notebooks/analyses/RiskFactorsSanDiegoCounty.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore Risk Factors for COVID-19 for San Diego County\n",
    "[Work in progress]\n",
    "\n",
    "This notebook explores the relationsship between risk factors selected from the American Community Survey 2018 5-year estimates on COVID-19 confirmed case and death rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.dates import DateFormatter\n",
    "from py2neo import Graph\n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = None  # display all rows\n",
    "pd.options.display.max_columns = None  # display all columsns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Connect to COVID-19-Net Knowledge Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = Graph(\"bolt://132.249.238.185:7687\", user=\"reader\", password=\"demo\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Query KG to get Confirmed Cases, Deaths, and Population for Zip Code areas in San Diego County"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "metric = 'confirmedRate'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# start date for time series\n",
    "start_date = '2020-04-01'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get confirmed cases and deaths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "// get all zip codes in San Diego County\n",
    "MATCH (p:PostalCode)-[:IN]-(a:Admin2{name: 'San Diego County'})\n",
    "\n",
    "MATCH (p)<-[:REPORTED_IN]-(c:Cases{source: 'SDHHSA'}) \n",
    "WHERE c.date >= date($start_date)\n",
    "\n",
    "// get demographics for all zip areas\n",
    "MATCH (p)-[:HAS_DEMOGRAPHICS]->(d:Demographics) \n",
    "\n",
    "RETURN p.name + '-' + p.placeName AS name, c.date AS date, \n",
    "       c.cases*100000.0/d.totalPopulation AS confirmedRate, \n",
    "       c.deaths*100000.0/d.totalPopulation AS deathRate\n",
    "ORDER BY c.date ASC, a.name\n",
    "\"\"\"\n",
    "df = graph.run(query, start_date=start_date).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reformat data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <td>38.997558</td>\n",
       "      <td>48.956253</td>\n",
       "      <td>32.735605</td>\n",
       "      <td>37.963699</td>\n",
       "      <td>17.462674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.596112</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.858518</td>\n",
       "      <td>32.253977</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.657692</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>5.388512</td>\n",
       "      <td>49.657364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.686582</td>\n",
       "      <td>30.457447</td>\n",
       "      <td>43.337353</td>\n",
       "      <td>24.454362</td>\n",
       "      <td>37.807183</td>\n",
       "      <td>50.9684</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.471068</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.001920</td>\n",
       "      <td>24.703557</td>\n",
       "      <td>29.847034</td>\n",
       "      <td>44.129004</td>\n",
       "      <td>30.332540</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.436531</td>\n",
       "      <td>28.522533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.425021</td>\n",
       "      <td>35.606195</td>\n",
       "      <td>29.271862</td>\n",
       "      <td>37.096035</td>\n",
       "      <td>55.793193</td>\n",
       "      <td>28.709704</td>\n",
       "      <td>93.774796</td>\n",
       "      <td>63.679245</td>\n",
       "      <td>71.499098</td>\n",
       "      <td>42.063347</td>\n",
       "      <td>48.547460</td>\n",
       "      <td>22.316447</td>\n",
       "      <td>16.025320</td>\n",
       "      <td>12.321557</td>\n",
       "      <td>12.150668</td>\n",
       "      <td>46.999843</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.555835</td>\n",
       "      <td>21.616480</td>\n",
       "      <td>18.969483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.429009</td>\n",
       "      <td>13.711073</td>\n",
       "      <td>10.894670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.175084</td>\n",
       "      <td>26.034887</td>\n",
       "      <td>19.278967</td>\n",
       "      <td>349.65035</td>\n",
       "      <td>137.048881</td>\n",
       "      <td>13.606236</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.081967</td>\n",
       "      <td>31.685678</td>\n",
       "      <td>22.433414</td>\n",
       "      <td>34.007822</td>\n",
       "      <td>16.606698</td>\n",
       "      <td>7.683836</td>\n",
       "      <td>19.448064</td>\n",
       "      <td>0.0</td>\n",
       "      <td>148.920328</td>\n",
       "      <td>86.485387</td>\n",
       "      <td>35.955056</td>\n",
       "      <td>189.231034</td>\n",
       "      <td>73.005619</td>\n",
       "      <td>41.181638</td>\n",
       "      <td>47.169811</td>\n",
       "      <td>9.631437</td>\n",
       "      <td>66.474629</td>\n",
       "      <td>51.634756</td>\n",
       "      <td>50.148775</td>\n",
       "      <td>34.434564</td>\n",
       "      <td>57.530158</td>\n",
       "      <td>34.266623</td>\n",
       "      <td>34.926275</td>\n",
       "      <td>100.690023</td>\n",
       "      <td>33.824079</td>\n",
       "      <td>17.790429</td>\n",
       "      <td>25.010421</td>\n",
       "      <td>65.197996</td>\n",
       "      <td>64.446831</td>\n",
       "      <td>28.902927</td>\n",
       "      <td>51.255766</td>\n",
       "      <td>40.410320</td>\n",
       "      <td>29.065543</td>\n",
       "      <td>41.050061</td>\n",
       "      <td>48.956253</td>\n",
       "      <td>32.735605</td>\n",
       "      <td>39.771495</td>\n",
       "      <td>17.462674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.995680</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.858518</td>\n",
       "      <td>35.709760</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.795833</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-04</th>\n",
       "      <td>5.388512</td>\n",
       "      <td>54.623101</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.378481</td>\n",
       "      <td>33.971768</td>\n",
       "      <td>47.105819</td>\n",
       "      <td>24.454362</td>\n",
       "      <td>37.807183</td>\n",
       "      <td>50.9684</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.216247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.003841</td>\n",
       "      <td>24.703557</td>\n",
       "      <td>42.283298</td>\n",
       "      <td>47.806421</td>\n",
       "      <td>39.911237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.323837</td>\n",
       "      <td>38.030044</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.425021</td>\n",
       "      <td>35.606195</td>\n",
       "      <td>29.271862</td>\n",
       "      <td>37.096035</td>\n",
       "      <td>55.793193</td>\n",
       "      <td>32.811090</td>\n",
       "      <td>93.774796</td>\n",
       "      <td>70.754717</td>\n",
       "      <td>74.903817</td>\n",
       "      <td>46.269682</td>\n",
       "      <td>50.489358</td>\n",
       "      <td>22.316447</td>\n",
       "      <td>16.025320</td>\n",
       "      <td>12.321557</td>\n",
       "      <td>12.150668</td>\n",
       "      <td>52.222048</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.555835</td>\n",
       "      <td>25.939776</td>\n",
       "      <td>18.969483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.429009</td>\n",
       "      <td>13.711073</td>\n",
       "      <td>13.073604</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.175084</td>\n",
       "      <td>28.037570</td>\n",
       "      <td>22.033105</td>\n",
       "      <td>349.65035</td>\n",
       "      <td>137.048881</td>\n",
       "      <td>17.493731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.081967</td>\n",
       "      <td>31.685678</td>\n",
       "      <td>24.472815</td>\n",
       "      <td>34.007822</td>\n",
       "      <td>16.606698</td>\n",
       "      <td>15.367672</td>\n",
       "      <td>19.448064</td>\n",
       "      <td>0.0</td>\n",
       "      <td>148.920328</td>\n",
       "      <td>86.485387</td>\n",
       "      <td>38.202247</td>\n",
       "      <td>189.231034</td>\n",
       "      <td>73.005619</td>\n",
       "      <td>42.554360</td>\n",
       "      <td>47.169811</td>\n",
       "      <td>9.631437</td>\n",
       "      <td>66.474629</td>\n",
       "      <td>51.634756</td>\n",
       "      <td>50.148775</td>\n",
       "      <td>36.460127</td>\n",
       "      <td>62.923611</td>\n",
       "      <td>38.549951</td>\n",
       "      <td>37.963343</td>\n",
       "      <td>100.690023</td>\n",
       "      <td>33.824079</td>\n",
       "      <td>17.790429</td>\n",
       "      <td>33.347228</td>\n",
       "      <td>68.629469</td>\n",
       "      <td>64.446831</td>\n",
       "      <td>28.902927</td>\n",
       "      <td>54.459252</td>\n",
       "      <td>43.518806</td>\n",
       "      <td>31.487671</td>\n",
       "      <td>41.050061</td>\n",
       "      <td>50.914503</td>\n",
       "      <td>32.735605</td>\n",
       "      <td>39.771495</td>\n",
       "      <td>17.462674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.995680</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.858518</td>\n",
       "      <td>36.861688</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.348396</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-05</th>\n",
       "      <td>5.388512</td>\n",
       "      <td>54.623101</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.378481</td>\n",
       "      <td>33.971768</td>\n",
       "      <td>47.105819</td>\n",
       "      <td>24.454362</td>\n",
       "      <td>37.807183</td>\n",
       "      <td>50.9684</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.216247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.003841</td>\n",
       "      <td>24.703557</td>\n",
       "      <td>42.283298</td>\n",
       "      <td>47.806421</td>\n",
       "      <td>39.911237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.323837</td>\n",
       "      <td>38.030044</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.425021</td>\n",
       "      <td>35.606195</td>\n",
       "      <td>29.271862</td>\n",
       "      <td>37.096035</td>\n",
       "      <td>55.793193</td>\n",
       "      <td>32.811090</td>\n",
       "      <td>93.774796</td>\n",
       "      <td>70.754717</td>\n",
       "      <td>74.903817</td>\n",
       "      <td>46.269682</td>\n",
       "      <td>50.489358</td>\n",
       "      <td>22.316447</td>\n",
       "      <td>16.025320</td>\n",
       "      <td>12.321557</td>\n",
       "      <td>12.150668</td>\n",
       "      <td>52.222048</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.555835</td>\n",
       "      <td>25.939776</td>\n",
       "      <td>18.969483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.429009</td>\n",
       "      <td>13.711073</td>\n",
       "      <td>13.073604</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.175084</td>\n",
       "      <td>28.037570</td>\n",
       "      <td>22.033105</td>\n",
       "      <td>349.65035</td>\n",
       "      <td>137.048881</td>\n",
       "      <td>17.493731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.081967</td>\n",
       "      <td>31.685678</td>\n",
       "      <td>24.472815</td>\n",
       "      <td>34.007822</td>\n",
       "      <td>16.606698</td>\n",
       "      <td>15.367672</td>\n",
       "      <td>19.448064</td>\n",
       "      <td>0.0</td>\n",
       "      <td>148.920328</td>\n",
       "      <td>86.485387</td>\n",
       "      <td>38.202247</td>\n",
       "      <td>189.231034</td>\n",
       "      <td>73.005619</td>\n",
       "      <td>42.554360</td>\n",
       "      <td>47.169811</td>\n",
       "      <td>9.631437</td>\n",
       "      <td>66.474629</td>\n",
       "      <td>51.634756</td>\n",
       "      <td>50.148775</td>\n",
       "      <td>36.460127</td>\n",
       "      <td>62.923611</td>\n",
       "      <td>38.549951</td>\n",
       "      <td>37.963343</td>\n",
       "      <td>100.690023</td>\n",
       "      <td>33.824079</td>\n",
       "      <td>17.790429</td>\n",
       "      <td>33.347228</td>\n",
       "      <td>68.629469</td>\n",
       "      <td>64.446831</td>\n",
       "      <td>28.902927</td>\n",
       "      <td>54.459252</td>\n",
       "      <td>43.518806</td>\n",
       "      <td>31.487671</td>\n",
       "      <td>41.050061</td>\n",
       "      <td>50.914503</td>\n",
       "      <td>32.735605</td>\n",
       "      <td>39.771495</td>\n",
       "      <td>17.462674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.995680</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.858518</td>\n",
       "      <td>36.861688</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.348396</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "name        91901-Alpine  91902-Bonita  91905-Boulevard  91906-Campo  \\\n",
       "date                                                                   \n",
       "2020-04-01      5.388512     44.691628              0.0          0.0   \n",
       "2020-04-02      5.388512     49.657364              0.0          0.0   \n",
       "2020-04-03      5.388512     49.657364              0.0          0.0   \n",
       "2020-04-04      5.388512     54.623101              0.0          0.0   \n",
       "2020-04-05      5.388512     54.623101              0.0          0.0   \n",
       "\n",
       "name        91910-Chula Vista  91911-Chula Vista  91913-Chula Vista  \\\n",
       "date                                                                  \n",
       "2020-04-01          30.956835          24.600246          37.684655   \n",
       "2020-04-02          37.686582          28.114567          39.568888   \n",
       "2020-04-03          37.686582          30.457447          43.337353   \n",
       "2020-04-04          40.378481          33.971768          47.105819   \n",
       "2020-04-05          40.378481          33.971768          47.105819   \n",
       "\n",
       "name        91914-Chula Vista  91915-Chula Vista  91916-Descanso  \\\n",
       "date                                                               \n",
       "2020-04-01          12.227181          22.054190         50.9684   \n",
       "2020-04-02          18.340772          25.204789         50.9684   \n",
       "2020-04-03          24.454362          37.807183         50.9684   \n",
       "2020-04-04          24.454362          37.807183         50.9684   \n",
       "2020-04-05          24.454362          37.807183         50.9684   \n",
       "\n",
       "name        91917-Dulzura  91932-Imperial Beach  91934-Jacumba  91935-Jamul  \\\n",
       "date                                                                          \n",
       "2020-04-01            0.0              7.490356            0.0    12.001920   \n",
       "2020-04-02            0.0             11.235534            0.0    12.001920   \n",
       "2020-04-03            0.0             22.471068            0.0    12.001920   \n",
       "2020-04-04            0.0             26.216247            0.0    24.003841   \n",
       "2020-04-05            0.0             26.216247            0.0    24.003841   \n",
       "\n",
       "name        91941-La Mesa  91942-La Mesa  91945-Lemon Grove  \\\n",
       "date                                                          \n",
       "2020-04-01      12.351779      29.847034          36.774170   \n",
       "2020-04-02      24.703557      29.847034          47.806421   \n",
       "2020-04-03      24.703557      29.847034          44.129004   \n",
       "2020-04-04      24.703557      42.283298          47.806421   \n",
       "2020-04-05      24.703557      42.283298          47.806421   \n",
       "\n",
       "name        91950-National City  91962-Pine Valley  91963-Potrero  \\\n",
       "date                                                                \n",
       "2020-04-01            27.139641                0.0            0.0   \n",
       "2020-04-02            28.736091                0.0            0.0   \n",
       "2020-04-03            30.332540                0.0            0.0   \n",
       "2020-04-04            39.911237                0.0            0.0   \n",
       "2020-04-05            39.911237                0.0            0.0   \n",
       "\n",
       "name        91977-Spring Valley  91978-Spring Valley  91980-Tecate  \\\n",
       "date                                                                 \n",
       "2020-04-01            33.126686            19.015022           0.0   \n",
       "2020-04-02            37.859070            28.522533           0.0   \n",
       "2020-04-03            39.436531            28.522533           0.0   \n",
       "2020-04-04            47.323837            38.030044           0.0   \n",
       "2020-04-05            47.323837            38.030044           0.0   \n",
       "\n",
       "name        92003-Bonsall  92004-Borrego Springs  92007-Cardiff By The Sea  \\\n",
       "date                                                                         \n",
       "2020-04-01            0.0              41.425021                 35.606195   \n",
       "2020-04-02            0.0              41.425021                 35.606195   \n",
       "2020-04-03            0.0              41.425021                 35.606195   \n",
       "2020-04-04            0.0              41.425021                 35.606195   \n",
       "2020-04-05            0.0              41.425021                 35.606195   \n",
       "\n",
       "name        92008-Carlsbad  92009-Carlsbad  92010-Carlsbad  92011-Carlsbad  \\\n",
       "date                                                                         \n",
       "2020-04-01       25.612880       34.913915       55.793193       20.506931   \n",
       "2020-04-02       29.271862       34.913915       55.793193       24.608318   \n",
       "2020-04-03       29.271862       37.096035       55.793193       28.709704   \n",
       "2020-04-04       29.271862       37.096035       55.793193       32.811090   \n",
       "2020-04-05       29.271862       37.096035       55.793193       32.811090   \n",
       "\n",
       "name        92014-Del Mar  92019-El Cajon  92020-El Cajon  92021-El Cajon  \\\n",
       "date                                                                        \n",
       "2020-04-01      79.347904       49.528302       57.880222       39.259124   \n",
       "2020-04-02      86.561350       61.320755       66.392019       39.259124   \n",
       "2020-04-03      93.774796       63.679245       71.499098       42.063347   \n",
       "2020-04-04      93.774796       70.754717       74.903817       46.269682   \n",
       "2020-04-05      93.774796       70.754717       74.903817       46.269682   \n",
       "\n",
       "name        92024-Encinitas  92025-Escondido  92026-Escondido  \\\n",
       "date                                                            \n",
       "2020-04-01        44.663663        20.456743        12.018990   \n",
       "2020-04-02        44.663663        22.316447        14.022155   \n",
       "2020-04-03        48.547460        22.316447        16.025320   \n",
       "2020-04-04        50.489358        22.316447        16.025320   \n",
       "2020-04-05        50.489358        22.316447        16.025320   \n",
       "\n",
       "name        92027-Escondido  92028-Fallbrook  92029-Escondido  92036-Julian  \\\n",
       "date                                                                          \n",
       "2020-04-01        12.321557        10.125557        46.999843           0.0   \n",
       "2020-04-02        10.561335        12.150668        46.999843           0.0   \n",
       "2020-04-03        12.321557        12.150668        46.999843           0.0   \n",
       "2020-04-04        12.321557        12.150668        52.222048           0.0   \n",
       "2020-04-05        12.321557        12.150668        52.222048           0.0   \n",
       "\n",
       "name        92037-La Jolla  92040-Lakeside  92054-Oceanside  \\\n",
       "date                                                          \n",
       "2020-04-01       73.003726       17.293184        16.598297   \n",
       "2020-04-02       78.038465       19.454832        18.969483   \n",
       "2020-04-03       80.555835       21.616480        18.969483   \n",
       "2020-04-04       80.555835       25.939776        18.969483   \n",
       "2020-04-05       80.555835       25.939776        18.969483   \n",
       "\n",
       "name        92055-Camp Pendleton  92056-Oceanside  92057-Oceanside  \\\n",
       "date                                                                 \n",
       "2020-04-01                   0.0        18.571827        11.997189   \n",
       "2020-04-02                   0.0        20.429009        11.997189   \n",
       "2020-04-03                   0.0        20.429009        13.711073   \n",
       "2020-04-04                   0.0        20.429009        13.711073   \n",
       "2020-04-05                   0.0        20.429009        13.711073   \n",
       "\n",
       "name        92058-Oceanside  92059-Pala  92060-Palomar Mountain  \\\n",
       "date                                                              \n",
       "2020-04-01        10.894670         0.0                     0.0   \n",
       "2020-04-02        10.894670         0.0                     0.0   \n",
       "2020-04-03        10.894670         0.0                     0.0   \n",
       "2020-04-04        13.073604         0.0                     0.0   \n",
       "2020-04-05        13.073604         0.0                     0.0   \n",
       "\n",
       "name        92061-Pauma Valley  92064-Poway  92065-Ramona  92066-Ranchita  \\\n",
       "date                                                                        \n",
       "2020-04-01           84.175084    26.034887     16.524829       349.65035   \n",
       "2020-04-02           84.175084    26.034887     19.278967       349.65035   \n",
       "2020-04-03           84.175084    26.034887     19.278967       349.65035   \n",
       "2020-04-04           84.175084    28.037570     22.033105       349.65035   \n",
       "2020-04-05           84.175084    28.037570     22.033105       349.65035   \n",
       "\n",
       "name        92067-Rancho Santa Fe  92069-San Marcos  92070-Santa Ysabel  \\\n",
       "date                                                                      \n",
       "2020-04-01             137.048881          9.718740                 0.0   \n",
       "2020-04-02             137.048881         13.606236                 0.0   \n",
       "2020-04-03             137.048881         13.606236                 0.0   \n",
       "2020-04-04             137.048881         17.493731                 0.0   \n",
       "2020-04-05             137.048881         17.493731                 0.0   \n",
       "\n",
       "name        92071-Santee  92075-Solana Beach  92078-San Marcos  92081-Vista  \\\n",
       "date                                                                          \n",
       "2020-04-01     20.865574           31.685678         18.354611    30.607040   \n",
       "2020-04-02     24.343169           31.685678         22.433414    34.007822   \n",
       "2020-04-03     26.081967           31.685678         22.433414    34.007822   \n",
       "2020-04-04     26.081967           31.685678         24.472815    34.007822   \n",
       "2020-04-05     26.081967           31.685678         24.472815    34.007822   \n",
       "\n",
       "name        92082-Valley Center  92083-Vista  92084-Vista  \\\n",
       "date                                                        \n",
       "2020-04-01             5.535566     2.561279    17.503258   \n",
       "2020-04-02            16.606698     5.122557    19.448064   \n",
       "2020-04-03            16.606698     7.683836    19.448064   \n",
       "2020-04-04            16.606698    15.367672    19.448064   \n",
       "2020-04-05            16.606698    15.367672    19.448064   \n",
       "\n",
       "name        92086-Warner Springs  92091-Rancho Santa Fe  92101-San Diego  \\\n",
       "date                                                                       \n",
       "2020-04-01                   0.0              74.460164        73.766947   \n",
       "2020-04-02                   0.0             148.920328        73.766947   \n",
       "2020-04-03                   0.0             148.920328        86.485387   \n",
       "2020-04-04                   0.0             148.920328        86.485387   \n",
       "2020-04-05                   0.0             148.920328        86.485387   \n",
       "\n",
       "name        92102-San Diego  92103-San Diego  92104-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        31.460674       183.496760        68.581036   \n",
       "2020-04-02        31.460674       186.363897        75.217911   \n",
       "2020-04-03        35.955056       189.231034        73.005619   \n",
       "2020-04-04        38.202247       189.231034        73.005619   \n",
       "2020-04-05        38.202247       189.231034        73.005619   \n",
       "\n",
       "name        92105-San Diego  92106-San Diego  92107-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        37.063475        36.687631         9.631437   \n",
       "2020-04-02        39.808917        47.169811         9.631437   \n",
       "2020-04-03        41.181638        47.169811         9.631437   \n",
       "2020-04-04        42.554360        47.169811         9.631437   \n",
       "2020-04-05        42.554360        47.169811         9.631437   \n",
       "\n",
       "name        92108-San Diego  92109-San Diego  92110-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        66.474629        45.438586        50.148775   \n",
       "2020-04-02        62.042987        49.569366        50.148775   \n",
       "2020-04-03        66.474629        51.634756        50.148775   \n",
       "2020-04-04        66.474629        51.634756        50.148775   \n",
       "2020-04-05        66.474629        51.634756        50.148775   \n",
       "\n",
       "name        92111-San Diego  92113-San Diego  92114-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        28.357876        46.743254        29.983295   \n",
       "2020-04-02        30.383439        52.136706        34.266623   \n",
       "2020-04-03        34.434564        57.530158        34.266623   \n",
       "2020-04-04        36.460127        62.923611        38.549951   \n",
       "2020-04-05        36.460127        62.923611        38.549951   \n",
       "\n",
       "name        92115-San Diego  92116-San Diego  92117-San Diego  92118-Coronado  \\\n",
       "date                                                                            \n",
       "2020-04-01        28.852140        97.728552        32.043864       17.790429   \n",
       "2020-04-02        31.889208        91.805609        33.824079       17.790429   \n",
       "2020-04-03        34.926275       100.690023        33.824079       17.790429   \n",
       "2020-04-04        37.963343       100.690023        33.824079       17.790429   \n",
       "2020-04-05        37.963343       100.690023        33.824079       17.790429   \n",
       "\n",
       "name        92119-San Diego  92120-San Diego  92121-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        16.673614        48.040629        64.446831   \n",
       "2020-04-02        25.010421        54.903576        64.446831   \n",
       "2020-04-03        25.010421        65.197996        64.446831   \n",
       "2020-04-04        33.347228        68.629469        64.446831   \n",
       "2020-04-05        33.347228        68.629469        64.446831   \n",
       "\n",
       "name        92122-San Diego  92123-San Diego  92124-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        24.773938        54.459252        31.084862   \n",
       "2020-04-02        26.838433        51.255766        34.193348   \n",
       "2020-04-03        28.902927        51.255766        40.410320   \n",
       "2020-04-04        28.902927        54.459252        43.518806   \n",
       "2020-04-05        28.902927        54.459252        43.518806   \n",
       "\n",
       "name        92126-San Diego  92127-San Diego  92128-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        25.432350        36.945054        48.956253   \n",
       "2020-04-02        26.643414        38.997558        48.956253   \n",
       "2020-04-03        29.065543        41.050061        48.956253   \n",
       "2020-04-04        31.487671        41.050061        50.914503   \n",
       "2020-04-05        31.487671        41.050061        50.914503   \n",
       "\n",
       "name        92129-San Diego  92130-San Diego  92131-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01        32.735605        37.963699        14.552228   \n",
       "2020-04-02        32.735605        37.963699        17.462674   \n",
       "2020-04-03        32.735605        39.771495        17.462674   \n",
       "2020-04-04        32.735605        39.771495        17.462674   \n",
       "2020-04-05        32.735605        39.771495        17.462674   \n",
       "\n",
       "name        92134-San Diego  92135-San Diego  92139-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01              0.0              0.0        45.896328   \n",
       "2020-04-02              0.0              0.0        48.596112   \n",
       "2020-04-03              0.0              0.0        53.995680   \n",
       "2020-04-04              0.0              0.0        53.995680   \n",
       "2020-04-05              0.0              0.0        53.995680   \n",
       "\n",
       "name        92140-San Diego  92145-San Diego  92154-San Diego  \\\n",
       "date                                                            \n",
       "2020-04-01              0.0        83.717036        28.798194   \n",
       "2020-04-02              0.0        41.858518        32.253977   \n",
       "2020-04-03              0.0        41.858518        35.709760   \n",
       "2020-04-04              0.0        41.858518        36.861688   \n",
       "2020-04-05              0.0        41.858518        36.861688   \n",
       "\n",
       "name        92155-San Diego  92173-San Ysidro  92536-Aguanga  \n",
       "date                                                          \n",
       "2020-04-01              0.0         25.105128            0.0  \n",
       "2020-04-02              0.0         37.657692            0.0  \n",
       "2020-04-03              0.0         40.795833            0.0  \n",
       "2020-04-04              0.0         53.348396            0.0  \n",
       "2020-04-05              0.0         53.348396            0.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert neo4j date object to datetime\n",
    "df['date'] = df['date'].astype(str)\n",
    "df['date'] = pd.to_datetime(df['date'], infer_datetime_format=False)  \n",
    "# pivot table\n",
    "df_date = df.pivot(index='date', columns='name', values=metric)\n",
    "df_date.fillna(0, inplace=True)\n",
    "df_date.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Risk Factors for Counties\n",
    "\n",
    "* Low income (< $15,000)\n",
    "* No health insurance\n",
    "* Service occupation\n",
    "* Low education level (no high school diploma)\n",
    "* No broadband internet access\n",
    "* High occupancy housing (> 1 occupant per room)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\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>name</th>\n",
       "      <th>hispanicOrLatinoPct</th>\n",
       "      <th>minorityPct</th>\n",
       "      <th>lowIncomePct</th>\n",
       "      <th>noHealthInsurancePct</th>\n",
       "      <th>serviceOccupationPct</th>\n",
       "      <th>lowEducationPct</th>\n",
       "      <th>noInternetPct</th>\n",
       "      <th>highOccupanyHousingPct</th>\n",
       "      <th>h.averageHouseholdSizeOfOwnerOccupiedUnit</th>\n",
       "      <th>h.averageHouseholdSizeOfRenterOccupiedUnit</th>\n",
       "      <th>averageHouseholdSize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>91902-Bonita</td>\n",
       "      <td>46</td>\n",
       "      <td>3.932863</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>9.3</td>\n",
       "      <td>8.1</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.21289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>92120-San Diego</td>\n",
       "      <td>17</td>\n",
       "      <td>5.054560</td>\n",
       "      <td>5.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>16.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.54665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>92083-Vista</td>\n",
       "      <td>60</td>\n",
       "      <td>4.579566</td>\n",
       "      <td>8.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.1</td>\n",
       "      <td>14.3</td>\n",
       "      <td>15.3</td>\n",
       "      <td>3.26</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.40196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>92078-San Marcos</td>\n",
       "      <td>28</td>\n",
       "      <td>4.458131</td>\n",
       "      <td>8.2</td>\n",
       "      <td>6.7</td>\n",
       "      <td>19.7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2.65</td>\n",
       "      <td>3.21</td>\n",
       "      <td>2.83312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92154-San Diego</td>\n",
       "      <td>67</td>\n",
       "      <td>6.895440</td>\n",
       "      <td>6.6</td>\n",
       "      <td>11.5</td>\n",
       "      <td>23.7</td>\n",
       "      <td>26.2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>12.6</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.56</td>\n",
       "      <td>3.73110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  hispanicOrLatinoPct  minorityPct  lowIncomePct  \\\n",
       "0      91902-Bonita                   46     3.932863           7.3   \n",
       "1   92120-San Diego                   17     5.054560           5.2   \n",
       "2       92083-Vista                   60     4.579566           8.2   \n",
       "3  92078-San Marcos                   28     4.458131           8.2   \n",
       "4   92154-San Diego                   67     6.895440           6.6   \n",
       "\n",
       "   noHealthInsurancePct  serviceOccupationPct  lowEducationPct  noInternetPct  \\\n",
       "0                   6.2                  19.1              9.3            8.1   \n",
       "1                   4.5                  16.1              3.3            8.5   \n",
       "2                  15.1                  25.5             25.1           14.3   \n",
       "3                   6.7                  19.7              9.0            8.7   \n",
       "4                  11.5                  23.7             26.2           14.9   \n",
       "\n",
       "   highOccupanyHousingPct  h.averageHouseholdSizeOfOwnerOccupiedUnit  \\\n",
       "0                     4.8                                       3.18   \n",
       "1                     1.6                                       2.50   \n",
       "2                    15.3                                       3.26   \n",
       "3                     4.8                                       2.65   \n",
       "4                    12.6                                       3.85   \n",
       "\n",
       "   h.averageHouseholdSizeOfRenterOccupiedUnit  averageHouseholdSize  \n",
       "0                                        3.31               3.21289  \n",
       "1                                        2.65               2.54665  \n",
       "2                                        3.52               3.40196  \n",
       "3                                        3.21               2.83312  \n",
       "4                                        3.56               3.73110  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "// get all zip codes in San Diego County\n",
    "MATCH (p:PostalCode)-[:IN]-(a:Admin2{name: 'San Diego County'})\n",
    "\n",
    "// get population characteristics (American Community Survey 2018 5-year estimates)\n",
    "MATCH (p)-[:HAS_DEMOGRAPHICS]-(d:Demographics)\n",
    "MATCH (p)-[:HAS_ECONOMICS]-(:Economics)-[:HAS_INCOME]-(i:Income)\n",
    "MATCH (p)-[:HAS_ECONOMICS]-(:Economics)-[:HAS_HEALTH_INSURANCE]-(hi:HealthInsurance)\n",
    "MATCH (p)-[:HAS_ECONOMICS]-(:Economics)-[:HAS_OCCUPATION]-(o:Occupation)\n",
    "MATCH (p)-[:HAS_SOCIAL_CHARACTERISTICS]-(s:SocialCharacteristics)-[:HAS_EDUCATION]-(e:Education)\n",
    "MATCH (p)-[:HAS_SOCIAL_CHARACTERISTICS]-(s:SocialCharacteristics)-[:HAS_COMPUTERS]-(c:Computers)\n",
    "MATCH (p)-[:HAS_HOUSING]-(h:Housing)\n",
    "\n",
    "// exclude missing values\n",
    "WHERE d.totalPopulation > 0 AND i.householdIncomeLessThan10000USDPct > 0 AND \n",
    "      i.householdIncome10000To14999USDPct > 0 AND h.averageHouseholdSizeOfOwnerOccupiedUnit > 0 AND\n",
    "      h.ownerOccupiedHousingUnitsPct > 0 AND h.renterOccupiedHousingUnitsPct > 0 AND\n",
    "      h.averageHouseholdSizeOfOwnerOccupiedUnit > 0 AND h.averageHouseholdSizeOfRenterOccupiedUnit > 0\n",
    "      \n",
    "// return risk factors\n",
    "RETURN p.name +'-' + p.placeName AS name, \n",
    "       d.hispanicOrLatino*100/d.totalPopulation AS hispanicOrLatinoPct,\n",
    "       (d.blackOrAfricanAmerican  + d.americanIndianAndAlaskaNative + d.nativeHawaiianAndOtherPacificIslander)*100.0/d.totalPopulation AS minorityPct,\n",
    "       (i.householdIncomeLessThan10000USDPct + i.householdIncome10000To14999USDPct) AS lowIncomePct,\n",
    "       hi.noHealthInsuranceCoveragePct AS noHealthInsurancePct,\n",
    "       o.serviceOccupationsPct AS serviceOccupationPct,\n",
    "       e.lessThan9thGradePct + e.grade9thTo12thNoDiplomaPct AS lowEducationPct,\n",
    "       (100.0 - c.withBroadbandInternetPct) AS noInternetPct,\n",
    "       (h.`occupantsPerRoom1.01to1.50Pct` + h.`occupantsPerRoom1.51orMorePct`) AS highOccupanyHousingPct,\n",
    "       h.averageHouseholdSizeOfOwnerOccupiedUnit,\n",
    "       h.averageHouseholdSizeOfRenterOccupiedUnit,\n",
    "       (h.averageHouseholdSizeOfOwnerOccupiedUnit*h.ownerOccupiedHousingUnitsPct/100.0) +\n",
    "       (h.averageHouseholdSizeOfRenterOccupiedUnit*h.renterOccupiedHousingUnitsPct/100.0) AS averageHouseholdSize\n",
    "ORDER BY a.name\n",
    "\"\"\"\n",
    "risk_factors = graph.run(query).to_data_frame()\n",
    "risk_factors.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summary statistics for risk factors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hispanicOrLatinoPct</th>\n",
       "      <th>minorityPct</th>\n",
       "      <th>lowIncomePct</th>\n",
       "      <th>noHealthInsurancePct</th>\n",
       "      <th>serviceOccupationPct</th>\n",
       "      <th>lowEducationPct</th>\n",
       "      <th>noInternetPct</th>\n",
       "      <th>highOccupanyHousingPct</th>\n",
       "      <th>h.averageHouseholdSizeOfOwnerOccupiedUnit</th>\n",
       "      <th>h.averageHouseholdSizeOfRenterOccupiedUnit</th>\n",
       "      <th>averageHouseholdSize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>28.677419</td>\n",
       "      <td>6.438851</td>\n",
       "      <td>8.368817</td>\n",
       "      <td>8.136559</td>\n",
       "      <td>18.867742</td>\n",
       "      <td>11.503226</td>\n",
       "      <td>12.161290</td>\n",
       "      <td>6.089247</td>\n",
       "      <td>2.839677</td>\n",
       "      <td>2.895699</td>\n",
       "      <td>2.855650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>18.137855</td>\n",
       "      <td>6.873431</td>\n",
       "      <td>4.175445</td>\n",
       "      <td>4.569839</td>\n",
       "      <td>6.537769</td>\n",
       "      <td>8.979935</td>\n",
       "      <td>8.073481</td>\n",
       "      <td>5.349552</td>\n",
       "      <td>0.526222</td>\n",
       "      <td>0.595330</td>\n",
       "      <td>0.518583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.710000</td>\n",
       "      <td>1.440000</td>\n",
       "      <td>1.505340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>14.000000</td>\n",
       "      <td>2.531392</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>14.200000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>2.480000</td>\n",
       "      <td>2.490000</td>\n",
       "      <td>2.507200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>24.000000</td>\n",
       "      <td>4.579566</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>2.889680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>7.820194</td>\n",
       "      <td>9.400000</td>\n",
       "      <td>10.400000</td>\n",
       "      <td>23.500000</td>\n",
       "      <td>15.300000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>3.110000</td>\n",
       "      <td>3.260000</td>\n",
       "      <td>3.144260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>45.604396</td>\n",
       "      <td>24.600000</td>\n",
       "      <td>28.200000</td>\n",
       "      <td>39.300000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>26.100000</td>\n",
       "      <td>4.230000</td>\n",
       "      <td>5.010000</td>\n",
       "      <td>4.212060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       hispanicOrLatinoPct  minorityPct  lowIncomePct  noHealthInsurancePct  \\\n",
       "count            93.000000    93.000000     93.000000             93.000000   \n",
       "mean             28.677419     6.438851      8.368817              8.136559   \n",
       "std              18.137855     6.873431      4.175445              4.569839   \n",
       "min               5.000000     0.000000      2.800000              2.100000   \n",
       "25%              14.000000     2.531392      5.900000              4.700000   \n",
       "50%              24.000000     4.579566      7.300000              6.800000   \n",
       "75%              41.000000     7.820194      9.400000             10.400000   \n",
       "max              95.000000    45.604396     24.600000             28.200000   \n",
       "\n",
       "       serviceOccupationPct  lowEducationPct  noInternetPct  \\\n",
       "count             93.000000        93.000000      93.000000   \n",
       "mean              18.867742        11.503226      12.161290   \n",
       "std                6.537769         8.979935       8.073481   \n",
       "min                1.300000         0.500000       1.700000   \n",
       "25%               14.200000         4.800000       7.100000   \n",
       "50%               18.500000         8.700000      10.500000   \n",
       "75%               23.500000        15.300000      15.000000   \n",
       "max               39.300000        43.000000      46.500000   \n",
       "\n",
       "       highOccupanyHousingPct  h.averageHouseholdSizeOfOwnerOccupiedUnit  \\\n",
       "count               93.000000                                  93.000000   \n",
       "mean                 6.089247                                   2.839677   \n",
       "std                  5.349552                                   0.526222   \n",
       "min                  0.200000                                   1.710000   \n",
       "25%                  2.400000                                   2.480000   \n",
       "50%                  4.200000                                   2.800000   \n",
       "75%                  8.200000                                   3.110000   \n",
       "max                 26.100000                                   4.230000   \n",
       "\n",
       "       h.averageHouseholdSizeOfRenterOccupiedUnit  averageHouseholdSize  \n",
       "count                                   93.000000             93.000000  \n",
       "mean                                     2.895699              2.855650  \n",
       "std                                      0.595330              0.518583  \n",
       "min                                      1.440000              1.505340  \n",
       "25%                                      2.490000              2.507200  \n",
       "50%                                      2.900000              2.889680  \n",
       "75%                                      3.260000              3.144260  \n",
       "max                                      5.010000              4.212060  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "risk_factors.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['hispanicOrLatinoPct', 'minorityPct', 'lowIncomePct',\n",
      "       'noHealthInsurancePct', 'serviceOccupationPct', 'lowEducationPct',\n",
      "       'noInternetPct', 'highOccupanyHousingPct',\n",
      "       'h.averageHouseholdSizeOfOwnerOccupiedUnit',\n",
      "       'h.averageHouseholdSizeOfRenterOccupiedUnit', 'averageHouseholdSize'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# keep a copy\n",
    "risk_features = risk_factors.copy()\n",
    "columns = risk_features.columns[1:]\n",
    "print(columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Create color maps for risk factors (range: mean +/- 2 sigma, colors: blue-white-red)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_color_map(factor):\n",
    "    sigma = 2\n",
    "    risk_factors[factor+'_z'] = (risk_factors[factor] - risk_factors[factor].mean())/risk_factors[factor].std()/sigma\n",
    "    risk_factors[factor+'_z'] = risk_factors[factor+'_z'].clip(-1, 1)\n",
    "    risk_factors[factor+'_z'] = (risk_factors[factor+'_z'] + 1) * 50\n",
    "    colors = cm.coolwarm(np.linspace(0, 1, 101))\n",
    "    risk_factors[factor+'col'] = risk_factors[factor+'_z'].apply(lambda z: colors[int(round(z))])\n",
    "    return risk_factors[factor+'col'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_latinoOrHispanic = get_color_map('hispanicOrLatinoPct')\n",
    "col_minority = get_color_map('minorityPct')\n",
    "col_income = get_color_map('lowIncomePct')\n",
    "col_insurance = get_color_map('noHealthInsurancePct')\n",
    "col_service = get_color_map('serviceOccupationPct')\n",
    "col_education = get_color_map('lowEducationPct')\n",
    "col_nointernet = get_color_map('noInternetPct')\n",
    "col_occupancy = get_color_map('highOccupanyHousingPct')\n",
    "col_household_size = get_color_map('averageHouseholdSize')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case rate for all counties color-coded by risk factor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Set color map for risk factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#col_map = col_latinoOrHispanic\n",
    "#col_map = col_minority\n",
    "#col_map = col_income\n",
    "#col_map = col_insurance\n",
    "#col_map = col_service\n",
    "#col_map = col_education\n",
    "#col_map = col_nointernet\n",
    "#col_map = col_occupancy\n",
    "#col_map = col_household_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m/IJgXP/bw8/dy4EXnHOE6Z39OUZEqsDXgC8B94jIkWm2XfT3Znhj407gT8LtLwXex/SBdb3a8DXg1caY5xpj4gRjlidfD/49wfu3FcAY02uMuSF8brZtp/LKSev/MXB3+LcjIseAXxBkcL8uIpU5/u1nMMbETTAfeLuIOAQ1Gc74zIrIHQTFxr5hjHnmHHedIzjfhglupvy/k/bnE3Td/3MTFBCLmKDAVILge8rnzPNrOf9/qlTL0SBXqVUuvCh9DcF4uiMEY1ffGj79rwQXHz8GDhJc8P9aE5p5DhH5BkF27UYTdCN7FHhF+NwQwTQknyK4ONkN/GyWXf4FwcXYpQQVX68kyBTeTFAgZLI/AX7XBN35fiu8YLuBIGAYJMiE/Hfm/h37awRdVZ8mGDP2JYLXflbGmC0EY5CfBYybs+bLnWHT/wTuIwgSbibo6nwOEXmKYOzfNuAxY8w4Qdb4XqAgIo8TZEH/iiCz8RrgNRJWDAbeQDAmeJTgvPr3Sfu+F/hVgnGpowRFWd49TXu/QzBe8gmCbn5VZu/a906CrrN7w/1/jdNdY2d6jxME584QQZfgNUwRDC6STfCafp/ggvxRgovpd4fP/wVBQakhgsD3tkUeb0N4PhQJgopLCMa1fnea9T9O8H7cFX6+vk+QWUZEbgX+kqB42QGCmxmE7Yd5nM+LOb/CXXwsXDZGEMD8xxxfDwjO+YvCz/Hk7T5L8PpM23W2jt+bv0Twt58AvgH8voh8by6NX2gbROQxgmJ7XyIIkkfDbSd8mmAIx3eNMQWC8++Zc9x2Kl8iuJkxAlxF8D5NNuvrPUe/AhwKz9cPcbob9Cnha/se4JvGmKvmsM/PEXzfHCf4HrnrrOd/C3iE4DM1QvB/kiUiZeCTwM/C8+tZLOP/T5VqRebMoVJKKaVanTFGCAocHWh2W9TKZ4IpfR4lqIq94rNS4Y2j/cA6EWnUvMUqZIx5PkGmf1uYHVVKqUXTTK5SSiml5sUY8/qwi2gnQfbqWy0S4FoE3atv1AC38cIu6B8D/lkDXKVUPWmQq5RSSqn5+iBB1/ynCMY+/pfmNmfxjDEZgq7jL6FOY6DV9MIeAGMEQwj+oqmNUUq1HO2urJRSSimllFKqZWgmVymllFJKKaVUy5hqbrWW0NPTI9u2bWt2M5RSSimllFJKNcB99903JCK9Zy9v2SB327Zt3Hvvvc1uhlJKKaWUUkqpBjDGHJ5quXZXVkoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMjTIVUoppZRSSinVMqLNboBSSimllFJKKTVXNcfj+GBx2uc1k6uUUkoppZRSasUoVRzyJXva5zXIVUoppZRSSim1YhQrDhHLTPu8BrlKKaWUUkoppVaMUsUhk4xN+7wGuUoppZRSSimlVgTX9ak5HpmUBrlKKaWUUkoppVa4YtUB0CBXKaWUUkoppdTKV6o4GAPpxPQTBWmQq5RSSimllFJqRShVHdKJKJYWnlJKKaWUUkoptZL5vlCuujN2VQYNcpVSSimllFJKrQClcDxudpYgd/qOzEoppZRSSimlVAP5viDInNYtVmqAkIxH8Hx/2vU0yFVKKaWUUkopteRqNZujx07OMcQNZCw4fOT4jOtokKuUUkoppZRSaskNj4xhLIvuzvZZ1xUR+obLpJIROrLJGdfVIFcppZRSSiml1JKq1WxK5Qpdne10drTNun656mCLzfr2HJ25mYNcLTyllFJKKaWUUmpJDY+OYVmGjvbZA1yAUtUFIJOcuegUaJCrlFJKKaWUUmoJ1Wo2pVKFjvY2IpG5haSlikMsahGPRWZdV4NcpZRSSimllFJLZmR0PMzi5ua0vohQrDizTh00QYNcpZRSSimllFJLolazKZbKYRZ39qwsgO36uJ4/p67KoEGuUkoppZRSSqklMjI6jmXmnsWFoKsyQEYzuUoppZRSSimllouaHWRx29tzc87iQhDkRixDMj63bXQKIaWUUkoppZSaQrlSZXy80OxmtAzbdjDGnJoyqGq7HDqZx/Nkxu1c3yeXjmOMmdNxNMhVSimllFJKqbOICAODw3ieRzSiYVO99HR3EIlE8EU43FfAcX3as4kZtzFAV9vMc+NOpu+WUkoppZRSSp2lWCzjOC7r1vaQy2aa3ZyW0zdcolJz2b6+bdYgd750TK5SSimllFJKTSIijIyOE4/FyGbSzW5OyymUbQZGK3S3Jese4IIGuUoppZRSSil1hmKpjO04dHW1z3kcqJob1/M50l8gEYuwoTfbkGNokKuUUkoppZRSIRFhZESzuI1ybKCI4/psXZcjYjXmBoKOyVVKKaWUUkqp0EQWd92anlWZxS1XHRzXb8i+q7bLWLHGuu406eTc5rxdCA1ylVJKKaWUUorTY3FjsSjZ7OrL4o4Xaxw8mW/oMTLJGGs7G/vaapCrlFJKKaWUUkCpVMG2Hdau6V51WVzH9TjSXyCViLJ5TWPGygKkEtGGv7Ya5CqllFJKKaVWPRFheHSMWCy66qYMEhGO9BfwRdi6LkcyvrLDxIYWnjLGdBhjvmaM2W+M2WeMebYxpssY8z1jzJPhv52T1v8dY8wBY8zjxpiXTVp+lTHmkfC5vzSr7baKUkoppZRSqqFK5SCL29W5+ioqD41XKZQdNvZkV3yAC42vrvxp4DYRuQC4DNgHfAL4gYjsBn4Q/o4x5iLgbcAe4OXA3xpjIuF+/g74ALA7fLy8we1WSimllFJKrRITFZVXYxa3UnM5MVSkLR2nuz3Z7ObURcOCXGNMG/B84F8ARMQWkTHgBuCz4WqfBV4X/nwDcKOI1ETkIHAAuMYYsx5oE5Gfi4gAn5u0jVJKKaWUUkotSqlcoWbbdHWsriyu7wuH+/JELMPmtbmW+dsbmYveAQwC/2aMuQy4D/gYsFZETgKIyEljzJpw/Y3AXZO2PxYuc8Kfz15+DmPMBwgyvmzZsqV+f4lSSimllFKqJU1UVI5GIwwXPQYLY81u0pJxPaFqe2xf30Ys2uhOvkunkUFuFLgS+DURudsY82nCrsnTmOq2gcyw/NyFIv8I/CPA1VdfPeU6SimllFJKKTWhXK5Qq9mkMzkGC3ZY/bfZrVoaxsD67gzt2USzm1JXjQxyjwHHROTu8PevEQS5/caY9WEWdz0wMGn9zZO23wScCJdvmmK5UkoppZRSSi1YUFE5yOKWbUjGI5y3uaNluu2uVg3LSYtIH3DUGHN+uOjFwF7gm8C7wmXvAv4z/PmbwNuMMQljzHaCAlP3hF2bC8aYZ4VVld85aRullFJKKaWUWpBypUqtZtPWlqNU8+jMJTXAbQGNrg/9a8AXjTFx4GngPQSB9U3GmPcBR4A3A4jIY8aYmwgCYRf4iIh44X7+C/AZIAXcGj6UUkoppZRSakGCispjRKMRHD8K2HTkWqvb7mrV0CBXRB4Erp7iqRdPs/4ngU9Osfxe4OK6Nk4ppZRSSim1apUrVao1mzU9XZwcq5FJRknEIrNvqJa9lT/Tr1JKKaWUmlL/wBClcrXZzVBqWfJ9n2g0QiyRpGpX2dSbbXaTVJ1okKuUUkop1YKq1Rr5Qol0Kkk0ppd8Sk0ll0kzVqwB0NFiFYZXM/3GU0oppZRqQcOjY1iWxfp1vVhW68x/qVQ9iQgH+0fIpeNEW2ie2NVO30mllFJKqRZTrdYol6t0drRpgKvUDEpVB8f16dSCUy1Fv/WUUkoppVrM8Og4lmXR0Z5rdlOUWtZGCzWMgXbtqtxSNMhVSimllGohQRa3ollcpWbhizBWqNGeSRCxdG7cVqLffEoppZRSLWQkzOK2axZXqRkVSjaeL9pVuQVpkKuUUkop1SKqNZtSuUJHe46IZnGVmtFooUbEMuQy8WY3RdWZfvsppZRSSrWIkdExLMvQ0d7W7KYotayJCIWyTXs2gWW0q3Kr0SBXKaWUUqoF1Go2pVKFjvY2IhG9xFNqJlXbw/OFbCrW7KaoBtBvQKWUUkqpFhBUVDZaUVmpOShVHAAyGuS2JA1ylVJKKaVWuCCLWw6zuJFmN0epZa9UdYhFLOJRDYdakb6rSimllFIr3MjoOJbRLK5Sc1WsOGRSMYyOx21JGuQqpZRSSq1gNdumWCrT3p7TLK5Sc2A7Ho7ra1flFqZBrlJKKaXUCjYyOo4xhs4Orais1FycGo+bjDa5JapRNMhVSimllFqharZNsVgO5sXVLK5Sc1KsOliWIZXQILdVaZCrlFJKKbVCaRZXqfkrVRwyyaiOx21hGuQqpZRSSq1Atu1oFlepeXI9n6rt6XjcFqdBrlJKKaXUCjSRxe3QLK5Sc1aqTozH1SC3lWmQq5RSSim1wti2Q6FYor0tR1SzuErNWaniYNAgt9VpkKuUUkoptcLoWFylFqZUcUglo1iWjsdtZRrkKqWUUkqtILYzkcXNEo1qFlepufJ9oVxzNYu7CmiQq5RSSim1gpzO4rY3uylKrSjlmosIZLXoVMvTIFcppZRSaoVwHIdCQbO4Si1EqRIWndIgt+VpkKuUUkoptUKMjOYxBh2Lq9QClCoOiXiEaERDoFan77BSSiml1ArgOC75QpG2thzRaLTZzVFqRRERSlWHrI7HXRU0yFVKKaWUWgFGRscxQJdmcZWat6rt4fmiXZVXCQ1ylVJKKaWWOc3iKrU4hbIN6Hjc1UK/JZVSSimllsj4eIFCsTTv7VzPwwCdnZrFVWq+bMejf6RMOhklHtUc32qgQa5SSiml1BJwXY/B4VGikci8KyNHIxHa23LENIur1LyICEf6C4gIW9e2YYxpdpPUEtBvSqWUUkqpJTA2nkdE2LB+DfG4dplUaikMjlUoVhw2r8mSiOu0W6uF5uuVUkoppRrM8zzGxgtks2kNcJVaIpWay8nhEu2ZOF1tyWY3Ry0hzeQqpZRSSjXY6FiQxe3u7Gh2U5RaFXxfONyXJ2JZbF6b027KK4jj+oyXnEXtQ4NcpZRSSqkG0iyuUo3l+YLteGcsGxqrULU9dmxoJxrRzqsryYnhCkPjtUXtQ4NcpZRSSqkGmsjidnW2N7spSrUcz/N5/OgotuOf81xPR4q2TLwJrVKLUSg7tKVjbF2bXvA+NMhVSimllGoQz/MYHy+QzaRJxPViW6l6OzZYxHZ8Nq3JnpGxtYwhl9aeEyuN4/rUHJ/e9gTx2MILhWmQq5RSSinVIGPjBXzN4irVEKOFKqOFGmu70vS0p5rdHFUHhUowFje7yBsU2kFdKaWUUqoBgrG4+SCLm9AsrlL1ZDsexwaKpJNR1nUtvFurWl6KZRfLQDqxuOmeNMhVSimllGqAsfECvq9ZXKXqTUQ40l9ARNi6tk0rJ7eQQsUlm4ot+j3VIFcppZRSqs48z2dsPE8mk9IsrlJ1NjhWoVhx2NibJRFfXMZPLR+u51O1PbLpxY+o1SBXKaWUUqrOxsbzYRa3o9lNUaqlVGouJ4dKtGfidLUlm90cVUfFigtALqVBrlJKKaXUsuL5PmPjBTLpFEnN4ipVN74vHO7LE4lYbF6b027KLaZQdjAG0gkNcpVSSimllpXx8QK+79PVpWNxlaqnE8MlqrbHlrW5M6YLUq2hWHHJJqNY1txuXniF/LTP6RRCSimllFJ14vs+o2P5MIubaHZzlGoZ+ZLN0FiFno4UbRntIdFqPM+nXPNY3zVzF3QRofbEY5R++l0qD/9i2vU0yFVKKaWUqpOxiSyuVlRWqm5c1+dIf4FkPMKG7kyzm6Ma4NR43Gnmx/VLRUr3/IjST7+HO3ACK50le90r4C9vnHJ9DXKVUkoppepgIoubTqdIJjWLq1Q9iAhHBwp4vs/OjZ1z7sqqVpZCxcUAmWQQnooIzvHDVPc+QHXvg9gHHwffJ75tN53v+AjpK56NiceBd025Pw1ylVJKKaXqYCKL261ZXKXqZiRfZbxks6EnQ6oOBYnU8lQs22Qqw1TufpDak3upPvEI/vgoALFN28i9+LWkrnwO8U3b5rQ/PVOUUkoppRZJRBgbz5NOJTWLq1Sd1GyX44NFsqkYvR2pZjdH1Zl4LtW9D1K6705S+x8hUhpnFLCybSR2XUTyostJXnQ5kfauee9bg1yllFJKqUXyfR/P80mn9UJcqXoQEQ73FTDGsGWe0wWJCP1jPo535vJkHHrbInVuqZoPEcE5dpDy3T+ifN/P8It5TCaHs+F80nsuoeOiS4iu27jo6aE0yFVKKaWUWiTP8wGI6LQmStVF30iZcs1l27o24rG5B6aeLzx6xGVg3J/y+S29wnnrIzrH7hIT16V8308p/vBmnOOHIRoldcnVpK95AcO9uxkfd9m+q5NIncZca5CrlFJKKbVInhekjCIRzRIptVilikP/SJnOXIKO3Ny7/zuu8OAhh7GScN6GCOs6zvw8HhzwODLoYTvCns1zn49VLZxfLlL86fco/ug2/Pwo0fWb6Xjr+0lf+RysdBaA0tE86USkbgEuNDjINcYcAgqAB7gicrUxpgv4CrANOAS8RURGw/V/B3hfuP5HReQ74fKrgM8AKeAW4GMiIo1su1JKKaXUXHn+RCZXg1ylFsPzfA735YlHLTb1Zue8XdUW7n/aoWwLl2yNnhPgApy/IUIiBgdOetiuw2XbYkQjGujOxvOFQtlhrtGXFMdxn3gY74mH8PY/AHYNa9fFJN7wq0R2X4JjDOMeULABKFVd1nTMPD/ufC1FJveFIjI06fdPAD8QkU8ZYz4R/v5xY8xFwNuAPcAG4PvGmPNExAP+DvgAcBdBkPty4NYlaLtSSiml1KxOZ3K1u7JqvkLl3PGoK0X/SIlizbCpN8t4BWDqbseTuZ6w/7iL58GVO2J0Zaf+HBpj2L4mSiJq2HvU5RcHHM7bEEV7Ls9sJF9jaLw27fNWOU984BDx/oMkjzxKfPAwAF4qR3XnMyhe8kKcns3ByscrU+0BiDJSnP29nqtmdFe+Abgu/PmzwB3Ax8PlN4pIDThojDkAXBNmg9tE5OcAxpjPAa9Dg1yllFJKLROnx+RqJlc118lRj0ePuM1uxiLEgTjjxwRw5r5VFK7eFSOXmv1G04auCPGo4eHDDvc/PfdjtKLIiaeIPv3ovLax3CrZ/FFS5UES1VGibhC4ClBLdTHSs4dydh12ogPEwMP7gH0z7vPphTV/Wo0OcgX4rjFGgH8QkX8E1orISQAROWmMWROuu5EgUzvhWLjMCX8+e/k5jDEfIMj4smXLlnr+HUoppZRS0/I8D8sYLE0JqSbyfOHJky65lOG8DfO7zB8YLZMv2Q1q2dwlE1E29mTmXRgqlzTEonPfpqfN4jnnxynbq3sE5PG/+t/YTz0x+4oGErkkqY408VwSYwxuzcWp2FQqDk7Fxq06iH8ceIQYEGt042fQ6CD3WhE5EQay3zPG7J9h3anOSplh+bkLgyD6HwGuvvrq1X3GKqWUUmrJeJ6nWVzVdIcHPWoOXLIlSuc0XXanMl6sUa1W2NidYk1nuoEtnF00Ypas8nEybkjGV++NKb9a5eDBp1jz5rex7pfeMeU6XqXMoZu/SebxuzC1Claug+Rl15C6/NlE12xY4hZPoWvqOXQbGuSKyInw3wFjzDeAa4B+Y8z6MIu7HhgIVz8GbJ60+SbgRLh80xTLlVJKKaWWBc/zdTyuaqqaIxwa8Ohts+YV4Dquz9GBAsl4hPXdGa04vIqUntgPvkfu8iuIdXae8ZzYNsWf3Eb+u/9BtlzEuugZdL3wZSTOuxhjLf/vuoYFucaYDGCJSCH8+aXAHwHfBN4FfCr89z/DTb4JfMkY8+cEhad2A/eIiGeMKRhjngXcDbwT+KtGtVsppZRSar48zyMa1ZkZVfM81efi+7B7w9x7FIgIR/sLeL6wc2ObBrirTGnfXgAyF+45tUxEKN/1Q/K3fBVvbJjI7ksYuPI17LxqD8lUMzsgz08jv43XAt8IuxtEgS+JyG3GmF8ANxlj3gccAd4MICKPGWNuAvYCLvCRsLIywH/h9BRCt6JFp5RSSim1jHieTyKx/LMbqjUVqz7HR3w290TIzOM8HB6vki/bbOzNkEroTZrVprRvL/F1609lcb1intEv/i3VR+8nvm03nb/yEcZ7duIOVUjGV9ZwjIadzSLyNHDZFMuHgRdPs80ngU9Osfxe4OJ6t1EppZRSarFERMfkqqZ64oRHNAI71s79HKzaLseHiuTSMXraUw1snVquSvv2kt0ThFi1A3sZ+exf4hXzdLzpPWSe/3KMMfT1FYlGDNEVNhxDb9kopZRSSi2C7wuCTh+kFk5EOD5YpFiZ/3Q2VcdiuJSiPVnj6eOlOW/nuD6WMWxZm1uyQk9q+XCGh3AG+km/8c3kb/0a+Vu/SrRnHWt+838R37zj1HpV21txWVzQIFcppZRSalE8PxhdpYWn1EL1jVQ50G/hyfwrG4tA1PLpyQnGzD0YScaj9HQkiUVXXgCjFscdHWbstm+Q29CB/9Ad5POjpJ/xPDre8n6s5OmsvohQtX26cvEmtnZhNMhVSimllFoEz/MBiFgaLKj5Gy047Dsu+BJhQ1eEhdR+2tgdIZfSLsfqXH6tinPsEPaRp4LHoSfxhvoBSLaniG3YQuYN7yR91bXnbOt4gueLZnKVUkoppVYbz9NMrlqY8ZLH/QddRCwu3x6lp00vzdXiiOdSe/pxqnsfoLbvIZwTR4J0PxDp6CK2ZSfZ572Mvm99G9euseUj/2PafVVrwXdbMqFBrlJKKaXUqnI6yF15F4KqeYYLPg8eDMbgXrzZaICrFkQcG/v4YZzDT1F78lGqjz+CVCsQiZDYcQG5l72R+JYdxLfsJNIeVFEWz6P4Z39B90tfMeO+q3bw3ZbSTK5SSiml1OpyqruyZnLVFFxPePSIi+PJGcvHS4JlfLb1eqzryjWpdWolck4epfijW7EPPxVkaifqAnR0k77yOSQvuoLE+ZecMb52suqRw/iVCpkLL5rxOBXbI2IZopGVV5hMg1yllFJKqUXwPA9jDJalQa4613DBZzDv0542TJwiIpCMOXSmbLat7WxuA9WK4deq5G/7GsXbb8bEYsS3n0fu+tcS37KT2JYdRDq651Qpu7T3MYBZg9yJysorsfq2BrlKKaWUUovgeb5mcdW0hgs+UQuu3hXDCoOFE0NFBkYrbF/fgbWQSlNq1ak8ci9jX/1XvNEh0s+6jvYb3kEk27agfZX27SWSzZHYtHnG9aq2R3tm5VVWBg1ylVJKKaUWxfM8HY+rpiQiDBd8unLWqQBXRBgt1GjLxEknY01uoVpOxPMo3nEztSceO2O5Xy5iH3qS6PrN9P76H5HYecGijlPat5fMBRdiZuh94no+riekEivzBp4GuUoppZRSi+B5PhGda1RNoVQTqg5sz50OFIoVB8f12dCTaGLL1HJjHzvE6Jf+DufoQaLrN2NipzOoxrJov+EdZF/4SkxkceGbVylTOfQ0Hdc+d8b1KhOVlVdg0SnQIFcppZRSalE83yMe0YycOtdwIShK1j0pyB0r1LAMtGc0yFUgrkv+O/9O4bvfwMpk6Xrvb5K+4lkNO1758cfB98lcuGfG9SYqK2uQq5RSSim1yohIkMm1VuaFoGqs4YJPJmFIxYOuyr4vjBVrtGcTOhZ3FbKPPo3bfwKvmMcPH7Wn9uH2HSf9jOfR/sZ3E8k0ttJ2ad9eANIXXjjjelXbwzIQj2p3ZaWUUkqpVUVEEBGiWnhKncXzhdGisKn79A2QQtnG84XOnGZxVwvxfSoP3UPx9m9hH3ry9BPGYGVyRDq76f7gJ0hdfOWStKe07zHiGzYQ65i5qndlBVdWBg1ylVJKKaUWzPPC+Sm18JQ6y2hR8OXMrsqjhRrRiCGXXpkVa9XciOfhjQ1TeeReinfcgjc8QKRnLR1vfi+J8y7ByrVhpTIzFn5qlNK+vWQvvXzW9aq2Ry61codhaJCrlFJKKbVAnheMudQphNTZhgs+loHObJAJ83yf8VKN7rbkis2Oqam5I0MUbvsazuBJvOFBvPER8IPvhvj28+l43a+QvPQZTQlqJ7MHB3GGBmedH9fzBMcVUomVe/NOg1yllFJKqQVyNZOrpjFc8OnMGCLh2Nvxoo0IdOaSTW6ZqqfaU/sZ/uc/Q+wasc07SOy6kEhXL9GuXmKbthHfsnNJ2jF08zcZuu3WGdfxSkUAMhfNHOSu9KJToEGuUkoppdSCaSZXTaViC6WasHHSeNzRQpV41CKd1MvvVlH82fcZ++q/EO1aQ/fH/pDYuo1Na0v/V7+CWyiQ2rZ92nWseBfpnbvInDfzPLsVDXKVUkoppVYvHZOrpnL21EGO61MoO6ztTGtX5RYgnsvYv3+O0o9vI3HhZXS/+2NY6WzT2uOVSlSPHGb9u97Lhne9d9H7q9oexkAitnJv3mmQq5RSSim1QJ7nY4zRwEWdYbjgk4xBJhGcF2PFGgAdWlV5RRLfxx3swznyFPaRp6g98SjOiSNkX/Rq2l/7y5gm3+Qq7d8HIrPOfTtXVdsjGVu5lZVBg1yllFJKqQXzfI9IxFrRF4Nq7nw/mDJqxnVEGC74rGk3+L4AwmihSjIeIZXQS++VQFwX+8gBak/upfbUPuyDTyDVCgAmFie2aTtd7/oo6auf2+SWBkr7HgMgM8vct3NVsT0yK7xb/cpuvVJKKaVUE3mer12VV4lKzeXAsTE8f+Yg1/EieH6GUqnEI0+7p5av7840uolqEbyxESoP3U3l4XupHdwPjgNAdP1m0lc/l/jWXcS37CS6dmPTM7dnK+3bS3TDJp4eB8bzi96f7fh0ty2vv3G+NMhVSimllFogz/OINHlaENV4vi8c7stjDGzomTlYPTlmoCZsWZMgYgXdk40xdLVpVeXlxh0eoPLQPVQevBv74OMARNdtInvtS0jsuoj4zguIZNua3MqZiQilfXtxz7+Mmu0Tiy7++yibitKRXblz5IIGuUoppZRSC+Z5HvHYyr4YVLM7OVyiantsX99Ge3b6cbWlms/4SYeOtGF9twa1y404DrWn9lHd+yDVfQ/g9h0HILZpG22vfhupy57Z1ArJC2H39+OOjsC289m1Matd4kP6KiillFJKLVDQXVkzua2sULYZHKvQ3Z6cMcAdL/k8cNABA+dv1Evs5cIdGaS69wGqex+k9vgjiF2DaJTErovIPOd6UhdfRbR3XbObuWCFxx4FILvnIg1wJ9FXQimllFJqAXzfR0R0TG4Lcz2fI/0FErEIG3umnyJmMO/x8CGXRAyu3BEnndBCZEtFfB9vfAR/fAyvmMcPH97YMNXHH8HtOwZApKuX9DUvILnnChK792AlWiPTPvTQIxCNsemyi5rdlGVFg1yllFJKqQXwvGAuVM3ktiYR4ehAAcf1OW9zB5Y1deB6fNhj3zGXbMpwxfYYiZgGuI0inkvl4Xup7r0fb3gQd2QQb3QYfO/clWMxEjsuIPPsF5G86Aqiaze0XBV0zw/G40a27yKTSzW7OcuKBrlKKaWUUgvgecGFtWZyW9NoocZ40WZ9d4Z0MkbNEe5/2qFqn1ld2fWhO2e4dGuMaKS1gqjlwh0donTnDyjdeTt+fhQrmyPau4H49vOIXtlDpHsNkfZOrGwbkWwbVrYNk0i2XFB7toGhIhw+QNurbmh2U5YdDXKVUkoppRbgdCZXg9xWIyL0DZdIJ6Os6QwyZE/1uZSqwqaeCJNDp0QMtvRGsFo8oFpqfqVM9bH7Kd/3M6qP3Q9A8sLLyTzvAyQvugKzyqua+77Q/+h+cGw6Lrm42c1ZdjTIVUoppZRagNOZ3NV9sd2KylUX2/VZ153BGEOx4nN8xGdLT0SLSjWQXylTefgeKg/eRXX/w+C6WO2d5K6/gcy11xPtXtPsJi4bg+M1vKeCaY8yF+p43LPpp1QppZRSagE8X7srt6rRQhVjoD0bB+CJky7RCGxfq+91I7hDAxTvuJnSz29H7BqRzh6yz3s5qcufSXzb7pbJ2jquj+P6i96PAP0jFaJHnoSODuLr1i++cS1Gg1yllFJKqQXwPB8D2k21xYgIo8Ua7ZkEEctiuOAzXBB2r48Qj+p7XU+1g09QvP3bVB66GyyL9FXXknney4hv3dVy42lFhMcOjeP5MvvKcxQ79ATpC/e03GtVDxrkKqWUUkotgOd5RCIRvcBsMYWyjecJnbkEIsITJ1xScdjSo1ncxRIRnOOHqTx4F5WH7sbtO45JZchdfwPZ57+cSEdXs5vYMOWah+cL67qSZJJ1CMHKRZ46doTMS1+2+H21IA1ylVJKKaUWwPN8HY/bgkYLNSKWIZeJc3zEp1gVLt0anXYKIXWaXykH0/qMDOIX84hdw7drwb/lErV9D+IO9oExJHZdRPb5ryB9zfNbZs7amRTLDgC9HUni0cV/b+T3HwB0PO50ZgxyjTEXADcAGwm6f58Aviki+5agbUoppZRSy9ZEJle1Ds8Xxos1OnNJfD+oqNyeNqxp15sZZ/PGRqgd2EvtwF7sw0/hDg8gldK065t4gviOC8i++LWkLn0GkVz7Era2+QoVl0TMqkuAC1DatxeA9AUX1mV/rWbaINcY83Hgl4AbgXvCxZuALxtjbhSRTy1B+5RSSimlliXP84nFYs1uhqqjfKmGL9CZS3B40MN24bJtUe2SHvJrVfLfvpHKo/fhDfUDYJIp4tvOI739PKJdvUS6e4l29mK1tWPiieARi6/q11BEKFZcOsJCZvVQ2reX5JatRLO5uu2zlcyUyX0fsEdEnMkLjTF/DjwGaJCrlFJKqVXL9TztrtxiRgs1YlGLdDLKiUMOPTmLjoy+xwBO33GG/+XPcPtPkNxzJdnnvYzErouIbdrWMtWPG6ViB+Nxc+n6jBQVEUr7HqP9mc+uy/5a0UyvtA9sAA6ftXx9+JxSSiml1Krk+4KIaHflFuJ6PvmSTW9HirINVQe2r61P8OYW8vjlcl321QzVfQ9Q+NaXIBqj4+0fJr79/FPPOYMDTWzZyjA2XoORCvFMG3Zl8eeUPTyEOzZG5sI9dWhda5opyP114AfGmCeBo+GyLcAu4L82uF1KKaWUUsvW6TlyNYPVKsaKNQA625IM5oN8TneuDgFJfx+PvuOtiOsuel/NkF3XRqYnh122GT8yTN89/0+zm7RiPVHn/WX2aJA7nWmDXBG5zRhzHnANQeEpAxwDfiEi3hK1TymllFJq2fG8iSBXM7mtYjRfIxGPkIpHGM47ZBKGVHzx40gLDz+EuC4b3v9BYp0rZ4ocvzCG88idyPgQkS3nk7vwatosPd/nSxCODZZJxaP0tCfqtt9oWxupnbvrtr9WM2PHcBHxjTEHAZuwurIGuEoppZRa7TwvyPRFWmAsou8LxYqDIM1uStP4vlCqOqzrTuMLjJaETd31CehK+/ZiJZOse9vbMZHlP3uneC6F73+T/F23YCVSdL7710lf9ZxmN2vFqtoe/qFxetam6Wlv/amSlouZqitfDvw90E6QwTXAJmPMGPBhEbl/KRqolFJKKbXctEomV0Q41JcnX7Kb3ZRloTOXZLQo+FKfrsoQBLnp8y5YEQGuffQgo1/6O5xjh0hd8Ww63vzeVTfVT70VwvlxsymtxL6UZvq0fQb4oIjcPXmhMeZZwL8BlzWwXUoppZRSy9apTO4KD3KHx6vkSzbrutK0Zeo3vclKFLEsErEIhwZcLAOd2cV3VfZtm8pTT7LmDW+uQwsbR0Qo3v4txr/5JaxsG93v/y1Sl13T7Ga1hGLFJRoxJGIrv9fHSjJTkJs5O8AFEJG7jDGZBrZJKaWUUmpZm8jkWtbKnfuzarscHyqSS8dY25Ve1fOYTjZc8OnMGCJ1eG8rB55EHIfMhRfVoWWN4VfKjH7xb6k8dA+py59J59s+iJXJNrtZLUFEKFQccumYfr6W2ExB7q3GmJuBz3G6uvJm4J3AbY1umFJKKaVWrlrNJl8o0dPdsSQXd+VKlbHxAizRuNJazSESiazYC1dfhMN9BSxj2LI2t2L/jnqr2EKpJmys43hcgMxFy7MKrnPyKMP//Ge4Q/20v/6dZF/4Kj0X6sh2fBxXyKaWf1f1VjNTdeWPGmNeAdzAmdWV/0ZEblmi9imllFJqBRocGqFSrZFIxGnLNbYDmIgwMDiM5/lEo0vTfdiyDOlUekmO1Qh9wyUqNZdt69uILdFrthIMF+o3dRBAad9jxHp6iPeuqcv+6kVEKN/7E8Zu/CdMMkXvr/0eiV3LN9u8UhUqwbRROQ1yl9xs1ZVvBW5dorYopZRSqgWUK1Uq1RoGGBkdI5dtbFfYQrGM47isW9tDLqsjqmZTrNgMjFboakvSka3flCatYLjgk4hBJlGf87W0b++y66psHzvE+L9/ltqTjxHfcQHd7/0NIu2dzW5WSypWHCKWIRnXG0lLbabqylHgfcDrCDK5ApwA/hP4FxFxlqKBSimllFpZRkbGiEQi9HR30D8wTLFUbljwKSKMjo4Tj8fIZlZuZrUeylWH/pEyMkuP7XLNIR6LsLFXx11O5oswUvBZ22HV5aaMOz5G7cRxel792jq0bvG8/Bj5b99I6a4fYmWydLz1/WSe/WLMCi+etpwVKi65dFS7gDfBTJnczwNjwB8SdFMG2AS8C/gC8NaGtkwppZRSK04lzOL2dHeSy2YYHc0zMjJONtOYbG6xVMZ2HNat7VnVF5Ku53PwZB7fF+KxmYOWRCzKxt5MXQortZLxkuD69Z06CGhqJldEsA8foPLAzynd+QPEtsle90raXv4mrLT2emgk2/GxHZ81HTo3bjPMFOReKSLnn7XsGHCXMeaJBrZJKaWUUivU8Og4kYhFe1sWYwxdne30DQw1JJsrIoyMjBOPaRb32EARx/XZvbmDTFLn41yI4YKPAbrqGeRaFunzL6jL/uZKfB/70BNUHriLykN3440OQyRC6uKraHvN24mt3bCk7ZkP3xcc1292M+pivBR0etXxuM0x06s+aox5M/B1EfEBjDEW8GZgdCkap5RSSqmVo1KpUqlU6enuxLKCQCGbTRMbjTIyWv9s7qks7prVncUdzVcZK9ZY153WAHcRhgs+bWlDLFK/8bipbduJLFGBMmfgJOVf/JjyPT/GGxmEaIzkhZfR9upfInXxVcs+cysiPHGsQKnqNrspdROxDKmEdgdvhpmC3LcBfwr8rTFmIqjtAH4YPqeUUkopdcrIpCzuhIlsbr3H5ooII6PjxGJRstnVm8W1HY+jg0UyyShrO1fv67BYtivkK8LOdfUJSESE0v69dD7/urrsb6bjlO/9CaWffA/74ONgDInzL6HtVW8ldcnVWCuoAnih7FKquqzpSJBOtkb2MxlfudOMrXQzTSF0iHDcrTGmGzAiMrRE7VJKKaXUClKp1ihXqvR0d5zK4k7IZTOMjI7XNZtbKlWwbYe1a7pX7UWkiHC4vwDAlnVtq/Z1WCwR4cigB9RvPG7t2FG8QqGh43G9/BijX/w7qnsfILpuE+03/DLpq59HpKOrYcdspJMjFWJRw8aeNJaOF1eLNKfbJCIyPPGzMeZq4KSIHJ/LtsaYCHAvcFxEXm2M6QK+AmwDDgFvEZHRcN3fIajo7AEfFZHvhMuvAj4DpIBbgI+JzFY7UCmllFJLZWRkjIhl0d6WO+e5ydnc0bE88fjiu9QOj44Ri0Vbdsogx/WZ7VJnJF+lVHHYsjZHYpZiU2pqIsITJzyODHms67BoS9WvqzJA5sI9ddnf2SoP3s3ojf+Ib1fpeNN7yDzvZRirPgF6MxTKDsWKy+ZeDXBVfSykL8CvAZcaY54QkblUWP4YsA9oC3//BPADEfmUMeYT4e8fN8ZcRNANeg+wAfi+MeY8EfGAvwM+ANxFEOS+HJ2/VymllFoWHNelXKnS3XVuFnfCRDZ3eGSsbsdt1SzuwGiZE0OlOa3bkU3QmdO5bhfC94VHj7j0j/ts6Ylw3ob6dS0t7XsMK5UiuXVbXfYHQUDujQ6Rv+WrlO++g9jm7fS+89eIrdtUt2M0y8mRCtGIoaddz2VVH/MOckXkXQDGmHNv1Z7FGLMJeBXwSeA3w8U3ANeFP38WuAP4eLj8RhGpAQeNMQeAa4wxh4A2Efl5uM/PEczdq0GuUkoptQzYtaCKaCo5/QWqMYbNG9fhOPUpKmOMqUtGeLkpVx1ODJVoS8dpz8ZnXNcYQ0c20ZKBfqM5nvDQQYfRkrB7fYRta+o7BrS0by/p8y9Y1By04rlU9z+MfegAzpGnsI88hV/MgzHkXvYG2l7+Jkx05Y9dLVYcCmWXjT0pzeKqupnxk2GCb81rgI2AACeAeyRQmMP+/wL4bWByQLxWRE4CiMhJY8yacPlGgkzthGPhMofT8/ROXj5Vez9AkPFly5Ytc2ieUkoppRbLdoIgd7agMxKJEFnERX+r83zhcF+BWNRiy7oc0cjK7X66FHwR9h51KVbnP4LNdgTbg4u3RFnfWd9z0rdrVJ46wJo3L6xOq18pU7rzBxR/dEsw/Y8xxNZvJnnxlcS37CKx+6KWyN5OODlSJWIZenU+WVVH0wa5xpiXAn8LPAlMjL/dBOwyxnxYRL47046NMa8GBkTkPmPMdXNoy1S3bmSG5ecuFPlH4B8Brr76ah2zq5RSSi0B27aJRCwNYBfpxFCRmuOxc2O7BrhzcGzY5+SoT1fWYM0zm52MGbb0ROo2J+5k5SefRFx33kWn3NFhinfcTOnOHyDVCvFdF9HxpveSOP8SrERrBoClqku+5LChO0VEs7iqjmbK5H4auD6ssnyKMWY7wbjYC2fZ97XAa40xrwSSQJsx5gtAvzFmfZjFXQ8MhOsfAzZP2n4TQeb4WPjz2cuVUkoptQzYtkM8PnPXWjWz8WKN4fEqazpT5NL6Ws7G8YSn+1w6M4Yrd8SWVZft0r7HAOYc5IrrUvjBNyl8598RzyV1+bPIvfg1xLfsbGQzl4W+4QoRy7BGs7iqzmYKcqOc2U14wnFg1kEwIvI7wO8AhJnc3xKRdxhj/jfwLuBT4b//GW7yTeBLxpg/Jyg8tZuga7RnjCkYY54F3A28E/ir2f80pZRSSjWaiGDbDrlcdvaV1ZQc1+foQIFUIsq6rtaqFu07DkPf/k/8arWu+x3K+0SKPj09Efp/sXwCXIDRH99BrHcN8Z7eWdetPvEoYzf9C27/cVKXXUP7699JtHvNrNs1U99IhZrjL3o/IsJYyWF9V5JIZHm9h2rlmynI/VfgF8aYG4Gj4bLNBBWQ/2URx/wUcJMx5n3AEeDNACLymDHmJmAv4AIfCSsrA/wXTk8hdCtadEoppZRaFlzPwxdpySJQEzzPZ2i8iucv/sJ+KsWKg+cLu9bmWq7wzvhdd3L0L/9vQ/adBoZnXas5el77uhmfd0eGyH/7y5R/8RMi3Wvo/tAnSO25cmkatwi243F8KMi+1uNUTSUirOnULK6qv2mDXBH5E2PMfwKvBZ5NMDb2GPDLIrJ3PgcRkTsIqihPzLn74mnW+yRBJeazl98LXDyfYyqllFKq8Ww7KDqVaNEgV0Q4MlBgvGhPWSSkHoyBTb1ZkomVXyn3bKW9j2GiUS79xrexYvXphv3IEYehcZ9nnx8nGV+eNwXMFN33xfep7nuQ0k+/R/Wx+8GyyL3sDeRe+nqs+MqYOqdQCaqjn7cpRzq5ss5X+4EfU7vzVpDG3Kwy8STJV72T6MbGdzN3DjxM9fs3ges0/Fgr1YxnZxjMziugVUoppdTqMRHktmomd7RQY7xos747w9qudLObs+KU9u0ltWs30eysM0/OyXjJZ6AM2zdGSOdWRpDlFcYp/fyHlH72PbyRQaxcO7mXvI7MtdcT7Zq9S/NyUqy4RCxDKrGyisy5R56g9pNvEtm4k8jazbNvsADOgYep3vJ50m//TaxMW0OOAeCPDlD97o1YHd1Et5zfsOOsHP/flEtnqq7cTjCm9nXAxCdwgGAM7adEZKyu7VNKKaXUimPbDhGrNSsr1xyPYwNFMqkYazpTzW7OiiOeR/nx/XS/4pX12Z8Ij59wiUdh25rlfb6JCPZT+yj+5LtUHrobPI/E7j20v/aXSV12zYqd37ZQdsimosuq0Nds/OI41du+iNW5htRr3otpUNY8esFVlL/yaaq3foHUGz6Isep/jopTo3LzZzHRKKnXvA8r11H3Y7SKmT5hNwG3A9eJSB+AMWYd8G7gq8BLGt46pZRSSi1rQWXl1sviighH+vJgYOva3Iq6qF8uKocO4lcrZC7cU5f9DYz7jJeFCzdFiS7DQkUigtt3nOre+ynddQdu3zFMKk32uS8l89yXrPi5bR3Xp+b49LSvjK7VENxoqd7yOcS1Sb3qww0LcAEiPetJvuhNVL/7Zeyf30bi2lfVdf8iQvX2r+MP95N63a9qgDuLmYLcbSLyp5MXhMHup4wx72lss5RSSim13IkItmOTy7ZWRWCA/pEyparL1rU54rHlnTVcrkr7ghFv850vdiq+Lzx50iWbNGzsWj5zCIvjUN3/ENW9D1Dd+yDeyCAAsS076Xz7h0hdde2KGW87m2I4HjeXWjk3tWp33ox38hDJl7+DSNfahh8vduHVeCcOYt97O5H124juqM8NHgDn0btw999H/FkvI7pVuynPZqYg97Ax5reBz4pIP4AxZi1BJvfoDNsppZRSahXwPA/fl5abI7dUdegbKdOZS9DZppVfF6q07zEibW0kNi4+g3l02KNiwxXbl0dXWb9UpPjT71L88W34+TFMPEHi/EvIveR1JC+6fMWNtZ2LQsXBMpBOroybPs6Bh3Hu/xGxS68ldv4VS3bcxAteh9d/lMp3v0zml34Dq7170fv0+o9S+9E3iGw9n/g119ehla1vpiD3rcAngB8ZYyYm7OonmM/2LY1umFJKKaWWt1oLFp3yfOFwX4FY1GJjr879uxilfXvJXHDRooNS2xWe7vfozhl62pqbxXUH+yjccQvlu36I2DUSF1xG9u0fInneJZhY63wOplIsu2SWwXhc5/H7qf30ZvC9GdeTahlr7RYSz3vtErUsYKIxUq96F6Uv/19KX/wzTGzxmXyxq5hUjuTL3o4xy6cnw3I20xRCo8DHw4dSSiml1BlOVVZuoYv744NFbMdj18Z2ohG9mFwor1yieuggnc+/btH7Otjv4Xpw3vrmFWsS36d4+7cZ/9aXwUD66ueRe9GriW3Y0rQ2LSXX86nYHhtyzS3A5g0ep/q9r2B1rSGydpbXPhonftV1TSnyZbV3k77h/Th77wWkDju0iF3yHKyU3nibqwW968aY94jIv9W7MUoppZRaOWzHwbIsIi0SDI4Va4zkq6zpTJFNt1YX7KVWfnw/iCx6PG6p5nN0yGNjl0U21ZzzzCuMM/L5v6G270FSlz+Tjje9l0h7Z1Pa0iwT43GzqSbeaKhVgsrCyTSp130AK12faakaJbJ+G5H125rdjFVroWfqHwIa5CqllFKr2ERl5WZ3X6wHx/U42l8glYiyrrv1CmkttVNFpy5YXJB74KSHZcHOdc0JrqqPP8LI5/4Kv1yi463vJ3PtS1rifJ+vQsXFGMgkm/M+iAjV730FyY+SetOHl32Aq5pvpnlyH57uKaDx5cmUUkoptWyJCLbtkMumm92URRMRjvQX8EXYui6HtQqDmHor7d9LYuMmou3tC97HaNFnYNxn57oIidjSvSfi+9hP7ad8308p3fkDoms20PPh/0F849Yla8NyUyw7ZJJRLKs5nw3ngR/jPvUIiee9luiG7U1pg1pZZrodsxZ4GTB61nID3NmwFimllFJq2fM8H9/3W6Lo1NB4hULZYVNvlmS8ed0xW0lp315yl18JQNURPH/+4xKfOOGSiMHW3sZX8xURak88SuXBu6g8dA9+YRxiMTLPeTHtr38nVmL1Vtn2PKFc81jf1ZzXwD3+NLWffpvozkuIXfH8prRBrTwzfZN/G8iKyINnP2GMuaNRDVJKKaXU8mfbNrC8i06Vqw41Z+YKrL4vnBgq0ZaO092+egOZerIHB3CGhkhfcBEH+lwO9s/8Hsxkz+YokQZnD0WEsS//A6Wf346JJ0juuZLU5c8kuefKVR3cTihWgwJz2fTSf9bFrlG99fOYti6SL3nrquwqrhZmpurK75vhubc3pjlKKaWUWglsZ3lPH+T7woHj4/hzyCDGIhab1+b0ArpOSnsfA2Cg+3z6+j3Wd1p05+ZfNCoeNXRlGx/gjn/j85R+fju5628g94o3YcUXP+VLKymWg6JTzRiP6z75EFLKk3rjhzGJ5lZ2ViuL9slRSiml1LzZ9kRl5cZ3JV2IfMnG94MxtqnEzJc7sWik4dnC1aS4dy9EY/TltrNjbYQdayPL9gZC4bavU/zht8m+4OW0vfbty7adzVSouGSSzfmMOHvvwersJbJxx5IfW61sGuQqpZRSat6We2XlkUKVWMSiI5tYtm1sRbYr9D/wKN7GXVy4Lc2m7uV5EwSgcMct5G+5ifQ1L6D9De/W82QKvi+Uqy5rOpe+27Y/Ooh34iDxa1+l742aNw1ylVJKKTVvtu2QySzPysqu51Mo2fR0pPTiuE4Gxj32HnVxZxleK55H5+En6Hjpq5ZtgCueR+nntzP+9c+QvPQaOt/+IYzVGnM911ux6iJArgnz4zp77wFjEbvw6iU/tlr5ZjxjjTER4Dsicv0StUcppZRSy5zrenjLuLLyeLGGAJ05HVtZD0eHPPYfd2lLmVnH1nqHD1K0q/RedvEStW524rnYR56m9uRe7Kf2UXt6P1KtkLjgUrrf/THMMu1yv9Q8z6dvtIpMGsZergbjcbNLHOSK7+Hsu5fItguwMm1LemzVGmY8Y0XEM8aUjTHtIjK+VI1SSiml1PK13ItOjRZqJGKRWcfiqpmJCE/1eRwc8Ohps7h0S5RIZObM+OC9j1MEMhdetDSNnIFfLlH82fco/uhW/PFgRszouk2kr34uiV0Xkbr0GZhlXB18qfWNVOkbrXJ254eObIxIZGkz3d6hx5FSntiea5b0uKp1zOXbvwo8Yoz5HlCaWCgiH21Yq5RSSim1bNl2EOQmlmGQazsexYrDuq60dlVeBF+EfcdcToz4bOiyuHBTFGsOr2dp316i7R3EN2xcglZOzR0aoPijWyjd+QPErpE47xIyb3gXid17iOTam9au5cz1fAbGqnTm4uxYn212c3D23oNJZYlua/7NErUyzSXIvTl8KKWUUqqF+L7guu68t6tWa1iWWbLKysf+/q/J/+IXc1rX9Xw8z2c4FmFEg9wFEYSqDa4v9EQNJgr7mdtrWTtxnOxllzf8BoP4PqWf307+lq/iF8bOelLAipC+6lqyL3o18U3bGtqWVjAwWsUXWN/V/HmB/XIB9+BjxC5/nnYlVws2a5ArIp81xqSALSLy+BK0SSmllFJL4GTfAOVKdUHbJpNLV7V4+LZbsTJp0jt2zbquXbaJAsl0vPENa0G+CGMlwfWEXMoiFZ/fe5zYuIHeG97QoNYFqk8+xvjXP4Nz/DDxHeeTeM6LznjeSiRJXfVcop3dDW1Hq/A8n4GxGh3Z2LLo4u/uvx98n9hF2lVZLdysZ7Ix5jXAnwFxYLsx5nLgj0TktQ1um1JKKaUapFKpUq5UaW/LkkzOv0DTQrZZCN+u4Y6PseGNb2b9r7x7xnWrtsv+w6Ns6MnQ27k8Kz8vZ5WacP9Bh6otXLI1ypr25ZVFc4cHGP/G56g8dA+Rrl663vPrpK54tnZLX6SBsRqeL6zvSjW7KYgIzmN3Y63bSqR7XbObo1awudyu+QPgGuAOABF50BizvYFtUkoppVSDDY+OE4lY9HR3Yi3j6VOcoSEAYj29s647WqgB0JFrfpfLlSZf9nngoIMvcNXOGB2Z5XNOiAjlu37I2Nc/AyK0vfpt5F74akxcs/WL5flC/2iV9kyMdLL5WVy//yj+SD+JF7+52U1RK9xczmZXRMbPuksm062slFJKqeWtUq1SqVTp6e5Y1gEugD04CEC8d+YgV0QYLVTJpWPEosv7b6oHxwsqH9tufS7JhvI+sUgQ4GaTy+f18wrjjH75H6g+ci+J3XvofMdHiHb1NLtZK4779F7sR39+zvLhrt14ay6m87HvUb5vtAktO5OMDUE0Rmz35c1uilrh5hLkPmqMeTsQMcbsBj4K3NnYZimllFKqUUZGxolYFu1tuWY35Rwigu/LqSlLnKEgyJ0tk1uuudiOz9quTMPb2GxVR3jgaYdSVUgl6tNVtz1t2LMlRjK2fLr+Vh65l9Ev/wN+pUT7699J9rpXYpb5TZnlyBs8QeWWz2JSGUz69GfeNxGGd+4knT9Bcvjw8shgxeLEr3kJJqG9MdTizCXI/TXgfwA14MvAd4A/bmSjlFJKKdUYlWqNcqVKd9fyzOIeGygyWqxx3uYOkvEo9uAAAPHeNdNuIyIMjJYxBjoyrd2FtVj1eeBpB8eDK3bE6M4tv/dwsWpPP07+tq9T2/cgsY1b6f2v/5PYhi3NbtayITL3cFRqFco3fxaSaVJv+3WsSUHuwFgNb7DMpu1ryFx9cSOaqlTTzKW6chn4H8aYPw1+lULjm6WUUkqpRhgZHSNiWXS0L78s7lixxnA+qPZ8uK/A7s0dOEODWKkUkcz0GdrRQo3xos367sypDHArGi36PHjIwTLwjF0xcqnW+ltrT+4lf9vXqD3xKFY2R9tr307uuldhYstvPuZmOTlS4cRQZX4bPeeDwb/HXeDMLsnZVJRcWl9f1XrmUl35GcC/Arnw93HgvSJyX4PbppRSSqk6qlZrlMvLM4vruB5H+wukElHWdKY43Fegb7iEPTg4Yxa35ngcGyiSScVY09n86rCNMpj3ePiQSzJuuHJ7rG7dlJeD2tOPM/6tL2Mf2IuVa6f99e8kc+31WNpl9Qyu59M3UiGTjNKWmT0w9U4cwjuyn8iW84lsOLdmrAE6c63d80GtXnPprvwvwIdF5CcAxpjnAv8GXNrIhimllFKqvoZHx7GWYRZXRDjSX0BE2LouRzIepVB2GBitEBsYmHY8rohwpC8PBrauzbXsVDKOKzx6xCWTNFy5I0Y82hp/p3PiCOPfvpHqI/cGwe0b3032Oddr1eRpDIzV8H3YsjZNepb5bN0TB6nc8a9Et+8hefGFLfvZUGo6cwlyCxMBLoCI/NQYo12WlVJKqWWiUCgxlp/9v+ZqtbYss7iDYxUKZYdNa7Ik48GlycbeLMWKTaV/gNQzrp5yu/6RMqWqy9a1OeKx5TWnaz093e/herBnc3TFB7gignP8MMUffpvyL36CSSRpe/XbyF73Ss3czsDzhIHRKm1RB/Ojr1GZpUyUd/hxTK6T5EveqgGuWpXmEuTeY4z5B4KiUwK8FbjDGHMlgIjc38D2KaWUUmoW4/kCtu2QSMycActm0ssui1upuZwcLtGWidPddjrIiViGLb0ZHh8foZpuP2e7UtWhb6RMRzZBZ1vrBkflmnB02GNDl7Vix+D6lTLV/Q9T3fsA1b0P4udHIRoj+6JXk3vJ64hkltc5uRwNjFfxfKHj7ptw832YZHrG9U0mR/Ilv4RJtG4XfqVmMpcg9/Lw398/a/lzCILeF9WzQUoppZSaH9t2yGbSrF3T3eymzGisWKNYts9YVig7QUC75tzuxvFKAXyfarqDw315Itbp5/Mlm1jUYtOa7JK0vVmePOliGdi1bi6XbMvDRLa2uvdBqnsfwD74OPg+JpUmecGlJC+6guSeK4nkzr15oc7l+cLASJXM+HGS+ZNk3vYbWJ0zT6ml1GpQdabv0TCX6sovrGtrlFJKKVU3rufh+T7x+PKukFqqOBw6mccyhsmxrGUZtq5rIxo9N0vpDA0BkFm3lnzpzOA4MrFdi1dTHhj32bE2QmIZzV87QXwfd7APb2QQd2Qw+Heon9pT+/DHgyq+sU3byV1/A8mLriC+bTcm0rrdyhtlaLyK6wvr936P5PVv0wBXrWoiwkAenuoTjo9Ov97KuS2olFJKqXM4tgOwrINcz/c53J8nFrW4YEvnnKf5mZgjd/P520jv7GlkE5cdEeGJky6JKGzrXV6BoV+rUr77Dgo/vBlvqP/0E5ZFpKObxI7zg2zthZcTae9sXkNbgO8LfYMFUkNHadu+k9hurfuqVqeqLRwegqf6hWIV4lHYvW769TXIVUoppVaw2goIco8PlrAdn12b2uc1j60zNAgwbXXlVtY35pMvC3s2R4lElkcW18uPUfzxbZR+8l38cpH4tt20veR1RNdsINLVS6S9UzO1dTZwcgiXKOvHDpB42Zua3RylloTtCkMFGC3BWFEYLcHESJeeHOzZZNjUzRlDWM6mQa5SSim1gtm2g2UM0WUaXIwVaozkq6ztTJNNzW9qGHtwEBONEu3oaEzjlgnbFWx30tgygQMnXXJJw/rO5nfHFhFKP76Nsf/4AnguyUueQe7Frya+/Xyt3NtAnl2lf6RCqjJO9/NepjcQVEuzXeHECBwdEfrHwA+/EnNJ6M7BroxhfSe0p+f2nTNrkGuMSQP/DdgiIr9qjNkNnC8i317wX6GUUkqpurAdh3g8tiyDDdv1ODpQIJWIsq575mqwU3GGBol192CW2ZRH9VSuCXc9YeP55z63Z3O06e+rXyoy8sW/pfrIvST3XEnHG99NtHeGPoKqLkSEkZ//CHf9M9iU9YnkOprdJKXqQkSouVCoQKEKhYowXoKBfBDYpuOwax1s6DR0ZiC2wGnT5pLJ/TfgPuDZ4e/HgK8CGuQqpZRSTWbbNpn08psmREQ40ldARNi67tzKyXPhDA0S613TgNYtH0+edAG4eEv0jIJcqZihPdPc4L721H5GPvtpvPwY7W94F9nrXtn0oHu1cB69K6hELkLH1q3Nbo5Si1asCocGhENDUK6dXm4ZyCaD8bWbug1dWeryPTOXIHeniLzVGPNLACJSMfoNp5RSSjWd53l43vKsrDw4VqFYcdi0JksyvrDRUfbgIOldu+vcsuVjcvXk9Z3LpyuqX6tS+P43KXz334l09bLmN/8X8S07m92sVcPrP0rtR9+g8tz3k0lFZxx3qNRyIXaF2m2fJX7tDVjd6/FFKNeCDO2hgWCMrQHWdsB56w25JORSkE6A1YDQci7/69jGmBTBnLgYY3YCtZk3UUoppVSj2RNFp2LzG+vaaJWay8nhEm2ZON1tyQXtQ0SCTO6zr61z65aH5Vg9WVyX0p3fJ3/b1/EL46Sufi6db3k/Vmr+Xc3Vwki1TOWWzyGZTqrpHtaklt8NLKXOJiKMDhY4HLuY4qEkpaM+xeqZ42ov2WLY2gPpxMIDWhHBr5bwS2N4xTG84vRzCM0lyP0D4DZgszHmi8C1wHsW3DqllFJK1YXtLL/Kyr4vHO7LE7EMW9YsrJsygFcs4FerxFu0svJyqp4svk/l/jsZv/kreEP9xHdeSPv7f4vEjvOb2q7VRsSn8t0vI8Vx/Nd/FClDLqU1YtXyVaoJR4bg8KCQr/Rg2jvJujXaMrChE7IpQ0caOjML64IsnotXGsc7FdSOgRf8v0ckRiTbMe22s35yROS7xpj7gGcRZJk/JiJD826lUkopperKth2MMUSjyyMTCHByuETV9tixoY1odOFjSp2h4FIj1tt6Qa7ny7KpnuyODDLy+b/BPrCX2KZtdHzod0hedLmOvV0E99gBvGNPzXs7f3wY7+BeEte9nqFkF5SrZDXIVctIuSYMF2G4EHQ/HikGy3tycHnbSdY+chPp8y8jdsGL5r1vEUHsahjQjuIVx/DLBcLOxFjJDLHOtUSyHViZDqxkZsbvqblUV/6BiLwYuHmKZUoppZRqkpq9vCorF0o2g2MVetqTtGUSi9qXPTgA0JKZ3CNDHlWnudWTRYTyPT9m7Gv/CkDn2z9E+pnXtXQl66Xg9R2h8o1/BN9b0PaxPc8kdum1FI8VSCci85pXWql683xhYByOjwh9Y6fnqo0Y6MzCxZsNW3ogmzS4T/Th+FWkVpnz/n3HxhsfxB0fxCuOIk44ItaKEMm0E1+/nUimk0i2HROd37CcaYNcY0wSSAM9xphOgiwuQBuwYV5HUUoppVTd2bZDOr2wMa/15no+R/oLJOIRNvRkF70/Z3AQoOWqK9uucKjfo6fNoivXnADGK+YZ+8o/UXnwbuK7LqTrHR8h2t1ar3MzSKVE5ZbPYbLtZH7pNyAx/6rnxhh8XyhWXXrbF3ejSKmF8HzhxCgcGxZOjoHrQTQC69rhvDZDTw7a05xTEG0iuBW7OuP+/WoJd2wAd2zg1JhaE0sQyXURyXYQyXRgpXMYs7jvx5kyuR8Efp0goL2P00FuHvibRR1VKaWUUovieT6e5xGPNXY8ruf7jBVqYYex6Y0Xa7iez+4NHVh1qAZrD4VBbnf3ovfVLPmyz2NHXWTSi+d6gufDeeuXtou5+D72049Teehuyvf+FL9Sov2Gd5B90as1e1sHIj6V73wJKedJv/nXMMmFF+sq14JzJpdePmPtVesr14Sn+oWDA1B1IBGDLd2wscuwpv3coPZsp4Jb+9xMrm9XcUf6cEZO4JfzAFipHPH1O4l2rMFKt9W9V8u0Qa6IfBr4tDHm10Tkr+p6VKWUUkotiu0E/cYaXXRqeLzKiaHSnNbd0JMhnaxPe5zBQaKdXVgNDuIb6ciQR8UWes7I2Bp62iwyycYHliKCffAJyvf+hMpD9+DnxyAaI3nhZbS98i3EN21reBtWC/sXP8A7vJ/EC99IZO3mRe2rUA7mTtbxuKqRRISyDaNFODIkHB8JRr9u6IRd64LAdj5T+4hdwU9lEQz2wBHEdRDPxi8X8AojAFjpNhKbzifauQ5rAT0d5mMuhaf+yhhzMXARkJy0/HONbJhSSimlpjcxfVCiwUFuseIQj0XYval9xvWMMUTrOH7QHhpY0eNxXU8YGPdZ22GxZ/PSBurieVQevofCD76Fc/gAJhYnuedKUpc/k+SeK7GSjb24XG3cI09g//w7RM+/ktglz170/ooVl2Q8UtfPk1q9RISKDcUqFGtQqAhjJRgtgR3cTyEehfM2wM61hmxy9sBWRPArBbzC6KnqxxKLweZgXnPvyN5gRSuCFU8RX7+TWPd6rOTih7LM1VwKT/0+cB1BkHsL8Argp4AGuUoppVSTnK6s3Lhsj4hQqji0ZxPElriCszM4RHzduiU9Zj0NjPt4PmzoXLrXza9WKN31Q4o/vBlvZJBo7zo63vw+0s98AVZieYzdrjf30H78scGmtsG+5/tYXWtIvuhNi+5yKSIUKw7dbToeV82f7Z4OYEdLwc+T56sFsEwwpnZjF3RmDJ0Z6MjMoTuyCH45jzvahzPaj9TKQDieNtOBjA4gI30Y3yf5mg9iIrGmDoWYy/+MbwIuAx4QkfcYY9YC/9zYZimllFJqJrbtEI81trJyzfbwfCFTpy7I82EPDZC9+JIlP269nBj1SMWhI9P46sne2AiFH91C6WffRypl4jsuoOMN7yJ5ydUtPd7WeeJBqrd+vtnNwCTTJF/1Lkx88YFpuebhC2TT2lVZTa/mBFWPC1UoVYViDUrV09WPgfD7B9Z3QiZhyCYhm4R0nDnXTRDPxSuM4OaHcMcGEbsCxhDJdRNdt51oey9WPLiBVt3/C6RcAMAYq+nfPXP5BFVExDfGuMaYNmAA2NHgdimllFJqBrbtkEo1NjtXrAZdopd6bKBfq+Hl8yt2jtyKLYwWhR1rIw27CeHXqjgnj1L68Xco3/czEJ/U5c8k+6LXkNi2uyHHXE780QGq378Ja/1WUq9+z6IrsS5KLI6J1udGULEcfOZyqZU7Fl01xkTV48ODwXQ+E9nZZCwIXnvbIJcKMrOdGUjG5/fdMzFPrV8t4pULePlhvOIIiART+uS6iG0ICkVNNZ2P1CpgWeD7QfGpOn0mFmou/2vda4zpAP6JoMpyEbinkY1SSiml1PQ838f1vIYXnSpVHKIRQzy2tF2VJyorr9QxuSdHgzlSN3TV53VzR4co/+KnOEefwh0exBsdxC+GGZN4guzzX0b2Ba8k2rM6pgESp0bl5s9iolFSr/gVrHSu2U2qm0LFJRGziEVbNwOvpleoCEeHIV85s56970P/ODheENTuWgebuw3taYhG5n8jTXw/CGZL4/ilcbxyHr9aOmN+ZyuZJbZmK9H2HiLZTow1/feZiIBdwWQ7kcIIUqti0m3zblc9zaXw1IfDH//eGHMb0CYiD8+2XTjP7o+BRHicr4nI7xtjuoCvANuAQ8BbRGQ03OZ3gPcBHvBREflOuPwq4DNAimBc8MdEZLbZDJRSSqmWNFF0aimC3EyqsV2ip3J6jtyVF+SKCCdGfDozhtQ8MymT+bUqlQfvpnzPj6g9+RiIEF2zgUj3GuJbdhDp6iXa1Uvyosux0ktXzKXZRITq7V/HH+4n9bpfxcp1NrtJdROMx3XpzJ6bJVOtq1wLAtsjQ8JoWMg+k4Czv3Y3dMLW3vlVPRbPxa+V8atl/FoZqZXxKsVgGh/xATDRGFaqjVjPJqxUBiuZJZLKTpmtnZZrgwgmFwa5U0wjtNRmDHKNMRGgU0SGwkUngJcaY74iIhfOsu8a8CIRKRpjYsBPjTG3Am8AfiAinzLGfAL4BPBxY8xFwNuAPQRz837fGHOeiHjA3wEfAO4iCHJfDty6kD9YKaWUWumWIsi1HQ/b9elpwnhcZyKT27vyMpPjZaFiCzvWLqyLt4hQ+sl3GP/PLyJ2jUjPWtpe/ibS1zyfaM/aOrd25XEevQt3/33En/UyolvPb3Zz6qoSjoHX8bitqeYII0UYL0OhKhQqQVGocFQInRm4bKthczekE/OYusf3Ec8JpuyplfHKBfxKHq9cOFUcaoKJxrGSGWJrNhPJdBDJtGPiqcUXTKsFQa3JhjedJubMbbCaM/1z036KjDFvA/4BKBljngT+APg88Avgl2c7aJhpLYa/xsKHADcQVGsG+CxwB/DxcPmNIlIDDhpjDgDXGGMOEWSPfx6263PA69AgVyml1CoVVFaGWAMrK5dOjcdtQtGpiUxuT8+SH3uxTox4WBasaZ9/d1NxXca++i+U7vwBiQsvp+1lbyC+4/wlz6QvV17/UWo/+gaRrecTv+b6Zjen7oo6P+6KJyI4XhC41hzIV2C4IAwXgiJRExIxyCVhfQe0pQ0bOoPxtHPh2xXs/iO4Y32IY5/RxXiCSaSJpHNY3RuwklmsZBorkcZEGnRuhUGtlevE43TQ2yilKjx4EPYdm36dmf7S3wWuEpEDxpgrgZ8DbxORb8y1AWEm+D5gF/A3InK3MWatiJwEEJGTxpiJ27QbCTK1E46Fy5zw57OXK6WUUquSbdvEGlxZuVRxsAykEkt/we0MDWJlMkTSmSU/9mJ4vtA/5rO23Zr3ODmvMM7wP/8f7Kf3k3vp62l71VubXp10OZFqmcotn8OksiRf9vbmFpqaRanqUqq6895upFAjHrVILPEYeDV/vi8UqkFWdqwkjJWDgLZqnzldDwRz0PbkYNsaQ3c2qHgcj87/u9srjWP3H8Id6QOESHsvVnsaE40Fj0gME08SSbc1LpidxkT3ZBMOH5AGZXILlSC43X88eJ3PWz/9ujO9AraIHAAQkfuNMQfnE+CG23nA5WHhqm8YYy6eYfWp3m2ZYfm5OzDmAwTdmtmyZct8mqqUUkqtGLbjkEo2dh7NUtUlnVz68bgA9uDAiiw6NTDu4y5gblz72CGG//H/wy/m6Xr3x0hfdW2DWrgyifhUvvtlpDhG+k3/FSu1fMcge77w5LEC3tmRzhz1tuv8uMuR6wVdjQfzMBhmZr1gSCuWgVwKerKQSkAyZkjGgmxtJhFUPp74HvWdGrgu/qR7ICI+UqucOXbWtc9sQFgoCitCbO1W4mu2YCXSS/TXz05qQVBr0jmwIkF15TpxXDg2DAcH4MDJYNn5G+GK7dA2w0swU5C7xhjzm5N+z07+XUT+fK6NE5ExY8wdBGNp+40x68Ms7nqCKYkgyNBunrTZJoIxwMfCn89ePtVx/hH4R4Crr75aC1MppZRqOb7v47oe8XjjitN4nk+l5rKuqzkXUc7Q4IosOnVy1CMZg87s7DcGxLGpPHo/5Xt+RHXvg0TaOuj9jT8ivllnaTybfd8deAf3knjB64is39rs5sxocKyK5wu7N+ZIJeafkV1IpVxVXyLBeNmREowUguB2rHw6Q9uRhu1roCtr6EgHAW5kinlnfbuKX85jj4TVi8t5xKnNfPBINOhWHI2fU3kq0bORWO/mJc/SzslEJjeegnjyVNC7UBUbDvbDoUE4PhzcUIhH4cJNQXCbTc2+j5lepX8CcjP8PiNjTC/ghAFuCrge+FPgm8C7gE+F//5nuMk3gS8ZY/6coPDUbuAeEfGMMQVjzLOAu4F3An8113YopZRSreRU0alY48bKTnS1zDRprk57cJC2rduacuyFsl1huCBsWzPz3Lj2sUOUfvpdyvf/HKmUsNo7yb7wVeRe9GoibR1L1+AVwj12APvOW4juvozYZc9tdnNm5PtC/2iVXDpKW0bnuV0pPD8IZIcKMJgPsrROOMw1GoGuTNAttrfN0J07t6ux+D5epYRfLeGX81MGtFYyS6StO+hKfHbVYmOw4ilMIux6vALH4J/qnpxIYRKpBVVXFoETI8E426f7g5sKuRRctAm2rYF1nRCZxyiFaYNcEfnDebfuTOuBz4bjci3gJhH5tjHm58BNxpj3AUeAN4fHe8wYcxOwF3CBj4TdnQH+C6enELoVLTqllFJqlcoXgzkmksnGZXJLlSCQTjehsrJ4Ls7IyIrL5I4Ugr6LvW1TX4W5g32Mf/tGKvffiYnFSV12DelnXkfivIt17O00/FKe6q1fwOroIXn9W5b9xf/QeA3XE9Z3zSHNpJrCFyFfhrESjJaCKXtGiqeztG0p2NwDPVlDVzYIsibOu4m5ZZ2xPF4pmFfWr5XOGX86OaC10u1E0rnlmX2tp1oFIjFMJIqJJ+dcXdlxg5sLJ0eDcbb5MiSicNFmuGAjdOfOnUpprmaqrvyXM20oIh+d5fmHgSumWD4MvHiabT4JfHKK5fcCM43nVUoppVqe67rk8wXachmiDaysXKw6pBPRKbvgNZozMgq+t+LG5A4XfKKRoFLqZN74KPnbvkbpztsx0Si5l72B3Iteg7XCimo1mjfch+RHz1hm33c7YldJvf6DwYXzMub7Qt9ohWwqSi6tWdxmEBEqdlDFOJieR6g6YLtgO1Bzg26wEwFtxAqm7dm1LsjS9uQgETsroB3K45cnuhsXTs0tixXBSmWJZDuxEmmsZCb4N5Vt/YB2CmJXMYnwM5pIIcXxKddzPTjQF3RBHspzal5ggPWdcPVO2LE2yKAv1kzvwn3hv9cCFwFfCX9/86TnlFJKKbVERsfyiEBXZ3vDjuH7Qrnq0NPenGzUxBy5sRU0R66IMFzw6c5aWGHawR3qp3jHzZTuvB3xPDLXXk/by9+oXZKnILUK5a98Ghz7nOeSL/0lIj0zlFBdJobzNRxX2LZWs7hLpVwThgqnp+gZr5wuBgVBEJuMBWM5E9FgHGcqBh0ZQ2c2KAhlTUoT+nYFu68PZ7TvzIA2EiWSbiO2ZguRdFswt2wivex7FiwlsSsQD859E08hdv8Zz9cceOwoPHI4uNGQTkBvG+xYF/zb2x4U6aqnmborfxbAGPNu4IUi4oS//z3w3fo2QymllFIzcV2P8XyRXC5DrIHjcSs1F5FmjscN6lGupExusSrUXOjOWdQOPkHx9m9ReegesCzSVz2Xtpe/kWjvumY3c9lynngQHJvky9+B1d59arlJprE6lv9cySJC30iVTDJCLr36sniNVrGFfCXIzhYqp6fuqYT3RCJWMG52x1rIJQ25VDAHbSrOjIGoiODbVdzxAdzhk3jFoCeBlW7XgHa+atVTvS1MPInYFUaKUKzA0SHYdzzI4m7ugcu3wYauhXdDnqu5fBI3EBScGgl/z4bLlFJKKbVERsfGEZEFZ3HdQp7Bb3wd33FmXK9cdfDLDoWOFKUmdFcuP/k4wIoakztc8IkWhoh8/p8YfGovJp0hd/0NZF/wciLtXc1u3rLnPHYPVvd6ouddviKDieG8je36bFmTXZHtX25EgkJQJ0aFk6NBZeMJUSvIyPbmoDsXFILqSIM1w3eVeB5+LSwMNflRK4MXFNmzkhniG3YT61qPlVw+U/Msd54PwwVIlCoUY93c9XPYNJjiUtfhaz918U0Uy8Cu9XDZtmCM7VKZS5D7KeABY8wPw99fAPxBw1qklFJKqTOcyuJmMwuuqjzyve9w4t/+GSyLqaegnxAMWBuYcZ3GSm7bTrS9o2nHn6/CIw+y49a/xTMeHW96D+lnvRArsbzHkC4X3tBJ/P4jJJ5/w4oMEIMsboV0IqIVlRfI84WxEgwXYaQoDIxD1Qm+pXpycOmWoAhUdi7ZWc/FK43jFUfximP41eI5haFMPImVyBDr2oCVzBDJdWKlcivy/FsKIjAwDsdHoFwLMugT/+bDqZXeXKkwIkniUWhrT0IRXnx+lUxHlo4MNLBO4rRmDXJF5N+MMbcCzwwXfUJE+hrbLKWUUkqJCINjFQqFPCJC1YtwuC+/oH0V7n8Iq6OLzr/9wowXc+NFm45cgi1rl/CW+wolvs/4bf9Ox61fRXo3seZDv0VszfIfP7qcOHt/AVaE6PlXNuwYx4fKDOfPHe9bDyKC6wk7N2gWdza+LxRrQbfjfAXyFWG8HHQ9lrAYVCoejNHc0GlY13G6ENQE8X3c4ih+uYD4Lnge4rtBtrZSxC/nmbhRZ6VyQWGoZOb0I5FelYWhFqJQgSdPwhMngmrUEIxvTsWDMbVd2WBqn96ckPpRlfO3pbjkCnAPp3COw/bOClZHtmntn/VdNsEn9npgh4j8kTFmizHmGhG5p/HNU0oppVavkXyVE0NF0lYNIUq55gP+rNtNxX5yP2b7eZTDOXCnE4tadObqXAGkBfnlIiOf+2uqj91Pfte1rH3HrxLr1m6O8yGei7v/XqI79mClG3MxXHO8U+Nlk/E6lGydQixq0a5ZXCAI+qsOlGpQrAaB7ERQW6yeDmYhCJbaUnD+BujOGjozkE6Yc/bnl/O4+WG8wnAwbtaf9B1oDFhRTCSCFU8RX7+dSLaTSKYDE9X3ZL4qNhzshwMn4URY7Hx9Z9DVeMdaSEzxkorrUPW9U9WVJ/49O4PeCL7vTfvcXG5l/C3B/6gvAv4IKABfB55Rj8YppZRS6lw12+X4YJFMzAcPtm1eQzy+sIs2d3ychwZOsuGGG1i3vXv2DdSMxHMZ+rs/wT76NNWXvoe+LS/kgk69MTBf7sG9SKVE7KJrGnaM/pEqBtixPks81pggd7WYCGAnij5VHag6Qs2GinO6C6s/KZA1Juhm3JaCjV3QljK0hYWhYtGpM98iglccwx3twx3rPxUsWakssZ7NRHJdRLIdmEhM55iug6oNT/fDU/1wYiS4EdGehmfsgt3roW2We3dSC94fM6m6MgB2pa7tFBFc16VaKVMdHqBSKOAmp785Npcg95kicqUx5oHwAKPGmCb0rFZKKaVWBxHhcF8BY8D4NplsesEBLkBp/14AMhdeVK8mrmrj374R+9CTdL3n13kgdTVdCdOUOYVXOuexezCZNiJbz2vI/m3HZyhfo7s9oQHuPHm+kC8HRZ/GyxL8Wwrmmp0sagXZvWQcurNBN9Z0wpBJQCYJ2cTMRaEgyAR6lQJ+OY9XzuPlhxGnBsYQaeshtmE3kfYerJjeSKoXz4fDg0FX5CODwY2JtjRcsR12rgu6Is+5930YzJ6ayzr8dyL4XQjf93EcB7tWw7ZtarUqdrWKH9aKEDG48XZq/vRTds0lyHWMMRHCDu7GmF4W2ldKKaWUUrPqGylTrrls7E4yNlomm1lcN9jSvr1gDOnzL6hTC1evymMPUPz+N8k89yWw59mU99ts7tFs0nz5xXG8w/uJX/UijNWYALR/tIIIrOvUImCzsd2gkvHJ0SCgLVQmRrZCxAQB0IZOaM8Y2tPBnKbJGEQjc4uExPcRu4xfLePXwke1jF8tBXOshkw0TiTbSbRzLdGONTp+tk5qTjCudrwMfWPw1MnghkU6DpdsDTK23bmFTetzqltyIszkhv/KNJlcxxUcTxARRHw818V1XRzbplYq4VYrEI+cGuMuvuBKBIc0th/DkRhusUzStenaPP1sA3M5c/4S+AawxhjzSeBNwO/O7c9WSiml1HwUKw79I2W6cgkiJrinnEou7iK9tG8vyW3biaQz9WjiquWNjzD6hb8mtmErHa9/F8fywfvT3aZB7nw5++4FEWJ7GtNV2XF9BsdrdLfFSTRoLO5KZ7vCiVE4Niz0jQXZvGQsyOJt7IKOtKE9E3Q3tqaJfsRz8cp5/GoxGCsrgvg+iI+49qmg9pyAx4oElY0z7Vi9m4ik24IKx7GEFvBaJM+HwbAa8okRGCmenlMYguz7trXBWOiNXWHB/cWonc7kigi+FcWLJcFxkFoNz/MoVV2KZZtqzcH3XCLGJ2I8LCNn7MqVCE40g+tFcbwI2FWi5TxmbBQZGiedTLLpBVeQvXD22WznUl35i8aY+4AXE1Tzfp2I7FvIa6CUUkqp03yRMwqx+L5wpC9PPGqxsTdLX/8g8ViMaHThF+kiQmn/Xjqe+/w6tHj1Et9n5LN/hdg2Xe/5dUw8znDBIRmHdFwvyudDRHD23kNk4w6sjp6GHKN/tBpkcbum78642rieMFSAgfFgmp7RUpCtTcdh1zrY1G3ozk4/RY/4Hn65gFcexyuN45fC4HY6kRhWMk0k24GV2ICVTAfVjRMZTDSmwWydiARz1R4fgePDcHIUnLAeU3cOtvQGcwl3ZIJHWxoicwxsJ8bB2rZNpeYivo/ve/i+j/g+nufh2jH8q94AIyXMyNPBhle+Nvj32LEz9hf1wa/UcAdGKB0fwB0awxkt4Fdsst1perZl6bbyRJ0S8a5eYuddTuSiPae7Qs/DXPsA9AM/CddPGWOuFJH75300pZRSSgGQL9kcOjl+RpGWCbs3dWBZhkq1RltucdnX2vFjePk8mQv3LGo/q13htq9Te/IxOt/xEWLrNuL7wkjRZ32ntWou1v3CGLiLn4rHGzqJjA0Re8b1i2/UFFzPZ3CsSmcu3rCKysuZ6wVT8xSqUAirGxeqQYVjEbBMkK29cCOs7zTh+Mtzp+rxq8UwmB0PsrWVwqnyyCYax8q0E+9aRyTdjpXOYqxo0N/VWGDMqvlcNIPjwhMng6D2+EjQHRmCIPa8MEO7oWtu89P6vh90F3YcXMfBCR+27eB551bjFwEfC18MgoUvCXyTxPgWljGI50O1hAi4bgSvUKT207sZ+8yXSVOm++IN5M7bRPe6HhK9bcR2ZbGIISP94I0R3XYp0QuegdW9blGv0VymEPpj4N3AU5zuni8E1ZaVUkopNU+u63Okv0AsFqG77cw71KlElEwqRrVaQ0RIpRbfVRm06NRCuUMDFH90C8Uf3Ur6mheQeeYLABgrC54P3bnV0VXZ6z9K+ca/qN8O4wmiuy+t3/4m6R+t4gus72r9sbiuJ4yWgi6poyVhrHTmeFpjguJP2VQwFcyaNkNP7syxtCISFH4q5fFK43jlcfxyASQswROJEcm0EV+7HSvTTiTTrt2Km+jIIPx4bzAlUzYJ23phY3cQ1GanOeU9z6NWq50q5OS6Lp7n4XlBVnYyweBKBNeP4koCKxIlnYyRTsWJWJEzbmAYu4Z3122k80/x4J//jPzD+wG46vdehXg+T934CzKbu9n6nPO4+BPPJxIJz8x4ChOLQTQCxsXEUkSf9Qqiuy5fUNZ2KnPJ5L4F2CkijZlFWymllFpFRIQjAwU832fnxk5Sian/K65UgmIeix+P+xhWMkVq2/ZF7We1qR16kuLt36Ly4N1gLNLXvICON7/31PPDhaDOZ1d2dQS5zqN3QTRO8sVvWlh1msn7IkI5swanAlRq9WlgSICBsRod2di0n62VSkQo20HX1OFC0PV4rHx67tlUHDozsKkbOjPBVD2ZsLqxiCCujdQq+ONVbLuCb1fC7sd5mJhv1IoQSbcRW7OFSKadSLodk0hpQLsMVGy4cz88eTJ4n2+4Bta2h8WbwoC1WPRO/RwUdPKwbfuMjGwkEsFYUcREkWgCz7eoOoayE8GTKJGIRUc2Qk8mQkcmQiJmBcNenjhIcf/TFPcfoPr0QbyhPvz8CBtfeB5mfQcXvOUCkh+6EisimFiQ1b/yt8PeGqkskY07iWzYSWTDDkw61/DXay6f/keBDmCgsU1RSimlWt9Ivkq+ZLOhJzPjRXi5WiMWiy5qPC4Emdz0+RdgIquv2+ZC+HaN4X/+P9T2PYhJZci9+LVkX/AKIh1dp9YREfrHPDqzZs7VZVcycWo4TzxAdPelxC64atH7O3gsT6HsQrlUh9ZNbX0LjMX1RRgtwlAY1A5PKiAUsYIuxxdsgO6coSsDyXBsuO/Ugi7GY0Vq1SJ+pRQWhvLOPIAVCeee3Rh0Oc60YyUzGtA2kQinxktPVnPggafBduHqHQ4bcmNURkscGvGm3U/QpdjClSi2pHD8KI7EEM68MZeIGtJJi02dQVCbTgSZWvFc3IHj9N38HfJ33UXUckivy7FmXRvRZyaBbcEjFoNIlNylF2KyHZhUBn/gKFLOE7/urZhsO6a9Z8nPq7kEuX8CPGCMeRQ4dbtNRF7bsFYppZRSLahmuxwfLJJNxejtmP4iXESoVqtks4sbj+vbNSoHnmTNm966qP2sFuL7jH7+b6jtf4j2G95B5nkvxUqcm0kfKwkVG3asXR03DtwDj4BdI7bnmYveV7HiUCi7rO9O0ZWbw4DBBYhYhlh05WXYRYRiFfrHoT8sDjVRQCiTgN5cEND25KA9E1Q8FvHximP4I2NUSmN4pfHTU7oAJpbASmaJ9WwKCj/FU5h4CiuehEhUA9plQAQG8/BUX/AoVoWzpxY2Brb3VNjcPk7UL1MpQtVP4EoSwQoexsJYEaKRCLFohHjMIhU151bGFo+EVyZRGydeGoH8KNJfBLuK2FWqdhUpFZFKMFd7mwVtz9mIJ1FMrovouk1Eetdjtfdg2rpw7roZREi85B2nDmHf9z28px8hsmnXEryCU5tLkPtZ4E+BR9D5cZVSSqkFEREO9xUwxrBlXW7Gi8uabeP7QnqRXZXLB55EXFfH485R/pabqDx4F+2v+xVyL37NtOudGPWIWLC2feUFUgvhPHYPpr2HyIbFd3k/OVwlGjGs7UwSOftKfhXxJSgINV4ObpqMlWG8BJWwgFA6EXQ7Xttu6G2D1KQK3n6tgjs0hDc+hFsYhrArqkmkiGQ7iKQ7grGzqSwmGmvGn6em4PkwUuBUUbBiWBBstCD44pNJeGztdmiP5YlZzhnbGoS45SK+wY9maGtrZ0tbkmgE8D2kVoZKGSkX8IujSHEsfIQ3PVyH/5+9Pw+TJDvv89D3xJaRe2bt1dX7Nt09O2YGwGBfCBIkQBAEd5EmKYqXEq0rUsuVZVu+1mPJ9LXla8mybMombVOkxE0kRRIiARICSILYB4PBYDDTPdP7UntV7kvs5/iPk7V1V3VXd1d19wzifZ54siorM+JkZmTU+Z3v+36fikOIo9XzBSBGi+wkhtiLibo+YbNH1PHwlrrYU/sZ+ciHqLz7nRhOZtPXpUIfUdjYr1Y4WYgClEx2rQ/2rdiOyF1WSv0vuz6SlJSUlJSUNzDz9T79IObgRAnnFinI3qBOMZvdfFKxXXqnV0ynUmflW9H76l/S+dN/T+7Z91F434e3fFwiFQtNyXjZwPwWSFWWzWWSmQs4b/uuu4769fyYdj9iaiT7LSlwo0Sx0ITZhmKuAcFAaxgCilkYK8NQUTBeUuSFh+xrV2PV8ulHge47GwVrotZ2sasTmOURzMIQhr07kfGU20Mp6Afazbre1T1rl9v6Z6nAMiS5jKToJuRdyf4RiSViClaPnKl7zhpmRjduHSCAjFtgdLiMGQVEZ75EfOkVIk9HYG/AMHXqcK6EcjPIKCFWEUkYEba6tF+9Rv35V+ldqxE0PaxCjuyBKbIHp8junyJ3YopD/+AD5A7vu/ULDj2Es9EJedU8KgzAzd3hO3l3bEfkfk0I8f8DPs7GdOW0hVBKSkpKSso2UEqx1PQoFxwqxVsLV8/zB/W4d2ec0ztzGntkFGd09K7280YnuPgqjd/438kce5jqD/70TcXcYkuSSJgc+tZIVY5OPwdCYJ98+q73NVfzMA3BaPmN7XqcSJ12vLL1AkXb00JHKrBNmKjARCmhbAcUjD5EHjLwkO0OyVyL/kq0TRgIx8WwMxjZImZpGCOTwyyNpPWzDwh+CJcWtetxsw+dPsRSi9m8K8k6kmpBMVmVmCLGUDGGkJhC4tqKjBlD7AGCUqlEuVLBtm+MwMt2jfi5TxKeexGSGJkfIxJV4iQibPuEjR7eUovetRq9KwsEi3XiZvvGARsGpUeOU3n2Hez/e2+i+uyTZA/uveNzSQXejY7Imeza3x5gkfvk4Pat6+5LWwilpKSkpKRskzCWSKko5m4daVFK4fk+hfzd1eMC9F59JU1VvgXx8iK1X/7/Y1VHGf5rfw9xi4WF2XoycLF944sLJSXR6a9iHjiBcV064u3SD2JavYjJ4ewbKgKulK7PrnXXOR732ND/2jIhb8ccLvUZsxpUkiXod1BtnZK6GkESBoabx65OYOQrmPkyRjaPEN8aafGvF5TSBmBXl3UN7UxNf94FF0aKsHdIYpsRYbySFqzIWwF508MkYMPZr8CQBsVymaIFxvIM8tyX8butjQeNI+T8FRCCbtvi3K9+ieY3r2x4iD1UITM+jDM6TOnxkzijw2TGh8mMDuMMbjPjI2QmRjBzO2PMplbSnzMb9yecgcgNvR05zp1w0yu5EMIEPq6U+uf3aDwpKSkpKSlvOPxBXmLWufXachBGSKnuOlU5ajYIZ2cZ/fBH72o/b2Sk12f5//jvUTJh+G/8A4x84aaP90NFvas4PG5+S0TQkquvoXpt7Hd/713va77mYxgwVrm78/p+IaUWsAstRS/QImdlS1bayQqoFuDYJFRygryTkOnPw9JFCPvQB0wbI1vAqIzrSGwmOzCDchGW8y1xXr1e8FfbNWm345Ua2q4P8cAQrJiFxw7C4XFFxpLM1iNqnYQ4UUyUoWB5+P0uUkpMAXkVk4n7GFGACDzMoA/9NsnSNLHXBUCZNom6bkFUShpnO5z9Pz9D2PYZ+85386Z/+HfJHTlAZmwIZ3QIY5Po764zSJW+PpIrVgz7HlSRq5RKhBAfAVKRm5KSkpKScod4oRa5bubWKa6r/XGzd2k6deYMQBrJ3QKVJNR+5X8mXpxj5D/9h9hje275nLmGntlOVr9FUpVfeQ6RzWMdvrtzyAsSGt2QiSEXy3z9RCW9UDHfhLmGYmHgdCwE5Jy1nrR7qpDPCIYKUMmDgUIGfeLaLOH0NUgijFwZZ+oxzNJwKmQfUPxQt+5ZbMFiG2pt6AVgCIXrSPKOJJuBsRLsG1Y4FmRsBUgCP+LstAECXNVnMp7HtAXSz9FXkkxtmtzcOZz6LIJ1IX5hkGSyiEwWShM0F5eY+fiXWfzcS2vNj9eRmRxl/9/8Sfb91A+QOzB1796cm7Dq5O1cFxleieQGm9QL3yO2k678RSHE/wr8NrDatSmtyU1JSUlJSdkefpDgWAamcesJvuf52JaFfdf1uK+AYZB76KG72s8bldbv/xrBmRep/PDP4D70yC0fr5RitiGp5AW5zBtfpEivS3zxFezH3o4w7+5cnK97GALGqw92Le5KX9q5hmKuudarNGtrp+PJUsKw0cRSIUrGqCQBGaPCCDnXx/P7G9Izrco49vhBzEIlFbYPCFJBuw+NrjaCanS1qG33FZapcC1dP7t/JMEyJWoTsamU7lubBAGZfp1c0GDIFYhSESwLVBbb75CtXyUbe1huDnHyKUTuvYRejDdXx5tewrs2h3dljvZLz9N87hsAVN/2Jh7+F/9fht/5DKzrbS4E5I7svz/R2puwcr6LzOsskjvgbYPbf7zuvrQmNyUlJSUlZZv4YYybufW/XF2PG1DI3329VO/MabIHD2Nm74/px4NM9y//lO5nP0nhvR+m8PZv29ZzWn1FP1AcHL07wXenKKVA3n4nx+maR7sfb7hPAAfGcuRuklkQn/kayAT74Tff1hivLPTo+8mG+70wYbz6YEZxg0hHaecaOmobxPr9GS7CI/tg3O2RDxeR7WWSK01iFPH1OzFtbQZVqGBk9uifi1WMTPrdux2U0qnB7R3QRUqBF0A3GBiAefq2H2ihawhFxpYUMpKiKylnN4pZP5C4IiIjfTJJD9tvIboN6LUQSYRQkqQwRDB+mHZpL20Ejsrgmi6O49DDo9lv4S8u4l2apnfpNN7laaLGRiMoq1wgc/ItVH/8p6m+/Skyo8NIYOm61yOA0QQKD5bGhWAlXfm6/1m2FrlqM+fnHSKM4dLC1n+/5ZVaKfXenRxQSkpKSkrKtxJSKvwwoZy/dS1iGEZIKW87VXnx93+Xhd/57Y37Wlxg5IMfuq39fCvgn/kGzd/7FdxH3kT5oz+27efNNRIdjazce6GmZIL3H36F5PKZ23peUBhl8Z0/Q6Y5i+2vTa77wwe4+sJZ9n7tt2/ybDDG9mGOTG77eJ1+TK0dUshaWOvMpbIZ84GI4iql6Ie6T2mjq+trax0duXEsmKxo1+PRTBejNUtcm0dFPhFg5Eo4E4cwyyMYjguGhTBN7X6cRmnvinYfzs3B+bm16PluI5XAC0288FalB+sM16yNvwLQ3Op5Bb25U3DySTh586NcBZgZbDdhTxWO7YHD45B5AATvaubC9TW5QoDjooKdjeQmEq4t6/Pl8uJaPfxmbClyhRA/ppT6t0KIv7vZ35VS/+zuh5qSkpKSkvLGJoh0VMsgptFo3fSxfhACkHVvTxAsf/KPQSYUHnty9T5hCEY/+rHbHO0bm3D6MrVf+efYE/sY+omfR2wjfRx0S5j5pmSsbGwQb/eK8IufJLl8BvvxdyByxW0/byF3EEMlHBJLWO5adHUprrMwdpTkHd9HNulv+Xzr0O3V4s7VPWxTcGyqiHEf++BGsaIbQG+1jY9u4dPq67raFSo5xYmJhPF8QMXqo/wO8cIcid8jEQKzNIJdPaaFrf36NMzaSaSEmTpcXNDpujtBz4eFwWVxsgrvOqD7BV+/bhDHukba63RJGjWSbpvAC4mCEOIQS0VYKsIhwhEhtgpBgJcdoVecolucQpoZUJJsf4l8d5Z8Z46st4QwLUSxgshXEIUyIl9GuDnESr2s4yIMLYaVUiwvLRH4AeriNZb/7cfpvKD7kRceOkzu0F6c0SEyY8PYo0Nk94yTO3oA07278yeRukXRuTn47CvwudMwNQT2/UksWUW296IKH8U8W4TrLqdJ7iOIlovx4g4dS6H7S0fg2nBiSgv+n93i8Td7a1ZyLLZ/NU1JSUlJSUnZgBfECCTtVnNbj884DvZtzFyk7+NduMDEj/woUz/91+9wlG98wqsXWfrf/gmGm2X4r/9nGO72U8LnGpI4gT33oTdudOFlwq/9Ofajz+K+Z/sux36Y0LrcYrzqkn9oY1LeZKJYvtRkeeJRjk7tzDSv04/oejF7R3P3XOD2AsVyG5baiqUOdK4LHjkWFF3YWw4oiS6FpEbOX8CKPKgBtbU2PmahSubAQezqOMK6dcuvNxpSwXpvJIVOIT43C+fntZu0Y8E2ElO2hW3BW47B0UntVLxCv+OzeHWRztwCqrFAMVigGi0ypjamv0phIS0HYWcwMxmkW6BRPEgjv4+OM4wSBpaKmDI9qpke5ZzAzhTAehhhPQGWDaZ902h81GxT/+zzNJ9/ieTUEdynTlH7hX9B83f+lPLTj3Lob3yEyY99B7lD+3bmTdmCsTI8dQSW2lrsztZA3j9fJwBU6KLMUYz+jQuGyhwCaSC6O3e8fcNa2O4dhltVP9zsv+iRwe1ppdTv7NTgUlJSUlJSvpXwwxhb6Cq+A/v2YFk3F0q3m/rYP/cayCR1Ub4J4eXzLP3if4uRzTP6t/4R1tDotp8bJ4oL8zHlnGCocG/Fm2zV8D/1mxhje8m863tu67lzdQ+xhdmTaQrGqi5zNY9+EJPbRr34do5nmYLR8u5GPKNErZoG1buKehf6OgEC29R9Sg+MCIquIic83GAJ0Vki6TYg0LmNIpPDrAxhuDkMO4OwM9r12Mli2N96wnaltvHcnO75eqPVEhgCDoxqgbF/RPf+vRtUHKHadWSngeq3ka+0aTY7hO0ORq9GLmoyBowBsZkhzI8Tjj9CVB3HGRknOzqCcDIEiSAMFX6oaPZimj39Gbu2YKpkMVQ0KWZzCFG5rfH5swssfPwzzP/hp6n9xVdQcczkP/k5Kk+dIvzs8+x7/zt58hf+/q4L2+sRQovdsbtrW71jhM99jmT6NbLv+Pkb/hb8+adQgYf7jp+89wPj5iL3u4QQ/xXwXwCpyE1JSUlJSbkD+n6IJWJKpQKOs/NFVL3VVkEP7/i+3wgEl86y/Iu/gFEoMfq3/uvbErgAV5YSwhgeP2jd09pLFUd4f/yrIATZD/0Ewtr+uROECfV2yFglg21tHu4Yq2RYaHjM13wO77l5f+Bb0fViOv2YqZHsjkdxvXBjlLa1Lrs6n9EGUceLMJKLKNJFBV1kv008s4yKAiRgZAvYo/swi1XMQvWBTD2WUqdi9oJbP3Ynj3mttlbbWBr0fL2+nXfehUNj268BVUqhuk1Uu47ye4Otj/K6qE5D39/bWLohMYjMAr5RJMrupTv1FKU94xT3jHO17RJGCqm0A7aMIJ5WxMnGN8t1BHuHbUZKJnn39mqlZRjS+Mo3qP3Zl1j61OdX3Y7zxw5y6G//JKUf/i6CgkulUmHop35o2/t9wxN6N5pODRCOi+rUd+3Q/UBx+XqHrnXcTOT+CbAM5IUQ663ABKCUUqUdGWFKSkpKSsobmDjwMYGhyu4svffOvIIzPoE9NLQr+389E1x4leV/9d9hliqM/K1/hFUdvq3n+5Hi8mLCeNmgkr+3hlPBZ/8AuTRD9rv/Gkbp9j7b+bqPEDAxtHVKtmUajFVc5us+XpCQ3UYP562Yq3uYhmC0cvfmUkrp6Oy1mmK2oWtqASxDC9qpvTBcEFTsPmZ3kbi1RDLfgSRiNXPTtLFKw1jlEczSwCjqAUSpQerpulTge8362sbxTWpht0LJBEIftbL1u8jlGeTyLHJ5BvyNtd4KQWLn8J0qLfMAy6VhWuYwHWsIsiVGx/PsGzXYO7xRTC+2YpbbAcWsgW0JDCEwhM5GcG2B6xirtzerl1dKES7W6F+8RthoEdWbRPUWYa1B62svU//c8yR9DwyDylOPcPy/+XnGv+cDmAf30Ol06Pd6lEolqul1dgMq8BFbfb8y2R13V06kYq4BFxe1G/rN2FLkKqX+PvD3hRB/qJS6vRyZlJSUlJSUFPwgxFARtuveVp3t7dA7czpNVd4E/9WXqP3y/4hZGWL05/4RZvn2J6cX5mIUcGxyG+2fkpj+b/0LZKt2B6O9YW8QhThPvx/r8O19tmGUUGsHjJS3juKuMF51WWz4zNc9Dk3eWTS358e0exF7hrOYdxjFVUrxudOw3FUkci1d1hTgmFrUGELR7Sa0GwEXoxBkAhTALCNMWxsDmZa+lQY0xU2cbx8M2n0dmV5NBZ7UQp57mBVfcG9e26iSGNVcRtbnkfU5ZG0e2ViATVxzFYK2M0bNeYhadYq6OYpn5AmMPIHhgjDIOTBU1K/zcBFGSlDNby2u5xsRri147KC7rcjsipjtnD5H9/SFwe15OmfOE9WaNz5BCAonDrP3J7+Pkfc9y/C734zKuXQ6HRqdDsn8PIZhUKlUqA4NpU7a16FCD5HdvK5fOK5eCJFy2yZ/mxFEiuUOLLYUV2vaeCrrwKkpODi29eexnRZCqcBNSUlJSUm5A2oDN+VycXc8HKN6nXBhnrGP/cCu7P/1iveN56j96/8Ze2wPI3/zv8IsVW57Hx1PMtuQHBg1yWZuPbGNL55GLs9inXgKkb279F8Ao1DCfuKdt/28+bqOnEwM3Tp6aZkGoxWXhYbP5HCC69x+NHe+pqO4Y5XbTwFOpGK6BmfnFI2ejmwKAQKhdZ6COIxRcQRJDErqBxgOwrYRpgVi3ZjlYHudUMrCE4ceoHYwUYBcntNitj6PrM2jmkuDBQWQho2XG6eZP0XdLeHhEhrafThXyhEWxjFsB9MA24B9lhbReVenlufd23ud/UDS7ksOjq0ZQykp8a7M0L94jWBhmWCxTrhUI1hYpn/xGp3T5zaIWatSonjqKJPf+x0UTh4hf+wgznAVe6ist3IRYZpEUUS322Wh0yKs6RzYXC5HoVgkn8+n4nYrQh9R2bwEZDWNOQogs32jv0QqFlsw29ClCq3BeoopdIuvQ+OCiQoYt/hMbilyhRAfA/4HdO23IE1XTklJSUlJuSVxHNPv9Ykxye+UFel19M68ApBGctfR+8pnafzGv8LZf4SRn/0vMHK3LziVUpydjbFNODS+PeEXnX4OUSjjfuCH7ypqcTeEsWS5HTBczuDY2xv3eNVlsekzs9xnpHR752ksFc1exOSQi3krq9N1rNTSnZ9X+IOoTM8TvP0kHB0OiFtLxM1FknZNC1vTwiqPYlXGsEojt1WfnLI5SklUq4ZcnEYuXSNZnEY1F/VKAyAzBbrZCRbKR5ljgro9QccaxrQMqnkYLcOeihYdxez205xvh5nZDiiD3q/8G1548WV6r16ke/YS0t9Yiytsm8zYENn9e5j46LdTPHWU4sPHKJw6SmZidFOBqpQiDEOa7Ta9Xo8w0PvMZDIMDQ9TKBSwrPvcn+d1gAo82KIml4y7+hhxC5ErlWKpBVdripm6NkNbKVHYNyIYK0G1wIZsEaUUYbz1Prfz6f1T4LuVUrfXgTwlJSUlJeVbmEZT21lI4WDfhgC4HXpnToNpkjv+0K7s//VG9y//hObv/N9kjj/C8M/8ZxiZO6vFXO5I6l3FQ3ss7G30xZXdFsmVV3Gefv99E7gAC3UPpWBiE0flrbAtg9FyhsVmQLN7+81PTUM7Nd8MpXSkdrah6+kaPX3/RBmOjksadZ+Z5QKFxa/Tm1kAdBTIHt2HVRnDLFTv6/v6ekcpiep3UPUFkqVpLWyXZ2ClXtJxYWQvneGTTIu9nPUmaKkihtC9a6eG4UQBhgq7J2hhzdG49rmv0vzGq9j/5/9N9MUvcf4f/o/kDu2lcOIIw+9/G4WHDpM/doDM+AiZ8RGscnFbkVYpJb1eD6/fp9/vI6UO+68I23w+j22nCyjbRSUJxOGWNbmrkdzwxtR2GPQc7sDVZcV0XachWwbsGYL9I4LRoiKRgjBWhLFioamN6HqBoj/YkptkbmxH5C6kAjclJSUlJUWjlFqdHG1Fkkha7S7KsMnYzq6luvXOnCZ3+ChG5sFzi91tkk6baPYq8fw00fw00dw1wgtncB99muG/+rcR22wFM1NLuLgYb+ibEiWQywj2jmxPWEVnngelsE89cycvZUeIYslSK2Co5JC5zbTjqdEcQ6XM5r1jboFtGVjXLeJ4oRa1jR40u4paF/wIQDGUjTk17DFhLZP1l5CX2pzrHcMgR9H2ccaOYVXGMNxCmiK6DZSUqNayFrGhD6GnjaD8PqrTQLZqqHYdksEChhCI6jjmoUfwS3uZMfZyvjvMXMtAedqIav8kvHmUG0ygdmPsvXOXWfj4p5n/g0+vOhq7+yYp/PRPEJVKHH32OHtqz2MV764EwPM8lhYXieMYwzDI5XJkczmy2Wwasb1TBoskW0ZpB+J3vflUFK8teF2rabM10xgsplTBsRStvuLyguSVq5tfkLIO5BxBpWqQu0kpyXY+1eeFEL8N/AFrvbJRSv37bTw3JSUlJSXlDcXM7AKev70+H4GyqN5BneN2UFLSe+0Mw+//9l3Z/4OKDAPaf/RbdP/iE6uplSKbw57YS/Hbv5fSd/2ArtXcJvPNBClhuLgm1ASwf9S8Zc0X6EWP6JXnMKeOYFRGbvv17BQLDR+lYPImjspbYQhB3r29iX4YK7o+1HrQ8RVdX9H1oOOzLoVQkTcCqqLFiLnEqFgiE0fQBoSByJdxJg/RnZ6iYgmKp5697bF/K6HiSAvXxuLAyXgGuTwH8Sa2zMJAFKuI8jDmnkOI0jDdzBgzapLZToa5Bniz+qFDBXjiIBwY0/1Xd6oLVNzr0zt3hd65S/TOXaZ37grB3CLBYo1wsUa43NDRQKD81CM89E/+DuMf+TYKJ4/w0mUfK1Hse+vDd7XYIaWkUa/TarWwLIvJyUncbDZdQNkB1EqE9rpIbpzoMoQgcskBs/MeVzsJ7b4iihWmqTCAnA3VHNiWrko4O6uv54YB1bxgvGKSsQWOBY4lcCyBa7PtNmXbuaKVgD6w/r+oAlKRm5KSkpLyLUcQRmTdDIVC7uYPFCaXF/q4md2JEvhXryB7vW+pelz/7Ms0fvP/IFleIP/2byP75LPYE1MYpeodTVqVUnQ8xWjZ4OF9dxaySmYvoVrL2G/5wB09fyeIE8lS06dadO7IPOpmSKVo9aHWgXpX0fF0W5/gulq4rBWTEx5jsk3R6FASbUpGDyeXxcwVEU4eIzOMcLIYjouw3dUU5OYFLa5S1lCBRzJ3CTl/GdlcRrVrqG6L1XC7YWIMT2IdewJjZEoLWscFx0VkXLAc+oHgWg2ml2F6biWars2g9o3o6NneYZ2CfMfjVAp/ep72N1+jd/ayFrRntaj1B6nnK7h7J3CnJsgd2kvlzY+TGR8mu3eS0Q++i+y+ydXH9XxJx5McHL+7LJjA91lcXCSKIkqlEkPDwxhp2vtdE8WSRg86swGVzBBXa0UanZgw0ZHaFQM5izxDB3+ADuMoP8YywHIgYwuyzsbFFGHCobLJUMGgkhM70m97O+7Kf/Wuj5KSkpKSkvIGYCVVOZt1qZRv7r/Y6upob9bZvdZBAPlTD+/K/h8kpNen9fFfp/f5/4g5Ms7Iz/0j3GN3/7qDWKcmF7N3PvGNXnkOnAzW0Ufvejx3ymLDRyqY3Iaj8naIEsWFBZhv6J618SA7P2NJSk7MRDYkb3jk6JGLGrhhDVNIhONilUcxC1WM3D4MN48QN39voxg6Hjy0Z0eG/rpFSYlcmiaZPoecvahrZpUCy8GojGKM7UMcfQKjPIxRHkFUx27IWIgTmGvA9AxcW4Z6V9+fdbSo3Tus6x3vRtSGy3Vqn32O1tdepvX107RfPE243Fj9u10tkz9+iOH3PkvhoUPkjx3U29EDmLntHXi+GSEEjJfv7NqplKLRaNBsNDBNk4nJSXK5WyxKptxAEClafclSW9LoKvxIsVKpo9ceRuDoT+o7ZIIpwBysFRpCu7cTCkbMDpXJMco5g2JW3LSf8U6yHXflvcC/BN6OXj76PPDzSqnpXR5bSkpKSkrKA0UycLkwzVtHy/xBzqab2Z105d6ZVzDzBTJ79+3K/h8ElJT0n/88rY//OrLdpPDeD1P68A9hODtTg9zx9OdZdO+wv2vgE5/7BvaJNyHs+1MXnSSSxWZApWCTvcusgXggbl+dUQQxVHKK/eWAiqpR8q/hxm1EBETo2k4ni5HNYU0cxyyNDETt7b2XzYEJ1dDdd1163aHiCDl3ifjKGZKrr4HfA2FgjE5hPf5unQI/OqV7/272fAWNLlyraVE714BEsmoY9ZbjsG9YO9TeaUA08Xxqf/kctT/7Est/9mXaL+rFNWHbFE8dZezD76P8xClKj5+gcPIIznD1Tt8OfTypWGzGjBRNbOv2Bx2GIYuLi4RBQKFQYHhkZFvX628VlFIEEfiRwg/V6m0Y68WtMNbR2CgBqVaeA4kCEGQsHYXNZQTF/gzWxefJPvNt2IUilgmWKXDMtZRi73f+EPPQozhj934VaztXw18BfgNYacL3Y4P77l9eTkpKSkpKyn0gGdSPbaddihckOJaBuUvpcb0zp8mdPPmGdZ0NLp2l+Xv/mujKeez9Rxj+6f8PmYPHdvQYXU/P4grZO1MA0bkXIQ6xT715B0d1eyw2AxKp7qgWd4VErolbP4KxYsJx6zLF/mXoJmCYWOURrPJ+bQiVySKsnTFUW3Farr7BRa5SCtVvI5dm1+ppF6d1Pa2dwdx3HHP/Ccy9R7d0q1UKej7MNbWona5Bf2APUM3DqX1a1E4OwTY7SG051vYLr3D1V36X2d/6I+JWB8Oxqbz1SY7/Nz/PyHufpfSmhzEz2zN3ux2W2zGJhInq7ZUPKKVotVo06nWEEIyPj5MvvMFPqpsgpf4u++GgXt6Xg9vNHYm1kBUoBUoJFNo5vZwTjJcNxiuCfIYN3/n41QWi9lnc6nchnM3/Dwknu6W78m6zHZE7qpT6lXW//2shxN/epfGkpKSkpKQ8sCTy9iK5u1WPK30f7+JFJn70x3Zl//eTuLFM6+O/gff85zFKVao/9jfJPfPOXRHzHU+RddhWm6DNiE4/hzE0jjGxf4dHtj0SqVho+JTzNrnbNI6CtbTks7N6QjxalDxVukapcxZCA3t4j27hUxzetcWUeldHHktvgGxSpRT4PWSngeo0UO364Oc6sl0Hb5A/LAzE0DjW0ccxD5zAmDi4qVlaGMNMDRbbsNyCpQ74A4+pjK3Tj/cN69vCXaQgr+BdnWX+Dz/N9L/+PdovvYrhZpj43m9n6kc/wvA7n9l2uvGdkkjF9HJE1hGUcts735Ikodvt0mm3CcOQXC7HyOjoG94xWSpF11uLxHoDQbs+Mrsey9TXOcMw8CIIIoFUAql0Jks5p8+hoisouvpn1775dVEFnk4RsG9SJpFxN7gr7zQq2bpR7nbOgGUhxI8Bvzn4/UeA2g6MKyUlJSUl5XXFaiT3FhN+KRV+mFDO704Ka+/sqyAT8iffOPW4MgzofPoP6X764yilKH7Hxyh+4KN33Ot2O3R8dcf1uEl9ATl3hcw7PnzfnFqXmv4dRXHDWHFuDs7N68nwWEnxpqE5ys0z4Evs0b04k0cwtogo7iSNLpTzuo3I6wWllHY5rs8j6/OoxiKyXUd1Gjc4HYtcCVGqYu49ijE0iTE6hTE0gbA2j1T6IVxegksLOlK7kn5cLcCBURgtaZOukdLduyAnnk/988+z9KefY+lTn6N75gKgnY4f+Zf/iD0//GHsys29B3aSi/MhXqh4ZL970++UUgqv36fT6dDr6VQAx3EYHRujUHjjtp4KY8VyW7LcltQ6crVWHvS54DrafXikZJCxBImCfiCod2G5AwpBxoLxCgwVBNU8VHLcUVo4DFoDOTf/rITjajG8gyilSDp1otosUXNxy8dtR+T+FPC/Av8cXZP7xcF9KSkpKSkp31KspSvfPJIbRPpxu1ePOzCdegM4Kyul8J7/PK2P/wZJs0b2yWcpf/THsIZGd/W4SaLoB4qJyp2pq+gbXwDDwDrx9A6PbHvIQRS3mLPIZ289nesFirkGzDcVCy0tniarcLxQI197GVUPsKoTZKaOYbj5e/AKNI2uFmwPMkopVGOB5NpZkpkLyNocRIM8YSEQpWFEaQhz8iCiOIRRrCJKQ4hCZUsxu0IiYamtI7YzNZ2KrJR2QD61Dw4N2vpYd3ApUVLiXZ2lc/o83TPn6Z+/ij+7gD+zgD+7QLhUB8DIOAy9683s+6kfZPQ73knx5JHbP9hdstSKWWjG7B2xqRQ2vlilFEEQ4Hsenufh+z5KKQzDoFQuUywWybyOe4UnUtEbpBJ3fEXXkzdEYpXS32EAx4KxssFwUfeJdR2BQNHoCZbasNTWvalX0pIreTgxBXuqgmqBbbVG2xaht2Vq/QrCyaJ67bs+lFIK6XWJGvNE9TlUFIBpYQ9vXeu7HXflq8BH7np0KSkpKSkpr3PWjKduLoy8QX+V3XRWdib3YFfuzuTlfhPNXqXxW79EeOks9r5DDP3Ez5E5evKeHLvj6wlj8Q7qceNLp4le+gL2I89i5Is7PbRt0fNj4kQxVtmqflPR6MG1mha37UEwJZ+Bg6NwsNQju/wKyXwTkSuRPfIEZuHenk9Rosd1/AFyVt6QctyuIxeukEyfW52oi+FJrKOP62js8ARGZewGIatkAoEHUaAn49cRRHB1Ca4uw0Jzzb16KA9P79ER26H1ZlHhauOgzccsJf70HN1zV3T7nrOX6Z69RP/8FZL+WhTNHq7gTo5RODrF8NsfIzM5SunRE1SffRIzu3YeqZW06nuEF8H5WShmYF8hRHlr0fC+H7DUbCMHpSK2ZVHMuWQzGbKZQV24jFBedE/HfDtIBR1f0PQFLU8QxBBLQSy1I3ai1q5BhlDkHcha133iAsYLipG8ophRxFLR6MJ0TVHraAO3FaOoUhaOVWC4KBgqXJd27N/8XLodlNcD5xZZJBkXFfRv+5xSSiL9PnGvhew2SHptlIwAgVWoYo3swyoNbWnKBttzV/5VtJtyc/B7FfiflFJpNDclJSUl5VuKJEkwDOOW6XCdfogQkNnhnqUr9M6cpvDI/WtZc7eoOKbzqd+n/al/j5HNUf3RnyX35nffUxOtjrcicm/vmLJdx/vT38AY2UPm3d+zG0PbFh1PL6QU1kVxldItf67VFNN1bUokBIyV4NCYYKKUkIsbJM15osszSMvBPfgI1vDUfUnxbN0n0yklE1S3iWo3kJ36dfWz16UcWw7m1BHMJ9+DsfcYRu7WYefws7+LnLt408fsG2wbaACD3iU3SuObI4AiUJwAJkrwrseBx2/xrC60nif6k+e5XxJRCoPXjv0AOGUOvPybhFEHACUEnb2P0ttzAqvXoDR7Bqe9hBmvvTO3+x7tBIlh03XH6GbHicwsUpgow0IKEyluvN6HVoFObhJp6O9pJmzihi1cGWImAZYMsBKfXFAn5y+TDZuIW8jQldddGmyHbjHm3auIBWPq6E3/LjJ5CH383/+Xd3wMwY2CNRlsN2M7S8yPrQhcAKVUQwjx5O0NLyUlJSUl5fVPkshbRnGb3YBGJ2C8mtsgHKLaMuHCwt2PodclWlwgf+IH73pf94Pw6gUav/6viGavkn36HVS+7ycxC/c+X7XjSywT3NswcVVxjPeJXwOlyH7oJ26ZirqbdL2IbMbEMg2iWHF5Cc4vKDqers8bL8PDUzDhtjC6yyTtOslcE18pEAJ77ACZPUfv62tY6eO6WyJXRQGytYxqLuvb1jKyuYxq10CumyKbFqJYRRSrmJOHEMUqRmlo9b7NTKFuetxOHVXdQ3vsMbo+dH3dCzhKtOvxSEnXRRazegK/rX2iiOst+ldm6J65QPvF08TdPkbGofToQ+SPHyIzOYo7ObbrBlE7yZVkhL4c4rg5S+GJtwMQI6iJLKGwKKiQatZEHHnkvozPkzYNmaeV5GhLl77KsPKpCRQGEgOFIdSm4tQWCXuMNmWjT9nwyOTW8pAVgjhxCSOXflihGRxmNgQv1OnJmyEE5DJQdPX5k89oF+T7hTF+4KZ/t44/hcgVN7wghUKFPtLrkvi9jTW7lo1hOwjbxbAzGG4OYa5do2IJXgD9cO0W/svNj72d8QshqkqpBoAQYmibz0tJSUlJSXlDkSTJTetxozjh2kKHbMZiYnjNLlYpxZn/9GeIFu9e5K5QePRWUZoHByUl4cVX6T//eXpf/AxGscLwz/xnZB+9P/WsoNsHFV1xWxHM4HMfRy5cw/3QT2JURnZxdDdHO6vG5LMuL1yUXF7Sk79qHp4+DBOZFkZ7jnh+gXiQLmvkyjjjBzGLw5iFym0Lt92gMXBWLt+Fs7Lyutr0qdtEdZvITlNHZlvLqP66WkBhaPFaGUHsO4ZRHhnU0lYR2QJC3F0WQRTDdF2nIT/R87mQOcJzy08i0CJ+ZAwOjcP+ke2ZbEWNFs3nv0nzqy/R/OpLtL76TYKFZQDMfI7xD7+XiR//IGMffNeGVOPXC1IpZmoRc4sRk1WLsUndHqzX67G0uIhSirGBkdS9QintMt7qSepdva1kTjsWlIoGE1lBKScoZQ0yN3EfVkrRC6DVBy8sUw8VM5E2FvMjLWSDaGPqsG1Btay/xzlX3LAAUsrqftLWHbrB30uUUqg4QikJY/tI/C7S6yF9LWxJYjAExsgkVmkEqzSCmStuSD/2Qlho6Zr15ba+9Vsdcu0Zsu1Zcu0ZSv3ZLcewnSvc/wR8UQjxu+jP4geBX7jL156SkpKSkvK6I0kktrN55EspxdWFDkopDkwUN4incH6OaHGBse//QUpP331PVTOXJ3/i3tSu3ikqjgkunMF78ct433gO2WmBbZN/2/spf+RHMXL3ztzohrEpbfCyd2j76eTRqy/oOtw3vRv76P1LFY8Txfn5hOlmAX/ZwhCwt5pwKN+gFM2TzC2TxCGJMLDKo1jVcazy6H2N2G5Fo6cF7nadlZWUqOYSyeJV5MJV5MI1VLex8UFuHqNQwdhzSAvZ8qgWtncQkd0KP4RmX9dBtnq6xc9cXddEOobkzcpnfDTL9z6qa2tv1rM28Xz6F6/Ru3CF3vkrtF88Q+v5b9I7d3n1MYWTRxj5wDuoPPMYlWcepfjYiV3pUXuvaHQTLs4HeKFiuGhyaNwhjmNqy8v0ej0cx2F8fBzb2b3XqJTCC6HrS9p9RdvTtwPPQCwDqgWD/SMGQ0VBPnPzBbEoUfSDFUGmWGrrWuMVBLrtk+tA1tZmUK6tHZFzjv4eXN+H9kFFyURHYb0uMvS0mI3DwRat3q4QK4NQ2oQiS2yXCM09RJkCkVUglBZBA4JFLf6DaO3W6NQoLZ+lWDvHUOMc+5fPYvZbawMRAmt4a4PC7RhP/ZoQ4nngfejP6GNKqdN38d6kpKSkpKS8LkmSBNfc3MVzqenR6UfsHSvgXmc4teKGPPyBD5I7/tCuj/N+oKKQ8PJ5gvOnCc6fJrx0FhWFCCeD+/CTZJ94K+7Db9rVlkC3QrbrBJ/9A3oqgzzw/Tiv/Dn9L5/b1nOT+WuYkwfJvO1DuzzK644r9eS568NsQ3F1GaLEwDESThQWmJKXcTot6EBi2ZjFYazqBFZ55IGI1t6MRheGr/PtUkqieh1Uu4Zs11Ctmq6Xbdd0vexKmrGbxxzfj3HyGW3+VKwgCmWEtfPCSClYbMG5Od3ap7euGNQQWrA8ekBHacdzPtHvw/iYi1VZe1zi+XRPn6f98lk6g6175jz+zMbsjsyeMSpvfpy9P/l9VJ55lPKbHsEu3x9zs53GjySX5kNqnQTXEZzal6FaMOl0OtRrNaSUVIeGqFQqOyr2dFRV0ewpWn1J19duxivuwwLIu4LRskEpa1DKCYpZsaULcauvuDCvdJR2EJ1d387HtXWrp9GSNn7KOlrg7pir8T1EKYUM+iSdOnG3ifQ6SL9HKC1qcYlekiUULiElQuUQKptA2Vq8JiZBbG4w1roeQ+j3Kx81KNfPMbZ8juziWTJz5zC62v0bYeDs3Y/7zJtx9h7EmdiDPTmFyJVY/KO/AP7Npvve1tVvIGpTYZuSkpKS8i2LUopESqxN0pW9IGau1qOUdxgu3SjiemdeQTgO2cP3vjXHbhItzuGf/jr+6a8TnDsNcaTrPacOkH/7t5E59jCZE49hOPe/vYeKI7w//lVkc4neoXcCkA9qWxe/XYd14CEy7/lexC3aR90tSmkhe2lJ0fV13dnKCA2h2JNpMSkuMswyIjKxSsOYxROYxWGM7OunR2icQLsPR0ZC4vNnSKbPIRuLqHYdknUhMNNClIYwKqOI/ScwqmMYY/t0ZHaXXqtSutav3Ydry1rcdjwdcd4/outpK3m9FbMbI9GyPbD5cbL0zl9h8Y//nIVP/AX1zz2PivTrMtwMhZNHGX7PW8kfO0DuyAHyR/aTO7IfZ6iyK6/pfuNHkq9f8FAKDozaTA3bSJkwNzuL7/u4rsvI6CjOXURvlVIEMfihwo8UXqBo9RXNnlyN0NqmdlSfGjIpuIJCVlBwxS3rWpVSzDfh7JxuwWUOehdX8+BW1iKyQwXd/un18j2EwcJSEuvoaxKjkggZhSTdBnGnjgx8WkmemhyhpiZZDoo0A4f1FeWmMYhU25BxoLzy87rbjA0ZI8bxGhiLV1HXzhFePktw8RxxbUnvSAicPfvIPPkk7uFjuIePkzlweHVxVClF87mXuPhPfpm5f/fHxJ3elq/rwV7iS0lJSUlJeUBI5Obtg6RUXJlvYxqC/WPFTSc3vTOnyR0/gbBe3/92lZSEl8/iff3LeC9/jWRZR6GssT0U3vEBMscfIXPkBEbuHtvlboPgs3+IXJwm+91/lTB7ArGYMPKhH8K4j6Yt61FKT55fuqJo9qHgxAzZPlmzR062cKMWRdHBVtB2ynTLp5jcP3XTFhoPIioKkbU5lq8toniG/It/SOi9DNkCxsgezD2HEeVhjNKwrpnNF++6XnbLsSgdlV2p96t1tLBte1qEg57GTw3D00fg4JieqG+GDEM6py/Q/8bXqNjwzZ//75j95NcAKJw6yqGf+3Eqb36c4iPHyR/Zv+uLJQ8aF+dDlIInD2fJZvTnubS4TBAEjIyOUizeeO0MI0XLk3Q8RRApwhjCWBFGEMnrFqeUjqZev2aVy+gIbSVvUMkLcs6t6/DXUpmh42sn9rmmXuhwbXhkn+DIODetyb3XKKVAxsgoXBWqKh7cDgTsxvvW7l9vwqYU9KVLK86znFSpyf3Uwjxhoj+zjK1N7Y7tW1vscW0whUR6fZJOm3h5kWhpgWh5gWhpgbi2RNJqErca9Lsd+uvGbI5MYI8fxDn5VsyhMczKCEqC9Hx6SwHtqy8hvedI/IC402Phj/6M7ivnMHNZJr/vg+z7qe+Hdz6z6Xvy+v5vm5KSkpKSco9IEj0RMK8TFa1egB8mHJwsYVk3TsZlFNE/e5bRj37snoxzp1FS6trarw9qa9sNsGzc449QfO+HcE89iTUyfr+HeVOiM88TvfwlnKfei3X4EToXI/KueCAEroxCluZrvLKYZzkskMXjcfMck3IeEYJwspjFIka2ipk/jO+UmZ/ucmgo/8ALXBV4yOYSsrGAXJpBLs+imougFMvZx2DoGUaOHiRz6G0Yw5O7ImaV0q7GXX8gYPvaDKjdh+UOq8ZCAijndW3k1LC+LWV12mk2A0nfo/bp56h99iuEtSbSD0g8H+n5BIt1uqfPIcOIocemeOLvfQCzXObUP/uHjH/oveQO39As6FuKWiem3kk4OGavClzf8+j1elSrVXL5Ih1P0Q8kvUDR9RXtvsRfF9C3TXAsgWNBMSewzBuNmSxT4NpiUPcqcB2xpUlTlKhVEyjtgK2dyVeEbbIu/dgcpKS/5ahg7/D9dTMGkFFA3Foi6TSQg17MMgo2OoZfjzBQpoUyMiRGBo8CfbL0RYa+yNAJHVqBQyuwSOTK61MMFQRHJrWgHc8FuPUrhFcvEbxymeDqJZZqSyTdDrLXBSU3HFJKIFNCGVmiAKKOTdjI4C+1iFp94nYPFV8Gvry9Fy4Elacf5dFf/MdM/tCHsEs3X0zdNZErhNgH/BowAUjgl5RS/2LgzvzbwEHgMvCD65yb/wvgr6FbH/2cUupPB/c/BfxrIAt8At23d6d6GaekpKSkpNySJNk8ktvoBNiWQTm/eZqdd/E8KgrJnzy162PcSaK5afrPfZb+858jadYRtoN76om12trsXVji3kOS5Tn8P/s9zKnDOG/7TgA6nmS4eO968l6PkpJ+vcaVOY+rvRJtNY5NyKncVQ5VPOzcMGb2oE4/vq6uttfQ7TYK2ftnJKXiUNfJtmqofgdWjGbiEBWFqE4T1VxCeZ21J2VyOlJ74ATmyBS97iHENIw89cy2jac2o+NpA6iVNj0rQsWPIBiImOuDfo6lBey+kZXaSV0bbK97q6N2l96rF5n7wtdY+tTnqH/uq8ggxMg4OCNVjKyL6WYwsy7O6BAHf+4nKD9xivL+HFz6Mo/8b7+AURq68xf2BiFOJOfnQixTECuDs7MxYSRx4mWEMvnmXJbgWrjhOVkHynmD/QMX42J2a7F6K5TStbNLbVjqKJq9G2toQbfmKWR0qvFYGQquoJjVv+ece5t+vCJcN74OSdJpaHHb0+ZLws4g7CxhpkLfydOTOXpxhm5s0wttuoFBNzSIE5By6+67QujXWcnD3rG1VPwhq098/mW8r79E//RLLF2+oE2nYoVSJmZ1HGnmSCKbOC4QdQKiVp+w2SVcahI12xuOYzg22cP7KJx8CHdqHHuogj1UxqmWsSolrHx2w/fKyLqYOXf1Z8OxN3wOiVT0/K2F/W5GcmPg7ymlXhBCFIGvCSH+I/CTwGeUUv+9EOI/B/5z4B8IIU4BPww8DOwBPi2EOK6USoB/BfwMWup/Avgg8MldHHtKSkpKSsoGViO569IM40TS6YWMVLJbToJ6p7WlRf7kw7s/yLtEhgH9L/85va98lujqBTAM3JNPUP7oj+M+cn9No+4EFfr4n/hVbX71nf8JwjAJB2mPxey9jcYopYg7Debn21xqZFmQwyiGKds+j40GHN6TwbEP3nI/nX5MxjZw7Hsn0pVSyJkLRK98CdVcRPXaNz5ICLAc3ecyX8aYOoJRHdWmUNUxRL684TvS/PrtOSuv0AtgtgYzdb111rXY1AZCesJezoFb1m62rq17i5ZzUMrp39d/XYPFGku/92XqX3yB7qsX6L12cYMhVOHUUQ787I8y+h3vZOgdT2O6W9eYx689T3QJxOvsu3KnKKW/T71ArX63wlgRxop+qGj3FInS18zObKJbRjl9cnZIXwwxUrLIZrR7cc4RZDO3ro/dahx+xLporKLt6RT0cNCadqVmNltdifRqp+NcRjsb34vMDiV1/SsyQclE3yYRSb9D0muT9Fs3CNwVpBK07TEaziGWogq1lkXHF6up9SvoumMo5GB8CBwTDANMoTC7daz6NG5nAbu9gNFcIFmcJWl1NuyjF4Usnr9K2AwIOzFRYBC2fOJ+sC7MfXHtCUKQGR/B3TNG4cRRMu8bx50ax90zTnbfJLkj+8nunbjtNH2pFHGsCBJF1E/wAknXT+j6+uebsWsiVyk1B8wNfu4IIc4AU8D3AO8ZPOxXgb8A/sHg/t9SSgXAJSHEeeDNQojLQEkp9SUAIcSvAR8lFbkpKSkpKfeQzSK5zW6AAqrFrSe9vTOnsapDOOMPbkqvDHx6n/sUnT/7D8hOC3vvIcof+wlyT70ds1S538O7I5RS+J/+d8jmMtmP/Q2MfAnQk1+Aorv7InEl+hLV55mvhZyL9tNU+3FExJGhgEN7slSL24+Iq0F/3Erh3kVx5fIs4Vc/hZy7hMiXMSYPrdbLGqUhRKGsxa1p3Va0q97VgmM7tPpwcR4uLOj6WdDR2KkheOyAjsIWslqo3Eo0R+0unddm6F+8Rv1zX2X5M1+k8/JZAMxCjuLJowy/91kKJ49QeOgw5Tc9THbf5LZflwoHqtt+Y4jcOFF4oSJOIJaD24RBWrGk66213VlBoKPijiUAyVDe4NC4PTB4ksxMtzEMh0N7b+2i3OorrtXUavR15fhRsvH3ONnYc9YYRCf3VGGsJBgtaQfl3UYlMTLoI/2+vg291cisCgNdC6sgViaezAw2B19m8MUwvtiPr1witVGiKaDpW8SJfg1ZR0ec945A0dWitpiFnBFgdmrE9SX65y7Qe+0CwbVpwsV5wsUlIs/HjySNbkzUi4j6krgbbvJK1rCrJYqPHGXkocM4o1Xs6iACO1TGGR3GnRonMzGCYd/ZdUlKhRdKvQVavPZDSRBJ5CY61jYF+axJwbVoelt/4e9JTa4Q4iDwJPAVYHwggFFKzQkhxgYPm2JjUvb04L5o8PP19292nJ9BR3zZv3//Dr6ClJSUlJRvdTaL5DY6ARnbJJvZ+t9p79VXyJ889UC6bcpel+7nP0X3z/8Y2euQOfE4pQ9+H5kjJ+730O6a6BufJz73DZy3fRfW3qOr93c8PWsq7FIkV0mp22005gkbSyxHRc7JI7RUmayV8Ka9kkPjDqZx+47TfpiQSEVxl1OVlZKoxiLRNz5HcullcHPYb/lOrBNP70hbokQOnJUnNv+7F2gRvNiCiws61RS04c1bjsHeYRguaSGz5WtIEtrfPEvjSy/Q+NLX6Z4+j3d1lqix1mfTyDhU3/4UD/23f5eR9z1L+U0P37UhlAo8sF2Ecf/S4e+EROoobBDpeti2p2j3deudzTANndI7VjYouIK8a5CxtbBd6Qv8zcs+AsljB11sS39YjUabOI6Z3LNny2tilCima3BxUVHrrPWYtQywTL1lbCiYG+9zbZ1iXHR1HfVut+wJIqg1ApZrfZZbCW3PwCLGERG2EeMIiWHk8MUwnnS1mE1s+pFJom48Pwyho8q5DGQsbqg5nhjW34Fq9wrt3/lNWl/+GnGvj+cFdP2AGT8k7odavHZjVLJ1Zac9VCZ/9CGGjh4gf+wAdrWyMb1BQO7wPkqPPERmz9iO/P9KEkV/RciGEi/Qmx9tVLIZW5DLmJRzFralU9UtU2APbhdbgotLOkp/s2vArotcIUQB+D3gbyul2jd5kzb7g7rJ/TfeqdQvAb8E8PTTT6c1uykpKSkpO0aSSAzDWP1nH0YJPS9iYii35QQg7rQJrl1j+Nu/814OdUuSbpvwwqu6l+25V4hmr4JSuKeepPjB7yNz6Pj9HuKOkMxdIfjcf8A8dArn6fdu+FvHU6uT8Z1EBn26s1dYrvk0kgJNNUGTh0iUSc5RPLVXcHDUuivTmk5f510Wcjs7fVOBRzJ3Cbk0jVyeRS7PQhSAZWM9/i7sR9+OcHYuMtns6YlcwYXZuha0je7a7XrDobEyPPsQHB7XkaoN404Seucu078ygz+zQDC7gD+zSO/iVZrPfYOkq31cMxOjlJ44SfXZJ8ke2EP2wBTZ/VOUHnsIM7vDEdfQv2+pykrpSKtOF9ZiMV6NeK5EYdWG38MYoljdUKPqWFDKGUxUDfKZFaGxIiq1AdT117040S7Inb6k1U9oe5Kjk86qwI3jmGajQS6XI5vd+GFKpVhswbVlxbW6jswWs/D4AcGBUS1g7wVhDHMNnfbc83Xqc88HP1IkiSKRCil1j90gsYAMkMEWMaVMSIBFQ5oEgUE8MHByrIF4zUI5o9OmV8TsypbP6McpmdD+6ov0zlzcMC4ZhNT+7HNMf/lFzs00UesLzQ2B4VgYjo1VzFE4NUHu8H4KJ45SeOQEmfFRjEGdq5l1MYv5W5o2bRel9GfuhQl+KPFDhVQKpfTflNIZAF4gCeO1MQvAdQxyrsFw2SLnmJimIEwMur6g4yka3vXHgoWWjuIXXX1uHBzdemy7KnKFEDZa4P66UurfD+5eEEJMDqK4k8Di4P5pYL393F5gdnD/3k3uT0lJSUlJuWckSXJDqjJAtbj1hLZ35gxw/+txk1ad1n/4LfrPfRaUQtgOzqHjlL7zB3AfeQpn36H7Or6dRHpdvE/8GqJQJvvtP3KDY2/HVxSzOxdl63V9rl6tM9u2qatjKAwEinIODpUEo0XBnqE7qzO8nq4XY1sGziYu3reLiiOSa2dJLrxEMn1OO7MaJsbQONaRxzBGpzCnjiJyxbs6Tpxo8bre1XhhEEz9y9Nrj3Ms3Xf04JhOY64WdBpybhDwVklC+xvnaD7/TVpff4X2i2fofPM1kv7GmbAzOkR23yR7f+yjVJ99kurb3kT2wNQ9y6RQgQc7tCAQJ7rPazIQVUrpKPhK1HWl9jWM1oTtzSI8hliJeorVCGgpJ3AsA2eQXpyxoZg1tiUqtamTZLEZ6/TX69KWqwWT8cqa1Gg0GiilqA4NEcZaZHd9uFbTkdsg1mPaOwSHxwTDxZ03fFJafYGSuj5WJtRbMVeX4VrDYqHrogbxNYEkZ4bkzIC8CDCQejMlhq376w5XLEZH8hTLOQxjY+nBymdmXZccIMOQeGmBYH4W/9Jl2qfPcuWFM3TOXKF3rYEMtzZTyk6UmPjw2xj/2IcY+fb3YleKd5wmfCtWBGw/SOj5WsTGklWxn0hdh73+nDMNXdss0IFhIQSmAaWcRTZjkHUMchkD2xa0+4KlNlytKWpdHRkfHBnT0CnZ13/6kxU4PK7Tz291buymu7IA/i/gjFLqn63708eBnwD++8HtH667/zeEEP8MbTx1DHhOKZUIITpCiLei051/HPiXuzXulJSUlJSUzdAid2Oqcs61yDhbpzf2zrwCQpA/cfJeDPEGVBjS+fM/ovOp30fJhMJ7PkT2ibfg7D/yuu/ZuxlKSvw//Q2U1yH3A38L4V4/6VT0fcVY6e5EYsdTTC9FTC9GNKIsMEHBCjg+opgcEgwV7twNdiuUUnS8iFLOvu2Jv4ojVKeObNVR7RqysUBy9TWIAkS2iHXyzZgHT2GM7LnjdOQVwfLNK7DU0tFYP1oz/VnBNNayIt9yDEZKWtDmM2v3J30Pf2aB3gvXmP7KN2h88QWaX3mRuNMDwCoVKD1+kv0//YOUnjhF7vA+XRc4OYaZ2dzl/F6hQh/hZG/9wOufp7SQbXuKekdS70rafbWlaDUEa8LUERRzYrXFjr4Vq2m8tqF/3gljpWQQlVtuJyy1YoJYC5Khokk+Y+A6BrYlSBJBPxS8NgtdP8KJaxSsHoteiedfsFkvx01D187uGxZMVLit746KIxK/h/S7yNDXzt9xRBKF9AKDfmTiJxZ+YuElNn5i48sMgXLwpYMnHSKlP6+K2eFk/ip78l3KmYisLTFME2GYCNPGcPMY2by+tdbOM6UUUaNFML9M0uuT9HqEi0uECwuEC4sEc/MEC0tEtQZRo03U7hN7MbGXbEgpdobyDD3zEJWnH6Hw0CHtFrWCgOo7307u2LE7/uxuhpS6hZMWtJKen9APkg2tlDK2vq6ZhiBjG5imPs+yjv7cs46hWzsJMXA+1j2nuwF4kaLp6YWMINILXvEgGl3IaPFazglKg9pifT24u/N1N//DvR34T4BvCiFeHNz3X6LF7b8TQvw14CrwAwBKqVeEEP8OOI12Zv6bA2dlgJ9lrYXQJ0lNp1JSUlJS7jGJlNiDHiN+EOMFMVOj+Zs+p3fmNO7+A5j5mz9up5FeH++bz9P+498mqS+RffzNlL/nx7BGtyiCfIMQfvXTJFdeI/O+78cY28tLlyOavbVZmhpst+usvNKGZHo5Zno5oR06gEWJPicKbfbvq1Cp3L6wuR2CSBInikL21lM3pRSqPk98+TTJ1VdRjSU2xPjcPObBUzpiO3FwW/WjSq2162l7az1nO4NJbBDd+BzT0ELMEHq+vl5jTY7BE4cU3VcvsvSbX+DVv/gyvQtX8WcWiNe3HjEMSo8cZ89f+QhDb3sTlTc/Tu7wvge35jX0tBnXJsSJouPp6GfbU/QDtS6NeGMUtpwTHBwzqRaMde+hwBD6fdWLBbsfnW72EhaaEX6o8EO5IVrr2AaFrI1hGHQDwXxL95jtr5oDS0azHfbmGximpK/KZPMVHi6LdXW0OiXd3kLYqiTW4jUKkKFPEviEQYjvRfh+RBApQmUTSpuedOnIEdpJnnacRW5S9+qYCVkrwbUlQ7YkawcMFTz2jxqUSi7CPLDu2AlRs01UbxHM1PBnL+DPLOLPzNM/fwnv2gzBQo2w1kZF8Q3Huh7TtTELWZyhEfKnxsjunyJ75AD5Y0d0xsHe3bk+a+dphb8upThK5ODcU6tp5isYAnKuyUjJJu+a5FyDXMbEEDr1PRgsXgWRFq2NPgQtNRCw+hzvBvqasX6fGYtBqQgcHIWRgSFY1tmd83g33ZU/z+b1tADv3+I5vwD8wib3Pw88snOjS0lJSUlJuT2SJMHN6NzJRkfP4iqFrdMSlVL0zpym8rZ37PrYlFLEc9fwXnkB//SLhBdfA5lg7zlA9W/917jH31j/QlXgE3710yi/t3aflMRnvoZ14insR97KXEOy0JKMlY1VIxwA0xDb6pGrlKLehWvLCTM1SS+yAIOqaHMyM8PeEZPy+BhGprLzL3ATOn2tIou5zVMTlZTIxWskV86QXDmD6jZBCIzxA5hPvBujPIIoD2ln5G2m00oJ8024vAiXl7SoXcEyoJjT/WbHq/pv0zXYPwrvPKnrbTfTYMFijeXPfJHlX/sif/aZL6y26skd2U/xkeMMv+vNa61H9k9SevLhHasfvBfIMCByKnS7kn6gNmzrTZxcGwruSr0rqzWv+YygWjC2FH27Pn6l6Ad68aLeTWh0tIN8khiEiUksBbEUhLGJVCtpvdpNuZCBkSIURwUFJwR/iSQOcF2XkdFRHOfGKLtSEhl4RN3+qitx5AfUeyY136ER5mnGBXyVJZJFQmWh2Pz7K1CUcoJKEQ7kdcuogqvTXrMZMBrLhNPXVTzGEJxdpvaJq1y7cIXehav0L10jXG5sXGxZfxxDYGVNrKyFnTXJHS3hjJTJjI/ijAxhD49gj41hj42S2TNF9shhMiNDd21qtvF905HXFZEarROscaJ0nXWixexmKcXrzZyyjslISZB3TTK2TrUIY0HHg8WOorOoMwx6PmzlZSXWidhSTpvDlbJrvYZt8972GoZ75K6ckpKSkpLyekYpRZJITNNAKUWj41PM2dg3qY0MZ2dI2i3yJ0/tzpikJLxyHu/FL+O9+BWS+hIA9p4DFN73YTp7TtKZOELHMGCmc4u9vb5IFq6hGIH8xtYu4h2PYo7vQ850mW7YZCxFzgpvEFuX57fet1Qw3zSp9yxCaSGAYdFkv9WglJfI3BCJPUYNqC0nwL15b70wwTJ1muAKKomRc5dJrpwmvvoaeF1dVzt1BPuJd2HuO4HI3l4WwYq5y6vTcGlRR2sMAVPDa+16SlldK7vyvr5yFU5fg6OT8P5HN4rbxPOpf/55lj/9BZY//UXaL70KgF0tM/y+tzL6/rcz8m1vI3do3yajefCIk5WomMILWf159fbIz4Aw4IJelDCEjlTlMoLxikEpJyhnDZx7ZKS0XaJEcWZacW5e15KaQjJSCABBKDMUXMGIq7MgCu7A7XhgRLUSVVZKgUzw+n0WlpYRwFDOxiVALlykHwWoJNbp80kMSYwXQSMurttG6CS51bpYx0wYysWMZQSuY5DJ6LrhjK0XChx7TVxlHZCtJv7MAv7lBfxr83ROn2P25bN0Xj5LuFS/6XtglYvkj+yncGwf5sm9EHkor43y2pi2wMpaZA8foPD442QfepjM/oPYw2MYxdI9EXBBJGl2Y5q9mFYv3pBKvIJhsOpCbJmCjGPiltbSid1BSnEiodaFpbZioalLDYJ4XQvcgSxe6T1dysJERRuAOTa41sb3/n6I2FuRityUlJSUlJRbIOVKj1yTvh8TxpKJ4VunKgPkT+2syI2X5un+5Z9oYdusgWninnic0nd8DPfUk5iVIZrdkMXZLm6iEJs1Gnwdo/pdVAJieO+mpkhJAm1fkEhBNRcS3aSNxvXIOGK6lqGduIyJRUatGoWsIswOEZnj9FYmcddb0d4DTEMwWs5AHBHPnNcR22tnIfTBcjD3HcM8cBJz77E7ckIOIjg7C2emtVGUZcKhMW0EtW9EpxhuxtlZ+NwZODAK730EUJLWC6dZ+swXWf70F2h88QVkEGI4NtW3vUm363n/2yg/eWpHI1s7iVK696sfqkE/2MHmyQ3OzzBob+PoyX8lq7Bmv0pucg+F/YfJZQSu/eBN/tejlOLqMnzjisKPYP8IjBSg3glJJDx2MEPevfFzUlKS9FsknQZBt4Hsd1BJRGRmaOcnETKh3JvFaCaEAIaFYWcQlk2PIleCYS53K9T9tXO1kFEM53wOs0jVDChZPq70kZ5PtKzThqNGi7DeIqo3aTRaRPXB740mwUIN6fkbxmnmshROHWXsQ++l9Mhxcof3gWmCUkjfI2k2UEEHI2oTLVwlvHoZkhkAjOES7pEncY8cxz3yENljJzGLpV35DPxQ0vUTup6uhw2vu8Yoxao7sWMJhos2pbw1qL1ea6+zUnctlWKuAVeX1Q118VGsaPTX0okrORgtMVg8EKvCteDqbSdM8+4HqchNSUlJSUm5BUmyJnIbHR8hoJy/ucFN78xpDNcle+jwjowhmp+h86l/T//5z2the/IJSh/5EbIPP4WRWxPcSinmah6ObXDqQPmBnmDfLvHsJbxP/yLWoVO4T//kpq8tiBRfeDVkrGzw+MHtTUhl6LN0bZbnFscJcHhT+RqHDlQwcve/v7FSCtVpIOcvk5w/izd9HpIIMlnMAycwD5zC3HMYYd2YxpxI+MZlWN486xKAKIbmoLYWtJgdKUIhq59/YV5vG8YkJUm3R9TpMW+OUV6+TPUX/ymfv3QV78rsquNx8ZHjHPjZH2Xk297G0DuexsrneBDQNYrgBToC662PxEYM2qCsPV5HswSVvO4Jm3UE7mDLrGulI7sNgi99Afvwh7C2kRJ/v0ikwg919O7la9rZdigPb39IUC3AK1d8oljxyAGXvGvqVHi/R+J1kF6HpN8h6bVA6eui4RawKmMEhkMzgHi+Tvelq8zO1JBhiPQjZBCS+AHdvsQP9TiyDhw3Q6zGInJhkXBugajR0lkSN3sBhoEzVMYeKmNXK2QmRiiePIIzNoy7Z3yQ7j6Gu3cCd88o0dwMwdVLBNcuE776l0RLC8TLi0hvLf/eyObIHDpG9Ts/OhC1x7FGxnfk+y+VIgglXijxQzlwwpZEsU4rDmLJylqkISDvmhRz1g01n7mMQaVgkXWMLcfVCxSXFhSXFsGLdLQ7f11LbsuEh/bAaFE7WO90O7WdYsWgasWZvdXXmTa2qa9TlsmGUpTrSUVuSkpKSkrKLUgS7bZimgatnk8p52xoJ7QZvTOvkDv+0B271a4QzV2j/Se/h/f1LyFsh8J7P0Tx/R/BLFU2fXy7H9EPEg6Mb92/9/WI7HfwP/lvEMUq7gd+eMvXdmE+Rio4Nnnz910pRdKpE9VmmVmO+Ub8MLaheM/RiJHhAzd97m6j+h2S6XMkc5eR85dRPd1zR+SKWMefxDxwEmPiAMLYeobX7MFnXoKltq5NvD4Yk8iN7seOpSfEpqH/1lord0YpSdLpEbW7yCBEhZFOTQXc6Rep/tr/QDRWpXDiCKPf/k5KT55i5P1vw524SRPLe4iUOhLb7EmaPUWjJ2+IbjkWuI5uCzNSMsja+vesI8hnxPaciQMdRRSZ3TUh24z1tbRdH7qBIopXeuSy2hPXD2F9h5qMDc8c0f1GlVKcm/Zp9RV7sx261+aY60cEfsJK+qqSEtVTBJ0cXifGb3oE9RmMxecoXXoB75tnkcsb04KVYaAcF+U4mKZJyVhz2Va2hTExSu7oPtx3PY07NY49VBn0dM1gZF1MN4NdKWlRO1TBKuZXjceUUiSNOuHsVaLFeeJ6jah+lv6lL9FeXiScm9bpHYCwbOzJKeyxCXIPP449Oo41Ok5mz37syak7NjOLYi1e/UgLWC1e9c9BJDeYOoFOKXZM7UKdzRiU8xZ516DgmmQzWwvYDe+pUnT8gQGcpx3f2x40Bt/biQq8aVwwWdkZV+3dQiktXpc7+prTWidoVxZDVshnwDS0wVUUs1oTvhWpyE1JSUlJSbkFyWqhkiCKJbnyzfsSyjCkf/4cYx/7/js/ZqdF+49/m94XP4NwMhS/7XsovPfDN02X01FcH8cyGCpltnzc6w0lJf6f/DrK65H7oZ/bUkR0PMlMXbJ/xCSX2XwClHgd4tos4fIcjTDDtNrLtJyimpO846S5a06ft0J2GjoF+fIZ5OI1QGkX5ImDGI+9A3PiIKIyessJsFLw6gx84VUtJL79CZga0qK31de3iy1tEmWb8MRBePTgjdEegPY3XuXav/5dZn7jPxDVm7h7J6i85XEKDx3W24kj5H/kHVj/+IO78I5sjzAeRGJXo7G6Tnalb2wYqQ3Z5a4NQwWDSt4g7wpcW6cU74QQUOFKOHx3RW4YK5o9LWi0aNfCdn302TK0GZRtSAqGR1X0ca0Ax44QSg1EryCUJjPnTc6+aqOcLIWSxVLL4vRLJs7ZKzhnX8K+dhGztqC3+hJCbuzjunI1jA7vI/fOd1B6+gmG3vIo5eMHsItZrIyNaYgbHLZvByUToqUFgvOv0Jm5Rjh7lXDmGuHM1Q0RWYTALFewqiPYE3soPPVWnH0Hyew/hDO5d9ut01ZaOkWJIo4l0cDMae1Wi1c/1OZP6zEE2JbuP1xwTb1okjFwHXO1zc6tjn19kYVS+ru71IaljqLW3rhYkXV03eypvXBoTC/MPCgkUjtur98aPZ1hUuuwwbE7l9GLcgdHoZyHjKUNr2ptxUwN6p01F3IhFOWbVA2lIjclJSUlJeUWrERyVybLbubmtYTehfOoKCJ/8uHbPpaKY7qf/STtP/ldVBhSePd3Uvzg92Hmb6w/vZ6OF9PzY/aN5TB2MYobXztHfPnVXdv/9ahWjeTaOTLv/0HM0aktH3duNsYy4fD4xs9HRgFxbY6oPkuvFzAr9zAj3kwvcTENxZFxePyAueO9bW+FbC2TXD6thW1Nu76KoQnsJ9+DeeAEonp76ZJBBH/xsjaMquZhqAhfem0tFRl09KyUhWeOwiP7dSQv7vVZ/POv0jt/lf7AYbZ39hL9C1cxHJvxj36AfX/1+xl537P3rXVPGK85FHc9RdeXdP0b6w1NY2COY2mTJKeoW/BkHZ1uvJuLGGolkrvDItcLFUttWGgpFls6cqeU3mxDUrBCKmaCUAoppRZnISSeIpKKrjKQZAmTPL4HMowQYYAIfIxWDau2QKE9S7E3T/faNJnTZ5haGOSomybZIwdw9kyQedOzOHvGscdHyYyWkFmLyLEwywXye8aZOHgA6w77b8soJGk1SVpN4voy0dI80dKC3hbnieZnUNFaQbRZGcKZ2k/xne8nM7UPZ89+7PFJrOrwbfUAX6mH7QWSvq97xPaDhChRG1rgrGfFnThjGwwXrQ2mTo5t3HYN60qLsqUOLLf1Z3197fd6iq42ghspCso53Vf2frhxhzH0Bi2jegF44Y1ith9oQ6vrsUxdFvHQFAwXFdYgg6TnQ6unaHbg7LQW9qAzLfYOw0N7deuh4aLur22Zgr++xfhSkZuSkpKSsuss/v7vEkxP3+9h3DHxkYfgoVMs/NIvInsBjVKG9k0m+97VywDbdlZWUhLNXSM8f5ruZz9JvDSPe+pJyt/749gTW4u665mredimYGQXo7jJwjW8P/xl/YvYeeMgLzvCwsRTGy16zRLGs89iVg7DzOb9KJNEUesqju8xsQc1ZnFzEW/hGsuthJoaZplHaUu99D9ahFNjgr3D4p5NEFUcIWtzJDPnSS6fRjW1I7Yxuhf76Q9gHjyJURq+5X7CGBpdHQ3xAj0h7vtwZXkt/bjR0xPPqSEd3akUtMFMKacn6QBJ3+Pi//pbXPgff2nVedYs5MgfOUDpiZMc/H//OFN/5btxhiq78XasshI1Wx+JXYnMrrTfWR/tMQQ6rbhoUMgKcis1srZuw3Pf0vQHkVyR2dz4S8pBf9EYwkGP0ZWeo36kaHT1JD+IdJQuinWUK5ErJkGbXXMM6oPpvEDiiBjHSLBNibk8j/Xy17Ff+hrGN75G/tqVmw8/kyG3f5LKe5+m8vSjlJ95jPITJzFza6JdSsnc3ByB72MZBtVikVKptKE9kFIKFfjErQZxvUZcXx5sNWS/i/T6SK9P4vWRvR5Ju4ns924Yj3Cz2KPj2KPj5B9/CmfPfpypfThT+zHzG9tKJVKRSEWoQIUShRapK3WvUXJjKvFKZHb1eEA2Y1DKWTi2vi7YlsA2dfRV/7zN1PUt6Ada0LY93Zan4+kMi5XzO+vAWEkv0Fx/Ghez+rrl3sNsE6X0dWS5rQ3p1qcUe+GNjzcNHY3NZaCShz1Da7+vbo6+VUpxdha+ek4xty7D3TL1dWqkBE8cFuwbhfHy7WdbpCI3JSUlJWVXiep1rv0v/xzDdTc1x3k94HxvCWv/Ibp/9qcopWgagq1bwWsKTzyJPTq26d+UlETTlwnOnyY4f5rwwqvIfhcAa3IfIz/7X+KeeuK2xtj1IrpezN7R3K7VYCm/j/eJX0Nki+T/yt+97fY02+Hi5YillmRT493mzV2NhwqCfcPaKGf2wlXO1zIsqceQmAgUI0XBIxXB/hEtknYTJRNUYwm5PEOyNINcnkE1FrVZz6B/rfXWpzH3n8QolG+6r0YXLi7onrWNrk5NXc/K6SilnhgendDidri0eXpo4gdc/eXf5sI//SWC+SVGvu3tHP67P0XpsRM4Y8M7IhKV0rVz/UDhBSt9PFdqRLVoDWNFGOlorNwkaubakMsIxiq6n2zOEeRcffsg1Jtrx1u9yBDFYLZ8XOByw6UX6Qj6Ws0kN0SdNyIAhRBgCoVtJGSMmJIdkhUBLh6OiLCNGEdEZByTTNbBzWZwXQs5v4R/7grdMxfpvHKO9oun8S5rl2CrUmL4nU9T/PEPYeWzGK6LmXUxshmckSozRpVucZjHHxujlNtcGigpCWenWWq1CDMu9tmXMa9cIOj3WQwDVOCTdDskvQ6y20XFN4YihZvFLBQxsjkMN4uZL2KPTmCVKjrFuFLFLFexqsPYYxMY+QKJ1K1zolgRJop+ooj7kqjtrda8hoOesLdC9/PVYjVjaxMx29KtifKuTiXeyWunUlrErkZoOzqyuULG0sJ134iOyo4WV1pz3dtzO070NWV99LUX6FTi5c7G2tiVdOIDo4M+xIN2YvmMFuiOtXl/7PWEseKFC/D8OS34K3l4/+OCPUNa3O7Ue5CK3JSUlJSUXaV35hUAjv3Tf0bh0cfv82jujLmFJQI/pPivfguAY/uqt/V8pZQWta+9RHDuNMHFV1G+jvqYI+O4jz1D5ugpMsdOYQ3dmVnPXM3HMgdtZnYBpSTep34T1W2R+4G/uSsCN4wVS23JvhGTh6Zuf4qilGJmOeLMJY9Gsh/HiDk8bjJREYyWdjdiq+KIZPoccuEKcmkWWZvTLsgAjosxMoX56NsxRvdiju275fvX7K05G9f1+gfDRZis6jS9oYJOSXYd+LNvwpUl3aP22J4txqcUza98g7nf/SSz/+6PCeaWGHrXm3nyN/45w+98ZtuvU0pFEIE3iLZqgaGF64rJkRcq+qFis+5VljHor2pqZ+J8wcCxdHpxxh7UyDq6F+puptzfLu0+XF2GmZoWBCupmevF+dM9j2PC4U9f0is0pgGlrCKX0WLGNLTpkKESLAJUGCBDj7zhMez0qdh9rLi36loMIBwX0y1gZAsYbh4zWwDDpvXCGeqf+RzX/vI56l98gaQ7qEs1DPLHDlB5+lEO/a2fYOhdb6b06PEt2zVNL4f0FiOOTDiUcpaOqjfrhDPXCGauEs5cJbx6Cf/KRXj2vZjv/xDyk/+e8PSLGI6DcDIIx8HIuDhT+zDyRcxiCTNfxCyVsYZGsIZHsKrDmLkbz3ml1KD38MC8KZQ6ir8s8We7W4pXyxT6vLENnZZuG1iGjn6ubeuisZaBZey+gJRKsdyGmbpipg79gUB0bZ2ee3xSUM3rkoHMfeqVHESw0IS5ht4WWzcuMpmGvr4cHNXjHi4xcGK+s2Mqpbi2DK9cUbw6oxeFpobhvY8Jju7Zne96KnJTUlJSUnaV3pnTYJjkjj10v4dyxySJxDQN2kFCtbh9ERk3avSf/xz95/6SeF6na5tje3CeeBv2kZNYh09ilodWHx8BUZBssbetCaKEdj9iaiS7a1Hc8Pk/J7l0msx7vhdzYnfchxeaEqVgz9D26j6l0qYkzb6u47q2nNAJLLJYPD7W5sjB8q7W2SqlkEvTJOdeJL70su5Za9oYwxNYJ57CGJnCGJlClIa2NbmWCq4swktX9OQTtEvq20/A4XHIX5cFqxR8ZiBw33nqRoEro4jmV77B/B9+mrnf+xP8a3MYjs3IB97BoZ//CYbf89ZbjksqRaOrWGgl1No39oldQQtXsAwtVIcKBrmM0JsjsK0VR90HR7huhlQ6Bbzr69ThhRZcXVpzrS1mdeSpWtBpl1k7wcHHIqZ6voUhHd6zbxaSABGHJEmCoWKsOMYVAVnhYYvBd9wAXEAYyBjaX7uIP9ck6QXEHZ+43SdqdUh6HonnI72AxPcJ5pZW2zQVTh1l6ke/h8ozj1F69CEKJ49gZl1UkujIaruJ99rLJJ02Sbult46+DVoteq0eozIiUBEXw2A1lXgFI5vD2XuA/Ef/Cv4jbyIrYPyv/20M+8asHKV06yUp9W2S6Ai+lygiXxH1fOIN5k06dTi5bjHEGURXhwb1rq5trKYKW4PtQTuPmj3FuXnFbF2noRtCf3dP7RWMlnS/2d0acxDpdOLlDnQ9nfocrUt33/BzvJYabQid+fHoAS1g16cTZ+xbR2RvRpQoncXQg+ma4vRVneLsWHBiLzx2UDA1vLufYSpyU1JSUlJ2ld6Z02SPHMFwN69Tez2QJAmmaSKlInuTpWwlJfH8NMG503jf/CrB2ZdBKexDx+m9/0fpH3wcmVvnjtwEmq0dGaNpCEYru/Mex9PnCb/0SazjT2A/9vZdOQbAbD2h4AqK2a1FrlI6QvLanHaYXZsgK8qiy+OZWQ4/tA87X9mVMaooRC5eI5m7RHLlDKq1DKaNefAU1rEnbtna54b9KTg/p82iZus69TVjwaExGC3rySbA5aUbnzvX0M99yzF4eJ8+/zovn2X5M19i+c+/RP0vv0rS668K24f+8d9m/Lvfj13e2sRMt6LR5k7LHclSWxInWqAOFw32uGvRVteBjCVeF+J1M6IEllo6qrXQ0kLh+uisIRTjFXhiDEZL4BoRqt9EeA1sv0Gm11ktXDC9BYSQ7PF19orEQJomwrAwLEtHZZ0KZiaLMG28i3Ms/8XzLH/6i9S/8MKasZIQumVOtYSZz2JmbEzHxi6UMOwqlcePUDgyQX5vFaECbdh07i+ov/QJlvtapK6YYG2GkcujckWiTBHh5shXcpiDqKzhulgTU5h7D8HoFEmuRBCEeK0FMCza1jC1mZBEBkipz5dkIGq3Mmpaj2WuRVfzGQM7b64KWdcxyNg7mzK829Q6itMzirmGzlLYU4WpYcFE5c7MoPxQlyV0vY33Kwap/gORupImX+tsNJazzYGr9rpesrkMOLlBX9lBq7Dxiq5ztbepBJtdxaUFfVy9OKGzNq4X02Gkx94LNj7/4Bi842HB8T2seibcLUopZLx1DUAqclNSUlJSdg0lJb3XzjD0/g/c76HcFUkiMQb9bt3M2r9OJSXRzGWC82fWamt7HQDM4TGK3/Ex8m9+NzWrQnepz97R3I79g7+erGPetqvndpC9Nv4n/y1GZRT3/T+wa2Km60vanjaO2oqltuKlK4paFwpOzAG3ST5cokiTguiTqY6Q2f8whu1suY/tomSC6ndQnSaq20S2lpHzV5DLMyATEAbG+H7sR9+OefAUwtneAoOUOiq41Nai9vLijbWaQaxF76XFW+/vhDlD4bf+kOe+9HUaX36RuNkGIH/8IHv/k48y/L5nGXnfs5sK2yRRtD1F25N0PC1se4FaFXmWCaMlg7GywXDx9l1j7yWJ3GjmtLqtM3cKIm3wFIQ6jbTdBzWQqK6tcB0doVXoVGtBTNnsUqVNudUm126TN7SiSJRBmxJL4hChXcIRMNZ+DelLwnIJq98habYJ6y2iRpOw1iSYW8SfWcCfXSBYqLGSz1146CB7f+gDlB89hF0wkc0ForkZooU5UBE6x2Mj6tJlejMZXctarmIWStijExjZrK55zeYwi2XMYgmrVMYsloncInOhy2JXIJWuS6/mTWKgP6htDWNJGA1a2NRB1HsM2U0E0I5KmFKt1rTqlkB6kcMQYvV3Y9AuyDLEBsOmBzECeyckUrtcvzarWGxrMfnwPsGxCR2F3go/1KI0vC5ZJ4q1sJ1vrJUm3IwVIZuxYKysjeVGSjqtOLvD1SqzNcVXzynOzrChrZFlro1j/c+5jBbQpZygnNd1u9UC5O/QA0EpSRxFJFFIHAbEUah/Hmw3W1lJRW5KSkpKyq7hX72C7PW27TL8IKKU0pHclYl/Y4HOF17QplEXX0UNUvvMkXHcR57StbVHT2EO656mUioWLjUpZC3Gq6+vaLaSCf4n/g0qDMh+7G9sW8jdCXN1iQAmKhtFrlKKRifh5Ssx810HVwQ8Yp5jSs5hSAtrZBSrfASrPIIw72xao5RENZeRC1dJFq8hF6+hOo0NtZEIA2NkD9Yjz2JOHMIY34ewtz+jDCI4PQ0vX9VpsOvZU4XHDuoJ683Hqei8co7aZ79C7bNfofWlF+g1apwFCg8fY/L7PsjQ297E8PueJbt3YpMxKOpdSb0rafcVXX9tgpixoJAVDBVNCq7QW1Y8UHWxUmlhWuvofpm1rr7thzqqdDOEUKsmXCs1mzknIW/5lK0eJdOjYHnkhI8rfBzpo+WfJvQkzW9cZfZrZ4kbHWSnT9xoEzVahPUmSbfP5dVH/+8bD24IrLyLVXCx8w7ZqklhdBgro8iNZbGyAvwzBF89Q2BaOBN7yBw4RPFt78aZmMLIF9bqX21HC9hSGelkiRO1zilYEqw6CCukUkipa6VDX5L09PsgUJhCp2V7QYIhwLF1bXQxa+GUdI9X2wS/s0wYJExMTHIsn9uhT/L1R5wo5pu61na2oaOWrg2PHxAcHtdRW6W0kO2va6XT6kNtJZV46+A6tqnF4ZGJQd19nhu8DVfq2Xf7K5lIxYU57Xo8U9PZJG9+CB4/KMi5eqw7vVihlCIOA6LAH2wecRiQXGdgJoTAtDNYdgY3X8S8yYJmKnJTUlJSUnaN3pnTAHfUL/ZBQQ7CWkkYUfjKn7L81U+BlFhje8g9+SyZo6dwjp7Eqo5s+vxaOyBKFAeHdrZ35r0g/OInSWYv4n7HX8EcvlE07RRKKeYaCcMlg4wtkEpR68D0YshMXdFPHCwEx81zHCl1cEpVzOKbMQtlhLjzvq2yuUT0zS+QXDmj62kB3Lw2hjr0MEahgihUEMUKIl/eIKITCf51k9ZIDoK8AxFlCC1oX52B8/P6OWNlHd2YrevIy/sf05GOLd+bJKH2ua8y+5t/xOIn/oJgXuctlx4/ybGf/hhD73qG6luewK7eqJCjRNHoSupdRb0j6QX6XLZNKOd0hLaUE5Syxn0zwdmKMNaGOCuCtt7V20p6ukBRzOk65WKOVTEXJVrwrrz/jggYz3QYsntkDV+7FEsfS/oItVEZK2GgYkHSj4j6MV7Xp3vmCrW/+BqNL72IimPMfI7s/knsahl37zj5I1MYpkKoCLl8VQuTxMe0DUzHwHBMDEtgOI42X6oMYQ02szqEVa5oR+GV28rQDX1ek0TR9RM6XkKnn+B1E8JmglI3hv1WHYQHrW6iBPxIgtLO1JW8RS5j4FgGjq3F7Fbp5vV6nTDwGB4ZIfctIHCV0ufctWUtar1oTax6oY7wWyYM5WHvkMC1odYWXJxfc9G+vr4YdA33RFV/30dKWhyvxzB0e6/71IIa0NfghSa8clVx5pp+zeWcdj1+9ODNI9QrSCmRSQxKoQYRVjVo6KxQa/crRZLEq5HZldv1UVnLcXGyOSw7g+U4mLaDZTsYpoUQApXEyNYy8fz5LceTityUlJSUlF2jd+YVzHwBd9/++z2UOyZJEsTcFaz/+LsY9Xlyb3435e/+EczK0C2fK5Vivu6Td02KW7TmeFCJLrxM+LU/x370WewTT+3qsWodhR/BuGPw/AXJTE0SJAYCkxFR52gpYP9kjmzl6G3Vu26GUgq5cIXom19AXjur62kPP4w5cRBjbP9NTaKU0mmF5+bg4jxbmjDdjMVBCfYTB+GZY2s9a68fY+trLzP7W3+06oRsFnKMfdd7GPuOdzHygbfjTt7YnkpKRbOvBe1KtFahxV61INgzZDJUMAY9OB8sUdv19Hs719C39c5aemTOgUpecWAUhKG0oVEUY0sPV/mYSULGVLgZRdaWZM2YrOxgRW1EPCgOTAAsDCcLRoZwKaR/eZHe2Wm6r12me/oCvQvX1upi11F6/CSH/s5fpfL4ESyjRzRzhXD6CuH8NCSJHqhhYB3M40ztw33kaZzxyQ2i1sgXVt9zqRR+IAliiQQkawnJcU8SRgHBIG3YjyResKacso5BMWvqSOvANdixNqYEAyy1E64shAQxDBcdDo45ZDPbV1G9bpdmo0Fh0Af39U4iFY3exvpV0NkBja5edFpuQxjrVk6bo9+/Tl+bvYH+/pZzWsjuH9WLLit9YHMZ/bu98+3Ed4Ser2uJ5xs6HXm5rV/P0Ul4eL/g8IReLJJJTNDX6cEyiVe3JEmQ8drvajtF2esRAmsgXt18ETvjYmdcLCezYfFSBR6yU0d16gTNJVRzAXotxJafk+b19R83JSUlJeV1Re/MaXInTiDu5xL1XSDDgPYf/Fsyn/sUqlBB/OjfYeitz277+fV2SBhL9o8VHjhRcTNkcxn/U7+JMbaXzLu+Z1ePVe8qvn5Z0vYtvnFVYJIwKpaYyDTYM54jNzZ11zW2st/WbX2WZ5AzF3RdrZvDfvK9WCefQbg3b+dT72phe35OT5JNA/aP6Nu5hjZZMQWMVfTEdhCsWBWYo2WdDrzCcFGnJl5P1Oow8+sf5+ov/xadl89iODaj3/lupn74w4x913swcxuzAXQfTp2CXOtImj1dTyvQNXEHx0yGigaVnHigzHwSqYXFSh3ifHMtldM29fv42EGFYymI+kivgxn1KERd8qJPzvAxrU3ykxO9yTAiaof0WiFR0yOqdwnmavQuTtO/cIX+pZkNYjZ7aC+lR44z9uH3kRkbxq6WsYfKWMU8RtIluvIavRe+TOcPPq3HOD6Js/cAhWfehrP3AJm9B7BGxwj+4F+invx2ov2PE8QKTw5Shn1I+gFeqAWrF9683zPocytjayOm4aJFIWtRzJpbuoUrpej5kmvLEUutmCiBvGtwbCpDJX97KisMQxYXF8lkMoyMjDxw1y6ldPr/hvvQta29QKdhd3ydDdLqQTeAIIRkS3MsLWwzNoyUJJUCjBZhpCQYKepWP0qtGT+FA7Ml19Yi9gF7e4CB87yn06XX97/1AkXb09+7FcEvgD1Dig8+HnFgOMBQOrq6PO0ThwHq+l5gQmCaFoZpYpgWlpPBME1My8IwLMSgcbcYpLSIwXPWfhcYloVp2RvOLRV4RK0a/eYySbsOvQZmv4WZrLlYRcKhSYVFTnEtnmAuGQf+003fg1TkpqSkpKTsCtL38S5eZOKv/Nj9Hsod4Z99mcZv/h8kywskjz1L+9nvZd/+7afsKqWYq3vkMial/I3tNh5UVBzhfeJXQQiy3/XjCGt3xr7YUpye1sYtIBi22uxVVxjPtMnvO4ZVPXl3qcjLs0SvfAk5dwnV12ZgCAMxNI797Iewjj2BsLYWz11f96g9N6vr6fREEPaNQM/TPVMTCcMFeOqIjn7cSQ9JpRStr36TK7/8W8z9u0+Q9D3Kb3qYR3/xHzP5/R+8IQ1ZSkWtK1lsSZZacrUdSN4VTA2bDBcE1YKxq62TboVSWmx0PJ3G2fEGPw9ue/66KG0GJiqKhyZjcqqLHTcRQRe306MgephCT7CVBcrKIjsB/UsLdM/P0Dt7ld5rV3SbHS9A+gGJ56OiGx1XzUKO/NGDlB47wcT3fge5w/sonjpG8eGjWEWdL5502nhnT+O99greC1+gc+EcKo4QmQz5x54i/wM/jvPYm0myRaJYGzW1E0UQSfrzId6jf40EF672bzg+gGsbZDO6NU42Y+LaYpO6S93zdTOTryhRNLsJfqTb7iilSKQ+Jxq9hH6gEAKGCiZjFYuhgnnbAjVJEhbm5zEMg/GJCYwHYIFSKh3ZX+nrOt9Y6z+7NVq4CqEXTgpZ3f6puIkorRYURyfAdQQ3fCArexvsxzbhQSs86QeK6WW4tqRYag9Sp/s39r4FfY0quIqjYwGTJZ9Kpo+l+iRhABK6gwi1YVrYToZcsYLlZPRmZzAsEyGMm2S7KEhiiAJUFEAYoAIP1W9v2OI4IlpJaQaQCcagr7gJSGw6okRN7WM+HmFZDlNXVXrkyNqSalEwUhI8U976/E5FbkpKSkrKrtA7+yrI5HVnOiW9Pq2P/zq9z/9HzJFxsn/t71MvjqGku8FZ+VbUOyFhJNm3Z/ejuLK5THz17I7sK7l2Drk0S/a7fwqjPLwj+1xBKS1qT19TLHV0JORoYZl9/stkjJjM5GGc8UcR5p3l9ymlkNPniV7+AnLuEtgZzH3HMUan6JYOcMEb51rDRDaBr269Hym1qRHoNMSDY/q+2TrM1HU64sm9WtiOl+8skuNNzzPzGx9n5t/+Ad0zFzDzOfb8yHdz4P/1Q5SfemTDYxOpqHUkC03d0ieR2oRmpGQwUjIYKtzbmlqldI3i9eJ15eeud+MEO5fRImOiqnBtMEVCTjbJhssUkjqFbm/1sZHIIN08cViif36a7isXaX39NVrPf5Nwqb76OHdqnOLDxyg+egIz62JkM5hZFzOfJTMxSnbvBO6ecdypcaxKCSEESb+Hd/ol+mdewvvSH9H9kwZxq0nSaqz1hzUt3MPHKH/wI5gPP0209yG6oWC+HxMsKKC34bVZpiBrSCqN8xT27ic/PoFjDVyGBau3270OKKXwQ0kvkPQDSdeTdH1JEG2enikEFFyDIxM2I2XrjlrXrBx3cXGRKIqY3LMHy7q3MkGqtRrsVn+w9fTtymJOwYWpYUUppyOTXV/RC3TpgEBHwKt5nQ2wp6ojsbvlaH+/UEr34z19VXFtGZbb2iPcsRR7KglHR0Mq2YiCE+GaIZZIMIREoE0DkiRejc6KyMRys2QLJez1Yva6a7BSCuIQ5fVQUYCMAi1k/e6aeO21UV5HGxNsQmy6eGaBLkMEytG9lKVAKkGsDGpxmbqsUlND9MhRdCKquZjhguJExWS0mmGkYuA62/v/kIrclJSUlJRd4fVmOqWSGP/0izR/5/8iadYpvPfDlD78QzR7PtSbKASZbf5zVUoxX/fIOiblexDF9T/1myRzl3dsf86bP4B1eOc+t3ZfMV3XzqSN3sCVdCpksvN1hNeiZY0ydPIkpnv75jYqDpHLs8TzV2levopq1RDZAuaTH8E4+Agz7Qzn5mBxWj9+vHLzNhtxDO1QO4oGETR7estl4KEp7X46UYU7yf7tX7zG8me+yNzv/QnLf/YlUIrq25/SUdsf+hB2ac2BSilFvauYbyYsNiWxXHFgNRgva2F7L1KQ1UB4zNRhrq4FR8e/0c3YsZSuQczodOycA1lHkjd9svRJ/D5J4GGEHtnQJy96iCSmd22Z5qUWc1eXSZbqyOU6/twS/swCSXcgOoWgcPIIY9/5HspvepjiYw9RfPgYzlBly3HLMCBpNYhbLYKLZ2hfOk/v5Rfwz70KUiJsB2t0AjE+BQdPYQxNoKpjqJE9JLky9QTCQcSUpRjLFJRyJhNV3dd1tRZ2YPCUzF8mnP4szokfw8zf/vRaKsW1pYh6N8EL5IZFAtfWvaMnqwYF1ySbEZiGWDXX2qlFtHarhdfvMzwyQja7+/HKKNF1oCsR2oXmWjstIaDoKgou7B3R30fLUASxXkypDdYZbFN/H0cHqcVDBR7oVld3gx9Kzl3zqS13KNo9jmU9TuyXW1+LJBjCwjAtDMPQ/ZoNh4xpYWeyA2Mn54aUYdVcIO7UV4WrHIhYkWxuQhALm75RpEOZNnvpCZd+4tJLXDyVwSNLWxWJWMucEULhWpKsleDaEa4IKOV7HHFD3jrSYmKPiXuXZmepyE1JSUlJ2RV6Z07jTExiV6v3eyibkjTr+K++RHj1AuHVC0QzVyCOsCamGP07/4TMoeP6cW09m3Ida9vtVBrdED+UHJrM734Ut7FIMncZ5y3fjv3o9uuFt8QwMLI3sfvdJh1PcWlRMVPXogj0BPTJg7BXTBPPvorC5DXzEYanJjDd7U1JVBQg56+QzF5ELlxF1uZomVU+V/1+6tl3reUSLg42dErxW47DsQmdtrgZ9S68cAGuLWmX073DMFrS20hZi7fbQUYRvfNXaX/jDLU//zLLf/ZFvMszgK4BPfZf/U2mfvR7yB9ZM2WTStHsKRabCQstSRjryNRY2WCyalIt3JuWPkrp/r0X5mG6rtuiAGRs7S6bdSQOAXnDo2j2yRo+jkgwRYJJghsHZBOPTM8jWm7hz9aIFxuEi2385S5LtTbBzDLehWvIYLBzw8CdGsfdM07x4eOMfuAduPsmKb/pYcpvemTDAsDGsSri+jL++VcH22sEVy8h+2vRVgXI0hDG429DvOv7iScOEjhFgljdUKNpGpBJdGpxOWeRzRiUciZZZ+sUTQBCXeB4J222oljx6rRPq///sPffUZJl930n+Ln3ufAR6V1529XV1b4baLiGIQHQgV50SydqOCsdGY52ZiTNHo1GGvGcmdXqnJnZ0WhJjkaUtKQEkRQp0YMEQVg2gG60L9dlsyp9ZmT4Z++9+8eNdJVZVVnV1QBI5fecVy8yKuLFM2Hu935/v+9XUy1IxgesA/La8vUoPc+yjHq9Tj6f37XRlNJW0e/FdkLobr5DxtiM6OW2jdVpdDfK1mtFw74h8D0AQ5zaloFIQRQCoSW6lbxtGajkBcMVa/r0zRRzdSvMuqOwXr+95W9tMMa6EqssoxdmNDsZ2S2zSMYYcjJk0FUMDkBGjlKlhus6CMR6z6uUEsfruxG73jY/DJPGmG4TEzYwjVmyqAtRD9Vtott1ZLphGa9waFGhoco0zQRtykQmICYgMj4xAV1TICKHKw2BZ2zetKvJuYqcm1FxUvJOSsGdJ0+ET4+ciPGlWq+AkX4eJ5fHrwzjV/ff1cNDhSHds2/See0V2q+9ctvH7ZHcPexhD3vYwzuC7rmzlE4/cvcHfp1hjKH7xT+m+Zv/GpPEiCCHt/8Ipec/jn/gKPkzTyM2GR0ppTEIcrtsuDTGML8SkfMlA6W3Z5i0G6RvfgWExDvzHLL4jXVBNcaw3IYLszZLUggYrcCxCcHUAORETHT9TbLmEkluiNezk5RKOfYP3V4hN8ZgVuZQN9+yxHbxhi2Hc1zE8BSXjv8gX+49hOcI3nvMDoQ3Y7gMg+Xb7/NSE16+ClcWbAblo4fgsUNWub0X9K7cYOZX/yPNl8/SuXCF3uUbmMzKUm61zNAH38WR/+pnGP7wuymePLJOmJS2xlGbe2ylsKXI4zVbjvz1VKbaIXz2TcPNFYHnGIpewnChy6i3yojXpCS6+ETrnYtGaaKFBtHMMuHNFaKZJRo3VwhvLhJNL2yQ2D7ccpFgaozCgUnGPv485UdOUn7kBKVTR3FyuzvpRit659+k+fKLtC9fIc0UulDFlAeQZz4CHxzHFMqooIByAjLpYjb1WgaeoJhzGOwbOwWe7YMNvPsnlCa25EAE96aA9mLN2emIODMcn/QZq31j+vdXVlYAGB6x+d6pgsWGVVjXyoXTbGMdJvfnLg625HiobJgYsLE8ibI9pI0+mS0GlsyO1SyZrRRsL+03S8yVJaoalaaoNCHL7Fqlab8UWKGVui/H4UwLTOYijNziHSwQ9HSJXKnE2EgJ9w5mfMZoCLvo1jK62yRtrqJaq4huHTfdWmpvgNAUaJoSdXOIFTNAXQ/QdqoYN6DsJ1S9HgNumwkvwhEJUkRIYZAYfKkInBRX3v44hXSQfoD0cki/ivQCHD+PE+SRfu6OpDZrtYiuXyOavkZ47Rrds2/QvXDeuppLSeHo8ds+d4/k7mEPe9jDHh440pVl0sUFij/wl77Ru7IFqtVg9Vf+OdHZlwkeepTa9/4E7vi+O//IZgptBPld9uM2uylhojg0/s6ruEYr0nMv4h4+9Q0luNoYbq7AxVlDvWvNTR6egqNj4KctstYy2ZUlut0mCEmjcpLzvQnGag6PHHC3ld0araxae/0cavo8ptsCQAxN4J5+N87kUeKBA3z2vMe1Jau6fugR63S6GygNVxfg9WlbIum78OQROHMQ8vcwL6HCiLn/8Ifc+Je/Tv2zXwEpKT10hPLDxxn/3o9ROnnYmhs9ehK5qb8xTAzLLcVyy0b9aGMVxJGKza4dLkucr5NxlDGG1mqb1eUmV+sBl1pDYODR4lUezl9dL4VMml16byyxOrdKNLNCeGOR8OoM4fVZdLLBdmQuoHD0AOVTJxj7zm+lePQAhaMHbH/s1Ni6ydM972MnZvHaAu1uTIqLLu2DJw/Bk1sfK4XtkfVcQc6xMTuuIwg8STEnKQS3dyh+OzB9JZd7UHLr7YwLMzFSwJmDOSqFb0zWTNjr0e10EP4AL13xmGvYyZ+1kulSzn5GPNeuiwFMDGzE5OQD24Jwt7kYYyyhXWrZntL5lu2jrRVtG8BwWfRzZN+B62MMRmu0VgghrHmStOq8MaYfg6PW12o9Kkft+H/bZGshcFwPx7GuwV6QRzpO/7dFoBFoLVFG0AkFqz1BvS1YaQt6iSDKXAYqLkcnHE4cFlSLtz8HRmVEK0tEjSY66mKiHiLuIpIeMm7jpR0kG47I2jismgHqZpIVM8CqqZG4RbSbA88n8BQ5GVPxIsa8Lg+5KxTljO3hBYQX4JVquPkRhOwfU//8Aba/1+j1tXA8pOchXB/peneNfdNpSnjpLaKbN0jmZolnZ4jnZolu3CBb3ejBF75P4fhJxn/oRyk99jil02dwikX4pX+543b3SO4e9rCHPezhgeObsR83fPUrrP7bX0AnEbUf+GmK7//YrqKN0izDALng7gNQYwxzKyGBJxksv/Mqrrp2HtNr4z787Dv+WjshVYari3BxztCL7WD4ycOwL7cKjTmycwv0MkuAZLGKN36UK/EoM50cB0YcTkxuuL+aNEbdvISaPo+6cRGSyGbYTh3FefIjOPuOIfpl1K0e/NZXbBntcyfh0YO7M3/qhHB+Bs7etCWWlQK85yE4ObldAb4d1jJsb/zybzD7736HrNmmcGQ/J/7Rz7Hvx7+X/L7tDtzGGDqhZqFpFdtOZAfIeR+mhhyGy5LB0tcv5kenCXFzhfbyCrK3QjvN8VLnJMtZjTF/lcdKV5HXrrFw7mrf9Ok84dWb6893CnlLZB85ydh3fyvFY4coHjtA4ehBcpOjbzsyzBhDqgztdsTSjUWaJo/280AJt7VI3oV8TlMcHSeXD/Bcidcntt+wfsz++1U4dx5aG2No9jSLzYzFRkYxJzm1PyDnff1cjOPUqrONrnU5H5TLaOPypcs1wEZePXrIEtnx2s6fDW0M3cgajbVCGwV2K+9T2r5WnPWXfoyPI+129w0KJgbAf0DGUMYYstTG36wtKkvtkqZW4bxHCCltT6vjbCGv0nFxXBfH8xGOx8tXXb765vZeda1t9NC27QLDFdtPfGJQcGzMkNNt6vOrLL26ykJ0q0O3wU/bFLJVSrqFFIa16ZTMOHQp0DUFOmaYNkeInQKZmwM/QHgeBT+l4KbscxJOuC08VnBNtoUMAwjXx8kVcIIqbqGMV7TK64OEjiI6/XLjzmuv0HnzDUyyUfHhDY8QTE5Sfddz5A4eJH/wMLmDB/HHxu/JlHCP5O5hD3vYwx4eOLrn3gTHoXD8xDd0P7KlecJXv0zv5RdIpy/j7T/CyE/8dbzxfbvehtK2XDm/i3LlVjelFysOjr3zKi5AevYriHwJ99Cpd/y11mCMoRPBlUXDlQVbvjhchsfGQ4azadTCPGkag3Rwa6O4tVGc8hBKerx6NWW1azg+4XBwxAGtyC6/Tnb9LHr2io2eCAo4Bx/COXAKZ+rItpgfreHTr9vB5Pe92w4U74Qks6rtxVlrngS2p+/50zbrdreXKVlZZeZXf5sb//LXab9+AZkLmPi+j7H/L/8Ag+9/Zhuxy5Sh2dsoRe7FlgHUioLjEw4jFUkhEO/Y+yRThnoHlloQJYqcalJM6xSyFQLVBgOLyQhnwyepR3lKb73CY/NfRb7yVS7+2cuorh1k5/ZPUHvmUQ7+7A9TfeoRSg8dJRgfeWD7nWZ9B+F6k85qizCF2C30SS0IncO/+hoV3WHk8D7KH3wM6b/zE0j3ChOHiGBnFVcbQxgblloZS82MODWW6A24HB7z74uYZ8qSy2Y/LubW1CTTf8ytJcbN3tYy46ODDXKDKW3G+Y6nJWNVW7YPdhJrvgGrXUOSbiKsqY2I2myO5bvblVxH2nzonGcnlALXGkTZ17h/B2itsj6Z3UposzTe8ljpuDieh+sHBIUSjushHWdd1TX9vlghhH3spuxXu3buGmN2Y8nwqZdtJu+RsX5rhDF4OiTIWgS6R0CMb2I8E+OoGE+kuEKBUphWhqkniLMNFBlVoIolruaWOKOeKNKRZZa9cTI3AC/AuC6OY1sLXKEYclKmnAwh2kDbljyL/mSilH0F28HxS0g/h+MHSC+wt4P8XVXX+4FRit6li7Re/Crtl75K543XbU61lBSOHWfkE99L6cyj5A4eIpiYQPoPhlTvkdw97GEPe9jDA0f33FkKR48hgwc7A3wrjNaYsIfqtND9RXVaD9WE+wABAABJREFUqMYK0RtfI715FQDvwFGq3/eTlD7wsbsqLVu23x8MITw8986DnbVcXN+VDFbe+UG47rbJrp7Fe/wD9x25s1v0Yhv9s9g0LDY3Mir3VVOOBPOUetcwsyGZELjVEdzBSdzayPqAKUoNL19K6UaGRw64jNcE6srrpC99GtNpIEo13IeexjlwCjm2/44DrZev2hLjjzx6Z4K73ILXrtte20zZHr+nj8KJSTvgvhuybo/GC6+w8rmvUP/cV1n98quYNKX65Gke+f/8AyZ/+Dvxahs7sBbzs9oxNLqadmgwWMVmoCQ4MOwyWn3non60tv3Q801Doxmje20qokVFtJiQDVyhyLRkQQ8zkx5mLhkivnqT2p/8Agf/5LfQS0vUgfIjJ9j3k9/H0AeeYeA9T5KbGH0g+7cWi9OJNJ1Q0YsVvSgj02vnw0OoHM7KDYLWMoGKyAeS4WMHKX7XhxBf5zibe4VJQrRfoB0qWj1L3KNUEyVmS/TPQNHh0KjLYNnZFbk1xvZJL7esYdNyy5qkdaK7PhVX2hJjz7HrwIPDY9asqVqAci6lvbJKvlDkyHgRgDg13FixTujzDUtkhbAENXCtMVS1YDOjK3lBpZ8/++DUWNvrut7n2ldhVZaQpVaV3SoZC1zfxw0CcuV+DI5no3BujcF5UFib6PvSGymzNxrsD+p814EGNVbRq03rRLxDjI4ykpiAFI+ecchwyHBJyROJIfB9cnlJtaTxd/ieEDjkhIcnPPB8PD+H73sEgYfrWlKOsMqzcBz7W3eHTNt3CqrToXv+LN3z5+iee5POG6+jWrblJH/0GKPf9wOUH3+S0iOP4pTu3+QwSRXLjZ0zqWGP5O5hD3vYwx4eMIxSdM+fY+ij3/Zgtqc12cKsdUC+cZl07iaq3bSkttu20t4O8A+foPq9P0H+sWdxh+5voK77gynPuftAod3L6EaKA6OFr4vbZ3bhJdAa7+Fn3pHtG2NYasG5GcNC097nuzBSzDhWXGUouU6uV4eeQFYG8SaO4tbGEO7W2sZOpHn5Skqq4IkjHrXWFaLP/hGmPo8YHCf46I8jp47uaiC20IAXL8PxCbts32e4vgSvXYPZVTu4Pz5hy5HHartTbbuXrvPm3/pHLP/JC5gsQzgOlSce5vDf/AmmfuQTVB57aP2x2hhWO4b5VcVi08b8SAHVguDQqEOtKKkWxX3nlt4NUWqYX4X51QTVqjNgVqiKNmUt6emAns4xwxgXxTFaaYFWJBFzN8m98QUqn/lN3Ne+inAchr/tA+z7v30PQx98F/7Q23dDV8rQSxS9yJK9XqzoRsrG8QBCK7zmAs718/gLN8iZhNqJo5RPnCI4eRqnUHzb+/B2YIwhzQxRakgyQ6bWFsi01dc2MnBtWW6z/DTdwQH0Vcs+PQdyvqSSl+SqkpwvGCg6+LeUJUfJBnldbtsy+jSzEzOJsqrpWgmsEDYDdmJgg6hWi3btu3aiZbPamvafH6c2emdtO3EGiy1D1F7CA84vD/K1OU2S2tcEGwF1dNyWFA+VH6yDsTEGnWWoLF0vL06TaF2RvRVriqwf5HFKFdv76vl4fmDLhR/wvrW2ZPTav8NeTD5coZQuUVNLjIhlPiCaCB8woBcEdVOhrms0zT6apkKLMj0KuK7A9wVFX1EKMvKewnUMjmNwpUFKTd5xUMJBS49uLiD1t36PCiDwHSo5j0Kw3cfg6w1jDMnCPNHVq7aHdq2P9uY08Y0b64/LHThI7T3vp/LU05SffBpvcPCeXytT9jdobtUQZSDJCEQPT2x/r2zGHsndwx72sIc9PFBE09fRYUjx1MP3vQ1jDPH512j/ye+QXL2w4VzqB3hTB3FHJnCOnESWKshiGadUsbf7i1Mqb3FIvl+ovjuu593953KuHuI5gqHKO6teQ38Q/uZXkOMHcYa294C+3W3PNyy5XW5b9ef0RMoIixQ61zG9DgBOeRB34mHc2jhyh3NtjGF1qcmr8z7CKB5tv0Dhjy8Sry4iSjX8578f58gjdy0HXEOa2TLlYgDv61dnJxmsduxS71iC2+zZ3uDnTsJDU/fWa3v9//urnP+7/wThuRz5r36aweefZfA9T24xS0oyW4Jcb2uWWhsxP2NVyfiAw0Dxneut7cWaldWYViukvdKidfEmtFtkUUYYCa6GBp1unfSRwlBYvkH5rdeonH0d02wAUDh2kP0///9g349/z32rtbYMVxP2iWwv1nTDbJ0oAQiV4rWW8G9eQl55A3fuMs7SDN7AIOX3fJDK934H/oHDX3e16Va0eoqby+m6+qrN9scIwHGwpMZsLdctIBmOZxg8foJy3jo1g514SZUlr3ONzeTJ9sRuVmRLOauK5vwN9dV3YKBkqxYGSxulxGDP/0wdPn/eErGdej/XELibn2sYy60QBCFL8SBIl4Gi/azkPMFEzZpB3emaaK1RWYpe63nNsi0lwOu3+xE5a7eVStFZtm17rufj+jlypYpVYj3PktkdYnDeDowxZHpjIiHNoN62BGp+FeYbduLBJWVKzLFfzvC4e5NBNgyQMj9AB0Vacoqr0SRneweomwFGSzGDhYRCoKkEMOwbHGfz5JoDWOMz17FZy57r4LmSvO+Sz7n47tdfed0NjDFE09fpvPpKP7rnVdKlxfX/l7k8weQU+YOHGfrWj1M89TCFh07hlu5gbb/DayhtJ1rSzH5GZlctwdXaUAwyBnMhvrTkNlJ5QnV7N/M9kruHPexhD3t4oOiefRPgvkiuMYbozZdp/cGvk16/hFMbovDs8/gHj+IfOIY7NvlABzx3Q5zYwVhwF5Lb7qV0wox9I4Wvywy7XphG1xcIPvKDD26b2nCzbuN/VrvWFOnR0RZTyUVYtgM8WRrA2f8Qs9kIK6EHTezChmmIMQYTdjC9Np1gGD9pcPqtT5L3DKI2gnviKdyHnr6nsnGAL12wvYff9gS8eQPO37Q9iWtwpTXMeeY4HBm1CttuEd6c57Wf/X+y/EdfYPhb38ejv/jz5PeN2/djCisNtd5f2w4ts3EkDJXfuZgfozLai8vUL14juj6NmpshvT7D6lvL9C7PYGZmtpRE5vrLjpCS8sPHqH3ft1B75lGqzzxK5bGH7mkwnSlDq5etK7O9SBMlaqNvUCvcxgJy9ir5xWncxWmcxRu4cRd/dAx/30GCh48SfPxbCA4cxhkY/KYZzC80Ui7NJXiOoJyXDBQFOd+qr74rcR3QRjC9BDeWBdr0y4ClzQ12JBx78/+iUT7Kq97DpMoSpV5sS/tvNSPyXau+jg/Yfvbhil3ndjkvp7Xh+jKcnzG0Ixuvc3gMAlcQeP3S4k1rz91QYo0x1OurNBttqtUqh4dq69dBK0WWxmiVEbY3uQxnG+7Ca67D5jYVNKw7F/fXm25L18ELcuvkdc24yfX8B/69HiWaejNltW1701c7sNqGbqTxpcJ3MruWGZ7UOFKz349518AstWgGP2ogMBgEiV9i0TnEqhhkUQ+zqqq0ejnqcQFHaCYGYt493KZW1LiOxHVsn6wrJa4r8V2J7zn4fUL7jVZhd4u0vkLrpRdpffUrtL/2VdJ+zJQ7OET50ccoPfo4hRMnCSancGu1u36ejTE0upa4dmM7SbnWL54oextjcKXCkxrPURT8jMO1FIH9EEkhGKoWqFUKhKmkdftq5T2Su4c97GEPe9gdjDG89d/8HOGlS3d8nIpCnFKZYN/+u27PhF2ylSVUfYlsZZHei58nvXEVZ3CE2g//LMVnn0d4W6W4NNPsILK8I+iGlry5nktyB5lkrh7iOoKR6juv4kI/G9f18Y4//va3lRmuLMJbc4ZeAuWc4fGhZcZ75xCrEcLP4+87iTs4AW7AG9MZC01NJW8H92AVrTBUqLCHiUMwGtwAX8UcGPKID/814s0Ona1728fVDpy7CSMV+KPXLGmYGoKH9lmVa7BkFbB7HTsm9QY3/9Vv8tbP/zNMmvHI//4/MPyTP8R8U9O4ktIM9bqhjxBQKwiOjjsMliSVgnhgJZzJSp3GS6+w+vJZWq9fJLxwhej6HOlqZ9tjs/H9qMMnKH/s40w8eYLhA4P4xQAnn0MW8kjf2zbY9EcHcUv3VgKstKHdUzR7Gc2uLcWnT2idbgNn/hq5uas4i9M4SzfIeYL8/kMEBw7jP3sGd+Rb8EbGcIr333P3TsMYw7XFlJmVlGpB8tC+HJ67RgYtUb2xAlfmYXrZvs8LgSWPqYIks3myRhtOpSHLcZ75hlVhAw9GqxsxO4V+9mu1aI2YNl8iY2w58VLLEmNbbmxIMksEbnUtrnft42oFeO6EYGrw7uXE1qwppdls0u50yQc+LhmNhZm+aVOCVtsVVmCTEZOL33cXdjYprY7rIV23T2ofnFMyWqH7ajFaWXfkTSqxyhRRbJX3JNVkSQJZjE9M3onJScMEMCGAcn/Z/kLIsI3bbeA0WggMyg1Yye/jmj7A2egwjfbGZ8eRhryvKebhyamU0wcN1YJP4Odxvo4TsA8CxhjSlWWi69dJ5mdJlpZIl5dIlpZI5ueIpq8D4FZrlJ98ispTT1N67AmCqX23vc5xalC3vF+7kWGubg34EqVxhT2HnqMJXIXrJIg4QkcdVLeL6kXoKEFlhtTzaHkBeD64AalX5JrnEQeAuPNIYI/k7mEPe9jDHnaFdGmR9ksvUn7yaXL7D9zxsaUzj952Zl5HIe1P/SadL/wRJtwaTO+OjDPwY3+VwjPv31HpW25GXF+4w9TtA4YnEvISbixFTC8ld3zshNNB31jkDhWDDwiG9OLLuMcfva2b627QjQ1vzVmCmykYCkIeLlxnOJlGtMCpDOOPPoxTtU66qTK8emXDHflA0GRleo63FhyuJJN0nCpwS+lYB95ceXtHuxlLLdtj+9ihu7sq3w7GGFa/9DWmf+mTzP3676PjhIHv+igjP//fM+9WuXjBWs+WcoKRsqRSsIS2lHv78TRZu0P30jSrb15m9aXX6L5+jvDCFZL5jZMki3ncIwdJ3/NhwqH9hLUJ1NA4/uQY+x6Z4tiRIuMD907o74Yk07R7inaoaPcyOmukViu8uSvkL72Cd/UN3JVZ8uPjBIeOEBw6SvD8MwQHjiBz9/9efKdhjHUUDmPrChwmduAdJjFaK1zHJVE+L18VG/2YPUswweYvP3LA9qiOVm8lqKCzjOTXFGeO53jyYZuD3Ins86PUrsPETiLNNzeem/YdktvhxmttRtDPpb2VT5Rz8NRhwXhto6TYGIPuk8I146YsicniiDSx6mwmXJT0kTpD9Xp0epbAun5ArljG9QNcz0e6bt9t2LG5qLskrkZrdJZidIZRCqPVRoaq0aBtKfNapur6fSqz2dgqs7fXiO0uIn8E9lsnMBArj4iAWBSJ5ADS9fB98B37GiIOIe4ioi5u0sFLunhJB2kUiQi44T/EWX2SK70RjJG40jA1BI+NwYER64ye8wVCfGPyjN8OdJoSXrlE9+xZem9dJLp+lej6dVR300SaELgDg/jDwwT7DzD08W+n8tQz5I8d3/J7bowhU5oss1Udq11Fu6fpRRl0WojuKnQ70Oti4gjTCzGtJrl2E7/ZxLRbpPkKvbGDZGOHyaaOokb22Xr6NXvpnZDGOCtzuLMvUVqexm/MI3J75cp72MMe9rCHt4m17Nupv/Jf3l8pstb0vvJZmr/9b9GtBvkn3o1/8DjO0Aju4CjO4DCyWL7tgEobw+xKRD5w3hHFVGtNr9O0g7A+sn7v2L6R20cCqZuXyc5/ldLsm4T3kcN4v/BOv+u+nrfc0ly4mTHbdDBAoEJKqoVIMq57g0x7k8igiMg8mAVmraq31NJkymHAi7j61bf4ih6k7j+CMJoJd5EnButUJsfBv/2gYzeIUpir2964en/85buW3D5+2Cq297XduUVmPvl73PjiG4TGxTl2guKv/Djy0CG6+HQTKDtwfMJhvOaQ8++fRaoopvXKOea++CoLXzlHcvU6avo6ZmWDzApHkj80Rv7McfLf+534D5/GfeQxFgoHuLJko4XGa3BsxA6wB4q7jzu6G4wxhMlmUquI+r28wmi8pWnyF1/GvX6WfLhK4cgx8idPk//2D+NPHXjH3bzvvO8bPa5r5cC3Vs5myhLHZg9aXUMvMQhh8F2N79q1VZIMcw2fesdWiwiglLelxMcnrOo6WrmbaZmh1+7hAtcaARe/punu4IfjyO3bcKUlrPuGNpyKCwH4jsFzDNBXLbVGa4VRCt2/rdKU1fl0Iwd2m+uwzXhdi89JjSAOY3K5gOGhSRzX3VVEzsZ5N+g0tksSo9MIncSoNEYnETpNdkVKt0HIdSdgIV2McImdHD3j04o9GqHHUtejGztkRmKQVItQLgrygVXFc4Eg52sckZFEMbK3StBbxI8aeEmXIO0Q6HDLy3YpsqAHWNEHuGkmua734ymH8Ro8uw8Ojgj2DYv7jjr6RsJkGeH1a4SX3qJ36SLdc+foXbyASfuVSQMD5A8dZvBbPkru4CG7TE0hBwbJjCTJFEma0esmXGpktL5Wp535xOTWJykwZusCYCSIAUxhEkq7eF8ZQxA3qcQN8vWzBL4gyPkExYCgVMAv+HgOuNI2wE8vwWJujPbEQUIlEKL/mfr5v73j5vdI7h72sIc97GFX6J57E+F55I8e2/VzjNaoZp10ZprW732S9MZV/MMnqP0X/y3+od1vB6DeikkzzcGxEtXig4/oWak3yNKEfD6HwOZMJpnC93xGB3ZmVmp+mt5n/hXO/uP4P/DXHvg+3Q7CC3BGJnf9eG0MN+Yjzt9UNLMCGEmUCKJE4Io8QhYsiVcCIqC98dw1oxZjJK5JiRQgj1IpKN4z0eHooSLF3NszvzIGFpvwej/yRxtbgvzEETg0sl092y1UGHHzdz/PjTdu0K2NI579BOJDP4ILCAxuYLNqJ/KCsZqklLu/ckOjNat/9jJzv/77rH7pa7Reu4DpT5A4QzUKB0cpvPcE+X0j+PsncI+fIP/IGQqj4xSLPqsdwdeu2GN3I3j0kFWrC29zLmeNzIaxJkw0UaL7f284HbsOFFSPwpU3UF/8A5zp8wQTU1Q//G2Uvv+/wRscfns7cV/7bQ2ZGl3bw9fqGbr9slSlDVIY3D4RdB07wNYGjBHrZlCuNOQ8Q2EHs2jfFeR9ydSQx3tObRB265q8m/0zrHRszM7MCoh2yAeB5ThPbRCOjQuqBVuybAmrxsGQZQkq7Ufh9ONxzJqqGWl0T9Pp/313iH5Pq4efy+O4lS3lw47nIR2XLE1ZXFoijiKKxSKjY2PbJuyMMZgsRcU9VBJh0qRfJpxYVTWNLYm9pVFEuB7SC3DzJWQlsETVca366zgo46CMJNMSZQSptiQV0V8QxJlgoQHzdWv81NxUqOO7hnJeU/AV5bzCdxSOVChlc4mzTo806+CqDlq3KZtVJmkg+/vZM3lWTZWbZj8tUyH2yuhchSQYwMsFliD7gtNF+MiAbX34ZukTvxvS1VXqf/yHZO0WuttD9bqobpd4fo7o2lWbQwuIICA4cpzyt30X3qGjyIn9JEGRqJfRSqznQLLoks6uolUdZSRGOKigiB7sf6+nMd71c+RuvmWzzAFcF3J5RJDDzedw8wFOYBfXuASBh18ICIo5/HIB6fu2LD+1lRQAAkGqasRZjTiFnuqbgSlIG6BXb3/8UkLOhXLu9tdrj+TuYQ972MMedoXuubMUjh1H+hsE02iNqi+TrSyiVpfI6kuolSXU6rK9vboCfXMcpzbE4E/+TfJPvfeeBxI2gzaiEDhUCru0y70HKKVpNNsUi3kmx63TbBRnLE+vMlLd2R3ShF3C3/vXiGKF/Md/DJHbRfjqA0aY2H7Bt+Zs3+p2GFzX4LkGKQOUgigR+AJOTiiO7/MYLN1elWt0NS9fSRBZwsMXfpVSWsd7/Hnch9+FcN6eYgs2euXyvCW3Sy2r2J4+AKf3W3fX+0UWxpz7tT9l3h2E0x+A4+D1OgyXDOMHXMo5Sc5/+wPa9hsXmfl3v8Psv/sdwuszyMCn9OhRpn70Q5RPH6L88EGCqTHc0gBueQCnNIAM7IRCvQMX5+Hygr12nmNJ/aMHrenX/SBJNa1Q0QltZE8nUltUTq9P7oYqHkFrEV79IvFnfw9VX0YEAdV3P0/1p/4yueOn3vHBvh3wGpo926vX6tnYHm0MxhgcaZByoyy74NtlDY4UeK4g6LvRGmP6RNcSnMCzmcS+K/A9SeCKvpGU2NWxrTkE637JbRgrGh2reje6GqMVrtQcLGgG5CzMwMmRJqpwFZ0oTKQJtaJ3G8IqHXfdOXhtbU2aJFLKW/52tqyFlHYiTqV9EtpXUU0GaYZJQ9KeoZsoWr0YhGCwUiIfeCSNRUtg0wSTJagkQsch5pZcV+G4CNdDOB7kyohiDiUDMhmQEhCqgF7i0Ish7NhS7F5sS8LXVPadHKp3ONMAeI4m7yuGy3YSI9OCOJVEnYQSy5TlKkOizqBYZVA08EW6vgWNIBQlum6N68FhotwIaXEEJ1+kUhQcKFlV/p2K8vp6Y/lPPs3N//WfolpNq4Tn8wg/AM+DII86cpokXyMtDpFURlHFQVRlGOWOorJRkDnwsAtAEiHbq0gVIlSKJEFmCXrxBrLXIk/C0HCeoeeOUJkaoTg2glO8/Re00oZWaI0CW6GhtWrbA7rJ9v5yV9rJoDV/B2HAEaAFhD1N1mrh9dqUshb5pE1ueRb/8pswP0fW7pK1u9t3YG3bb+8072EPe9jDHv5zgFEZvYsXGP7ox+i9/ALJ9CXS6SskN65gwk1T70LgVAdwBkfwD5/AfWoEZ3AEd3AE/+hDSP/+pKl6OyFJNfsnS+/I4LvRbKG1ZnCgtn5fJ+r3Zua3k2pjNOGn/i2m26Lwg399G8FNMpvp+k4hTCw5vNE3wxkowbEJq3ZqbUiUzVANE+sO6umYAgnlwRJHJlzGau4dlVHdXGbh6ixnzVH8pMnpS/+e0pHjeI//OCL/9jNMuxGcvQFnb9pjqRVtLNDJSesEe79QacqF//glZhiAxz6IqK8w3pvhwKMHKRfuz81XRTFpvUE8v0z77Fu037i4vkQzCwhHUnv3I+z/qY8w8IHHaeYnEPkKo+MVCtUqsm+4pTTMr8LNG3BtcWNSYmIA3vcQHJ/cfdwRrPXFGVp9c6hWVxEm/ZJjAcXAYaTsEvRWcBdvIhemUYszpEuLJLM36K2uIFyPwmNPUf7Rn6H05LuQ+QczUZNmVnm10UKasK/AruXMKrWRQb3+HCUwRiClzaX2XUHOE5Tyth/a9wSBa4ntg3CyNsZs5LPGEd1eRBonCBTCaMQO3fUOUANqm+Z3hJD4qW201Y5rS4RddxMxlQjpIPtk1vF8HM9H7tKkyBiDinpkYZu01ybrtVFxyK2q6vrjASU9Qq+McgJcFVFImuiuZgsdEBIcHyUDes4IjSzPUi/PXDtHO/GJM2ndbu+8dwC4ji0B9xw7ORG4tp9YaVBa9BesoqthzcBsM1IlIcyoikUmnAUm3WVGxBJ5f2OvlVfAFAYQ5ZOIygBuqYIoVhH5EgXpMLSrM/rNBa0NSabIMk2q7DpTGn3LDIE2muaFK/R+5V/gXHyFZOwwyz/5/yYdP7q1zOVWLwujkWEXEXeRSYSzdB0y1f/8CYzjYvwcolzDGZ/Ac2xslefCcNmampVyG33fqYJOAr2GIYzt78xaLnOc2naTzeX6UtiS/GoBJvvbKnoKt92gN7PA9OsLzF5YJJpbxKnbxe0vlWZ9CyuOXRczPEBSKuCWirjlIrmJkdue2z2Su4c97GEPe7gr2n/2OcojecSVl6hfeREcB2/yIIWn3ou37zDu8Dju4DDOwDDCfbA/LcYY5lZC8r5DtfgOqLi6r+IW8uSCDamoG6a4jlWBbkXy1T9BXTtH8MHvwxnfasI1U4c/ed0SuXcSxRycOQjHxq2CNd80LDZt9qYBpNBMyAUOuTcYO7Qfd3DyjiTPhB2yy6+RXXqVOTnB5QMfo5yucKY4S/57fhpZvJ0byO6gNMyt2uiftZLkgyPW0Gff0O7LkeOlOo0XXqb58llUL8SkGUm+RDy2n/bUcczxdyOWF9nXvc6J54/fU1yHMYalP/wcV/7pv6D71jWSehMdbr2QwvconThI7ZmHKP7Yhxj+0GMkA2NMZ/tYqU5wdNLDcwTtBBZXoBnC7Io99kzb4xyvWWJ7eNzm/t4J2pi+epgRxpo0M6RKk2RmffwnBVQKLiNlSW7lBpx/hfD860QXz9LdNAnl1AbxRkYpnDpD4dGnKD3zHpzCvU1aWHINcWb3JU4NUWLoJZpebF1uN4/PbQ+tJUxKi35JscAYq7YOFCXjA5KJQYH3DrT6GmPQKiONo/UlS6wZ09oJNAarTCofZRyyfpmtMhIhHAo5SbngUC05VAoSx3E2VFUhyC6lpMDQwROIwp0d0YzKUElIlsS2HHjNbEmtmTVt3LZGTBu9tsJxcfNlvMog0vX75cI+0vUwCJrtkFa7g9Ep2gjqvTIrnRHSdB9pqokzQSf16CQ+mdl6sl3HUCsaKgVDqaSADIHGGIUjrauwI21vc5wJtHbIlCRRkjCRdCNJM96+zYJvqBSgmLelpQVfUZAJeRmTEzGB6pDvzeN35pGdFUSfOItCFVGdQFZHENURZGUI4X/zmputwRqAGZTWZMqQ9nqEM7N05ut0623CbkKCi3IClOuj3ADj+GjpoqWHdgNkt4m3PL1luyLsUPvsryDDNo2P/DTRyWfIRw3yM2+gvYDMzZE5ObQXoAtlcH0KPtSKEt/dai0tBBR8QTGAgm/w+hMSYSoIE+jFhiiBlY5hvglZZvpu4jtkMRuDq1PcJMQJO8hOi4HlOdzZaeT0FZi+hm626XW6tPrKq462Nq3ngJwQuMND5CZHyT80Rm7iDLmpMQqH9pE/NEXh0D5yk6M7+wGIX9zxWuyR3D3sYQ972MOO0HFI+OU/pfvCZ0luXMEv5cideZriM+/BG53cTmZ1il6Ze+D7sZo4xGmOQ4UIvXiP2TO72r4dlNRMhFq4sX5/Mtek6jvoxa2GJbqxRPLCH+CeeALv0fes3680fPUSvHLVzlp/25P3pszdCxxhEAJu1A1/9padPRfCMOiFHPNXGFTzVEUDvzpI7tDjyNsMDo3KUDfeQl16GXXjLTCaG0e/jenaEwwVFI+dmcJx9t3XPhpj++tuLNsYltm67bfyXUtsTx+w5+lu0EnC3H/4FMt/9EVWX/ga3YvXIJ9Hvu8DyPe8F/HUM4jJKQDE4jxTyxc5+aHT9xTnYYxh8Xc/w1v/+J/RfOkN8gcnGf7Ic7iVIm6lgFvK4ZYDcpMVcuNVhOuQ4XI9meTzySQ6scZkqzcFr1zfvv2Boo072jdk1Qz/LqOvJNXUOxmNTkazl6G11b5yQV/hDFx8R+CS4S1OIy68RHT2NXqXztPt9+L5+w9Rfu+HyZ96hNyho7jDY1taDXaDJNV0ov4SarqxJknNNg3RGBunk2SSVLnEqSRObTZq4AkKgaBSsNd7bSnn7y3LeDfQWlkSG1uFdo3Ubi7F1cIlI0dkiix1c7TTAC8IODLm8NAQ24i2Nbe5S/5nYidCtHQwvfaGQdNaX2tq1zqNMTvG9IgN86V+T6sMfByn73KcK+IWyuuf4zRNUUrR6mYsrWS0e12qfpfAVbQij7eWhphplAh8ST7ol3qXoeLBaJ+4ap2hdIbnKEo5Rc7T6xNNQkDgOQjhEGce3chhpSOZb0pW2nayYg2lvH1/Tw5Z9+FaXjGYi6l6MV7WwXRWMe06ul3HLDYg28Gl3nGRtTHExJPIwQlkbRThvX1zQa23v1d3gtL9PlAFWQapZkehXGtDplXfWdiQZpo41cSNNkm9SdoNUZlGI9HCQTs+ulBB145B1dnuGpwlyKiHiLo4aYS/PE3pq7+Lf/GriB1MvMzoPsyP/9eYY88RZx4xdoKrEEC1H1NVzglqRfsZE1hjtnCtlLzv8B3FUG8bogySdPOh9icYjMHLQpyoC90utFuYRgO5vIR/Yxo9fR2xOI9YmIX6CkLbWL8McAp5RLWEKBcRpSJOuYi/f4IsKNISRVoUSYMi3tAg48dHOfzwKCNHRwnGhpDeg/3BFObW4ui/IHj66afNiy+++I3ejT3sYQ97+HOBrL5E78ufJVuat720a/20GITrEHdi2jfqHP74k19XYw4DXH/ffwFCcPDzv7hDkdvbg3Y8lj7yU/ir8wx89bd3/Tw5OEbhh/6W7YPCqqd//Bost+DUPnjPybdXdrvjvmrDUhtmVw2zdVsSJoVhNNdlPLvOiJnHlRqnNIBbHcGpDCPz28u7TRKhbl5CTZ9H3bgIaQz5Eu6xx2jte4qXF0tMDEge3u/ecw6s0pbMXl+C6SUbjwJ2wLVvCPYPw9Tg7s5Nslzn+i99kuv//FeI55bwx0co/tgPwwe/hd74QYyQuBIGSpKhsmSwZMnUvbw/s3aH+d/6Y67+b/+K1itnyR+a5ODPfg9DHz6NvDWD0fVpiiEudMaZDSuEmYcx/dxYCcNlG2tUKdie2rWlmNtdj22mDPV2ynIzpdmzpCzwBLWiS63kUim4OGiiyxfovf4yvde/RnjpPCgFQhIcPkrhoTPkT50hf/I0Tvn+MpYyZVhsZszVU8Jk4xzkPIHBKnb1rjUty5SgnBeUC4JqQWwhsDn/wcccrcEYTRrHxFFEHEWoJEalkVU91x6DJDEBrTRHKw3oZTl6KiAzLlLYCajxGhwZFQzuwnDIaG2NmaJen7D2TZmyBHHtDZyF60Sn33tLSYJAeh7CtWqr9AKkn0N6AY4fID1r1kQ/X1ZpTZpplLIRLakyRHFGGKVkaYLQCa5It703lRa0Yp9WUkQ6DuW8oRBYpmYMGAwzdZ9rS5smu4RA9gm8gH5MGKSZ/RwbbRCWrvUXgyNsv6x9fbOuum6469r7t0EIkA7IvpuzEIBYm0Gw/3fb829uOxkiRL/wefOm1m7Ld+79t+NeruX3KtO/bc+91vZ8agRKSzIctN7am1pYeIuJF/4Ngxf+FO0FLD723aw8/K0YuTHjYoQkGjqA47n4rv0OdXY4bfZa2gmkW//PGINRBpUpTKbRSqFTjc4UKk7JwgSVpOhNdepCSlsC7TqYvqGYcB2kI5Fu/29nzSHb7pDuH/faOuufA4Hd78Czhnf3dn7tJKnebObcv/+vfpt8yRjz9K3P2SO5e9jDHvbwnzGypXlaf/Rb9L78WTAapza03kOr5y7jFEuUPv6XuPAP/iH+0DBHfu5vfl33r6kDrukBDsgGA/LB1/82jMcqPpOEBGJj5rwTJiyuhkyNFAn6jKweB1xuV7nSrtBVHpv7yrSxURbPn4bDYw9u/7QxzNTh5ophvmGVBikMI4WEcWYZia/iCYVbG8UdmsStDO2YL2xUhrp2juzyq+jZK9YMLFfA2X8S99Bp5NQREJIvX0xJleE9D/m77nvsxTC9DNcX4eaK3UdHWlJ7YNgS28o9tHp2zl/myv/yy8z8yn9ERzGDP/Bd5P7G36BRGSdTVmkbq0nGaw7Vorh3Ih4nLP3h55j9d7/Dwm//CTqKyR+aYP9PfisjH30KGQTo4ghdWaWd5pjrFVnoBHRiSaYABJ5r+scmGKlYJeteVck003QjTTeyMT6NbtYv4RUMl12qcR25dINsYZZkbpZ0fobo8gV02AMhCA4do3DmCQqnHyN//NTb7qcNE81sPWWxkaE0lPOSwHNp9SQzdclC057nvG+v6YFhe41zD8jo3BpObb1PaWh1Fd1uRBz2MFmEayICEa8P4PV6qbElsb0soKtyxNqjEAhGyjBcEdT6bseBZ81udiK16y7DSdSPyolQcYiKuqi4t5WZSIl0faTr41x7A7G6gPzgDyH9AOnlkJ6PcFy0MUQxRKnttQSN1hqjFHGq6fQUYaxIUoM2GkcYXKnxHUXgKgLXKqzGQCP0We7maIQ+vms/V4MVQzlndswlXyOxYSL49BtFioFhsGxwpED2XZxVmhGGKWmc4pgUX2R4pDv0JFvmJITsMyi5wSzXWKWw/cfr/++4CM+3JPYOMMYqrgb7j6afTMOOlPmO2Liqlg2ZvhnZGtlfv4S3bNgSwAzTbmGaTUwYYuJNvzlC2HO8vpYI18UEObRfIPOtQmluydB1+mRbCuvoHjRmyM9dIDf/FsH8JXLzb+F26ii/QOPd30/zvT+IqAzsyPm337eT3GwgTdFhhGr3yBotskYD3enZMmFjEK6L8Fyk667fFr6PDvJkfp7EK5B6eYyfs0x67TikJZr3Qh1daYltOQ+l3L19Txpjf186EXTC2xuZ/dwndia5e+XKe9jDHvbwnxFMkqA6LVSzTvcLn6L34hdAOpTe/62UPvLduAPWusMoReef/z28x59FThwhnptn8KPfjnvk3vNx73tfjWFhukWgDcOHDr8tBbkbw2Jj65DAaM3CUh3fd3EGDm55/EoW0iklONUKrVBwaRZWOnaQsW8Ijpa3Wqc40iq4xQfUMqaN4cYynL1paEcQOIqJoM2ImWcwncFNFMLP4+07jDc0ddtyZN1YIrvwEtmlVyHuIUo13IffhXPgIeTo/i0D49m6oh0Zzhxw70pw6224umgV20XruUMxsNmiB0ds6eK99lc2Xnydy/+vX2T+t/4IGfhM/Jc/jvyJn2aRMl1grGx7N4fK8p6JbTS7wNKnvsDSpz7P0qe+QNZs448MMvmDH2Ho+YeoPHYCWR1liTHOrtSoz0iSTJBlVq8CQzkPh0bhxIQlTbvdBWMMSWboRmqd1HYjRZJtvBt9k1BtzlO49BLmza8Qz06zkG6okrJYwhufpPzc831i+/h9K7WwaeAYGZrdjDDOUEaDgTh1qHc9mjPOeszQWBWePmrzekcq9xbnFKU2BujWAWqSQTs0tEJDL8owaYwvUwKZ9tcZOSchJxNcYQesiXFJRZ6OKGOcANd1CRxDXgjyQjIoBCCRjmCgmJHflHVsjLYkJlSk/b7XtczXjazXeNsIXrg+bq6IVx6wZcO5ojUTk9L2RicZ6dw0quoyvZyn2TP04hhMSOAqcq4i59nFRuBsPQ9FaftVyff5iXLItIPCJTEBmXZxvYAgyDM5KDkaWLKwlt9qVIrpNCBLt2zXaI0J25huk9+/cQh0jm/L/hOV5TrSbC+ZVsJB58r4lQqyWEUUyohCBZOvEDklQuURpqJf/mpIsk3lvWqHXs2te3Pb/9Ea4lsMrtbyiit5qOYF5bztCdYaUqVQSqOs3AxY92ttMlsqvAMDEwJ818HzHDzHmoFJKZAqI5udIXz5JTpf/Dzd114DrXFHRvEfegRx4DjZ/mPEE8eJKuMkWpD2j3czfBdq/SqGUq7f6xpA3lHE09dovfoK7Vdfpfv6q/0KKcBxkPsOYx5/F+m+kyye+ihprowrbFVIrbD1c2YMyNUV0vPn6X7pK3Q//RnSC2/d6aTjTE3hnzyBd+wI3uHDeGcO4x05gqkO0IkF7dDmSbd6tuUF7CTQgUGYHLAxbuW8XdaUV2PsY9eed+u5ENjfwTVSeyfFVmlDq2dN+Jo9+70U9curw9j+5sapJcaFnO3x9jzbriOlNTe70yTbHsndwx72sIe/wMjqy7T/+LeIzr6CbjcxyYbhg/B8Ss9/G+WPfAKnujVMUtcXQCmckSm658+BMRRPnf667nurmxLGioNjxfsiuElmDY7emrPGP9uHPhLoZ4Bu66O0o84LC/av0Sq89yE4Ng75t98qdltobZhehrM3NZ1YUHZ6PO68xbhYQCgHpzSAUzqC04+jWTsvur2Knr+O6bUwvbbtC2yvYurzIB2cAw/hnnwKOXnYKjG3QCnDpbmMasHmxe6EVgiX5+z5rPedgUer8MwxS2yHyveeZWuMYeWzX+by//yLLP/xF3GrZQ79o/8a8/0/zHxo+7OmBiWHRt0thGU3aL9xkZlP/i6Lv/sZ2q9fACCYGGH8e76VkY+9i+KRMkIYovIBvtI9zMw1lyTb6DcsBIajY1axnBoSd+2vNsbQiWzUTJRq4sQQpzaXNlMb8pGfhfjNRQozl+Diy4jLbyJjaw6V1QYJDhymeOYJgv2H8Cam8MenkKXyfU/yZMpQ7xgWVmG5bVhpQ5waqoWMSl4hpe2nbYceqXLJ+ZLhilVrh8p2fS+RRt3YsNyCpZZhub1Wsm5whSLnJAQyJScT8k5C3onZ78Y4eW0/cn1oHKuICQfplPBdCKRBGIVOO+h0BR3GfZKzM+L+cjesZb06uSKyNIAWPike822Pi4t5OrFD0c/I+32y6vZwRAtPZuTdjJynYOIUAFXqVPt9l8ZAZiRKO/Z48IiMxCgHbSRGSBxHUim4lAsulaLEdeSdzeFUhl6eQU/PkXTq6NYqJmzdsY3jhtnHVd7FcXOemXiAK2ackADllSBXICgXGBkp4ucDUiVIM2N7OEMImxvkp78HgHXf9T07keU5lmi4Duv54msPNRibbIRZV+rNpvXaA/2+O7O/7tJs63m1tkunbUgztU1BFIDrSlzHIfBc3LzEdaUlshja8w3iepO00SBqNGk3GqjlJbKb1zAz12FxBtHv106njhF/7KeIHnuebP/J9S8zV/YJqw9l1x6v6xi8+jxB3KDkpMgsoTOb0m2GNG9Os3zzOmbmGnJxGpHaHuSsMkJ85EmiDz5KfOA06ehBcH2EynDCDs6lC+Re/irmzz5Pc3qaZveWTDitEf2JDFWuET/0BMkPfxTjbv1w6nKV5OAJkoMnMMUd4u/m7OJIS0QreRgZt4R2cnDn7/E1RXXze8F1YLD/WFfav6WwJoi92Cqviw3Wo6XaoTVj7CUQJxDbtKttsNUHlsS6DozUNOWCwd3hZ8kaom2/fw175cp72MMe9vAXENnyIu0/+k26X/5TjIH2gadJi8Nk+QoqVyHLVQhHT6DyOzvm6lYdvXAD5+BJ4vl5wqtXqL33/Qj3HXJS2gZDu5ehjek7Kt/bAD9VtjdUafsjfqyvMK7NKmutmZ1bxPc8Rke3Bk8opXnrZoPhao7hWoHAtarCO4VU2VLkmRXN3Koh1ZKyaHNMXmY8aOOPTOHWRpH57URHt+qkr30e9dYrGwN+P4coVBCFMs7UEdxjjyPypTvuw+X5jCsLimeOedSKdtSgDay0bAny9SWYb9jHjtWsYntkzA7+7gdGaxZ+50+4/D//Io2vvIo/NszE//Dfkj7/UZZ7EiHuj9z2rt1k9t//HrP/9rdpv3ER4TgMvO8pRj/+AYY+9C7yBweJl+eg12BOjfFS9yTtxMcYgRCG0SocGRPsH7YlyHfjlcYYupFmuZWy0ko31FljcFWEF7ZxmkvI6xfg4iu481cRaYzwfPz9BwkOHCY4cMSu9x/Cqbw9B+v18xAbrswr6p0MUDv2JgoBlbzLSNVluCLXlcE7IVXbS4rDBJbbfVLbgl5iyMuEqh8ynA8purbE+FZCKqSD6/s4QlgzoriHSSNEXzvfYY833IS9AKff2yo8H5BordDa9hlaZc/2lep+iao2YHBQwnaYZgZS7ZJqqwoqbQffnUiilaHoZ1TzCXlve46OMdCOPbqJR5j6PNT8AjgB+uHnGR3oq4WOs70f3ph1k6NMbZgdrf+d3ap4G8hSdGeVrNVAhE2EURgkETm6Ok+PPKHJk2J7jd3+wF86AryARhIgBQz1hX/rjH37a+xIS+gKm/rKC4HAdw3oBJWlxEmC0mYLYV1f337TW6+mACnEju7non+/019LKXAdB88RiPoyavYGamkJUmvqZZIUnaUkyyu0pmeJZmYwS/OIHUy+jOuhx/bDxEHkvkM4+w7hPfQIwdQ+fNc6fK/1f6aZoR0a2ksNzPVLeNNn8W+cxZs+i9Nt3PbYsoFx0uH9ZLVxkvwwkVMjXWnh3LyKXF5ENFcRqyuwWkeEPYwQqNowanAUMTyKMzaKUy5tbSoWAv/wISrvepKBhw9TKQgKufvrO5bCttdk2hLXKNnIOd6spq4R0zDp92nvcHFNv0d2c6/sHV9b2okC37Wuzn4/x913zY59xNYheq3n32Zdu87WlgMhxF5P7h72sIc9/EWDajXIlubRnRaq00J3WqTzNwm/9iWQDo0TH+bFie/GGRjGv4fyUdNrYaIQOThKsriISROCqf3v3IHcAm0McarwXIl7HxasQtj80eOTttTy1h/O1UaT5ZUG+6bGyee2MrVWN+HKbJOjU1XKhQfUcHgLwsQwUzfMLKUsdVw0Ao+EUbHMuLPIxJCHPzK1Ra3dDN2qk776OdSlV0FK3JNP4Z58GlGq9Qf9u0ecGr54PmGoLDk86nFzxRLbmbotFQM7u3903CrZ99Jfu22/s4zZT/4ul//JL9F58y1yxw4y+j/+fbqPPEs7toOfqSGH/cMOOc8ed7Jcp/XGRboXr9G7fJ3u5Wl6l6bpXb+JybYSkLVoioHnnmDih7+D0Y+9G+krVGsFHfdIjcPlaIrz4SF6KkBgmBiER/bb/trdmoX1YtUnthlRYssmc3OXcL/yKdwbF5DNZYRWCNfDHRrG33+oT2jt4o1N2N7FtwltbNlxswurXRs1FKUZnlQb/XO41IqSgZKglFvrrROUc/K28UrGGOodWy7YCg3tnlVk4wwEmoITU3QjCk5M3klwRYYvFZ6jkKgNkioEnufhSAcpBQKDNAZhNDoJUaFVq4Tj4harOEEB4TjINZdhx7XE1rX9rUIIMqXpRindXkovSgiT1KpcfSMkpe1xC/omSRgcaY2TxJpKJMwdyYE2gPApFX0C30NIh0xLwkzSSxw0Lga5TlSTG28hckXk0KQ9f9Avrd3u2vv1HnYrvUFWA3crcV27z6qTdi0EZEoTxRlRkhEnGb04JU7sZ00IKAQerutsGFdtXiPWb0spcKSdQHEciSOl7QeWtzeI02lKsrhIPGvJajQzSzwzQ3j9OuH16+jo9t4MulhFDU2iR6bI75ukdnCC4tgQwWCNXK0CvTa618MfGcEfGcWpVEgVLLVgbj5i9dos0ewscukG+ZXrBMvX8Zau4/Q2XP2T0YMkB04T73+YLF+FVguzuICYvo556yLm0mVEt7d1x/IFnOPHyZ06Sfn0CXIHJnAHB3AGargDA7i1CuWyu/75fBDXvB3aEuBmvxS5E9nPcbdPYpO0b4jVN4e6G3LezqXBUvYnVhxbUi6lVXTXrq7qTzS5zprau/X5AjtZWgzE+nsyHwgKvr29m8m3PZK7hz3sYQ9/AWCUIrl6kejsy0TnXiG9eW3bY0S+CI8/z5eGPkGdQZ46Ck8euTfDh96v/TOMURR+8G/w2vd/gsrTz3L4v/v7D+5A7oILN1rEqeaRQ9V7yjndDbTWXJueIfB9pia3u0TNLXdZWO1x5ujwrs2XdoNWaLi5YphZVqyGluDk6TEmFxkv9Bip+XjVQZziwI5ZgEZr9MwlsgsvWVfkNXL76PuQd8nmvB3CBF69mtKONCttn0bXHm8xsL3H+4ZgauhtKLbG0Ltyg+VPf4mVz/wZy595gXSlQeldT1H97/87mlPHSTI7wDkw4jBehcbnv8Li732W9hsXab9xkXh+aX17MhdQOHqA4tED5A9OIYOtoy5/ZJCx7/gAblmQrsxi0hiN5Gq6j0u9SeppCWME1YLh4f2CExO7Kz83xhClhpW+YtuLLVsJlq7hfvlT+OdeIDc4SOm5D5A7cgJ3cBh3cAinXL2vMuM4tbFLvaivrvRVljhl3QE3UwYhNKWcopxXFHxrUKS0wHMcxgdcDo5InF0MEteQZIZrS3BlwfYQF5yIspdQCRIKTowvEqSJtymtsu/UK9ecenUGaQQq3fZYIW1UjvQCvFINr1zD2VSlYIwhTVOSJCFNEjKliJOUNFUopcD0Ce0dDktpSJRDkkkS5RBnkkzJdYVQSoHj9ImWsPRYGYHWEiU8MmOrRwys54PuhLUyTadbBz9A5DYyhx25lTx6DrhC4WYhTtJBRi1Er4kX1gnSFp5JcE2C0YaWKdMyZbqygs6VUdVJisNDDFVtv6bn3v2adiPDr3wWJgYF3/3snd2jldK0ewmtbkS7l6A3ycmuI8kFLsWcTzHvkc95u+6JV72eJafXrtllehodb40QMllG1rQlxVmjgep2t25EOsiRMcz4QeKRg3QGDxKNHiYdmES5ObR0UdInwcMY8JIOXtjA7bXwOssU5s9TmDlLce4cTrKVfGrXR1WGEWmE265v/b9iFT0wBk6ebLlJdO4q0XwTs3leTWU4uYDc5CjBxCi5yVFyE6MEm9aFA1PkD03taAy2/lp95ThTrE/S3NrDbrDktNvvp+/GtmIjU5awJtnGOs02nIfXJlxupXu+a7/7ioHtoS0GEPiQ9zbcj3MeIAyZhl5k6MbWX2DtM6HuQI49B4r9/uS8L/rkl/XvicCz3/v5gHv2WLgVtyO5ez25e9jDHvbw5wDJjavWKOrlFzBhF6TEP3KSynf9KP7+Q8hSBVmqIPIVvnbT52uXbYntd5+B8YG7b38zjNGo5Rm8h54iWVggW61TPPX1M5xq91I6Ycb+kcIDJ7gAzVYHpTSDAzuXhnailEJwd/Ol3UAbG/fz1pxiqW0HOVXR4YSzxGQ1ozYyiFfZf8cycN1eRV16heziy5huE3JF3Eeewz397nsit8bYqKP5Bsyv2nWYaPYNaTqRQ60oeGS/JbW1XZTq3vZ1tGb1S19j7tf/gIXf/RPCazMABA+fpPZXfhLn276DRnmcJQNDecGBYZdCc4GZX/hNPvfLv0F49SYyF1A6dYyRb30f5TMnKZ85QenkEXJTYzsOFnWakLWWSOvzqPY1eh3JnNjPhc4EK3EJpQWONJyYgFP7Yay6s3GUMYZerFntZISJJkk1cWJNota0CW/uMoVX/pTg7AsE5SLld3+A8g/9E/wDb88cDWyv8xvX4eIsZNrgSkPgGUo5TSEwFPy+KikMYlOMjO9KBkoeYzWHcv7OfZ07HfNy2xLbmyuAURytrDBcWN6IiMFSPqEUUmcIo5FGIQQ4bn+WYLPxsOvhFIZwgjwyyOP4eRtDIiQC+7nQWpNlGb0sI1lZIYpSkjTF6K3EONOCVEmSzGa2xplDlG0lsEnmoJEMVSTjgy7jA4JqYEtPHWlI1Eb5ZatvmNPZJAhK0TfKKW5vjHAdq3puLt/13TXVU2BURvTJX8I5+TS6ME60sgStJWQWbTgEGxBGk2PjRVPjsmpqLJsBVjlOlh/ArQxQGigzWpMcqFricb/vqRcuWBLy/Ont2zDGECUZvTCl1Yvp9hIMltBWiwH5nEfOdwl8F7cvLRqtiW7cYOXsWTrnzpO1W7ZMOE0xaYKOE1Svh+p1Ud0eWbeL7mzqK5UO3sQkIre198NIhzRfJZzcT+dAjbRQIy0PkwxMkQxMkpRHcFSC11nGby/id5bwr7xBvvOneGGDIGrgR03cXgPRaaz32G7evpo4Qvro83THjpIMTWGyGKe1gttYwFu+iaMysgkH0ekRX5+je/Yqqr0MXMYpFqg+8TBj3/4xcvvGt5DY3OQobq1y12ukjS2Fj1I7UdXapLI2++rqvcGQZdDpbSXDQmxMrPiuXXK+rb4ZKNrv9WrRvoej1NCNbA99JzL96ChDKwId2vdOvKkH15HWVCvwbEWI79rKF88BVwocZ2PSx5a3P/jfbugbyMUROuqShV2yqHvbx+6R3D3sYQ97+CaFSRJ6X/sSnS98ivT6JYTnk3/i3eTOPE3u5KPbIkNaPfj0K7DQhBOT8L5T9kfunl+3WYckRo5M0Tn3JgDFh79+JHeuHuI6guHqg3d40lqz2miSz+fI57c7Emtt6EUpw9X7b8JV2tAOYXYVLs9rwlSQI+aEvMGBakR5eAS3dvi2xFZ3m+i5a6j5a+i5a5i+wiCnjuI9+zGcAyd3jAm6HTohXJyzxKnRHw/k+hmhk4MKpeE7nnQI3kZltjGmT2x/n7n/8IfESuJ88EPk/sE/pnz4MFmphkLSxBKKiQHJ/mFJ/KUvc+XnfpmlP/w8aM3Qh97NyX/4c4x/z7fi7HB9Nr+ejntkzSXS1SWa7ZjltMqKnmAhfYRm4rNGVwZLhkcOGI5NiB0/D8YY2qGi3s6oNyJiLcEYnG4D0VhCNpYIWss4jSWCmxcoH9hnHY5/9Ids2fHbJLbdWDO9qLmxYghjje8ZTk5aIntrrV3gCgJfkPNtOXfOl1QLksC79xrHODVcX7bkthWC52geHqpTYRGMQaoUVydIwPECpB8gvCLCyyG8AOn5GOmuk9W1RWWZjcjJDCZN0e0EoxvcyWHXGAhTh3bk0YzyNEOfZuTTS1x8z5YxlvJWFcr5UMhDxdmINakUbO+9MjbrNUphsW2Pq31L9EgpZx+/bwiqBUElb5Wsu6lJJg7RzSXM4jK616bX7ZGFXUTcxStX0XOXYO4S2uRZ1MN0GbUqr4QVMcSb+iHSW4fdYtNkSwws9Zetr7yby7njM4Yr8PIVjSMUjlS4IsNzUjyZrr9uph1iVSBOXLIb08jrFxC9DoRdRNSFuIdcmkVeO4vote32/QBTqoHj2R5X18c4no3RyY+QVfJoP4/KV0kGJklr46Tl4f5ESYpUCUJlSJUg0wi31yCfNCglDYJoGjH9OuJsA6fbwOk1EVmy/SCLZWSpAvkSulpFD4+TeXmSoEpaHiStjpGN7iedPIrxNv2W1JeRn/kUzh//LuL1lxFrEqeUFA5NUTxxmKGffobKEw9TfeoMpROHdqysAVtdMV+3bvMrHfv9ulMM1k490I7smz5V4Eje/lavlf26cufKK9813FyCFy9bVffouJ3ErhYseS3lbN98K4RO2O8njmwJ/2ILFlrbtymFrdQJPIG3VpEh1+7v52DnbOnw2/2u2wlmvalXWafwNEEnMUkckcURJgkxaQxphMxipNpaSXK7Dn7YI7l72MMe9vBNBdVqEJ19xZYjn38VE/Zwx6eo/cBPU3jmA8hCcdtzjLEE5gvn7EzutzxqjZbuex+WrPLmjEzR/dxvWXJ95Nj9b/Ae0Akz2r2MqeH8O6riDt1GxQ1jm1VazN/dYMuWsNqZ+EYXmj1Do7d1UD0k6pxyppkcdAimjuLkd3C7BEwSkV15nezCS5iVOXunn8MZP4Q89QzOwVPI8p0l+ayvVvViu+5EcHXB9taCJbXvP2WV2mo/nuLzZzUDFUlwj87Fa4jmFrn5b36LG7/8G4S5Cs6HvwX3//w3+KP2DSg9KPV7rdaWkqdY+a0/4JV/+i9ovXqOYHyEY3/nZ9n/Uz9A4cjOfd9rpFZ1VsnaqzQaIdPdGktpjeXsMWJtGboQBkdCrQSnJg0npsSOxlVJqlltxayutGmlDkp6oDK8q69TPP8VcgtXKI6O4I6M4Y2M4x04jDf6HMHBw2+rl9ZGZiiWmpp6R5NklsyCNVixaqGkEMh1EpvzBTlPEng7m/TsFtb9GZbasNCw+cvaGMbLMacmm/hpHa01Qqe4UuIPjGL8PGmmiJKENE3RkYYoArb3RWojSLVDnLkkmUeqBWkm+z2pEm0ESov1daYlcWZzVX3PYaAkqZUkR0ZtFYqUVknqJYKwb4wTxtBNYVvSz3ql6caded+SiNHKBpm1UTR3cC82BqIucatJ3GqRttvQWcHvLeNnG6pkaHJ0TYEuBTKd54iqc7X8JL3JJ6kNFpkasGoXwNeuwCtnrRP5odH7vnw77y/9z3oPOrEhSRWO0HiupuBnHBjsbYlw0QZ6bUWz3iVa7ZKutpHTF8lffZXg+mvkb1XFfL+/BOjBYdT4fozjIozuk1VLWL2kt0Fes3RLBcA9HU+uiCnXEKUqztgIFI8QuyV6+QHS6jhZbRRVHUVVhrcS1zVkKWJ5Eae1ihe2KdQXCeoz5F1DIS8pljyCUh710eOob/k5tAZlIC0PEo0epK18lnpwNer3qa4Af3b7c79WriuwEycjle09tY605b85b2Ndyq1NrOywXWMN3Jq3tPXGKbx4yf7WVAuGqSGF49jP81J7+3bWlNeRilVVbf/0Rg9tIRC2XPgBkFdjDCaNMUlk11rZLHZj66SNylBxiI5DTBphkgh0Bv3+/NvBAWsSJ32U42P8CtrNoTJBttQiXVwlnVu87fP3SO4e9rCHPzdIsq+/acc7DWMMau4G8WsvkJx9iezmVQBkZYDgzLsInn4e7+gphBCkAFujEMkUfOkCXJ63RksfPmMHcm8HenEGpEQOTdA9d5bCiRNI7+vjqjxXD3GkYKT2gAJnN0Frw2qjRT4X7KjiAnT7GQnF3PbjVdrGr8w3DPWuNfvZPEOf9wwVP2E4WKWULlIVTapDNfyJkzg7uBsbrdDLs7bH9uobdoA2MIb3zEdxJo8gBnYuzd26T3BlHl67bs1TbkUlb/NNT0xuN4xKlSXp+3L3NsCJZhZY+eyXmf33v2cV2Pc/T/A//S94B48gMFRLkuGyZKQiKQS279EYQ+vV8yz9wWd57Zc+STg9S/GhI5z5hX/M1I99N85tZGSdJqQrMyTLM4RRxvV4nGvxQVZSW6btSI3jCAq+xnVsSd7p/YL9Q2zp8YxTQ3OpwercMh3tkpZtdJToRHiXX6UwfZaql1E69QiFH/0h/Mn9D2TgZyceNI2uYrWjaIe6/38QZwKlHIp5yVjVKtuB92DUEmMM3bhfmhtCvWMHzlFqo3yqfsQTg3Xyoos2Gp24xDggPbTTf6N0434dpSQzDr00oB25dGKHXn/JjCRVkl7ikiiJFOC5Gt81+E5/7VrSlfegVpCUC9KuSy6OlOvktZfYCoiry7eWbxoCrx/h0le+bJ+r2Oh1dTf6Xj2Hfhnl9hJdoi6qXce062StVZJeiIpjTBojsxjPRDjYaxQAnhE0TYUZM86KGKbrjxDnh6hVA0aqgtEqDMU3UJ95jRPvPYgzvjGJpbThM6/Dm9N20vGjj9++lzZVrGeW3uKltiO6oWGpmRHGKQU/YV8txXfX3lsGN+zirS4hXp5Bzd4kvTFNcmOaZH4eE0XkgPVvQAHB5CTeo6eRtUG0kCQ3rsHM1X7pb4J2A4yjwTeQ8xH5Ak4Q4AYebuDj5Ty8wEP6PsLzkJ63vnYCH+F6KMezZEV6xAl0V7uE7YQ4g6xQIysOoIMCygtIq0OwZqA3M4184xXEq5dx0rMEniTIe3iVEqpcJS0NEBaH6OSHSKvDUNtvl3uBAubsJFO1ACOjuzOAKgQwVIKB0r3nghtjS4SjBFoRXOu3Cyy3IFM7v0881zA5pBksG4bLglpRbKtA8Fwo5wSFeyh1N1phkhCdWAK6QVazfkOvtrnLWtvHbrqNShFZcteJDSUce/2FTyYraMfBCGnt4oREI8jwyPBJtEvv9UtEZy+hV5voxipmtQ6rK5iFeXt7F9gjuXvYwx7+XODPLsCr177Re/GAYAyV1lUm5l5gYu7LlLpzGAT1wZMsPvQjLI08Qaty0E67TmOXO0AKePY4PH74/uIEboVamkEOWkOm3sXzjHzie97+RneAXmtY66MXK1rdlMmh/AM1fFpDq91GKcXg2PBtH9MJUwLPweuH8rVDG+8z3zQsNW3kghBQK9hMwWpOUTJtSskCojkDSYbwc3ijU3jDJ5DBBrPU3RZ6/rrNuVyeQa/MQZaC6+McOWNzbIendjUwiVM4ewPemLaEoFqwZLaY66uBgV0Xc7fvrW2H9uSX83cezUVzi9Y46rNfof75r9K7PA2ui/8jP0L+U58mqwwQ+HBo1GWsJtfJRby4wtxnXmDpDz/P0h99Yd1AavD9z3D6f/37jH77B3ck8cYYVLdJunSDXn2Zm/EwV5IzLMQVwPbWlvKaqSEYrQrKOTuoK+W3EpskUVy9skgzcVBeDnDBq+EtXKN68xwVJ6EyOkTw/sfwx7/9tiWJOyFTtsQ5TAyZWlvs/akyJKnp9/FuOo+ppB16SOFweExycFRQvQenamOMNZfJ7PWPt6wNcd94Jko0SZzi9vNoi07IkBuxr5ziCMugDFYhSXDQMgAh0AYULmnm0Ig8Fls5Fts5WqHLWum3wFDKGwaKhpFhGCgKygVJzrcKleuAEA5JZs2yomRjnWnoKGiswpWVtQnLTT2/AkqB7Rs8MGyV10reEom7fR8YY0BZsysTx5h2RNZtobot0nYL3W3hRE0cvVH22uursTEBCVWMGyByOUyujMhXccoVcuUS5aLDqTy37TFUNyMUIPyNibMoMfzui9al/Nnj8O6T0OwJGvWNvuD2piXcVo1rCFxNKUgpBhm+o3EdjScNrqPJe4qRokZ3F1Cvv4m4coFkYRa1vIKqL0HSL+kUtidVVAYw1UE4egqZpbYEOWwhe21LTlrLpK1lAHSuRLr/BP7Hf4Ty6dOMPfEw1YmdvzPX3pNxZkvEwxi6CfRCRacREiaG1DikTrC9/nYIUApaTUTYRfS6iE4dGUUE7Zdx2g1UZuiWx8gOnka962OQ2z6Du0ZMxwrcNcsa+rmum/pHHWm3USnsvr3HGLPuSrxmGpX0+eBmY6Z0/bY9T2EMF2YkvfVKhM3vKYHrGMp5w3DVMHirL4KwSQEjFeeOBHadsLb7pDXdnidttMbEPXTcw0Rd+5hboMUaCZUYIbB2b/b2xtpDyxw6H6AdH+PlwA1szbWQSCnXjeZcz8NzJXnX5kE7jiXoQgiuzCp+4ZN1ht56gdHzn2Pk/Bfwe027r46LGBjAG6ra5dQzBFPDFCeqFIYLBMNl+OgP7Xgu9kjuHvawh296LLcswT00atXKP7cwBu/qy+T/7Nfx5i9hhCQ98Aid93wXybFnoFBlFLjXirapQdt79aCgl2ZwDp4kvHIZkyQUT51+cBvvo9FJuDzb2Xa/IwWjd1Fx7ycVwBior1oVt3AbFdcYQ6ubglPgpSua+caGolQMbM7ueBUGnQaivYhq19GrfflUOrgDY3hDUzjlwS0qol6YJjv7Aur6ObsjjoscmsA98SRyZJ/tsd2p9G4T4hQWm33TqAYsrFrSMDUIHzgNB4bv3Siq01cVy/mtT9RJQv1LX7Pk9A8/T/v1CwB4TzxO4ad/htrTzxINjaOFQz4vODTqMFoyxLMLLP3xy6x8zpLhzrnL9nkDVYa/9b2MfPT9jHz0feQmtr7DdbsOSYROYrLWMmmzzmIvYDYZYjE9gUYg6XIw6DIxaNg3JKgVbhkzx3ZRxhBfv8r89UUWDz6LCQr45/+MUrhKtZpj4MgBgienEGLfln0wjYU76hCxErQSl3bq0Epdeplk8wBVCoMjjO3v0xqlDDrVxIkhjDRxpJioGh4Zt0qkEEBoDV5uhdLQizJ6vZg4McSZtoPlzGx77wvAlYq8zKjJFF+mtvzZs71qRrpo6WBwMMohkw5auhjpWldhrTGpJokdFrt5ViOfSPtI38X1PUaHBGPCbHEzVsae+F4GvSbQvP15ExjyriLnavJSU/YMXmDJmu9o8q4i79p1ztFb38MG6NlFqRSSCJPEmKSHiXoQdcnCHjrs4uidlSRtBKEp0DEF2maSniyj/QqyUKJQylEpwFARyrmdeiD7L54ACdyuqFLX5+2NwBKw1Y7hP33FktcPPmKvwye/CCubSkodaVXpcg6Gx6Cc0xT9FEfEqMYK8fwMen4Os7SAWVmGdhPR7WB6bQh7qLCLSiJb7ik2jtzB+ntxa79/3LRfIICpDiFGp5Cjj+COTeKOjeOPjBAMj5AbG8ErFtAGurGgE8NboSG+oNdLe7NUkYUJqZakjr/zF0+9jliYQywvQn0Fp1HHTSN8oSgOFCiMD5OOTrE6dJjlwiQqPwyDt7x3hHWSPla1n5ngFsaydg7vx3fibtDGmjK1o35fa2j6E1ob7se7/RVac9n2HLgy79CLYGq434PraHzX9sPuH4bJAbE+wXrH/UsiVGcV1Wv1ldcQk0ToNLITp3eBAbT0SZ0ciayQ5gMyGZBJn0z6aMfH831cp09I+27kjpQ21s+xa69PVnetGBtDutokWVqhffk67bNv0X7zAosvXeAjN64jlMIZrFH59ndTevdjFB46hFPKIxzHTkI6DkZK2NQycifPrr0IoT3sYQ/f1DAGfudFWG7Dj75/dzO132wwWhO9/iKtP/wN0htXcQZHKH/Ld5N/8jmc4s49mg8SKuzRPXuW3fws66hH9Hv/Bv/R99Cr91j49/+WR3711wgmJh/Y/hhjOHe9hTZmm7lUMedSLtz+Irc7XeYXlu/7tacmRikUbnH3NIbFpnVAnmvYOBFX2h66sZpgvGp7qLLGIsn8FXS3CULgFGs4lSGc8hBOsbpFlTRZirp2luzNF9Ars+DncR96CvfwI4iB0bv2dRoDq13bU3t10U70gCU1g2U72XNqn82vvV+8OZ2y3NY8nVuk+eJrNL5ql+bLZ9FhhPA8Bj78HN5f/it0jjxCKlxMr4f35iv4r7+EmL6KXlgknl0gnl/GKKsSuuUiA+99iqEPPMPgB95F7elHbquS6lad+Hd+4f4PAsh6EXG9SbLaottOaD3/YySPvBdvaZqJN/8TtYJC7jYAl35UR26IdmmKTnGCTnGS1LcnWqqEYm+eUmeWUneOfLSMm8WI21KgBweNIHUKpP3BaCoDskIVvMCSGs/trz0IcraXcjOy1Eq9aYJJU6JI0FAVOv4wXW8AhH3/CpNRSlYoJ8v4qrdtP1yd4OoYV8W4OsYx2wfVnorIZy0C1b23/ky55ibl9BfrwLOTO/CaWc16Psqti1Zfl/4Wow1GG5xP/HWuLrt89g17/2g5Y2U1gyxlpJBweDChZlo4SzdIL5+ne/UqyeIiOuxh4tiWfWoN4g4qncGWdro+pjKEHJvE23+Y3NFj5KtlcgWPXMHHDfplw/3yYS1dIuOReCVSJyBOben6ejXApsqAW2NhApMgO010s4VqNNGNJqSJVWBX64jVZVit40ZdCgWX8kiZ8tH9FE8cpnB4P7mpMeTwEI3YY7ll1e3F/vdZOWcrYgJvQ1m1/aIbZen3fD2MVU/tcRnUJsXVmDVn734+bH9J+9UQUf85cbrxaylYi9gR/f0TW8yhrFGTWI/H8VzwHes87LsbVQhfPGd48RJ86AycOQhkSV9ptRN8Wim0UraNRantk7nGYKIOImohM0vtLFn1UI5VUpUTkAmfVHjEuOvlwUZs/DY5UuC6Etd1LVHtk1bfdfA9ie85OHfIMb4VOklIlurESyvEC0skcwvEC4skC0skSysky3XSMEbUyjhjw+SOHiA4fhCnZP1FhCMRroPKFXFLBVxv++tqY3v5BRpHaAR2sq2bBbTSAs89MbmXk7uHPezhzx+uL8Hvfw3e+1D/h+HPEYzWhK9+mfYf/Abp7DTuyDjlj34fhWfed0/uuG8XN/7Z/8bir3/yvp7rjYxy5pP/4YG6Kq6puIfGiwxVdu+gbIzh+o1ZAMql7QZcd4PrOlTKpfUe0U5ks0ivLtr+RVcaSn7EmUN5RqsCR1qlK6vPksxfRUddRJDHHz+MNzi55Rqu9dfq2SuouavoxRugMkR1GPf0u3GPPobwdu47BTvQ6oTWVGRu1RLbNSfksZp1gh2v2dv3q1xk3R7Ln/4SnXOX6Zy/wvL3/TR6YYH0r/4sYDNoq088TPXpMwx+6DmiJ97N9YZDcv0mwe/+BvqlrxK++iZGKYTjUDxxiNzUOLnJMXJTo+Qmx6g+fYbK46eQ7u130mhFe2mJaHkevTJH9eYrvFF4jnlnn1X+AkveD47YQfC6Kp5lpMtLJIvzpIsLRAsLdOstUjeHHhhDD08SP/oBdFBg0mkyWUx3Xb6vDTSzgNUsYDXNkRg7uvaEouwkiCwhaie0Oym92PZQ2uGvQYq+WuNatUlKA0bhiZRApngy6w/MbOyPxKq+UihcoZHCsgqNJMUjFXm0W8C4eRKRp5X5tLOAng5whKbih5Q9u7hyg5EYA5lxSLVDpDxi5REpn1h5xMrFsFUhMsZAlhKQUPMTJssJg7mUorv787ZbrL0Wqe1/Jeub1MQhJCEm7sEWB10BuQIERVIR0FEBzSSgHgasxgGhyVMtSaaGLUkq5W5PDG+3PyZJUGGICiN01F+HISbLbCxOlmHSDBWGZO02WbtNZ6VN1GhDHCLiEJFEiB1KPXe9HwgrvfoBJiig8yV0oUpSqKHKQ6jqCGpgDEamqB2aZGi8QqH/NZJpQZZBqm1ZrOoTN7WphDZK2fR+3QqBJZeBZ9+3a2un2yY7+wa9P/0czd/6PdSCNfYJDkxRfuIRSk88QunxRxCjY2S5IllQJPELpGYrIzXY8tyVzlYTJVuObpdaYXcVKMZYQh4mhjC26yi17QGZtlXPWb9UOE63Z8zeDZ6zdi4EOQ9ynqCYs87CpaC/j30jJdPvUWW9JzXDqMw6A6sMlSnSLCNL7W2tMqZbZb60fIzjhVneU3nztpUHd0Mic8RuicQrkQUVdFDaNmEqhSWxa0qr21+vkdndmNdprcl6bfv5zFLbn5slkCZEK6u0z1+lc32OcK5Oekv+kXAk3tgw/v5xgoMTeJOjOJWN2VgThphm01a/lAoI36eelsD1KTq2jltgvxc3cXOyWBN3MrrNjGZTEyUSJ/Dw8h4f/sSjeyR3D3vYw58vKA2/9iU7ePtL792dEcQ3A4zWhF/7Eq0//A9k8zdxx6aofOz7yD/5nnvq+3tQOPd//xkQgv1/7W/c9bHJ2RfJ3nyB/Hf/LML38ccn8EcenCWoMYbz0y2UNpw+VL2ngWmr3WFhcYWJsRFKpd03M2pjDW0aXVjtGla79vbawG+0AodHodVepRi4HJ6soNp1svos6eoCqAxZqOCPH8YdGEMIabP66ououT6pnb9uLV8BMTiOM3EYZ99x5ORhhLiVXFiVdmbFElrrzLzJqVPYgfuRUVuiX3ybHlyt184z/UufZOZX/xNZy5aIBwcmMf/+tyme/RpT4Sy1Zx6l/MhxMuGy2NRcXcgI6y28f/N/Ev7/fgUM1J45w+AHnmXoA88w8NwTuLucaDBKkXZbtFZbxK0mflJnIRngYrgfr1vnW9q/xhcnfoKxI5OcmLQDTYBsdYXw/Jv0zr9O79zrRL2YbPIY6b4TZPuOo8YObilbEwJKOYfD4zmKudsox8bQCTVhookSQ5TadTfSaGOVmJzvEGcOK23JSlsQJWI9pmKNhNeKhrGaYKhkMFmMTnsIFeHoEF/EyE3KrhESISRC2h41KQUal47K00pytJKAZuyh9MZnwRWKghsROBl5JyLvJPhOtv4dqDW0I4/ZZoGlXoEoc4kz57ZxGva47JLv988eHIUTk4LcfTprG6Mh6mGSEKQLjoPor02vhW4sYZpLNnanXbck4VbkSohCBVmsoHNl2qLGkhpgNqqw0HJYbNjeRoyhplbZxyxjToPxckJOZDaiKE23KbZRlJE1m6hmA9VqoFpNdKeN7nX7S2/n/bndsXoBab5Gkq9ZB+BcEeXlyfw8yiuQyYDUK+C3lxh65bdxQ/s5s22XwpYyFwrIsQnkoWOkR87QPvI0XXcYsKrfWnyMJ9dKWe3fEnsOWqF1TN9p1C7FJmVRgtOfeMmtO3bbnN+cZ9AL8yTnLtB77U06b14knl0kWWkQrzTIVpt9W2Eww6OkT7+P5Jn3kz7+bkxtcIdX3oBgO2ENPBgs2UmroZK9Xdg0r7mmunbjjczWbmQJbabMemlwpreL8mt5sPa82eobz7UENfA21s4mlXXNXXjt77X7hBC2l7Xfp6r6JeE67toJmDTclr+7WyxlNX63/hxDfpuPjJ1FOi7G9TFuDuMG/UqMAOk4OK6L4zg4roPcwa/AcSxh3UxU16oatDF9Ar71RNmc5r5RlNE23ksbtM7sRI7K0CpDJTFZEqOMQcu3NwlvjIEkRYcxWTckXmkTXZ6j+8Zl4ovXkDolf3iC4qPHKD5+gvzxA+vPVd2QLMrQjofJFzBugPZ8EDsPAFW9wSPPntmR5L5jUoIQ4v8CvhNYNMY80r9vEPgkcAi4BvwlY8xq///+HvAzWI+zv2mM+cP+/U8Bvwzkgd8D/pb5i8rM97CHPWzBuZuWAHz8iT8fBFeHPZtr+ye/TbY4hzuxn8Gf+jnyT7z7ri6579g+JTHh5UuM/uAPUzrz2F0fH15/GXXkMKWnnnlH9qfVS+nFioNjxXtWXuqrTXzfo1jc2T5aaUMvtspFJ4bmGqHdRCAdadWDA33TnNGqjVlod0OipQZDukf3tWWrNu3QZ6u7LZKX/xQ1fQ4iK0+IyhDu0TPIiSM4E4cQua3kb43Uzq/CbN1G+qwZzZTzduC3f9gqHLWi/ft+y/JVnBDdmCOcnqVz4Qozv/rbNF54GRn4THz/x9n3099P7alHCN0CL1xMOfQd76GUkyy3NReuaZq9BJOl+L/zG5j/4/+gt9pk309+Hyf/4d8iNzm2u2ulFVm7werSKvXVmDjVxNr2enb0KPPpKRLtUQwMz43MQBs+9GQOHS/Q+9LrrF54g/DcG8T1OumRM6Qnnyb74e9B9eOXJJpSzqFc9MgHNiM250k8d+cSuzQz1DsZ9bai0VVbyjGFsHE2YeJS7zi0epuJonX1HanCWM1wcAQmBgSOhCQMaa8uEXfa62WFQki8Qg7Pr+EGOTw/wPVzOH1VW2nD7KqtHFhe7880lHIwWk7xTYfAdAmcjM1zYUYbUiVp9nzmWgVmWwUi5bNvSLBvRLDvlgIBKfrGY8GGCZnvvj3XZqM1emUGvXAd021gei1M2F4nRLeF60NlmN7ACWJ8Uu3Zslnl0klc2m1FZzal202IezFufAk/bJCLm4yqBoeTOkFjDpZnMdFGA/P8bvZZSNJchbRQI8vXyIJJsuESyi+g/AKZX0QFRZRfXL9PeQW069sBtuOhHQ/lF9De3S3rR7/6a4zffBHx4U+gTj2GGJtCFIqQy1kDHuEgHRfX8wmEoNBXW3v9uK/eDlGwaygG1oRrcgAqBasueu4G0dtszGW0pnf1Jp1zl+hduUF4fYb29RkWr83QvXQd1e3LqkLgHjyAGZ0g3vcQ2UM1TGUAOTxM8OwzlB4+TiknKOaswnvr28dz7GSJ7xrrLCw2VYqbNTXZGi6tOblfX+qXBWcbZcFbP4/0ybggCOxnzXVsmXDOs2TdLvb+20FrjUpiVByhoxiTJpgsQWcJKkv6Ze6ZNSvTGaQxItuqSNr2gFx/AmOETHqWaPUXI6Q19XJchOMhXbt2PBfX8ZCOjzIOn3kJ8jn4xAdqFIP33vV9dCcYY0iTmKjXJe51SKIQfbfP4G6gFSKJMe0Wqt4kWVghurFINL1AWm/ZiyoFIpfv92Y76FShuxGm1ca0O5hOGyElIp8Do3ArJdyBCs5ABX9skODIfqo/9hGC/aPIfh261oZEu1zvDeG7mlIuhcoAOkiRSYqnsBODWiB969SdL/oEnovrOniugzi677aH9U7Wy/0y8L8D/3rTfX8X+LQx5n8SQvzd/t9/RwjxMPDDwGlgEvhjIcQJY4wC/jnws8ALWJL7ceD338H93sMe9vBNgLVMuKlBW7b4zQqjFNH51+h95bOEr38V0hRv3yEGf+Zvk3/02W8YuV1D79JbmCyjeOrhXT1eLc3gjN7+R+PtwBjD3EqE70oGK7cv3d0J7U6PNM2oDQ4zt9qf8Y9tduYasY1uaQ10pSWNR8YsoR0oWlK5Frmgk5BsdZHejWVMa4VJoyGUONUR3MEJ3NrIeimYSWOS179I9vqXwGicw6dxJo8iJw4jS1szd9PM9pzNr/ZNohp9NQo7gJsagn2DMDlkB65vB0Yplj/9JW788m9Q/+JLxHNLW2byiycOceqf/D32/fh3I2o1lpqaax3DStvu0LmbCm2sQlEpCPanC8z9zF+je/Ythj74Lk79k79H9fFTd9wHbaDRVizON1isZ9RDl0ZaIjJDWx63poJODgse3geTpYjO773IytfOkXzxb5LWV1Aj+8gefjfZ9/9t4sEpENJOTBRdKkWXct6hEGzv0bwVcapZbilWWhmtvsGWEIJMWTK72pWkWb//2jHrik4pbxipGg6OCA6NbKjKYN+/UbdFp75EEvUQ0qFQHcTP5fFyeVwv2HG/Wj3N5QXNzbogVQLPUQzmIqpOm4LTQwqDXDNvMQadKZZaAZdXayyHBfKBS7Vg3V8nxgXPnrHE+9bokAcJYwzJ4gLpzBXM0g2bnZ3FICRKeOhMoFKDijNUFKF6vf4SkvVC0jAmCxN0FCGT3o5ZmB7Wa2hHfVBK3GoVtzZAcGCC4F1PEkxOEUxM4Q0NITwP4fs2qsb1QAraPcOnX7Wfvalhh+JAaYublFLW5TlMoBdpVLOB21rC7azgtZfJtS7idlZw4i636qUmX0IMDOGMjiFHxlH5AtrNYfx8fwngO7+fxe/8ga3HkQHb/fXW4Tu2UmO4bCfbSoFVX9fI65phkZQCFUYkKw2SG6ukjSZxq0PW7qLaXbJOl+6ladqvX6D95lsbRBYQ+Txyah9M7kN91zNE+08QHzqJOngM8gUKft9/oAqjVZszHWem36OqiVNohZtNl7aWCN/aw3snrGXGBp6gmhcEFUHOt/2uxUCQ863jvnUp12SZJlWKLDPWVC4yRN2UZtJDpCFCJTafV6f9dYKjEtzblAMLbJSN3rQYHDJZJsuPgF9ABgUip0ys80SZJEokvUTQCwVxat8/UbL99+ZOx/yD77XHeDcYY0iikLDbJku2znoY7P/pvveBREAc2/ieNEFktk/e09H6sSst6bVS4qUmyUK9v6yQLtRJ6k3Uaous3dvxIhpjoF+ZbXI5nPEJgv0TFA5PUN4/Sm7/KN7EEE61iAwCROAh7qBGGCFRxiETEo2D9HwcL+DqQoF6XOC5wz0Gqy4538N5QBVv7xjJNcZ8Tghx6Ja7vxv4YP/2vwL+FPg7/fv/nTEmBq4KIS4BzwohrgEVY8yfAQgh/jXwPeyR3D3s4S88vnbF/og8d/LeXWMfBIxSqNYqamWJbHUJtbKEWl22JiFpjEkSTBKTrSyi201ksUzxuY9QfPYDeAeOPtAe1rcDazgFxYfuTnJNHGJadeTpd70j+9IOM7pRxoHRwq4H6J3IsNg0XJs3tOMJ4kWXtQGoI/pqVWCNmGy4vSWShcCqHztdB51EJHOX///s/Xe0Zel53gf+vu/b6aR7zs23cuiq6lQdgEY3MgECJEWCIiGNLFGSKUqiNZJGwZZGsyyt8cx4NKPxeLxmLC3JYwWPrWTRoi2JIk2JFKMAEESjG41G5+6qrpxuPvfEnb4wf3z73FCpqxtNJNa71r77nHNP2Hl/z/s+7/NQrl/1/T9xnUE0h2jOsu/wgVt6bc3bL1O+8Ou4dIA6dprwQz+AbO3IfA+zHcXj5S2vojrpCZuuQPbStO+pbd9jD9o7xfjCFa7+k5/jyj/+V2RXbhDOdlj4kU9TP36I+pED1I7sp3Z4P7WjB9EWrqwbLr1RoI0f6E3GEAdmJVM172tbXLjIV//Qn0QPRjz1L/6/LP74Z2+7/YYpXN30Yq3rPcvGwGf2YRaBpa4K6rFl/5ThyIJkfsrvmzgU2EGP0TeeZ/BPvsyFl17AliX6oaewP/Q5sn0n0IHnZtdjyf5mwHQzoFlT93S8FNp7h6719bZytLWSrXHI5lCRlZIkEixMOQ7M+kRJoX219tAcHJoRzE+JbSqgcw5dFhTZmCIdk48G6LJABSHt+X3U29PIm/rhrHWMM81Kz7Dag62x7/+OZcFCktMORiQiw0pV0e8EwmhM7shsjTycp9aoc2geHn10YgH1/l9LbJ6jt7qUW1voXo9yq0tx7TLZ+bNkly+TL69gi3sbxdu4jomb6LBGETTQ0RymUcfMNIibdRqdBq3pOmEt8r6qUUiQhMS1iDCpgGro56rZJGh3UK0WhZF7zqViMpWVDU/P22BtjaE/8olRcKikZHkrRa2sIPMxqhgh8xHR1jL15TMsLJ8lWTmHykeeytloUx44gTn2KO70Q9CZQbTauEYTF/tqrxYh2ir0TXTwOPCV+Eay08sZBxBVQko3xwS4KluSnb1AeuEKxXqXYqNLudFlc32Lsj/wwLUCr3owotzYwoxvI8W9+7tnOgSnTuF+7x9gdOBB9LGT2P2Hce1p4sgvVz2G+bq/Dk3VHI3Yg9mtsaM7clxcc7fgnaCiT0/ElqIAkm2qr0MK32sunMPhFcAnEziUrHrQpbu119tBkUE6dqxogzMlgS1QrkRZvWce24zQpAS2vPkrcNKLazkV4eIOZUUDFlENEUT++ApiRBgQCMXNrP60kGx2JVc34MplnzTdHbXKjq0W+QTThPJ/C6YTuwS0qn09NwXTzSqxagy6LG4RlbLGkI6GpKP+Noi9nWOVKjKi3hr13lXSCzdYe/4c2gqck76Kbhz55oD00gr5ahebF7deP5RC1hJks0Fw5DDNk0dJThwlOrhEODeDajdRjQQZK6QSINxtBdyEVMggxAnlBbCcT3pY6zBOVBZDld0QgiSJqNcS6rWYWhKhqgTUl89rSm05tHSrl/y9xN3Ivd9qC6FF59wNAOfcDSHEpNHrAL5SO4mr1Wtl9fjm128bQog/ja/6cvjw4Tu97X7cj/cc1nm64ds39toB3I/3PzYG8NCBb84aR68tM3r+i5i1ZWRzantSjRa2zLGDPnbYx44GmGH1eNjHDPu48eiW75PNKWS9gYgSRBQhkjrJg49Re/IjJI9+EHEXsZ1vV4zeeJ1wbp5o/p3L4WbtGgBq4Y6X2W8qbmykhErcVWxKG8daH5a3HDe2PIAEUCJmtuXporMt76cZh+8OANgyp7hxnnLtCuAI5w4RLR5hoAPWbvQ5Nt/CDbcwa5WP7do1bw9iNHL+INFnfwK1cIitEVy9vFOpnSxjIP0A6IljlUhU21dlvpnQgyGX/rufZfDyW2TXV/x0bQUzHIMQzP/gx3nkv/qrLPzYZ1Hx3h8rjeP8iuHyukEbmJ+SHF1QTNUFL54v0QYeOuB50f1X3uK5H/lpnLV85Ff/yZ7qrTZwZR2ubDiurkM/9ds8EIaZoM+JpI+SkEUd5ueaHFmImW4AxpBdPEP2yht0336L7O03KVduAKBm5gj+wJ+ie/hJ8qSDlNCue1DbaQbE4b0zIMa55cJKSXfoq9NZKemNQnppQBRI9s/AiX2wNO0TJq9dcZjC9wgeXxQcmt2hPlprGPcHZMM+eTrCGv+dQgjCpM707CK1lq/cjzLNOMvJCkNvZBnnFmFLpLBEUjOjNIvtvX18wlmsEfRHim6aENdbnDzcYL7z/jE+9KBPubZGsb5GubZKsb5ezde2Xzf9/m0/GzTrxLNtpp96jOTwYcrpg2wwx8ZQsjmEUQZlMkWRdChrbWy9TbMZ0qr5SnOrBtN1wfyUT+zciVI6EUXaHdb5Kuy16/4+u95329RxmQ1pXXiB5vnnSdYvIfMRqhhTz0eweJLNz//nBFZz4mf/U5pXX8HVWtjWNHZqBtucxrRm/PNTD1F+4rMUMwvYRgcd1XHidlUjV4EVRxwIOrGvxNVjsQ14mjEE79BHY4uC0bkrjM5cYHTmPP1XzjB45S2Gb13AlXs3gExiorlpwvYUqtUgaLdIDi4RNBuEsx3/v5kOamYa05giCxqMggZD2aBPg1XrM2hTNTg5B/unHYECbR1ZYUkLL9iUl3Cj67i4ulegqZXAvo6gVYNAWgQGaw3GWEptKLWlNJYKu+6s4+51EL5vdGI3IyU+kWg10vqKqzS+2ipNvjO3BdIUt634AxCEyLiBrC0ha00/JQ1E4JXFPUvD9/UOsx3/4VEXClP19d40lbseT47FWuQTXgfnfIKyWfOiZnejRu85apzD6BJdluiyQBcFupeyvFaijb67/Z01xMMNouEG0WgDeZseYE3AjTc2OfsbL0KSkBw/hIgjRBggohAVhtSVpCEEIo4Img2CmQ7hbIegM4WqJ55dVi3n5Pq2O6QKfKJ3Qs1GeHp2pSFfGkGmrf9ftYhKSoJAEcSKOFD+sfJ04gmt+HY9xuPcoQLphbucvbXh3Fkv7KU1RaEpc43LhjDq4sZbiPEWKrv9tQy+c3xyb3f0uLu8fttwzv0D4B+AF556fxbtfnwvh7H+QvhOkZdwbhneXvYZvlD5Qewd+uDvx/sQJ5rw4ZPv/nN2PGL84lcYP/cFivNveauX6TnseLinp2s7pEQ2Wh78NqcIDxwlrh7L9jTBzBxqeh41M4eM7l0J+DslRm++ds9UZbvqQa6cf/9B7mBcMkw1SzN1NkewNXIMMkepqXq2/DQYey9GJTxgPLEEZrxGLTAcObzvPVW1nC4oli9QrF4Gawnn9hPtewAR1XC9dbI332Df2mXCr10nS6vkRhAh5/YRPPwMauko7sApLq4JXnveD8DBV0WWOvD4ET+gn229f73jJsu59Hd/hnP/1d+nWO9SO7yfeP8irdOnmP+hT1I/coCl3/9D1A7vWDs55+injs2hZXNg2Ro5rPPg9viiYqout983SB0Lbf9867mXee73/ilUPeFD//afYI8c5/K6Y73ve+jWe2CcQOKYDfs80VjjQLTOlByyFSyip4+yMN+imTjKG1cZ/9bXuf7Ki6RvvIJNPW1STc9SO/Eg7c/8CPqhD7ESLjDMLLEZc2T5yyx96ofvSfUTfBtoP3WsbllWeiU4gwO2RgGlDplvSx4/6qv7zYoOnhaO5952rPR8X+PpQ4JOY6e6Mu73SQd9svEAnEOqgLjeJKrViZI6YZxgrKM3Krh8ZcTm0GCtJcCQqIJGkNGIJhRBgbCGyOQEWiOdxhnDStqhyyJho8X+RcnjC9zzOt8pnHPk168xfOkbDF/+BoOXX6K4cX3vm4Qg6EwTzc8TLe2j+dgThHNzhNPTqNYUrJxFppvEj32E6IHT5FGHly9Jvn7Obd8fawtw4GF4aMb3aCrpB2PedmbvOmSlVy2/srFrn1Xq4f0KfKR37D91CGdpja6zuH6RePUc8Y1zBL1VXFzDNqcpH30K3eygGy3yhWOMpo8wj6bhBuR/5W8xCmu3vzk7X00MpCWQjlrgqIWGWmRoJIJmImnVFEkk7tlCpez26L34OoPX36bc6Pqq7OYWxXqX9NI1xheu7ulbTg7to3X6FAs/8ilajz1I89QxooVZotkOqrI2c877c28MvDLx+tBv04m9jcQSqIqCj0/2JREcDUqU9EJO633B8tatZVMlbFVZtdQC/zgQhlBppABTwNZN+yYKBLFyTClNKAsC56utEoeoRJ2E8NcHZ8qd/tfC9/c7fYedLSQiSrBhjbGYY0STsa0xMgm5DdEotJO+gq7xZa9d1G/jIC8m9GFPob45osrGZ1ukqpp2U8ID5dtaDs35a/jd9vuE3VHmOUWeYfLU9/6aEmsdFrGXquMsqsyQZUZcZqgiRZUZwhosAiNDjAq9Z22mGY41ZqQpuhI7Lm5CPI6gk1D7+Mc48vnP7bxqbKVILBBS7HjK7tnWO8eztT5R4YIYghoGibb+/uuTSmIbvG6HrRJ4piAabzGVbhGNu4TjLmE2uHNyArBKkUs1UfjCoihVjJEReTjFJ5SiaXrk/+5W5si2cJvwQFux81irCB3UGLfuPF75VoPcFSHEvqqKuw9YrV6/Chza9b6DwPXq9YO3ef1+3I/3HM756svZGx645vfYVyGFF6s5sR+Ozr83/7b78f6Gsxa9co3i0jmKy+cor5ynuHoBtCZYOsDUj/9R6h/6JMG07w10ZYEZDrCjASKMUM0pRK3+be+b/Z2KcqtLcf0687/3993T+83aNUS9hWx8E+VzqoF3CYNJRj1zLG86xsUU5zYkkzv3hPo2EVCpRTDfgqWOqDwShffFHWfMzsy9a4DrjKZYuUixchGMJpjZR7R0HPob6Bf/PebSG7hRnxZgkibqwAOopSPIhUOI9jza+urV5XV440s+wdWq+eTLA0v+8fvNJDV5wbX/8ec5+zf+G7Kry8z9wMd58P/2l+g8/fgt77XWsTWy1eTojiy6Gpw0E8HBWcX+GUmrtvf4zks/oIkGm3zj736F63/tr8P0DNnf/of8u62DlOuOvBSUVZJ/f7TBg7VLzEUDXNSAuIWqHyJut1laWyF94zcZ/fzrrL35KqbrkU24uI/Wx7+f+NEPYo88SB63GGWWtcwwzi2RcBxfSmh/45chH98R7OXlRLDLMsgsxhiktCShRUmPH4wNWWgHfOC4pHWbHufrXcfzb/tB8AePCY4vOEyZM9gckI0GFFViQwYBUWuWvm6yPgrINn11CGcQDFEYYlVSD3IWogIp/HGsjQCtEbZgmAZsjCKMC4mimNkpwVwnZHphhn03+9beFM5a8hvXSd8+y/jts+TXru6lCTqwZYGp1IHNeIzu97arskG7Q/PxJ5j/sd9HtLRENDdPOL9AODuLDG9VMnNGU77w77A1TfHY53hFnub8S44r6/7YmpuCg/Ne+bfUMMwEL11m+xibhBDvVFNw2+rOUegTD1MNhzAaYbSv1kjpPX5VAAiYOwBHDlDwce6sx+QwVpDgqIUQyAZKWpTIUNISB444FNRCQS0W1BNFPQ6Io2CbKvluY/jWeVZ/6YveV/qFVxm/fWn3hiCcbhPNdghnp2l/4BH2/8SP0jh1jOapYzROHSNs71ipDDPHypZjmDlGlx2Z1pTag1Scq8b2vkc2Uo5YOUTNb2vnBNruiKRNkoRKOL/uytGMXLUNIA59RVrtqUh6QCOEQooIYQ2qGHp6t84Yp4Z+KtkaK5ZNRG79lLkGuY1uUfJ2CLRTGJSfu/d+X52oS+8Ia916rZXCH0tzbahVQL8e++tyM9lJcA133YcGKaQ3jfkc0E2he8U/k85QM33qpkfMmIgCJQ1CSVyU7PR5O4fUOVIXSFMiywKTl9hhiu0PMN0e5UYPkxtcEOLCEBEnvke60yKY7RAuzKDqvkVDApM0eh1w2nBzXS+/skJ5bY3m/BJThw4Qxske9X7nHKU2aG12zTVFqcnzErMr4SKc8ErOUiGUJI4EIu0hVq8i8yGq0UbVG14nAEnpFCUBeTzHKF7CTCssIKsqvTIlyhYok5OUA5KiR1L2b/EQn6ynFgoROkwQkIb7SYPAJ0xwSGGR3IbeflMEQHAXK6ZvNcj9BeCPA/9lNf/5Xa//jBDiv8YLT50EnnPOGSHEQAjxEeCrwE8Bf+dbvMz343skNgce2J694S96gfT2HAfneMcTSUkvgPTNUg/vx3sLZwx6fQW9fJWymvTyVcqVa1BRvkScEB46TvNTn6P+wY8SHjp+CygSYeQB7/Ts7X7mey7Gb7wBcMdKrnNum6qVldAf1eDgx9ja2LlpGDv5v6sqCWwLkHiVxQnQ2OvRuDsEjkg5mnFBu2ZpRIZGZIgDe3uQWMJ6VQVK04wwDO7ZMsg5h81G6O5KBW5LVGeBMKzhrr1N/tVfgXQIKkAdeIDswY9zVc5y5MQRMiLOL8PaJV9F2e3teHgeHj3ks/3vl4eoLQrWfu236b/0BoNXzzB49QyjMxdxWtN55gme+If/L+Y+/REAjHEMc8cw9YPifmrpj932tq5FgoUpyUxLMtOUewSTJpEtr7Hxhee49CvPUXzpOd66cN5/95EHGP9X/wN5a5F0ACCIA8fpmTUe4C1ajYDkyMOoehs7HDB84VmGz3+ZjV2V2mBmjvpDp6k9+gS10x9kUJtlpVvQHxvYAsgJlaCeSI52YhY7EVIKsmKMiPd6JK1swZnrsNx1lMYw3dA0E0M9moh8SuIwoFWXHF0Ittc1LRzXNv0xmmvIC0uRFwxGGYfqBQc6GqULVi/mFKUhtyFW1dFqhqGO6fYC0nXoRGNmkw2mo3KPDy1U6rHWosqSyOWMyjrnulNc6k/RLxMWO4KT+wWnDsDc1G36wbMM3duiWFsjv36N/MZ1P792jfTCOW9tAyAV8dLSLS0QIghRzQbB9AzxwUOoRoP6iVM0n3iS5PCRe04EOVOSffWXYPMaX1Xfx9feeBhbHUyBgjgRpFpwed37R0ehI1COZs2fz4FOCdI+Kht6VVprfTWnAuUuSnBJE1tr4GoNr7K8K2R3FbW5jEyHiHSIyEYoqwnqNZKZNtHMNOHsDMHMDE4KrNUYo7HWYp3jzI0W68OIY/MFH3qgJIkqWqQKCCo/0Pejl9lqTfcrL7L6i7/Byi/+BqMzFwGoHTlA+6nTHPqT/wGdp07TOn2KcLYDUnkrF+crZqVxjHPH6sjSW4PxlYzC+Gr/zb7FAAJLpCZq3WwLCAnhhcaklEghUMoDu1pkK29mCKUEGQISa/fScVMNg9yzZrIC0tyRZposMxhjKg9YB9QxrsnA1DHsZPKlcCSBJYkctUjQjOUeRedq4T0o3dWTuvst1vlEoZSVH2+1+lJ6UDoBp413QQ8Gf81PiwmQhY2h4+K679cmHxPbMYkdU5dj5oMxsbKYMMIFEUhZVaMt4G5zzChwCSIb47pbuI11zOo69sYK+voKeS/Fzi0SnnqAxjOPES4uIBZB+U9y85DR5iVunGH6I0x/SHp5BdPtU6xuMn7rbYrrq6goZvGzH2H60UN7E/BCMHfiEOrwDOgu+vwWPWrkIqAgoBQhuQg8rdhJjPNznFeklwiUUP6YEgInJU6LijNbVYNdDTF9HOkM0moCnRHolFAPCXVKzWSoCc3cGZ/okwon5c5cKGwYYJMWhWhvF2JvFwG7gajGOMHYJKTOe2HnLiLVIZn2tm6Z9mBbV1MtVrQad644/Y755Aoh/ie8yNQcsAL858C/Bv5n4DBwGfiDzrnN6v3/GfDTeC26v+Sc+6Xq9Q+xYyH0S8BfvBcLofs+ufcDPD3q7DK8fd3TfoSAg7Nwcp/3xQy/Uwj792M7nDEUF8+Sn3mV8sZlyuVr6NXrXsqxCjU9R7B0kHDpAOHBY0SHjxMs7P+erci+m7BVFXWcw7Vf/jXWXn6D6T/+ZylcQDmhBVfzvPQg9V5CCiphlZ3M+sSPUcqd5xIYDPqeDhcakqCia+KIAnn7JpS7hmB+bppm484g15Y5pr+B7q9j+hve/geQUR052MJdfAPyMQQh6uBJ1NFHUYdOIsKYs1d7jFLNhc0ZVip631St8nVswewUzE/5wdf7FfnaJpf/u3/Opb/7M+TLawDUjh6gdfoUrdMPMvOJp+h85hN0R5563B16JelJ+EGhoFOXdBqCTmMvqC20Y6NbsHFuhcHz3yB99jmK557HXLwIgKvVkR/4AMOHPszw4WcoTp4mSkKvsDplmAt7TPdf9dS0pWOouM3o688yfO63GL/+MlhLMLdA48lnqD30KLUHHyWcWyAvLSvdgtWtktL4Ktp8O6JZUzQS6ff/TZH9wt9Dzu4j/NjnubbpBefW+5aZpmamqZHCoaRgaTpgvu2VlXeLUA1SD2yvbTo2hgCOusqZi3rMxX1qqsA4wVDXGNomQ9NgWMZot3dgFMucfbUuU1GKlCCsJjQ50lmEM0gswhoyHXBpMMP5/gyrWYsoFBxdhAeW/DwarpNdukh+rQKwN65TLN9Ab22he1vYLNu7AYQgnF8g3ref2rFj1E+cpHbiFLVjx96X9ghnNG6wiR4OGA1zBv2c0TCnlV5jxq7xa/pTvGkfZKYFSzO+EpZWSa9Jz9i2Su2dRqqV/QimRJoSYYzvmR33UOP+9jwu+iQ2JRElQbOJ6HSQC0u4uQXc7Dw6iNHGbBevnYOtcYh1grDq6wsDxatXQrpDwfc9Knjy+PsAZJ0jXdlk8NY5hmcuMjpzgfHZC4zPXiK/cBlXakQY0PjYh5j6we+j8dlPovYtYqzFGOfn1mEtaKsojKKwgafZ2qqnsQqxTRn24LQWC2phZfGEoLQCawUWLybkE4dyB5zuUvadPC5ubau8a4TSEIucRBTEskAp6XswVYhQATIIaDcVM01P452uvG3fS9IgLx3LW55NsdrfK+IbBx7Y+u9+11+NMTDILGRDWm6LphgSi4xIapTwVGqnAqyKcOrWwZ4wJaqiEAtTIqyh3BqSXd8gvbpBdn2DYnOEsZJ4/wLR0hzBVJNo3xzhfBvVbiCSoKICS+JGk7jeAhH4vtW0IL2xzvjcFdJvvML4uRfIXnoFV9yGm6AUjU9/msbnfy/BoTmvEXKTV60TgmE8xzCcZSRbxBF06sU2/V5V87ttS2MF2gq0leRaYYuSufEl9ufnaTLwfsEVHdgD4cBvO6Uw0m9HcRcqv7GCzIVkNiazEbkNyWxEYQNwk2uKFyrLTMCwjBnrkNREpDYiNRGT8yWQPuFRT7yIZD32z6ebgvm2vz9PkiFCiNv65P6Ogdxvd9wHub+7wzn4jVd81Ra8AMyJfb6/r/bd11b5PR9m0CN77UWy118ke/NlXDryvbSzC4RLBwmWDhAuHfSPFw8gk2/Sd+W7NMo3XyD/wr/2dOCgwVb9IL3aAcbxDFnUJgunyMKpW4RUpC2IyyGhyQhM5uc2I9JjIj0i1kOicuD9KT/xowSHT21/dmL5EKp7G+Rs9QasrW9yYN8C9XqNcaZ543Kf/bM19s2+P/vNGYMZbqL7G5j+BjatVOBUgAoi6HdxV99GjPoQxqhDp1BHH0EeOMFIR6z3Ya0PG33LUmuD61s1hkWTUwd8Auz9BLTby+wc/Zfe5NLf/Wdc+5lfwGY587/nkxz983+MmU88hWo26I0d633LxsDSTysFaQnTDclUXdCq+b7BWuT3RaEdW6tDVn/rRbpfeo709TOUy6u41RXE1ubObzea8MRTlI8/Tf+hDzP15EniRFLomCOzJfuTLi2zjh31sJlverO5xix3Gb30NbIzb4BzhPsP0nrmEzSf/jjxsRMIIUhzw+ZAsznQDDOfiJpuBixOh3QawTseM+m/+JuMFh7hS/EPUWoPbJPQj4Rnmoql6YDpprrle5a3HC9fcgxSQ0NlzNUzZuIcYXPGpWRsYjIajHTCWFcUWByxLJmSQ+piRF2MiUOHDCS2GgSHwlHqkGu9GmvDiH4qME5Wk6LRjNk3DUvTwvdhT4HpbdH997/J5q//KqNXX95eRhGGREv7iJf2EXSmCTodwk6HoN0mnJ0j3n+AaGnp/QGzzpL1R6yv9Cl6XeJ0jXi8RkN3kbvogoWIGco23WCB89Gj6FrntmQ/iSUsRqjNZdzlt5FrVwl66zRnWzTmp6nNdGgszFLfv0CyME/YbCCCAGMtZWnJS+2r5aWhqB6Xt2uahO3+V0fV2ym8wvVaP+T587cqrgbS8cSREXOtcrtquofVXZToi5ex3S3cVg/b62O6W+i0xFiB0Q7tqvnqOvr6Mm5Y9eJLias1ECdOwPETcPAgcnEJuW8JgkmVrAKizg/qTfXcR6XMjQe91gk/uHf+/ZP+1UlMmDL3MhSPAs8miytQHFdJx7iaQmkJ9JCgGBAUPVTeI6QgwKCEJRCGQGhkXIfmHDRn/fymKrux3md8kHpK9SD1zIj3EpPe61rke+GXOmK7P3tCHx4Xd1p/RyIL6mrMlBoQ25SAAuUqjWspsUF4S//1BLBSHRsYX9Z2mcaOcsyNdUbfeJ30zNuYjXXCZkzZS9EuZuoTHyX57GeQpx/HRSFWlzhTgCkIXErCCCl8T2vmEvplk+5KTv/VC3DuLOLS28gbV1ArV1Fb6ztrEsWUJ05TnHqc8tTjmLl9uKSGS+q+17zehHu4DkhhmGtkzDczosDiEEgEAQbpDMppFBYpfV95gCWwmRf+csbrF+gSdE6gUyTGZ03vIjBjHaQ2phQJLoi9WnUQUOLB6VBHjMuIQRmRlkGVhPF2S3k56fPdiTBwTNUc2gqMhVpQ8sA+WbEEoBa57Z7pe01+LM7U7oPc+/G7J16+CL/9Fpw+DI8dhnbj271E9+N2oTfXGfzav2b0ld8EXSKnOiSPPEnyyAdIHnwcWb+/46x1DHPojR0bz36ZfjhLr3mYVFSVTeeoM6bm0u0pqaaVf/gPmdnX5tDv+fg9FVBFGBE984OI8L3x8q1zXLp0jSAMOLh/ESEE564PGIw1jx1ro74JVSanS/TWKuXmDcxgY3tUJIMIKSRsbWAvvYnQBUQJ6vBDBEcfoVw4zpVuyKVVuLqxo6IpBBydS1lsDVmYnWbfdPC+99c6Y+h+5UWWf+HXWfn5X2V8/gqylnDwJz/P0b/wU9QfeoC1nmV9YFnvW8rK3qddF9u043ZdIJwlX90gu7ZC7+IKV95apvvWFdyLLyDPvo4wxmfYjz1AeGCJZP8izcOLdI4sMv3UI6zMPcTXLiiGmRdjmqrltCLNI8Hb6N4a4AeDer1Lefkq2dkzFFcuAhAfeYDmMx+j+cwniA4c9mJ9Y01/bOgONWnhgUsjkcy0Qubb4TsqI1sLVzcc55cNR5d/lWvtx7GNDkJAPRIsdALm27dXWE6zkjOXhxTpiFgZSheQmpixiUltUlkZ+VDCMwnaasy06NJ2a0gl0UHNTxO6qAjYyhu8fn2K61se7Lbr3sd4bkpsV/SnGztCUeXGOr1nv0L3i/+e/teeB2tIjh1n5jM/QPP0Y8T7DxDOzt0qAPMew1mLG3Zxox4uG1OOhmSjMWY8QmQDpC3ohwt0w0VGQQfjFDkRuYspRIRRkVdNvQ3XPpB+feejlNobX2b8679M/9mv4LQmWlyk8/GP0Xj6w6hHn6BQoQeV1TFjncNYh9YWYzyVeHd4mq3055YQVSnH2yoZ471PJ8AwiXyPaV766fJ6xPWthKNzKQhw1luSKOkHwFR0XjvOyFa7pJsj8tRQBAm22cZGCS6IcGGIU7f2JL9/UfXPbq+zfzTRGZjYCYnbEFmE2NEl2K1PsMOUMShboo0hz30/u9GWAE2NMTXG/vrPmCYDL/4EDJiiR4eMGgURJREFESk1cnHvycZ65Htbk/BdkHC2jwFHLXIstqEVW2/1cxvM4Y8FszNpTTEe4MY9//9gp9QrdInUOaLMkWWOLFJUMUblYxgNEekISi/05iY9NVUaxwnpExVBhK63GHcOkjYWKKI2NowQUhIoR6JKYqW3e+4nq5TqkF7PMThzjfFXXoBvvIi8eBaR7uprmV9EHDyA3Lef4OA+wgOLhEcOEpx84K7uC7ICnWGocLUOJUFV9d7Z6g6Hs4aaGxIWI2Se0mJArN5FBsLZSkTKYCxs6QYr5Qxd3cQQIJRPMMnAK2SHSUBSUygl6I4Uy1sRw1QxzJRP4FQhcASBb0sKA0eoLFHgCJUjDHx/fC2y1CJLoPwxenGzzVSSM9fI7ry4VfXXJ5Yk1vmkkrFyz/xHn0rug9z78bsjNgbwr571tOQf/sD7LwxzP95duLL0O0HtVGP0+qoHt8/+JjhofPhTND75Q4QHjv6upRwb6xhmXn20P/bqsf2x7zHa3eNaFxmzMwkzTcFM0w+8b9e/lF2+xGt//I9y5P/w15j70R/7lqzDzVXcNNe8fqnPvpmE/XP31lO7O5xzlBvX0CuXMJNqbZEjehuIwRaMdqk6JnXU4YdRRx+h3zrK1W7ApTW40fXbb2INsdD29OPppuP8tS4ADx2ZeZ+2QLWI65uc/1v/iCv/8F9QrG4gwpC5z36Upc//IIu/7wdJa22ubxqWtyzG+kHtbEvQWr+C+/oLjF87s20VlF1fIb+xhttF1wcgDEk+8ATtjz/N/KeepvXMk3TN3qRQqeHlS7A59FZczzygmS6v8dzlGvs3vs7M1llcrilv3CA78yauLEApaicfofHUh2k+/THChX30Rh7Q9seacb6j6tqqK2ZaATOtewG2jqsblotrhiw3JKHd1m8JbMH8bJ3F6YBmshcUltqy0ctZ3Uzpjx2ZCUlNTOl2QMvEsicKDElg6TQEszVDLV0mG/fRMsYECWY3w0HGbIzrvHa9zmo/Qkl/fBxbEhxfgpnmDlhxxqAHfYrr1+k99yy9Z3+b8VtvAhAt7WPmMz/AzGd/kNrxB+71EHnHMKM+W1euobtriME6jWIdhyBTDTLZZCyb9NU0Q9lhEM1SBr7i6Zzzg/sKUU22sZKOUPpBZxQ44tDRqTmijcsUX3uW8fPPkb38IpQlan6B+OPfR/jR78MdPX7bKtttXwN2KpnVZpa+d1NJP3jWRjLOFaNckpWKwkiyUjLOpbcnutU15Z5CWoOUDhUqrx5cCRXJCljKisYZyB2/11BV/696BiVVv2joq1CrfYG13rZsquapte36rcq8N1dnx7nj7WXH+sBfv42F0OXUGfmKGxaBRWJRGCIKQoo988nj4BaZ25u2uZDYoI4Na+i4jU5m0Mk0qPDudjV325bC00N3W+dMfG+N1uhdYLTUGq01uiwxxuzyx73dwjovbqVzpM48VbjM/HNT4gSYpEVZn8bE/n4hsyFBNvRHVRgipMLJAC0UFomzzgM32N6RDrlNuZ3QY6W8u5K5KQ3lKEcPUkx/iOn1KVc30cvrlNf8NdhcW8asVWIRUUj80AmShx4gfuAwteMHqR3bT1hP/P51FuG8UrhzDo1EW7mtGI21SF2CLb1VkJSkYZs4sNSCksBpxE37XgChSVEVM8NoS1iOEMZXaIW1lFaS2phc1shIKERMqRJKF4BQKFXZ+0QRzCwxVVe06p4GfCcv8qvr8JU3vY1cFMBCx99D59v+vtJuVEmQdzHWvroBz52Dt95O+cnPRizOKka5P1+G6Y5oZXqTwLQXpXJV8sxV6tmO7z8d3xbk3u9IvB/fU6EN/PrL/kT89KP3Ae63M5xzDH/jF+n9rz/jm2ekREQxIoqxwwFIQeOjn6X1g58nmHlnD9fvpchKx1oPehWQ7VcX9d1jg0bsB1T7pmGqLkhe+w3i13+Tzn/0nyHid04EjN543X/PI4/+Tq3GnrDO0d3qkSQxtZrn+97YzJACFqbvnf/rnMP1NymvvkU57OKUgjxD9DaQWqPmDqBOfQiRNCBMyGXC2CWsZTWubUqund2hyE034ImjcGTBg9vdY5zr6yOywnB03zenJL078pV1zv/X/z2X/v4/x4xTFn/8s+z/g59j/kc+hWo1uLpueWHdMMpLpISFuiH4lV8k/a2vsPKl57l8w/fnqlaDcN8ScmER96GPwPQieWcBtbjIgQcXeeCxRToHd6qEb9+Af/3y7Xvz2nX4zEM5c2d/meE/+CI3zp3nUGWl1QMQkujAIdqf/Rz1xz5A/ZHHEXFCf2y40i/ZPDtEG69y2aopDs7FTNUVzZq6VXjmprDWsdIzXF4zZIVBSYdwkESSVi1gXy2l9lv/lMZTnybY9xjgz41rm44bm4be2JEbhdfijBF4ymUztsxMaWZbik5DUI8kQsQIIbBlwXj1CsPNLbaCBjae8RTYICYrE5Z7MWeXY3qpIlRwfDbn6frbzBfXYXWN4vU1+murrK+vo7ublFtbmEF/5+QUgsYjp9n/p/4M7Y98jNrxB94XgSNjLaO1DVaurDMajDEiIFVTZPJBsuYHKGWCk7epCjuLEoZmkFKPC+qhvq0wmssz3OoKbm0Zu7qCu36F7isv4pa9YYXYd4Doh36U4COfQJ54EOMkvUKR9/2g3NjKysX4aopzvm/UWuE3jRA7NaeqqnkzLbc3utUbt5F4MNVpOObqJSLLsEWG05prxgsE7ot6iCRG1GvbbJDtr3aWME9JQkdrpk69JqlHgiTyAG0igqTkRKH37vuqn8KzZ2Cl59ucPnLK9+hDVYU02tvi2B31PesMzlpGacnqpqY31ARC80CQUpdDYjdEunewcZAKgggRRNW8uf1cBBFSSW8NU3mXChUgkjoiTG5Zp6K03Ngcs9HL76I7OwnneyR3TVJYehUI9yq3tgLmO83S0uRIoxFWg/GVwbB6Lq32/3MlqqINC+FBnxcn2pmsDCmm5jFhzfd+CuGVyvPMl8DjGjquYdICW5T+cyrwFT3tMNphS4fVBlMYyHJENkKk4+25G2eY0Rg7zjBp7j+3volZ20B3e5itAXY8MWRXiCRB1LwKsqjVoJYgag2CD32I2qMPEzz2KMGpk7ggJCsE/VyR5Q4zsriBphaUNEJDPSxpxCW1QBPYgkgW1O2Y0BZIZeGW03mMRaB1gCbEViB9d5TUSdIN6sNVhAzZmDpB2uiggxplUMPKneRfFEha9YBWPaRVD2+riXCnyEvH9U346luOy2v+PP3M44InjkEY3Pkcss5xfsWLAE7aCGw1aQPa+rkXdXQcPRTzynXJi1d3jsdAOhoxdOqO+ZYDXCXiZne7cd1T3Ae59+N7Kp5/21ctfuSD93tvv51hs5TuP/u7pN94luSxDxEdOYEr8u1JNlo0Pvl7tq19fjdEof1N4/K69+qckPQaiR9E7Z+Bdk0wVYfWTeqSTpcM3/xNguMPI+J7o5qN3ngdWauRHD7yO7NCN8WgP0Rrw8L8LEIIssLQHRQsTicEd6EpO11iN25g169h165h1q5ipzq4mUU/gM814fwReOz7WS7aXN2A1Q2vkD7O9wqZ1CPP4Dgw46mmU3fYVMO0YLWbMjOV0Gl+cxcKqzVbz36DG//yl7n83/8v2LzgwB/+vTzw1/4srYd9ZW+QWl47WzJIHe264JGDAfNNy6t/4j/l8r/4ZeJ9C9Q+8gzxB55m/MjT9OaPbY/i48CLv5yaEZV12c5xUWr48pvw5jVY7MDHHvQVJmctrt9FX7+Aef5XSP/R11gfjxFJDfnYR1ifOs6pxw/RPHiAYH4RGUZo4+iNNMubmu5wB9hOtwJmWyGdZvCOoBY8ENgcWi6saNJcI8SkJU4xVVec3BfQrPnvsesb5OUQHda5smK4tKbZHPv+2Vhq6jKjGVoKE2BkwrGlkJP7FLLqRx4MS7J+SqZTRJniypSyzMiDBjbqUJiA6ysxl17bwA6WCdMtWnqLh+0GU4PLqJVLFDeukznHlWr5RRgSzs0Tzc2RHD1Gs9MhbHcI2h3CuTmaTzxJ2Jl+T8eKc45x4Y/dYWrp91L6A81IK3KR4MQsMAsNwBqscVghCZUlCQ1xUBBITSgtSlhf1SIiCARRIImDmEDGKGFwy1fJX3uV7NVXSF9/jWJtHRsm2CDGhgmu1Sb80A8RPPIk+f4HGKpGpV4akJ5TpOXtlH+r3s9d9i6qApHvxGUNFBxdcETlCDnq48ZjLI4ymMLWp6uSs4S4jswkrK+hraSZb9AZXCaZblFrTlNfnCVOAuqRVxRPIpDi3s9ht3vAbXxysTeG3siRj8YUowEtkfHYfMZ0lOEupox1gStz7/d6l+qoAvZVEw6EixC1JrK2H5k0kbUGQlU9pFJ6wCoVIvCCT99MOOcoCs3K5ojuIEPimKkpAmFwVoM1OGu2K4uuUgFy2x2Tkzq8f11gEdbutX8Ru3x8JB6Y34TUHN5i9W71520yswUnvQq2K0pMdxO9tokdjdGbPbK3LpKeuUh25hJ6Y+uet4WYniY4fpTo+DGCQ/uRC0fh5CyuM4NrtpASasoQKUPkCkJX+Ip+EGxTHxw+N68NlEagjU/aKWEIMAT9iwTSEEtNLEuCmvXyuDeH9pNBokWMUTE2mqqoy1XFGa+ArGyOLDOCYkxU9BFmr0CVsJpg3MUGCenBJ8nnTxKp4BYF5zAQtGohUXh3hXHnPHtso+/dRzYGznszD2BUYf5tcHscwt1jEue8GFq5Y9HUT7242Div3HaraqufIJAWpTyInUocncThWnvtoXafXlr7SWGpiZwpl5KUA4LeCqJ7HVVmYA1pcudx5H2Qez++Z+LqBrx0ER45BEd+dxUGv6OivHGVjf/f/xu9vkz79/0kzc/82PtS6fhODWO9fcEo96BrnHtAu9tap9Be6Mg6X6F9cD8cnPUUuHuxStDnXoE8JXz0mXtertEbr9F46OH3rSfwbuGcY3OrRxJH1Ksq7vJmihCwWFVxnbO4wRZ2aw3XXcVurWG7K7juqh9w1ZowPY89cgqkRLUXGc6e5tpWyNUNWL7kt6UUnia12Nmh1DVirwDaabwze8MYy6XlAVEoOTB/q6jNvUR2Y5XVf/sF1n7lS6z/+m+jewNEEHDgj/44J/7an6Fx8qj/Les4v2K4tGoIA3j8SMBC21PVXvipv8bKv/hlxF/6q2z+/j/uhdakV4x8pAXTDcF0g22RqZtjYwC/9hJ0R/BU8yJHL32J/DfeZLx6g3J91Y8OwNOPH36UqU//MK1nPsGby4K0Z2k9FDLKLaOeoTca0R8bHJXQVdNTkO8F2FrnyArHMLVc27QMUt/LZi2MC0WrFvDoYcVU3dPwV/pwfs36c2XQJj3658hvNPHA1rEUbxBSMjYJWjVZmouYaTquXM9Zv7bO1uUhzTClGWtUILDCV4SMUCBiiGIGqeLySyvEv/EvmbnwLI+7m2h/YUh48BC1kw8y+4O/h+TwEZKDhwgXFgjanW/6emWsY5BBv1/Q7eX0Ro6RDshc7PsC/VKgXEhdj2mYMYm2DEzCSE6R1DyAtMorSQtdYHpDhuMRrtAYvOhLTkQhSowIMCLEqBCrJkPeh2DqIfjYfwAfe4cF9qx9ktAx3RQsdnbOp1bN03MnquoTP1ZjHPkwJd3ok/dG6GFKOcrQWY5OCzSKMq5hak1so4WdmsaKmCxKIEpw0Qhx9TLq8hXq+YCa1DQbIVMLUzQPLRF89ABnvxJy+oNLfOjEvve8L/ISLq7B+RXH1tgvd0hJSwxpiQFt2act+iyKPoEwO6PivkCHMSJMKGWNcTBFz8aMTUhJhK3ospNJScW+uYCD8yFxHIAK9viX3i2cc1hjsNZXhF0FRMvSMM41Wa59FXlbYct5eqopEK4SWcIi8JBzbvLFnrCxJ//g4DbGRfhqK84DW1N6D2OrERUwFlLiSkO+PiC7vsH48jI2K6oKvlfkdc7hCo3NS2ye46RETTUQUYCIYmQtJpieovH0Y6ipJrrfZ+vLL7H1wlnSocHOLqA787jpWUxtDvXAA6iTkHze0IgscU0RhJIgAKkcKhDIQKFCgQokSkEYOhLl1ZX3hgZWq2l7lTFCYSf7yYAwu2WSnGclBM4fFw5wFRXZeosdKjVwh8A4fx0SxiBNQWALApsjrCV09p57mksRkwcNtIj37DxHiF06ydKjD1O/je+1XyfHOIf1AWyNYGvo6I0dpS+4b1v/5doD293snyjw2gPHFqBV9/7K7bqjsIKXLlqKEgrj0MZh7IQ6DGIXkG1FjvZd1LIDBUkoqcWS597QLHQkJw76MYoAAuEI+qvIlfOoG2eJsi5BOdqz7YbxHOvNB1iffoBu/QjlLTB/1+/d4za/H/fjOzryEn7zFX9T/uiD3+6l+d0ZNh0zfuHL9H7unyDihPm/8H8hPnl7f9bv9LDVjWKYTSaf8RzlfoBnd90sbmfBsy0cInZocg8swuE5safX716jfO05xNQM6uC99fzZPGd87m2WfuKPvKvfeS/hrKW3toLWhpn+dYq3v0w2GrNx4nPMrLxK+ZUvU9rKh3F3dBZw80u4g8crqRQfWTjNW/Zhzl6ZIvc2rsw2vUftwVlP3/5mrL+urg0pteXkoc49VSa319M5Nr/0PBf/2/+RlX/9azhjSA4use8P/DDzP/QJ5j7zUcLp9vb7N4eWN65qxrlj/7Tk1P4ApeDauuH1P/t/pPyFX6T4s3+Fzp/4ExzrCN8n3OCWZeqncHHFV5vSykIkHZfo1WX2XfkSH7z2BdyNS3SFIFxaQrVbRIf2E8wtEB04QuMDH8c0Z0hzw/WepTcqSJTja2fz7d+oRZJ9sxHTzYBW7VYl492Rl5atkWFrZBllhjTf2XvOQV5KanHI0SVFaQQ3uo7nzrk9NFWJJZIliRkzN76G7sxjVYQmIqjPsNBRzLUc2WDA8vJ1BpsjFiMwnbCy1Uh8tciBsw5XWGxWYEcj7IW3sT/3M+zvdQlnZ5n5w3+E5unHCDpVNbbdQTYa70vizTnHKPe+nCvrBf1BTq4VuUwqtdIQ4SQN02NKrzNrRlhtybViZGI2TZvrso0MZ6nFDislgxTs+OZlS4ApUCCDDDXuEaQ9wnyTpBwRoL2KqrS+TzQKiZcWCZeWoNHCWIdzFu+FabEVKAqVY7YdsX+2xlRdIqXc9hztjhzdgWFjPSPNDAUBNry5YhoBc1Cb81WsuV3/yjNEdxPZ30J1LxHnb1CTmql2TOfANJ0Th0g+/tgd98PKlj+qpne1mU+qsIX29/yJb3deAlW/rRCOonSMxzm9rTEuH9MQKUfEiEfViKYaEomdg7F0AQMxxTUOMaTFkBYZNXIiAmMJrd7uAZydgrmWYLblvPBV1X/qnMVZi9EF2WjEqFdidFkB1sn/79CrOgGtd4k7pSn9JyVGSCwhUgbEceCZM8Zh+kOktagyR4z7iOEWtt9F9/vofh+bplhtMaMMM0oxpcNa5ZWjNZ7WW3jgXWxsUqyuo5IYWY+JDh8gnO0QtBLCqRrBVJ2gnkAYototgukWQbO2Y0FV9ag657BuhOllBFKy9MlH2ffJR1AYAuFVoG+/BfZuBa9uLXDYCvtXYNP4JLOofF4VpioZ71CthXMewDtDZL0qsXDmnkCoRZIGLUaqzVjOYFAENicROYnLCF2OURFF0GGsYrRKsOJW1S4nFFYEPlkiA6wIKIMGZdDYQzneHYWGtQE0X4eDM4ZRBltDS6G9bWCh/eTcDsgUQBw5gsl4pGKENyv2WBQ4lPLnjXM+OTm5ok+S87sjEDDRz5q0JHgLQcEoFxQa5qcEUVAJWAmquSNyBUpniCKjd31Mc23ITFGQrec+iZ/3mB2dJXQFmaxzuf4oKzOfxCUNiBJKVWNkEt/PX0A+AL119/11H+Tej++J+MYFL0P/+z9QqS7ej29J2NGQ9JWvkX7jWbK3XgatiY4/yOxP/2VU+/0V83m/w9gdIDvIYFQB2QmY3S32pCQ0K4+2KNgBr1JCIAX1ysOtHvn5uwFP7xS2v4m58jbRR36I9V7BlbXxO37GnXsDjGG5fZiVs5uA8zf7bzZ2o5ldLySqxDnBufAILB3DVf15C1FB8OBTntamFKLRwoYRxWgI+QCLoGfbrBTTLBfTrOsOuYtoJHB0AQ7OwIFZv03fj+gOMrqDnKWZOo3k3tRWi/VNbvyrX+HSf/vPGLx2hnC6zbH/5I9z8I/9fpqPnrxlkJ4WjjPXNas9Sy3y1dtcS75+wbG8aXH/xf+Z8N/+PFN/+T/myb/+v6VVu/VY6adwfhkunduEN77K7NXnaYxW6BQDgmyAKtPt96rjJxCf/8Nw/BFMaw4dNTFBDYOkNI5s1eJWhtvvtw7iULFvOqCRKBo1tYeGdnNo4+iNjQe2Q0Na+H0eKHBOsTmSDDNJMxE8egiaieHSmuPFC57NUFMFDZUyn6TUVU5dZUgsW2WTaPUiR1d/mxun/jwH9rWIAhgN+myurrO2WWBVQK0ugRraWoIiQ65dR58/R/bSi6SvvbLHPxt8lbbzsU8y+yOfY+pDT3/TNNDd4cqcUW/IxRXD6ihkYOuY7QFpRKRLlB4T6hGlFuQ2ILMRK0xR2JnqtNm1rSeiUKWB4YBk9TwLl1+jvnyGZv8Kc/umqB86QLL/AMmBA8QH9hPNzaHqU4hkwauOWrdj1VPoyrLHkJca50rAW0kJ8D6zoSQKFGEYMt1KiMIAYx3LW47lnqE7tBS6WsbxGHfxPKytwNoacjQgDiBuxsTNGnG7QdRpodptwk6LaLpNNNMmrMVYmhjbwtgj6Kp9dXLV0MA64Db29ulpswNgl6vq8gsX4OsX/XuMgYiMlhgSCS/OFIuCmIJEZCiRkYicaZH7vmQhcLFvENYyxgY1imAfaVDDqASrfGVdOE3TlrRciXDrvnp5p+vlAHqDOx8jQkqUCkFOepl91WvbavgWQOt2BM4mx8a2nZIkCELCUG334woHZjDEdv2CuK0+5sYy+cULZFevk15dJb2xTrHeu2nBBEGzhmrVUUmETKLteTjVIOg0CTtNwukW4cyUf9xuErQbqPju10rnoCTACelp9AKcE2ht0UZQWkVho8ovVaGEoy36TLlNlLAYGVHKGOMcgdWoqgLqLW88KN1WBXbGbycZVImkvdcuK4SX9hIKJyoq+E1+s14IM4Ag9AJdQeD9YKWvwFPNnVTbj5FelZmkSSgkHaCDT7h60aV3lzDNyx2/48m88E5FZJkly6mUx/du5yK3DLXlBpY4dNTi996aNyEGlEZsX5ukEF6YTQkvzCZ8MkFbyEtR+TMLjIPAZEyl16mVPaROmdYZkU2JbEZoUgKTEpqUsLIt3H3st4HDsM02MCKgCOosdx5luX2azcbRbdZLHIAScO6yZzY9ddKP80vjt93wzuLM90Hu/fjeiAurvg9vof3O770f9xY2SzGba+jNNT/vrmMHfeyw743Kh31MdwOsQc3M0/zkD1P7wEeIjpz4jlNIzkrH1shTO7sj/3iU7c2fB9JnN9sND6yasaBZiaLciTL6rYjy9ecBUA99iOvrKUmkaNfvPugY3TjPAJh/8nFUJyFP+5gyv+tnvtkIg5DmVB1RiePUY0Xt6Cex2RCbDsmHA2xvBekMW7rJ2fxhNuV+ms2QZgsO1+DRmle1bdfff9G4ojRcWR1STwIWZ+6s9JzdWGXzS19j80vPs/Gl5xm+dhaAqSce5vF/8P9g/0/8KKq+03zlnCPXMM4cVzYsaz0/OK7FkqKUfPENgdvaIH7la9R+8xcpf+1XmftLfw75p/88X34TusNdNDJtqK2fo33168xdfpaH172Cr5xdID58FDv9EEV7kXJqlrI1Tzm1QBnsXZfQCALENi2s0wiox54e5pzgq2c1x5YC9s/cPhuojWOYWXojD2wHqa+sSAHtumK2pVjpSV6/IsFpDrVT5jqawgjeuuptfCSW2WiLhWiTUGjGJmFkYlayNiOziCbi2ILkUHkZtyqZaVmuX76Ms8W2HK4ZjNFXLuPefov8heexK8vbyxgtLlJ74CTtP/qTRHPzBFXPbNDpEC0soO7ResxZA/kYl41xRQYT+mE116Mh/V7GIBcMXZ1usMhWvOQrLdYgipS8yBmUNTKtcDSBHQq82P7jox7DUsdxtJ1Ru/Em6Rd/neG//xVcf4ug3ab9zDO0PvAE9cd+EnHwMKV1lNqitaVnLFobzMBhe0Osuz3SikNFFCoatTpxpKrnAWFwa3/eKHecv2a4umkpNcjBFvarz2JfeB517i0WTx+l/fGnkaePYw9/mLw+zbBqyehWycB8UhTNgBvV9J7DEQpNEpQorTnWLthXS2mIlJpIiUVGKIynxlY0UyeVHwwLL05WtUC+Q+Qok6MmOFYIVBCiwgAV1JAqQCrl51J5VWFrMHrH5mbyueoBANo6Sq3JjIFt+xfh+2+lIggCVNWDivDewL4SJjHLa2Rnz5OeuYDt9nBphhln3tNUGK98bjVIQdiuo2o3ifkpQeP0ETqfOE3QaSGnmsh6HRUrrzgdqtvaR+0O6wTaKUqn0FaSWy84ZkZUYNOTs4MQgiT0wlBhVG1/gTCaaLRBPFwjTPu3rYzebQm0iikrAaU0mqKsrL7KbVGlwHvAv8PNYaoRMdNKaDeiuyoqv9uYsBxGlR7EKNutCeFHE9ZBVjjy0lKUDm3ddiLHVDRfY3cpek+UgiXEgSMKHXHgaN7hFtVp+mRQpiVpGmCd3ClSb7+rgpN3IQjsfu8dVpbA5oQmJbIpTZHRIaWh+9RH16kNrhOlm3s+YhHYoIYJfNW1COr0olmGJmFka+QiIZc1bFhj7BK28pAf/b4WUa1GSUBhQKcQplBPHePcL+U4h8srfklVAM+fcZRG3uK/e7u4D3Lvx3d9dIe+9+D04W/3knz3h15fZfy1LzJ+7kvotZtGK0GAaraRzSlkc4pwfgn1oQVqjz9NeOj4txwETm446SQbOqGvFW7ncTXfbUvRiD0F7vAsNGs7QDYOvn1A9k7hnKV8/XnU4ZNs2jrajDm+r07rHUDu+StnCRcWOXzqEEVRcqmfM9Vq0GreOvh3AEWGy4a48QiXDvdOo76nmsV15OIh1MJhxPS8F1CpPi9MQWRybLaOGQ4xqQe2o129kJkNuVYssiIOMbvQ4cl9nrr9rQjnHJdWBuDgyNIUQgj0cER2bYXhm+fpvfga/Rdfp/eN18mv+54t1awz87EPcuCP/Bhzn/ko7Q959d/1AVx823r6cOn7kwLpiJS3xCkKR3rhGsGbrxC89iKNbzyPO38OgCKu0f8P/yJXPvvn4RxMJwX7B2eoX3uV+PIrRFdfRxap75s7/Qzyc3+Zcv9xxmGLdZJd/ZyORFlaSUCjHlGPJfVYEYfirsfwlXW/PybVY2N9L+0gtQwzwzCzZMXO8KdVkxyaC+k0FEpJXrukuXRtSCPKOT4TMTQ1+rZJP/VCNbEsmQn7RKpEBRGD8BBJHFKLJdOhZ0HEoT8HBY71rZDxE5/Dbm7g8hx95k2Krz1H+dqriCwl3n+AeP8BWt/3aeJ9+0mOHKV+4iTB1L0pYtuypHfxAsVoBLqAsvBgQece1JY5FkmmGqRqipGaIlUtMjlFqfzA2huX+u8zBtIc0gzyQiFFA1uVY1UxItm8TP3Gm8RbN0jKAYkeE+oxQT4kSrew/S301hYDYxgAqtVi7vs/TfP7vh/z4GkybekWhg3nYNWDWCEgUIowkMRRgFLekkeKig4oBVGgiCJFFOylmntw5gfY/RTGud22Jhtmjqz0pRzx2ivYv/d3sG++jvzUZ+HTv4fRn/s/8YaMdgbxVY5BCt+rFwfQqfuBuZS+f7TUFmOqHk7hB71CCJJQEIeCQBqUl+Cp6KmagBIlNAEFyunb45dqFO+okeMBrpAehIZRSBh6MLoXPFbAS/iPX1g2XFz2lNTdBXWHRApX2QFZQmWJA0sUaOJgTBTYW9SqS+29OvcuojcFUoHCWsXWSsrG5SGj5R56s4fsd1H9LrWgpF5z1BuKWiukVoNQp6hQIZOQ5nxMcOKgr6xO1ZHB7ZNR3ibKr4jbBbZt1R/qraQczjpKYymLEqp9s73tXVFRd63n+TrHnXTwrQxIpxbIppawYQJGo/IRIh/jrMEZL65UCEUZzqFEC2VyhLk15WCRdOUc63KBka0xNjFDU8NaBQV+eo+RFdJXJnFYV3hhrYpSK8WOpZS2Yrv1iEpXelJLV4ptGyo1UeZWrjoO9u73iSVXFFbzwBFW+lXJXSqs2y3W28/FtgfsqJCUpRcWvDnyAtLMVYYVllpdYK0j+eIvEz/7Gwye/gFsXKP9T/8mxUMfYPOn/+oOv7gK6QwN06dpNpnSG7R0l5bpUrMjIpcR2ZyQ4jasg2oZbMjA1hjaJUY2YWP/U4xmjtN5/VeJuxtIq7ECjCgpAS00yBRfKfbE8ymgaeGV/xkaNZ8vmUQsHU0FgXSIMqO33KPWeoBL+z/FeByxuPkqrfF1WukyzfENWuMb/KU7bOf7Prn347s+XjwPXz0LP/kpD1bux7sLMxqQvfw8o+e+QPH2GwDEJx8lfugJgtl51Mw8wcw8stX+lldo96iRZjBI3a4+2b2U4kmEytOHJmIpflDtRXw6DYjuIn//nRb68hnSn/v7RD/8k7wVHiUOFQ8eeucB/it/9A9SP/UgD/xf/wbLK+sMRyMONRVq1MMNt3DDLexwCzfwj9E3jSqiBNHsIJsdRGcedeQh5Nx+sBYz2MSkA2w6ohwPIR/ueNUCqY3Z0k16pkHfNClUk7jZZHY64tAc3zJgq0djxucuMzp3ma4IKR49Tfk//iyjf/VvyK+vovs7FF6kpPnwA7SfeJipJx9h5uNPMfXBR5DV4CArHRfX4MKKF0yKlSYebWJXVmBtFbe6ilu+gX39DdxrryCGvpHJ1urkjzxF+fgzJB9+hpnHH2C+f5bGtVcQF14lP/cmrvS2GOKJj+EefYZi8QhZbQYtvZiGdIaazGnEgmY9oTHVoB6rd12h0Mbx5Tdz4gAW2sID29RuD2NCJapqn8RaidEap3OEzQnJiEVOIWJW8xmGpo7AUQ9yQlmSRF4YptOMaDdiWo3ojpR9YwzXb2xQpH2EFNjLFxj93L9Ev/EGjUcepf30M0w99TT1Uw/ek2haXrptdc9h5THd7ZdsbhX0ihiD2h6sTqxkJv6mQbBX2RMqMZoJfbZS93SmRI36hIM17OY6YX+VsLdKs9yi3r+OunoWejtVDRGGqEYD1aij6g1Uo0HY6RB02tW8Q3DwMPah0/QyDw6lENSSkCRSJFFAXE1K7iQu8tLRHcEwdQxzXzHKSg9k7bZdh7ubADBQWXoUGvdbX0D+zf8ChkPyP/TTFH/oj6OaDRJlqAUFNVkQyBLpPCgKpSGQO72TEm9f9N6LZQ5pLcKWleWM76OUDn6r9yhIxe95sE/QmkXUmu+YhNRak47HjNOUPMu2fVvvNcpUk633ydZ65Ot9yo0e5foWuj/GjDNE7n1dA5OjAoGKAmSokFFAFAuiWBLWQuJ2jXhxmrDdqGjBsZ/XoluO6XKUYbTDObFzUEqJdd60xzhv2aR0TqRH1MyA0ObvWMNyCC+qhMJMej8n/Z8qwgUhNogxMsTKECv9/73asz/mvJiUTxRE0icgRpmk1b1A3s94lcdu/lHKwmJvJ1Sxa7lWxSJG3DlR63a9d1KVnDy+9X0enIaBIAggiRz12FGLLfXIkcTursenq5S2mbQgvctjedInbqwHqJNeYd8vLCg1lTKzFz0UWUqQ9QmKEapMUeWYQKeoMkXmI2SREmpP9VX2LpwEsZOUl+MhctTH1hqYZhtlS6JRl7jskzRCVKuJrCVeET2g6sHdWVFrvRWTqRSkrb3D3OEV33e1TY/bhzjz4f8dB9/4BQ6++b/6arsMcMYgrEbZEmXLOwLmd4qVziN8/cGfZtjYz2J+kafFS0w3DSqKUXFEGdRZt9Oc+ujp2/rk3ge59+O7Pv7Vs/5C8wc++u1eku+OcNZSXjlP9vo3yF5/keLS256asrCP+jOfov70J78tvrWFvpVSfDOQlYLtymsrgUbi+2GTcAfQvp/9sO8lul/6Ar3f/vL78l3m2jnscAtz7AlGmWGqHhLeyevOWVye4rIx3WefY/EzH6X9gUdZfujTNK69Tufcczvv3Q1iWx1Es4NoTvvnzTYirvlKgC6w6QDT36Tsb2DH/e2b1dgm22B26JrooAlxk3o9rHwvffvA+9VPe7soewN6L7zK1vMvMzpzkez6SjWtorc80AwfPsX8P//7FF9+Dv0P/xnJwSWS/YskBxaI9y/SOHGUqcdO7aEga+PYGMJa37Hac2xdXCZ882WCt17BvfYK7vXXYDTau/mlwhx/EPHoYyRPPM7UU48z89gDzE0rWm5I79/9HFu/9K+x4xE2aSCe+hTu4acpFo4wDhrb1KvQZjRkTqummJqq02y3kO9RIdtaRz+1bA0NK1vaC7JUNLk4lOSlYrUnyLKSqTCjHad0opSpKENJD5YGps5KNs2WbmFRSAyNqGA6SakngnYjpt2MaCRhZR1V2VD0YWNgyPKSukpphyPqUbFTVNhcY/iP/gf0W2+y/0/9GeY///tRtdtz9ErtuLjqFaV3A9pB5qmAk/54L/LmqAcFsbKIIMDK4BZwZKyvkmjt514t2FfHovVLtM89y/S5Z4k3LhH01hHmNh6nShG220QLCzROnqR+6iSNk6eon3gANdWm1IZCG8rSUGiLNgatvdej71X0I8VWPaLTqtGqx5TGr9/WyDFIHaPCkRVQmh3guheQO1yp/TRB5GWJKEtcUfgpy3BZDhvriPNnEW++hjx/BrG5jgtD3E/8MZo//R8yMw3NYEwkCuRNyrS+8hkglCJQVRVVVpVSa3FZijQaV+aYIsdmma+U5zmuLHDaYnXluSp8i74IQ0hquKDmrY1UglEx2gaUueOLLzqWkiHHO8M964tz/jvHY8x47K2I0gykQyZewVfUa5Vdj/c2cghubDrq5DTSHnqzi9nsotf93D/exA52fktGIUGnSTTdJDm6RP34QWpHl6gdnCdZmr7rOWnyAkqNs7t5qQqnpAcMBqx2GGNRtqTmxiTcpbEQKFSNImxSRk3yqEkZ1HEyqHpPvXcuygNWPVF+vo2mlXVQGEUYKGabkpm6xeqMMk/R+dgv82QbKIVSQVUxj6gJh/vCz0KUEH72JyGu76lIuirB4h97YFdM2A+FZ17l5Y5oo2UC/iDXlWpvdaBPjkEhdmj/vs3abb8mpa+k3lzs9ss0qerLqnddVKwGUbETXKUK7L8Tt9MTHQeCOPT9qKL6caFz1LiPzPrIbIgYDxBpH1nke84XYS2iTBHFGFWMUTpFlikqHyHzEeImpfebwwYxNvDngrm5l7janUIIlBRVdbkSNJswFwAVSKJYEgU7y5WrOuNwmnE0wyiaZhxOM4pmGIfT5EHzm+oP0hpWuzctp4M4dLQbhlpkiZVBSVtRtCc9v56JsrwByxuVnRMFgS09q8NppDMetEtLqR0D12AkmoxdnYwY7QKcc/z1n4rvg9z78b0Xowz+6RfgmZPwwePf7qX5zg3nHOXVi4yf+wLjF76MHfRACMLDD1B75AMkpz/4LaMcF9pXXvpj6FXUuX7q+7smUYs8SJpKdijFrW9xb2zx9S9QvvXiu/7cuZ/9JfQoRcV3lrW/57AGwhgdJAgcQaWOutdKwvmBid1RN5FBwKHPf4bxBz/DuDnPgXyVsNneBrFECa7MsHmKKzJcmWOLjCLLsXkGOkOafBvQWidY121WyllWyhnysM18J2CpA0vT3m7kdzq3YPKCwUtvsvX8y3564RVGb57f/n9yYJFk/yJxNU8OLFI7fpit00/gwoCHjs7e1a93nDuubMC1TcfG0KGEI1IO9Y//Hvbv/Tf+TSpAP/Ag+ckn0IeO0zy8yOyxRZZOLbL/5By12t5BiRkN6f7Sz9H9lV8knz+C+9iPUB56kDxsMKlA1FxKzfSouzGdTpP6wn5Ucm89pbvDOscoswwzX6EdZpZxZrf9mI2DUEkQEZdWIWHIUqPPvvqAQJrqOyT9ssZG2WKgGxQuwiEBR6wMs42SWiTRRpGVAWnh+6XS3BGQkwQ5cVDQjEraSUEU2O3zVTiDMiUmzRj9m18i/7VforZvngOf/0HaP/Hnb9kXqz3HtU2vJpoVk+rDpJazy9vzNjYtwhm0EWgrqUUeyHaHMEp9VSWJfUIstmOaN96gdvV1ahdeIj77dUh98qJ+6iT14w+gZucwU9MUrQ55o019fpbjpw4RtpoY53u9x5lmmBqyQqON9ufornDOUzSNlZRGkpWSVEeMyhAQKFn5SAqL3O1F2e/jNjcQW13Y3ICNNdz167hzZxGXL8HKMtyGDnrL9ggDgoVZolPHiI8fJjx8gOjwElMfOEUQWgQOm+UMnn2V/NJ1iquruOGI5qEZwmZIEAbIJMDkGjNOKbsD8pUtxldWSS+tYIt3XobfqRBKImsx8XyHeGlme4pm2rdclGQUELbqqGZC0KyjajEo6RlKQvieVSm8yNPNrCXnwGhvr6NLz16prsWiQnTCSxL78w2JJrylb9BUlVWDqipjgsL446LUwlc4m03UwhzU6jihKHNNOSopXUBZCsrcoAvrgbK2/nATArfvIMRVVnF9FfnW65BX4FkKVKSoy5Tm1mUaB2epP3qccMYzg8reiPHFVUarQ8Z5iG50EDPTyHbb9/cmMUJNKOC/cxd7U4HdCUid7JcJzXybbl7Nd1dOrROY0qKLKuFjDM5Yz5YpNc6YbQq3M3bnvmksNksRwz5R3mfOLTPPsu8DVwWxKAmUP9ZEoPxcTcTAbl6DyfHzrRmnWEvFwd75vULVGdT3kbX2s2zn6IZLuC/+e8R4BOMx6KKyi3LeDzlQiDj2F9ndISWiM4WZXqScnsPUm+i4Rm5CssIzDZxz3jLJ+WNfOn89wXq1eCdUlfTYqchb58XBikqYr+Tu7Vc+Ktq5qPI5AkKpiVxBVAz5i3/y0H2Qez++9+K1y/ClN+APffxbR4P8bgrT6zJ+/kuMnvsC+sYVUIrk0aeoPfkMyUNPolr31tv2XsI5Xw1b3nIMUp+QGOZ7fdmk8D6MUzXoNHYoxUn47a3Glm+/TPZv/jFy4SCi3rrnz5ks58zf+xnmP/YUc888fg+fqNLd1ngRHFNZ7VRzZw39wx/gxqGPcvC1n6fVvbjz0TBGRAlEMbI5jZhdQs7sQ84uIZodtNZcvHyd9lSTuak6ZtzDjvqYcR877uNuoiiXTjG2Can14kHjal6qOqI+zUw7YH4K5qfeu5rjvYazltGZC2w9/8o2qO2/5Km9APHSPJ1nHqf9ocfoPP04nadO77HvmcTV1QHrvYwHDrRp1W9NOqSF48qG48q6oz/2vYW1aJIdB/ONb6D/9J+g/NhnSf/gf8TMBx9h31LMUgfmpnzl8OYwwwHD116i//bb9Fa75EdOU578AC6IEM5StwPqdkBDZtRVSRiGBNNLhNOL26Jd97ydnBeJWt3SrPW1p90xEVGTNBKFQHJxzfgqbj5kJh6yUBt6L1sn6dpZVrMWgyLCIrcrF+Do1A21QHCjK7mwLLb7M6WwzDVyltop882cdpwj5UT9xKGsRroS5SzKGOyVq2Svv0H6+uuk588hlGLfn/iP6LRGML2f0RM/5gFt318jdrM3jIVIWqbkmGaxRlD0Ec6hZcRAtElNSGEVuQ3JbMzYhkjp10NrD5C18TS9o4uOk4OXkF/6RbI3XiW7eHG73zM5eJCpp5+m9uQHCU4/QZE06Y8LymqjKln5gSK8HU/Vd7p7OXMdkOmAXCsKozDW00URkjisesyw6Jv7LAZ9uHYF99abuLfPwrkziNUVXGcaGyW4MILQi/wEzTrNxQ6d/TO097Wh3SaXIZkVpFYgkpikHRLWQsJIEISCQLnbFmqKfkr/y99g61/+O8avXyA6fYraVEKUgBIOmxWeuruySbHe36WqDqozRXRoifDAEmp2eptOKqVEKomoxchWwwOkqSaiWYeixKa5t65JM1xRetGnSKGigCBWRPUYHdbomhYL05p6XaCUn6TEAx4pdgb1t1sxV5VLb9rMAreTIJxY2mz/U+CQnqKL76+1IsDIivLrvA+q9mN5XxFEYlxFA0aRyjqpbJAXYHtDwmxIpAxRTRG164Ttuu8XniRBBIgo2tszaQw6M6QuIRV1skIQb66iihSpBCoQBKFDKYGo+PceeCmk8PRxAQglEBICaQiFp5vvtucpXUDuYj/ZuAIalYCW8X3HpfF9q1r7vk/lSqzwqsM7W11sV26BbcEjJ6j+eAy2pyd29+5jAnxAG+Fpv6ayB5vkcRG7aME7Fn63qJUD0mli68WSYpdtP66ZIYkZkdixVwB2GZHLiSrbn8hmtzAYdod1oAnQLkQTetMuF/g8W+WdKyeJDwvOOHbci25P1nUITx+XvvIe2sJ7794liqhJf/Yo3YWTjNr7MSKgHjlaNUl70ttq/b3s8rrj8rpi2m0RuAKtIkoZop3CbIth+X1calHRqh1ojdUGbTxjy9zRxOr2IbHeNxdbtTVMfHQrJkf1mtqupPtjwwmJlRE6TBBVj72QEDhNPdukka3TSNepb10j6K1BXuCUwqmIT/yNv3gf5N6P7734xa956tof/sT7r8b63RrOOfIzrzH6rV8hffl5sIbo6ElPRf7gx5CN37lsgLGOtT5c3XRc3/SiTwJPWZ3QjBuVanG77i155HfYjrPdNUb//G8hp+ep/wd/ARHcShm6U/See5a3/+pf4eT/528z9cGn9vzP6QK7dg27egWzchnXXcGlo1v9YydR2RWce/R/gxRwKlhFdhaQUzOebnwHQGTLAjPcZG1rzMhIFkYXkaXP5jsEhWrSs1OsFVMspw1/E5MJS7MBB2Zgqu4r5hMa+Pu5e2xZkl68xujcJUZvXya7egObFzhtcNr4/1+5Qe9rr2z3zAatBu2nTtN5+nHaTz9O5+nHSQ4svmM1oT/KOX+9z3ynxoF5f8w753sar2xYVrcs2jiU3AsABJAWkq31lPaf/QOEwvDUb/8C8/uat1BF81wzXFlnuN5lPErJCkdZm8J2FvxoDgh0ypQY0q4LpmfaRK0puA2F9m4x6RP1lgke2A7Ght5YYyaAyQmv+GtKFCUK7fsoleWG2cds0GUxXCc1EZt5k7VimszFvvfO+e3QSiyzTUG7rljbgpcvwubQ97k9frhkvplRU2MwGRMEEQjnlWrLMYEpUUrhxjnjl99g8NxzjN/yCtEijqk9fJri+JP0Hv5+uq2jbG30od7y1wHp17PUoDC0GXDUnmNp8BqR9T4TQ5qcFw9wSR6nqxa2gQ84dOkH5+Ndiqf12HtBnpzLmfnGL7L6L/4X0vMXUM0m9cceJzr1IMGJh+DYCcpai6wo92xz6wRK+G0DkJUVeHUSIbwYVxQokjigEUsik3Hj53+NfJxhZIgJImyUYKZnMcdOeTCzvob46m/hfuuL2LNnYeUGQkmig/uxc4sUU7OYziyi3qCeCJJKsCsSBgY9XJGjUZRCUlKpC2cZjaUp2h88SePRY4hA4bSmuL5GcWWZ/NINimsrlCvr6G4fvdXHdPuY/l7KPeArfrUYVa8hGw3C+RmCfYuoffOo/QuEB5aIjx9C3SaptH0OSYmSEqUUKgj8XIAc9xFZH5GPQOe3VLzvGNZUlVKz87jyn53YywhrEFWlFVsJTAnpe06Vn7RKyJIOedSmiJoUQR3HndV6bx4e7/SA7nrutjkFHujvqlhN/r/tFypAYnz1zBn/2FlPwXUO8L66HhR4ICAmYAHzrq/FzkFuAlITkumQsQ4ZFyFbWUJuApTTxHZMaFOicuR7fvWAmhtRZ0TNjf3EGCUsb5/4Q2w1jlBqKMod2yddXZuK0j+ebKVWzd/zA+UTb0pBIAyRGaN05ntRdYoyxbYglL8uOqQp/f90hpy8r/TPVfVc6mIvxnXbW/3O20T6pJOz4LTGaMN49hhFcxatYmxYw0R1bFRHBwk2iNFBzdsL7RF1e3f74uYwtvK1LQWF9v6yWottOy1jxC2aI85BrgVZIfzntkU13/tNWuCqBIQHnWLS6yt8yVRWCaZACpKgpBaUOOel46wTaBRUydGdvNO9Lo+rzgsPyqVwVV+0q1Snd3gQ1lUJkKr32VhRJTt8UuovfE7cFuTeV1e+H9+1kZdwfRMeO3If4Dpr0avXyV7/BqMv/yp69Qay3qT56R+h8bEfIFzc/03/RqHdjq/bZCoco9x7FI9zr3QM/oa2NA0HpgX7pr97xJ6cLkn/7T8GIah97qfeFcAFGL36MghB0gwoX//qjsjToIvbXNke1InOPHLpGKLeRCSN7YlavXpcRwQRG/2cYnnE8X1NwtahW5d30jc76qH7G+jBJi4doGXIaOoBomLEcj7LjazNWjnFlm5hULRqnmJ8aAEOzfmq5DfLrnLOoftDys0tys0e2fUVRm9fZnzeiz+Nz10ivXQdt8vXVMaR76MLA0QQIMKAeH6G/X/kx+g8/Titpx9nfWqWUvuKyxawpYFL3TssxU6U2qBUALLO61cdm0NLd+QHjGFV2VJSYJ1klEr6qaDUnkp1YAaO/c//d3o3rvDMr/9TZvc3Mdaxtdxl48Y6Q63Iax3vs0gD6g1QKcFwg6TskWx1qTUjmq06zX2zhO1jXu31XcYog9cuO65takJlSCJLHOyA8rxwhDZjLurSjvb29GmnyHXAdb0EzrGW1rmRPkAUSlIdoJEkoePQrOHkkiIOJRdXFa9ecrx9HYQwPLSU8X0nU2KZYipabOAkoSiRaZ/AFr5qiqK8vkp2/hK9575KVqlJxycfJv5Df5r1/R/kUv1BtrIQgaMpoGUdrbkWOMdUWLDAKgfHb1LrX/JgBujR5qI4wppaYpAsEk61qceC/QFMF9AfOTb6nooMPkHz2BHY18iY7p5DXnyN0fNvsvGbv8lgPCZ58CGaf+GvYJ7+ODaKybYHxAKXl9t2HtVLOARSxURRRCOJqMWKSDly7ej1cnrdnFFfs6WhlBEkNfjID+/ZDy5L4fp1+J/+Ce7XfgXeePWW/eyA/Mw5OHMOAQS+KEohoaiqGbuFZiYRHztA+wc+yvQf/gzRvnl0t8/6z/wbuv/mC2Tnr+4gDvwAWUYBYadJNNem/fRDzH//B0iW2shaRNCZQSwdwbbnKZ0gz3PKijkhpaSWxNTCgEh6AOLKHHSB0zloT9F1zg+aHa5qgchxVvvrlJDbiR+sRejCU38nfbZZjh6NkYHgujrCRXeIT7ov+sqmdhQ2JBMJhWpSRC2KZMqDEhVhVQBSIaMQEYaISkBtAkQquMhusrsxgjLf+/oeOrzYAVxi1ySx28BzV80XIbwXuRITBWmzA1SrStae2H2cOU9v9uq6fl46XyX2g3pJaRWlUeQuoDTK05uNpNC+yumBivDq20oSBpIg2AHYQoKMoREbjpUvc2DtiwQmY73zKN3GsUq8LEKbWTI7S79S950s9aZapLu+AOs+6VKvKP+h8o9D5auIsy3P9plpghIG113Frl/Drl/HrF/fcx+8pxAS4ppnLakAFykIEqwJsEWJK3Jcmft5UR1zpfZ0ZGOqyW7PJztaTk3D/EGuf/gPU9Q6zNgeanoOIRTS500Q28Qq5yvaZkfgbfd5lZcwTAXDMYwzse3pbKr+30nVeTLZSc/wO636bd7ie9oFSkIUCRIJSlSK2WhCSu9VzKR/2TecTICjEm7P48lvuEoJXUi88JkIkMJRCw3NxFCvS1QU41SINZqt1LA1DkiCEm0EhZbkk8nIW9bP7ep53rWGlRv13baFT/oo6aoKsT/vQuEQ0m17jd9xG96v5N6P79Y4ewN+/WX4fc94QPW7KWyWkr3xEsWlsxSXzlFeveAHU0B07BSNT/wQ9Q98BBG++77QvPQ0497YqxkPMi/ykt+GRSOFr/o1Yn+jq8cw0xQstr/9AlDvJbJf/VnK15+j9uN/iuDYw7d9jzMa11vHbq1hu6u43vq2WvHlf/Nl9Cjj+I9XKmgqqESdOsjZfajFw54CHd/Zp3US1lrOXFgjsAWHpxVFlpOOM0yeI3SGMjmh26FYaSdZ1x2Wy1nCqRrTzZKvXjnAVD1gbsoD2Zmmt08Kb4PdnXMU611s5gcJVntBGzNOKda7O9PGzrxc75Kvb1Kudym7/T0AdhJBu0XjxBEaJ45Qf+AwjQeq+YkjRAuzd836XrzRZ2uY02nu8KO1gbS89c5WGkGuq37HQjIuwRhJoDwwjCpwWGjBMJUMMz9IbCZeIGuuomLPT0Hv1/49X/v8n+Hwf/Inaf7UH2Br7Miac96kz2jC6+eIR+tELicOSmqJIO40kFFM2J4nmF4imJp9z2rky13HG1c0RmfEsR98KAyRKIhEQSxyInJCUQKCIK5RiJixDuhmMevjGuMyIpSGZmKRGOIoYHOs0EbQqcOJJWhEjv7Icn2jZLVbEkrNVFIy1ypJlM9YCSGIo4DQFIjRBkIXmI0u5dVV8ouXGZ85Q371ij+GhKA4+gSbJ7+Pa0e+j6y1hBSORgLTU35wXFT9dg2RcXDrBQ4WbxO7DItkU8xxg32siCVWxSK1Vp3ji3B41lFouL4puLzqe3Un1OwDs3B8wbKw/ir2N3+B3vPPUyzveOqKVhv15IcIf+hzBCcf3LOdrTZkV1bRF6/guj3CKETNzmI7c+StmYqS6NVEHWCDCDfV2f68623BpYuwtgJra7itLvFUg6n900RJCKak6PXQoxFRs0ZUSwgDhRRgi9KfW4ORn/oDiguXMefP40bj7d8I9y+RPHiC5NQDxA+eoHZwjqgZIloJolZd3/spoQxpzM4StRNc7n1/fb99hi0yXJ56n9VdIZvTiM4SadBgPOhBOiQox4RlSmhLhDO+0i+lr2S9WwE0ZxHG+D5VXSDK3LNKysKf91ENJ0MyG9ArIoZBhzSe5kz5ACUhpxZ6RKHbVUVz2z1/u7qyJ9zYba6svyZO3nG768ukTcQinUZVVVUlqkF0VVaU0m33S99LGCvIjSIrlU8kGTH5Gd8Hah3W+F5aZzx7RVpPflVoYqlpBCWhqECyM/4zboeiO1HShtu7C9x9f8BBfYGW3eJacJSv1b+fQbxEFHiQGu6a12OoV4ye3ff3esy20JMrCsyojx30sKMBdjwCnSGGXdxgA3prMBFtCyJEawaa0yADrNbYosDlnr7uigybpbg8w+ZZBVhLb/uly9uWTkVSQzbbiOYUojEF9RYuaeCiGibygmYmrKGDhDJIKIMamaiRywjtAi90NalEa0Fe+qko/X3CbgNT53t+K9DqH/t5XrJHbThQIKXY5YMLEysr2AGucmJrJMW2aF4ktVfSlykNRsTc5G3voG62aBdrJG5MScBAtCmIUVFILVEEoWKgY5aLKWoiJzA5uVEYoSpvabXLYzrwlHwV4mRY0e/lNji3TtxC+bcOtL31vhZISxh4K71Q+SyBrY55Y30mJ6D0iaCKzmwtlJMkjgsoXbidkLJV0sduU73vfhL+pR+X9+nK9+N7K371JV/J/WOf/p0XvflOCJuOSV/9GumLz5K98RLoEoKQ6OBRwkPHiY48QHT01D1XbZ3zfrKjDHopbAy8KupgV0EoCT3lqFUJQNUjn72dqBlH34Hesu8lnNEUL32Z4ku/QPDQU4QnTuOyES4d4bIRZOOd58OtnUy0kIjWtJ8abd74L/8O7Q88yeG/+B8jmx2oNe6pgmetY9QfkvV62LSPzAeEZR/FXtCondrulS1EjJEJQStGBl7gYVKJEGjiWpOD+2Zve2445xifv0LvhVfpf+N1ei++Tv8br1Osv3OFVAQB0dw00ew04VzHP57pEM5OE820CafbhDNt4sV5GicOE8507ukYcc4PNiaDuW4/48raiHazhnY11geVfUo2GXjsHoTsDEYi5WjUHM3EEKjqe423x2nXJe26oFWJme0esE22S//6Bs8+9Xuh06b1s/8MEUUEK5dIetdouCGtxBDNdRBSIuMGst5E1Vp+ak3fta+21P78GufVlDnyosSUBc4UCOcroy6IMCJEYGmKIdOJtxDa9gFFIKREi4jlQcD6UJKb0Oe8ne8cVcqhjVdYlRhipUmUBlsi0cRK04g0gdoZAzi8J2ugFMoZXD6m2FinvLZMfvkq+tJl9LkzMOz59QkaDJYepn/0KQZLjzCaPU443KJmU5JWhJqbhvaMP26sppWuMOPWWCivMpNfRTjD+tcvceXfvsLWmze8rY0UFAdPMn7wA6THT5MeP01+4LiX5AWSS2/SeP15mm89T+vSi9QbJWFdIITFyQBx8CjBE08SPvoY8sgxdH9M8doZytffojxznvLqsh9IdWZgaT/s24/YfxBOnIRTDyKCyv/5wnlYXYGywJtWlpCluEsX4O2z8PYZWF/zFMkDB5j50z9Jba5F9tJrjF8/Q/H2OVyv/47HPUGAqNWQ9RrJ0UO0Hj3F9GOnaD7+IPHhfbhQUhY5Os/RZb6tfhuFIZErCYab3qu0SHeNtiuQNwGmMgAxUe6qBo3WYsscdInAQgVkXRj7ZE4V/phToEKME2htfYVRSC+ihKogWkgpE0qVYESIFiGGYKfS6b9sewA7OX93qqbs8s71VPvJ4+3q6F16Jr/Z8NcfQWnldm91Viq09nT82IxJ7IiaGdKwFYvBaKQ13gLJlt7+6Db1qsn3345+6jfyzjXsdjHpWxTVeyvctPe7mFz72cYDt12Oeht5+vsIDxy/jX2Ww41HmK0N9OYadv06truKHXQhT7Flic1zbJ7j0hSc8WycKERFobdJinzixRYl5WCEHqWYNPOA9XYRJVBv4uIaRHWKqMkomqEImxSq5o+psE4RNsiDJrmqk4uE3EWUTu6pjlorKsE5f82f0KnvpWq6O4TgJsVmsb3dJ08n1dEwsNRDQzMsaQUZMQVUyYkJS0GhqdkxNTcicSMSlyK5OSEs0CKiICIXCWMalOJm4TLBlpyhLzpkon5PFEaBpwCzWwF60jjNDnMB/PKGQnvAustyzffWTiq/jmEZcWmrxsFOCU6TVb7R2u6I6xl3+3GPYEJDdtUvTzyKd1JS233d7KjK76meW+uT/CYlNBmBSfnpnzp1H+Tej++dMBb+0W/AiX3wqUe/3UvzOxfOWvK3XmH4W79K9toLYAyqM0PtiQ9Te/LDREdP3ZFSW5pK8Cmnohk78opmPBGBMrsykJFNmS5WmS5XmC5WmNIbhO4ON6bv1jB622YHo724k6nUIYwBpZC1ZAeUCQlJfReluI6YmkFOLyA7C4j2LKIaEGbXrvLaT/4Eh//3/ynzP/b5Oy5CqWGt5+h3B9jhJnGxSZsusfTbunSKLd1CxDG5qrOWzxDXExqNhE4roNMU1GI/8EnTjKvXV6glMWrXXVkIwdzMNEH1mhmn9L7xBt1nX6T721+n+5UXKVY3/HvDkNajJ5l68mGmTp9CNRuePhwGiEChagnR3IwHs3PTBO3WPYFWYz2NdHPorV+6Q88G0GbHh3RSmZjQwN5NKGmJAp9sCQNHEllCtXNAx6Fktik5PC9p1W6mTjlK40hzyygzjLb6jIY5Warp/+f/T8ovfZnpv/1f0Ok4pms59YUpL+wS1wnacwRTc6hm556ForpDeOUyXF4paAUpnXhMO05pRymRspQuoG/bDFwLh6cDzzcsSzMRtbofzOSlY2Og2RpaeulEkTzAOEE9MoTKYZwglIZE5NSDjGaYEcqbEiVWUJjQW7W40IskjUvStU2y5XVcdx3V26C+fp7G2tvUtq5ufzZt76d/8El6Bx5nfORJRHuGJmPiwBBECpM00MqblYc2o1OuMF0u0xwtE2yukA41o6Fjq2spx5pPfKTgxVci1s08ZuEgg+mDbDYPUATeziksRrR6V2lsXqSxeoap668Qda/DoOtVpQDihOCpDxN87JMEj38QmxakX3me7IVXKMcGM7cPN7cA+w7AvgrUhnvVPOWwTzjoEq1eJV69SrhyFbexQaEhJSQtBcZUdNRyjMpTXJbiMl+VtGtruC0P/EWtRvTgCRoPn6Rz+hSzTzxE4+QxnFKMxiXDrCQvMqQSJI2EpBYSBxJhSm/jUuRoY/YUUITRBDpD6Zwg7RPkQ4T2IMux0z/ndvXSOSm9bY1UOwBWTUwybx2AehGciDJskgdTjGSToalhrdlDxZXsnGOCqhfWWQ+Uq2LqhHZrnNz2J/YKuTdRf4VnGUwqO3vPUchtQF5KskKSlYpxGTDUMbkJbgGExng2i3HKD7ad9CAO3+qQxML3Be8Ci0BlxSKJQkEcCpLIs5FmWzDTgiS69VqnTeUOMIatMfRGe90B9q6HQzu3fX0rdQXodwHM2aagEe/8Ti2EdgM6lW7F7sttWji6Q7zd3k3zUEGnYut0ml73Yrc4nitLX3GtJjfoogZrBGmXoBgSmjGR1NvVuNtd5g2SEi++VFTzTMSkaopR2KEfzNMPZshI0Han4jk5LvyR4v16vfKuT3ZM+lONvTdAui1gNXmh2qnb1OxJpXRCO78pObC7f1RgCaXdtiATTAonfqdZV3kO3wG47Y7t8/E9xM147Hb9xaHUhKEgCryAU2l2AOLk940TzLMO1lDagMzuEsiqzl+HoHQBxf+fvf8O1iw/7/vAzy+c9MYbO8fpyYPBYEACBEBRDBJFiZKoXLZMSZZspRW1W5LXsmp3rbBe1Voqq2S5rJXXXq3srbWSFanApcQkACQRiDyYASb2TOe+t29440m/sH/8zhvu7ds9PYNAAOyn6tQ5971vOPn8nuf5BmJqH1F7fY/yzH1XmCXptrAvRaOzsry/l47T4bGDcDVtM6Dv91mVQ1oEwbDYl0SuIHIF2oZJ2SJwtO3dPtHt//S/esjJfRjfOXF9JxDuLxz71V6Tb0zYyYjpJ3+ByS/9LGb7FrLTpfPrfzPZ8x8mPv8oQsogfGNgOvZzK49J6Rnm4QE8PSiei6CxzYjCg/PYCrQp0L/8T2nXu7QzcdeN49u2BOZZJK7O4usKqjzMoTG8jwKcOEqCVH7aIn7/DyD764is4cjG6QMldACTl14EoP3U00BI3kZ56DwOJ47JYASTXbpul029x2kZBum5yBjrY4xba+hun7Tdpu1qrm2PuXCizZO9e0sZ7+wNUEpy8vgGdjim2t6l2t6lvLXNGy+9xujLrzD68itMXntrXgptXTrH5g//OlY/8n5WvvtZuu95DNlU32fd1KCuuZSQEqYp4Ifhf3ndFE+WedrVYj5dUsmVIgy80kbMyhMKLmU9by4FPiRNIuxC9bmTeDopZLEnUsEmJyTFnsre3flY6whOrCiOrUgiJebJ7GBimZaOvAzzaWGwTXXf7e1T/7t/R/3vfobqC1+G2nDqx38DF5+RyCRBdU4TrRxD9zeQDwAzn4V1cO2O543rU0Q94kRryKXTYSTsvKRWXWp1nJGLGZYSgWCjpzi1FtHJWowLz9Vdx823DPuTYDOyeGSHjvVmNyQHti5p6ZxulBOrkNQWRrE1SpmaGGMjxqVksGdIrn2V1u6btHYuk+2+RWv3TbJ8yGEZoXrtFPnJxxi87zcz7Z/BO0W02keeOk2yskEyT5QyIjsmtSNUNUbZCmcspUwYqC7jzvvwKwnyDDNRW7yHzvAy3P7feOP9v4cb8hwASTVg5fYL9N/6LP2vfJRk6/LinpRlyOOnEI89htg4hm/18DLGiYT82i3qf/d5zM++hFvdhGfeC3/ytwflWkAVUxJX0so03XVFuy3JYkEWC9LIY7Yt45dus3frJbY/+UV2P/cl/P7+fF+IpT3vmglAZimt86fp/7bfwMoHnmPlA8/RfvISQkqsqbHGYE1NXVdU+Qhb7NEqxnTrIvBRB0GAyPtgZ6K9JXYW4cJroWdP6IAuJa0ubeP0WriPvc3tyUPo5OoY3wjpWJVSi4SSlEEpKY1ACB9EgSiJXUnCHm21y1HCqgcG4wuaLa5JbA2aRIaOkBShmyXwBzin1gtKJxmXGXkdURhFXitKo5jajPHEYUuLlBBTk0aQtSPaKymbqaQ1EzJspiwWJDocK+NEI8gD/+LjJdfvWH7id7Xmvq0zb+S75jYkWzf2PG/dgbq519jZfbB5pHgOwoeTKCBDDh6LWafKh+83QUwobZ6/rWhx/ypLKMuDN7PrO4tl68MzfX8c7q/z81J4eqlnPR5zsbcHVUm+b5luSd7yGokndgWJD2rCictpuRE9u0fP7pL6KRPaTGgzjVfYFxfYlRsMxCoj0WVKi8KnVF43djGzq+GIcEDZTIdi4Ue73JEWB7rTUgiyVMz5prKxDQo1m1nyNPuO5XXwwUvV10RUqEM+tALPmrvDKXuF4+46qc8Db9VbRqLLNXmRa/ICE9FpEAZyDpVV3qKpiUVNQo0WIREWMhSRghp3SNidUHipsUKH7fW2UZivEN436tyyOf8lldeULqJymtppatf4Gh/q3B4OYyPyB+g9jDgG3i8JnR0qIiEwPqg6IxZJ/XJiKo9YBeehqgKkPY7FAaRasN2ztBvbpYQKLS3BMKsOAmO+xjs393B2ElwcYUVEKdeZpa9zBryQLBjwcgFnnr8+w078V0fuh4ed3IfxbRkffRFeuwn/8Q8ehpV8e4f3nsnHfpr9f/G/gqmJH3kS9cEfZvTI9zCsNfkhkafD3S8loNsKljy9TAQF4yaxiKODSsbeWvJ/9j9gt6/T+g//DGrt+Dd5a7+28N5DleMGO0HcYn8bt7+FH+zgp6NDqsUCeewM6sxjqLOPI9ZOfE0w69o4irymLGvKvKLKC8Z/73+i+uRHWfnLfw0tA58qQO4skTCoplNRyha+tUa2skZrbQ0Zp3dt11evDDG15YLdp97epWyS12p7h2p7j+rOLrbbpv+f/1F2//bfY+f/8b/ezYeVkvaj5+g+8zjd9zxO57mnSd//PFV3LXTyCw7OGwjtu3kkzDqqadxMUTjvZt2QfisgCa7twJVtx34eHoidlKUOzgya1Dz9lp6uUjQKs1o0E8RNNXv2WqI91oXu7LS0TCtHXgYF5fn32Aq9cxPeepn6Y7/I9OOfJ798G7wn3uyz8UPPs/GDz7P6fd9NvHocvXIMGR1dZKhNAzmuFvDj4dRiyhxpp7TUlLVkSqxs4DFFq+Siy8RoyqVBSqwFvZZC64hJAfsTz940cMIgdMt6qWE1c3QzT68l6SSOqrZc35rQ1jlKeowT3JlkbI0z7kwyJlWEsJb+7Rc5dvUT9N/6DPGNVxANpFV0OiSnT5OcOYM4cRa7fobb8iQ3/QZ0+0SZDkIvYkbA87TskK7dpWUGKCxWaMZ0GOoNCt1DKsFaO/CaIwlffgtevXH3vhPO8vTkk/xQ/Iv83JdXMdev0bv2JZLJHXx3DR+38SKBKA32LBbctMDt7GEHI9zaMXj8ScSTT8Ojj8PFS8HnEcAaWtWItZ5m83Sf1Y5E5ROmb10jf/Mq07euk1++yvSta0wuX6O4ch1fhpG5FwJ//hLRs8+QPfsEcm0VJSFLNFmsaLViWsfWSI5tEG+uodqh6FHlE+rdW9j9LfxoD2GrRgG4mZxB1cWBgWYYzy53XDVORXgdzzuuR3G6PYBOgoVYlIbEVUbUXlF7GcSJXOi21V5TOY31oUAUUZOIkkSWxKIKQOO7Oqge50QYeKNxUodOsFB3CTjdL5yH7WHMtd2MYa7nCuHeBxRGpi3tqGIlmrKmJ2zEY9ajKXvdR/npV9b5vR+B0+uB83hnGOyl7gzhzijcrw6HaRJS1ehb3ccSex7WLQpssvHeFDI8OmZQ19q8Pcpk3hn2np7dZaO+wWZ9Y64KPotI+WBd44pgY+NypDfUIqWSGZXMKGWGFWoZswnNcF5jkM7gnEe6mshOA6WlgY6HNC+mJqaaL0fhbxFRkjChw1CsMBRdpj7DH6HcI2DegVczyOos4xELWOk8aRWLLt695ofj8HNGeEvmp/T8Hhv2Jhv2NhlNR4+S2FcHOpueoOzrkOH5IAxeKux0gjHgsw42W2HiMyqZYqTG+ggnJcYrDDGFFZRGUasWPs4CP7X5TicCKqD2KlwLVjY6bu9+3HBwH/twPkRBLyLYiy2mo5SiPYEXXPuQWEc6jAOPkMK4t9KxbwgDPoxRFIa0uS9EIti+CRHskCQO5Su0M0hM4IgLSaWC8nStWtQqwwnFggPfdIlVGrj0R4UPFADpDN655p5zUNRLNOt5ODmfXQvKm4ACcWG9ftOPPvGwk/swvjPCe3hzK6jCfkcluHXNzj/6OxSf+gWqR97Pre/+/dxOzoaK9JvhppXFQQxirTMThhC0koXlS/IOOLLlL/8U9sZl0h/58W+JBNd7D3UZ4MTlFGaQwNlyOQ2c2OloPs1FLSB0ZVc2kcfOIjp9RKuLaPUQrR6yv3ak2JPzQVRrfxK4ks6BsCVRPSQ2I6TJwTZ8K1+jfUUkgjAIQNJMANPLL5KcPkmmDU5FSJUitUJGGhkrkm4P3V2lu5TU1nsDdj76GfZ/5UsMPvMC08vXcI9cpPtf/2UGf/H/zpV/+q/uWmd5/Dj63DmO/4U/gZ2W5KuPkP31v4nvr+G6fVyrg03a2KzNrlPcbDqmZQ3+pYPfpWXoKnRSOL0WluNGeESrAH87arAY60Uym0TMRSRsw42y1jMqgp3Ui1cdkyLYS0npUQJWsuXjHn4j/JbHGEM7EZxYT2gnklYiiNTB89o5z6SwjHLLcBLmtVk8DJWELBJ0ix3ElVdwL3wS8cZLuN1dJjuC/Ze2qfYmxMdWOf+/+z0c/+0/SP+73ovK2sg4O5BceB9giXeGsDs0TKcFpipRoiaWllhaoobvej4qEc1pVvuYKSvsiw5Tq/DNwNwTOEtlLcnrwGNy26GDVNegMPSSktWkottMWdSMYgyUw0WzJNOS3bLDtf0Wg33Lxs5XWN3+Kqe2X0PfehN/63oouwtBcukx9O/8cewT30Vx/BFG8Sq3ioOdIYDIOxI3oWO26Fa7JHvXkaMh9foJxt0zDPQm28kF4kiQxcHX+kxL0G95WrFjMPF84queV24oFJaTg1fIrrxAfPkFkt3rRJNd4gj6509wK/b0rzjMqMRs1QyujPHFTrjZnTwNp04hzl9AXnwEefYcXHgEjp9CzuyZbEVHW1ZWY3pdRTcVtFONqBU7H/8023/35/nqv/33FFdvHtzIdgd38izuxCPI7/p+9JmTtC+cYPOxNWJVEZuctiiJ5qJDvvHGzfHuGv7mFYobjYVNVaKqKRqPhtDV0VGAYgqBFwobJZTtdWyUYXVQBEYQBI+cQbl6PlgD8FJjdJvCxdQiohYBFlqLCCv0Am5cg6zdnOMW+hoGKRyRn5IIjxBu3qWdFZScFxgvqYjnyetsskLjpKB0irKW8y5mbQSFkUwrhXVynn/NB6V40siSRo409kgh0Urw2ImKJKpJIkG/JVntKrotFZTPSYAulQmQ3/0pvHwtfOEvvxyQMPkSIqmVBIG4Eyu+8VWF2vnA5b8Pp3U5vIe8hNEUTHUQfg0gvSX2BS1y+lFOX+ek0h7gB+Id0lYok6NN4ASmZshKeZPYlXgIvErZa3C1AUpuraRSbQbRBqXIKL2mtIqqCsiL0sUUZPPjbIUm9ME0pUgofYxhCVb6Dsc/M5/aWfLalaFzKuXMh1jMYdSz++1R+9QToK+qYWXLmXBXoyqtvGu6qxbtS1p2TMsNadsBXbNH7PMD+115S6Qdxeo5RF2S7b6GsAbXKCI769hVq0w6J8k7xynTdSbxGrnsAAIvaDjeAtNRVE5TuWD3VTsJFu6iwM53SrNBZdgyKRaJvVZ+XpDpynrBLW/gKAGCrTBCh+PiFwUAGji+IDzzpPQNxHrm9yyb58w7T5qX5UTTt/WsP+qikM20oG3UzXT/r3IoW6HNlNhMiYoBbXMd1SioL98UdD1F12Oiaowux0TlCJUPicohupocCcV+J2FksASbTfeKh53ch/FtFy9dhY+9BL/xuaAQ+u0Y3ge10EkZHuS7t/do//O/QWvrFa4+87u49tzvY6UtWesECOZaJwhAfb08ZevXXqD4N/8L0Xs/QvqDv+fr8p0PEt4afDHFTwb4/S3cXtN93b8Tktb7WQtESeDEtnohgW038946cmUT0VnBIecJXVkH6GtZB/++2fJsGuQwmjpW5IDj0S7H9B6rekgmF6OqwsVz/pGVEV5EoCKEjlBRmOI0Joklr/1Hv5tjv/v3ceZP/sQ9N6G8fYc7v/BJdn7+E+z+4meYvPrm/H/tJx+h8/hF5P/+T+G6PVqf/hRu/QT5ygnG2TpD0WaviilqQS8t+cCZW7x6Z4Ur+wugqRCh0BFHYT6Dp8/EwmbwvplncXzQ+u+e4Xywj5qUjrwM8Pii9hSVp6jDufz24dHSEsmgYqpkYxQvDnK/Ii154twqWgVI/riw5KUjrxxF1cxLN39EJsrTFjXJdBdx43V4/cvY116ivHGTaq+gmjiMjalGNdO37uAqw8qHnuXCT/wBTvye34o6xM+cRVV7Xr9RsrczoKMmdOKCRC1GSuH3VbAuURqkxuo2uUvYmSgqE5L24G0YkoNpKYIlxYyL7IJtUSwNJ3oTTnYnrGTh/AselxHjKmZUxtReIaVEykawZ3cb8epLnLj9GfzrL1HfuDEXHnIqxnQ2qPqnyB95juKDvxm3vrhZqumALN+l7Yf04py2H5PZMdy+Sf7iawxfv8Po1ojh+eeI/9Af4eQz5zjWC+eU1qCEwDhHXhqGk4qtN7bYef0Wg4lk+8T7wTuOfeqfcOzf/z3Y3ccLjZcJ3jjccIJr+KsASIk8fRL9oQ+hPvQReOIp6vWTOHXwuKQRtBJBN4NeGsTDkkhQ7w8o3rxGfuUaxZvXGH7+BfZ+/hexkykyS4k/8iHkU08jL5yjc3aNjXZB1+wGb19XH9EpIPir6ngudnX3mbxYcDrGJB18FCOFR/t7jaaP/h4nNLaBORqVUKkUQxzgnPg5D/ZBRJe8D8rVs+Qz8B1D+ls7ReFipjalJAYE1oXuVGQKdDXB1xVD02K77jGoWkFdlVDEymJHO3W0E08WQxJ50kaIMEsgSyRKqiOF9mbPurKxpSkaf8+yCkiIemmX5WUo9pzZgFYW+KlJ1BTAXPjsuJgJCoHCkcqSWDgiLYiUD56swjMcTLlydcpjx2rauqIcTTDDIS0zpG33SV2OacCUpjFhqYgoZUZBSikzKhJKkVKLmIqESoTOqGm6fMtz5xtwqH+wbvfhmHVMF5oQi9lMsVfJ5j4qFjq0wWd3YROzmKCSGUYmBwp3wrtGvTlstfIG7Zv+rw9d09lcEZSwJY5MFCSiIpE1WvrgPyx08CIWD/gwOSKKdJVx7yy6ntDbv4zwjrHoMtQblLqD1zFCBP/yUa4Y5aFQeHT4oKYfeSK98F2d2z/NsAha44VsrpWFGvI3QkhTeEdkp0QmJ7ZTIjslqcek9ZCsHpDWQxIzQrydtZIQOKGwTRGklgkWtUBANUJXwrsFL2SpEhXuD+GeY4QO3GiC8rITCu9840tcBk/iegp1hXR18KD2Fi8UlW5TRV1K3aHQXaaihZEJ6IhuS7LSgUTPOPeBx11aRW7CNLUK5yRSQho5eklNPzF0EkuSCHQ0e9AEa7AZtsuLgIqfaQ+4pvDk8Zx7/JmHwlMP49s/9ifwTz4Bx1fgt33Xu76nflPDOs/+JAjw7I49gzzArWoLeE9n5zWe+MX/lqgaU/zon2Llgx9mrQNafWM2zu3fYfIP/lvk6iat3/un37EX7NuF9w4/2AnKjHeu43Zu4fNxUCmuDuHMZt3XlU1Eu49IstBxTTNEnIWkNskgyUAoRk3XdX+yEPyYVotE1tznGaEwrEY5q/GEvp6yqffos7tQME46iFYfmXVRrR6q1UVF0QOdY5OXXuSrP/HHeeQv/xVWv/8H568XN26z94nPs/tLn2XnFz7J4LVr2LVNxJlzZB/+HvRTTyPOXcCtHSP3EePCM84D9HR5kKRl8LVd7wZBkpa/jfQVWf80aSzniWyk3t014VzgyOZLietsnleQl/5A3VWK0O11LsAJSyvmFf80FrRj6GaCzV7g4l6+MQgPouPdt10/ISTj3LE/MQwmZi6OJvBE1QS1ewt54zLyzZfQl7+MnAwOfN5FGfuvjNj9wvW5L6Lutug8fYn+d72Hc3/099N79onDPwuEQcD+sODmrSHKDOhEZYBZyow4DeJfcZKg4wSpNOPCsTOy7I4seTUbSMyS1+Bjm1eCcaEZF4sOjBSOE72cE92c9daUVIcqgRcJY9Pi9jhjP49RuoH6WUu29QbZm19Av/5F4je+iJrsh+2NM8qzT1Gde5ryzFNUpx7Drp5AOIuuctJyn47ZZUXssSL26dhdtKuYjj2DPctk5ChGlt07liL3iHaL7I/8YYjfmf2Ydw7/qU/gPvkJ/Gc+jX/lZeYGnmvriM1N2NhEbB6DS5cQTz0DZ84FS54DHY0ZL8w3xx38nW342M/Bm6/j9/Zgbwf2dmF3ByZjZCtFrfbQK12iSxeJP/RB4qceJz6xTuYntCe3SCc76GqKB0zaxegMI+MwUFQxRiXUKgswOyFRNIPEOXwwDFa1r4l9RewLIl+hCcfOISlnn2fGN1xoh87wnR7RdHgDBHgGj7ReHRSbIgzsLCrw+FBzzuucn9bwW2eKxYtP3vdIzb99gYg9yHGcq7SLg/eTmYptsBgJ08xO5XDMEjI1t+E5QsjIe6JqTDbdIhtvkU22qZ0kFxm5bxJNkQbOqGiTk5GTUREsYCwLdd2jttK7UKCbzxd5wNccAj+HRc8Fi5Z4o2HuQyGvSSekCJ6fSJCNGo+QAi38gX1t0UE9XxxdgFsO6YMFkRam6Y41PbKmSJLJkpYsyVRJpg2JCj6qB/aVVDihcTLCNrYyTjZQ9Xu5A3gf1KRtSIKUrRDOBARDA29fXnbNcigGqKYLGhJM76GoJdNKY4zAmxpvLN7WYILfcJzFc7sdrTxSzPyjZ9dU4GiGYvTRxamAyDIoFxI2SUgGvQPlSqJ6QmKa5LPaJ7MjEpcf2XU0qKAgLnRzXUK4ZTikNQhXI5xFupnH0MIKZ35X8Ut/e4+oSrTJgwCYmaLcwd6qwCNsgPjiHJVuMc6OY1QW7mEyxqoEo9KQhEbBU7qMulRRhzLqYlT2dR44e9LI0W872ombFxRmKsoLn2gXlJuFCWg42RRYxIMV8Gj2kTcWZv7HjWiIt5ZL3/t9D+HKD+PbO6wLvrhKwA++51svwbUuqBmPCpq5nyswzjg9/ekNTmx9jtbgGvHeNdTOdShz1Mo663/6/0Z89uID/Za3huoTPx2k/d/pet6+CkKQ/egfelcJrjc1frSLG+zix3uhM1tMoLHYcfvbUDeASh0j104g1082Yk4tSNsBQtx0X4/inVm3gIhu32q4WMODFf9EB6jkSmvRrYyb7mUmS1p2QGIG6GofUY7BHFTEkGkb1T2N6q6humvIB/AU9tbiqhpXG6rSUJSe6aRm/6c+BsCLrzmml3+F6X7OZFRSyxjXOYF77x/E/eB/houzu75TemiNA+RcC8N6x3F6I55b3Ky0odda2GQVRcnV6wXrayusrR49AHENUqBquqyVCQJMZs41C12Rsklmj/JAjhRESqAU9FrhUWVd4IrujkMip0TwmH1kJaiRBjXPgxfm1a0RZW05tdmlMiL8tp2tz+FlN/c/jTC0d6+gXvwUvPApxM5NhPeolRWiE8eR7Tbyfc8g221UbxXRWuH2z3yJq//zT2KnBWf+0O/ixO/8YXrPPkF69uQS/M5jjcHZIAxUlyWjcUFZ5GhfIoWnB0xkG9FZ5/hmDx1FeO/ZGTteu1Uzyg1C1EgRBsyVFUwrzWiqsNZR1opJ2UBqlef4CjxztmYtmyJsjvBFEOJxMLw55sauZ6g38RvHg6hJWdJ68zO0r75AfOUl4rdeRBZjAMzqCYonPoi/+CScPEd+ZYf2Zp/2ueNsmD265kv0d36BzI3mqUshW+yqE1zTj7IljnMtX8OsKHonw33U2pCE1AZaqSOLPde25byTB6BcjbQVoiqQVY6wFaqcElOTvPBZxL/657jLb0IUoZ97luhP/lH0B74L9ex7IM5wBNXb2obkKCRYHinFoaQjWCX50QA++rP4n/3/wec/jV7rk7znCdKnLpE88t0kZ48TH1tFd1LkYUy996h8RLrzRZLpHgIokh6D9ScZtU9jozbC16RmFDosrqLlxig7QNr7d1NC97Xh0MqYXLYwKiQkTswS0oOiKM6LADv1TVLrZHMNysZ7MwgxzYaH807gAfnYgyvhGyind44ggCNxUs7bzMtQYmDesZ4XD4RoIJmglWv8PIN41LjUc0XjZYXcmTDOrDmybO+xSJj9vKnkPHOfV+9DMe3u11t4t4nzz7yL5LNJIIUNyeNSCDxRo4eghSVSwQN3xrqcdciVmHWcGmQJDbQbhxa2EeEJdl2lalGIFoVsY2RC3XTcHzRC0YKGF1k3/riWw5DSlig4xjYdMaEjprRUgdUJRmXUOiQ0QogmQbjf3pkZOEkcKRbJqCmMBGpOjbIF2pZEZkRkcrJ6TGSmQSRoBqN3NcpVDax+MX+3Q7C5wnJT5PEIFAbtDcu2ecP0BJc3Psyt/nvwQGSLcB/ydVgHUwdupmv+9jXaFqT1iMSMScyY2EyQ3iC8Dx1AL3DWhnEXFi0sSjqCPlqDe3c2WGw1iZQ3BtfMfaM4plhQlRbbJSl1+0ie8zzuudMEJm7jsy5Vd51J3And0WUdFQ+jeI2iexK7chKbdpv/z5jyC3uekFh6MjytA6/n82XX+DZ775AudPYjUZEIExTz1QxpdUg4bKaeLMU773ybGllMkMUUUUyQZY6oy8XU7HucDfoRziKrElEXwRFDqnsibI7cqw87uQ/j2yV+5VX47Bvww8/BpW8RmHIY+MLl256rOwc7iVkcIMZrbVjLLNln/hX5v/snYA2y2yc6cQZ94gzRiTNkz38Y1e098O8WH/1J6i98DLGy+c6TfaVJvu/H0OceP3qbnMNtXcXtbx30hy0m+OEufjLkwENZyKBE3FjtyP4acuM0cvM0or95zyR2UgY+7Ez4aKYKPZiG12ahZehgbvTCtNLy9FuORNRgq8ZEfoIrp2EqJvh5x1ggsw6y1UOmLWTSwkUtxrbFpI6YVgEel5eO8d6UelxQTQtMXmHKGmvcXBDBIXFS4do9XG8FlpLiR/7lX6Z75fN88U//ZPjVfEJkClLtaXUT2mst2pkiS4IgUxaHeSsJSbkQMM5rXr464sxmi+Ord3NMjPWMC8/uzjbWVJAcp7SCyjRJqw22UTOv2XvF4YRi0S9rKupGNPDjgyeWYMHDXevAiRVYbXms9wf4sLOoas/euGIwMUc+9EUzmFSNMqYsJ4jJELl9DfnZj8HrLyIAvbFBcvEi+sQZqkIzfXOL6Zu3EFIH+yapwDpu/5tfoN7d5+Tv/c1c+i//FNHZY9i6Diq3NqjcmtrgreHwoLIwmmGVYmVKlqWcOdmh34mY5I6Xrllu7IYkXLDoZFVGUNvgy1gb0XTfQ9Jweg3Obhj6cU5d5Uifz618chMxqjNGdca4Tg/sm+j6K/Q/9g/JXvw4sg7nsNs8RX3mCYqnPgyrx1j98r8nLXaJY0Hn7DFap7pEPkCcJ6LLRPWZyN58usMGO3U3dNtd6CxpCZMyrDsEIaBEO9LIc+a4xxpPubNHcvkFki9+nORLH0dVU2SnS/vZ95K+51nc+UfZ/9wr7P2dv4+9egP1+CU6f/ZPo77nQzidUVtFZcVBmzIdlGidg2NXPkpvco1Pn/0DrNd3UG+9hn31Fcxrr6LGO8SpIL10luy9T5A+cQGdLYaUoWkimck1C+fmy7qY0BleR1cTXJzhjl3ApR1cXQXOvzOBT7gEK7ZN18oJBY1aqkFjfGAZznxdrZCBgyeTxgdWYf2C07p8bjsf9m9lg3dkZQSlkVRGYpwIXeF6ii6nyDLAAovCU4kU0+5j273QnZp1IJ1HFnnYhtqEAaZSSC2JI4giiGNPkkA7daSJI4scsTJkvkC7EmXKAEU0BcpUGAu5Tdn3Kwx8nx3bZ9v2wvlsfDgHnQlCTI3gTe3V/Qfx94kAv3ZBpbahLMyWF3M770yG1zyRNCGZkxIndNMZbDirMlBK/CzNFbNfEuEY8vbd0AcJhSFjSstPyfyU2BcoV6FdOeflZmZI4vKg3eBLpGlUgYyZdyW1LVDeILRCqHC++ZnsuPPBckil2KiFidrUKnii4z3eBTVunG2KFrP7mADcXA04og7+wtgm8VnmidIk9kdbBEFzj/MNy1ZE1CKmFjGmmdcyoRIJU9UjV5356zi3xMttCgW+IrUTEjslsVNiO5mLBglvsVGLMurirQ8Pwih0lLdXn2Fv5TGUKTh5/Zc4c+UXSPLdeSveL7XlF8sPfjwr1Qqdz+mUJEvoPPUUIk4RUTyfiAIEV0RR0xAQ4B3TwvLyNc/OwOOEwqgEIxO81MEx2pUB7u1KYl8ivKWWSfCQVmEutSSKINICHUGsPam2JNoSaYgigdQHi10zn3Q/QwE0/xP3q3S803AuJJtVgahDdx5rm+RzaT6zXpxVrVhYLy3j0ILwWFDKls4iITy3lULoGOIEEadhPvPoVqp5tuuw/2f/i5O5ZePhUEnyEK78ML5949Ye/OSn4bFT8EPP/uqui/eeaQnXduHyVrDs0TIIYZ3oCzoZdNMF3Li69iZ7f+9/oL52mez5D7Hyu/8wamUNCJXtV64NKeu34WIsR+P1io4R8duqDjx4OBu+2x7yZplh7Rr/RTEzohNzhYojv25esV96/rzds2gO9cKSuWmjRFkGw29XoF2F9Oauqj0w56jUMmUqOwx9l6HrUtiIopbktaKoJKW5uwo4r9ovVzyXIGcNKgohaWwEPFq6MClP/6/9MfzpC/An/s8kkUUf8ia9bzT7w7nwmFjpxI2xfSPXbzxlHZJYITwr8YS9ssN+3Wk6JjP40+ywhSTCLEHB2qmgncwgiPd+IArRdMU1jeLjDErkcc5RGd90h8Py24UgqEaup4ak2kPu3sDfuYHfvo3bvYPd28fu72P29hYSkVKhT1+E/imsbzF9a4vBZ15g9NJr8+w9Ob6BiJYedt7TevoSZ/7MHyR67DS2XvCqjVeUVpPXEbnR4XywmtpFKK1pt2JOrGm6KexPPbf2HNtD2B8LivogbHw5srjhNmehmNXNPL0kdISFy8lUiRBgnGRcpwyrFiOTUtsFd01UOe3Y0XvjE0Q//0/g1RchSWh/8IP0nnmK3qMXcUoz3NmjYwck9TgMcpvIRYsb4gxX/VluyVO0eh0g2CwFCL/H2gBFn6k1g6ebWvpZRXt6m+zKl4lvvI4cD7HnHsX8ht9H+nf+CuoTPx3efe5RzMYj2ELgx2Pc9evYG7ewW3fg4iXkb/0x+M2/Fb++eUCsxhuDu3YVrl/FT6f4IkcUBeQ5av8Oa5c/SbU7wqct4pMbZE8/SuuZS2TveQzVShHe4V3TfWnOJVHmRPW0SSqqoM65fB8STUdzZgt26Jg5JEYE1dkJLca+i0tTprbFuI5RDawufJVEN2Ixi9MsJJxSuGCN0VwfgXctKCeGapAjizGRr6jv7LH/hcvUt3cxSRubdag7q9S9NczKMeqNk7i0Pf9+6S0tN6SvJ6zFY1bkkI4fk7kxSXP/M2gmos1UdpmIDlPaYR8sh5+vMJVTlE5jD3l8GhR7fpWJzxqnNRcQQk7Nz3mNoS9GZKII9zSpcDJqBq3+4L1xvhzunZVMKVQHI9O54BHc//7zdhFUVes5hzQov1ZoX835jMLbACNvnhWRydF1jjY5wlVgQ1LkbEgaZ8k7IpwvEkvqpiQUJL4kFsE6RmqB1hKtwn1xWerLNU8k5ZeFmMJ/hFiyZfkmhXc+qC2LaMG5bOZmxjkWLXLZJpedpXmHqewEMR95cGwhXY225TyxV7aiVe3SKbboFFt089tENr/rdmlVQpX0qZIeddSlTjqY9hp1ew3TWcdHR4sGyWpKcus19J2rQeVYhkTaqoR+P+bYRsL6anTfTvZ8f0Qxhpi6KPCDHVQ1Io7DCVm+dZn8rTdRSYLO4uBBq4KVlmpE20QDtQ6EabWkiC7xSRYsvbIOLuvg01bjTa3Cddm894FOgLpEVgVUoZDFvHg3w9j7AIH2dl7cC0WPpvPpmwr3rMrtmaMuHHIJOi7xTmBHI9zuLnZ3F19ViOEOjIY4Y3G1Dd1r29yH3aH52yBevhEhIo3q95uph1rpo/s9VL/HhT/8Ew+T3Ifx7RmVgX/8y2H5930kdAO+mWGdZ28COyO4M/LsjBaKpOsduHhMcHYjQDtn4Z3DbN9i+isfY/QzP4lsd1j9D/4Y2XMfPPDdW/sFV7emrHUD3+Rto8ypX/sSImmhLz1zb77Mg4T3+HyEH+7hxntgahAS2ekjumuIVidU1e7zG841Ju5L00zgabmbKEQDf9UzGOzSsjCkbkJkxuhqhK7GSJMvMfTAqRSrU2qRUvqI3EZMTMykjhnZlJFpk7sI23SODpuaS29J6zFxvkc0vENSDIiqCZGvyPop2XqPeG0F3eugum10uwVHdKCP3AfDAbt//PfR+v3/Ka3f8R9QT/fx7oGUmN5VGKe4XR5HKRmqwJK7HvRCQK8lWG3fDSG2rklS68W8PPR3be9+LkgJiZaNdY8Mtj1RmEdaIgS4usIM9rB7OwzeeB157auonduY3V3s3h6uLLGlox7XmMJjRQoywXmNMx5bGoqbO1RbC5PIeGOV/ne9h977n1zX14YAAG4tSURBVKH7/JMkTz+K7XbBlHhThq52M6qvrWK76HFj3GavaFHYKHihNh3oSId95Qk5dV7BYOKZlLA8OoulIZ3sklx/jeiFX0F/7hMoZ5H9PvRXYWOT5JHTJKc3SI+vkG50yFZTlA5FhWkdMZpIhqwwdRkgELs7iFdfpL31Omu9gl6S47duUrzxJvXNW+h+n/Uf/F7W3v8MshxCMYFmy3LdZ6hWGNNjJHqhgEMPG7dY71gi7bkzlOxNNONCLYmyeDqppadzWtPbRFtvkV7+MtEbL6CvvoJsaAVeaXy3T/Hn/vuA9PgHfxNrY8zNfarPfB4/HEHWQn7v9yI++GH808/CuYuQJDAaom9fI9u5Trp9DX/5dYqXX2H6yhv4qiY6vo7eXCM6tka0uUZ0Yo3s4kla544Tr3YCT9EapK0DuFeKBpL2YNffTGDJi5B0IEWwEhGa3KeMXJeRb5P7Nk5FSxzR5e/wS8nIErahga/KGW/MOyqrKPcmFMMSl7aY1Jr9iaIwmsQV9Pz+nKd7VAhnUcLTVhM2uIMWnkqmjGWfiQxd+LHsMRWdefLqvW8KX75BUoZCxsxKZqb0SlPwCsrDgvoQt/8ee5BIOCIdLE2SRkwqjiVKBzZpadT8nhoE40JibxpfWe+b+/nS9RUrTxZb0siSxaFDdXCfu8CpK0tEMUEVQwZ5zFfVe3l++1+zsvcqejogbrxdtbRIJRG6sVnSEUKpZpKNMrC/yxLpaw3v3BwWjnV4Z/Ez/tGsu9Z01mYVXO996MKr0Gl2KsKpBKfDslcRTkZhubFoQoRzVyACYkhGc16skxFGxlQypnAJlYuonMJYGfxXncR4QeEDf7kW9yh+L+Sh553cmUCVaqgpSgcaysKzdQFXDa/Mtl0sitJSNKv/YJm89x5TO+rKYqpg8xbFmshXwaeZItglqaBALHX4rVgZEmnmMmFSNFxXIef3gBkUXQs7h6IrEZT9hVR4pR486XzA8N5jK4etLbb2c8qC83LOvfUehDOIphsq6gpZF0TlNIxFqjHae7zUvHzse9nuXOT5az9Fu97/uq3nt2QoiWiliCxFZEfA/6UIXfRII2Z2KrMd6gKEnKrm2Pf+5odJ7sP49ovawM+/ECyDfuyDcHL1G/t71gWhnf3JIqHdmyw4tTPvz/Wu4FhW0XYj3HiIGw+xoyH1jSvUV16nuvoGvggeea0Pfj8rv/s/RrY7B37Lec+LlwdBTfZs920r3L6umP6j/w4/GdL6j/4zZPed7wxfl7jt69g3X8K89RXIx6Ai1NnHUBeeQZ19LMBC7rl/Qlf9yh24sh32zXLMLEVWO7DWdqylBSu6IFKhS+qdoygrJqMpqh6j6zHKFPNhmJURle4wlV3Gvsu+abNbtRiXEZNSYt1iHynhaMlQxZemQpjAFxRVQWRyItOoGdbT0HXpttHdTph32kQr3eBz+TU+66rP/wrj/+Yv0f0v/yr6qWex+QChY2S04N8GeLZiVAZbDoBIu8Ybrzk2NCq8paQwqukYedqJo5NaurGlndiD6puHYtYBnqn3Bmjt0mtNd/dwBIEUDgipSNEsNzBCWU5h/w4MdmBvG9Esu8EefjjAjUa4yeKE8N5TjWqqMqKeCPLtCeXWAJsf5Ebrfhe92iNa7aNX+qjjm/DIJcqzl5icfpRRukleSyobLCGMP9iJn3WUvBd3FTeOCik8sZ4JxQQFzlQZ9NXX0Z/+JcTtm1gZ0c087ccuMn3qeeypU6SJJ1MVma5IVDUf9FkHeaUpKsWoShjLFaxXJPtbdG68Rrpzk2T7TZLiKuWbr2IHw8W6ZCnpsXVWnr5A//FzSK0g60L/GHtqjZtmlX19nMKAMW4udiOFxzrBzjhmZxxhbPDBaPkJnXyL9v4V2je/QvutL6Guv44cDxY7IE5QjzyGvHgJ29vEiQS7P6a6fI3yjWsw2Me3u3D+IvLxJ9DPvw9x9jwmaYX9e+0K8af+PeITH8V89Su40Xjx3UrS/3XfzcoPfQ+dZx8hWU3RDWdOehfOcqnujQLxzQncJAjGS0wDTUU1ia8MHpYz4abmBG5scQJYc+pa5I0HqLMOX1VIa1AzCzBbIJRk0jpOWg9o5VvU+yOoa4SpiFxBbHOkd3iCci1zxqyfCwgJ4dHYRoSqvmtbLFDQZqy6TNRKAyXvM5B99lljQA/rZUD9OYt2VQMP9k2HUQfl3vskqzPLF+ZJSPhbq6CynkaOJArnTbBZCWJNs16jmvPqPLGoaedbdKc36Uxu0J7cJKlHRK5sOqYlGjvn4gkp5qq/yzFHwkgW7zlQtDg87mwQAA20cWaxcq/wvukkuSbpPJCELpJSJxRGhwKpbbisIXmMcCokkDPo9QwC6pHUKqXWLUrVwum08QG9f3gUhW6Tq0ATKIkbdM4S2qbZ7BnX3c8Tydk+EfOlQ18e9pJc2ADJ2SXE4lKSYun/ItjWHBDDOmQPdFQ416CGYFH4OYRwmh9fHwyOlKgbiLmdd/Jn/rhS+IVfvAze8bE0wZpuvgHvoFjvHMLUYIPi790HwgUorQ0JpbeeymtKkZKTMRVtCpHhvZwfE49ouMEzmaTZtTLjoocpUo5za1POHotptxKwFqU0Os2QOvqaUAqzuLXv+dhXPE+dhmfPHb1fvPd4Z3F1dST95u73g7c1rq5xpgxzW78jePcDhXPQWD5KEQpSUgWot5ASZw3e1GFe19jJED8ZIsopopzBo23DibaLrvSMkuKC6BTubqRc78/8jYdJ7sP49oqtQRCaGkzhw0/Acxe+Pt9bGc9gOuOAesZF6OjkFQcEeKSAtbZnQw1Zm16nPboG29cxt69T37qGG+7f/eVaE506T3z+EvG5S8QXHiM6cebI9bgzKHnr9oRHT3fot+8veuS9p/iZf4j5ymfJfucfRZ9/8m3fTznFDXdxu7dw29dxd67j97fDHe8+ia33C2ujSdFwZ4vgK3h9N4g/SQGn1yzn+zkrcUFb5iTkiDrHVzmuzPF1eZ81hNwl7Lsu+7bHvu2yXfcYmRaHB3MxJSkFKTmpK0h9TkqOpl7wPpRCxhEijpBxhIx0uLFGGqmXKoBf53Aeqn/+97H/6h+h/9Y/QiQpGSNylzG1GbUNVgczqKCWjlhZxqVmUER3basUnnZswpQYUh1u5kHFdEn85QDke/Y/7vq+8IpvBj9uUeX2gbOlXUVEgJ7Za1cpv/IKdmcXOxjghmPscIyb5rgiDxXTw9+tNSJr4eMUayQmt9STmnqYU928g58GXqlot9BPPYG/8AjliXNMNy8w2rzEdP3cAW7z4VDCkekaKUMS6wj8xtorlGy6sw0yYOah2U4hETWTX/40brAfhNLqCltVmNrAuXPwzHOILKN+6yrF//j/ho//AurXfYTOH/3D9J8+TyRqjKmJhEHJBSShNIpxFVO5AH8rXMykXhzHtQ6czKaccDfIhlfIX3mZO7/8GQYvvoa3jva5E3QfPUuy3idZX0GurGKjNkW2zjTbYJquMnYpe5OIO6OIfk/jPXzlij7y2EbS0hlcYfUr/57NT/4joslec2AEcmMTeewEvr+OlRnWCOyowG7tYN+6irlyA3/2PHzXBxFPPgWPXEKcuwjtBXxWCGhRkrzyReKXP499+UXIx0SrXTrveZTs0lnifguVqJD4NIPfeRI7C+/xLiRuUxv2WzAF1tisi1cxI9em9BHtqGQlzYmUm32UygcbL+ODQrVDYlyT8M4GoYg5PD90OgXOOjI/JaJqBIcCX1Dbgs03P0laDRBKLjrHUjCzwKmIcYeMSK2Q5KITYMLNvBKBBzD1Gfuux8hmVD5qklM5v2ad9Vjn5wjEe4VgtjpibimjGlVZ2dAlIipiX5H4gpiKmXXQ0RGu/4iayJcBymtLIleQlbtkxS5psUNa7JJUQ5QSCK2QWmPiNkQxSoGW/kjP7MUhXiRpEMSFjA/Xq21UoR+kCGVQ1GELKUVKScpUdRmrFcZ6lYFeD/6ob5MYeSGx8p0phC+HmBX5DoEK5inprJnEHEk6P+Xvl+vM1ZhVoxI8KyouFRaXv2eumnAfatByyAbKHXi5FXNWufCL+YyT2yAaosbaLdYGJQjXxNuFNSHZdDYkmw1PMyybRXUVGkpBg7IIikXN67PqzEId2UsZ4L5ezClUwhiEC51dnUThmREleKUXSZG1Qd1ZaXzSwscZPskCGu2dhjOhaD7vvIbtkz5M/qjkWgikjpE6etddYu9hfxKOd78Vrp/Db3DW4MwhqNw7CSGQOgrreb8VcYFLTh20TzB1+NtUUJXBKaMKYlEUOZQ5lMWi0/8O10lknWALGcXNTa/R3FA6cNeVArl4jQbFgQx/957/nodJ7sP49gjn4QuX4TOvhYHrDz0Lp9be7XeFhHZ7CHeGoTObLxXclQz82SzytOs92sPrJPvXSPauoXavY25dx01G8/eLNGsEo06jN04gOz1Up4fs9pCdHnrt2AMpFnvv+fKbA7QUPHLnc/jBzv3fX0wxr36R+Ht+E8mHfuTg/+oSt3MzJLK7t4J9z3DnoF1P2gpiUBunUZunkScuIKKYadlYG43CfG8Ce+MAQVMY2qqgI3O6Omc1zllNcroqJ3J5uNkdCIGIU2SS4XVKQcb+CO4MFXfqFuOmsyKlJ967Q7EzwUwm2EmOtw45HqDv3CIa7dJOBd2uolWPiaRHNEmraqUkxzaIj62RHFsn3lyndf4U0Wr/bff5g0ZtPMPcM5w6itof4Mc6F8SdKhNUi62Dzv/zzyMHOwz//N8hUwXHs31uTteoXEw7FXSaKdKCy1twc18QKbiwGWx2kgYm6LzFOdcoHgdP2MO8VyUhjmQj7rDw9tNKBCVRX6LqCWK4ixwPENMhdjqlGNVUoynuzp2QxO7uU++OKG/tUt7ep9yb4sp3wCO+R7hOD7N2nHrtOPWJc5SPPUvx2HupT12cjxSzyNJLLf2WJdV+Xk2fJQO1FexNFZMqQim4cCwoN7cSaMVh3k5DgjsbSzgflCKn04or/99/wfW/9rcxN25Dt4N65BHkpUuoRx4h+sHvR585iXr9K8iXXyA51id94hH0xsqB7aisIjcRkyqitBFWRBQ22JbMopUEe6SVuKJX3KC3/xpq9yrl1jbDV68yfO0axa07iCii9fx7Ud/7Q5hTj0CchKKACsqZxgp2xhFbw5idcUxehcRqo285u+kYTTXn1gW9cgtz4wrV9auUN29QvfEa8ou/HAbdmyewa+ewpcAVNX40wd3Zwdy+g1vqHIvHniD6TT+M/OCHMI88gUsC2iCSjtrBWstyQu4Q719D5XsoYVGxRkZH3NNmYjkz8Sfvg9iPk0xszF7VYdf0uW3W2LarCKVIdEiCnfdk02321AbtxHJxdcipzpCWrvAecp8xdS0mJmFq4tDFrwVlLShMUJ8+3h5z+qTAlHVIMprEWuCDkFkjMHWQr9p0ytIMMdzH3LhJTcJUtpmqLoXskNMiJ70rwZ2FtUForTYBcmlsuGfca8y56KqFIldCSE4TVwTxIlsEjrGZ0jYD2mafzMzUYSdB2GjWSXVVsD05KoSYixmFJEXMVVCDOI1cwHu1bESPAhz0XsI1lUgCTFa1KZMeVbpCla7gWj1M3Jl3SZ08OLCvLVi7+HtOmWa5mzm77kNnuawF13c1COgkjm5LECmx0BFYyvFmeg+z6ahh7HDqiJQgSxbrcdRot2nSL3X1FsfrmxEzaO18kncrRTMT7JLhPZGwQR26UYWW3gRrnIYLvNC+EPMEfN5R9oTrtumSBc/coJ0QSd+gixoRoYC9brieNnTh6hJv6qACrxToKCQdcYZMskVV4D6JnlQRMgoJ4Wz+NUOqvsawVYHJx5jpGHdobCNUhIxm6xom1Sx773CmwtUVztThs/dLq6wNYyd7uGNpmRaWqrR0YsunR0/wwvTiN3ajv4Piz/9e9TDJfRi/emEsXL0TuqdvF29uwc29oKD8658O/KAHico0lj1Nh3aYh8RtZjvTimfqvIJ+C9rjm/gvfpzy5S9R37o2hxcDyFYnKB+fXCggRyfOIPurXxdIys6w5M1bEy62S6J/8tchyRD3kUX3zqHWj6GffH+w56kKfDHF7d7GD7bnT3nR7iP668jeOqK3huxvIFY2MekKexNxIKHdGUPR3Mu1MJxMBpzOBqxHAzp+H+0OdmK9EDiVUcuMguBjOKljxrlgPBVMx46qtOS6TdXfnH9OTMckX/4VenrKiR/7MOV//dfI/+m/pnXpLO3HLtB+7CKdxy7QfvwC7ccvkpzY/LrsY+99wxkLFjl1Mw8Jqr9rYGQtDHM/9zuF0CGcD1IbGF2kINYicFGVZ/+P/XayD30/az/xX1AVI4rJgN7aKbxQTErBOPfsTjx3hp5Ue473Pd0s2OVUxlEbe3BdaoMbDrG7Q6rdfeykwEwr6mmJmVahajoaIkYD5HiIGA4Q4wFysI8Y7SMmk4WI0/1CgGpFyJUe9tgJqpMXyc88SbFykqqzgUtDh9bro7uIB/a1UqTHVllZS1lpe1Y60G1JYq2I9MymJAg1VUbw8nX46vWDKtqz0NJzbhPOrIfr1bqAsCgqx6TwFLULSYalUTcO9xf90hdIPveL6H4X+ex7kU88gU4UsaiJZB1gqqJGy6UOoYuYmpjcxJQumotTSSkPDKjLikYl2CO9ZcNvcTr/Kuu7rxDt36IeT8mHOaPXr2O2tsPuvfgY8ru/F/HhH6RIViiNZJRHDHNNXkmKWlLWsrk/hcF8OzZsFNfZ3H8Z99z3oHZukv1PfwF7+3aons+i3UGcPoc98Sh+e8j0534Js72DUIrozEmSC+dIzp8huXAK+cQTVKfOk2cr1F4icLRVzVo0Jp1sExUjpKiJEhmseGaje+8RpkbYGm8NxinMXNE2Ap1Q6xYDv8ods8ZW0WFQyNB9j2r6qSMSFuMl5aRA376GsgbZ6xKtdVldF/SiKakIAl2Fi9mvu2zlPaa5R1QFPbPDur3Fen2LuB6DC6JzXgr2zn2Aqn+c8pXLDOQq+3KNgVx7IG/RM6sTzqxOefFGj71xTF077MzexoWCibeu6Q4vEoQZ7H8WUnhSWdETI9bcDpv2BmvlTdJ6EKxL6gJpAp0iMePge6kkQqoAx51BR2cZoFQBHhsleB2B1A0sezEhxBwq3TjsElMFX9+3iYooJPGiRanaFFEXI5K5qM/YtxnSI+m16Ky1QGl804U1LtCHjPULNMlSN9O5UOCY+eciBEs5NnMBQxZJ78zCaHaP+FoSy9lYViyvmDh855qDUZl7Hy/B0GeOw7EviV1O4qdkdoxWHhen4X4YJzC3hpKNPZRcdNLnkEozL/zQrBkCIlehXImyYTqqOuJc+Aohgg5CFs+4yAlexfgoRcQJaTsmTSRJLMDVC67w/faTs0tJWYWr65D0HtqXztz9utQROus0U0B8zL7H1hXeHILsH/X7EJLl2W9/3TGz7z5knBJl7fn2yShddDzrEl8WAaFWFfiqwFclfjrCj/ZxkyF+vI+fju/en9aGz9Tlgz2bgf/t2J8F4InpNzCPUTqg+OZq0vGiU6ojxKybqjU0sOP5Z5S+byHjmx0ffFw+THIfxjc3vIcbu/DqTXjjNo0tydtHrOF7n4THT93/GrLOc2cEN/c8t/YPJtBKQi8LnZbNnggwxkTgpmOmn/tlpp/+GNXlV0AI4otPEJ0+Hzq0J5tkttP7uiRaR4X3npfeGiAQXHzrFzAv/DKdP/qXg4fs7D3W4G5exr71VeyVl/H5aOkbxFx2XaxsIjdOIzZOk3dOsW87TMoAMx7nnrKsKfMSW1VksiSVJS1V0Y9LOrokFWXgtLpF5VJEKSJq4WoYD2qujtpc5gx7ep3lIYMcD5DDfairZjAcOidJNaZT7rGqS9ZXNWun+7Cxwe3V47Sk59xqTNTvIh+w432gkzobhM64pz4krUXlKWqa+aLTeq/b20wgZfE7Yd6KJa1EkMUyWJ34UAjIqzAv6yD4UjfdG3/7Kif++o+z/Tv/c8bf/aOc7e/TjSveHK4FeB8GbUpUOcXfvIW9chV39Sr2yjXsrdu4vMDlFa4soSgR0zEynxy90odCRBqRRqhYorVHRQIZS1QkEYmGrI1vdfDtDqLbRXS72N4qtrNB2dugam9gVRb4krYOg3Fbh3WaNlNe4ic5frAPgyGizJFlgWhUIOdWA2WBbHgyy1fNvDvSJApLCLZ58QBAbG4iz59HXryA2NhE9rqI7my9O4i1NeTKyr3OkqVuiAleidKjZeCBzaK0mqlJmu5gQm7iAI+bQb2X4IZlFT7fiSvWO4aWKshuvox64VPYl19i+uZ1zORQxU4I9KOPkT73PPUzH2AnOcvtvYiiUkyNYkqGEQE+Kbwjc2M6ZkC7vMPKW5+h/fmfgetvAVD9nj9J/aN/gOz/9ReJXYFaWcOIVoDBqz5WRUgXOLpsHiO6dJHemqJr98jMgJYd0DKDOU/Uw1wNFKlxURwGzFG88Bx0Fl8U1OOS0URyWV7kdnSWKupwol9yprVHJGokFukshYupXIDllk5TV1AVFl8HP9JWS9DqSJKs4Vg2WrQCTyxKpAgFj2IKfjykO71Ny49CMc154mpK4qZYNHfUCbblCfbkBvtyjaFc5b3nBkwrzcu3emRmRMft03IjYkps2sakPWyUUNq4gfsHUbrawCQXvP/SBOcFP/P5zpwjKfAB6unLYHfiCvSSgm9sc9arG2yU19iortOyw0aJWSG0wqsIm3VxKsY3iewC6hv4uw/yWHFIjEywQjdJUgMFFoEzamSMlTFGxRiZUOk2hepQRl0K3aWUWWOBFEDaxok5/Nr6kIw6JFqLYD2kRbgnfpO6l/PwHukqIlsQu3C8la8RjYiUVIHPO7MbUhKkFo0YkZzz0wMM9+u8ag2h1vvQvTd18JGu6mAZVpIEOLXIKEWG8YrKaZwPXfSjQhCK9mkMWTOP9d3vTiPPaqsmEVWAitoaYWfL4W9sY+/ybrYNQEWgYpDxEQdegIrwKl68T6dh/vUM7wO02d2DH7rMz2w4tjTQ6PC3WeqImsDFraaI6XAxFSMw9cHPConvrOA7a7jOKr6zFlAN+QgxHTTTEFEFyy5xF2rt0GZIhc96+HYfsu5CK2AWUkKcBiXpKMFHCeg4FLEayO0bdxSF03zwCY3QEf/9L5/kA+dyvu/S9J3vV9Hg4Zcgv3edZVLct7Hy7RZCiF9bSe6zz32X/+c//alf7dX4lgznYW8suLUvGBffuErMzLZCSc+xvufEiqffWpxvPp8w/kt/Cj/YO/A5Yav5gPmoyM8+w+Ajv5fppQ8EzoWpyN56geyNzxHfvky8/SZ6sIXwHp1oolSj02aeaIQQmNKQD4qgkPlNlUL3c+iQgKbiJ+7ODJZjqQI+G+/4Iz5wmAtxf25E89/Z9T/jeM5XLJTafbMsliTs5ysiOHr5iPDzjT7i/9/MW9CR+3nGebr77b7JgFztcbXDG4e3vpHS93jjwFjq9/0Ablohtm9ibt/BDsdQlIHDctc6CMTmBnJtBRmpRpjFI4RDKY9WDiUNmho1UxRVAqEEUgmElshuG9FfQ3RXoLMCqxsUtWZ4ZZeiVERnztG5/jqurA+ITy2HvfQ4bvP4u9qNdqnIsORWsDid/NLuFQKZxqgsQSYxKomQSYxMIkSSoNrZAc60N0Ex0RvTcIAMvqoDBBWLVh4VQZxpokwRJwcN6a0TlDaidJrcxExNytQmDSwyrJVb4kYGISpHoi2pdkQqdMeim6/ReuVXUJdfxLz1JuWdfQBklqEefQJ79hKms0adrlJmaxTJKpVMQzdLaJyOMVkfLzXC1qR718n2rhIPb6OL0YHrU2Qt5No6en0Ddew4++lx9PZN7OU3qQcT6Pfh/EXEsaXj5T296XVO+2us2dsoYfBS45TGq6ghdqrZITgQ3nvqacV06tmpe1xV53nLnMaxKDxtxgMez66xJnbYGcVMbBujM5yOEXGMjBRpK3i0BsXdwHlNREksqsZ6ioaXCsI5lCuJTIEtSuzeHkWpUK4icWEgZ1RK3ljjDFhhW51kl7XQrTcuCMk4RxI5vu89U77wRsprN9+FjZp3XOzt813vVQy+epneF3+W49VbxMIGnq+KyJM1TJTN9+NMQElJP4eMBnTA0c+qWsQUqk2pO1SqTS7bFM08l4HLa2ZMYa+wKEqRUIgMQzQX7llu9B74WywJComFGNGseLR4j79vwda7IMwlqgJVTYM4F2G7ImVDgkmYS+GbDu3iB4Sg+cFGubYZYAspGi9fgVRyiQsa4LFzQbvDasjeh2TEhgRmZmES7mNynqgHPZrmPmw9QXM3ohYRNQFm7VDBA5ngfTyz+mEm/ASNpcrCNmnW5/1mwWcVlq6a0JUTempMV01ImyLQ4d1S+YjSx5QupmyWq6XlwzZRR4VDUvl3AQ/2HuVqtC2aqUQ2tADpTAOZvnssJRoe6/w9zgQboqXvCdPBZeWqd8fvbLaxjLsUUZ8y7gWFa6lxIoiNCWdplbu0yh2ychflw3PaCUkZ9SjiPkXUp9YZViXBB1elc2ulxd8JVdSh0m2+JqeLJj78uODsuuD2vuf/83OeH/sewZNnvnW6pd/Kca8k95tsxvLNi9LA5a2vnWP2nRIzzsu4kIwLhXUCKTxJ5OeWCV/viDWsth2tNFRZh/nBbqv+6gv0br5J+YHfhOu9Pem2XDnJ6OIHqNbOIqsp2dZrpDtXiPeuI20NEtSxDdK+JKtWyar94CdG8FCtog6TqMs02Qg3pXO/CjePA+Ic99rv4sBs+a2ShWhQRE1MScSSJyhRI6/S+OLRDArmwDY1V5Ocff+MCxlgZo3IkZtxncR8tb+Ws2Q+QIP7nm/LKpRHvWuef8+/7+3XaqYyKYVvBD5mSsIOsbdH/dpVqlevYK5vLWS0aX7fmIP4xHvFrZ9HrvZJzp4gfeI8TEdBZ0OKIO4hPVHkSOKaOHEBFoppphA262JbfVx7BdtewbZWqNp9XKv5u72CbfWx7ZVQBV5eU9/Ar5uBZyUEV0tFZe/14PWsZAYh7t3tvtfnoEFWClAztc2lYzoH5zWvz+GKy98yh4CC9R5hZ/BxjxaeOPHoNHDEYumJJAgRAQE6Zn1IZKc2Yi/XVC5wZ0urG/XlUA0K6znzNDb3Fc7R+9t0vvBvib78SfzVN3FlSQGIOEKdOY/77h9h9PT3Y04/1nQ+Dm6UArKlfbQIi0DCxlngLNAc9UNIAr91G3d7C0FFfGJMu+vpPdOj5x2ZHCHll6Ba8CyFENCabVAf2/yyd2ArgxkVmMGYcmuPclgybW2Qn32K0cYlbk57jMpQ3Y+1Y61V8ITYAg+Vj6mjNnGSMYgfodAXYR00ntRXpKIgE1NSddRA3GMrizM1VQ0TEzEqNVXuoChRpkRJR6X6TPVZpnGXieiSk2LnPNfAdXXGUFuJW7pGhPdkfsrZY1MgZfX65/ne0TaZn9DyOQkFsahJRN0kogbdWN7IgE0N6ywFYldwa/u3IB67wIVhTFSeOLAtQQt/ARF3yDCoVRmV6DKRGaVImYoOU1qMRI9JtE6e9KllFoobSwnqcgjvUMIQSR8sW5REK0UioP8uEETSVmiTo21OVJfhGeFDYUgJh+q0EEm8VL8MK6VESF4P+J7LRszlAcIfqGzNruumQDrjg9LAmf0M8r2AgFdWk9sIKTwdXc7vE0o22jIJQQjpcBOqmZbjqFKH8A58ES4Kb9/pze6bHyKmkG2KmceqmHmsNvebxn5GOUvLO1rOga/AF6EQzazquDQ/HDNRoWYSzjLn1s8+c4hvv+DdL33Pu24CCrxIQLZABIy6lRorFcXMU3YmBBdgEmHb5eIcDYJVMyiQWLyXhiesDnLERbO6y6tsgCEwxAdRJUSA5S5drbqZ3r6M9i66rYdCSfBGcOU2vHEr/Ko1E67c/hY/Z7/F4zs2ye1lgh9+7l1UeL/DYn8S4MKv3oThNFxI5zfhsZNwblMc8M/8xsS974Q3v/gqN4Tge/7i/xHV6dzzfdtDz4tXPTvDIDbz3CnBI5sZYnQKc8tT3xLUt65Rvfkq5vbV8KurG6Qf+CGSR58hPn8JtX7sGwY/nsVoWlPWSwmRd/jJEHvzTdz2VbCWev0Md9af4pzco/XZf40f7dP6A3+Oicu4PRDc2ofbe45qOqWnxvTUhL6asKrHdOTkAPzSO6gHBZPXbrH72Ve5/bEvUQwKbHcF213FdVdwq+vIk5uo9Q3k6irV6QuM185Q2lDoOOqZr5WjFVmSyDV+kn4pMVwoMzaUspAoieDv5xtu4WwgNfMQXO48p1GAjqdxM0VhnsWiEROaJda+Sbr93BfywLJfLIe5wzYKppVxwbe3dri9AW5rC7e1Hea3t7A3bmA+81nszS0AovUu3fPdkLvM8bWNTUIsUJFExRIZBZjcXZ1VLRAra4g/91fh3/xD5Fc+H7pdcYJIghiXXllDr6yh+qvQ7VMkq9StFcpshSruUTiNcR5XG4qf/JcUf/Nv4W/ffqBzz505T/XH/yz+B34jWWSJI083KUlUTW0FRa0wS0IwIR/WDMeeom54fvMiwAJeGZRAPUotlo+6ZRwUglkUTSojw1SHhLcVVbSjim5c0YkrUn1vuJ31gsoGzmxp25SHElkBB9Y30o5WYlBiSiwNsVpAQ4OgVYBt2kbxVrqK1a2X0J/9KPWLX6K4dgsAtdpFX7rIeO0Cl9c/xFsnPoKf2UEVhuzzt2jV+7S0IU2g1dG0+inpWgfdig4MyONIhymOSCKNkhJRTfE7NzGvv4K/cxOEQfVaRJ0MfdYhpcCbGBelEM+gxGppAOrmY9dq6hhd3WF0dY+dssNOcrLpUnkgArHG9OyvY3rxXNN18ySVp9eqOdmfkMQQJyFdEPSC4rYwaDEIMPa6QNWhe661RzVe4HUN40IzsQmjKmGaS/JSzEWiSjuzfJLBt3qRB80z8VBI8wEq7CtaTOkwZs0P2bQ32XBbrPg9On5EJgpiaZvaguDW2o8wLU/zG/k5RPce5w+SigAnHYkU14jHWKEpfRzUmm+OUGuCV5/4XYxfv0mu2lQqo5YptUwxMsaIBKMivNBHdkyV9I1KriASggeTkJBATFSPScoBST4ktWO0r1DeIYXFC4lRKU4qvNQBEqnUXChKKIESAqkgyTxp5NBquUgnKOkxpYVHIQnPjnki6sNAf5lFOXvdW+ZJ6qKsxQLx83ZxfxARzc8gpaAf18TSHImkWajGv9uQIZES3C2utTgZl2Ao9/ix2XuXVZzu9cZDCKHF78x+46j3zsKxXFg5YiXeQdyjoicISaCeVQ9mVZhZcf3Q/PBrzbP+4Gc5tHz4Bzn6N75RcZT68X2jWZ+jkFffpDAE7QeArYFCSY93JaOvPX/+NR3fsXDlX0uc3L0xvH7r4GvOB6Gn7UZY8/RaSGwvHn9wIadvdLz2f/pzlDdv8Mz/8veO/P/u2PPlNy17N7ZYmVznrL9Ob3wNe/s65tY1/JIQi+z2iU6fJ33yOdKnn0efOP0NT2pn4Z2juHWNl0atB4Ks5JXk+lXDd9/+Z9xcf568c4KOnNDXIaHtqPwAhGtaCIZjySCPGJYJ+6bFvu0ylR1cnOGT9B3L5Mfa00o8vcyz2nF0Ek+v5emmnmUhVe+DGvW4gHEhGrGfIPRztx2EJ2oEhpRYWCVoBSttRTuRxFHo2NXWzxNS4zzGeMq9AcXVmxQ3blPd3MLe2eOwgMNd4T2+rqEIohAUBUynuNuhK2Z39sLKHgqVKtK1hNaJFp3HjpGeOY7sdoMljlKBq9IokUodeC1CBxion3ssxkGIRyX43gZ2/Ri6nzB2q1gitBJNBzHY94xKyTCXjEoVEstD+0/gUJ/8OPrv/i3kW2/gnnga80d+AnHxEZR0Dc8UlPJzuF3YBQK1toKKFNZCUQmEDNzHwVSF46FCh1Q2yWukFkWKubjOUhd93nXxYjnnn3f7a9v4KZom9xLNus2TYx9UlJOSdlzR0tVc8AmgsJrcJEG52M9sVgJj0zhJaTUISaQESWRJlSOSBikswtcoeTcHzzpBYTR5rSmMpjCK2gqU90SiIhE1a2KPE/lrZFuvMvqVL7D3hZfx1qHW1ykuvY8bj/4IV1bfTyUSkuFtWpPbZGZAO6rpHuvQf+Q4Ua8zvzaWPRStl9RWURSe6vW3sK++jtq6wUq35tiZmNUzHbKVFKFCwsLMKkOquwZ93oOViqqCwQtvsP9LX6LcnVBVntoIrJVYpamffj/lB34D9akLS3Ycfp58KenItKEd17R0RaIMkQrYDuENwhokjriBaS9HUBIXVLXA1B5rHJMpDCeKkUmZuBZD36FwcbiejcfYBqniPT2GHOcWm347QO9dAJRqalpuSochbXJSWZKI+sjiiRERtUopVIeR6FPINk4qxHuex49HlFdvMLTtYD8kMmyUIOIkKFfrICCmlAjX8cyGR4SEdBb9JGe9NeX2uENuHuzhKLxFuxrtSyJXEvuCxE+JfBlsW3zAzggCPzl8SOGUbrjRgcOrIo2M1X09YQ+fF7NCkveL6zYIsElqJ6lt6MYm7RilJaZyTMY1VRXEoZbvO0LpIKyjI97cjhiWby8yN1sRgUN5g/LmCMVnj/RurvirCO9bzQzHuoZIBPhqJ7acXgncSt94m95VefUOn0/x+RhfTPD5BF8f5kj6xgjcBHuXGffyrvU+grfxTkMpiJK51dQ8hFiyNpnZnBy2Qbl7GSlnpeH7x0yHI04gSoNQkF7iXMpDv6v1kfcWRKOs/TC+ZePvfzQoZP/4D3yzSfLfvvFrjpP7aynJ/enPB0Xiw7HRhcdOBZXiTvrNX6/7hfeeL/2u30b/wx/hwp//v4TXrKG6/ArDr7zE7uXgSZuNbgQochNqZW2udqyPn57b+ahO7+uyXs57RlMo6pAbzRK6u/KkuqTa3yO/s0M+GLHbOc80XiOd3kGKAJnxQmMavk9XjNiIBmxGA/pqQqoOqhBaLxhWGYMqZTCbTyTjPEDHdBKhYo2a8ZuUDIOktFHDY6kYzcJWwbjgdwuw0bWsZFO+69GUtd69BSSs82wNHNtDx+7YUTfFzVYsyJKFsnCsIYlCJzbWYVDtHJS1I28scGbz2nictdgvv0T1S5/AfvVl/GCIHw5wgyF+OILq/uIO94vDnVWdKlQ7Qa2vII4fhxOnUMc2aZ05TufccVrrPdTKKmJlA3SMF41KpnMY66lrx/X9mGERun8zv8vDoX7up4j/x78BpmbtP/wtHPvTP84rv+VP4objo3U0kgzOXcCfvwhnzsOp03D8JH59Azq9b6LyS4BvKmnRDTdOSYdu4IuHl2f8udn0oPUj5wVF040tTByEWZBEypEoQ6LMXXUhyQwtEM7pIDImsJaGI+0aSwvX8L08ygf12sxNiPM99HAHVU7C/wVNQqHAWnY+91W2P/0Srq4ZPPn9fPX5/wSSjK4f0MsMvfWE7vEeUbIYCEopibQi0ho5mVJ8+nOYazdxkylmMKS6eYv61m2qm7fpXljn2A++h5WnTpGsdPBJFo67VHgfOITOOkxhsGWNLeqgnD0pqUtLVXnKAu7sSbb0aYqzj1OfOE+aStbFHivRmHZqSdsKGWmkCPtDMIPk+7kncuBjHnVcoDSa0ioqI6lrKIxmYjOGts200uRGNZRojzJTWvV+WO/mXiiAmIouIzbZZtXdoeuG9NmnLYr7nsrOC6yMMDqljjpMolUm2QZl0qfSHcqoE5R+x4LpuEbUNbEraLkRrcxz+r2n2Loy4c40wyVtRBKjdRB5WiBImmPXJKOxL4OvrKhQcqayC0iJ7rW/4wb+sfQcl2O65T4Uk5AkTidNojjGF9OQLFpDWYSkMJJ2nm4ZS0BwHnUc7Qwc/02KKA4+mlkbkbZDonc4DiV5qCOSx7sEeRQiThcJZKM0e/iiEVJBkgZRxgcQTHwYD+Pdhvee/+5fep45Bz/8/MMk90Hj1xwn99dKOB8UjJ88Dd//zMH/fQupe98V5Y0bjDvHsU/9AJN/+XPoNz5PeuUFVB0yMt3eRB4/Q/t9z5KeWtj4yKz1Nt98dHgf1HZnKrlFFRLZvApKxHvjAO0eTB+MghlYGieAE6jE0BcFq+yRtWpasqCtwtTTU1IZElprYW8guD6WkKTUuWFwbYoRMUW6humuYLIeVdymjhLMqsavhoN4ZPrnmFNBlAyKwXFjx5DoMI9UODdOrVZs7Q7YWMnumeBOS8+1HcuNXYN1odvXzxoYsQZXlZTjCfWkYDzNMZMCU5kgADKHs3moa3xZBiXeYozY3aH81GcpPv0F3HAMQpCcO4HqZqhVjTq+gVIbKGmQZoqOQGchSZVZ1lSuE5yOsDrFpD1M0qWOu1RxhypuQ5TiVAxxhExTzPpp6t5aoDQR/ATxnokX3Gp4x3ZXYHYE1gpKK3Be4ZzCOkntFM4dcQ2JBR+19cYLdL70CeyP/yHcqXNEz5/AVA77f/1vII4bw/ooWIHoCJdk+ENcWjWHgnuksMgGjj4rWHi/xLf14HGBVS3c/DNKzHwMQxfEiTCISyIfrKeoiWVIWAOssvFCvM/9IST8YsHPdgLjCfvIR826HBzkBl7uElw9CoNOKT2Zz+nVt1HlFGFKZF0iTYWwwW9RRgoRKZTWyEQjY4281wo6i6xL/HiEGO4hTUmkxQE4osEz8RET+kymUG7tYm9dQ7z6AmoyYHT+/Yx/w+8nefQS71MVwtVYk+GMw9UG8+UXSa69SLJ7HT/Nmb65xejGDlIrss0evafPEq/3kMdj5PkE+YHHUO1nSbsxJGlAWEQJVghcZRh9+S22/92n2f3YFzCjAn/hIubx9zK+9BzD8++jWjuJPNFGa09LlXTNHt205sm2JE4Eib5Bpipitai21c5S22DRY53EOoVpOsrWyfnrATasKW1IakurqazEWEFVOVxVktVDUjcmcfvEvmSdglW/xwZ32GSbDm+v+O3xOO+pfMS+6jONNph2j2P6G0ipUCZHVVPicoywNWXpMEUNuSFRA1rDPTpxhIk75NkG7WSVftqj6rSwMsWqLo6TZEkNFOS906TdkJhKHKmqSGUV5qpslgMnNaygRzQcROE9RBFCR4DDMmRYJQgR7nczcSUZTmwWs7B8ZxLx+k7KpfWSY91QBfTGQD6C6SigSuoKb6qFJ+YswZp38e8ewArvA+/RO4RzeGeaKk/jpemXsN8HromD/EtZ5XRuvYzwbgF+FSIkiFkbkXWQK5ugI67va7ZRnD0e0V4NiWFtPZ/4Ys2lU4oLJ45I/g93LGd83uWQcp5IHlB5vWd3Uy+4mAf3ysPE8mH8monBJDiRHFv5Fh7AfxvFw07ut3lsDeCffRJ+w3sDHPlbMdx0QvHyC+Qvfp78xnXMaAiTIbpekA3q1hr5+fdRX3wf+rFnuXS+RRodfZF77+fJ6nxeH0peSxpLmfCesr43t0fi6IsRfbdHv96iV94ic+O5eIf2NUJrXKuPSTqYKMUJjYgj0sjR19PFQIpgN5APKqpBjhkXsD9hf/USb248z3Z0tJptGkGWBC/fLF5YC0RN0rq8PH9t6e97dU2895S14+W3dhHTKZvSUuwMyLf3yXf2qXb2qXb3MfsjXFFBWUBZ4ssSP57ghwP8YIgbDCF/AJPje4RKFa3jGe0TGa1jGWqpS+aFxKRdiv5pRhuPMjrxDJONS1TdYwgV4IZKLri6zvuAOvPME7BZ5xrCvpgJTM32zbLnKcw4qdw7kXoXcal3G4fg8vDYbMvmwkdCQKQ8aeTJIk87CVOim+4oDu8Nxjisc9STKcXWFiKOUWnSJIyNj+k7iFmyM0tanQ9GLpWLGhGemY/jUuerSYKVXLpgGniiwM+7hmHZN9u55D/pAwtbekPsCmJXIJwJHPCZKI33jVXRFFu7MBmHMw6Tl/j9fXQ5RLuSWDniLEJ3OyTdhDhe7IPSarbsGrflSXb8OgPXpdrZo331S6xd+yz9Wy8SFYGz4aVCdnvE62vodAFtkbFGxRq90kX1uqh2G5GlqGaSaYyIVBAucjYkH/hGNEUsBGJmCQyQ14rdUcwwV4xNRC7aTOji4xTabaQSdKOSfpzTiQoiaYmkIZL2LthuZSVTEzOuYkZVGigLRUJhNM5BVg9Zr6+xUV1D25xKpNQ+wkmJkoLETIhd3tisBJi3cjUdxvQY0uLo69p6SWUlvipR+SjQAmangxBYnTFNVhhFx6jjFpmsWbXbRPUELwKnjDjGJxk2blGnPUzSwSYt6qRLrvvkokNBxtSmVC7CHcEjlDTKzcKiMaxmBUpDPZzSHlwnmtxBD7bxwxFuNCLqr3Ly9/94OI4Nh1BKdVeHdznujDw//2XP9zwqOL95CDpuavxkiBsP8JMhdZ7zmRcLOrrk6eMlfrSH3b6OH+4urbRqksmm85hk+LoMFJvGb/NI3mAUI5quIg30+nCCeBSuW0h9MPGM4qWEto3MOpBmd0Fsf+VVzy98yfM9j8P3P7v436vXDH/7XxT8id+e8uT5hwnmw3gY36x45brnX3zS8wd/UHBy7WGi+6DxsJP7HRo3mufqqbcXJ/6mhHWefFwwffMy1Rtfxb3yBcS1VxDeYeI249ULmP4j+I5F3nqL6Pt+FHvmKYqVsxgvMBZsAdsvw7JwQzHjheZhfq9uq5IhQUyjkCyudSFVlsRNSeohSbFLNLpFMrxOakakborCUsc9qmyFutXHrbRxahUnFWhPpAyZLJd4sjXeV+RjS75TMrh4kfrOiOTqdfSJ0/hT53HnT1G6mJ0RvHwjJNudFD5wBk689lPIKy/S//E/Q5xETQL3zvaz955yf8zoyk2m125SXL9Nfu0W5a07lLv7VLtDzGCI2x/ihw0c2Dmu3usLkwQRR2Ewr0QYs2uC4FLbo3oJKkoRuoEESxGIt3GKbfWp22uYzjp1axWTdvBpG9/4tNLtU586w16UsKsiaDiJc+uGJkMXYpHIxs10dNxjZy0V7GZiWcFKIwh83EVNEswhngsFVN9A9IJdiGy4xQtLDoEfjdj96Y8isZz5Pb+JuB0T+ZqqrIiU4kznRuA7ErorQSfIYRzUTmC8wBvA3i0xMuN2WhR243RY9rKB68oDfy9SSzHfZiUDDFlKx6jKiJVjLRvPfWSVNxRGM7Q9TqvrtGQeFLTFDMDcYIQtYBbU3yZdx4uDv2sBN8nx+4PAlcsLKHJ8PsVNp7jRCD8a4cfNeTgKE+MhQgqSlQ7xapdofZXo+DHitRWytRatRzRCrM73ych32KPHwPcYmh5jkzB2HXyUsFJv09u/zOm3fo6zX/0Mfu8OSEn22CV6v+NHaD1ynnhzHZUlIdEwVUhcTB06Y3PLnaUEoIFDe+/nxwMpw/kvfChKsLD0KFxEUSVs1X1um3UqUqQC3xE464mkIdM17ahiLb3Dejadd2VHVcK0jqhsSmk14zJMw1xjywpdT1B1AX6K9kPajDnDmLafolywVcrIychpMW2WC+6iSTand+mCJrtzgtrDwMZganQ5RtfTAKn24ToLRb0M1zoBSYZoZZi0Q9E5zjTbpNKdINAkYnZExFsicDqXr7UAOQ98a+dlsyznwuLC22aq0LjA5RQBNluLGCNSPBHGR5R4NqKSYZGw4zaQvXOIrkVtBusR1UxvfmYH6W8jnQ28UBssS9TMnuSAZUmBMiXf52q6r8JkqSI244Aejuebeb2TIFpd1PGzyPd8CLV5CrlxCtH+xvmsf73i1RshwX38FPz69xxc1ytb4eQ5c+w7C8L9MB7Gt3rc3g9P243+r/aafGfEwyT32zCc8/Mu5eu3oJ3A1e2731eZpW5n8/4Zv9TMxWPe/Xroeko63SKb3iGdbtHZe5P+/ut0J9fnfKdh7wKDJ36M4Zn3sbvyGNNSkZfw7D/4k3ipeCH6EbhNmKAR1rn7t2IN3QyOr8KjaUgYs+SgqXoag/YGv3Mde+sq1a2r+N1byHoCaQuftXBpm6rdoe6dwKrzTJUmUo5UlCTzJNbgvaEmpq4l1ciwvz1l70uXmQxr7PHz6Oe+G3nxIvuZZ7LvkYmmOi8oauBWMxESo/Ob8PQZONnKmXz1ZYYf+7fIR56keOVl6iRBpBH1eEp9Z5dqd59ie5dqe4dqXGDyElvUmKKm3h9jt3fmE9O7ZfdEp41YWUG2M2QaEx3vIU/3UbEMnu4KpPLoWKAigYwlqp3g0xamtUKVrTJZu0SxeZEiW8HpFKtinIrnCp9CitARkEd1Ro5ulwtYspNZ2Mo0vdlmX834hAsY74OEYKH4O1sdKRpPSwFahZRM4pC+CJ54ziBF47/oQgdSiYUg04Hv9zMooIfa4n3O8R97FK8jnL+Fm0gqIUFqjK0Y2aPWO3iFVi5qoKMRldMYL/FezL0ulQr+kbrhwUrpUN4jvUdj8T4kV8vbKwjbKMXBTrUjKBF3s4Q4XnSypkMJI0+6fjKoOZclZtIkpdMJbhqSVPIJPp9ip1Oq0ZR6MsXnU0Q+RYx2kft3kPvbiLpCJhE6S1CNH65Ogw+ujGJku40/tY555nHiXos0k2SRoaUOgvArrxn6Hjd9j127ylD0yaMeQmcc65ScaBdciAviwXXszm1cPsVVBhnHyPMp8slnEL/j/Q3s8eBBdL7ETZuSgg+WKS5KMT4o7U7qhFEVMzBt9lyfiexSuRjjju6cizlYWyDFgl/c0hXHs5xMDfDO4ZxDC4dHzAWDBiPPrZuKauKoiprKeMYiYkzGxGd0mLDKFqvsseL3WGWPdXboMyA9VBaxSGpibOPzKXy4qZdWIJwJfuO2xtsFnFXpiKzpCnql8ZHGxz1cdppJa5VJ6wTj9Bi1yrAyxgqN9YraawobY7w+tC9cc205hA9+pgv7mNlFHuSIpRBECtT4Dok0tE6cINZL5h7eBUXncooqx+higM4H87lJMnZWf4gLr/0bntv6KtKUBzQbHiSc1Did4KIUp1N8lOCyHjqOUOkhLmbSQnT7yHYf0ekzFF3+2ecyLp1L+YHnD4oPee/5ylX4+Mc94+I+Sr3fImEdHF+BH34+jAWW1/fatmNjRRBHUJlv7e14GA/jOylu78NqNzzLH157X3s8hCu/izDWM2o6iqM8cDrfbjd6oDZ3Q2gfZPdbt0hMjT3YxYyjkKgeISC7eI8Onc00Dkq3WgWIq2pUcJfDjfagOkLC3nuS0U26t79CZ+slsv3rKHMQ5maSDvXqGezaSez6KbY33stWdo6Ymiflm1yQN5ESbG34yl/4K6x85MOs/tbfHgb1DWTzQYrfHvBlgc1zTJFj8xyqHFFO0MJAqwVZB9vqI1pt5JJcsG1oTcI5sBZbO+rak08dk4lnlEtGRcy+WiPvnaRcORGsPA6FxJHIGpQilTU9NyQd3yHZvYHeuQV3tnDb29jtO9Q3tymv38Zs7b39xh0VWkGSINtt5Fof1WujO+mCt9rvwvHj2DOXMCvHEKaaJ6BeSgqfsmNXqeIuJupg4yRAnhVE2jfngm8G4nJJNXmRlIakatEZlc3rQoBaEruZdTxnNDLT+CLOBvjCOZSrUK4kNjkJOQll+A4R1EiFD9+FIOCxVYzXEV6HRE3OPC+X+5hN4jxfd7GAxgIL5dl32F2ZKws3g/YA950N60WjQBzWphPX7BQtKhstwLszn2EaSp0X2EYN1ZY1opigmwF9PN5FvvRp0l6b9d//h1GtDnbGxXUWby3OWbxzwa6pLvGTEX4yQlRF4Ldag/RhXsZt6uPnUJ/7OOzdgapEYhAf/H5UpIg+/TONMNOsMy+DPclsLkUj2BQhIonQMSLSSK3CXKlgnSTvpw3qccbhjcUZF3yapQIdBd5trOc2UwtXCvEO1GZ9Y+Ho55B15yXWBGGnurLUlaeuPZXVTMjY1SfZT0+Rxyvz7xGE80+qcD5rZcmUoZeWdKOKVNfh/MbjvaO2krKGqg72THmtmFSaYRExyCPGpT5CfTzsj5iaNRkS1+Nim02/Rd/v03YjEl805/bs3cyLS05FYYpi/DxJizE6xaqkKUSp5viJ5hhKvA7JLCLse+PVoc6qoHAxY5MxNhm1jw6sb4Cku+C/a32jpi1oJ54s8bTicJIOC1htwyMnYrL4YKXSew/lFCYDmAyoP/VTyLSF7K6H16YDyMdQTDlSUT1KoN1n98IH2Dv5Hrpf+HmOrTQqt3EKDbyXOAke0g1iZKY6SxTP3zMT6ns38dOfhzsD+EM/RODuNnF73/Mzn/fc2IU09mTfBu6FQsBKNzxeHsbDeBjfGvHG9dDAObnxq70m317xuz6of22pKz/17Hf7v/uPf+WAOu4sSaxt0IF4EP817+9W2a3vk1DeL5RcJJszSO2DjLlnNiyzxDRS4bOlgc+9IfjgY56Lx+7+XKzD7zyoF2791c9S/Nu/P//bO4eZFtTTAjMt8E0mLePQtZE6qHsKPbNZkViVcvnk93P5xK/HCc2F27/IpRs/S2SL+fcWe2OufPTLnPzAY3RPrz/Qut0VOoJ2B1rdMG93odWec+K8c5BPMXlJXsK4Stg3HQZyLSh5RqtMoxWcuHvAE9mcdr1Hp96lU+/QqXZo17uk1RBu38Jcu8X49phB2aYaFvhbtzB39qA61FEQArG2ijpzGnn2NOrcWeS5c8jV1cB5LRr+a1Hi0xS6PXynh+v2cZ0uLspCx0FprAsw0tmg3iHxMtgEiCM7qu88JC54ZFIT+5IIM3cgWIbzirlfIE1S2qR8DcxQMoPMeoQMSWmkglqvWMJQCpqkUYTE2s+M3pdM3x+s6uGQdYU0BbKuULZq9lFjs0GAABt08MYUMQaFRc2tOALP1M1/UuKbjnPTAW7+ljhiaiJRN/vKInEUcZ9pe5PezutI7+bJ8cyKx3tQ2GClIlxIRB5QTOVBE753HEt+q1/3r16Av1mGl1svME5ROUXldeAGzz8T3mtRFCTkLnBLjQ+JmUXOl41XlC6m8tE9ksm71yiSDi0teEcWWdqZJ6onwVInkoEn3NhZ1TWURpI3Cey0CrZPea2prAICbzlSjkh5tLT0dM4xvctaPKGTGLIYIuWI6xFxPiCa7qMne6hyurRWUMY96qxPnfQwWY867mCSoDBcq1Y4b526aztnBROLnMOA5wWZ2TFo7hUO2cDS772vrPWNpoGgalA/y89I4T2RL8nclNSOSW3g+kauCPcLVxC5MI+beeRLEjulZQdof5CD6hHkqstE95mqPrnqUKg2hepQyDCf6D5T3aeWodD43Ll9lPR87s3VBzjm35h438XgWBC2AV664vni5aAuv7ECT5yGjd63NlT5flHV8FOfKnnmguaxMw8z4IfxML5ZUdbwbz4N77kAj5/+1V6bb6947KT6tcXJnRTw6VeZ+3bOJ7lYfpCxo+Du70ijAJ3tZAE220lDIvq237XEOfx6xGdfD/OnzgiyexMYHyjszi3yn/3H0DsGJx+lePlLVG++EoRW0ozk6feTPvle0iffi+rfTQB2Dt64I3nppqQ0gjOrjvecsnQ/8BHgIwfeO/3Jfw4f/TIrf+ovUVtLvb9HNRxSTaaUlaN2AqtijAwKtaLXQyUxSoGWjliYMFhtwjhN4SNKn1C4mMInVDKGDojOYmgo8ETesi4cm9Ij5R5CBhEcP5niJxP8eAKTCT7PEVUJRcG0LBhv7TP5n/8+TBp+lpTI06eQx48h3/c86bFjyGObyGPH4NgmbB7Hr23gdTz3IbUIrF8o13qz5OUXxUcmM4IA5AvDaprO4aKzGLqorvFjdUTC3DXkl7iQXDUelQpDTIX2FXHzt/QOITwWPU8iGjfNJhlUTTon551LR4AsS6mQUqGVI1IKfVg8x4cE2DkZuHc2JBph/OybJBnwFm8d0gYFVOlnU4BdztZz/rVL2ycOZGtNoixVkzA/4MX+TsLPRIjCtuTpKsLVZGa0oJILEZJ12WCRraPxZIE8+EJ640KH1roAKXWho+6lxAmNEwrnPN4GaLW3DucllcqodIu6mYzQc2GpoIgscA2ndLazPAvxKYsEGqNc2fgmNh1cL+RC/VVInNRz2GooFGgkIbHTItiOSHzgpdqI0t3/ZiQJn9NNqWHRLg/bKG1FNNlB719B7txG5iN8axVz7CysbxL1uiSZpq09QlRBQKtBVkTCILzBGYM3htoKaiMoTei4lrWiMIrdWlAaRWk6KFfR8lMyP6HlJySEbqqQ0BaWNW3pxIZeZmitOpIEtBYobxGmQpg6KEU3y2JUIfYqrBVMVRcnNbmI2IuOMVl7inG8yTRepVSd4Od6L2/tOkyhsLXgyS7O9Obe5RfCa+E9Plw3OKS34KpQoHR2fg4ldkxiJmRmQMsMycpdkno09z0NvqYNn7XxOtW+CsfrHuGQVDKlFgmVTKhkSi7a7MfrTNV7mKg+Y90nl12eFV/iVf00b6rH3v5ac4ALNIZeatiZpDjnH1AF/+scHj71cpiWX1zpwqMn4bkLkvXut2+CC/CVtwzXb1l+x4ciHj3x0MLkYTyMb1a8tRXKk0+fEVw4/u19H/lWie/YJHezD/+H3xaSSus8+2PzQNDgdxrWBsnvX414a0vRbwkmuWHyDoVvvanxO7fwN9/CXX0N+/LnYbgH7g3gs4gT51Df+6Oox59DnHsMlKYAxha2bgrGeeho11ZQ2wDDrq2gl3oubFqcd3z2LRdM6t3SwBtY+8RXybprfOxmn1TWJMQk7RXSTklCSZswdypiNztNqTt4gk6JAYp7bJMAMiAL/ZEH3RNhlrVgowVs3vOd8Xufprh8HXXqGGq1h6omUDVrozToFJtk2KyNURHOgG06xQJPLCoykZPIikhbxANA2pwPvDvbcAO9n2vcBrghy9LBwcDFeQneoU1B5KZoV4VE0rv54BU8jfYRC1gySGqEqFA4tLdIZ8LUJJzzru4MVopHNH6lvjZgTeiKNhBYoYKNhFcqQCaVxsu7OZMHYpbZu5AAeedBNHBJL+7qPjov8a5JAp3HG4MZTqgHE8xgTL0/xpV1SOaSGBHHiFgjG4/I+ZngPb6qcZXBlTWurHBVja/MfNmVgRttJmU4LnGLauUYZ/6L/wRvh3z8r/5TEB50jEtbuKyNS1q4rItd28SsHcesHMP0N7CtLnOYrhKgxZwv+KAhmuROi8bUksUsfPU7f1A2eVIzD5mT8nWAmNsRypZgXbCokRGFiHBCE9kxfZcT+ZLI1yhXYY3FNRBXp5OgTB5lWJ0ErrcIHXXvfYCx2wppa1wUUa+fQKxtIKwldjltMybZu01yZ0ripsS+JPazLmJF5Cukt03H/HDXELyOsUmborVOma1R9zoBhYJHOkNkC7TJiepJEDAyFcI2iathbtd1OBwC0yR1o2id7c5z7HfOMc2OzZEld32mrsO5ZsY440JyKNNF59t5onpEu9ihW95i1dyhZUekzf4NBR87F1aS3iCcRfkaaSvkkapTRxxrqXGtFVzSgkzjZQKq1VyjGisUo0ozMQorIyrdPjDVKsMnGZVIAlf3AYq4LTPi8ZtfZdI+R9V58IdyO66REmo0x9e+dRBo/Ra876Lk1OrXt4j9qxVXG9Gpsw9Fpx7Gw/imxu39MD+28qu5Ft9Z8R2b5I6m8DNfAHC04ilK/mqUfb9x4Txsj7qsdypevXHvhE7UJXr/NtHeDaLdG+i9m0R7N9GDrUZQB5yOqTb+/+3deZRk51nf8e9zl1p6nVWj2bR6ZEmWZVlSbDDGyBibzTmYYAP2AcIhiUMCBBL8B1sSwhIgIYDNZgzxgg/HBGITFDAYH7ADtgkysoxkIWRrcbSNNDOamV5rucuTP95b1dU93T09W1dXz+9zTk9N3brLW7fe7rrPfd/3ea+ie/g2OnuvoX3ghRQTS6215TM57cxZzFO6eQSDox9t6Zo6ipyFrvHosdD2aJSMM89O5piyOSZslkZ3jqOP3kOyeyfXPPvHVTCRUXQysk5Bt+Ms1MYpbn4JdvW1lLOzdP74f7L4F58gP3aS4sTz+AYi+mjPTpKDVxJNTi5/wZ0otmqamZI4Konq1fQhu6aJd08T796NjY9V3XJD61p27c2MveIOpvbWwgVzmlDW9i8br+sMdsxcgO5CNcFtb7xodcIoKasL09hDl9fYSuJq2pZe4qHIvMoSvPbFU38e1dKrFlPvB6BEVdeF6n0vTbYa5mCkLKuWyKo1zarWz6rl0/tdhmNYpVv3SquloOpdipbdjHy+RT4/TzbfJu+cOX1G3i3IFnM6nZJu1ygtoZvZBdycioApYAqPcmi38VMtvDUH7TY2PY0dPAgHD8P+Q/juvRCHsDAkZC5DN+fSyIuIvAw/HVI6eUrRzWh0TtPMZ6ld2+TUyZzW9/7Qql2Avdpnw6r5au05LHu23/K2dPaWtdOFsaJlRlp2SMouSdkh9nxZe56zvB2bM1r8BuqeD3wuvUbecqAO0ZtSaGB8MyzrOh5G0JZEZYF5aF2PPLTKmpehdwRxvzU6ZNFOKIqEPKuRW508qpFFdQpLev0DzvJRRuS1CXImmLOYpB4TpRFxHGOxEcfhhkpcZf+OYyNJjHrUZSw7zVjnFGlrlqg1y0Rnkan5R4lOLf+7WQKtxl5mGldQxAleq24yeUSXlFnfERJS1SbJ03HKuBYysFvcHwOb1EP36yyHrF1QdlvERZdm9zTj7eOMd58nbs+GMDwZp4hTzGAsn2Uye57J7nHGi1lS764ZL3rvM/SBm15VD5Hj49fw/OTVTMw9zf4T9y0lnLLe/MVGVK8z9uVfw9idr4LG2Kp/W7LC+cJR59Hnwljn664wbjpg1JKBruel89H7nbyEr3+Jka5M8LCG8nSXzlF4+YvGeMVVGw+knjrW4vhpOLCrxtfdrgDsUnnyWMEVO4xGbfQDdpFRcmzGmWjCWF2/exfLth2Te80Nd/qP//o9XLVnkUZa8sypBu1s+3S9KUpoZQk74jn2ZE8zvnCUZPEUycIp0tZp0sVTpPMnSBdO9S933SKyid3kU3vJp/biVxwg338N3R37w1jFMiYvQ6thUU1lUpZGt4zJy5jISiZrHabSRRpx1r8Is1602xurWXWvY+Di2ctyY4OgCRmCvdVm7jffT/uDd5OkRm3HGPVdE9R3T1LfPUF91zi2ImNGXEto7t9Bc98O4ka6xt7PTx7Xeezwa2h0TnP46KfWbR9zrEr2UsOTZHng2J/s3pYFDst3EJJihTGT3h+Lu6qlZtX+wNmyCMl+im5B1go3EMhD4iLKKrFTGpM0U+KxBslEk7ieks0tki10yTol3SKiWyZhKhvikGE1SvG4BmmKJ2kYFx3HA+8hlLFrNdo0wtQrRYEXDl6QlGVoaepPGVJ1ky57LVG9LrtlSK7kRb9rdlFlIa5SLtG/0eJGGK68lEjHsaVxwlXW19IiClIyS8ktpbSUpa7SvTHFztlqqOHUvU3DF6lXvQWiWsKul7+Y+UeepH30xFn2cOEKErKoThbVyS08lmt1eR1QEpNX22XVdkB1s6Ug6nVbX3EWHKPodZ22UCd8Wb0N4Xge1VYd476ayHPSskNcdpeN8V46aOhy2/BFGr4YxoH6IjuTOfY1ZmjQwop82U8vYZFjzO59Iaf330IZL+863UtAVhL1x4KfT0Ky5aON+83eVY+Jon8DceNs2fRMaz3f0J4GbjxeqP6+VvszVX1sSbzq1K1rK0s872BJ/ZyGERSl08oSrj+4gyumdRF4qfz4exZ4wcGYb3vdmQkXReTSefdHS6bG4I1ftn1ilc1y2c2Tu3s85x8dOsF8kXLD4QlecXOKF3mY9669AO35ME/i2bhDkeNlER6LjDDmb2muT4/C3IDLNwtj7cI2YYxYb5yYl1W3zrIIXSRZusYbnAKEgf+7O97pwPwszJ7m9Bxkcy32zD+Cd5dPxeFpDcYmKXbsonXVjXSm9rM4dYiFqYPkcZPcknCRGzco3WD2zAuGqKi6DuZtap1Fdhz7IvVnHsU7HQpgwz20zfqBVDTeBEryEydIDuwnGp+oJq+v5qCMDYtibPYEcWuW5hvvgm95HaVFlJ0szLE5O0t7do7W3Bze6UKRhQHBZYHP5pSPP4kvPBy64UUx5Dllqw1FEVpdG02KWh1PG+ExqVOmtf6UOADWm7g2ionSuMomm1E7+TDl7bdw78z1ZCdOE483qe2cJJlskDbSkK26zKuOxEHpRlYl2OnkKYtFaA0vqji2LJyygLIow09eVuMzw5hPqhZXSq+a0KrxknGVpdZ6La5LYyi9Cnz7iZwsxpOIMq3qq0VEFMRFTjzbJTndJfYct5giiikJAW0Zh3lsSyJKi3GiEB5kBVG3IKIIU4ZYVK23NPetbyDoWqps1WMMXNx7E5ti93ibl3OMzyV3cHL3Jl0Yehlados2adEm8jNbxlcyL0myNrXiJGNFm6Roh0zYUdrvOlxaEgK0gaAztNpWPQ+qruu2Sstrryxpte+0bBGXGb3R3EY1LRJhbtretFRxEjocpHFBGm5FkJCRrDH+s2zX6FKjY/UwsMGmyKwWjrJzHxy+DhpNfGGebKHdH08cbjSFLMWD3YijMgvdlPNF0nwhJMlz7/+u9Opy6E4d5mMFqvM1UOejcP7Kqptv77X+d0XV6utRuK2y2DGyMiJNI+LzTHHrVJ1NqlA4juyiDT+PNhD7TzQ45zGoPn+K4rlHia++Catv7PeldOf4LMx0a+yZPPv6cn5m5ktmFpzD+3SRLbKZ8sJ5fg6OHBh2SbaXbRvk+sIs1z9+NwDlExEL2LpJM866P+hfBMJS60fVDrDudgUJZjFWbV8Sk5dQzIXpb7zVxjsdyk4H7+bkRTV3ZxlauZJsgVr7VBgLVxlLmixOH+S5g1/C4o6raE3upzOxl874Hop0bFkZbHEeO30Ke+wULDwJrUWad9xKvdmh9YEPYs88hZ14DjtxLPzMnMKKgmhynGhygnh6Etuzk3LvLpK9u4j37sbGGpSdgqLTpWhnFK0uZZyEuUMtpoyqlrcsgydO4DOzlLOzTPpzTBTHefrKu8gnd1GOTVIkDcq0Tllv4vUxvN6AeCJkn61+LJ2E2pX4RIpPLQVrvQvNcOkcU1h4LKscvxeXc3trhtqtL+azj+3sj5NlgXOI+oNeV+VeYiWLPAR7lyDIi7wgLVtV5tMwfrGwpdbALKrTtXFiz0jKLjWfD8GJZ1Xyml6X1CKMobSk/+OEgDnqJ6kplp73My+H8aK9tq9++LTsTs7yxFGhodYxL8LvmRdh7C+9cYhhWeRFvwVvueUtjUax1N23CI/0pp/Blt9cGpAUXer5PGm+uGaX2uzGO8iu/ipefc+/x9prDNxcRbHBVs9lDMwi8rhGno6RJRN0kzHKKD2jBXYpx+5SS+nytEUMnKbe8IOqm3u0NK9pHJWkViWLivNq/C8U/QAvobQIw0M9oex/NvGKer40PU5GkTjzu/b3Ey+VFtGJa7SilCJKyJMmeVynSJt4YzzUuVYX77RxSyjilDKqkcc1yrjOWNNpJDndIubk/BiL2a7+jauoyEizBWrZHJOLR5lYeIbJxaOMt46BGe3aDlq13XRq07RqU3htDGoNonqdKK0TNxrUJhqMTdaZmKgx1ohINtg9d6XZRefue+DkPNx1C9x6zfr7cXeePQ2tbPnnO9+CLx4PwxOu32cc2b/xLsObwT1MtTe3IolCff4RJp74a05fextlMr7m9t0cTi44p+ZhthqhcvUeiM6p2VjOxZPHNR5XZBhOzIavafVSubi2bZDbrk1x356vJp+ZIylCl7hu1AgJPuJG6G5pEVbNfRhaGIo1AtYqXKqyeEZLnSOJskXiY89SHn0GP/os5fPPU7a7uJdhis+kl/22CI/VFC1J2Qnj7dZ5D2WUkjUmaY/tZWbPDbQae2ilO2nFU8y94E6SJx6j/um/hNmHscV7IctD61yRh5a/bgiciRLKWp0ibVDW6ux41e1ceVXCEx/6JHNZjeK62ylvnaacmCafmA5T2IxNntEdeNkZ8V575bn9Qt78obexODfB42/5qWXLzYsQgHmHpMxYGW70MoXGnhPlnf6Fc9wb20pxRuDYzw7K4LrLL7yXxjf2jtfLPLv6+yrndpDd+Wq+onkP8SMPVFPSJGFaGksoiVaMaPTQ4befsTS09DpRmDu2tDDv5Iruj15FIF5N/dHruhheH2gprm6IlCVVV9NQP/Ew5Q1QBYUZcZmFDKlV12CrAkUGjtxruoksBOJJmWHVdhG+InZcynC07GwNNv+s7OtoA+tUrdJFVKOIalVXblt6zSLKOMWrZFVezWdkcW9qn2pan6qLbcTSDLZnYxvooho6RDdwG6vOf2jV649Fr2Lx/OrrsaxD/apD2MAYWx94/9ZfOvhPr3trCVW36hDYl9WURl61qpasXlIH5qqf1V/N4ibtdJp2Ok03bp71vKy6nyihVc3F2vvpv8N+NxTvd50P8xNHlFXLZmEhaC0trbo9RzSaERPN4pxaHSMgajaB6VVezfAsY+HoPM/ONMi9Re7hWDunIg7sijl4RY09O/cRJYdCz5FLnCQoy51jM8uXtbrwF/eH4SZveDlctXf9MhybcR58qmRmjXsnV+0xbjpoy+ZsvZTcnbyAVhbey8r52UuHmUXn1AKcmg/T9q107akWNwL3PFmniNYfIFCLYecEHNgJuyaMvVMX773ImZ48FpILHtqjllyRzXTsdHhU0qlzU5bOqfm18xJt2yC3LAqa0w2KZsLph49y+uGnsdlZbH4W5uawuVks6xBbSVrLaKYZ9SQjspWtIWD9JEBUyU48BKuWEa+8oE6AieWLstoEWWOKvD7JYm2yPyYuj+oUViOPUoooZBvN4ibtaIx2NEHHGmGc29IEMuHCst4g7qQUE4fw13w7RL0gw6vALrSmJWSknpHSJfGMmnepxwV7b7yS7uwiU9dMM331BFaWRN7F/BjGUaykum6ujuneG5kZurn2W+zK/rGsytwbVRfrvRzAg3JiThz9DLVDB3nD8V8OQ9msSoZjA4mOeufdeiPSqkvq6iK6dzkXk5P0p7jIQpDQv9azXoYcqrsT2ODywQ+499+NDBkuTnL8uSuZPXQj+089QH3x2Q1sNHi8XrgzWICBxEN+Zv1bsk4BfWmc6jorVQ8xRgQe9wfWrfysggQYxris0P8h/GRnvrTiuWMhEO5nb66tCGCtummw9Ly3q8FAbNXxpGcMSLSqNTvtd0ktJ6+ALOf0zhuq/Ub9XgYhqAvdV1f/fJb27VXX8v42UUJJUgWOK8uyVI97cwyXxP1jFSR0o+aGx8iei6jMCWmaBsdiD7yPXvmqgL03ZtWB8XrOrvEuSVyw0EmYWUhpdk4ynp/EiZhPw428OIY0ctLESY0qIZv3Z2PCqqndkvCYxpDUd2L793N97wwZ7JqANFn+W7QZZhaWWmtXGm/Al78oDGd/+uTqv6+LXefJE87MYpjv/LorjOnlHXQwC92TwzE2nlvDvRekhnlxW92Nzf1eOrS7qweuK8s13YTDe0JgOtVcPmY3frCNn4y468X1dW80JRGM1dkWGYtHxRPPlVy5K6KW6pyLbKZjM04tgR1rd26RAd2s4MRMi+dn2hTr5PsZmSDXzL4GeDth5N5vufvPrrd+8cjjPP/9P8KO1385+6YSDjSPQtTGJjNsb4YVGWlrhrR1ur+NVy1HKw5MGdfDlBdJgzKu062NsVCfIm9MkUf1futdEpfUakYtykg8x9I4ZPqkpFFm1PJFauUikS9izIdMuP3glX6LyODl4mqB12dqX8WD/gq+beaXSH3FeFyoLpBTVmuNPH7kVSyYc+0jHyZtz653CtfXu8AebNaqzld/BRt4NwbdmTCOduzAXmoTY2Hcp6X4QObPfktQ9bzXgplHKVnVCp9FzZA0x6oEOFHUTyizdCKq1iVffm5X9JU9l2vDpZUzo1E6T97yDXjhAwlhVg8VV3MpLiHWP3YV2K08T3LBanEekmxdt++i7M9wYodkWQ+DjW0X6nmG0cV8gTB21vuJtiIviMustwEr/rPaTgd+f86lhp+pjBKKtEmjdZK9zz3A+OLxkB+hzIlf8FLSW16JNUfrG97dOb0Iz5x0js2G4fMLbXjiWHh9/+7Qajt41moJPPTMRvYePpdODo88t2YJzrvscQTNFMZqBY3GmfNrr1aa2mS4aVBLoF7NBLZyu0a6okvxirxi7aRBufcINc/WLX5WwszZh5rLReLuFGWXm6+OOL1Oy4iIXHyL7ZLr98HMgnpRrMfdOT3fYWY+xD7T4zX27li7l9pIZFc2sxj4PPBa4Cng08Cb3f3v19rm1n27/cPf/Jr+825jmiJpUiZ1iqRGmTToNqZpTR9icfoQrakDtCfCvIaDF3IRTmoZqWXUyEijjKRZI4md+twx0lPPhsyeyzLc9gKK3hWALQUXoWm498ZgIAjs/WdlW15I7JNUY05jHmpfBxhXjZ8ksxqZ1ULGWOJ1W24aScaByVlOtZqcao+tud6lMn7fn7Hnd3+SZ77/PWQHXnD+O/KSuOiuORZz9bay5d2Blx7Pr/7X0pKJZki8RK9r6cqruXWsMkL1gq3VBtzr9hpuqlRlXr7KGaU7Z/3WxpXbnn1fg5/Myk17SbXW3FM5eHG+1OV8I0UwZ6DHwcbrglW9GwwHc8qxKaJOC8u7S+/fQ9dpfKn18WLdWgh/Ys7tZsWxZB9gTBUzNPwcJ9W+SAxnonuayc4JyjIEf3lUp33VHZQTu4dSpgvx/LzzzElY7IZPYtckzC7A48+GQPaGwzBRD8HkqYUwPrWWwM6Js89e3KjB4V2QXIJW6MignjjtTsaJmRZzixtIwCgiIrIFxJGxe7rBnukmtTQMq1wru/KoBLlfCvy4u3919fyHAdz9Z9ba5qbrjvg7/+t76TR30K3voIjS6sKid1t9vW6hZysP1JoJtUaMO3TbOWW+eeexFY1TL1vUfXFZK8vSe1q9BdgmJsCM4vnne2utuv/BiSvWHg84eAaNjYRr0ezz2MIc+ZFbl9ZfY6PeFBxGGeKGOMGyNlGeLQW3HspHOdhKe2Z/1tBJdODu2MouzcveoS97LcQsYdv+lB4WLQVmy25eEAIyM1afU2PtM+lVSp7eyNLlofnazie51vIxyINLz/5boJ6Dy8URNJswNw95vnVPTpE0KKOIOGtXY4CHZ+t/42ycUeXoAjqeMJM3aEY5e2tzxFZSlKFF0qi6VEfD/x2KYiMdT4iTiLJwugs5efv8kzKeq/GZL+IWc/rK2zftmHJ2p+edh58suOu2lJ2Tak0S2SztDD71kPNlNxk3HNy61xFbRT2Nz0hAOOpTCB0Enhx4/hTw8pUrmdlbgbcC3HTLS5i+9YZVdnUxswZWFwYTm90FtNcSc56tsVPDajXZc4Hbj+D8MluS/ohebOOb3zHiHLXPvopcoBzoDcLd2n+rTi0kPPF0g2MztQ3d3Lq4DoaHxzb5sHJWcR3+6qFhl0Lk8nRwj9Gs6/rsYhqVIHe1T/2MBgF3fxfwLoAjR17sTz9yAWNOz4ElIVPnRqrm+VTfMloeRIfszmcOVlpv3w5QhDF5l9LZWim8OQnpuV8Axufd/uNEm30PYhkjPs+b4kq4Mjrct37LR8jOvZ3aUbeWyJxGsjxkjGzZlLxbgjnsS3P27Z+H/cMpQ9mYgnhULj8uH2N1Y6Kp7x2RzVZLYMeEfvcutlH5lnkKODzw/BCwbuqO6ek6X/+116+3ioiIiIiIiGwzW7/5Ifg0cMTMrjWzGvCtwN1DLpOIiIiIiIhsMSPRkuvuuZl9L/ARwqDad7v7g0MuloiIiIiIiGwxIxHkArj7h4EPD7scIiIiIiIisnWNSndlERERERERkbNSkCsiIiIiIiLbhoJcERERERER2TYU5IqIiIiIiMi2oSBXREREREREtg0FuSIiIiIiIrJtKMgVERERERGRbUNBroiIiIiIiGwbCnJFRERERERk21CQKyIiIiIiItuGglwRERERERHZNhTkioiIiIiIyLahIFdERERERES2DQW5IiIiIiIism2Yuw+7DJeEmc0BD1+i3U8DM5do36NShmEf/2KWYQ9wYojHvxDDLsOwj78VynC+9ediGvY5GPbxR6kMl7K+jMo52M7Hv9Rl2Ej92e7nYBSOv1XLsNnfV1vxHFxux7+QMlys+nKpz8EL3X3yjKXuvi1/gL+9hPt+1xZ4f0Mtw7CPfzHLcL51ZTudg1E9/lYow6X8WzNC5+CyrwcbLYO+m7b38S91GTZSf7b7ORiF42/VMmz299VWPAeX2/EvpAwXq75c6nOwVjnVXfn8/O9hF4Dhl2HYx4fhl2HYx4fhl2HYx4etUYZhG/Y5GPbxQWXYCseH4Zdh2MeH4Zdh2MeH4Zdh2McHlWErHB+GX4ZhHx+GX4ahHH87d1f+W3e/c9jlkK1PdUUuhOqPnAvVF7kQqj9yIVR/5FyMSn1Zq5zbuSX3XcMugIwM1RW5EKo/ci5UX+RCqP7IhVD9kXMxKvVl1XJu25ZcERERERERufxs55ZcERERERERucwoyBUREREREZFtY6SDXDP7RjNzM7tx2GWRramqH+8feJ6Y2XEz+6NhlktGj5nND7sMMlrOVmfM7ONmtuWTesjm0XWNXAgz+1Eze9DM7jezz5rZy4ddJtnazOyQmf2hmX3BzB41s7ebWW2d9X/AzMY2s4zna6SDXODNwCeAbz2XjcwsvjTFkS1oAbjFzJrV89cCTw+xPCIiIms5r+saETP7UuD1wO3ufivwVcCTwy2VbGVmZsCHgP/l7keAG4AJ4KfX2ewHAAW5l5KZTQBfBvwzqi8DM7vLzP7SzP7AzP7ezN5pZlH12ryZ/YSZ/Q3wpcMruQzBnwBfX/3/zcAHei+Y2cvM7FNmdl/1+MJq+V+Z2W0D633SzG7dzELL1lP9jfmjgee/YmbfWf3/i2b2n8zsM2b2gFpiBNavMyKD1rmuWetvzteZ2T+Y2SfM7B3qoXTZ2w+ccPcOgLufcPdnzOwOM/s/ZnavmX3EzPZDvyfJL1XXPp8zs5cNtfQyDF8JtN39PQDuXgD/FvguMxs3s5+vrmfuN7PvM7N/AxwAPmZmHxtiuTdkZINc4A3An7r754GTZnZ7tfxlwA8CLwauB/5JtXwc+Jy7v9zdP7HZhZWh+l3gW82sAdwK/M3Aa/8AvMrdXwr8B+A/V8t/C/hOADO7Aai7+/2bVmIZVSfc/Xbg14G3DbswIjJS3sDq1zVnqL7PfgP4Wnd/JbB3c4ooW9ifAYfN7PNm9mtm9hVmlgK/DLzR3e8A3s3yVrpxd38F8K+r1+Ty8iLg3sEF7j4LPAH8c+Ba4KVVz4Dfcfd3AM8Ar3b3V292Yc/VKAe5byYEL1SPb67+f4+7P1bdjfgA8MpqeQF8cHOLKFtBFZxeQ6gjH17x8jTw+2b2OeAXCb/wAL8PvL76gvgu4L2bUlgZdR+qHu8l1DkRkY1a67pmNTcCj7n749XzD6yzrlwG3H0euAN4K3Ac+B/AvwRuAT5qZp8Ffgw4NLDZB6pt/xKYMrMdm1hkGT4DVptL1oBXAe909xzA3U9uZsEuhmTYBTgfZrab0MR+i5k5EBM+pA9z5ofVe96uAl+5PN0N/DxwF7B7YPlPAh9z9280s2uAjwO4+6KZfRT4BuCbASWHEYCc5TcHGyte71SPBSP691UuurPVGZH1rmvuZvX6Y5tbQhkF1XXux4GPm9kDwPcAD7r7WsP01rpmlsvDg8A3DS4wsyngMPAYI14fRrUl943Ab7v71e5+jbsfBh4ntNq+zMyurcbifgshgYPIu4GfcPcHViyfZikR1XeueO23gHcAnx7FO1hySfw/4GYzq5vZNPCaYRdItjzVGdmIta5rYPX68w/AddXNWQjXO3IZM7MXmtmRgUW3AQ8Be6ukVJhZamYvGljnW6rlrwRm3H1ms8orW8KfA2Nm9h3QT8z73wi9F/8M+G4zS6rXdlXbzAGTm1/UczeqQe6bgT9YseyDwFuAvwZ+Fvgc4Qti5XpyGXL3p9z97au89F+AnzGzTxLunA9ucy8wC7xnE4ooW1j1R77j7k8CvwfcD/wOcN9QCyZbluqMnKP1rmvOqD/u3iKMo/xTM/sE8BygAOXyNgG8r0q8ej9wMyHXyBuBnzOzvwM+C7xiYJtTZvYp4J2EhGdyGXF3B74ReJOZfQH4PNAGfoTQ0PMEcH9Vd95SbfYu4E9GIfGUhfe3PZjZXcDb3P31Qy6KbANmdoDQ7edGdy+HXBwZIjN7CfCb7q7sk7IhqjNyqZnZhLvPV9OA/CrwBXf/xWGXS0aDmX2ccM38t8Mui8ilMKotuSKXVNV142+AH1WAe3kzs+8mJOf4sWGXRUaD6oxskn9RJRN6kDD05jeGWxwRka1jW7XkioiIiIiIyOVNLbkiIiIiIiKybYxMkGtmh83sY2b2kJk9aGbfXy3fZWYfNbMvVI87q+WvNbN7zeyB6vErB/Z1R7X8ETN7RzWeRUREREREREbcyAS5hLkGf9DdbwK+BPgeM7sZ+CHgz939CCEV9g9V658A/rG7vxj4p8D7B/b164TJso9UP1+zOW9BRERERERELqWRCXLd/ai7f6b6/xxh7q+DwDcA76tWex/whmqd+9z9mWr5g0CjmmduPzDl7n9dpc7+7d42IiIiIiIiMtpGJsgdVE1+/lJC9tt97n4UQiAMXLHKJt8E3OfuHUJg/NTAa09Vy0RERERERGTEJcMuwLkyswnCBOk/4O6zZxtOa2YvAn4OeF1v0SqrKcW0iIiIiIjINjBSLblmlhIC3N9x9w9Vi5+ruiBTPR4bWP8Q8AfAd7j7o9Xip4BDA7s9BDyDiIiIiIiIjLyRCXKrDMj/HXjI3X9h4KW7CYmlqB7/sFp/B/DHwA+7+yd7K1ddmufM7EuqfX5HbxsREREREREZbRZyL219ZvZK4K+AB4CyWvwjhHG5vwdcBTwBvMndT5rZjwE/DHxhYDevc/djZnYn8F6gCfwJ8H0+KidCRERERERE1jQyQa6IiIiIiIjI2YxMd2URERERERGRs1GQKyIiIiIiItuGglwRERERERHZNhTkioiIiIiIyLahIFdERERERES2DQW5IiIiW5SZFWb2WTN70Mz+zsz+nZmt+91tZteY2Vs2q4wiIiJbjYJcERGRravl7re5+4uA1wJfB/zHs2xzDaAgV0RELluaJ1dERGSLMrN5d58YeH4d8GlgD3A18H5gvHr5e939U2b2f4GbgMeB9wHvAH4WuAuoA7/q7r+xaW9CRERkkynIFRER2aJWBrnVslPAjcAcULp728yOAB9w9zvN7C7gbe7++mr9twJXuPtPmVkd+CTwJnd/fDPfi4iIyGZJhl0AEREROSdWPabAr5jZbUAB3LDG+q8DbjWzN1bPp4EjhJZeERGRbUdBroiIyIiouisXwDHC2NzngJcQcmy019oM+D53/8imFFJERGTIlHhKRERkBJjZXuCdwK94GGs0DRx19xL4diCuVp0DJgc2/Qjwr8wsrfZzg5mNIyIisk2pJVdERGTraprZZwldk3NCoqlfqF77NeCDZvYm4GPAQrX8fiA3s78D3gu8nZBx+TNmZsBx4A2bU3wREZHNp8RTIiIiIiIism2ou7KIiIiIiIhsGwpyRUREREREZNtQkCsiIiIiIiLbhoJcERERERER2TYU5IqIiIiIiMi2oSBXREREREREtg0FuSIiIiIiIrJt/H8Yw1sni4jCFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_date.plot(figsize=(16, 8), color=col_map, legend=False, title=f'{metric} for Zip Code areas in San Diego County color-coded by risk factor');\n",
    "ax.set_xlabel('Date');\n",
    "ax.set_ylabel(f'{metric} per 100,000');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case counts by county color-coded by risk factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dimensions for subplot layout\n",
    "cols = 5\n",
    "rows = math.ceil(df_date.shape[1]/cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x3024 with 105 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_date.plot(subplots=True, layout=(rows,cols), sharey=True, figsize=(16, 2*rows), color=col_map);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check for Correlations at a specific day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "date = '2020-08-30'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "// get all zip codes in San Diego County\n",
    "MATCH (p:PostalCode)-[:IN]-(a:Admin2{name: 'San Diego County'})\n",
    "\n",
    "MATCH (p)<-[:REPORTED_IN]-(c:Cases{source: 'SDHHSA'}) \n",
    "WHERE c.date = date($date)\n",
    "\n",
    "// get demographics for all counties\n",
    "MATCH (p)-[:HAS_DEMOGRAPHICS]->(d:Demographics) \n",
    "\n",
    "RETURN p.name + '-' + p.placeName AS name, \n",
    "       c.cases*100000.0/d.totalPopulation AS confirmedRate\n",
    "ORDER BY a.name\n",
    "\"\"\"\n",
    "day_rate = graph.run(query, date=date).to_data_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\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>name</th>\n",
       "      <th>confirmedRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>91902-Bonita</td>\n",
       "      <td>1102.393485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>92120-San Diego</td>\n",
       "      <td>676.000275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>92083-Vista</td>\n",
       "      <td>1252.465231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>92078-San Marcos</td>\n",
       "      <td>744.381450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92154-San Diego</td>\n",
       "      <td>2688.599371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "               name  confirmedRate\n",
       "0      91902-Bonita    1102.393485\n",
       "1   92120-San Diego     676.000275\n",
       "2       92083-Vista    1252.465231\n",
       "3  92078-San Marcos     744.381450\n",
       "4   92154-San Diego    2688.599371"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day_rate.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col6{\n",
       "            background-color:  #e36b54;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col10{\n",
       "            background-color:  #f2cbb7;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col11{\n",
       "            background-color:  #f7b79b;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col1{\n",
       "            background-color:  #f2cab5;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col4{\n",
       "            background-color:  #3c4ec2;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col5,#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col5{\n",
       "            background-color:  #506bda;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col7{\n",
       "            background-color:  #3e51c5;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col10{\n",
       "            background-color:  #f7a98b;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col11,#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col9{\n",
       "            background-color:  #c43032;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col0{\n",
       "            background-color:  #89acfd;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col2{\n",
       "            background-color:  #a3c2fe;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col3{\n",
       "            background-color:  #4e68d8;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col7{\n",
       "            background-color:  #3f53c6;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col8{\n",
       "            background-color:  #d3dbe7;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col11{\n",
       "            background-color:  #dc5d4a;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col0{\n",
       "            background-color:  #abc8fd;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col1{\n",
       "            background-color:  #f1ccb8;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col5{\n",
       "            background-color:  #5977e3;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col6{\n",
       "            background-color:  #b7cff9;\n",
       "            color:  #000000;\n",
       "        }#T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col8{\n",
       "            background-color:  #e3d9d3;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574c\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >confirmedRate</th>        <th class=\"col_heading level0 col1\" >hispanicOrLatinoPct</th>        <th class=\"col_heading level0 col2\" >minorityPct</th>        <th class=\"col_heading level0 col3\" >lowIncomePct</th>        <th class=\"col_heading level0 col4\" >noHealthInsurancePct</th>        <th class=\"col_heading level0 col5\" >serviceOccupationPct</th>        <th class=\"col_heading level0 col6\" >lowEducationPct</th>        <th class=\"col_heading level0 col7\" >noInternetPct</th>        <th class=\"col_heading level0 col8\" >highOccupanyHousingPct</th>        <th class=\"col_heading level0 col9\" >h.averageHouseholdSizeOfOwnerOccupiedUnit</th>        <th class=\"col_heading level0 col10\" >h.averageHouseholdSizeOfRenterOccupiedUnit</th>        <th class=\"col_heading level0 col11\" >averageHouseholdSize</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row0\" class=\"row_heading level0 row0\" >confirmedRate</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col0\" class=\"data row0 col0\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col1\" class=\"data row0 col1\" >0.66</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col2\" class=\"data row0 col2\" >0.46</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col3\" class=\"data row0 col3\" >0.42</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col4\" class=\"data row0 col4\" >0.59</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col5\" class=\"data row0 col5\" >0.49</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col6\" class=\"data row0 col6\" >0.65</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col7\" class=\"data row0 col7\" >0.24</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col8\" class=\"data row0 col8\" >0.68</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col9\" class=\"data row0 col9\" >0.54</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col10\" class=\"data row0 col10\" >0.43</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow0_col11\" class=\"data row0 col11\" >0.50</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row1\" class=\"row_heading level0 row1\" >hispanicOrLatinoPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col0\" class=\"data row1 col0\" >0.66</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col1\" class=\"data row1 col1\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col2\" class=\"data row1 col2\" >0.23</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col3\" class=\"data row1 col3\" >0.30</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col4\" class=\"data row1 col4\" >0.65</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col5\" class=\"data row1 col5\" >0.74</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col6\" class=\"data row1 col6\" >0.88</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col7\" class=\"data row1 col7\" >0.38</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col8\" class=\"data row1 col8\" >0.83</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col9\" class=\"data row1 col9\" >0.69</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col10\" class=\"data row1 col10\" >0.61</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow1_col11\" class=\"data row1 col11\" >0.69</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row2\" class=\"row_heading level0 row2\" >minorityPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col0\" class=\"data row2 col0\" >0.46</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col1\" class=\"data row2 col1\" >0.23</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col2\" class=\"data row2 col2\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col3\" class=\"data row2 col3\" >0.32</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col4\" class=\"data row2 col4\" >0.63</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col5\" class=\"data row2 col5\" >0.41</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col6\" class=\"data row2 col6\" >0.40</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col7\" class=\"data row2 col7\" >0.43</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col8\" class=\"data row2 col8\" >0.30</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col9\" class=\"data row2 col9\" >0.12</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col10\" class=\"data row2 col10\" >0.40</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow2_col11\" class=\"data row2 col11\" >0.22</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row3\" class=\"row_heading level0 row3\" >lowIncomePct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col0\" class=\"data row3 col0\" >0.42</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col1\" class=\"data row3 col1\" >0.30</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col2\" class=\"data row3 col2\" >0.32</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col3\" class=\"data row3 col3\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col4\" class=\"data row3 col4\" >0.32</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col5\" class=\"data row3 col5\" >0.49</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col6\" class=\"data row3 col6\" >0.47</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col7\" class=\"data row3 col7\" >0.66</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col8\" class=\"data row3 col8\" >0.48</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col9\" class=\"data row3 col9\" >0.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col10\" class=\"data row3 col10\" >0.06</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow3_col11\" class=\"data row3 col11\" >0.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row4\" class=\"row_heading level0 row4\" >noHealthInsurancePct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col0\" class=\"data row4 col0\" >0.59</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col1\" class=\"data row4 col1\" >0.65</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col2\" class=\"data row4 col2\" >0.63</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col3\" class=\"data row4 col3\" >0.32</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col4\" class=\"data row4 col4\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col5\" class=\"data row4 col5\" >0.67</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col6\" class=\"data row4 col6\" >0.78</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col7\" class=\"data row4 col7\" >0.48</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col8\" class=\"data row4 col8\" >0.69</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col9\" class=\"data row4 col9\" >0.33</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col10\" class=\"data row4 col10\" >0.47</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow4_col11\" class=\"data row4 col11\" >0.38</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row5\" class=\"row_heading level0 row5\" >serviceOccupationPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col0\" class=\"data row5 col0\" >0.49</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col1\" class=\"data row5 col1\" >0.74</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col2\" class=\"data row5 col2\" >0.41</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col3\" class=\"data row5 col3\" >0.49</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col4\" class=\"data row5 col4\" >0.67</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col5\" class=\"data row5 col5\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col6\" class=\"data row5 col6\" >0.84</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col7\" class=\"data row5 col7\" >0.62</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col8\" class=\"data row5 col8\" >0.71</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col9\" class=\"data row5 col9\" >0.45</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col10\" class=\"data row5 col10\" >0.45</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow5_col11\" class=\"data row5 col11\" >0.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row6\" class=\"row_heading level0 row6\" >lowEducationPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col0\" class=\"data row6 col0\" >0.65</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col1\" class=\"data row6 col1\" >0.88</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col2\" class=\"data row6 col2\" >0.40</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col3\" class=\"data row6 col3\" >0.47</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col4\" class=\"data row6 col4\" >0.78</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col5\" class=\"data row6 col5\" >0.84</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col6\" class=\"data row6 col6\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col7\" class=\"data row6 col7\" >0.60</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col8\" class=\"data row6 col8\" >0.91</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col9\" class=\"data row6 col9\" >0.61</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col10\" class=\"data row6 col10\" >0.60</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow6_col11\" class=\"data row6 col11\" >0.62</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row7\" class=\"row_heading level0 row7\" >noInternetPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col0\" class=\"data row7 col0\" >0.24</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col1\" class=\"data row7 col1\" >0.38</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col2\" class=\"data row7 col2\" >0.43</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col3\" class=\"data row7 col3\" >0.66</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col4\" class=\"data row7 col4\" >0.48</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col5\" class=\"data row7 col5\" >0.62</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col6\" class=\"data row7 col6\" >0.60</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col7\" class=\"data row7 col7\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col8\" class=\"data row7 col8\" >0.42</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col9\" class=\"data row7 col9\" >0.08</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col10\" class=\"data row7 col10\" >0.09</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow7_col11\" class=\"data row7 col11\" >0.07</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row8\" class=\"row_heading level0 row8\" >highOccupanyHousingPct</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col0\" class=\"data row8 col0\" >0.68</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col1\" class=\"data row8 col1\" >0.83</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col2\" class=\"data row8 col2\" >0.30</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col3\" class=\"data row8 col3\" >0.48</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col4\" class=\"data row8 col4\" >0.69</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col5\" class=\"data row8 col5\" >0.71</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col6\" class=\"data row8 col6\" >0.91</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col7\" class=\"data row8 col7\" >0.42</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col8\" class=\"data row8 col8\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col9\" class=\"data row8 col9\" >0.64</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col10\" class=\"data row8 col10\" >0.63</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow8_col11\" class=\"data row8 col11\" >0.67</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row9\" class=\"row_heading level0 row9\" >h.averageHouseholdSizeOfOwnerOccupiedUnit</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col0\" class=\"data row9 col0\" >0.54</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col1\" class=\"data row9 col1\" >0.69</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col2\" class=\"data row9 col2\" >0.12</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col3\" class=\"data row9 col3\" >0.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col4\" class=\"data row9 col4\" >0.33</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col5\" class=\"data row9 col5\" >0.45</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col6\" class=\"data row9 col6\" >0.61</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col7\" class=\"data row9 col7\" >0.08</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col8\" class=\"data row9 col8\" >0.64</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col9\" class=\"data row9 col9\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col10\" class=\"data row9 col10\" >0.73</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow9_col11\" class=\"data row9 col11\" >0.95</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row10\" class=\"row_heading level0 row10\" >h.averageHouseholdSizeOfRenterOccupiedUnit</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col0\" class=\"data row10 col0\" >0.43</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col1\" class=\"data row10 col1\" >0.61</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col2\" class=\"data row10 col2\" >0.40</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col3\" class=\"data row10 col3\" >0.06</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col4\" class=\"data row10 col4\" >0.47</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col5\" class=\"data row10 col5\" >0.45</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col6\" class=\"data row10 col6\" >0.60</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col7\" class=\"data row10 col7\" >0.09</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col8\" class=\"data row10 col8\" >0.63</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col9\" class=\"data row10 col9\" >0.73</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col10\" class=\"data row10 col10\" >1.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow10_col11\" class=\"data row10 col11\" >0.88</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574clevel0_row11\" class=\"row_heading level0 row11\" >averageHouseholdSize</th>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col0\" class=\"data row11 col0\" >0.50</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col1\" class=\"data row11 col1\" >0.69</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col2\" class=\"data row11 col2\" >0.22</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col3\" class=\"data row11 col3\" >0.00</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col4\" class=\"data row11 col4\" >0.38</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col5\" class=\"data row11 col5\" >0.47</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col6\" class=\"data row11 col6\" >0.62</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col7\" class=\"data row11 col7\" >0.07</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col8\" class=\"data row11 col8\" >0.67</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col9\" class=\"data row11 col9\" >0.95</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col10\" class=\"data row11 col10\" >0.88</td>\n",
       "                        <td id=\"T_c6a4eae6_0cbf_11eb_966b_6003089b574crow11_col11\" class=\"data row11 col11\" >1.00</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127511610>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "risk_corr = day_rate.merge(risk_features, left_on='name', right_on='name')\n",
    "#corr = risk_corr.corr(method='spearman')\n",
    "corr = risk_corr.corr()\n",
    "corr.style.background_gradient(cmap='coolwarm').set_precision(2)"
   ]
  }
 ],
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