqhEZKtwVqC1UXfQ5dWg6CcyVNEym0jBvd3M0TROTqTT6hhPK3JcL+z7EJ2fRFCz9OXToeB/it8uMgLlgejwxg0PH+5R5viUlPdNF0+VeJyJaSoXLiW2ddTh96RZ+8dEAntvZYfWQlsSABpEAh473YWx8Gjnzdt+HDDA7my3pBXC5jsLuEkovRJORQr1oV4VUGtVed8m7KuSWaS9vltB2XocSBF1epkVP9HTZ0lEHe3d2LArWulwO+Lxu7C3hpUaHppPA3Gr/UuVvR04PFlXWIOseEr0l9UB0clXHreDzupGcKgxeVHvdJZ1XdJBaRsCJiGgtbdkQwLmrYzh88jqeeWw9PG515iF5DGgQCdA3nED2djkDjLnt2bKmib7h4l8u25v8MM25lah8Dw2f1432EkovRDt6dgipmUzBGEvp0RCOjOLUxSj8VRXwV1UAAE5djJa0q0JNdQUmkrN3Ak7GXPNRf3VFUecD9OhPocvEMRTwom84MT9pdjoN+LxudKzzF3U+WVs6fu/Q+YI+LPt2dRV9Th10d9bjxT2b5ydkgWoxOwTp0HRSdBaArACjHXdw2r29dVEPjYXHiyUrSC064EREtJYqXE5saQ/i4yuj+Nd/u4EvKNhLgwENIgEy2aVX+pc7vhK9Pc3ovysgYkCt1fX+kcSSqcn9JWxJIiNQkH/5dcCAYRjzmRmlvPzqUoKgw8SxrdGHM5dvAbizk0Y8MYO2Iu91GYGcfMBlYflBsoTyA53YdUImOgtAl21B20I+RIYmCo83qhNMf+7JDoyMTeHk+ZtIZ3NwOx14bGtjSQ1BdQhSExFZYWt7ABf7Y/inD69h9/ZWuJxqteFkQINIALfLgZnZwt4Wy5WNrNTd4ZDiwyNyLNfnI11Cnw8ZgYL8S+6R04OYms7Ml7GU8vJr1xIEGQZuJhH0e5BIpZHNmfM7+pSyk4boQI7o8gNS3+7trfjJ0UjBFtKlBEJ12BZ07852vHH4UsEOW3ufbC9lqEKFI6MYiE6iueFOL5eB6CTCkdGiP7cuQWoiorVWWeHCZx9swb+cGsD750aUWlwFGNAgEqK9yY8rN8bvvPgacy++7UWmzANzL6Rejwveu5pjqrRatFzAppQtVheWHywsYym2/CDvuSc78NyTHcJWmXXpT6F641JgbiJR6XGh0uOC2+WYD5SpNJHQpQkhidOxzg+f143E1FxmjmGUVgoFiP8+ymo0+lRP8+0+RjlUVjjxlGLPDRmBHAapiYiW98UdG/DO6UG89X4/dnavg8NRfDa2aKsKaIz//+y9e5BcZ3nu+6xLd0/f5qrW6DL2jGRbvgmBwDaWLLAJYAhyIDlQh9pA6qSSqtROghP+SFUowAYCCcV2nSSnDuGQU7VTBRuKHRIqB2+LynZi0A6yFGzLBiFZlmR5ZuwZz6U1Mz3T3dO3dTl/dK/Vq3utlmbW+r6Z9XW/vyrXqJdn1nw969Lre77nfd7VVQwMDPAaC0EIi3NFSzdMKLIUeEVLhNWi8dE0YMK1khekxerYzhRevJy1xSFNM1Ct6aETCkTIpxAhuBQQYyIhSgghwY5T5+YwkIphIBVzbfdzjJzdsDTdwMJKKXA3LB7XDo8cI9bw+Hw8dmi3pzMlbJ89BEEQ28G515YwsTuNq7Nr+N6/XcZvP3z7dg/JZkN++IsXL+KDH/wgPvKRj2BhYQHvf//7ceHCBd5jIwhhOLhvBJ98+AAO7hvG+K40Du4bbrz2//AnQv/6Tg96QR4AL7y27L190nv7dnJw3wj+80cO4rH/4x78548cDM3DvsX1VjHDBI/ziDWdygxYhBAurJRgmE3B6fzkku999jLnJ5fwrR+dx1e+/Ty+9aPzgf+OrCfNVjtUTTMAs7Udql+OHdqNXKGCmcUCrs6uYmaxgFyhEujaEeG+wevzMexlngRBENvJXRPDAICLUyvbPJJWNiRofPWrX8Xf/u3fYnBwEKOjo/jSl76EL37xi7zHRhBCYU1u/88/eZDJ5FaESR7A/gFwJluALElQFRkRRYaqyJAlKVCeQq8igssHqF87Y5kk5q4VcXV2FXPXihjLJEMlED1yZAKPPDCBVCICSQJSiQgeeWCCWwghsTl4iEOsJ8082qFOzedRbAurLTbCav2SzZVQrmjI5kqYWyo6XofnvsHj89Eq88wMxrF7JInMYBzxmErXI0EQRIOhdAy7RxKYX17HGyF6Lt9QyUmpVMItt9xiv37ggQfw9a9/ndugCIIQo6RBhJyPXkaEUg4AeOrMFJ6/uAignr9imiaev7iI0eFEqAI3rRwWVogiOIkAj0wFEUoQnGG1zg5OQcJqo6qCN9YKrrK/wXTshj+7VfD4fKTrkSAI4sbcOT6EuaV1/OsLb+B3P3Tndg8HwAYFjcHBQbzyyiuQGq0Yn3zyScrSIIgtIOwtN3k8AI5lkpicc68ujmWSHt9NXA9RgktPvjTbcXuYBA3WiCI4iQCvyShLBxqPdqg8wmqL5Sp0R8txE4CumyiWqr73yQPWn490PRIEQdyYvZkk0okI/uPCAj724C3oT0a3e0gbKzn50pe+hC9/+cu4cuUK7rnnHnz729/Gl7/8Zd5jIwgi5GQG4yi1WZNLFS3QA+DxoxMYTMegqjIgAaoqYzAdw/GjE+wGHlJYZwAc3DeCjz64H6NDcciShNGhOD764P7QiWS92kFElLIyEeCRqcC6BOH40XEMtd3bhtKxQOHRqQ6htEHCalfyVSiyhMYaFiQJUGQJK/lwCRqsOXZot+fnGV2PBEEQTSRJwp3jQ9B0Ayd/4b0gtdVsyKFx88034/vf/z7W19dhGAZSKf+rCQRBdA9jO1N48VIWhmnCbITcVavBOpIc3DeCTz18INSlNjzg1ZEk7C4fgF8HkbDDq6ysFzun8HAjsXZ9WOHRLI/3Q4f34slTk82W4ai3DA8SVovGPmSEpyXfVlGt6ahUdRimCV03Ee3QmpwgCKKXuWXvAH712jJ++tIsjh8ZhyJv771yQ4LGCy+8gG9/+9tYXV1t2f6d73yHy6AIghCDC68t1Z+grSdp1L9eeG0pUKmACJNw1vDIABCFhw7vxVPPTnlu73ZYn+uitOplDQ9xKDMYx9R83m6zqioyUvEIJnalA42T5XGY2JVGKh5Bfr0eDCpJUuAx8iiNEYETp6exXtagyBKUxgfaelnDiTPTXX3tEARBbJaIKuPo3bvwzIszOPfqEg4fyGzreDYkaHz2s5/Fpz/9aezZs4f3eAiCEIiZbNEOpGvfTmwOkQLpWDsALPHr5EuzWC9rSMYjeOjw3q7Oz+DFqXNzKFU01yS8F4Qx1mLB2M4UXrycdYVjhqkE4dS5OQykYhhIxRBRZdQ0w97u929x/Oi4ZxhqkNIYEZjJeif2U4ctgiAINw++bQ+eeXEG/+uXb4ohaIyOjuI3f/M3eY+FIIgtoBft6CIgSiAdLweA1UEkk0kjm/XfcpInIlw70wt5LK+VXZNwK9TbD9b7XilUMZSKhvJ9A+yPz4XXlr23Ty6HRmzjIYTyKI0hCIIguouxnSncsqcfv7q6hKXVMkYGtu95dUOCxm//9m/jT//0T3H//fdDVZs/QiIHQYgF68lor1qTeSBCi0hAnNIY1pNbXkIO63GulzTPDhXrZX8Bq873HVHl0Jaw8Dg+M9mCtwMtRCv2vITQXiz749VhSxRBkCAIYrO8+617cPXNNfzs3Jv4zXft37ZxbCjB44c//CEWFxdx9uxZ/PznP7f/IwhCLK43GfUDj9T+XoZli0heiFAaY01uF1ZKMMzm5DZI15hT5+ZQbuuAUK5ovq8dXuOs6QZMwPWfVYqwWVjfM3jB4/iIAHXKYQePDlvnJ5fwvacv4/zkMl6fz+P85HLjdbAOVgRBEGHgvjtH0RdV8LNzc9ANf88ZLNiQQ+PatWv453/+Z95jIQiCMyKk9gNiWPtZY7WIjMdU1/YwvXcRSmN4uEimF/JYyVfs15pmYCVfCVTKwWOcpuktg3XafiNEELAAPseH14o9S5xhqLliFaND4b1fhv2+zqPD1onT0/Z5KUmSfV5S0ChBEN1ALKrgyN278NOXZnFhchmHbtmxLePYkKBx6NAh/PSnP8W73/1uKIrCe0wEQXCCx2SUujSwIZsreYY5hm3iyKM9Jmt4TMI7ORyqmu57nzzGGVUVVGvusUYj/j67RRCwAD7H5/jRCXz36cuuazLIij0PrHtw2PNnnCV1CyslTM/n8cmHD4Tqvs7684yCRgmC6HaOHqwLGj9/eSHcgsYzzzyDf/iHf2jZJkkSLl68yGVQBEHwQYTJqCgZDayJqjJm21aYc/kKhlLRbRyVGx7tMVnDYxIeUb0rNCOqf5GfxzgTcRWlqmaHgkoAZFlCsi/ia38i3DMAPsfn4L4RHDu0GydfmkWhZKAvqgQ+1586M9XYXw0pRt18eGQ0sHZTOJ0KAMipQBAE0SXs39OPHQN9ePHyNVRqOmI+F1CCsCFB49SpU7zHQRDEFiDCZFQUizt7OljjA1jmeRH2wEAek/Dx0TRME67V+vFR/wG4vMYJE65w2Zt9jlOUkgYex+f85BLOXsoinYginagLi2cvZTGxK+3r/T91ZgpPPTtlvy6s1+zXfkUNHqGtvAJWPbd3uVNBhLIlgiCIIEiShPvvHsVTp6fxy1ev4b47R7d8DBsSNEqlEr7xjW/gzJkz0HUd999/P/7kT/4EiUSC9/gIgmAMjxIRlit5oljcWVPVdAylY66JqFf5AHF9eAh3xw7txsJKyZVxEkR84DnOPsbjDHtJA4/jw9otdvKl2Y7b/QoaPBxtveqS44GzbEnXTahqOMuWCIIggvDOu3bhqdPT+PnLC+EVNP78z/8c8Xgcf/mXfwkA+MEPfoAvfvGLeOKJJ7gOjiB6nbCHqPFYyRPF4s6azGAc0/PuyWK3Czm8YC3c8Xc3selpI4ILiwc83rfVKaVdZPTrFiuUvFvnFjts3+gYvbf7d7Tx2GevOhWcQaO5YhWDSWrbShBE97F3RxI37Uzh3NUlFMs132WuftmQoHHhwgU8+eST9uvHH38cH/rQh7gNiiAIMcIxeazk9eqEbGxnCr+4cs1+bdWYPxBCIUeUHADWiBKAG/aSIICPWMv6fUdVBbP5ov3auiYH0zFf+0vFIyisu8WLZNz/gx8PRxuPfYoSsMoDERxOBEEQQXnnXaP4p5NX8eLlLN51aM+W/u4NCRqmaWJtbQ39/f0AgLW1Nep2QhCcEcH2yyvvQoQJGWtmFgsYTMdcD/xhqzEXJQdABES4xnkgglhbp4NrxmcL3IcO7225dpzb/cLD0cZjnzxaoobdwUgQW4lhmjCM+n+6YcI0618Nw4RhArphwDBMKLKMTCa93cMlupC3H8jgn05exblXl8IpaPzO7/wOPvaxj+HXfu3XAAA/+clP8Pu///tcB0YQvY4I4Zi9mnfBg2yuXv/fngEQpuMNiJMDIAIiXOM8EOV4VzXDU2Ssav4EjUeOTGBheR3PX1xETTcQUWTce+fOQO4mHqGtB/eNYGo+73JhhclBI44oRhD+MU3TIVSgLlCYHqKFaW5YZ5UZlTcSRDu7hhPYORTH+all1DSjY/cxHmxI0PjoRz+Kt7zlLXj++edhGAa+8Y1v4MCBA7zHRhA9TWYwjstv5JBfr8EwTciShHQiggM3DW730Gx6Ne+CB6KIQ6LkAIiAKMecNbyON4+A4uU3cqhUdRimCV03EVFlTOzyt7p5fnIJM9kidu9o5kbMZIs4P7nEpMSIVUkD6+4uPBBFFCMIL4yGCNF0UDQECqN1m0HaAyEYb71lB/71hTdweSaHuyeGt+z3bkjQuHTpEr71rW/hr//6r3H16lU8/vjj+MpXvoL9+/fzHh9BCAPrDICIKmO1ULVfG6aJ1UJ1SxXPG8FrJY+HlTjsGQ2iiEOi5ACIgCjHnDU8jjePFfuIKmOt7R68FuAeLMokXIRx9qoISoQbp3vC86tZFy1IpyC6lUO3juBfX3gDv3z1WvgEjcceewyf/vSnAQC33HIL/vAP/xCf//zn8f3vf5/r4AhCFHhkAFycXoGiSDAaH34SAFmWcHF6hdGog8NjJe/85BK+9/Rlu7PAwkoJ0/N5fPLhA4H2GfaMBl5hqKzFIVFyAERAlABc1mIgj+PNYxLO+h4syiQ8myuhVNFcpTZhGmeviqDE1tIs+XBkVJjNXAqjxU2x8bIPguhWbr9pELGognOvLuE/vdeEJElb8ns3JGiUSiW8+93vtl8/8MAD1LKVIBzweJgulGqQJQmy0nozCGLtZw2P933i9DRW8hX7tdVZ4MSZad/7PHVuzn5A13UTiiIhFY+EasUREKOLhlXvf/KlWRRLNSQZdDlxOn2KZQ3JPpWJ00cEwh6Ay0MM5NVi1Xu7/0k463uwKJPwqCpjtu0enMtXMJSKbuOoWulVEZQIju2YaBMo1HwZK/mKr1wKgiDqqIqMgxPDOHs5i8WVEkaHE1vzezfyTcPDw/j+97+PD3/4wwCAH//4xxgZCe8DGEFsNTwepnlY+1nD433PZL27egTp9jG9kEeu8YAuSZL9gD69RcrxdsHLOv7IkYnAbVqdOJ0+w/19qGlG6Gr2e5VT5+awWqi4snzYiYFsZgw8xALW92BxJuEd7oshul+K4m4itob2Ug9XJoXDVdGJWFlDpaZv3aAJoku5Y3wIZy9ncXkmFy5B42tf+xq+/OUv47/8l/+CSCSCe++9F3/xF3/Be2wEIQw8HqZ5WPtZI8qKY00z7Acap3W8pnX3w4soFncRavZ7lSszq80sH6m+urlaqOLKzKrvffJwDvEQC1jfg0WZhFc1HUPpmF32pyoy0vEIqjVju4fWQtjdTRZhz28KK2bDIdEuUjhdFeSkIIjwceveAQDA1dnVLWvfuiFBY8+ePfi7v/s73mMhCGHh8TDNw9rPGh7veyyTxOScO6l/LJP0+O6NYZqApjefeEwAht79D0GiCE6iCC884BmAy2KfncorgpS+8RCweIgFvMqrWE9mWU+YrftGX1sL6aD3DR7netgRIb9pq9ANo55F4RQnGmKE0WhBanX2MEmkIAhhGduZRCyiBFr42CwbEjR+9rOf4W/+5m+wuroK03GHeeaZZ7gNjCBEglcGwMSuNG7dO2A/APptF8gLHpOI40cn8N2nL7sC6Y4fnfC9T033XlnstL1bEMXizqvrRdgnTzycCqz3aXSYVZgBZhu8BCweYgHr8irW8Jgw87hv8DjXRaDb3WednBNWeUddxKD2owTRSyiyjP17+nFxesXugMibDQkaX/3qV/HZz34Wt91225allRKESPDIABDlAZD1JOLgvhF86uEDTEWSquYtXHTavlHCPmkWxeLOegIlyrXDY7LDep/9ySjWCtX6SirqMQqyJCGd9B8QKYpzSAREcbt0+8S+E6K5zwxXWCaaHTyceRQmqP0oQRAduW1sABenV3B1dhVvvXUH99+3IUFjaGgI73nPe3iPhSCERYSJCS94TOpZiySdZNgg8qwok2YR6sxZO5x4XTusz3Uekx3W+7RyJGRIkCTJdmZQm95wIIrbRbSJPSu2U7wz7JKOVmHC2XLUdIoXpE4QBMEIO0fjzRAJGu94xzvwta99De9617sQi8Xs7ffeey+3gRGESIgwMeGBKJP6iCKjgkYAqAS7sUJElX3vUxTBSQRYO5yyuRLKFc0Vahjk2uFxrmcG45iaz7vKq4KUlrGeQDlzJNbLGrMcCYC9cyjsjikeiOJ2EWWcrGEl3tmh1iROEAQREk7+Yrbj/ytVNADAuatLGO7f3H3+obdtfsFkQ4LGuXPnIEkSLl682LL9O9/5zqZ/IUF0Izwe1kR4ABRlUp+IqyhVtWaXE6ne5STR57+uTwTBSRRYn0dRVcEbawX7eGuagWpNx2A6dsOf3aoxAsDYzhR+ceWa/dpqJzwWwKnAK6D4kSMTyGTSyGbdgb1+YO0AEEVcZS268HK78Bjn956+7BIZu92V0+4+S8QUPPi2vbj9piFUarotUJhohmMabcIElXYQBCEafVEFEVXGarG6Jb/vuoLGY489hq985SsA3AFglKVBEE14PFSKYMvO5krIFSoorNdgmCZkSUIqEYEcsvvD+GgapgkUSjXouglFkZCKRzA+mvK9z8xgHNPzedcD+njIgltFWLVmLQ4Vy/XjbGEC0HUzUGcOHgLWzGIBiT4Vecf1k05EMLNY8L1PUXJTWCOCuHp+cqkl8HhhpYSp+Tw+9fABJnkXuWIVo0PBr3Fe4lD7pDzoJH07721e5Rym2XRLWN07Lk4v4z8uLKAvqiIVj0DTTTx3cRFD6RhuGxvckrESBEFsNZIkYSAZxfJaBYZhQpb5zguuK2h8/OMfBwA8+uijXAdBEKLD46FShIlJTdOxVmiqr4ZpYq1QRTq+IfPXlnHs0G4srJQQj6mIqDJqjTDQQO1lPVbXV/IVPBAiwYnXxIT1RIK1G2klX4EiS/akwgqyXMlXQjNGAJheyGO9rEGRJSiNRJf1sobXF/wLGgAf9wPLtqA8EMExdeL0FHKOc9By5Jw4PRX4s+LgvhFmDhpemVDxmIp4WytYv/tkdW/zKuVwChNukWJz5Rw/f3nBc/sLryySoEEQRFfTn4zi2moZhVIN/QGCxDfCdWcdBw8eBADcd999XAdBEN0Ey97pYQ90XC14r3ivFv2vhPOAh+A0s1jAYDrmyj8IsrrOGh4TEx6rzFzcSFZWiuR4HQAeY6x17L6j+94na85PLtmlArpuYlaRMD2fxycDHG8eiFCiN5MtNifQqJ+SsixhJlvc7qG1IEIm1Klzc66cnFSfip/98k3cftNQazvRRocOw0RLzoRpBneJ3IhOImoQcZUgCEIELBFjrVjdXkGDIIiN4VwtiqhyaOu3WVPRdCiK5HpAr9aCTch4dk5htYqZzZU8VxzDtCLMY2LCY5WZteA0lI5iNrtuv7ZKToaG/X+g8nBMRVQZeqMVooUiS4ioiu99AmyvnxOnp+3JlyRJthPpxJnpUN3bRCjR0w3TsxRKV8KVkBCmTCjTGX5pwBYoJufWsLxWbuRPALWagUpVg2ECS2vhuQcPpWNYWnOLF0MB8nwIgiBEYMASNNb552iQoEEQDBChftuC5WQnFY+gsF6DrLQufyfj/sM2RQn3E2FFmMcYO60mB11lZik4JfuiUOSSq+QkGQ+2QsDaMRVRpBYxA6hP2CIB9AzW189M1ttxFCYnEiBGiV5LtyXn9gDdlnjAMxPKmcdmmsC9d+5EsVxr6dbRDMQ0Ozoe10sadIfByQSgG81k/bBwzx078T+fe8NzO0EExTDNupin6ajWdMRwFlsAACAASURBVFRrBiq1xr8bYdiVmtH4fzoqmgFdN/DYrXT+EfxJNBb8ShX+rlMSNAiCASLUbwPsJzsPHd6Lp56d8tzuF1HEIRFWhEUYowXLnIaqpmNkoM8V2FqteZd4bBerhZpnJUyQki1Rrh8ehL1Ez9VtCcG7LfFgo+JQe/6E7hQijNbsiZ2Dcfza2/fihVcWsZKvYCgdwz137MTeHSnk1zd/vld17wfkMJVrAbBzMl54ZRH5Ug0jySjuuWMn5Wf0ILphOASHhtigtYkQHoJEtWagqultP1f/2qlskSDCQLSxOhPUtb0RSNAgCAaIsFoPsJ/sPHJkAgDqLelKNSTjETx0eK+93Q+iiEPOdnyFUg2pxnsP04SKx6r1WCaFybk19/ad/jvGsC7Zsq7HvrZyoKDXI+tSKB4lW6yvn7FMEpNzbsfMWCbpa3+iwfKYO7stOXN3gnRbCkqnbh0Tu/px82i6JXtiabVs/38/+RO3jQ2GfiJ/ZSbnEl2Cjtl638PDSSwvhysvhXBjmiY03bSFhUqLqNB0O1jbbBGiXZxoc0i0u/EIotuJRevuwwoJGgQhBqKshPMQCx45MhFIwGhHFHHo/OQSzl7KIp2IIp2olzKcvZTFxK506EQNluM5fnTcDol0uh+OHxn3vU/WQhuP65FHKRSPki3W7YSPH53A35+42Ggta9itZY8fnfA9RlFgfcyd3ZbatwfFME1ouoGapnt26HD/e3PdOsJGVFFQ09zlJdEA+TNXZnIt5SFLaxX7ddiFmF7FMExbSHA6Fywhoaa5Sy6cgkTF8bM13US5oqGq6UzD3YMSjciIqQqiEQXRiIxoREEsIiPq2BaLKIio9a9R1fqe5vdHIwpije2JWLCMJoLYKNb9eCvcsSRoEAQDeHTR4AEPseCpM1Mul0IQgUMUcahXrf0H943gkw8fYOr6yOZKdscCXTehKBLS8YhvoY2HM4XH8eZRsjW2M4UXL2Xt/AFNM1Ct6oHaCUcjCmJRwz420SAhHxxhfS9ifcw3cl6ajuyIuvgAu4yj5bXRFCXMhsNHk2QsewRQhgWW7oe+PgXlmmaHgtbdTXCJRZvhhVcWO24nQSM4mm54lk+0Cg1eDgcPN0RjW00PT8mFLMEtJKgN8cEhNLQKEm3ig9r68xFVhiwFbNHVhqKw3R9BdEKWJURUmRwaBCEiYVL222EtFjx1ZqplQlZYr9mv/U4knKUczjKWoCIBy4wGQJzSGB6wdn1EVQWz+boV29lJYzBAJwDWY+TlbgLYlmxdeG3Js2XthdeWfO331Lk5u5tPRJXtmu2wCXc87kUsjrktPDS+7t89gIld/S05E1Ypx/VCMLca1qUXrN0Pe0aSgAkUyxp0w4Aiy0j2qdg9kvA9RmqxWsc0TdQs8eEGJRfuMEpLeHB8b0OICFPJhdoQZp2OhmQ8AgloEyQa7oeGCyLWECksV4QtTkQUKLIEibH4QBCiE4soJGgQhCjwatvKumaf9cr1yZdmO273O4ngUcrB4/iIUhojBh0edMMyuwO/4826ZGsmW4QsSa4yFr9daEQR7njci9qPudWhY2SgD5Wq3syeMN3ChdW1ox0eGQ0/fWkGz728gPWqjkRUwX13jeI9h8d87+/KTA4/OjWJ9YZYcG21jNlrRXzk2D7fY2XtfrC6h8Siqmu7X0RssaobJmrXKblwCgpeYZReDolqTd90PgpPblhyocqIRduFhqZDol18iKh18aEdyjghCPZIUt1FyBsSNAiCATzs6Lzal7JcuS6UvNPpix22bwQef0se+xSlNIa1KMaDqmZgMB1DoVFyoqr1sMSqFp7HalGON2tEEe42ey+ycySMtm4dDnHirbeO4Mf/8bpLV3vLLSNYKWx+1Z5HRsNPX5rByRcbYo4kYb2s2a/9ihonX5xBvli1X+u6gXyxipMvzvgeJ2v3g7N7CCtxiHeLVU03sF7WfJdcOLdb/9b08NwjXSUXaquDwZnj0O6AcJdq1LerHEouCILYOkwTW+JcIkGDIBjAYxVThIwGK9SwnSChhtlcCaWK5uoEEORvyeP48MhpYA0vUYy1SJIZjMNohCU6yxrCNGkW4XgD7LvQiCLkJPtUz3tRoi+C1UKl1UWxwdKOfbsH8PC9NzGbNPPIaHju5YWO2/0KGvPL3vfLTts3Ag/3A+uuKda+nr+4gOV8BQPJKO7eN4xUPILp+byr5MKrjabtjGgrxahp4S+5aBUimkKDV7ZDqxBBJRcEQXhjmqZne3rWkKBBEAzgsYopgtWbR6hhVJXxxlrZbmWpNR4Uh1JR3/vktcrMOqeBNaI4h0SZNIf9eAPsu9BsZeBxsx1o42tLZ45mOKaVPeEUKO65Y2fTqeDg3jt3olT1X7/LctLMI6NhveLu9HG97dsFL/eDVXLRKjS4BQXPMErnz3mUXLx5bR0Xp3OBxhcUCajnN1yn5MISGjbsjFAVyB4lFwRBEKwxza0JoiVBgyAYwGNCJoLVm0eoYbGsQXfYaE0Aum6iWPb/gC7KhJk1PNwuPEQSHpNmEUpteMCjC40l5GQyaWSz+Y7fZwkMpqOUwxYlzKZI0ezgYcJAI5vC7JiksiEsN8JzLy9gvaIhEVMDZ0mwhodLIRFTse5xb0wE6PaxaziBmWzBvT1A4Oatewegv8PA8w23SzoRwe03D0GSJLw8tdwUHpx5EJ26WwhScmE7HBqOh3QqBhhGQ2Boa6nZ1vWCSi4IgugGDNOEugUeDRI0CIIBPCZkvCbhrCd6E7vSuHXvgL2/iV3pQONbyVcgy1KLPVeRpUCrmKK01WUND7cLb+cQixxQXqU2ouDHSWILDS1fW50S0UIFq8VqiyjhFC22m/ccHguVgNEOD5fCfXeNejpT7rtr1Pc+Hzy8B0+emrQ7iMiSjL6ogtvGBnD+taUWQWGjJRfVmgHDcXHPL5dwZcZdGrVVRBS5pWVmRJU9hIi2/x91Ox02U3JBoZMEQfQalKFBEIKx0VXMzewPYFuzz3qid35yqcXevrBSwvR8Hp98+IDvcWpGPaDPefszDDNw/THr4wOE3wXAw+3Cwzl0fnIJ3336sh0KOqtImJrP41M+zyNe+TNhO96tokPnkg2nMGECng6JjQhJ0VINpZCVMogEjyDLd791L2qagbOvLKJc0xGNyLhjfAi7h5P45avXWoIla5rRueTC0f2iVjPa3DIGqpqBp5+fCfT+/SABraUWatPVYHW/aGmp6VVyobrzIDqVXFhdaLK5ErMuNARBEL2IadZLAtMJ/7l6G4UEDYIIMaxr9llP9E6cnm5xTmiagZV8BSfOTPsed1SVUfWoeY+osq/9WViT0ZVCFUOpaOjEIR6s5CtQFMl2aEgA5IBuFx7OoROnp5BrjEmSJGiagVy+ghOnp3z9LXm4SPwe76aI4BYejDYBwg6rdDge3GJEU5QgxME0TWi6iT07kvjgO29uERJenlp2lVf4LbmoaTrOXrqGs5eubfl7lCUJsaijnabldvBop3m9kgun+BBR5C0LmuTRhYYgCKJXqdQMGCYQD1ACuVFI0CCIHoJ1poJXnTUAzCx6b98IiT4VpbJmT+4kqf6gnOjzr/A6J6MRVWYiPojQhQao/+1khoFMPJxDM1lvG3an7Tdisy6SdqcD0BAUGiIDUM+JabqEmoEPPzk7gz0jScd+YAsPQXMhiM1hra4HdT8Ypolaw9lw+Y0cfvnqNawWq0j2qdi3ux/D/X2OkMkblFo4SjHCUJZjEVHbHQ+tgkLEo51m7DrOiIgqQ1WCic7bDY8uNARBEL1KuVp3dMZjCvffRYIGQfQQUVXGbJujIpevBMpUYM34aBqmCZfoMj7qr+0kwEd8EKELzVgmick5d3nNWCYZaL+8un2YDfHA+dXqOOAsi2gRHdB0LVgCwuEDO3Di9LRLTDh0ywiu5UqtjokNjm1xpS4GWrkCiiwj2afi2moZ1UabWWLr0Y36OXLp9RX89KU37eO6Xili5meTuGtiCIOp2PVLLVzdL7yPZxbA1Lx/sdYPkoRGy8xm+UQ0qjQFBYcbYrA/Dl3TXCUX7c6IiCpTlwsPeHShAZpC29p6Df2JCJWxEATRE1glqn1RcmgQBMGUDg+xPi29PCbMxw7txsJKyWVRC1LSwEN8EKELzfGjE3Y2hVMcOn50okUEqH+xRAS0fAUcE/9GecTLU8s4c34e11bLGBnow/13j+KOm4ddwkJ76YS1X7NlnyZ2DsZtt49TYBgdTmDZx2RifLQfd04MuTpe7N8zAM3nMnlEkbFQrNqvdd3AWrGK/mR4xMAwY5VcOMsmOgkKlbb/7+x+0RJGqd24y8Wzv5rfondYDy9uz26ItmU7OMWFaJsg4eWMUJXrB006odDJYPDoQnNlJocfnZrEelmDbphYkCXMXiviI8f2kahBEERXU67Uy8fJoUEQAsE6o4EHVU3HUDpmh3iqiox0PIJqzd8K8/GjE/ivJy6isF6DYZqQJQmpRH3C7BceJQ08xIdjh3bjn05edW2//+5R1DQDlhAAwCUcOPMPLLeB2fK6UergmPQ7cxPaxQE4fo/p2ElmMI7jR8Zx9tIilteaNvwdA95/j41wZSbX0gHBCoL9cIAH9Ifevre5T9O03Q8PHd7re4wXJleQjEeRjNcFhwuTKxjLpAJMIjpMnLswzMJZcuEUFOZyZVxbLrYJEW0lF41gyapHKUaY/lReJRfOvIdoRMGFyWVIUj3Xxfoqo55D87+/51aXELFdJRfkAGADjy40J1+cQd4SQiUJum4gX6zi5IszdIwIguhqSlVyaBCEUPDIaNgMpsdMwbXFBHYM9GHBKCEWbVVLdwzEYNxo5Vpy/9M0TcRUGdWIbAskMVVudFdwzuZbJ/L2JN70nuzfsmcA+3cPoLm1XoLifK/tToDrvf+33bYDJ85M18cuAZpu2Nvb7cQuscDxe2xxwQR2DMTx3neMuWr2dw0nsbQWnrKT28YGmT44n3xxFmseToWTL836/j23jQ3iw8f24YVXFpEv1ZCOB5uU8aiFr+km0sloY6W1XnKS6FNRu4FDgDe6YXi2znRmOFSqup3tcL1SC+vnayEqoXGVXLQ4GywnhIJXZ3MoV/W66OAQIQaTUfz6kYlm+cUmSi7WyzXPFfuR/hjGdvovgWOJM8hSVSRmQZas8khEgkcXmvnlEgzThGHUP0/qwcz17QRBEN1Mfr3+3J6MU5cTosdomaw6/mE6pqdeq3yt27y/12uC3/py4zX67SvmPzk7Y0+SgeaE+SdnZ7B3h/eDr7PFYvuE2TW8672PTXBw/whmPVagDu4fwWKHsozr8W8vzEBVFQylFdf2zGDC9zhZM7GrHw/fe5M9YR5uPKhO7OpHpebuqLJRWIsFPGA9MZlfXvfevuS9faNYf0sWtnketfBD6RgM073SsFE7eqeSi1ZBwels6FBq0VaqcaOSi63kRiUXdqikKuONxQLeWMyjphmIRRTcMT6E++4cbfv5jZdctHeosHjw8F7s3eGvBI7Hij1reIh3vdztg/U9XTdNOB4N6q2zjfp2giCIbma1sfg1sAWluV0jaGi60bKyClxvQtj6fS3f5vFDQT92WH9u9a1X7dXqrcJLaGj+291G0MsSb8L9M93SBeDaarmlHMD697XVcqAJM2tYr0DxDlFjuTrIcsIsCr06MQlaC2+YJmo1oyEw1MWDsZ0pTM2toVwzYBgGJElCVJWxY6AP/+P0VKszQoSSC8UKl5QRi7aWWsQiMiKqW4gYHoyjVtFanBExRx6EIm+s5OKnL81gam4NQL0LT00z8KurSxgZ6MN7Do/5ej88Vtd57JM1K/kKylXNzmhQZAmJPhUr7mijDfPCK4uOfTbdSGHr9iGCiyQiy6jC7XiKCN4RhiAI4kasFapI9KmIqPzvd10jaOTXa6GaOPIkWtx6QYO4PjzCxHjBcgWKV4gaj0l4L9aZ81i93TUc92ynums47mt/Fn6Pj1Vy4XQ67M0kMZstwoDDCWWaGO6P4UenJhmVXJjQdB3nri4Fet83QpbQLLVQZZeDwVmKEXO03mwPo2TR5YKVGPjcywsdt/sVNAA+jqmwu7AiiuSZ0TCQ8G/xfXOp2NwnYO/zTZ/h0TwQRazt61NQrmmNkhPYJSd9sa55/CY4IbX9o/laannt/j7J+W3N/TU2KAzbuBNEJ6qajvWKht0jW+PWpjsqQTBABGuyBctVLR7vm5eFuhlkWU+af/NaMVCQpbVfliuErPfHw0Hz0NvHHKn9zdXbh95+/Yloe8lFxSEqTM3n8dLlLEyz/hC2tFrGa2+uYW8mhXhM8Sy5sLIg9E10LTn/2rLv970RFFlqbZHZ1t0iYrshHOUXHmGUfkouRGK90cpto9s3iggr9uyRPDMa/HauAurtvL23h2fRiMfnBA/2jCTrbYTbHDR72h7ynZPSjU5cmy+bG6532DvdR5ybN3XWtO1P6vDCuf169zJnFlh72XHbP72tz21/r3YhwOt3S47vGUjFoJVrLdvd3+d+Y1Lb96CjoLCRfXTXvZ7oXdYKjXKT1NZ0giNBgyAY4LQm50s1jCSjoXyYbu9QcW21HGhiz8OSzWMS3hJk2VjFDBpk2dqOr/63DNKOj8eKo18HjWGYdnZDe9hkpWbgzvEhvPbmGorlGmIRBTsG4zh3dQkvvLLItOTi8hu5zf3AJoi2dbdobZdpuRqa///kL2ZRLmuuB/VUMoZH/7e3bKrkotdJxFSsl93iRSLAqjXr61EU1kpVz+1WGNtGaJ9CqR3swVFVQUSRmxOz9gntdSbjzom68+e8J9M3nqCvFatQPFxGa8UahlL+HYIvTy/h9PkFXMuVsGMwjqMHR3HX+MiGZ/qSPeb6D/za2/fi+/92xf7bSBKgyhLed88YRofiNIENEal4BKU+mhYRBAua+Rlb41SnK5cgGBOmOvl2eHWoYDlh4FHGMr+87p00HyDIsqUdHxC4HZ/fFUdNNzzLJ6q1eove1xcLdsmFadbzIeIxBd97+nLLz1QcGRA1fTNdLmrI5vh1dbFKLpzOB1fXC1uM6Fxy4fz5iCpD3uRE4tS5Nz3LNEzDQJzs45vivrtGcfLFWc/tftnI9WjNM+tf6+ukjrknJEitE2xrUu5cRXVO1O1JqnsC3j459zrdrrdi2/ZPj5+vbzCMertsWamPw1rl1g0DmcG++r43uQp8y54BTM/nXe29x3elMTLgv9U1S0aHE56tp0eH4q4uXhvl/OQSfvCTq/b7zq6WMbNYwCcfVnx3K1MUuX6uOVr/Nl+TmEEQRHey3HiOHySHBkGIQ+vqYL2kIYyrg7w6VLCERxmL1iFpXgugPnVqu9dpu2maqOmOFpstOQ4GZrIFGEZdcHAKECv5Mr7zL5fcbTcbLojNlFxYXJ1d2/TPbARVkZpCgto5x6Gl5EKV8fOLCyiWtPrqpSrBMOphkSMDMXzifQdC8eDfadU6ovqbPHUr1qTNWo22RAKnOPCh+ycQURWc/tUc1ss1JPoiOHZoNz5w380tQkCruAB7ct5q8a5/38JKCbrR7EwF1MWwhZVSoJXw85NLOHVuDtlcCZnBOI4d2r0lrbg3SjSiQJLqbhfne4xGVN+OoWOHdmNhpeTKeTh2aLf/gTLm2KHd+N7Tl12iS5Axnjg93eIE1DQDK/kKTpyZ9n3MT52bQzymIh6rB+NZ+Tynzs2F6jwiCIJgydJaGRKA4f6tEcFJ0CAIBrSsDjqC2fyu1osE67r128YGMZMt4LmXF7Be0ZCIqbjvrtFA+4wqMmo1t+sg2iFpXjdM1DSneNBWPlHToemtYoJp/6yO//fJC22lGvWvfuWTV15f8fmTnWnPcWgPnWzvcuHlkIg0tlvf72UB3wipRMQWsVRFsluR3nfnqO+JKOvzcs9IEjBhl2spsoxkn7plgVcssF0FHQQHlxhhbWt8z3B/H8yq1vb9btFiI3zswVvwsQdvYfbeanqrmAEAhlnfHkTM+OH/es1+vbBSsl+HZTI6PpqGaQKFUg26bkJVZaTiEYyPercL3wjWe6sLOWVkBvtCJ+QA7g5pQc2RM9mC9/ZF7+0bIduhHTpPVxtBEMRW8NDb9npu1w0D//2ZK9iTSeL999y0JWMhQYMgGLDZ1frtgnWHCh65D1dmcrgwuYJkPIpkvG5VuzC5grFMyrVP0zShG2bHkgtLULDKTNofeKuagf/n/ztvixZW2YU1ofaDCWBqPkDPxDYkCR0FBbu7hSMPwumAeObsDLIrpZamgTKAm3el8PsfPshsjEFhnUHD47y0nEOxqOrazoN2UUFuWNTldvHBISjITpGhMYmXpaarIajTJR5Tfdv5eWN2cFt12r4RTp2b67g9LJN7y03R7gAI6qY4uG+E+Xtk6XZxOh/at4fl2ABAZjDuWRqTGQxH6Q5BEARr5q6to1ozsG93/5b9ThI0CKKH8NuhohObyX24UcmFJUI8d3EBhZLW0m7TMIEf/ORVDKZjtuPB+nkjwISlphl4I8Dqmxd9UQXxmNqx5KLFFdGW7bC4so5Lr68gv17DUDqGe+/YidtvHvI9Ef3Hk6+i3ZdiAJi9Frz1JmusLBYWrUF5dEC4kXPIEhFkAHAIEJJDTLC/x1EqIbeLE46f7Wa2qpQjyF8xmyuhVNFQcJQ1pOKRUK2uO90UuWIVo0PhK4sB2LtdeDgfxjJJTM65xeixTNL3Po8d2t3yvp3bCYIgupHJuXpZMwkaBCEYu4YTeH0x7wqd3BUyO/ptY4P4yLF9N7Tiu0ouHJ0qnILC9HwehkN0sESIa7kS/u8fnnN0ydBRqxmBLMGVWt3uzwpJqosPiVikKS5Em90tnOUW0Yhze9MZ8dMXZ3D59RVoBqDKwKFbd+BjD93qe0y37h3A0YPsHnT1Dk6TTtu7het1yrG7EDTEB5fboU2EsBwRF6eX8cp0Dv2pGAYaXRQuvZ7DwX3DeMv+HVv11roCHqUc/cko1gpVO4PGEobSSf+BZFFVxmxbpkIuX8HQFoWcbZYwB1KzdrvwcD4cPzqB7z592SVgHT864XufoghOBEEQrJhsuJT37U5v2e8kQYMgGHDrTQN4fdG9snPr2ADX39ssuWgNi2wKEQ0ng7MFZ02HIsvoT0ZRquj4txdm8OMz08xKLizmGAaN1lvdyRhMx5qCgtPxoMqIRhXEnMGTLe03ZcwtFXFhchnFiob+eAT33hksl+OnL83gyhs5SJKESMOF/6urSxgZ6MN7DvtzvLBGVWVUPbJDOgVchhGn88HlcpDaXA4N18PocByLubJrdX50KI7RYX8i43MXFz27nDz7q3kSNDYJj1KOhw7vxVPPTkFuO+oPHfau8d0YHfwdIXLPOMWhiCqHMucDYO+o4OF8OLhvBJ96+ADz7BCrfCeTSSObZVeOSBAEEUauzq4iosoYy/jPctosJGgQBAPml9YxkIrZXU4UWUKiT23pHmKYJjRLNNDaBIe2DIems8EdRtn+80FKLlhjrX4n+iJIxSOIONppOrtauFtqNkWI+aUinj0/b09SgfoE9gP33RRIgNg9ksTbD+xkUtIAAM+9vNBxe1gEjb0jSYdzCLZzaO8O/xbqzSLbAkRDfJBb/23nP8h1kSIzlIBi6PbP+OHBt+31nOy86617fL+PXg73s8pDVgpVDKWigSd5PP6WjxyZAACcfGkWxVINyXgEDx3ea2/3Q1Wrtz5u76ThJRJuFyLkfADsHRUH941gaj6Pky/NolCqIdU43qzEB4IgCGLzlCoaZrIF3LZ3AGqH4H0ekKBBEB5stOTCyoB47c01O2FfkSUYhom1Yg1rxRV87b+dZVJywRpnR4OBVBT9iaid7RBTFUTau1t4lFxEVRkvXFrEL69ksV7RkOyL4L67RgNN6G/amcJgOsa0QwUP1ive5S+dtm8HD719L/7p5FUUSzXbhp/oi/hatbacEO3ChCxLLf9PlpsChpej4UZEVNl3u0kLHpOdXg334+EA4PW3fOTIRCABo53MYBzTHgG/YTrmoghtrB0V5yeXcPZSFulEFOlEvQTo7KUsJnalA13nPLJdWAuCBEEQYeXqm6swTeDWLX5mJ0GDEBrTNKHppi00OEst2rtetDsbrDIML4cEi5ILi3ypFujnZUlCLHojh0Nr8KRXyUUsouDEmSmsFKqujgcj/TH8p/cd2PTYrszkcHV2DalEDKlEPVegU0eSzWAFRIaZREzFukemRyIWrttqpHG+WCGwUVWGLEuIKLLtipAa4oPTTeEUJjbbknO74THZ6dVwPx4OAFH+lmM7U/jFlWv2a00zsJKv4IEQjVMUoY11K1ge5+X5ySV87+nLtiNnYaWE6fk8PvnwgUD7FKEkiCAIggWvzqwCAG7jXHLfTrievImuxjBN1NpLLdpFBY+uF+2lGK3ChG47I8KABECSJVswGO6PYSAZdZReeAgSLW03Gy03o82MCJaWrfx6zdPG3ylE8Ubw6CYhCvfdNYqTL856bt8KWl0RTUHCdk5IEn51dQmpeL38p/4z9WP/q6tLeIBh+CgLWK5i8pjssJ6QWWxVtw+/ZHMllCsa8qUadN2EokhIB+z0wetvyZqZxQIG0zFXSOQM485IQRBFHALYlnPwcKacOD3d8lloCVgnzkyH6l5EEAQRVq40BI1b9pKgQYQAK2iyPcehXVBwOiDawyjbHRJVLTx1x5IEV3ZD1JH3YDsc1Fa3Q8TxM62ChIKphTW8eCmLfKmGdDwSyjKJoXQMS2tu8WIoHfO1v5V8BeWq5moDuxIw9+zKTC70JSdWWU17G8+Nlts4wy7rZRvuNp5y2zZnecdGHBNLa2XP7wubHZ31KiYvGz7r+noe3T5YE1UVzObrmTOSJNmTvEGf9wwLEbIKsrkS4jEV8TbXVZiuH5G6aLAU76xyoPZ8k/Fd/lP1Z7LeQlUQAUuUkiCCIIig6IaB195cw54dSXshbasgQUNwrJILK+XdcQAAIABJREFUZ9mEW2jwLrm4nkOCZclFUBRZas1uUK/T5cKRAWHnQUSUFodELKJAVTY2IdwMt980hNtvGmIWOsmDe+7Yif/53Bue2/0QUSTki1X7ta4byBerGEj4v5Fdmcm1jHFprWK/DqOo8d63j7XkSbQHXjZLN7a+hEMUO7oILR15IMbqbYfPghCFEfMiMxjH1Hze5dCYCDBp5gnLQ8LaOcRavBOhHAgQ515EEAQRlDcWC6jUdNy6xe4MgASNLcUwTdRqBiquYEmn6GB0dkY0xAfdMFGqaKEsubDq9ZvOBktwcLgZHG03YxEZkcj1hYitTMntdm4bG8RMtuByFfgXCuoBqIbp6KJhtTrxCa8yFsv1sbZeQ3+is4PGKhuSJUCR5boQIUtQHKUc9RIPBA6v5I0odnQRWjryQITV26pmIN6norBeg2EakCUJqUQEVS1EHzwNWE/CvSbNuXwFYyE6j5y5D7puYlaRmOY+AGycQ6zFOx7lQGOZJCbn3PbCsYz/rlCi3IsIgiCCcmWb8jMAEjQ6ohtGayeLmm4LCl5dL64bRtkQJmphL7mwBYVWwaElYNLV9aLpfIiosu82i8TWcGUmhwuTK0jGo0jG62GJQUI810rVugLgnNtIwNq6/yDUTnkefnM+JAl4dSaHp5+vuzwiqoyVQgX/+sIMEjEVd+8bbsuh6J5z2Nntw9nKMjyr/3V4tHQEwp/RIMLqbVSVUSprUGQJqiTDNE2UyhqiQ+G6TnhMwmcWC55tW4NMmlmLLs7cB2dJUNhyH1iLdzzKgY4fncB3n77sEkmOH53wvU+RSoIIgiCCsF2BoEAXCRrr5RpWi1XPkotWIcJdalHzCJ3UQ2R7UBWpxeGQjEcgAa0tNVsyINzBku3OCB4lF73ORh0A2wlr94Om1VdsZaV9u+5neAA653wM98fqggOamRNeLUPbSz8kScI///trttNHVWTbmv38K4t4x+3+ym0APrZs1vvj0dqQNTxWMXlkNLA+PmKs3nb4nAjZ5wevSXhfTEUfo0kzF9FFkNwH1uIdDzHw4L4RfOrhA8yFUOtelMmkkc0GDJgiCIIIIaZp4spMDv3JKDKD8S3//V0jaDz2X5/b7iEAgCOroUOpRcvrDmGULc4I2WVrD3NGQ6/izH1QFYlZ7gPrcEzW7gdV9S65iKiK53YnkgQotijR7NLxrrfuxv94dtr+Hov33XMTdvq8SfJ4QGc9ORHB5m3BemIvwiomj+MjgpOkqum2S0E3TNulUK0FcxyyPodEmISLkZnCRyxgLd7xEgNFCKslCIIIG0urZeQKVbzj9sy2LJh3jaCxWSQJLkEh4hAhXKUWLiFCbnxfczuVXPQuPHIfeIRjsu5ysmckCZhA0dHlJNWnYm8mib6o0uKWqGdOON0T3tfKPbePoi+qMp3k8XhAZz05EcHmDfDrzBH2VUxek9GwT6Csa6cvpiKiynbpZJBrh8c5JMIknMf1KEruA2vxTgQxkCAIole4MtsoN9mGQFCgiwSN975jDKZpNkUKD4eEswyDSi4IlrB2PgB8RJLNdDlxlnJYXTva//3Q4T340akpJBvtmaxr6r3vGMNgyn9bR9aTPB4P6DxqwlnuDxBDyBEFEQI8ecDj2uFxDokwCedxPTpzH3TdhKqyzX3gUXrBChHKygiCIHqBqw1B45ZtyM8AukjQ+ND946jU/NftE0QQWDsfALYiidW5487xIaiKhOcvLmJ5rYKRgT4cObgLd08MtzgpruegcHL4tp2IqEroV8l4lDSIUBMugpAjCiIEePKAx7WTzZVQqmiu8MUg55AIk3BeoouV+5ArVjGYjIbuffMi7K1lCYIgeoXJuTwUWcLNO7enrXnXCBoEsZ1sxvmwUa4nklj5E3b2RCN/Qm5pLQpHNkVTnNgxEMeRu9mFDorw4AuwL2kQoSacxySvVyf2YgR48oH1tRNVZcw6hFmrHepQKhpov2FfsectuoS1XIsHImUOEQRBdDOabuCNxTzGdqYQ6ZCtxxsSNAiCAVYJyAuvLCJfqmEkGd1wgKfViUOWWjt0HDu0G0+dnm58U7PXwPvuGcPoUML3WMlSywbxasLZdG7q1Ym9SDX74b/GxeicwisINlzHYutgeV6KkjlEEATR7cxkC9B0E/t292/bGEjQIAjGmKgLE6oiIRZRHEGYrY6JG5V23HvHKOIxtuGYZKllS9hrwnu1Mwd/wtPWux0RrvGqpiPRpyK/XoNhmpAlCelE8M4prKEVe3acn1yysz403cDCSglT83l86uEDvv6WomQOEQRBdDtWMPW+XdtTbgKQoEEQ18XKnmh3T7SLEhenl/HM2RlIkoSIKiNXrOLp52eQTkRD1QGBHtB7i17tzMEDXkIBazfFqXNzKFc05B35FOl4JFTXeFRVsF7WoMgSlIZbY72sYXR4e6yqnRBlxd46h1YKVQyl2GRosObE6SnkPMqMTpye8jVWUTKHCIIgup3JuTUAIIcGQWwlEupZE84Wovbr62RPXI8zFxY8nRZhmkQA/Np4htve3ruIMiETAR7iEA+RZHoh3xIcrGkGVvKVkHX16uBwMcPlfBFhxd55DkVUOZSOHACYyRY3tf1G8MocmprP4+RLsyiUakjFI3jo8N5Q/R0JgiDCxuvzeURVGbt3+C+HDwoJGkRXYDkpFKktILPNUWGJGKwRZeLI+gFdBHt7LyPChIwXrIU2Htc4D5GkpnmXbVS18HQBq2oGBtMxV5eTqhYuQUOEFftedd3xKH07P7mEs5eySCeiSCfqAbVnL2UxsSvd1X9LgiAIvxiGibnldezZkYQib5/LkgQNIpRIVomHQ6CQHB086sLE5p0UvBBl4sj6Ab1XH6Z5wXoSLsKEjAc8hDYe1zgPkaRTwnhEVXzvk3VJQ2YwDmOlhHhMbdservulCCv22VwJq4WKK49kuz8T2xnLpGxbcsv2nSnf+6SSTIIgiO0lu1pCTTOwZyS5reMgQYPYElwCRUOkUGRpU0GZYUWUiSPrVS1RnCkicH5yCd97+rKdfbCwUsL0fB6f9BmaB/RugCePiQmPa5yHSDI+moZpwuV+GB/1N3HkUdIgyv1ShBX7mmYgV6jar3XTRK5QRSoe2cZRuTl+dLzl/mZluxw/Mr7dQ7OhzzOCIIjN8ea1etngnm0sNwFI0CACYGVROEUKZw6FJVZYX7sZ58QxV6xidCi8WRIsV7VEcabwgqWj4sTpac/sgxNnpinAc5PwmJjwEId4TOyPHdqNBQ/3Q5hcWKIIbSKs2C+tep/TS2vhmoQf3DeCBw7tbrhdDPRFFTwQsmOeGYxjej7vEl3GtzG5nyAIIsw0BQ1yaBAhwnJSOJ0TijOTosVh0d0ixWaxJo6ZTBrZbH67h7MliLLSygPWZQ0z2YL39kXv7URneAltPNr0Amwn9qK4sEQQ2kRYsa/UvLNRKtXwZKYAYrhdxnam8Isr1+zXlqj8QA98nhEEQfjBEjT2kqBB8MYpRiiyZGdRON0U1v/vdicFwRZRVlp5IMLqLdCbXWhEEtp4TOzJhcUGId67JHl3hwnZZ7kI98uZxYJnWC2JygRBEN7MLa1DVWTsGIhv6zhI0BAUSUKzo4fDMaF4/JsgeCLCSisPWK/ejmWSmJxzO3vGMv5Vb15daMIukvSy0MYaXuJQ2M8hgM97Z/2+YxEZpYrbjRGLbF/avBciuF2yuXqpVnu5VpjGSBAEESaW18oY7o9t+3yTBI0Q4Wo92iGTYteOJKIIV3s7ggg7PDo1sFy9PX50At99+rJrdfD40QnfY+SxKipKq95eFdpY4+z0USxrSPapgTt9iHQOAeyEMR7vuz8ZRbVWhm40nwkUWUJ/MuZrf7wQwe0iwhgJgiDCQk0zsLZe2/b8DIAEDe5YIkW9o4dstx9VHHkUzn9vaJ8hs5ISRNgRoVPDwX0j+NTDB5i6CnisiopgHe91WLoAnNkHw/19qGlG4OyDU+fmUKpoLvEujOcQS2GMx7Xj7Gqj6yYURQrU1YYXIpSB8XYjsRLTCYIgwsBKoR5kP9y//aIvCRo+2EgL0s2KFAQhKiJYx0Xp1MDaVcBjxVEE63gvw9oFwOPamV7II9fW0SeXr2C6y8V6HteOs6tNRJVR0wx7e5gQoQyMxxh5iOkEQRBhYKXRTWu4f/sdgSRoNKAWpASxeUSxjvdqpwYeK45kyw43rAUIHteONel2bw9XZw7W8Lh2erVlOC9Yj5EcbQRBdCvLaw2HRnr7n/+6WtDwyqRwOinsAE1qQUr0ECwdFaI8rPXqJJzHiqMI1nGRYO1wYi1AZAbjmJrPu0oaJnalfY8xonoHVkZVxfc+RYDXtdOLLcNFgRxtBEF0K1bJyWCaHBrMSMRU9EUVKvcgugrWkx3WjgpeD2us33cvT8JZrzg6QyILpRpS8UjgkMhehYfDySlAOPMp/AoQYztT+MWVawDq+U1WechYgGtnfDQNmEDeMcZ0PIKbQ5b7wBq6dnqPXhXTCYLoforlGgAgFY9s80i6SNCIRbt7ZYfoPXhMdlg7Kng8rPF43yLZssOOMyQynYgCQOCQyF6FRzimU4AAEFiAmFksINGnIr9eg2EakCUJ6UQEM4sFX/sDmrkPfW3tMbtdYBTp2hEhG0kEellMJwiiu7Fahre3ut4Otn8EBEF4wqOcg7WjgsfDGq8yFh627F586Od1fFh3AhDh2PAIx5xZLGAoHXO5H/wKENMLeayXNSiyBFWSYZom1ssaphf8CxotrWBLNSR7xKkgSomeKNlIIkBiOkEQ3UqpogGoV0lsN9s/AoIgPOFRzsHaUcEjo0GUmmMeD/0iTMJ5HB/WnQBEmZDxCMfM5kow27aZ8H98eIzx/OQSnj03h3JVhwmgXNXx7Lm5UDoVWCLKvU0U4UUUKOOEIIhuxBI04rHtr5IgQYMgQgqPcg4ejgoRWo3y4NS5OZQrmmsl3O9DvyiT8MxgHNPzedf7Hg8QEsl6AiXKhIxHOGZUlTHr4foYSkV97Y/HGE+cnsZK2xhX8hWcODMdquMDsBUZRbm3iSK8EARBENvHekWDLEmIRUjQIAiiA7zEB4Cto4I1otQcTy/kPSdlfts6izIJH9uZwouXsjBME6ZZf9/Vqo4HAhwf1hOobK7kmU0RtgkZn3DMDuefz/PSOUbdMJmMcSbrXa4SJJeDB6xFxmOHduN7T192He+w3dtEEV5EcLQRBEF0K+WKhlhU8f3cyxLvpReCILadg/tG8I7bM8ivVzG/VER+vYp33J5h+MDWbkwPBwf3jeCjD+7H6FAcsiRhdCiOjz64P3QPqp2s+FWfVnxRVkUvvLbUnDM7vl54bcn3PjOD8Q7b/U2goqqMXL4CTTMAs+lSiKrb/6Hr5Nih3eiLqcgMxrF7JInMYBx9MTXQBLeq6Uj0qdANEzXdgG6YSPSpqNa8z9fNjPGmnSkmYwQAwzSh6QZqugFNN2CY4bsfWS6sbK6EuaUisrkSyhWto/i4EbzKgcJGp2MbJuHFEpsWVkowzKbYdH7S/32IIAiC2BxheaoihwZBhBQeifii5D6wLmPhQScrfsSnFV+UVdGZbLHeFluRXNv9wt6Vw9alwAsejqmoKtshnkrj77Be1jA65O+9twR4ljUk+9TAAZ5D6Shms+v2axOArpsYGvZXFsOL6YU8ltbKMAwTJhpupJoeyIUVj6muRPiwubB4OflYflbw6BBEEARBbBxZkkKzGEGCBkGEFNYZDdY+O23v5twHHoyPpmGacD1Qj/u04otSasMD1p0Aqpru2enDr0uBJ+zFOwmGYdolQZJUf+jwK+Y4hdXh/j7UNCOwsJrsi0KRS64xJuPhEjTWSxp0vfmwZgkvxXLN1/5EcWEB7M9L1p8VPDoEWeOkMhaCIIgbI8kSQqJnkKBBEGGFdUYDwP6BmtcqmQgPlccO7cbCSsm12upXgBAh3wQAxjIpTM6tubfvDJL7wLYTgOV26Ws7NmFzu/AgV6zAgAmj8ZBhmgAkE7lC1df+nNe4rptQFCnwNV7VdIwM9IVecOpUPlat+SsrE8WFxQPWYjqv7ju9KtATBEFsFnJoEARxQ2pava7csjtLAGRZ8p3RALDvUMFjlUyUh0oeAoQIpTbHj47j709cRH69BsM0IUsS0okIjh8Z3+6h2fSy22W9rME0WotuTANY9+kqcF7jkiQxucZFEZxURYauu90uquIvfqyXz0vWYjqP7juiBDMTBEGEAVkGDIMEDYIgroNhmp525yBi6NjOFH5x5Zr92nJ9+O1QwWOVTKSHShEECB5EIwpiUcMWxaIhaNnlRBS3Cw+qHa9Jf+4HHte4KBP7sUwSV99cg60oo/51LJP0tb9ePi9Zu1N4dAgSqSSIIAhiuyGHBkEQN0SWJCiy5FodDFIiPLNYQLxPRcGxup5KRHy3S+SxSkYPleFGpGDDMI1nq1BlCboiuZxdiuzvxsHjGhdlYn/3/hFcnW2UV1l/TLO+3S+9el6yFrGskr92l08QUYxXSZBVQrlSqGIoFQ3luU4QBLFZJKmeoWGa5ra3biVBgyBCSkSVIcsS5LaODX67aAB1+3iprQNCqaxhesGfoMFjlUykh0oRsj5Yj5EEp3BjZZy0d6Hxm3HivMZ1w2RyjQNiTOxnFgtIJSLIr9dgov7AFkQA7mVYi1g8RDEeziFnCWVElUNbQkkQBLFZrHUSa9F1OyFBgyAYwXrCzLqLBsDePn7s0G5MzbcGOJoI9gAoykOlCFkf5yeX8N2nL9vn0MJKCVPzeXzq4QO+x9jLwYYicPzoOL739GWXyOg348S5Eh5RZfseErbyEB5ML+Q9W+C+7lMA7nVYi1g89gewFUl4hOoSBEGEAbmhaBim6Vp83WpI0CAIBvCYMLPuomGNzYsg9vH2W1jQWxqvh8pO24O0wOXR4YUlJ05PeYa2njg9Fei8FCH/gAc8HDms93lw3wg++fABLivhLFrqikQnAThIMDMRbliLJDxCdQmCIMKA3LiPGYYJbHOUGgkaBMEAHhNmHhN71iUip87NoS+muuqYg07qWT9U8iiT4NHhhTUz2eKmtm8EUfIPWHN+cqnF+bCwUsL0fB6fDOB24eXy4bUSzqKlrkh0EoCDlP3xgDIawguPUF2CIIgw4HRobDckaBAEA3jlCrCemLAOUhMlT4FHmUQvP6iKkH/AmhOnp7HSJmCt5Cs4cWY6kMun0/Ze+/uGER5lf6yhjIZww8MVSRAEEQaaDo1tHgg4CRq1Wg2f+9znMDs7i2q1ij/4gz/Arbfeis9+9rOQJAm33XYbvvjFL0KWZXzjG9/AyZMnoaoqPve5z+HQoUOYnp72/F6CCCu8gyxZ2tEBdqvrouQp8CiTEOFB1QqIdG33GRApEqyvnZmsd25CkIBIUQTBXoVH2R9rSBRjC+v7Bq9QXYIgiO3GMiR3rUPjySefxODgIJ544gmsrKzgt37rt3DHHXfgM5/5DN75znfi8ccfxzPPPIM9e/bgueeewz/+4z9ibm4Ojz76KH74wx/ia1/7mut73//+9/MYKkEwgXeQJRBOO7ooeQo8cgB4dHhhDeuASFEQIbAVEEcQ7FUO7hvB1HweJ1+aRaFUQyoewUOH9wY6h6jrUHjhcd/o5VBdgiC6m64vOfngBz+ID3zgA/ZrRVFw4cIF3HfffQCAd7/73Xj22Wexb98+HDt2DJIkYc+ePdB1HcvLy57fS4IGEWZ4TJhFWHkTKU+BdQ4A6/IdIPwBkaLA49oZyyQxOec+b8YySV/7A+rnirMLjVXSQJOdcHB+cglnL2WRTkSRTkQBAGcvZTGxK+3rPOIxYSZRjB28s7B6LVSXIIjuxio5MY0uFTSSyfoDXqFQwB//8R/jM5/5DL7+9a9DarzxZDKJfD6PQqGAwcHBlp/L5/MwTdP1vTdiaCgBNURWb95kMuntHgLRxnsyabznvglm+1spVD3LGnLFaqiOP+v3zYsXLy3i3557HfNLRewaSeJ9992Mt9++0/f+3pNJY2AggWeeex3zy0XsGk7ivQH2+eKlRTz57BQAQFFkLOcrePLZKQwMJAKPU4Tj4yTo+c3j2vnEr9+F/+u/v4i1YhW6YUKRJfQno/jEr9/le58DyyWoigxZkiBJEmRJgqrIGBhIhOoadxLWcfHg+X+5hJpmYK1YRU0zEFFl9CejeOHSNV/X1PP/csnzvPS7PwA4/q5b8N9+/LL92tr/8XfdErpjxfoezBpen7ki3oN7lbBdM91EMhGl+IAuIx6PAACGhpMYGYhv61i4hYLOzc3hj/7oj/CJT3wCv/Ebv4EnnnjC/n/FYhH9/f1IpVIoFost29PpdMsJb33vjVhZWWf7BkJMryXNiwLrpPmhVNRz5W10KE7Hf5O0B+e9Pr+Gv3/yPFYf3B/oGN00HMfvfPD2lm1+j82Jn131DBo98bOruGl4ez8othIW9zce187q6jp0w4TlrDRNQDdMrK6uBzrmum7AME2YpgnDNKHrRmiPea999lx+fRkra80g2GpNx7VcCYZh+vo7zCyswWsh642FvO+/603DcXz4gQnbATCYrH/23DQcrs+JdncKq3swS3h/5vba9SMavXR8tkO4Ka5Xt/x3EnypVTUAQDZbgNH4N286nbtcBI1r167hd3/3d/H444/jyJEjAIC77roLP//5z/HOd74T//7v/477778fN998M5544gn83u/9Hubn52EYBoaHhz2/lyDCDI+keVHyKURAhPKdbK6EckVz5V0ErYVnXcYiAjyunROnp1Aqa1BkCQrqDsJSWcOJ01O+/57TC3nPzilSiFr/8kKE87KmGTAMsyE41QPQZElC1Wcno8xgHNPzedc1Pr4r2ORChLa6ItyD6TOXIAhi49hdTro1Q+Nb3/oW1tbW8M1vfhPf/OY3AQCf//zn8dWvfhV/9Vd/hf379+MDH/gAFEXBPffcg49//OMwDAOPP/44AODP/uzP8Nhjj7V8L0GEGd61tyzzD0SYSLBGhOC8qKpgNt90rFmT28F0zPc+RQnHZA2Pa2cmW9zU9o3QqfWv3wmzKIhyXhqmCd1hqTBNQDdNT5fFRhjbmcIvrlyzX1vX+AM9MGEW4R4sUiYUQRDEdiN1eyjoF77wBXzhC19wbf/ud7/r2vboo4/i0Ucfbdm2b98+z+8liLCSzZVQqmgolGrQdROKIiHFYHWdZUcSQJyJBGvECM7r8IEQ4INChFVRXrC+dnjQqfVvpMvzoEQ5L2VJgqJIMAwTJgAJ9VR32aeBZmaxgMF0zBUCG6T1ryiIcQ8W475BEAQRBmyHRreGghJErxFVZbyxVm4++Gr1euuhVHS7h9aCKBMJ1i4SZzcJp+AUJitxVTM8JztVzf8HhQiroqIwlknh6uyqq/xgbKf/Nr3jo2mYJlzHfDxErX95IMp5GVHrga2y0qpgRH0KTtlcCfGYinhbZ6SwvW8eUDkHQRBEd9Fs27rNAwEJGgTBhGJZg643rmipYU3WTRTLwUJyWE/sRZhI8HKRSG3/CFtKQWYwDmOl5JrsBFnBFGVVVATu3j+Mq2+uwl6qR/3r3fuGfe/Tav3bfsy7fZInynk5PpoGTLgyL272KTiJ8r550MvlHKwDwwmCIMLA3FK95Pa5iwsYcpRHP/S2vVs+FhI0CIIBK/lKqzVZqiuXzsC/zcJjYi/CAzUPF8mpc3Poi6noi6mIqLKdXRAmZwqPFUxaFWXHzGIBI/19rsltkHKBXp3kiXJeWoJTHyPByekUczpywva+AT5ZS71YzsEjMJwgCCIMWPnlZrdmaBBEL2JZkyVJYnJx85jYizCR4OEiEcGZcnDfCKbm8zj50iwKpRpS8QgeOrw30ENvr06YeZDNlWxRrHV7uHJyRECUwGMe42x3hoXNKQaIk7UkQsC1KGWeBEEQm0VqfIKFQM8gQYMgWDCWSWJyzt0ubyyT9L1PHpNwHg/orB8qebhIRHCmnJ9cwtlLWaQTUaQT9eyVs5eymNiVDjwp68UHZxHOy15GlMBjluN0OsXat4fpGj11bs6zhXSYximK6CKCmE4QBBGEMHSaJ0GDIBhw/OhES+ikqtatxMePTvjeJ68JFMsHdB4Plb1aekEreewQ5bwk2CHC9cNrcss6o2F6Id9SLmm1l5XC8NTaQITjDZAQShBE92K1NZf9tv5iCAkaBMGAg/tG8KmHD+DUuTnkilUMJoM/VIowgeLxUMm79CJXrGJ0KHz2ZN6TnTDbslnD67y09hHmMgkeiBBqmM2VPF0FYVoJ5zG55ZHRYGUMtVPVdH+D5IAozgcRPscJgiD8YLVrlUMgdpOgQRCMYVVLJkL+AY+HSt6lF5lMGtmsuzxou+E92QHCa8tmDa/JjihlEiwRJdQwqiqYzRft15arYNCRvO4HloITj8ktD/EuosodtvtrV8uDzGAcU/N5V8DqxK50oP3yzGEJq5hOEAThB8MkhwZBdBW8HvrDnn/AYxIuipWYNaJMdnjB0gUgis371Lk5lCqaa1IWpuMjzjnUQUkOoDCzFpx4iNQ8xLvx0TRME67zctxnu1oejO1M4RdXrtmvNc1ALl/BWID7Je8clrCK6QRBEH6wSk4UEjQIojtwhqjpuglFkUIXosYDHpNwUazErBFlssOD85NL+PsTF5Ffr8EwTciShMtv5PC7x+/09f552bxZr95OL+SRa8sqyOUrmA6BfdNClHOoqhkYTMdck/Cq5l/Q4FW6xPIzgYd4Z7WrjTNqV8uDmcUChtIxpm2UxRHvCIIgth8qOSGILmN6IY+ltTIMw4QJQNKAak0PVYiaBctJGY9JuCir6zwQYbLDgx/85FWsFqr1F1L9Q3K1UMUPfvIqDv5eOFbCeazedsoqqAXMKmB5jYtyDmUG4zA8JuFBximCmMNDvBOl3JF1G+VsruTpmArT8SYIgggL1jOM2qFMcSshQYMgGLBe0qDrjZVAqe5y1nUV6P1FAAAgAElEQVQTxXIt0H5ZrwjzmJSxnoRTiBo7RPlbzi2tb2r7RmB9Xm5lVkE0QFbB+cklu+OSphtYWClhaj6PTz18IFRuF9bwGKcIYg6vjIZeLHeMqjLecCxMaJqBak3HUCoaYKQEQRDdSbmqIaLKVHJCEN1CVdObFdwOh3O15n+llYf44CyNcdp0g0zKeIaohXV1UBRE6cxhdsg56LR9O+CVVQATruvx5gBZBSdOT2HZY1J24vRU4NyHMIca8uiOxEMk4dHVphczGngcm2LZsTCB+kd5fWFC871PgiCIbqVc1dEXDUdYNAkaBMGATqUlQUpOeKwITy/ksdJWs7+Sr/geJ+8QtV6DbwtPNuIAj2Oe7IugUHK7mZLxiL9BcoBnVkG7bT7IpGxqoeA5KZta8J8twGPCzMN9xro7EmtBUISuNqLAQ6xdyVegKFKzdBT19H7nZyZBEARRX3Cq1HSkE+F4TiNBgyAY0EkPCBKhwWNFuFPNftVnzX6vh6ixnJTxmOzwcvl02u53n++/7yY8eWqyOZGQ6hOJ9997k6/98UCUrAJNMzylK63Dtb8dsC6LAbbiXhRcEOz1+yVrRBG+WXZwIgiCCAPVmgHTBGLRcEgJ4RgFQQiOlfS70e0bgceKcKea/YjPmn0RQvN4wVos4DHZ4dEWlMcxf+TIBADg5EuzWC9rSPSpeOjwXnt7GOBVvsN6UibLkt1KrX17WDhxesqzu4vfshiAz3nJ+hrv5fslADx1ZspVEhSma3woHcVstpnbY7mbhob9Z2jwaulOEASxnZSr9YVQKjkhiC5CVWTougnDdFhVJQmq4j/5l8eK8PhoGqYJ1wR33GfNvgihebxgLUDwSNjn0RaU1zF/5MgEHjkyEeocABFWhPuiiqcTK8hDB+sV5plscVPbN0JmMI6p+bzr+pnYlfa9T9bXeC/fL586M4Wnnp2yXxfWa/brsIgayb4oFLlU/xw3G04xSUIy7l/QIFcOQRDdiNX0IBELh5Sw/X1WCKILGMskIct1ASOqKlAVGbIsYSyT9L3Pg/tG8NEH9+P/Z+/ew+Oq7nv/f/ZcJI0uZmR7LAvLFxkwGIy5hEshDhgSQ1LT3EhO0ibhaZNf2qYJDW1zPyFJC829aZr0Qn9tcn45gZwkLTkhDb2QkACPwSWE2BgZMBBkgWxJlmXJnpFGGs3M/v1hJMuWBPbMWt57zX6/nuc8z9HGmS5pz2191nd9V1trSjHPU1trStdfubrqJnep+oQy6ZTaFzUpk04pVZ+oOCSZ738XthMQbBgcyWt8oqjBkbz6hkZn/FxZAFGXiGkkO3F4a4B/JHyoS1QePtg4FjTK99wFjQ0JJWKeYt5UsColYp4aGyrb5zq1wjwwnJfv+9MrzF3dQ2YHXqWOJc1zvn46llTeYNV0RUWUXzv3bdtzQteDUCiW1NyYPNxTyjvcA6u5ManCZOXbtaJelQOgNh3MFSRJp4TkFKhwxCqA4zZfvmp6T3ip5CuROLw6uPnyVVU9rukVYdNl866cojHzMU2tMtcl4tqTPbKiPNVgNd1SX+Ejmm/EYuNYUE6hCbeVbS0aL5SUG5uUL1+e56mpsfIqLBsrzB2ZZnX3HZp9vYrwoXdfTq0t9bNOjOndV3kzVNMVFVF+7czV9FeSRue5HoS6RExj40XFY57iL74fj40X1dYavoo2AAjSwdEXA40mAg2gZqzrXKR3XrNm+mjDdFN4G3/ZCElMPp7t5pjm9jHP0x+lwqNGC8XSnBOyalYHbRwLKrmx9SKqOpY0a/sz+4+alOXHixWHBTZWmDdfvlLfvPtJZccmVfZ9xTxPLY1Jbb5sZcWPOThy+LSYY0+MqWacthrBRvG105xKKjcW7pOMJE9l3591ykk1obKN5xAABO3Qi4HGAgINoLbYONrQBaYbvdlqjmn6MQvFstIt9bP27BeKlQUaUyt5x07IwnYsKMLNdKWCrRXm+mRchbry9Bjrk9U1FrMxThsVFXaPZg6vjRcsO6qHxszrlTL9txwZnft41qnS6krMfA6NjBbU1hqdew6gdh0cnVBTQ6KqXoEmEWgAqJiNRm82VoRtPGYmnVJ5OK+UoQDClWNBYZbpSZnpSgUbz8stO/rmHGM1AaOtlXCTFRU2qs9cMfMko9H8pJqqDL9t/C0ni2XFPE+x+NEVGZUeaz4lqosdAGpTYbKk/ERJpy6uvE+gaQQagCFRPGv+pRq9VfpF1cZKq43HND2BcuVYUJhjY1Jm+rQPGyvMNgJGF8I7l068sHHE6tRJRibY+FuaPtYcAGrR0KHDn9XpkDQElQg0ACOieta8jUZvNlZaXal+IHyIli07+jQ+UZy1PaSqhpsv9tCYMn3ah4G+D6ZWmG0csTpznGHlyokXto5YNVmNZONvafpYcwCoRQMHDr//ti1sDHgkRxBoAAa4tPJmko1Gb7aCgqnHNLmPOewTKFtc6APgwhh7BrIazh7Ztz91Uo5XRRNCG6d9mNaxpFm/enpwuvlisVhWYbJU871dXDnxwkblnelqJFtVdwNzbCOs9eclAJyIgeExSdKS1lTAIzmCQAMwwJWVN9NsNHqT7AQF7GM2o6t7SHfc8/T0hHlgOK+e/qzecc2a0AQGrvQqmCzOfYJNNXv2bZz2YXo73c7nDsx9vfuAsS0JYeTKiRc2Ku9Mh/6uVN0BQC0plcvaPzKu1pb6qpt5m0SgARjgysqbaaYbvdkUxR4nNtz9UM+cVQV3b+0Jzd/TlYopG3v2Tb8X2dhO1zuYm7P5YrVVJGGvynFlwmyj8s506E/PIQA4+YYOjqtU9tUWouoMiUADMMKVlTcbTDZ6s8VWjxMbjfPCrndw7klnmLY0uFIxZWPPvun3IlfCIVeqclyYMNuovLN1rG7Y/5YAUEvC2D9DItAAjFjXuUi7+7OHKxXGi2pqSGjjBcv4shUSNiZlthrnuaDs+9P9DzxJsVjlPR+mmKygsdV00jQbe/ZNr1wPjuSnG5eWSr7icU8tqWRV4VBHpkndfbO3fXVkKj8CzpXgxQU2Ku9cCf3DXuUDAEHqHRyVFK7+GRKBBmBEV/eQHt01qJbGOi1c0KDJYlmP7hrUqqUtfBmqgOkvlTZW7G00znNBa0u99rz4gSZJvqRSyVfrwvqKH9N0BY2Nkz5scKFsvi4R157s4fvted70FqN0S+X3e/Plq3T7PU/PCpw2X76q4sd0pSrHFaYr71zYbuNKlQ8ABGFsfFKDI3m1taZmLcQELVyjARwV5dVB0+GDjaaTNsqdbTTOc0FTQ0LxmKey78v3Jc+TYp6npobKP05Mv35cOOljSvjL5v15Ls9z/Tis61ykd16zxujkNqp9jFwS9ue6rc9x+jcBqAU9/Ye/Q61sD1e1q0SgARgxOJJXfqKo3Iyy7OYqy7JdYGNFy0bTSRvlzjYa57mgUCxr4SkNs1bXC8XKJ7imV9dtnPQhuVOObnKchWJZ6Zb66fe2RKL6+y2Zn9y6sqUhysL++rFR5WOrfxMAnGy7+w9vFV3ZRqAB1KS6REx7XpyET5Vlj2Qn1NpcF/DI7LKxomWj6eTMcueR0YLaWqv/Mm3ryNqwy6RTKs/R96GalXDTq+s2VutdKUc3Pc6Z9zuZiE0fNRu2ygcXtjTYYqMCwEblXdhfPzbeN6JcvQmgdpx32mL97//cpTOXp/W6S1cGPZxZCDQAI+ZpiuhV3ywxzFzatz61IpzJtGhwcHZDwhPl0pG1JtlYCTf9mBvWtx+1bWlqy0k1Y9yyo2+6OebMxwzbxMT0BMqlyoewb2mwwUYFgI3wwcbE3nToYuO57tJnJADM55e79kmSLl67JOCRzI1AAzCgUCxN79kvlf3pyU5hshz00GYx+SXQxoqWjRMQJDurmC4cWWuajZVwGxU0x26IqG6DhNQzkJ1zK5QXstDS9ATKxr1xiY1KBZOPZyMosPGYM0/LmRkIVvq8tBG62Hhvo7cLANf5vq8tO/oU8zy9Yk0m6OHMiUADMGDqS0tDyMuyTX8J3LC+fc7TCqpZ0bJxAgL7mM2ysRJusoJmy44+peoTs7bFVDMhm3pNH6tQLFX0eLZk0in19GdnTRxXVnFkrenqJleYfr+0MQm3cayujaqCmaflSKr6tBz7WzmqjUAPc6nCCQDmsm84rxf25XTRWUt0SnPlJ5zZFAt6AEAt2LC+XfmJogZH8nphIDfdJDRsX1pe6ktgpY5dn652vXrqBIR1nQu1bHGz1nUufPFnO6uYta6re0i33dWlW771iG67q0td3UNBD8k6GxOyZGLuj8tkIl7xY9rQsaRZw9kJFYtlyT8ycexY0hz00Jxj+n3DxvtQXSJ+5H7ryP2uS1b+9S6TTs1zvZqA3uxpOTYbeA4M51X2jwRO1bxnrutcpOuvXK221pRiMU9trSldf+VqgnQAznjq+RFJ0qsvDG+POCo0AEO8Y/4/4SpEP8z0l8AtO/rmPE2i2lUy0xUAruxjtlHePrPaZWA4r9392aoDorCzUea9sq1Fvq9ZlUMr28IVFPTuy02fSjJznGE8sjbsbJy+Y/LxDjN/rK6NqoKZp+WYOB3JpQaeUa1wAuC+sfFJPT+QVUemWWuWp4Mezryo0AAMmJrYZ9IpLV/SrEw6pYb6ROgqADLp1HQlSd/Q6HQlSaVfAl0JCuysOJplY3Xw7od2a+SY1fqR7ITufmi3uYGH0HwTr2obl6ZefI23L2pSJp1Sqj4RuiqswZH8nOMM22vSBabfN2y8D00FBYkXK4gSiZjSLfVVHat7VFWBZ6aqwPTvbuM17srnGQCcLLteOCjfl15zUUfoeobNRIUGYMBUMJCbsY+5ucp9zDZ0LGnW9mf2T/88NcHtqPBLoCsNz2ztYzZZUWHnCNzRE7peK2w3Lg3zsaC2jqw13VDXBTZO3zH9PmTrWF3TVXKmP3tsNfDc3Z+dVUWyqor+MwDgqlK5rGdeGFFdMqZLz24LejgviUADMKAuEdOeF09A8Dxv+staa3NdwCM7Wu++3PRpLDMbBlZaju5KwzMbJzWY3s7B6qAtZpr7SW4cC2q6UW+UG+qanjTbmIS78h5s+rNHCn/oAgAue7b3oMYLJZ3T2ar6ZLj6hR2LQAMwYp4yrJCVZw2O5OfseWHiSMcwr1pL5vcx3/3Qbh04NK5y2Zevw19+C5Ml3f3Q7op+fztH4Daru+/Q7Os13iDSxmkSLjHZqNf+aRLmmO5BI5mfNNt4PCn8x+raauJp8n7bCF0AwEWlUlmP//qAEnFPZ69aGPRwXhaBBmBAoVia/iJUKvvTX4QKk3Mf9RgUu1tEzK2Eu2D3QE6l0pHf2ZdUKvnaPRCeapfNl6/UHfc8PesL+ubLVlb8mC5waRJumunf3ZXKoSiHWC40nTR9bKutI3BNBv4A4KqnXziosYmizulcqFR9+OOC8I8QcMBUUNBgeB+zaaYnzVGeREwdk3i811+Orb4P77hmjfEKmh9v3a37tu1RLj+p5lRSGy9YpusuW1XVY5rkyiRcMr/K3DOQ1dAclUOVNvOa2VdgZn+gsPUViHKI5Qazp7HYuN+u9IQCAJuKpbIef25Iibinczpbgx7OcSHQAAxwZR/zus5F2t2fnTUZDVMjS1ckEjEVCqVZ15OJyg+PstujwUwFzY+37taPH9w9/XNubHL657CEGq5MTGwEgmP54pyVQ6PjkxU93sy+AjP7A4Wtr4ArIZaNbTEuMH1sq437vWF9+5wVbWH7HAcAm556fkTjhZLOPW2RGurciAo4thUw4Khj7mJmjrmzoat7SI/uGlRLY53aFzWppbFOj+4arPhoUFcmETasamtWPO4dbpPiHW6XEo97WtkWnv4UNo6CvW/bnhO6HgQbRzra8FKBYKUKxdkhmyQVJue+/nKm+gokEjHJOxzktbbUh66vQFSPZnbF1PHBxx4nHKYjcKXZsW+0NlICiLrJYlk7nzugZCKms1e5UZ0hUaEBGOPCPmbTFRWurITbsPnyVXOeJrH58lVBD22ajQqaXH7ulf7Rea4HYWYl0mh+Uk1VViLZYiMQTMRjKpV8lX1fvn84aIt5nhLxytYvZvYVmLmdLmyhpQur61GuaDN9+o6N+71lR59S9YlZ+8WjcH8AQJIef25IE5MlnX/6otCfbDITgQYQIaYnUK5stbFhXecivdNCfwqTbEyYm1NJ5cZmhxdNqWTFjykdKcUfzhXU2lxX1d9yZiVSS+Pho5Mf3TWoVUtbQnV/MumUevqzsyZlK6voT9GRaVJ3X1axY8426cg0VTxGV0LLsK+u26poM/nascnk6TuS+fsd5YpDADg0WtAT3QfU1JDQ2Z3hP9lkJgINIEJMT05cWQm3xXTPC9P7621MRjdesEw/2tI93XTSkxSLedp4wbKKH3NmL4lkIlZ1LwlXVsJn9qeQjpz88MqqTrYxWznkSmjpwuq6jdej6deOLVt29M15gkil98fG/XYpvAMAk3zf1y+e3KeyL1101pKKqzqD4tZoAVTFdG+BmSvhSw305Jj5uLfd1aVbvvWIbrurKxJ7zG3sr7fRS2LV0hY1pZLTp2Z4nqemKk+9MN1LwpWV1t59OaWP6U+RrrI/xVTl0LrOhVq2uFnrOhe++HNlkzxX+gO5cM83rG9XfqKowZG8+oZGNTiSV36iWPU2iRO5HhTT98dWU9ATuQ4AteKFfTnt3T+q9kWNWhGiXnDHiwoNIEJMHw1qYyU8qkfB2vhb2jgKdsuOPtUn45qsK09XANQn41WN0/TkxJWV1sGR/JyrzNVOwk1XDrnQH8iVe25624ULQY5k/v7YuN823i8BIOyKpbJ++dSgPE+6eO2Sio95DxKBBhAxJic7Nr5Mu7JdwDRbExPTk9uegaxGshPTP08d49lTxQeg6cmJK9skXJmEu8CFe75lR9+cfR+isE3C9P2xdb/tHp0NAOGzs/uAcvlJnb2qVenm+qCHUxECDQAVs/Fl2pUVR9NcmZhMnXIx+3plx4JK5icnrqy0ujAJt8V0vxgX7rmNMNCV55Dp++PC/QaAsBvJTejx5w4oVR/XeacvDno4FSPQAFAxG1+mXZnYm+bKxCSZmLv1Ul2i8uO9jmouO15UU0Oi6uayLqy02pqUmQ4LTLO1rSzs99xGGDjzOTQyWlBba/ju9xRbW6EAACeuXPb10OP9Kpd9XXp227zf71xAoAEY4srReSbZmJDZmtiH/f64suK4sq1F8jXrqNFqmkjNbC67cEGDJovlUB6zaoONk3LC3oMmqtvKbISBkp0eJ2EPxQAA1dm5+4D2HxxXZ3uLVrRV3tg9DAg0AANcOTrPBhurbpLZiX1X95DuuOdpZfOTKpV87Yl76unP6h1VnP5ggwsrjhvWt2tgOD/r+EVbJzWE/e8RNi78LW1tKwv7JHxlW4smCiVlxyZV9n3FPE8tjdWFgTa4EIoBACo3kp3QY88MKVUf1yVr24IeTtUINAADXJhEuMT0xP7uh3o0/OLedc/zVCyWNZyd0N1be7g/J8hG4GRjghv2ye0U0+N0oQdNJp1ST392VpXPyiqO/nVhEt6xpFnbn9mveMxT/MXzTcbGi+pYEq5Ag88zAKhd5bKvBx/vU9n39RvnLFV9XXVVgmFAoAEY4MIkIsp6B3NzX9839/VaYmNibzpwMt03xYXJrWRnnDbCAtOmJvZTpgLGV9Z4lU/vvpzSLfXKzbg3zalk6N6Hovx55koQCgCV6uo+oKFDE1p96gItD1mgXil3u38AIZJJp+a5XtuNLBFuXd1D+ubdT+rRXYPa3Z/Vo7sG9c27n1RX91DQQzvKfNtVKt3G8lKT2zCxMc6OJc0azk6oWCxL/pGwIExVAFMT+0QiJnlSIhFTuqW+qom9C5PwwZG8UvUJZdIptS9qUiadUqo+EaoxStH9PJsKGAeG8yr7RwLGsL1fAkCl9h8c145n9ytVn9DFa5cEPRxjCDQAA0xPyGBWR6bphK7Xiu//7FkdzBVULvuSf7jM8GCuoO//7Nmgh3aUdZ2LdP2Vq9XWmlIs5qmtNaXrr1xd8cqozR4Nt93VpVu+9Yhuu6ur6omOjXH27ssp1ZBQqexrslRWqewr1ZAIVRWAjYm9C5NwF8YoRffzzJUgFAAqUZgs6YHte1X2pVeeu1T1Sfe3mkwh0AAMMD0hg1mbL181PckrFEvTk7zNl68KemhW9Q2NndD1MPD96h/DxsTRxuqtjXH2DGSVHy8qHvOUjMcUj3nKjxfVM1B5oDEV5PzpV+83EuTY+L1dmIS7MEbpmM8zLzqfZy5U+QBAJXzf13/vHFAuP6lzVy/UqYtra0GPHhqAYSYmZDCvIRnXZN3hFet4zFODgWQ67Put/XmejPNdP16mf2/TpwTZOPrXRo8GG+OcLJbnuV6q6PGmti3NPJnj6RdG9O7Na0P1e7tw7LELY5ziwolLppnu5QMAYfFM70Ht7s8qk07pvNMXBz0c4wg0AANsHdsa9gmzK7bs6FNDfUIN9QklE7HpSV81k1EbDR1N3++mVFK5sck5r1fKxu9tOixw5SQWG+NMJuYuvKxLVBbgTW1bkiR5R29bWveeysZpa2LvwiTchTFGlY2gDQCCNpyd0CNP7lNdMqZXndeuWMwLekjGEWgABthYvXXlpAYX2JiMmr7nNu73pouX64cPPKfyjIKMmHf4eqVsPNcHR/Ianygqm59UqeQrHvfUkkpWHRaE+SSWKabHubKtRfI165STFW2VNQW1tW0pqhP7H2/drfu27VEuP6nmVFIbL1im6y5bFfSwILcqaADgeEwWy3pg+16Vyr6uOP9UNVexoBVmBBqAAS5MmKPMxmTU9D23cb9XLW1RqiGhsXxRviRPUqohoVVVHOFp47lel4hrT3ZUkuR53vTJHOmW+oof03S1iyurtxvWt2tgOK+G+sSs65WwtW0pin68dbd+/ODu6Z9zY5PTP1cTakw914dzBbU21zEJr0JUgzYA7tt4/rKjfvZ9X//84yd0cLSg17yiQ7+zaU1AI7OPQAMwwIUJc5TZmIxm0in19GdnrYSvrDAsmFmlMPPxqrnfdz/Uo8nJ8lHbECYny7p7a0/FX9oz6ZR292eVmzHO5lSyqpBEmmdyXOGk2Ua1iyurt6bH2dSQVC5vdtuSLWHfonfftj0q+77KZX86YIzFPN23bU/FgYat7Y4AALf99Je92rpzQKtPXaC3XnV60MOxikADMMDWhDmqDcpMT0xmTvJGRgtqa63+MTuWNGv7M/unf56qKnhlhfd8ZpXCzMerpkqhd3Duky2qOcJzrt97JDuhjiqe64ViWemWeuVe3HKSSBwOSQrFygINW9VNrqzemhznpkuW60dbuo9Mwr3Dk/Bqti3Z4MIWvUOjBZVKR57TvqRSyVd2dHZgdLyo5DMr7KEYAByPJ3uG9b2fPatTmur0/jedO29/rVpBoAEYYGPC7EqJu2m2JiZTk7xMpkWDg9mqx9m7Lzc9CZ9ZqVB5WGC2SsGW3n05tbbUz6okqSYkyaRTKg/nlTqmaWul4R3VTeZMVQ7ct22PxsaLamxIhLLvgwsT+5jnqTTH69yroj8bz3VzXAjFAODl7D+Y1z/8sEueJ/3Rm9aptYqFMVcQaACGmJ4wu1LibpoLExPp8EQiVZ9Q6pheBZVOJGZWKcwMSCqtUpCkjkyTfr330KwS945M5eePD47kp0+MOfp65RMo0+FdlKubbLjuslW67rJVxt7bbLCxZcu0xlRCB7OFOa5Xvn2H57o5rnz2AMB8CpMl/d0PupTLT+pd16zRGR3poId0UhBoAE4I1yq9Ta6sOJqeSMysUjDxeJJ0zupFembPwelTTnxJ8n2ds7ryL+c2JlCmK5xsVTdRjh5eNrZsmbamI61dL4woNzapsu8r5nlqbkxqTccpFT9mVCv5bHDlswcA5uL7vr71n7vUM5DVq9a3a+MFy17+f1QjCDSAkHKl/NX0JM+VFUfTEwkbE5Odzx1QzPMkb0aFhudpZ/eBircM2JpAmaxwslHd5MrrMbrCv2Vr6gSadHP9rOuVsrHd0RVR/ewBgLn81y9e0Nad/epsX6B3XrNGXjX7GR1DoAGElAvlrzYmea6sOJqeNNuYhPcO5hTzPMXiR3+oVdPvwpWtUKYbeLrweowyG1u2TLP12jG93dEFUf7sAYBjPT+Q1f3b9irdXKcPvPlcJRPxoId0UhFoACHlQvmrjUmeKxNmyfykOYqnaLjChddjlNnYsmVDFF87NkT9swcApgwdHNeWHX1KJmP64FvOi0QT0GMRaAAhlUmn1NOfndXkbuXSlqCHNm1wJK/8RHHWqmi1kzy+9JvRkWlSd9/sFdtqmoJGFeXo4cbqerTYChj57AHgktH8pH72q14VS75ufOO6UM0RTiYCDSCkOpY0a/sz+6d/nmpy98oQfUGvS8S0Jzsx/XOxWNZIdkKtzXVVPW5Umy+a/r03X75Kt9/z9KzAafPlq8wNOiKYMIebrdX1qL4XhR0BI4ComyyW9bNf7VF+oqSLzsrogjMyQQ8pMAQaQEj17svNuSe8mv4H5s3TcKiKRkRRbb5o4/de17lIG9a3675tezSaL6uhLs4kr0KUo4ef6dX1qL4XuYCAEUCUlcu+Hnhsr4azE1qzPK21K1uDHlKgCDQAQ6YmecO5glqb66qe7AyOHN4Pfuye8GpLak1ORgvFklpb6mdtiylMliseX1SbL9r4vbu6h/TorkG1NNappfFw1cyjuwa1amlLVY8Z1Uke5ejREtX3IhcQMAKIKt/39chT+7RncFTtixp1ydolkTrRZC4EGoABMyd5yUTMyCTPRkmt6cno1BgbDDbii2rzRRu/95YdfTqYm1B2bFJl31fM89TSmKxqQsYkD1ER1fciV9gIGKNYfQbALV3PHdCu50eUbq7Tleefqlgs2mGGJMWCHgBQC7bs6FN+oqjBkbxeGMhNN8ucb/J3POYrna2mpHABhQoAACAASURBVPalJqOVsDHGTDo1z/Xa3htt4/d+undEB3MFlcu+5B8uUTyYK+iZ3oMVPyaTPERFJp3S+Ivv631DoxocyWt8oljz70VRNRX4DwznVfaPBP5d3UNBDw0AJEnP9h7Utmf2q6khoddctFx1yWgdzzofKjQAA3oGshp5sTmm53nTzTF7qigBs1FSO/WF/NgtIpVORm2M0aW90SZX82z83mP54pzXR/OTFT8mzfgQVqZX111ozAxzqD4DEGa9gzlt3dmvumRMr76oQ40NTOOn8JcADJgszt0zYrJYMvR/wTfyKHWJuPZkR6d/nvqCnq7izGrTZb+u7I02vX1nXeci7e7PvtjAc1JNqaQ2XrCsqt+77M/9vClX8XRyKXBCdNjo7eJGY+boMh1gUX0GIKz2j+T1wPa9inmerr6wQ+nmyr+31yICDcCAZGLu3Vt1icpLwew0X5xnJjvPxDcoLjRfNL2aZ6OB54KmOh0aPbzlxNfhM2liMU8LmpIVPZ7kVuDEXvjomNr2d2z4UM3quq3GzKheV/eQ7rjn6elqw4HhvHr6s3rHNWtC1bcKAKp1aLSgex/do1LJ18YLl2lJ69xblKOMQAMwYGVbi+RL2fykSmV/eivHirbmih/TRkPHQrE854pjoRiuQMMFplfzbEzINl6wTD9+cLdicW/W9WqEPXCydRKLKyGJK+M0aea2P0lGtv0xwQ2vux/q0fAx93s4O6G7t/aEatsfAFRjbLyon/6yVxOTJf3GOW1avqTyeUUtI9AADNiwvn36tI9kIja9BaWaL0LP9B7UwVxh+ueyX31Dx0w6pfJwftaKYxS+oJs+VjeTTml3f3ZWALFqaUtFj2djQnbdZaskadY2lqnrtcrWEbguHFfryjhNs7HtjwluePUOzr3tp5rtQK5UnwGIhvFCST/55QvK5Sd13umLtGZ5OughhRaBBmDAzC9CI6MFtbVWvyo6X+PGaho6RvULuo1jdedqGDiSnVBHhX9LW31YrrtsVc0HGMeydQTufNfDNOFxZZym2dj2F+UJbhSrfKTwV58BiIbJYlk/e7RXB3MFrV3ZqvWn8b70Ugg0AEOmvghlMi0aHMxW/XjzNXT0q+h3EdUv6DYmeb37cmptqZ91YkylK4Q2JmRRZWOrgK2GgTQ2NGPmtr+Zr8dqtv1J0ZzgulDl05FpUnff7M/ZjkxTAKMBAHNKpbJ+/qs92n9wXKctW6CLzsrIq6JaNwoINICQWtBUp5HchMozFu5jMamlqa6qx43iF3Qbk7zBkcNbjBoMNQy0NSGLIhuVSDZCEhsTx6j2fZi57e/Y6zgxLlT5bL58lW6/5+lZW/42X74q6KEBQMXKZV8PPNan/gNjWr6kWZeds5Qw4zjMvSQIIHBrV7bKLx8+mWLq//nlw9dxYjLpuTtCVzPJM/2YG9a3q6E+oUw6pfZFTcqkU2qoTzAhq8C6zkW6/srVamtNKeZ5amtN6forV1c1GZvvPlRzf15q4lgpG+N0gY17HlUuVPms61ykd16zRus6F2rZ4mat61z44s/cbwBu8n1fW7v69cK+nJYubNQV57UrFiPMOB5UaAAhNVksa0FznXIzTjlpbkzO22vheEVxb7SNFfsN69vnXCGs9DGjuh3IFtOVSDbuj42JI88jad7jqXFcMumUevqzs6rFVlbY8NiWKFYbAqhNvu/rkaf26dd7D2nxKQ266sJlisepOzheBBpASA2O5JVurle6uf6Y65VPdlzYG22Djaat0uGqmZf6+UTxBT3cTN8fWxPHKD6PovreZsNcDY+HsxN6ZY1X+QBAEHzf16+e3q+nekaUbq7T1a/omLevGuZGoAGElOljQSU39kbbYrpp65YdfXP20IjC39IG08fquoCJozlRfm8zrXdfTumW+lmfPdUciQoAmNuOXw9pZ/cBLWhMatPFy9VQRzP4E0WgAYSU6WNBJTf2RruCv6U5No7VdQETR3N4PZozOJJXqj6hlKGGxwCAuXV1H9Bjzw6pOZXUpkuWz3rfxfHhrwaEVO++nBobEsrO6KHR0ljdZMfWSQ1R68khRfc0CRuiuroe5Ymj6fcNV/o+uID3NgCw76meYf1q16AaGxLadHGHmhqSQQ/JWWzQAUKqZyCrsfGi4jFPyXhM8ZinsfGinh+oPNAwfQLC1Mr6wHBeZf/IvvWu7qGKx+iKqJ4mYYON1fWu7iHddleXbvnWI7rtrq5QPidtnL7jAhvvGx1LmjWcnVCxWJb8I9t3OpZw7PGJ4r0NAOx6pvegfvHkPjXUxXXNxcvV0lgX9JCcRoUGEFKTxbLKvq9y2Zevww0nYzFPhWKp4sc0fQJCVFfWpWifJmFjdd3kirArDSJtnL7jAhvvG2zfMSfK720AYNtzew9pa1e/6pNxbbp4uRY0EWZUi0ADCKmy76tUOnL8oC+pVPLlV3kiockTEKK+b53TJMyEBaYn9raCNtNBTlQnjjbeN6K8fccGF97borrdEUBwNp6/rKr//aO79umhx/uVqk/oI799AdsiDSHQAEIq5nmKxzyV/cMhhucdvuZVezaoQey1jh4bYYHpY3VtbWGxUfXhwsTRNBvvG7wXRUtX95Buv+fp6YqcgeG8dvdn9c5r1kTu9QTADTt+vV+33bVTyWRMf/o/ziPMMIhAAwipZCKmWMxTTN4x18NznFNUS+ajzFZVjsljdW1MbqO8vco0G+8brrwXUVVgxt0P7dZIdmL656lTwO5+aDd/TwCh88TuA/rbH3QpHvN001vW67RlpwQ9pJpCoAGE1Mq2Fvm+Zu0JX9kWniZ3US2ZjzIXVsJtTG5d2l4V9kmzjfcNF96LXOnt4oLewdETug4AQXn6hRF97c4dknx94Pr1OnNFa9BDqjkEGkBIbVjfroHh/Kw94WFbcYxiyXyUubASbmNy60KQI7kzabbxvhH29yLbvV2GcwW1NteFLsiJOu4PEF3dfYf01X95TKWSr/e/6Vxe+5YQaAAh5cKKI6JnXeci7e7P6r5te5TLT6o5ldTGC5aF7nlpenLrQpAjsTUmzGz3dkkmYqENsEzryDSru+/Q7OshO6Y3qvcHgPT8QFZf+d52TUyW9AevP0fnn7E46CHVLAINIMTCvuIYdWEv7behq3tIj+4aVEtj3fS56Y/uGtSqpS01vcrsSsDo0taYqKG3izmbL1+pO+55WtkZWzJbUkltvmxl0EM7SlTvDxB1fUOj+qvvbdfoeFHv2bxWl6xtC3pINY1AAzDExoQsihNmV7hS2m+ajS/orqxiuhAwurI1Joro7WLu82xd5yK945o1BIwAQmffSF5f+j/blB2b1LuuPVOvPDdclZy1iEADMMDGhCyqE2ZXuLLyZjoUs/EF3ZW/pQtc2RoTRfR2Mft5RsAIIGwOHBrXl//PNo3kCnrb1afrqguWBT2kSCDQAAywMSFjkhdugyN5jU8UZ5U8h2nlzcYkIpNOqac/O+v3ruY8dVYxzXFla0xURbm3S36iOOvUrlr/PHPl/gCo3sHRgr703e3af3Bcb3xVp669ZEXQQ4oMAg3AABsTMiZ54VaXiGtP9sgRgcViWcPZCaVb6gMc1dFshGIdS5q1/Zn90z9P/d6vrOILepRXMW1sK3Nh5RpmzAywRkYLamsN59bEnoGsRrIT0z8Xi2WNZCfU43kBjso+V+4PgOrk8pP68ne3aeDAmF536Qr91uWrgh5SpBBoAAbYmJBFeZLnBn+ey/NcD4CNUKx3X07plvpZK629+3IVP2ZUVzHZVgYTpgKsTKZFg4PZoIczp8lieZ7rpZM8kpPPhfsDoHJj40V95XvbtWdwVK++sENv2XiavBoPa8OGQAMwwMaELKqTPFcUiuU5J/aFYngCDRuh2OBIXqn6hFL1iWOuVx6SRHUVk21l4UdjZjOSidic1+sS8ZM8EgAwZ6JQ0lf/9THt7s9qw7nt+u1NZxBmBIBAAzDAxoSMvfDhlkmnVB7Oz5rYh6mCZsP6dt1+z9OzQpdqQjFblUNRXMVkW1m4UUFjzsq2FsnXrN47K9qagx4aAFRksljS13+wQ8/2HtQla5fod193lmKEGYEg0AAMsTEhYy98eLlSQXPsR2u1H7Wu/N4uYFtZuLlSQWPjyHDTNqxv18BwXg3HBMC8bwBwUbFU1j/8cKee2D2s809frP/nurMVixFmBIVAAwAq4EIFzZYdfWqoT8yaRFQzIXPh93aFjQoamONCBY2NI8Nt4H0DQK0ol3390789oe3P7tc5q1r1vjeeo0R87m11ODkINACgQmGvoLE1IQv77+0S0xU0MMeFChpXqkgk3jcAuK/s+/pf//6kHnlqn9Z0nKIPXL9eSXoBBY5AAwBqlK0JmY1GiS6UzZu2ZUffrLNyfIVzMhpFLmyvcqGKBABqge/7+s5PntaDXf3qbF+gD771PNUnCTPCgEADAGqUjQmZjUaJrpTNm9YzkNVIdmL652KxrJHshHpoKhYKLmyTcKGKBABqwWPPDmnHr4fUkWnWn/yP82Y1hUdwuBMAUKNsTMhslLi7VDZv0mSxPM/10kkeycnnynGoYd8m4UIVCQC47sndw9rx6yEtSaf0Z287T82pZNBDwgwEGoAhUSyZR/iZnpDZKHGPatl8MjF3E7G6kO3H/fHW3bpv2x6NjhfV1JDQxguW6brLVlX8eByHao6NI8MBAEc8t/eQHnlqn1L1cf3p28/XKc31QQ8JxyDQAAzo6h6aPq2gVPK1J+5pd39W77xmTc1/sXRlpRVm2Chxj2rZ/Mq2FsmXsjNOOWlJJbWirTnooU378dbd+vGDuyVJnucpNzY5/XOloUZUK3JssXFkuA18VgBwzZ7BnB58vE/JREyvuahDS9KpoIeEOXDGDGDA3Q/t1kh2QsUXS8in9sLf/dDuYAdm2dRK68BwXmX/yEprV/dQ0ENzUlf3kG67q0u3fOsR3XZXVyj/jvOVsldT4m7jMV2wYX27GuoTyqRTal/UpEw6pYb6RKh+7/u27Tmh68cjqhU5UcZnBQDXDA7ndd+2vYp5nq6+cJlaW2p7kcVlVGgABvQOjp7Q9eMV9hUtVlrNcaUM30ZfjqiWzbvQdDKXn5zz+ug8149HVCtyoozPCgAuGclO6N5f9ars+9p4wTK1LWwMekh4CQQaQEi5MMFlpdUcl77w22iU6ErZvGlhbzrZnEoqNzY7vGiqoiEajSyjh88KAK4YGy/qp4/2qjBZ1ivPXarlS8KzDRRzI9AADOjINKu779Ds61W8CbowwY36SqvJChq+8COMNl6wbLpnxrHXK+VCZQrMivpnBQA3TBbLuvfRXo2NF3XBGYt12rJTgh4SjgOBBmDA5stX6o57nlY2P6lS2Z9u7rf5spUVP6YLE9wor7SarqDhCz/CaKrx533b9mhsvKimVLLqU06k8FemwKwof1YAcEO57Ov+7Xs0nJ3QmuWnaN3qhUEPCceJQAMwYF3nIr3jmjXTPQDSTdUf2+rCBDfKK62mK2j4wo+wuu6yVbruslWR2w4Ec6L8WQEg/Hzf138/MaC9+8e0LNOkS9a2yfO8oIeF40SgARhiugeAKxPcqK60mq6g4Qs/gFoW1c8KAOH3+HMH9GzvQS1aUK8rzjtVsRhhhksINICQYoIbbjYqaPjCD4RL2E+aAgBU59d7Dmr7M/vV1JDQ1a/oUDIRC3pIOEFWA43HHntMX/7yl/Xtb39bPT09+tjHPibP83TGGWfo05/+tGKxmP72b/9W9913nxKJhD7xiU9o/fr18/5bIGqY4IaXKxU0ACrjwklTAIDK7Rse09auftUlYnr1RR1K1bPW7yJrd+2f/umf9KMf/UipVEqS9LnPfU433XSTLr30Un3qU5/Svffeq1NPPVW/+MUv9C//8i/q6+vTjTfeqDvvvHPOf7tp0yZbQwWAE0YFDVDbXDhpCgCibuP5lZ26tf9gXrc88JwkTx98y3qtXUUTUFdZCzRWrFihr3/96/rIRz4iSdq5c6cuueQSSdIVV1yhBx98UJ2dndqwYYM8z9Opp56qUqmkAwcOzPlvCTQAhA0VNEDtcuGkKQDAiRsvFPX1Ox9XdmxS77xmDWGG46wFGtdee616e3unf/Z9f7pbbFNTk7LZrHK5nNLp9PS/mbo+1799Oa2tjUok4oZ/i/DKZFqCHgJegqn786td+/TTXzyv/qFRLV3UpNdcskIXnrnEyGNHGa+fcOP+hFeU7k1H2wL17c/Nun7q4ubQ/h3COi4cxv0JN+6PPU2NddbaB5zofSuXfX3+fz+iF/bl9LrLVult1661Mi6cPCdto9DMJ/Ho6KgWLFig5uZmjY6OHnW9paVlzn/7coaHx8wOOMQ4Oi/cTN2fY/dvP99/SN/8UZcOXrm65qsCbDbi4/UTbtyf8Iravbn4zMW6s//QrOsXnbk4lH+HqN0f13B/wi1K9yeI4GZ0rGDtsU/0vv3fB57T1sf7dNaKtN60YVVk7nstmO+5e9I6bZ599tl6+OGHJUkPPPCALrroIl144YXasmWLyuWy9u7dq3K5rIULF875b4Goean927VsKsgZGM6r7B9pxNfVPRT00PCiru4h3XZXl2751iO67a4u7g1q0rrORbr+ytVqa00p5nlqa03p+ggEygBQq37x5ID+7aHdyqQb9EdvOleJOIdO1IKTVqHx0Y9+VDfffLO+8pWvaPXq1br22msVj8d10UUX6W1ve5vK5bI+9alPzftvgahxZf+26WoKlxrxRfFIR05+QJTQJwcAakPvYE7fvPtJNdTF9cfXr1dzKhn0kGCI1UCjo6ND3//+9yVJnZ2duv3222f9mxtvvFE33njjUdfm+7dAlGTSKQ0Mzw41MumGAEYzNxuTW5eCnChO7F0KnAAAAPITRf3d/+1SoVjW+990rpZlmoMeEgyizgYIqQ3r20/oehBsbIvJpFPzXA9PkCNFd0uQK4ETAACA7/v6X//+pAYOjOm1l6zQK87MBD0kGEagAYSUC/u3bUxuXQhypOhO7F0JnAAAAH7yy179cteg1nScous3rg56OLDgpPXQAHDiwr5/28a2mKnf93BvinFl0g2h7E3hwpYgGzasb9cd9zytbH5SxVJZiXhMLalk6AInAAAQbc/0juhffv6sFjTV6Q/fuE5xS0fHIlgEGgAqtmF9+1F9JGZer0bYgxzJ3u/uAv9lfgYAAAjSodGC/uGHXSr7vv7w9eco3Vwf9JBgCYEGgIq5Uk1hQ1R/9y07+pSqTyhVn5h1vdZ/9yieaoPwm3peDucKam2u43kJIPJ839c/3/2ERnIFvWXjaTprZWvQQ4JFBBoAquJCNYUtUfzdo9o7JKqn2iDcZj4vk4lYqJ+XBIIATpZ7H+1V13MHtK5zoV576YqghwPLCDQAAMfNld4hpidPHFeLMHLleUkgCOBk6R3M6fs//7WaU0m9e/NaxTwv6CHBMjqjAACOmwun0ExNngaG8yr7RyZPXd1DFT9mVCtTEG6uPC+jesw1gJNrsljS//ujJ1QslfV7rzuLvhkRQYUGAOC4udA7xMaqtSuVKYgWW89L0xVONoIXtrAAONad9z+n3sGcNp5/qi5Ykwl6ODhJCDQAACck7L1DbEyeonyqDcLLxvPSxvYQ08ELW1gAHGtn9wHd88gLalvYqLddfUbQw8FJxJYTAEBNyaRT81yvfNV6XeciXX/larW1phTzPLW1pnT9lauZPCFQRz0vY2aelza2h5jeqsYWFgAzjY0X9c1/f1LxmKc/eP3Zqq+LBz0knERUaAAAaoqtagoblSmUzaNaU8/LTKZFg4PZqh/PRoWT6a1qrvQOAXBy/Ot9z2o4O6E3bOjUqqULgh4OTjICDQBATXGhz4dE2TzMmArFhnMFtTbXVf1ct9WXw2QgSE8bAFOe6hnWfdv3almmSZsvWxn0cBAAAg0AQM0Je58PyZ0jNxFeM0OxZCJmJBRzoV+MC2MEYF+xVNb/959PyfOk33vdWiXidFOIIgINAAACQNk8qmUjFHOhwsmFMQKw77Fn92vfcF7XXLxcq09lq0lUEWgAhpgu+wVQ2yibR7VshWIuVDi5MEYA9uw/OK4nuoeVSTfoTa9aHfRwECDqcgADpsp+B4bz8n1/uuy3q3so6KEBCCnTJz8gemyc6AMAYVf2ff33zn75kn73tWdxqknEUaEBGMBeeKA6Uaxwomwe1aKXBIAoevaFgzpwaEKrT12gtasWBj0cBIxAAzCAvfBA5Ww0NnQFZfOoxsxQbGS0oLZWjv4FUNsmCiVte2a/EnFPF67JBD0chACBBmAAe+GBylHhBFRuKhTLZFo0OJgNejgAYNX2Z/drYrKkC8/MqLGBqSzooQEYwV54oHJUOAEAgJcznJ3Q0y+MaEFjUmtXtgY9HIQEsRZggEtlv1O9CgZH8sqkwztORAcVTgAA4KX4vq9Hntwn35cuXrtE8ZgX9JAQEgQagCEulP3O7FUgKVK9ChBeNDYEAAAv5YV9OfUfGFNHpknLMs1BDwchQqABRAi9ChBGLlU4AQCAk6vs+9r29H55nvSKM5cEPRyEDIEGECGDI3mNTxSVzU+qWCorEY+pJZWsqlcBW1hgggsVTgAA4OTr3ntIB0cLOr3jFJ3SXBf0cBAyBBpAhNQl4tqTHZ3+uVgsazg7oXRLfUWPxxYWAAAAVGLj+cte9t8US2X9+9YeJeKe/uC3ztGiU+ivhaNxygkQKf48l+e5/jJeagsLAAAAUI37t+/V/oPj2njBMsIMzIlAA4iQQrGsdEu9EomY5EmJREzplnoVipUFGhy3CQAAABsmCiX920O7VZ+M67rLVgU9HIQUW06ACMmkUyoP55WqTxxzvbLEm+M2AQAAYMPPtvXq0GhB112+Sgua6J2BuRFoABFi+nhMjtsEwodGvQAA100Wy7rnkRfUUBfXtZcsD3o4CDECDSBCZh6POTgyrky6oarJjunHA1AdGvUCAGrB1p39Opgr6LWXrFBTQzLo4SDECDSAiJk6HjOsjwegci/VqJfXKQDABeWyr/94+HnFY542XUx1Bl4aTUEBAKgRNOoFALhu2zP7NXBgTJeds1StLfVBDwchR4UGAAA1IpNOaXd/Vrn8pIqlshLxmJpTSa1a2hL00AAAeFm+7+s/Hu6RJL320hUBjwYuoEIDAIAa0bGkWSPZCRWLZcmXisWyRrIT6ljSHPTQAAB4Wc/0HtRzew/pgjMW69TFTUEPBw4g0AAAoEb07suptaVeiURM8qREIqbWlnr17ssFPTQAAF7Wz37VK0m6ht4ZOE5sOQEAoEYMjuTVUJ9QQ33imOv00AAAhNuh0YIe3TWoUxc3ac3ydNDDgSOo0AAAoEZk0ql5rjec5JEAAHBitjzep1LZ18bzT5XneUEPB44g0AAAoEZsWN9+QtcBAAiDsu/rvm17VJeI6fJ1S4MeDhzClhMAAGrEus5FkqQtO/o0ODKuTLpBG9a3T18HACCMnug+oP0Hx7Xh3HY1NiSDHg4cQqABAEANWde5iAADAOCU+7bvlSRtvGBZwCOBa9hyAgAAAAAIxOj4pB57dr+WZZrU2d4S9HDgGAINAAAAAEAgHt01qFLZ12+c3UYzUJwwAg0AAAAAQCAefmJAknTp2raARwIXEWgAAAAAAE66kdyEnuoZ1mnLFmjxPEePAy+FQAMAAAAAcNL94sl98iX9xtkc1YrKEGgAAAAAAE66Xzw5IM+TLjprSdBDgaMINAAAAAAAJ9VwdkLP7T2ks1a06pSmuqCHA0cRaAAAAAAATqrHnxuSJJ13+uKARwKXEWgAAAAAAE6qx57dL0k677RFAY8ELiPQAAAAAACcNKVyWU/sHlbbwka1LWwMejhwGIEGAAAAAOCkGTiQ18RkieoMVI1AAwAAAABw0vTuy0liuwmqlwh6AABwMnR1D2nLjj4N5wpqba7ThvXtWtfJhygAAMDJ1jc0pvpkXGcsTwc9FDiOQANAzevqHtKd9z8nSUomYhoYzk//TKgBAABw8uQnijo4WtA5q1qViLNhANXhGQSg5m3Z0XdC1wEAAGDHvuG8JGnNitaAR4JaQIUGgJo3OJKf5/r4SR4JAABAtGw8f9lRP3/nJ09Lks5kuwkMoEIDQM3LpFPzXG84ySMBAACItl0vjCiZiKmzfUHQQ0ENINAAUPM2rG8/oesAAAAwb3R8Ur37cjrt1AVKJpiKonpsOQFQ86Yaf27Z0aeR0YLaWlOccgIAAHCSde89JF/S6R1sN4EZBBoAImFd5yKt61ykTKZFg4PZoIcDAAAQObv7D38H61zaEvBIUCuo8wEAAAAAWNczcDjQWEmgAUMINAAAAAAA1vX0Z9XSmFRrS33QQ0GNINAAAAAAAFiVy09q/8FxrVzaIs/zgh4OagSBBgAAAADAqp4X+2esbGO7Ccwh0AAAAAAAWPXCvpwkAg2YRaABAAAAALCq/8CoJKl9cVPAI0EtIdAAAAAAAFi1d2hMMc/TknQq6KGghhBoAAAAAACs6h8aUybdoGSCKSjM4dkEAAAAALAmO1ZQLj+p9kVsN4FZBBoAAAAAAGv6hsYkSe2LGgMeCWoNgQYAAAAAwJqBA4cDjbaFBBowi0ADAAAAAGDN/oPjkqTFpzQEPBLUGgINAAAAAIA1Q4cOBxqLCDRgGIEGAAAAAMCaoRcrNBa2EGjALAINAAAAAIA1Q4fGdUpzHUe2wjieUQAAAAAAK8plX8PZCfpnwAoCDQAAAACAFQdHCyqVfS1aQKAB8wg0AAAAAABWHBotSJIWNNUFPBLUIgINAAAAAIAVB0cnJEmnEGjAAgINAAAAAIAVB3NUaMAeAg0AAAAAgBWHxg4HGqc01Qc8EtQiAg0AAAAAgBVTFRpsOYENBBoAAAAAACumKjTYcgIbCDQAAAAAAFaMjhclSU0NiYBHglpEoAEAAAAAsGI0P6lkIqa6ZDzooaAGEWgAAAAAklWDhwAADXRJREFUAKwYGy+qkeoMWEKgAQAAAACwYnR8Us0NyaCHgRpFoAEAAAAAsGJsggoN2EOgAQAAAACwwvelxnoCDdhBoAEAAAAAsKaBQAOWEGgAAAAAAKypSzDthB08swAAAAAA1tRzZCssIdAAAAAAAFhTR6ABSwg0AAAAAADW1CeZdsIOnlkAAAAAAGuo0IAtBBoAAAAAAGvooQFbCDQAAAAAANbUseUElvDMAgAAAABYQ4UGbCHQAAAAAABYQ6ABWwg0AAAAAADW0BQUthBoAAAAAACsoYcGbOGZBQAAAACwJhFn2gk7eGYBAAAAAKyJx7ygh4AaRaABAAAAALAmToUGLOGZBQAAAACwJkGFBiwh0AAAAAAAWMOWE9hCoAEAAAAAsIYtJ7CFZxYAAAAAwJqYR4UG7CDQAAAAAABYE48TaMAOAg0AAAAAgDX00IAtBBoAAAAAAGsINGALgQYAAAAAwIp4zJNHDw1YQqABAAAAALCC6gzYRKABAAAAALDCI9CARQQaAAAAAAAriDNgE4EGAAAAAMAK2mfAJgINAAAAAIAlJBqwh0ADAAAAAGAFcQZsItAAAAAAAFjBlhPYRKABAAAAALDCI9GARQQaAAAAAADAOQQaAAAAAAArKNCATQQaAAAAAAAryDNgE4EGAAAAAMAOSjRgUSLoAcynXC7rM5/5jHbt2qW6ujrdeuutWrlyZdDDAgAAAAAcJ+IM2BTaCo2f/vSnKhQK+t73vqc/+7M/0+c///mghwQAAAAAOAEUaMCm0AYajz76qF71qldJks4//3x1dXUFPCIAAAAAwIng2FbYFNotJ7lcTs3NzdM/x+NxFYtFJRJzD7m1tVGJRPxkDS9wmUxL0EPAS+D+hBv3J9y4P+HFvQk37k+4cX/CjftjTyzm8feFNaENNJqbmzU6Ojr9c7lcnjfMkKTh4bGTMaxQyGRaNDiYDXoYmAf3J9y4P+HG/Qkv7k24cX/CjfsTblG6P0EEC77vR+bvC3vme+6GdsvJhRdeqAceeECStH37dq1ZsybgEQEAAAAATgQbTmBTaCs0Nm3apAcffFBvf/vb5fu+PvvZzwY9JAAAAADACSHSgD2hDTRisZj+4i/+IuhhAAAAAAAqRE9Q2BTaLScAAAAAALcRaMAmAg0AAAAAgBUeW05gEYEGAAAAAMAO8gxYRKABAAAAALCCPAM2EWgAAAAAAOygiQYsItAAAAAAAFhBnAGbCDQAAAAAAFZQoAGbCDQAAAAAAFZ4JBqwiEADAAAAAGAFcQZsItAAAAAAANhBogGLCDQAAAAAAFaQZ8AmAg0AAAAAgBVtCxuDHgJqGIEGAAAAAMCK971hXdBDQA0j0AAAAAA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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b09116f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,21))\n",
    "sns.jointplot(x=\"age\", y=\"income\", data=DF,size=15,kind = 'reg');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}